notebooks/aggregation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Notebook for Processing and Aggregation of Measurement Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Resulting dataframes are saved to a separate database for later plotting/analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import sqlite3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# `netflix` test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# unitid of probes with known faulty behavior --> remove from data\n",
    "faulty_probes = [525884, 658929, 19602, 632406, 660076]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn = sqlite3.connect('../data/netflix-data.db')\n",
    "\n",
    "# only load successful measurements for now\n",
    "netflix_df = pd.read_sql_query('select unit_id, dtime, address, \\\n",
    "                                connect_time, \\\n",
    "                                bytes_sec \\\n",
    "                                from netflix \\\n",
    "                                where successes != 0', con=conn, parse_dates=['dtime'])\n",
    "\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "netflix_df = netflix_df[~netflix_df['unit_id'].isin(faulty_probes)]  # remove faulty probes\n",
    "\n",
    "netflix_df.drop_duplicates(inplace=True)\n",
    "\n",
    "netflix_df['dtime'] = netflix_df['dtime'].dt.floor('h')  # floor to hours for later grouping of v4/v6 pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "unit_id                  int64\n",
       "dtime           datetime64[ns]\n",
       "address                 object\n",
       "connect_time             int64\n",
       "bytes_sec                int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix_df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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",
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       "        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>address</th>\n",
       "      <th>connect_time</th>\n",
       "      <th>bytes_sec</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>198.38.117.146</td>\n",
       "      <td>9046</td>\n",
       "      <td>11640296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>198.38.117.146</td>\n",
       "      <td>8340</td>\n",
       "      <td>11753569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>8239</td>\n",
       "      <td>11638482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 05:00:00</td>\n",
       "      <td>198.38.116.153</td>\n",
       "      <td>8457</td>\n",
       "      <td>11752382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 06:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>8300</td>\n",
       "      <td>11653446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 07:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8334</td>\n",
       "      <td>11641541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 09:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8267</td>\n",
       "      <td>11751035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>198.38.117.147</td>\n",
       "      <td>8351</td>\n",
       "      <td>11540112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>198.38.117.152</td>\n",
       "      <td>8358</td>\n",
       "      <td>11548673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 12:00:00</td>\n",
       "      <td>198.38.117.149</td>\n",
       "      <td>8413</td>\n",
       "      <td>11610108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8488</td>\n",
       "      <td>11547957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>8424</td>\n",
       "      <td>11588097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8508</td>\n",
       "      <td>11722963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 16:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8415</td>\n",
       "      <td>11751955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>198.38.117.140</td>\n",
       "      <td>8244</td>\n",
       "      <td>11753120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 18:00:00</td>\n",
       "      <td>198.38.117.145</td>\n",
       "      <td>8333</td>\n",
       "      <td>11754452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>198.38.117.154</td>\n",
       "      <td>8231</td>\n",
       "      <td>11735369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 20:00:00</td>\n",
       "      <td>198.38.117.141</td>\n",
       "      <td>8347</td>\n",
       "      <td>11256298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 21:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8371</td>\n",
       "      <td>11696124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 22:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8506</td>\n",
       "      <td>11675970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 23:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8377</td>\n",
       "      <td>11754672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>16803</td>\n",
       "      <td>10674265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>20515</td>\n",
       "      <td>10371717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>2a00:86c0:119:119::142</td>\n",
       "      <td>17350</td>\n",
       "      <td>10958991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>20570</td>\n",
       "      <td>10751181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>198.38.118.146</td>\n",
       "      <td>20402</td>\n",
       "      <td>9971162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>2a00:86c0:116:116::145</td>\n",
       "      <td>18747</td>\n",
       "      <td>9191069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>15614</td>\n",
       "      <td>10388970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 05:00:00</td>\n",
       "      <td>2a00:86c0:117:117::141</td>\n",
       "      <td>23625</td>\n",
       "      <td>8737111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>2a00:86c0:116:116::148</td>\n",
       "      <td>25121</td>\n",
       "      <td>8356098</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>9385532</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 09:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::143</td>\n",
       "      <td>9456</td>\n",
       "      <td>113200953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385533</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 09:00:00</td>\n",
       "      <td>45.57.38.145</td>\n",
       "      <td>14814</td>\n",
       "      <td>116255662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385534</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 10:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>10629</td>\n",
       "      <td>101212682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385535</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 10:00:00</td>\n",
       "      <td>45.57.39.145</td>\n",
       "      <td>14950</td>\n",
       "      <td>93446163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385536</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 11:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::143</td>\n",
       "      <td>10091</td>\n",
       "      <td>111960252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385537</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 11:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>15482</td>\n",
       "      <td>115991901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385538</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 12:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>10298</td>\n",
       "      <td>110912874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385539</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 12:00:00</td>\n",
       "      <td>45.57.39.137</td>\n",
       "      <td>15560</td>\n",
       "      <td>114056313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385540</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 13:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>10614</td>\n",
       "      <td>111317453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385541</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 13:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>15883</td>\n",
       "      <td>97376405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385542</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 14:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>10298</td>\n",
       "      <td>114755419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385543</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 14:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>14227</td>\n",
       "      <td>88096437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385544</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 15:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>10428</td>\n",
       "      <td>110998597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385545</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 15:00:00</td>\n",
       "      <td>45.57.39.140</td>\n",
       "      <td>14475</td>\n",
       "      <td>93423127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385546</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 16:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>10256</td>\n",
       "      <td>114826740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385547</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 16:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>15762</td>\n",
       "      <td>103571610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385548</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 17:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::135</td>\n",
       "      <td>9980</td>\n",
       "      <td>113547250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385549</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 17:00:00</td>\n",
       "      <td>45.57.39.136</td>\n",
       "      <td>11609</td>\n",
       "      <td>114239406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385550</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::141</td>\n",
       "      <td>9860</td>\n",
       "      <td>112323896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385551</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>15262</td>\n",
       "      <td>92345895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385552</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::142</td>\n",
       "      <td>11343</td>\n",
       "      <td>95874373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385553</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>14564</td>\n",
       "      <td>116343808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385554</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::141</td>\n",
       "      <td>9445</td>\n",
       "      <td>112935593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385555</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>16070</td>\n",
       "      <td>112994705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385556</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::145</td>\n",
       "      <td>5363</td>\n",
       "      <td>98027453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385557</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>45.57.38.136</td>\n",
       "      <td>8073</td>\n",
       "      <td>110344130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385558</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::138</td>\n",
       "      <td>10461</td>\n",
       "      <td>110777402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385559</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>45.57.39.143</td>\n",
       "      <td>14923</td>\n",
       "      <td>109319621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385560</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::139</td>\n",
       "      <td>9981</td>\n",
       "      <td>102162546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385561</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>6115</td>\n",
       "      <td>115094496</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2134790 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         unit_id               dtime                   address  connect_time  \\\n",
       "42         62712 2016-07-22 02:00:00            198.38.117.146          9046   \n",
       "43         62712 2016-07-22 03:00:00            198.38.117.146          8340   \n",
       "44         62712 2016-07-22 04:00:00            198.38.117.153          8239   \n",
       "45         62712 2016-07-22 05:00:00            198.38.116.153          8457   \n",
       "46         62712 2016-07-22 06:00:00            198.38.117.153          8300   \n",
       "47         62712 2016-07-22 07:00:00            198.38.116.148          8334   \n",
       "48         62712 2016-07-22 09:00:00            198.38.116.148          8267   \n",
       "49         62712 2016-07-22 10:00:00            198.38.117.147          8351   \n",
       "50         62712 2016-07-22 11:00:00            198.38.117.152          8358   \n",
       "51         62712 2016-07-22 12:00:00            198.38.117.149          8413   \n",
       "52         62712 2016-07-22 13:00:00            198.38.116.148          8488   \n",
       "53         62712 2016-07-22 14:00:00            198.38.117.153          8424   \n",
       "54         62712 2016-07-22 15:00:00            198.38.116.148          8508   \n",
       "55         62712 2016-07-22 16:00:00            198.38.116.148          8415   \n",
       "56         62712 2016-07-22 17:00:00            198.38.117.140          8244   \n",
       "57         62712 2016-07-22 18:00:00            198.38.117.145          8333   \n",
       "58         62712 2016-07-22 19:00:00            198.38.117.154          8231   \n",
       "59         62712 2016-07-22 20:00:00            198.38.117.141          8347   \n",
       "60         62712 2016-07-22 21:00:00            198.38.116.148          8371   \n",
       "61         62712 2016-07-22 22:00:00            198.38.116.148          8506   \n",
       "62         62712 2016-07-22 23:00:00            198.38.116.148          8377   \n",
       "63        123256 2016-07-22 00:00:00    2a00:86c0:119:119::145         16803   \n",
       "64        123256 2016-07-22 00:00:00            198.38.119.140         20515   \n",
       "65        123256 2016-07-22 02:00:00    2a00:86c0:119:119::142         17350   \n",
       "66        123256 2016-07-22 02:00:00            198.38.118.140         20570   \n",
       "67        123256 2016-07-22 03:00:00            198.38.118.146         20402   \n",
       "68        123256 2016-07-22 04:00:00    2a00:86c0:116:116::145         18747   \n",
       "69        123256 2016-07-22 04:00:00            198.38.119.149         15614   \n",
       "70        123256 2016-07-22 05:00:00    2a00:86c0:117:117::141         23625   \n",
       "71        123256 2016-07-22 10:00:00    2a00:86c0:116:116::148         25121   \n",
       "...          ...                 ...                       ...           ...   \n",
       "9385532   950234 2019-05-03 09:00:00  2a00:86c0:2039:2039::143          9456   \n",
       "9385533   950234 2019-05-03 09:00:00              45.57.38.145         14814   \n",
       "9385534   950234 2019-05-03 10:00:00  2a00:86c0:2039:2039::137         10629   \n",
       "9385535   950234 2019-05-03 10:00:00              45.57.39.145         14950   \n",
       "9385536   950234 2019-05-03 11:00:00  2a00:86c0:2038:2038::143         10091   \n",
       "9385537   950234 2019-05-03 11:00:00              45.57.38.143         15482   \n",
       "9385538   950234 2019-05-03 12:00:00  2a00:86c0:2039:2039::137         10298   \n",
       "9385539   950234 2019-05-03 12:00:00              45.57.39.137         15560   \n",
       "9385540   950234 2019-05-03 13:00:00  2a00:86c0:2039:2039::140         10614   \n",
       "9385541   950234 2019-05-03 13:00:00              45.57.38.144         15883   \n",
       "9385542   950234 2019-05-03 14:00:00  2a00:86c0:2039:2039::138         10298   \n",
       "9385543   950234 2019-05-03 14:00:00              45.57.38.138         14227   \n",
       "9385544   950234 2019-05-03 15:00:00  2a00:86c0:2039:2039::138         10428   \n",
       "9385545   950234 2019-05-03 15:00:00              45.57.39.140         14475   \n",
       "9385546   950234 2019-05-03 16:00:00  2a00:86c0:2039:2039::140         10256   \n",
       "9385547   950234 2019-05-03 16:00:00              45.57.38.143         15762   \n",
       "9385548   950234 2019-05-03 17:00:00  2a00:86c0:2038:2038::135          9980   \n",
       "9385549   950234 2019-05-03 17:00:00              45.57.39.136         11609   \n",
       "9385550   950234 2019-05-03 18:00:00  2a00:86c0:2039:2039::141          9860   \n",
       "9385551   950234 2019-05-03 18:00:00              45.57.38.141         15262   \n",
       "9385552   950234 2019-05-03 19:00:00  2a00:86c0:2039:2039::142         11343   \n",
       "9385553   950234 2019-05-03 19:00:00              45.57.38.138         14564   \n",
       "9385554   950234 2019-05-03 20:00:00  2a00:86c0:2038:2038::141          9445   \n",
       "9385555   950234 2019-05-03 20:00:00              45.57.38.144         16070   \n",
       "9385556   950234 2019-05-03 21:00:00  2a00:86c0:2038:2038::145          5363   \n",
       "9385557   950234 2019-05-03 21:00:00              45.57.38.136          8073   \n",
       "9385558   950234 2019-05-03 22:00:00  2a00:86c0:2038:2038::138         10461   \n",
       "9385559   950234 2019-05-03 22:00:00              45.57.39.143         14923   \n",
       "9385560   950234 2019-05-03 23:00:00  2a00:86c0:2038:2038::139          9981   \n",
       "9385561   950234 2019-05-03 23:00:00              45.57.38.141          6115   \n",
       "\n",
       "         bytes_sec  \n",
       "42        11640296  \n",
       "43        11753569  \n",
       "44        11638482  \n",
       "45        11752382  \n",
       "46        11653446  \n",
       "47        11641541  \n",
       "48        11751035  \n",
       "49        11540112  \n",
       "50        11548673  \n",
       "51        11610108  \n",
       "52        11547957  \n",
       "53        11588097  \n",
       "54        11722963  \n",
       "55        11751955  \n",
       "56        11753120  \n",
       "57        11754452  \n",
       "58        11735369  \n",
       "59        11256298  \n",
       "60        11696124  \n",
       "61        11675970  \n",
       "62        11754672  \n",
       "63        10674265  \n",
       "64        10371717  \n",
       "65        10958991  \n",
       "66        10751181  \n",
       "67         9971162  \n",
       "68         9191069  \n",
       "69        10388970  \n",
       "70         8737111  \n",
       "71         8356098  \n",
       "...            ...  \n",
       "9385532  113200953  \n",
       "9385533  116255662  \n",
       "9385534  101212682  \n",
       "9385535   93446163  \n",
       "9385536  111960252  \n",
       "9385537  115991901  \n",
       "9385538  110912874  \n",
       "9385539  114056313  \n",
       "9385540  111317453  \n",
       "9385541   97376405  \n",
       "9385542  114755419  \n",
       "9385543   88096437  \n",
       "9385544  110998597  \n",
       "9385545   93423127  \n",
       "9385546  114826740  \n",
       "9385547  103571610  \n",
       "9385548  113547250  \n",
       "9385549  114239406  \n",
       "9385550  112323896  \n",
       "9385551   92345895  \n",
       "9385552   95874373  \n",
       "9385553  116343808  \n",
       "9385554  112935593  \n",
       "9385555  112994705  \n",
       "9385556   98027453  \n",
       "9385557  110344130  \n",
       "9385558  110777402  \n",
       "9385559  109319621  \n",
       "9385560  102162546  \n",
       "9385561  115094496  \n",
       "\n",
       "[2134790 rows x 5 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# split v4 and v6 based on address\n",
    "v4 = netflix_df[~netflix_df['address'].str.contains(':')]\n",
    "v6 = netflix_df[netflix_df['address'].str.contains(':')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>dtime</th>\n",
       "      <th>address</th>\n",
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       "  <tbody>\n",
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       "      <th>42</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>198.38.117.146</td>\n",
       "      <td>9046</td>\n",
       "      <td>11640296</td>\n",
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       "      <th>43</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>198.38.117.146</td>\n",
       "      <td>8340</td>\n",
       "      <td>11753569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>8239</td>\n",
       "      <td>11638482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 05:00:00</td>\n",
       "      <td>198.38.116.153</td>\n",
       "      <td>8457</td>\n",
       "      <td>11752382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 06:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>8300</td>\n",
       "      <td>11653446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 07:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8334</td>\n",
       "      <td>11641541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 09:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8267</td>\n",
       "      <td>11751035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>198.38.117.147</td>\n",
       "      <td>8351</td>\n",
       "      <td>11540112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>198.38.117.152</td>\n",
       "      <td>8358</td>\n",
       "      <td>11548673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 12:00:00</td>\n",
       "      <td>198.38.117.149</td>\n",
       "      <td>8413</td>\n",
       "      <td>11610108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8488</td>\n",
       "      <td>11547957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>8424</td>\n",
       "      <td>11588097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8508</td>\n",
       "      <td>11722963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 16:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8415</td>\n",
       "      <td>11751955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>198.38.117.140</td>\n",
       "      <td>8244</td>\n",
       "      <td>11753120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 18:00:00</td>\n",
       "      <td>198.38.117.145</td>\n",
       "      <td>8333</td>\n",
       "      <td>11754452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>198.38.117.154</td>\n",
       "      <td>8231</td>\n",
       "      <td>11735369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 20:00:00</td>\n",
       "      <td>198.38.117.141</td>\n",
       "      <td>8347</td>\n",
       "      <td>11256298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 21:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8371</td>\n",
       "      <td>11696124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 22:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8506</td>\n",
       "      <td>11675970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 23:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8377</td>\n",
       "      <td>11754672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>20515</td>\n",
       "      <td>10371717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>20570</td>\n",
       "      <td>10751181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>198.38.118.146</td>\n",
       "      <td>20402</td>\n",
       "      <td>9971162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>15614</td>\n",
       "      <td>10388970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>18534</td>\n",
       "      <td>9844976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>19989</td>\n",
       "      <td>10421981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>23514</td>\n",
       "      <td>8260807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>19945</td>\n",
       "      <td>10729881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>18305</td>\n",
       "      <td>8935313</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>9385503</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>23.246.58.135</td>\n",
       "      <td>19904</td>\n",
       "      <td>58620108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385505</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>20155</td>\n",
       "      <td>44327127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385507</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>17871</td>\n",
       "      <td>37420688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385509</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>18298</td>\n",
       "      <td>25759528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385511</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>23.246.59.137</td>\n",
       "      <td>17696</td>\n",
       "      <td>56386574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385513</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>23.246.59.137</td>\n",
       "      <td>17806</td>\n",
       "      <td>32027411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385515</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 00:00:00</td>\n",
       "      <td>45.57.39.138</td>\n",
       "      <td>19431</td>\n",
       "      <td>114847648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385517</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 01:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>17356</td>\n",
       "      <td>114380589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385519</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 02:00:00</td>\n",
       "      <td>45.57.39.145</td>\n",
       "      <td>15973</td>\n",
       "      <td>113491686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385521</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 03:00:00</td>\n",
       "      <td>45.57.39.139</td>\n",
       "      <td>14516</td>\n",
       "      <td>111687031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385523</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 04:00:00</td>\n",
       "      <td>45.57.39.141</td>\n",
       "      <td>13255</td>\n",
       "      <td>112091294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385525</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 05:00:00</td>\n",
       "      <td>45.57.39.131</td>\n",
       "      <td>13025</td>\n",
       "      <td>43962973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385527</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 06:00:00</td>\n",
       "      <td>45.57.38.142</td>\n",
       "      <td>14821</td>\n",
       "      <td>113634458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385529</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 07:00:00</td>\n",
       "      <td>45.57.39.142</td>\n",
       "      <td>18052</td>\n",
       "      <td>112906335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385531</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 08:00:00</td>\n",
       "      <td>45.57.39.143</td>\n",
       "      <td>11313</td>\n",
       "      <td>116590206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385533</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 09:00:00</td>\n",
       "      <td>45.57.38.145</td>\n",
       "      <td>14814</td>\n",
       "      <td>116255662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385535</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 10:00:00</td>\n",
       "      <td>45.57.39.145</td>\n",
       "      <td>14950</td>\n",
       "      <td>93446163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385537</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 11:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>15482</td>\n",
       "      <td>115991901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385539</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 12:00:00</td>\n",
       "      <td>45.57.39.137</td>\n",
       "      <td>15560</td>\n",
       "      <td>114056313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385541</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 13:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>15883</td>\n",
       "      <td>97376405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385543</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 14:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>14227</td>\n",
       "      <td>88096437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385545</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 15:00:00</td>\n",
       "      <td>45.57.39.140</td>\n",
       "      <td>14475</td>\n",
       "      <td>93423127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385547</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 16:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>15762</td>\n",
       "      <td>103571610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385549</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 17:00:00</td>\n",
       "      <td>45.57.39.136</td>\n",
       "      <td>11609</td>\n",
       "      <td>114239406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385551</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>15262</td>\n",
       "      <td>92345895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385553</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>14564</td>\n",
       "      <td>116343808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385555</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>16070</td>\n",
       "      <td>112994705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385557</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>45.57.38.136</td>\n",
       "      <td>8073</td>\n",
       "      <td>110344130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385559</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>45.57.39.143</td>\n",
       "      <td>14923</td>\n",
       "      <td>109319621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385561</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>6115</td>\n",
       "      <td>115094496</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1166874 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         unit_id               dtime         address  connect_time  bytes_sec\n",
       "42         62712 2016-07-22 02:00:00  198.38.117.146          9046   11640296\n",
       "43         62712 2016-07-22 03:00:00  198.38.117.146          8340   11753569\n",
       "44         62712 2016-07-22 04:00:00  198.38.117.153          8239   11638482\n",
       "45         62712 2016-07-22 05:00:00  198.38.116.153          8457   11752382\n",
       "46         62712 2016-07-22 06:00:00  198.38.117.153          8300   11653446\n",
       "47         62712 2016-07-22 07:00:00  198.38.116.148          8334   11641541\n",
       "48         62712 2016-07-22 09:00:00  198.38.116.148          8267   11751035\n",
       "49         62712 2016-07-22 10:00:00  198.38.117.147          8351   11540112\n",
       "50         62712 2016-07-22 11:00:00  198.38.117.152          8358   11548673\n",
       "51         62712 2016-07-22 12:00:00  198.38.117.149          8413   11610108\n",
       "52         62712 2016-07-22 13:00:00  198.38.116.148          8488   11547957\n",
       "53         62712 2016-07-22 14:00:00  198.38.117.153          8424   11588097\n",
       "54         62712 2016-07-22 15:00:00  198.38.116.148          8508   11722963\n",
       "55         62712 2016-07-22 16:00:00  198.38.116.148          8415   11751955\n",
       "56         62712 2016-07-22 17:00:00  198.38.117.140          8244   11753120\n",
       "57         62712 2016-07-22 18:00:00  198.38.117.145          8333   11754452\n",
       "58         62712 2016-07-22 19:00:00  198.38.117.154          8231   11735369\n",
       "59         62712 2016-07-22 20:00:00  198.38.117.141          8347   11256298\n",
       "60         62712 2016-07-22 21:00:00  198.38.116.148          8371   11696124\n",
       "61         62712 2016-07-22 22:00:00  198.38.116.148          8506   11675970\n",
       "62         62712 2016-07-22 23:00:00  198.38.116.148          8377   11754672\n",
       "64        123256 2016-07-22 00:00:00  198.38.119.140         20515   10371717\n",
       "66        123256 2016-07-22 02:00:00  198.38.118.140         20570   10751181\n",
       "67        123256 2016-07-22 03:00:00  198.38.118.146         20402    9971162\n",
       "69        123256 2016-07-22 04:00:00  198.38.119.149         15614   10388970\n",
       "72        123256 2016-07-22 10:00:00  198.38.119.149         18534    9844976\n",
       "73        123256 2016-07-22 11:00:00  198.38.119.140         19989   10421981\n",
       "75        123256 2016-07-22 13:00:00  198.38.117.153         23514    8260807\n",
       "77        123256 2016-07-22 14:00:00  198.38.118.141         19945   10729881\n",
       "79        123256 2016-07-22 15:00:00  198.38.118.141         18305    8935313\n",
       "...          ...                 ...             ...           ...        ...\n",
       "9385503   950232 2019-05-03 18:00:00   23.246.58.135         19904   58620108\n",
       "9385505   950232 2019-05-03 19:00:00    45.57.11.133         20155   44327127\n",
       "9385507   950232 2019-05-03 20:00:00    45.57.11.133         17871   37420688\n",
       "9385509   950232 2019-05-03 21:00:00    45.57.11.133         18298   25759528\n",
       "9385511   950232 2019-05-03 22:00:00   23.246.59.137         17696   56386574\n",
       "9385513   950232 2019-05-03 23:00:00   23.246.59.137         17806   32027411\n",
       "9385515   950234 2019-05-03 00:00:00    45.57.39.138         19431  114847648\n",
       "9385517   950234 2019-05-03 01:00:00    45.57.38.138         17356  114380589\n",
       "9385519   950234 2019-05-03 02:00:00    45.57.39.145         15973  113491686\n",
       "9385521   950234 2019-05-03 03:00:00    45.57.39.139         14516  111687031\n",
       "9385523   950234 2019-05-03 04:00:00    45.57.39.141         13255  112091294\n",
       "9385525   950234 2019-05-03 05:00:00    45.57.39.131         13025   43962973\n",
       "9385527   950234 2019-05-03 06:00:00    45.57.38.142         14821  113634458\n",
       "9385529   950234 2019-05-03 07:00:00    45.57.39.142         18052  112906335\n",
       "9385531   950234 2019-05-03 08:00:00    45.57.39.143         11313  116590206\n",
       "9385533   950234 2019-05-03 09:00:00    45.57.38.145         14814  116255662\n",
       "9385535   950234 2019-05-03 10:00:00    45.57.39.145         14950   93446163\n",
       "9385537   950234 2019-05-03 11:00:00    45.57.38.143         15482  115991901\n",
       "9385539   950234 2019-05-03 12:00:00    45.57.39.137         15560  114056313\n",
       "9385541   950234 2019-05-03 13:00:00    45.57.38.144         15883   97376405\n",
       "9385543   950234 2019-05-03 14:00:00    45.57.38.138         14227   88096437\n",
       "9385545   950234 2019-05-03 15:00:00    45.57.39.140         14475   93423127\n",
       "9385547   950234 2019-05-03 16:00:00    45.57.38.143         15762  103571610\n",
       "9385549   950234 2019-05-03 17:00:00    45.57.39.136         11609  114239406\n",
       "9385551   950234 2019-05-03 18:00:00    45.57.38.141         15262   92345895\n",
       "9385553   950234 2019-05-03 19:00:00    45.57.38.138         14564  116343808\n",
       "9385555   950234 2019-05-03 20:00:00    45.57.38.144         16070  112994705\n",
       "9385557   950234 2019-05-03 21:00:00    45.57.38.136          8073  110344130\n",
       "9385559   950234 2019-05-03 22:00:00    45.57.39.143         14923  109319621\n",
       "9385561   950234 2019-05-03 23:00:00    45.57.38.141          6115  115094496\n",
       "\n",
       "[1166874 rows x 5 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>unit_id</th>\n",
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       "      <th>63</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>16803</td>\n",
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       "      <th>65</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>2a00:86c0:119:119::142</td>\n",
       "      <td>17350</td>\n",
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       "      <th>68</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>2a00:86c0:116:116::145</td>\n",
       "      <td>18747</td>\n",
       "      <td>9191069</td>\n",
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       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 05:00:00</td>\n",
       "      <td>2a00:86c0:117:117::141</td>\n",
       "      <td>23625</td>\n",
       "      <td>8737111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>2a00:86c0:116:116::148</td>\n",
       "      <td>25121</td>\n",
       "      <td>8356098</td>\n",
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       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>2a00:86c0:118:118::143</td>\n",
       "      <td>14076</td>\n",
       "      <td>10857188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>2a00:86c0:118:118::149</td>\n",
       "      <td>14320</td>\n",
       "      <td>10756554</td>\n",
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       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>2a00:86c0:119:119::142</td>\n",
       "      <td>17494</td>\n",
       "      <td>10573729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>2a00:86c0:116:116::148</td>\n",
       "      <td>22151</td>\n",
       "      <td>9316159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>2a00:86c0:119:119::148</td>\n",
       "      <td>14430</td>\n",
       "      <td>10861696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 23:00:00</td>\n",
       "      <td>2a00:86c0:119:119::146</td>\n",
       "      <td>18686</td>\n",
       "      <td>10890393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>133849</td>\n",
       "      <td>771148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 01:00:00</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>133494</td>\n",
       "      <td>803367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>133659</td>\n",
       "      <td>799569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>133770</td>\n",
       "      <td>819173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133711</td>\n",
       "      <td>771531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 05:00:00</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>133901</td>\n",
       "      <td>809579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 06:00:00</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133782</td>\n",
       "      <td>770817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 08:00:00</td>\n",
       "      <td>2a00:86c0:115:115::137</td>\n",
       "      <td>133901</td>\n",
       "      <td>796815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 09:00:00</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133958</td>\n",
       "      <td>728401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133652</td>\n",
       "      <td>611616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 12:00:00</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>133836</td>\n",
       "      <td>794719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>2a00:86c0:115:115::135</td>\n",
       "      <td>133864</td>\n",
       "      <td>774204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133749</td>\n",
       "      <td>625101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>2a00:86c0:115:115::152</td>\n",
       "      <td>133750</td>\n",
       "      <td>773067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 16:00:00</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133728</td>\n",
       "      <td>771132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133780</td>\n",
       "      <td>807957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 18:00:00</td>\n",
       "      <td>2a00:86c0:115:115::140</td>\n",
       "      <td>133963</td>\n",
       "      <td>817370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>133841</td>\n",
       "      <td>806715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 20:00:00</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>134165</td>\n",
       "      <td>778339</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>9385502</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>2a00:86c0:1001:1059::137</td>\n",
       "      <td>14436</td>\n",
       "      <td>9930683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385504</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>2a00:86c0:1000:1058::163</td>\n",
       "      <td>14736</td>\n",
       "      <td>8040928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385506</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>2a00:86c0:1001:1059::137</td>\n",
       "      <td>15634</td>\n",
       "      <td>22926405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385508</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>2a00:86c0:1000:1058::180</td>\n",
       "      <td>15580</td>\n",
       "      <td>22299878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385510</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>2a00:86c0:1000:1058::180</td>\n",
       "      <td>15034</td>\n",
       "      <td>10788123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385512</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>2a00:86c0:1000:1058::144</td>\n",
       "      <td>14675</td>\n",
       "      <td>7361854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385514</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 00:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::140</td>\n",
       "      <td>4845</td>\n",
       "      <td>99197922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385516</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 01:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::135</td>\n",
       "      <td>10526</td>\n",
       "      <td>93671103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385518</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 02:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>10185</td>\n",
       "      <td>69680382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385520</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 03:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::146</td>\n",
       "      <td>10648</td>\n",
       "      <td>111724320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385522</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 04:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>12089</td>\n",
       "      <td>79877550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385524</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 05:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::136</td>\n",
       "      <td>9793</td>\n",
       "      <td>68797514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385526</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 06:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::143</td>\n",
       "      <td>11190</td>\n",
       "      <td>112440766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385528</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 07:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::139</td>\n",
       "      <td>9397</td>\n",
       "      <td>111760777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385530</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 08:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::139</td>\n",
       "      <td>11599</td>\n",
       "      <td>112839934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385532</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 09:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::143</td>\n",
       "      <td>9456</td>\n",
       "      <td>113200953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385534</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 10:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>10629</td>\n",
       "      <td>101212682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385536</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 11:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::143</td>\n",
       "      <td>10091</td>\n",
       "      <td>111960252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385538</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 12:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>10298</td>\n",
       "      <td>110912874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385540</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 13:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>10614</td>\n",
       "      <td>111317453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385542</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 14:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>10298</td>\n",
       "      <td>114755419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385544</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 15:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>10428</td>\n",
       "      <td>110998597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385546</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 16:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>10256</td>\n",
       "      <td>114826740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385548</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 17:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::135</td>\n",
       "      <td>9980</td>\n",
       "      <td>113547250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385550</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::141</td>\n",
       "      <td>9860</td>\n",
       "      <td>112323896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385552</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::142</td>\n",
       "      <td>11343</td>\n",
       "      <td>95874373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385554</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::141</td>\n",
       "      <td>9445</td>\n",
       "      <td>112935593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385556</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::145</td>\n",
       "      <td>5363</td>\n",
       "      <td>98027453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385558</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::138</td>\n",
       "      <td>10461</td>\n",
       "      <td>110777402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385560</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::139</td>\n",
       "      <td>9981</td>\n",
       "      <td>102162546</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>967916 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         unit_id               dtime                   address  connect_time  \\\n",
       "63        123256 2016-07-22 00:00:00    2a00:86c0:119:119::145         16803   \n",
       "65        123256 2016-07-22 02:00:00    2a00:86c0:119:119::142         17350   \n",
       "68        123256 2016-07-22 04:00:00    2a00:86c0:116:116::145         18747   \n",
       "70        123256 2016-07-22 05:00:00    2a00:86c0:117:117::141         23625   \n",
       "71        123256 2016-07-22 10:00:00    2a00:86c0:116:116::148         25121   \n",
       "74        123256 2016-07-22 13:00:00    2a00:86c0:118:118::143         14076   \n",
       "76        123256 2016-07-22 14:00:00    2a00:86c0:118:118::149         14320   \n",
       "78        123256 2016-07-22 15:00:00    2a00:86c0:119:119::142         17494   \n",
       "80        123256 2016-07-22 17:00:00    2a00:86c0:116:116::148         22151   \n",
       "82        123256 2016-07-22 19:00:00    2a00:86c0:119:119::148         14430   \n",
       "84        123256 2016-07-22 23:00:00    2a00:86c0:119:119::146         18686   \n",
       "86        143666 2016-07-22 00:00:00    2a00:86c0:114:114::142        133849   \n",
       "88        143666 2016-07-22 01:00:00    2a00:86c0:115:115::161        133494   \n",
       "90        143666 2016-07-22 02:00:00    2a00:86c0:115:115::161        133659   \n",
       "92        143666 2016-07-22 03:00:00    2a00:86c0:115:115::161        133770   \n",
       "94        143666 2016-07-22 04:00:00    2a00:86c0:114:114::152        133711   \n",
       "96        143666 2016-07-22 05:00:00    2a00:86c0:114:114::142        133901   \n",
       "98        143666 2016-07-22 06:00:00    2a00:86c0:114:114::152        133782   \n",
       "101       143666 2016-07-22 08:00:00    2a00:86c0:115:115::137        133901   \n",
       "103       143666 2016-07-22 09:00:00    2a00:86c0:114:114::152        133958   \n",
       "106       143666 2016-07-22 11:00:00    2a00:86c0:114:114::152        133652   \n",
       "108       143666 2016-07-22 12:00:00    2a00:86c0:114:114::142        133836   \n",
       "110       143666 2016-07-22 13:00:00    2a00:86c0:115:115::135        133864   \n",
       "112       143666 2016-07-22 14:00:00    2a00:86c0:114:114::152        133749   \n",
       "114       143666 2016-07-22 15:00:00    2a00:86c0:115:115::152        133750   \n",
       "116       143666 2016-07-22 16:00:00    2a00:86c0:114:114::152        133728   \n",
       "118       143666 2016-07-22 17:00:00    2a00:86c0:114:114::152        133780   \n",
       "120       143666 2016-07-22 18:00:00    2a00:86c0:115:115::140        133963   \n",
       "122       143666 2016-07-22 19:00:00    2a00:86c0:114:114::142        133841   \n",
       "124       143666 2016-07-22 20:00:00    2a00:86c0:114:114::152        134165   \n",
       "...          ...                 ...                       ...           ...   \n",
       "9385502   950232 2019-05-03 18:00:00  2a00:86c0:1001:1059::137         14436   \n",
       "9385504   950232 2019-05-03 19:00:00  2a00:86c0:1000:1058::163         14736   \n",
       "9385506   950232 2019-05-03 20:00:00  2a00:86c0:1001:1059::137         15634   \n",
       "9385508   950232 2019-05-03 21:00:00  2a00:86c0:1000:1058::180         15580   \n",
       "9385510   950232 2019-05-03 22:00:00  2a00:86c0:1000:1058::180         15034   \n",
       "9385512   950232 2019-05-03 23:00:00  2a00:86c0:1000:1058::144         14675   \n",
       "9385514   950234 2019-05-03 00:00:00  2a00:86c0:2038:2038::140          4845   \n",
       "9385516   950234 2019-05-03 01:00:00  2a00:86c0:2039:2039::135         10526   \n",
       "9385518   950234 2019-05-03 02:00:00  2a00:86c0:2039:2039::140         10185   \n",
       "9385520   950234 2019-05-03 03:00:00  2a00:86c0:2039:2039::146         10648   \n",
       "9385522   950234 2019-05-03 04:00:00  2a00:86c0:2039:2039::138         12089   \n",
       "9385524   950234 2019-05-03 05:00:00  2a00:86c0:2038:2038::136          9793   \n",
       "9385526   950234 2019-05-03 06:00:00  2a00:86c0:2039:2039::143         11190   \n",
       "9385528   950234 2019-05-03 07:00:00  2a00:86c0:2038:2038::139          9397   \n",
       "9385530   950234 2019-05-03 08:00:00  2a00:86c0:2039:2039::139         11599   \n",
       "9385532   950234 2019-05-03 09:00:00  2a00:86c0:2039:2039::143          9456   \n",
       "9385534   950234 2019-05-03 10:00:00  2a00:86c0:2039:2039::137         10629   \n",
       "9385536   950234 2019-05-03 11:00:00  2a00:86c0:2038:2038::143         10091   \n",
       "9385538   950234 2019-05-03 12:00:00  2a00:86c0:2039:2039::137         10298   \n",
       "9385540   950234 2019-05-03 13:00:00  2a00:86c0:2039:2039::140         10614   \n",
       "9385542   950234 2019-05-03 14:00:00  2a00:86c0:2039:2039::138         10298   \n",
       "9385544   950234 2019-05-03 15:00:00  2a00:86c0:2039:2039::138         10428   \n",
       "9385546   950234 2019-05-03 16:00:00  2a00:86c0:2039:2039::140         10256   \n",
       "9385548   950234 2019-05-03 17:00:00  2a00:86c0:2038:2038::135          9980   \n",
       "9385550   950234 2019-05-03 18:00:00  2a00:86c0:2039:2039::141          9860   \n",
       "9385552   950234 2019-05-03 19:00:00  2a00:86c0:2039:2039::142         11343   \n",
       "9385554   950234 2019-05-03 20:00:00  2a00:86c0:2038:2038::141          9445   \n",
       "9385556   950234 2019-05-03 21:00:00  2a00:86c0:2038:2038::145          5363   \n",
       "9385558   950234 2019-05-03 22:00:00  2a00:86c0:2038:2038::138         10461   \n",
       "9385560   950234 2019-05-03 23:00:00  2a00:86c0:2038:2038::139          9981   \n",
       "\n",
       "         bytes_sec  \n",
       "63        10674265  \n",
       "65        10958991  \n",
       "68         9191069  \n",
       "70         8737111  \n",
       "71         8356098  \n",
       "74        10857188  \n",
       "76        10756554  \n",
       "78        10573729  \n",
       "80         9316159  \n",
       "82        10861696  \n",
       "84        10890393  \n",
       "86          771148  \n",
       "88          803367  \n",
       "90          799569  \n",
       "92          819173  \n",
       "94          771531  \n",
       "96          809579  \n",
       "98          770817  \n",
       "101         796815  \n",
       "103         728401  \n",
       "106         611616  \n",
       "108         794719  \n",
       "110         774204  \n",
       "112         625101  \n",
       "114         773067  \n",
       "116         771132  \n",
       "118         807957  \n",
       "120         817370  \n",
       "122         806715  \n",
       "124         778339  \n",
       "...            ...  \n",
       "9385502    9930683  \n",
       "9385504    8040928  \n",
       "9385506   22926405  \n",
       "9385508   22299878  \n",
       "9385510   10788123  \n",
       "9385512    7361854  \n",
       "9385514   99197922  \n",
       "9385516   93671103  \n",
       "9385518   69680382  \n",
       "9385520  111724320  \n",
       "9385522   79877550  \n",
       "9385524   68797514  \n",
       "9385526  112440766  \n",
       "9385528  111760777  \n",
       "9385530  112839934  \n",
       "9385532  113200953  \n",
       "9385534  101212682  \n",
       "9385536  111960252  \n",
       "9385538  110912874  \n",
       "9385540  111317453  \n",
       "9385542  114755419  \n",
       "9385544  110998597  \n",
       "9385546  114826740  \n",
       "9385548  113547250  \n",
       "9385550  112323896  \n",
       "9385552   95874373  \n",
       "9385554  112935593  \n",
       "9385556   98027453  \n",
       "9385558  110777402  \n",
       "9385560  102162546  \n",
       "\n",
       "[967916 rows x 5 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v6"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## General Metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# merge v4 and v6 for comparison and calculation of deltas\n",
    "netflix_merged = v4.merge(v6, on=['unit_id', 'dtime'], suffixes=('_v4', '_v6'))"
   ]
  },
  {
   "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>dtime</th>\n",
       "      <th>address_v4</th>\n",
       "      <th>connect_time_v4</th>\n",
       "      <th>bytes_sec_v4</th>\n",
       "      <th>address_v6</th>\n",
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       "      <th>bytes_sec_v6</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>20515</td>\n",
       "      <td>10371717</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>16803</td>\n",
       "      <td>10674265</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>20570</td>\n",
       "      <td>10751181</td>\n",
       "      <td>2a00:86c0:119:119::142</td>\n",
       "      <td>17350</td>\n",
       "      <td>10958991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>15614</td>\n",
       "      <td>10388970</td>\n",
       "      <td>2a00:86c0:116:116::145</td>\n",
       "      <td>18747</td>\n",
       "      <td>9191069</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>18534</td>\n",
       "      <td>9844976</td>\n",
       "      <td>2a00:86c0:116:116::148</td>\n",
       "      <td>25121</td>\n",
       "      <td>8356098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>23514</td>\n",
       "      <td>8260807</td>\n",
       "      <td>2a00:86c0:118:118::143</td>\n",
       "      <td>14076</td>\n",
       "      <td>10857188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>19945</td>\n",
       "      <td>10729881</td>\n",
       "      <td>2a00:86c0:118:118::149</td>\n",
       "      <td>14320</td>\n",
       "      <td>10756554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>18305</td>\n",
       "      <td>8935313</td>\n",
       "      <td>2a00:86c0:119:119::142</td>\n",
       "      <td>17494</td>\n",
       "      <td>10573729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>198.38.119.145</td>\n",
       "      <td>21400</td>\n",
       "      <td>10431608</td>\n",
       "      <td>2a00:86c0:116:116::148</td>\n",
       "      <td>22151</td>\n",
       "      <td>9316159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>198.38.118.143</td>\n",
       "      <td>20945</td>\n",
       "      <td>10121108</td>\n",
       "      <td>2a00:86c0:119:119::148</td>\n",
       "      <td>14430</td>\n",
       "      <td>10861696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 23:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>25450</td>\n",
       "      <td>8773578</td>\n",
       "      <td>2a00:86c0:119:119::146</td>\n",
       "      <td>18686</td>\n",
       "      <td>10890393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168080</td>\n",
       "      <td>649582</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>133849</td>\n",
       "      <td>771148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 01:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168065</td>\n",
       "      <td>657463</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>133494</td>\n",
       "      <td>803367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>37.77.190.144</td>\n",
       "      <td>160866</td>\n",
       "      <td>636206</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>133659</td>\n",
       "      <td>799569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>37.77.190.140</td>\n",
       "      <td>167942</td>\n",
       "      <td>565682</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>133770</td>\n",
       "      <td>819173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>37.77.191.143</td>\n",
       "      <td>168138</td>\n",
       "      <td>674243</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133711</td>\n",
       "      <td>771531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 05:00:00</td>\n",
       "      <td>37.77.191.141</td>\n",
       "      <td>168179</td>\n",
       "      <td>563133</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>133901</td>\n",
       "      <td>809579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 06:00:00</td>\n",
       "      <td>37.77.191.145</td>\n",
       "      <td>168330</td>\n",
       "      <td>624046</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133782</td>\n",
       "      <td>770817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 08:00:00</td>\n",
       "      <td>37.77.190.149</td>\n",
       "      <td>168022</td>\n",
       "      <td>715964</td>\n",
       "      <td>2a00:86c0:115:115::137</td>\n",
       "      <td>133901</td>\n",
       "      <td>796815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 09:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>161009</td>\n",
       "      <td>665431</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133958</td>\n",
       "      <td>728401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168222</td>\n",
       "      <td>555889</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133652</td>\n",
       "      <td>611616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 12:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168177</td>\n",
       "      <td>676573</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>133836</td>\n",
       "      <td>794719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168111</td>\n",
       "      <td>647635</td>\n",
       "      <td>2a00:86c0:115:115::135</td>\n",
       "      <td>133864</td>\n",
       "      <td>774204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>37.77.190.143</td>\n",
       "      <td>168177</td>\n",
       "      <td>669559</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133749</td>\n",
       "      <td>625101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>37.77.190.141</td>\n",
       "      <td>160907</td>\n",
       "      <td>691141</td>\n",
       "      <td>2a00:86c0:115:115::152</td>\n",
       "      <td>133750</td>\n",
       "      <td>773067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 16:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>167981</td>\n",
       "      <td>656892</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133728</td>\n",
       "      <td>771132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>37.77.190.149</td>\n",
       "      <td>167886</td>\n",
       "      <td>563579</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133780</td>\n",
       "      <td>807957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 18:00:00</td>\n",
       "      <td>37.77.190.143</td>\n",
       "      <td>168010</td>\n",
       "      <td>566304</td>\n",
       "      <td>2a00:86c0:115:115::140</td>\n",
       "      <td>133963</td>\n",
       "      <td>817370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168209</td>\n",
       "      <td>562868</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>133841</td>\n",
       "      <td>806715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 20:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168014</td>\n",
       "      <td>673995</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>134165</td>\n",
       "      <td>778339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 21:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168158</td>\n",
       "      <td>565574</td>\n",
       "      <td>2a00:86c0:115:115::151</td>\n",
       "      <td>133834</td>\n",
       "      <td>856537</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969478</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>23.246.58.135</td>\n",
       "      <td>19904</td>\n",
       "      <td>58620108</td>\n",
       "      <td>2a00:86c0:1001:1059::137</td>\n",
       "      <td>14436</td>\n",
       "      <td>9930683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969479</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>20155</td>\n",
       "      <td>44327127</td>\n",
       "      <td>2a00:86c0:1000:1058::163</td>\n",
       "      <td>14736</td>\n",
       "      <td>8040928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969480</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>17871</td>\n",
       "      <td>37420688</td>\n",
       "      <td>2a00:86c0:1001:1059::137</td>\n",
       "      <td>15634</td>\n",
       "      <td>22926405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969481</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>18298</td>\n",
       "      <td>25759528</td>\n",
       "      <td>2a00:86c0:1000:1058::180</td>\n",
       "      <td>15580</td>\n",
       "      <td>22299878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969482</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>23.246.59.137</td>\n",
       "      <td>17696</td>\n",
       "      <td>56386574</td>\n",
       "      <td>2a00:86c0:1000:1058::180</td>\n",
       "      <td>15034</td>\n",
       "      <td>10788123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969483</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>23.246.59.137</td>\n",
       "      <td>17806</td>\n",
       "      <td>32027411</td>\n",
       "      <td>2a00:86c0:1000:1058::144</td>\n",
       "      <td>14675</td>\n",
       "      <td>7361854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969484</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 00:00:00</td>\n",
       "      <td>45.57.39.138</td>\n",
       "      <td>19431</td>\n",
       "      <td>114847648</td>\n",
       "      <td>2a00:86c0:2038:2038::140</td>\n",
       "      <td>4845</td>\n",
       "      <td>99197922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969485</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 01:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>17356</td>\n",
       "      <td>114380589</td>\n",
       "      <td>2a00:86c0:2039:2039::135</td>\n",
       "      <td>10526</td>\n",
       "      <td>93671103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969486</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 02:00:00</td>\n",
       "      <td>45.57.39.145</td>\n",
       "      <td>15973</td>\n",
       "      <td>113491686</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>10185</td>\n",
       "      <td>69680382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969487</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 03:00:00</td>\n",
       "      <td>45.57.39.139</td>\n",
       "      <td>14516</td>\n",
       "      <td>111687031</td>\n",
       "      <td>2a00:86c0:2039:2039::146</td>\n",
       "      <td>10648</td>\n",
       "      <td>111724320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969488</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 04:00:00</td>\n",
       "      <td>45.57.39.141</td>\n",
       "      <td>13255</td>\n",
       "      <td>112091294</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>12089</td>\n",
       "      <td>79877550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969489</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 05:00:00</td>\n",
       "      <td>45.57.39.131</td>\n",
       "      <td>13025</td>\n",
       "      <td>43962973</td>\n",
       "      <td>2a00:86c0:2038:2038::136</td>\n",
       "      <td>9793</td>\n",
       "      <td>68797514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969490</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 06:00:00</td>\n",
       "      <td>45.57.38.142</td>\n",
       "      <td>14821</td>\n",
       "      <td>113634458</td>\n",
       "      <td>2a00:86c0:2039:2039::143</td>\n",
       "      <td>11190</td>\n",
       "      <td>112440766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969491</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 07:00:00</td>\n",
       "      <td>45.57.39.142</td>\n",
       "      <td>18052</td>\n",
       "      <td>112906335</td>\n",
       "      <td>2a00:86c0:2038:2038::139</td>\n",
       "      <td>9397</td>\n",
       "      <td>111760777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969492</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 08:00:00</td>\n",
       "      <td>45.57.39.143</td>\n",
       "      <td>11313</td>\n",
       "      <td>116590206</td>\n",
       "      <td>2a00:86c0:2039:2039::139</td>\n",
       "      <td>11599</td>\n",
       "      <td>112839934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969493</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 09:00:00</td>\n",
       "      <td>45.57.38.145</td>\n",
       "      <td>14814</td>\n",
       "      <td>116255662</td>\n",
       "      <td>2a00:86c0:2039:2039::143</td>\n",
       "      <td>9456</td>\n",
       "      <td>113200953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969494</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 10:00:00</td>\n",
       "      <td>45.57.39.145</td>\n",
       "      <td>14950</td>\n",
       "      <td>93446163</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>10629</td>\n",
       "      <td>101212682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969495</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 11:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>15482</td>\n",
       "      <td>115991901</td>\n",
       "      <td>2a00:86c0:2038:2038::143</td>\n",
       "      <td>10091</td>\n",
       "      <td>111960252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969496</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 12:00:00</td>\n",
       "      <td>45.57.39.137</td>\n",
       "      <td>15560</td>\n",
       "      <td>114056313</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>10298</td>\n",
       "      <td>110912874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969497</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 13:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>15883</td>\n",
       "      <td>97376405</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>10614</td>\n",
       "      <td>111317453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969498</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 14:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>14227</td>\n",
       "      <td>88096437</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>10298</td>\n",
       "      <td>114755419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969499</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 15:00:00</td>\n",
       "      <td>45.57.39.140</td>\n",
       "      <td>14475</td>\n",
       "      <td>93423127</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>10428</td>\n",
       "      <td>110998597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969500</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 16:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>15762</td>\n",
       "      <td>103571610</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>10256</td>\n",
       "      <td>114826740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969501</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 17:00:00</td>\n",
       "      <td>45.57.39.136</td>\n",
       "      <td>11609</td>\n",
       "      <td>114239406</td>\n",
       "      <td>2a00:86c0:2038:2038::135</td>\n",
       "      <td>9980</td>\n",
       "      <td>113547250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969502</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>15262</td>\n",
       "      <td>92345895</td>\n",
       "      <td>2a00:86c0:2039:2039::141</td>\n",
       "      <td>9860</td>\n",
       "      <td>112323896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969503</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>14564</td>\n",
       "      <td>116343808</td>\n",
       "      <td>2a00:86c0:2039:2039::142</td>\n",
       "      <td>11343</td>\n",
       "      <td>95874373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969504</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>16070</td>\n",
       "      <td>112994705</td>\n",
       "      <td>2a00:86c0:2038:2038::141</td>\n",
       "      <td>9445</td>\n",
       "      <td>112935593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969505</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>45.57.38.136</td>\n",
       "      <td>8073</td>\n",
       "      <td>110344130</td>\n",
       "      <td>2a00:86c0:2038:2038::145</td>\n",
       "      <td>5363</td>\n",
       "      <td>98027453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969506</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>45.57.39.143</td>\n",
       "      <td>14923</td>\n",
       "      <td>109319621</td>\n",
       "      <td>2a00:86c0:2038:2038::138</td>\n",
       "      <td>10461</td>\n",
       "      <td>110777402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969507</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>6115</td>\n",
       "      <td>115094496</td>\n",
       "      <td>2a00:86c0:2038:2038::139</td>\n",
       "      <td>9981</td>\n",
       "      <td>102162546</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>969508 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        unit_id               dtime      address_v4  connect_time_v4  \\\n",
       "0        123256 2016-07-22 00:00:00  198.38.119.140            20515   \n",
       "1        123256 2016-07-22 02:00:00  198.38.118.140            20570   \n",
       "2        123256 2016-07-22 04:00:00  198.38.119.149            15614   \n",
       "3        123256 2016-07-22 10:00:00  198.38.119.149            18534   \n",
       "4        123256 2016-07-22 13:00:00  198.38.117.153            23514   \n",
       "5        123256 2016-07-22 14:00:00  198.38.118.141            19945   \n",
       "6        123256 2016-07-22 15:00:00  198.38.118.141            18305   \n",
       "7        123256 2016-07-22 17:00:00  198.38.119.145            21400   \n",
       "8        123256 2016-07-22 19:00:00  198.38.118.143            20945   \n",
       "9        123256 2016-07-22 23:00:00  198.38.116.148            25450   \n",
       "10       143666 2016-07-22 00:00:00   37.77.191.146           168080   \n",
       "11       143666 2016-07-22 01:00:00   37.77.191.146           168065   \n",
       "12       143666 2016-07-22 02:00:00   37.77.190.144           160866   \n",
       "13       143666 2016-07-22 03:00:00   37.77.190.140           167942   \n",
       "14       143666 2016-07-22 04:00:00   37.77.191.143           168138   \n",
       "15       143666 2016-07-22 05:00:00   37.77.191.141           168179   \n",
       "16       143666 2016-07-22 06:00:00   37.77.191.145           168330   \n",
       "17       143666 2016-07-22 08:00:00   37.77.190.149           168022   \n",
       "18       143666 2016-07-22 09:00:00   37.77.191.146           161009   \n",
       "19       143666 2016-07-22 11:00:00   37.77.191.146           168222   \n",
       "20       143666 2016-07-22 12:00:00   37.77.191.146           168177   \n",
       "21       143666 2016-07-22 13:00:00   37.77.191.146           168111   \n",
       "22       143666 2016-07-22 14:00:00   37.77.190.143           168177   \n",
       "23       143666 2016-07-22 15:00:00   37.77.190.141           160907   \n",
       "24       143666 2016-07-22 16:00:00   37.77.191.146           167981   \n",
       "25       143666 2016-07-22 17:00:00   37.77.190.149           167886   \n",
       "26       143666 2016-07-22 18:00:00   37.77.190.143           168010   \n",
       "27       143666 2016-07-22 19:00:00   37.77.191.146           168209   \n",
       "28       143666 2016-07-22 20:00:00   37.77.191.146           168014   \n",
       "29       143666 2016-07-22 21:00:00   37.77.191.146           168158   \n",
       "...         ...                 ...             ...              ...   \n",
       "969478   950232 2019-05-03 18:00:00   23.246.58.135            19904   \n",
       "969479   950232 2019-05-03 19:00:00    45.57.11.133            20155   \n",
       "969480   950232 2019-05-03 20:00:00    45.57.11.133            17871   \n",
       "969481   950232 2019-05-03 21:00:00    45.57.11.133            18298   \n",
       "969482   950232 2019-05-03 22:00:00   23.246.59.137            17696   \n",
       "969483   950232 2019-05-03 23:00:00   23.246.59.137            17806   \n",
       "969484   950234 2019-05-03 00:00:00    45.57.39.138            19431   \n",
       "969485   950234 2019-05-03 01:00:00    45.57.38.138            17356   \n",
       "969486   950234 2019-05-03 02:00:00    45.57.39.145            15973   \n",
       "969487   950234 2019-05-03 03:00:00    45.57.39.139            14516   \n",
       "969488   950234 2019-05-03 04:00:00    45.57.39.141            13255   \n",
       "969489   950234 2019-05-03 05:00:00    45.57.39.131            13025   \n",
       "969490   950234 2019-05-03 06:00:00    45.57.38.142            14821   \n",
       "969491   950234 2019-05-03 07:00:00    45.57.39.142            18052   \n",
       "969492   950234 2019-05-03 08:00:00    45.57.39.143            11313   \n",
       "969493   950234 2019-05-03 09:00:00    45.57.38.145            14814   \n",
       "969494   950234 2019-05-03 10:00:00    45.57.39.145            14950   \n",
       "969495   950234 2019-05-03 11:00:00    45.57.38.143            15482   \n",
       "969496   950234 2019-05-03 12:00:00    45.57.39.137            15560   \n",
       "969497   950234 2019-05-03 13:00:00    45.57.38.144            15883   \n",
       "969498   950234 2019-05-03 14:00:00    45.57.38.138            14227   \n",
       "969499   950234 2019-05-03 15:00:00    45.57.39.140            14475   \n",
       "969500   950234 2019-05-03 16:00:00    45.57.38.143            15762   \n",
       "969501   950234 2019-05-03 17:00:00    45.57.39.136            11609   \n",
       "969502   950234 2019-05-03 18:00:00    45.57.38.141            15262   \n",
       "969503   950234 2019-05-03 19:00:00    45.57.38.138            14564   \n",
       "969504   950234 2019-05-03 20:00:00    45.57.38.144            16070   \n",
       "969505   950234 2019-05-03 21:00:00    45.57.38.136             8073   \n",
       "969506   950234 2019-05-03 22:00:00    45.57.39.143            14923   \n",
       "969507   950234 2019-05-03 23:00:00    45.57.38.141             6115   \n",
       "\n",
       "        bytes_sec_v4                address_v6  connect_time_v6  bytes_sec_v6  \n",
       "0           10371717    2a00:86c0:119:119::145            16803      10674265  \n",
       "1           10751181    2a00:86c0:119:119::142            17350      10958991  \n",
       "2           10388970    2a00:86c0:116:116::145            18747       9191069  \n",
       "3            9844976    2a00:86c0:116:116::148            25121       8356098  \n",
       "4            8260807    2a00:86c0:118:118::143            14076      10857188  \n",
       "5           10729881    2a00:86c0:118:118::149            14320      10756554  \n",
       "6            8935313    2a00:86c0:119:119::142            17494      10573729  \n",
       "7           10431608    2a00:86c0:116:116::148            22151       9316159  \n",
       "8           10121108    2a00:86c0:119:119::148            14430      10861696  \n",
       "9            8773578    2a00:86c0:119:119::146            18686      10890393  \n",
       "10            649582    2a00:86c0:114:114::142           133849        771148  \n",
       "11            657463    2a00:86c0:115:115::161           133494        803367  \n",
       "12            636206    2a00:86c0:115:115::161           133659        799569  \n",
       "13            565682    2a00:86c0:115:115::161           133770        819173  \n",
       "14            674243    2a00:86c0:114:114::152           133711        771531  \n",
       "15            563133    2a00:86c0:114:114::142           133901        809579  \n",
       "16            624046    2a00:86c0:114:114::152           133782        770817  \n",
       "17            715964    2a00:86c0:115:115::137           133901        796815  \n",
       "18            665431    2a00:86c0:114:114::152           133958        728401  \n",
       "19            555889    2a00:86c0:114:114::152           133652        611616  \n",
       "20            676573    2a00:86c0:114:114::142           133836        794719  \n",
       "21            647635    2a00:86c0:115:115::135           133864        774204  \n",
       "22            669559    2a00:86c0:114:114::152           133749        625101  \n",
       "23            691141    2a00:86c0:115:115::152           133750        773067  \n",
       "24            656892    2a00:86c0:114:114::152           133728        771132  \n",
       "25            563579    2a00:86c0:114:114::152           133780        807957  \n",
       "26            566304    2a00:86c0:115:115::140           133963        817370  \n",
       "27            562868    2a00:86c0:114:114::142           133841        806715  \n",
       "28            673995    2a00:86c0:114:114::152           134165        778339  \n",
       "29            565574    2a00:86c0:115:115::151           133834        856537  \n",
       "...              ...                       ...              ...           ...  \n",
       "969478      58620108  2a00:86c0:1001:1059::137            14436       9930683  \n",
       "969479      44327127  2a00:86c0:1000:1058::163            14736       8040928  \n",
       "969480      37420688  2a00:86c0:1001:1059::137            15634      22926405  \n",
       "969481      25759528  2a00:86c0:1000:1058::180            15580      22299878  \n",
       "969482      56386574  2a00:86c0:1000:1058::180            15034      10788123  \n",
       "969483      32027411  2a00:86c0:1000:1058::144            14675       7361854  \n",
       "969484     114847648  2a00:86c0:2038:2038::140             4845      99197922  \n",
       "969485     114380589  2a00:86c0:2039:2039::135            10526      93671103  \n",
       "969486     113491686  2a00:86c0:2039:2039::140            10185      69680382  \n",
       "969487     111687031  2a00:86c0:2039:2039::146            10648     111724320  \n",
       "969488     112091294  2a00:86c0:2039:2039::138            12089      79877550  \n",
       "969489      43962973  2a00:86c0:2038:2038::136             9793      68797514  \n",
       "969490     113634458  2a00:86c0:2039:2039::143            11190     112440766  \n",
       "969491     112906335  2a00:86c0:2038:2038::139             9397     111760777  \n",
       "969492     116590206  2a00:86c0:2039:2039::139            11599     112839934  \n",
       "969493     116255662  2a00:86c0:2039:2039::143             9456     113200953  \n",
       "969494      93446163  2a00:86c0:2039:2039::137            10629     101212682  \n",
       "969495     115991901  2a00:86c0:2038:2038::143            10091     111960252  \n",
       "969496     114056313  2a00:86c0:2039:2039::137            10298     110912874  \n",
       "969497      97376405  2a00:86c0:2039:2039::140            10614     111317453  \n",
       "969498      88096437  2a00:86c0:2039:2039::138            10298     114755419  \n",
       "969499      93423127  2a00:86c0:2039:2039::138            10428     110998597  \n",
       "969500     103571610  2a00:86c0:2039:2039::140            10256     114826740  \n",
       "969501     114239406  2a00:86c0:2038:2038::135             9980     113547250  \n",
       "969502      92345895  2a00:86c0:2039:2039::141             9860     112323896  \n",
       "969503     116343808  2a00:86c0:2039:2039::142            11343      95874373  \n",
       "969504     112994705  2a00:86c0:2038:2038::141             9445     112935593  \n",
       "969505     110344130  2a00:86c0:2038:2038::145             5363      98027453  \n",
       "969506     109319621  2a00:86c0:2038:2038::138            10461     110777402  \n",
       "969507     115094496  2a00:86c0:2038:2038::139             9981     102162546  \n",
       "\n",
       "[969508 rows x 8 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix_merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>unit_id</th>\n",
       "      <th>dtime</th>\n",
       "      <th>address_v4</th>\n",
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       "  <tbody>\n",
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       "      <td>123256</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>20515</td>\n",
       "      <td>10371717</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>20570</td>\n",
       "      <td>10751181</td>\n",
       "      <td>2a00:86c0:119:119::142</td>\n",
       "      <td>17350</td>\n",
       "      <td>10958991</td>\n",
       "      <td>3220</td>\n",
       "      <td>-207810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>15614</td>\n",
       "      <td>10388970</td>\n",
       "      <td>2a00:86c0:116:116::145</td>\n",
       "      <td>18747</td>\n",
       "      <td>9191069</td>\n",
       "      <td>-3133</td>\n",
       "      <td>1197901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>18534</td>\n",
       "      <td>9844976</td>\n",
       "      <td>2a00:86c0:116:116::148</td>\n",
       "      <td>25121</td>\n",
       "      <td>8356098</td>\n",
       "      <td>-6587</td>\n",
       "      <td>1488878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>23514</td>\n",
       "      <td>8260807</td>\n",
       "      <td>2a00:86c0:118:118::143</td>\n",
       "      <td>14076</td>\n",
       "      <td>10857188</td>\n",
       "      <td>9438</td>\n",
       "      <td>-2596381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>19945</td>\n",
       "      <td>10729881</td>\n",
       "      <td>2a00:86c0:118:118::149</td>\n",
       "      <td>14320</td>\n",
       "      <td>10756554</td>\n",
       "      <td>5625</td>\n",
       "      <td>-26673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>18305</td>\n",
       "      <td>8935313</td>\n",
       "      <td>2a00:86c0:119:119::142</td>\n",
       "      <td>17494</td>\n",
       "      <td>10573729</td>\n",
       "      <td>811</td>\n",
       "      <td>-1638416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>198.38.119.145</td>\n",
       "      <td>21400</td>\n",
       "      <td>10431608</td>\n",
       "      <td>2a00:86c0:116:116::148</td>\n",
       "      <td>22151</td>\n",
       "      <td>9316159</td>\n",
       "      <td>-751</td>\n",
       "      <td>1115449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>198.38.118.143</td>\n",
       "      <td>20945</td>\n",
       "      <td>10121108</td>\n",
       "      <td>2a00:86c0:119:119::148</td>\n",
       "      <td>14430</td>\n",
       "      <td>10861696</td>\n",
       "      <td>6515</td>\n",
       "      <td>-740588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 23:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>25450</td>\n",
       "      <td>8773578</td>\n",
       "      <td>2a00:86c0:119:119::146</td>\n",
       "      <td>18686</td>\n",
       "      <td>10890393</td>\n",
       "      <td>6764</td>\n",
       "      <td>-2116815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168080</td>\n",
       "      <td>649582</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>133849</td>\n",
       "      <td>771148</td>\n",
       "      <td>34231</td>\n",
       "      <td>-121566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 01:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168065</td>\n",
       "      <td>657463</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>133494</td>\n",
       "      <td>803367</td>\n",
       "      <td>34571</td>\n",
       "      <td>-145904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>37.77.190.144</td>\n",
       "      <td>160866</td>\n",
       "      <td>636206</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>133659</td>\n",
       "      <td>799569</td>\n",
       "      <td>27207</td>\n",
       "      <td>-163363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>37.77.190.140</td>\n",
       "      <td>167942</td>\n",
       "      <td>565682</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>133770</td>\n",
       "      <td>819173</td>\n",
       "      <td>34172</td>\n",
       "      <td>-253491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>37.77.191.143</td>\n",
       "      <td>168138</td>\n",
       "      <td>674243</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133711</td>\n",
       "      <td>771531</td>\n",
       "      <td>34427</td>\n",
       "      <td>-97288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 05:00:00</td>\n",
       "      <td>37.77.191.141</td>\n",
       "      <td>168179</td>\n",
       "      <td>563133</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>133901</td>\n",
       "      <td>809579</td>\n",
       "      <td>34278</td>\n",
       "      <td>-246446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 06:00:00</td>\n",
       "      <td>37.77.191.145</td>\n",
       "      <td>168330</td>\n",
       "      <td>624046</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133782</td>\n",
       "      <td>770817</td>\n",
       "      <td>34548</td>\n",
       "      <td>-146771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 08:00:00</td>\n",
       "      <td>37.77.190.149</td>\n",
       "      <td>168022</td>\n",
       "      <td>715964</td>\n",
       "      <td>2a00:86c0:115:115::137</td>\n",
       "      <td>133901</td>\n",
       "      <td>796815</td>\n",
       "      <td>34121</td>\n",
       "      <td>-80851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 09:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>161009</td>\n",
       "      <td>665431</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133958</td>\n",
       "      <td>728401</td>\n",
       "      <td>27051</td>\n",
       "      <td>-62970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168222</td>\n",
       "      <td>555889</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133652</td>\n",
       "      <td>611616</td>\n",
       "      <td>34570</td>\n",
       "      <td>-55727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 12:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168177</td>\n",
       "      <td>676573</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>133836</td>\n",
       "      <td>794719</td>\n",
       "      <td>34341</td>\n",
       "      <td>-118146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168111</td>\n",
       "      <td>647635</td>\n",
       "      <td>2a00:86c0:115:115::135</td>\n",
       "      <td>133864</td>\n",
       "      <td>774204</td>\n",
       "      <td>34247</td>\n",
       "      <td>-126569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>37.77.190.143</td>\n",
       "      <td>168177</td>\n",
       "      <td>669559</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133749</td>\n",
       "      <td>625101</td>\n",
       "      <td>34428</td>\n",
       "      <td>44458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>37.77.190.141</td>\n",
       "      <td>160907</td>\n",
       "      <td>691141</td>\n",
       "      <td>2a00:86c0:115:115::152</td>\n",
       "      <td>133750</td>\n",
       "      <td>773067</td>\n",
       "      <td>27157</td>\n",
       "      <td>-81926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 16:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>167981</td>\n",
       "      <td>656892</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133728</td>\n",
       "      <td>771132</td>\n",
       "      <td>34253</td>\n",
       "      <td>-114240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>37.77.190.149</td>\n",
       "      <td>167886</td>\n",
       "      <td>563579</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133780</td>\n",
       "      <td>807957</td>\n",
       "      <td>34106</td>\n",
       "      <td>-244378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 18:00:00</td>\n",
       "      <td>37.77.190.143</td>\n",
       "      <td>168010</td>\n",
       "      <td>566304</td>\n",
       "      <td>2a00:86c0:115:115::140</td>\n",
       "      <td>133963</td>\n",
       "      <td>817370</td>\n",
       "      <td>34047</td>\n",
       "      <td>-251066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168209</td>\n",
       "      <td>562868</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>133841</td>\n",
       "      <td>806715</td>\n",
       "      <td>34368</td>\n",
       "      <td>-243847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 20:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168014</td>\n",
       "      <td>673995</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>134165</td>\n",
       "      <td>778339</td>\n",
       "      <td>33849</td>\n",
       "      <td>-104344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 21:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168158</td>\n",
       "      <td>565574</td>\n",
       "      <td>2a00:86c0:115:115::151</td>\n",
       "      <td>133834</td>\n",
       "      <td>856537</td>\n",
       "      <td>34324</td>\n",
       "      <td>-290963</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969478</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>23.246.58.135</td>\n",
       "      <td>19904</td>\n",
       "      <td>58620108</td>\n",
       "      <td>2a00:86c0:1001:1059::137</td>\n",
       "      <td>14436</td>\n",
       "      <td>9930683</td>\n",
       "      <td>5468</td>\n",
       "      <td>48689425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969479</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>20155</td>\n",
       "      <td>44327127</td>\n",
       "      <td>2a00:86c0:1000:1058::163</td>\n",
       "      <td>14736</td>\n",
       "      <td>8040928</td>\n",
       "      <td>5419</td>\n",
       "      <td>36286199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969480</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>17871</td>\n",
       "      <td>37420688</td>\n",
       "      <td>2a00:86c0:1001:1059::137</td>\n",
       "      <td>15634</td>\n",
       "      <td>22926405</td>\n",
       "      <td>2237</td>\n",
       "      <td>14494283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969481</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>18298</td>\n",
       "      <td>25759528</td>\n",
       "      <td>2a00:86c0:1000:1058::180</td>\n",
       "      <td>15580</td>\n",
       "      <td>22299878</td>\n",
       "      <td>2718</td>\n",
       "      <td>3459650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969482</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>23.246.59.137</td>\n",
       "      <td>17696</td>\n",
       "      <td>56386574</td>\n",
       "      <td>2a00:86c0:1000:1058::180</td>\n",
       "      <td>15034</td>\n",
       "      <td>10788123</td>\n",
       "      <td>2662</td>\n",
       "      <td>45598451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969483</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>23.246.59.137</td>\n",
       "      <td>17806</td>\n",
       "      <td>32027411</td>\n",
       "      <td>2a00:86c0:1000:1058::144</td>\n",
       "      <td>14675</td>\n",
       "      <td>7361854</td>\n",
       "      <td>3131</td>\n",
       "      <td>24665557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969484</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 00:00:00</td>\n",
       "      <td>45.57.39.138</td>\n",
       "      <td>19431</td>\n",
       "      <td>114847648</td>\n",
       "      <td>2a00:86c0:2038:2038::140</td>\n",
       "      <td>4845</td>\n",
       "      <td>99197922</td>\n",
       "      <td>14586</td>\n",
       "      <td>15649726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969485</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 01:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>17356</td>\n",
       "      <td>114380589</td>\n",
       "      <td>2a00:86c0:2039:2039::135</td>\n",
       "      <td>10526</td>\n",
       "      <td>93671103</td>\n",
       "      <td>6830</td>\n",
       "      <td>20709486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969486</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 02:00:00</td>\n",
       "      <td>45.57.39.145</td>\n",
       "      <td>15973</td>\n",
       "      <td>113491686</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>10185</td>\n",
       "      <td>69680382</td>\n",
       "      <td>5788</td>\n",
       "      <td>43811304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969487</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 03:00:00</td>\n",
       "      <td>45.57.39.139</td>\n",
       "      <td>14516</td>\n",
       "      <td>111687031</td>\n",
       "      <td>2a00:86c0:2039:2039::146</td>\n",
       "      <td>10648</td>\n",
       "      <td>111724320</td>\n",
       "      <td>3868</td>\n",
       "      <td>-37289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969488</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 04:00:00</td>\n",
       "      <td>45.57.39.141</td>\n",
       "      <td>13255</td>\n",
       "      <td>112091294</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>12089</td>\n",
       "      <td>79877550</td>\n",
       "      <td>1166</td>\n",
       "      <td>32213744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969489</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 05:00:00</td>\n",
       "      <td>45.57.39.131</td>\n",
       "      <td>13025</td>\n",
       "      <td>43962973</td>\n",
       "      <td>2a00:86c0:2038:2038::136</td>\n",
       "      <td>9793</td>\n",
       "      <td>68797514</td>\n",
       "      <td>3232</td>\n",
       "      <td>-24834541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969490</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 06:00:00</td>\n",
       "      <td>45.57.38.142</td>\n",
       "      <td>14821</td>\n",
       "      <td>113634458</td>\n",
       "      <td>2a00:86c0:2039:2039::143</td>\n",
       "      <td>11190</td>\n",
       "      <td>112440766</td>\n",
       "      <td>3631</td>\n",
       "      <td>1193692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969491</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 07:00:00</td>\n",
       "      <td>45.57.39.142</td>\n",
       "      <td>18052</td>\n",
       "      <td>112906335</td>\n",
       "      <td>2a00:86c0:2038:2038::139</td>\n",
       "      <td>9397</td>\n",
       "      <td>111760777</td>\n",
       "      <td>8655</td>\n",
       "      <td>1145558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969492</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 08:00:00</td>\n",
       "      <td>45.57.39.143</td>\n",
       "      <td>11313</td>\n",
       "      <td>116590206</td>\n",
       "      <td>2a00:86c0:2039:2039::139</td>\n",
       "      <td>11599</td>\n",
       "      <td>112839934</td>\n",
       "      <td>-286</td>\n",
       "      <td>3750272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969493</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 09:00:00</td>\n",
       "      <td>45.57.38.145</td>\n",
       "      <td>14814</td>\n",
       "      <td>116255662</td>\n",
       "      <td>2a00:86c0:2039:2039::143</td>\n",
       "      <td>9456</td>\n",
       "      <td>113200953</td>\n",
       "      <td>5358</td>\n",
       "      <td>3054709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969494</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 10:00:00</td>\n",
       "      <td>45.57.39.145</td>\n",
       "      <td>14950</td>\n",
       "      <td>93446163</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>10629</td>\n",
       "      <td>101212682</td>\n",
       "      <td>4321</td>\n",
       "      <td>-7766519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969495</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 11:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>15482</td>\n",
       "      <td>115991901</td>\n",
       "      <td>2a00:86c0:2038:2038::143</td>\n",
       "      <td>10091</td>\n",
       "      <td>111960252</td>\n",
       "      <td>5391</td>\n",
       "      <td>4031649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969496</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 12:00:00</td>\n",
       "      <td>45.57.39.137</td>\n",
       "      <td>15560</td>\n",
       "      <td>114056313</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>10298</td>\n",
       "      <td>110912874</td>\n",
       "      <td>5262</td>\n",
       "      <td>3143439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969497</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 13:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>15883</td>\n",
       "      <td>97376405</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>10614</td>\n",
       "      <td>111317453</td>\n",
       "      <td>5269</td>\n",
       "      <td>-13941048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969498</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 14:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>14227</td>\n",
       "      <td>88096437</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>10298</td>\n",
       "      <td>114755419</td>\n",
       "      <td>3929</td>\n",
       "      <td>-26658982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969499</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 15:00:00</td>\n",
       "      <td>45.57.39.140</td>\n",
       "      <td>14475</td>\n",
       "      <td>93423127</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>10428</td>\n",
       "      <td>110998597</td>\n",
       "      <td>4047</td>\n",
       "      <td>-17575470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969500</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 16:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>15762</td>\n",
       "      <td>103571610</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>10256</td>\n",
       "      <td>114826740</td>\n",
       "      <td>5506</td>\n",
       "      <td>-11255130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969501</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 17:00:00</td>\n",
       "      <td>45.57.39.136</td>\n",
       "      <td>11609</td>\n",
       "      <td>114239406</td>\n",
       "      <td>2a00:86c0:2038:2038::135</td>\n",
       "      <td>9980</td>\n",
       "      <td>113547250</td>\n",
       "      <td>1629</td>\n",
       "      <td>692156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969502</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>15262</td>\n",
       "      <td>92345895</td>\n",
       "      <td>2a00:86c0:2039:2039::141</td>\n",
       "      <td>9860</td>\n",
       "      <td>112323896</td>\n",
       "      <td>5402</td>\n",
       "      <td>-19978001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969503</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>14564</td>\n",
       "      <td>116343808</td>\n",
       "      <td>2a00:86c0:2039:2039::142</td>\n",
       "      <td>11343</td>\n",
       "      <td>95874373</td>\n",
       "      <td>3221</td>\n",
       "      <td>20469435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969504</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>16070</td>\n",
       "      <td>112994705</td>\n",
       "      <td>2a00:86c0:2038:2038::141</td>\n",
       "      <td>9445</td>\n",
       "      <td>112935593</td>\n",
       "      <td>6625</td>\n",
       "      <td>59112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969505</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>45.57.38.136</td>\n",
       "      <td>8073</td>\n",
       "      <td>110344130</td>\n",
       "      <td>2a00:86c0:2038:2038::145</td>\n",
       "      <td>5363</td>\n",
       "      <td>98027453</td>\n",
       "      <td>2710</td>\n",
       "      <td>12316677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969506</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>45.57.39.143</td>\n",
       "      <td>14923</td>\n",
       "      <td>109319621</td>\n",
       "      <td>2a00:86c0:2038:2038::138</td>\n",
       "      <td>10461</td>\n",
       "      <td>110777402</td>\n",
       "      <td>4462</td>\n",
       "      <td>-1457781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969507</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>6115</td>\n",
       "      <td>115094496</td>\n",
       "      <td>2a00:86c0:2038:2038::139</td>\n",
       "      <td>9981</td>\n",
       "      <td>102162546</td>\n",
       "      <td>-3866</td>\n",
       "      <td>12931950</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>969508 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        unit_id               dtime      address_v4  connect_time_v4  \\\n",
       "0        123256 2016-07-22 00:00:00  198.38.119.140            20515   \n",
       "1        123256 2016-07-22 02:00:00  198.38.118.140            20570   \n",
       "2        123256 2016-07-22 04:00:00  198.38.119.149            15614   \n",
       "3        123256 2016-07-22 10:00:00  198.38.119.149            18534   \n",
       "4        123256 2016-07-22 13:00:00  198.38.117.153            23514   \n",
       "5        123256 2016-07-22 14:00:00  198.38.118.141            19945   \n",
       "6        123256 2016-07-22 15:00:00  198.38.118.141            18305   \n",
       "7        123256 2016-07-22 17:00:00  198.38.119.145            21400   \n",
       "8        123256 2016-07-22 19:00:00  198.38.118.143            20945   \n",
       "9        123256 2016-07-22 23:00:00  198.38.116.148            25450   \n",
       "10       143666 2016-07-22 00:00:00   37.77.191.146           168080   \n",
       "11       143666 2016-07-22 01:00:00   37.77.191.146           168065   \n",
       "12       143666 2016-07-22 02:00:00   37.77.190.144           160866   \n",
       "13       143666 2016-07-22 03:00:00   37.77.190.140           167942   \n",
       "14       143666 2016-07-22 04:00:00   37.77.191.143           168138   \n",
       "15       143666 2016-07-22 05:00:00   37.77.191.141           168179   \n",
       "16       143666 2016-07-22 06:00:00   37.77.191.145           168330   \n",
       "17       143666 2016-07-22 08:00:00   37.77.190.149           168022   \n",
       "18       143666 2016-07-22 09:00:00   37.77.191.146           161009   \n",
       "19       143666 2016-07-22 11:00:00   37.77.191.146           168222   \n",
       "20       143666 2016-07-22 12:00:00   37.77.191.146           168177   \n",
       "21       143666 2016-07-22 13:00:00   37.77.191.146           168111   \n",
       "22       143666 2016-07-22 14:00:00   37.77.190.143           168177   \n",
       "23       143666 2016-07-22 15:00:00   37.77.190.141           160907   \n",
       "24       143666 2016-07-22 16:00:00   37.77.191.146           167981   \n",
       "25       143666 2016-07-22 17:00:00   37.77.190.149           167886   \n",
       "26       143666 2016-07-22 18:00:00   37.77.190.143           168010   \n",
       "27       143666 2016-07-22 19:00:00   37.77.191.146           168209   \n",
       "28       143666 2016-07-22 20:00:00   37.77.191.146           168014   \n",
       "29       143666 2016-07-22 21:00:00   37.77.191.146           168158   \n",
       "...         ...                 ...             ...              ...   \n",
       "969478   950232 2019-05-03 18:00:00   23.246.58.135            19904   \n",
       "969479   950232 2019-05-03 19:00:00    45.57.11.133            20155   \n",
       "969480   950232 2019-05-03 20:00:00    45.57.11.133            17871   \n",
       "969481   950232 2019-05-03 21:00:00    45.57.11.133            18298   \n",
       "969482   950232 2019-05-03 22:00:00   23.246.59.137            17696   \n",
       "969483   950232 2019-05-03 23:00:00   23.246.59.137            17806   \n",
       "969484   950234 2019-05-03 00:00:00    45.57.39.138            19431   \n",
       "969485   950234 2019-05-03 01:00:00    45.57.38.138            17356   \n",
       "969486   950234 2019-05-03 02:00:00    45.57.39.145            15973   \n",
       "969487   950234 2019-05-03 03:00:00    45.57.39.139            14516   \n",
       "969488   950234 2019-05-03 04:00:00    45.57.39.141            13255   \n",
       "969489   950234 2019-05-03 05:00:00    45.57.39.131            13025   \n",
       "969490   950234 2019-05-03 06:00:00    45.57.38.142            14821   \n",
       "969491   950234 2019-05-03 07:00:00    45.57.39.142            18052   \n",
       "969492   950234 2019-05-03 08:00:00    45.57.39.143            11313   \n",
       "969493   950234 2019-05-03 09:00:00    45.57.38.145            14814   \n",
       "969494   950234 2019-05-03 10:00:00    45.57.39.145            14950   \n",
       "969495   950234 2019-05-03 11:00:00    45.57.38.143            15482   \n",
       "969496   950234 2019-05-03 12:00:00    45.57.39.137            15560   \n",
       "969497   950234 2019-05-03 13:00:00    45.57.38.144            15883   \n",
       "969498   950234 2019-05-03 14:00:00    45.57.38.138            14227   \n",
       "969499   950234 2019-05-03 15:00:00    45.57.39.140            14475   \n",
       "969500   950234 2019-05-03 16:00:00    45.57.38.143            15762   \n",
       "969501   950234 2019-05-03 17:00:00    45.57.39.136            11609   \n",
       "969502   950234 2019-05-03 18:00:00    45.57.38.141            15262   \n",
       "969503   950234 2019-05-03 19:00:00    45.57.38.138            14564   \n",
       "969504   950234 2019-05-03 20:00:00    45.57.38.144            16070   \n",
       "969505   950234 2019-05-03 21:00:00    45.57.38.136             8073   \n",
       "969506   950234 2019-05-03 22:00:00    45.57.39.143            14923   \n",
       "969507   950234 2019-05-03 23:00:00    45.57.38.141             6115   \n",
       "\n",
       "        bytes_sec_v4                address_v6  connect_time_v6  bytes_sec_v6  \\\n",
       "0           10371717    2a00:86c0:119:119::145            16803      10674265   \n",
       "1           10751181    2a00:86c0:119:119::142            17350      10958991   \n",
       "2           10388970    2a00:86c0:116:116::145            18747       9191069   \n",
       "3            9844976    2a00:86c0:116:116::148            25121       8356098   \n",
       "4            8260807    2a00:86c0:118:118::143            14076      10857188   \n",
       "5           10729881    2a00:86c0:118:118::149            14320      10756554   \n",
       "6            8935313    2a00:86c0:119:119::142            17494      10573729   \n",
       "7           10431608    2a00:86c0:116:116::148            22151       9316159   \n",
       "8           10121108    2a00:86c0:119:119::148            14430      10861696   \n",
       "9            8773578    2a00:86c0:119:119::146            18686      10890393   \n",
       "10            649582    2a00:86c0:114:114::142           133849        771148   \n",
       "11            657463    2a00:86c0:115:115::161           133494        803367   \n",
       "12            636206    2a00:86c0:115:115::161           133659        799569   \n",
       "13            565682    2a00:86c0:115:115::161           133770        819173   \n",
       "14            674243    2a00:86c0:114:114::152           133711        771531   \n",
       "15            563133    2a00:86c0:114:114::142           133901        809579   \n",
       "16            624046    2a00:86c0:114:114::152           133782        770817   \n",
       "17            715964    2a00:86c0:115:115::137           133901        796815   \n",
       "18            665431    2a00:86c0:114:114::152           133958        728401   \n",
       "19            555889    2a00:86c0:114:114::152           133652        611616   \n",
       "20            676573    2a00:86c0:114:114::142           133836        794719   \n",
       "21            647635    2a00:86c0:115:115::135           133864        774204   \n",
       "22            669559    2a00:86c0:114:114::152           133749        625101   \n",
       "23            691141    2a00:86c0:115:115::152           133750        773067   \n",
       "24            656892    2a00:86c0:114:114::152           133728        771132   \n",
       "25            563579    2a00:86c0:114:114::152           133780        807957   \n",
       "26            566304    2a00:86c0:115:115::140           133963        817370   \n",
       "27            562868    2a00:86c0:114:114::142           133841        806715   \n",
       "28            673995    2a00:86c0:114:114::152           134165        778339   \n",
       "29            565574    2a00:86c0:115:115::151           133834        856537   \n",
       "...              ...                       ...              ...           ...   \n",
       "969478      58620108  2a00:86c0:1001:1059::137            14436       9930683   \n",
       "969479      44327127  2a00:86c0:1000:1058::163            14736       8040928   \n",
       "969480      37420688  2a00:86c0:1001:1059::137            15634      22926405   \n",
       "969481      25759528  2a00:86c0:1000:1058::180            15580      22299878   \n",
       "969482      56386574  2a00:86c0:1000:1058::180            15034      10788123   \n",
       "969483      32027411  2a00:86c0:1000:1058::144            14675       7361854   \n",
       "969484     114847648  2a00:86c0:2038:2038::140             4845      99197922   \n",
       "969485     114380589  2a00:86c0:2039:2039::135            10526      93671103   \n",
       "969486     113491686  2a00:86c0:2039:2039::140            10185      69680382   \n",
       "969487     111687031  2a00:86c0:2039:2039::146            10648     111724320   \n",
       "969488     112091294  2a00:86c0:2039:2039::138            12089      79877550   \n",
       "969489      43962973  2a00:86c0:2038:2038::136             9793      68797514   \n",
       "969490     113634458  2a00:86c0:2039:2039::143            11190     112440766   \n",
       "969491     112906335  2a00:86c0:2038:2038::139             9397     111760777   \n",
       "969492     116590206  2a00:86c0:2039:2039::139            11599     112839934   \n",
       "969493     116255662  2a00:86c0:2039:2039::143             9456     113200953   \n",
       "969494      93446163  2a00:86c0:2039:2039::137            10629     101212682   \n",
       "969495     115991901  2a00:86c0:2038:2038::143            10091     111960252   \n",
       "969496     114056313  2a00:86c0:2039:2039::137            10298     110912874   \n",
       "969497      97376405  2a00:86c0:2039:2039::140            10614     111317453   \n",
       "969498      88096437  2a00:86c0:2039:2039::138            10298     114755419   \n",
       "969499      93423127  2a00:86c0:2039:2039::138            10428     110998597   \n",
       "969500     103571610  2a00:86c0:2039:2039::140            10256     114826740   \n",
       "969501     114239406  2a00:86c0:2038:2038::135             9980     113547250   \n",
       "969502      92345895  2a00:86c0:2039:2039::141             9860     112323896   \n",
       "969503     116343808  2a00:86c0:2039:2039::142            11343      95874373   \n",
       "969504     112994705  2a00:86c0:2038:2038::141             9445     112935593   \n",
       "969505     110344130  2a00:86c0:2038:2038::145             5363      98027453   \n",
       "969506     109319621  2a00:86c0:2038:2038::138            10461     110777402   \n",
       "969507     115094496  2a00:86c0:2038:2038::139             9981     102162546   \n",
       "\n",
       "        delta_connect_time  delta_bytes_sec  \n",
       "0                     3712          -302548  \n",
       "1                     3220          -207810  \n",
       "2                    -3133          1197901  \n",
       "3                    -6587          1488878  \n",
       "4                     9438         -2596381  \n",
       "5                     5625           -26673  \n",
       "6                      811         -1638416  \n",
       "7                     -751          1115449  \n",
       "8                     6515          -740588  \n",
       "9                     6764         -2116815  \n",
       "10                   34231          -121566  \n",
       "11                   34571          -145904  \n",
       "12                   27207          -163363  \n",
       "13                   34172          -253491  \n",
       "14                   34427           -97288  \n",
       "15                   34278          -246446  \n",
       "16                   34548          -146771  \n",
       "17                   34121           -80851  \n",
       "18                   27051           -62970  \n",
       "19                   34570           -55727  \n",
       "20                   34341          -118146  \n",
       "21                   34247          -126569  \n",
       "22                   34428            44458  \n",
       "23                   27157           -81926  \n",
       "24                   34253          -114240  \n",
       "25                   34106          -244378  \n",
       "26                   34047          -251066  \n",
       "27                   34368          -243847  \n",
       "28                   33849          -104344  \n",
       "29                   34324          -290963  \n",
       "...                    ...              ...  \n",
       "969478                5468         48689425  \n",
       "969479                5419         36286199  \n",
       "969480                2237         14494283  \n",
       "969481                2718          3459650  \n",
       "969482                2662         45598451  \n",
       "969483                3131         24665557  \n",
       "969484               14586         15649726  \n",
       "969485                6830         20709486  \n",
       "969486                5788         43811304  \n",
       "969487                3868           -37289  \n",
       "969488                1166         32213744  \n",
       "969489                3232        -24834541  \n",
       "969490                3631          1193692  \n",
       "969491                8655          1145558  \n",
       "969492                -286          3750272  \n",
       "969493                5358          3054709  \n",
       "969494                4321         -7766519  \n",
       "969495                5391          4031649  \n",
       "969496                5262          3143439  \n",
       "969497                5269        -13941048  \n",
       "969498                3929        -26658982  \n",
       "969499                4047        -17575470  \n",
       "969500                5506        -11255130  \n",
       "969501                1629           692156  \n",
       "969502                5402        -19978001  \n",
       "969503                3221         20469435  \n",
       "969504                6625            59112  \n",
       "969505                2710         12316677  \n",
       "969506                4462         -1457781  \n",
       "969507               -3866         12931950  \n",
       "\n",
       "[969508 rows x 10 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# v4 - v6, i.e., positive values means v6 is lower\n",
    "netflix_merged['delta_connect_time'] = netflix_merged['connect_time_v4'] - netflix_merged['connect_time_v6']\n",
    "netflix_merged['delta_bytes_sec'] = netflix_merged['bytes_sec_v4'] - netflix_merged['bytes_sec_v6']\n",
    "netflix_merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn = sqlite3.connect('../data/netflix-data-aggregated.db')\n",
    "netflix_merged.to_sql(name = 'netflix', con=conn, index=False, if_exists='replace')\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Including meta data information"
   ]
  },
  {
   "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>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": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# AS Metadata of probes\n",
    "probe_as = pd.read_csv('../metadata/probes_asns.csv')\n",
    "probe_as"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\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>ip</th>\n",
       "      <th>asn</th>\n",
       "      <th>holder</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2620:10c:7005:10a9::73</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>108.175.35.201</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2620:10c:700f:4487::154</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>108.175.34.216</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>108.175.35.209</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2620:10c:7005:10a9::109</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>108.175.35.185</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2620:10c:700f:4487::187</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2a00:86c0:1047:1047::135</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>108.175.35.206</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2620:10c:7005:10a9::194</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>108.175.34.200</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2620:10c:7005:10a9::114</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>108.175.35.194</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2620:10c:700f:4487::151</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>108.175.35.176</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2620:10c:700f:4487::163</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>108.175.34.220</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>108.175.35.195</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>108.175.34.215</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>198.38.125.207</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>108.175.34.191</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>108.175.34.222</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>198.38.125.198</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>108.175.34.221</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>108.175.35.204</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>108.175.34.194</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>198.38.125.192</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2620:10c:700f:4487::206</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>108.175.35.191</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20492</th>\n",
       "      <td>62.154.43.142</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20493</th>\n",
       "      <td>62.154.43.162</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20494</th>\n",
       "      <td>2001:a61:2547:a501:5e49:79ff:fe7f:6ae</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20495</th>\n",
       "      <td>2003:d0:1bcf:4500:c225:6ff:fef4:ad86</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20496</th>\n",
       "      <td>2003:d0:1bbf:f4e::1</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20497</th>\n",
       "      <td>2a02:27b0:5500:e190::1</td>\n",
       "      <td>9146</td>\n",
       "      <td>BIHNET - BH Telecom d.d. Sarajevo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20498</th>\n",
       "      <td>2a00:c30:b000::128</td>\n",
       "      <td>5391</td>\n",
       "      <td>T-HT - Hrvatski Telekom d.d.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20499</th>\n",
       "      <td>2001:41a8:20:2::7d</td>\n",
       "      <td>6762</td>\n",
       "      <td>SEABONE-NET - TELECOM ITALIA SPARKLE S.p.A.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20500</th>\n",
       "      <td>2a02:27b0:5500:4a40::1</td>\n",
       "      <td>9146</td>\n",
       "      <td>BIHNET - BH Telecom d.d. Sarajevo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20501</th>\n",
       "      <td>2a02:c79:2::348</td>\n",
       "      <td>5607</td>\n",
       "      <td>BSKYB-BROADBAND-AS - Sky UK Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20502</th>\n",
       "      <td>2001:a61:b1d:3501:5e49:79ff:fe7f:6ae</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20503</th>\n",
       "      <td>2003:d0:1bc7:8000:c225:6ff:fef4:ad86</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20504</th>\n",
       "      <td>2003:d0:1bbf:782::1</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20505</th>\n",
       "      <td>2a02:27b0:5502:2250::1</td>\n",
       "      <td>9146</td>\n",
       "      <td>BIHNET - BH Telecom d.d. Sarajevo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20506</th>\n",
       "      <td>96.110.31.109</td>\n",
       "      <td>7922</td>\n",
       "      <td>COMCAST-7922 - Comcast Cable Communications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20507</th>\n",
       "      <td>96.110.31.105</td>\n",
       "      <td>7922</td>\n",
       "      <td>COMCAST-7922 - Comcast Cable Communications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20508</th>\n",
       "      <td>66.208.228.122</td>\n",
       "      <td>7922</td>\n",
       "      <td>COMCAST-7922 - Comcast Cable Communications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20509</th>\n",
       "      <td>2001:a61:b7b:e801:5e49:79ff:fe7f:6ae</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20510</th>\n",
       "      <td>62.154.43.138</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20511</th>\n",
       "      <td>2003:d0:1bce:4100:c225:6ff:fef4:ad86</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20512</th>\n",
       "      <td>2003:d0:1bbf:e4c::1</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20513</th>\n",
       "      <td>62.154.43.130</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20514</th>\n",
       "      <td>134.222.94.216</td>\n",
       "      <td>286</td>\n",
       "      <td>KPN - KPN B.V.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20515</th>\n",
       "      <td>134.222.48.14</td>\n",
       "      <td>286</td>\n",
       "      <td>KPN - KPN B.V.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20516</th>\n",
       "      <td>204.148.126.42</td>\n",
       "      <td>701</td>\n",
       "      <td>UUNET - MCI Communications Services</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20517</th>\n",
       "      <td>2a02:c79:2::410</td>\n",
       "      <td>5607</td>\n",
       "      <td>BSKYB-BROADBAND-AS - Sky UK Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20518</th>\n",
       "      <td>2001:a61:24cf:aa01:5e49:79ff:fe7f:6ae</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20519</th>\n",
       "      <td>2003:d0:1bc8:3e00:c225:6ff:fef4:ad86</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20520</th>\n",
       "      <td>2003:d0:1bbf:842::1</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20521</th>\n",
       "      <td>2a07:1c80:1:3901::18</td>\n",
       "      <td>43065</td>\n",
       "      <td>AS_INTERLAN_SE - Interlan Networks AB</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20522 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          ip    asn  \\\n",
       "0                     2620:10c:7005:10a9::73   2906   \n",
       "1                             108.175.35.201   2906   \n",
       "2                    2620:10c:700f:4487::154   2906   \n",
       "3                             108.175.34.216   2906   \n",
       "4                             108.175.35.209   2906   \n",
       "5                    2620:10c:7005:10a9::109   2906   \n",
       "6                             108.175.35.185   2906   \n",
       "7                    2620:10c:700f:4487::187   2906   \n",
       "8                   2a00:86c0:1047:1047::135   2906   \n",
       "9                             108.175.35.206   2906   \n",
       "10                   2620:10c:7005:10a9::194   2906   \n",
       "11                            108.175.34.200   2906   \n",
       "12                   2620:10c:7005:10a9::114   2906   \n",
       "13                            108.175.35.194   2906   \n",
       "14                   2620:10c:700f:4487::151   2906   \n",
       "15                            108.175.35.176   2906   \n",
       "16                   2620:10c:700f:4487::163   2906   \n",
       "17                            108.175.34.220   2906   \n",
       "18                            108.175.35.195   2906   \n",
       "19                            108.175.34.215   2906   \n",
       "20                            198.38.125.207   2906   \n",
       "21                            108.175.34.191   2906   \n",
       "22                            108.175.34.222   2906   \n",
       "23                            198.38.125.198   2906   \n",
       "24                            108.175.34.221   2906   \n",
       "25                            108.175.35.204   2906   \n",
       "26                            108.175.34.194   2906   \n",
       "27                            198.38.125.192   2906   \n",
       "28                   2620:10c:700f:4487::206   2906   \n",
       "29                            108.175.35.191   2906   \n",
       "...                                      ...    ...   \n",
       "20492                          62.154.43.142   3320   \n",
       "20493                          62.154.43.162   3320   \n",
       "20494  2001:a61:2547:a501:5e49:79ff:fe7f:6ae   8767   \n",
       "20495   2003:d0:1bcf:4500:c225:6ff:fef4:ad86   3320   \n",
       "20496                    2003:d0:1bbf:f4e::1   3320   \n",
       "20497                 2a02:27b0:5500:e190::1   9146   \n",
       "20498                     2a00:c30:b000::128   5391   \n",
       "20499                     2001:41a8:20:2::7d   6762   \n",
       "20500                 2a02:27b0:5500:4a40::1   9146   \n",
       "20501                        2a02:c79:2::348   5607   \n",
       "20502   2001:a61:b1d:3501:5e49:79ff:fe7f:6ae   8767   \n",
       "20503   2003:d0:1bc7:8000:c225:6ff:fef4:ad86   3320   \n",
       "20504                    2003:d0:1bbf:782::1   3320   \n",
       "20505                 2a02:27b0:5502:2250::1   9146   \n",
       "20506                          96.110.31.109   7922   \n",
       "20507                          96.110.31.105   7922   \n",
       "20508                         66.208.228.122   7922   \n",
       "20509   2001:a61:b7b:e801:5e49:79ff:fe7f:6ae   8767   \n",
       "20510                          62.154.43.138   3320   \n",
       "20511   2003:d0:1bce:4100:c225:6ff:fef4:ad86   3320   \n",
       "20512                    2003:d0:1bbf:e4c::1   3320   \n",
       "20513                          62.154.43.130   3320   \n",
       "20514                         134.222.94.216    286   \n",
       "20515                          134.222.48.14    286   \n",
       "20516                         204.148.126.42    701   \n",
       "20517                        2a02:c79:2::410   5607   \n",
       "20518  2001:a61:24cf:aa01:5e49:79ff:fe7f:6ae   8767   \n",
       "20519   2003:d0:1bc8:3e00:c225:6ff:fef4:ad86   3320   \n",
       "20520                    2003:d0:1bbf:842::1   3320   \n",
       "20521                   2a07:1c80:1:3901::18  43065   \n",
       "\n",
       "                                            holder  \n",
       "0         AS-SSI - Netflix Streaming Services Inc.  \n",
       "1         AS-SSI - Netflix Streaming Services Inc.  \n",
       "2         AS-SSI - Netflix Streaming Services Inc.  \n",
       "3         AS-SSI - Netflix Streaming Services Inc.  \n",
       "4         AS-SSI - Netflix Streaming Services Inc.  \n",
       "5         AS-SSI - Netflix Streaming Services Inc.  \n",
       "6         AS-SSI - Netflix Streaming Services Inc.  \n",
       "7         AS-SSI - Netflix Streaming Services Inc.  \n",
       "8         AS-SSI - Netflix Streaming Services Inc.  \n",
       "9         AS-SSI - Netflix Streaming Services Inc.  \n",
       "10        AS-SSI - Netflix Streaming Services Inc.  \n",
       "11        AS-SSI - Netflix Streaming Services Inc.  \n",
       "12        AS-SSI - Netflix Streaming Services Inc.  \n",
       "13        AS-SSI - Netflix Streaming Services Inc.  \n",
       "14        AS-SSI - Netflix Streaming Services Inc.  \n",
       "15        AS-SSI - Netflix Streaming Services Inc.  \n",
       "16        AS-SSI - Netflix Streaming Services Inc.  \n",
       "17        AS-SSI - Netflix Streaming Services Inc.  \n",
       "18        AS-SSI - Netflix Streaming Services Inc.  \n",
       "19        AS-SSI - Netflix Streaming Services Inc.  \n",
       "20        AS-SSI - Netflix Streaming Services Inc.  \n",
       "21        AS-SSI - Netflix Streaming Services Inc.  \n",
       "22        AS-SSI - Netflix Streaming Services Inc.  \n",
       "23        AS-SSI - Netflix Streaming Services Inc.  \n",
       "24        AS-SSI - Netflix Streaming Services Inc.  \n",
       "25        AS-SSI - Netflix Streaming Services Inc.  \n",
       "26        AS-SSI - Netflix Streaming Services Inc.  \n",
       "27        AS-SSI - Netflix Streaming Services Inc.  \n",
       "28        AS-SSI - Netflix Streaming Services Inc.  \n",
       "29        AS-SSI - Netflix Streaming Services Inc.  \n",
       "...                                            ...  \n",
       "20492                   DTAG - Deutsche Telekom AG  \n",
       "20493                   DTAG - Deutsche Telekom AG  \n",
       "20494      MNET-AS - M-net Telekommunikations GmbH  \n",
       "20495                   DTAG - Deutsche Telekom AG  \n",
       "20496                   DTAG - Deutsche Telekom AG  \n",
       "20497            BIHNET - BH Telecom d.d. Sarajevo  \n",
       "20498                 T-HT - Hrvatski Telekom d.d.  \n",
       "20499  SEABONE-NET - TELECOM ITALIA SPARKLE S.p.A.  \n",
       "20500            BIHNET - BH Telecom d.d. Sarajevo  \n",
       "20501          BSKYB-BROADBAND-AS - Sky UK Limited  \n",
       "20502      MNET-AS - M-net Telekommunikations GmbH  \n",
       "20503                   DTAG - Deutsche Telekom AG  \n",
       "20504                   DTAG - Deutsche Telekom AG  \n",
       "20505            BIHNET - BH Telecom d.d. Sarajevo  \n",
       "20506  COMCAST-7922 - Comcast Cable Communications  \n",
       "20507  COMCAST-7922 - Comcast Cable Communications  \n",
       "20508  COMCAST-7922 - Comcast Cable Communications  \n",
       "20509      MNET-AS - M-net Telekommunikations GmbH  \n",
       "20510                   DTAG - Deutsche Telekom AG  \n",
       "20511                   DTAG - Deutsche Telekom AG  \n",
       "20512                   DTAG - Deutsche Telekom AG  \n",
       "20513                   DTAG - Deutsche Telekom AG  \n",
       "20514                               KPN - KPN B.V.  \n",
       "20515                               KPN - KPN B.V.  \n",
       "20516          UUNET - MCI Communications Services  \n",
       "20517          BSKYB-BROADBAND-AS - Sky UK Limited  \n",
       "20518      MNET-AS - M-net Telekommunikations GmbH  \n",
       "20519                   DTAG - Deutsche Telekom AG  \n",
       "20520                   DTAG - Deutsche Telekom AG  \n",
       "20521        AS_INTERLAN_SE - Interlan Networks AB  \n",
       "\n",
       "[20522 rows x 3 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# looked up AS information of all destinations that were connected to\n",
    "endpoints = pd.read_csv('../metadata/netflix_endpoint_to_asn.csv', sep=';')\n",
    "endpoints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# join data with metadata information\n",
    "netflix_meta = netflix_merged.merge(probe_as, on=['unit_id'])\n",
    "netflix_meta = netflix_meta.merge(endpoints, left_on='address_v4', right_on='ip')\n",
    "netflix_meta = netflix_meta.merge(endpoints, left_on='address_v6', right_on='ip', suffixes=('_v4', '_v6'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "netflix_meta.rename(columns={'asn_v4' : 'dst_asn_v4',\n",
    "                             'holder_v4' : 'dst_holder_v4',\n",
    "                             'asn_v6' : 'dst_asn_v6',\n",
    "                             'holder_v6' : 'dst_holder_v6'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "netflix_meta = netflix_meta[['unit_id', 'dtime',\n",
    "                             'src_asn_v4', 'src_holder_v4', 'address_v4', 'dst_asn_v4', 'dst_holder_v4', 'connect_time_v4', 'bytes_sec_v4', \n",
    "                             'src_asn_v6', 'src_holder_v6', 'address_v6', 'dst_asn_v6', 'dst_holder_v6', 'connect_time_v6', 'bytes_sec_v6', \n",
    "                             'delta_connect_time', 'delta_bytes_sec']\n",
    "                           ]"
   ]
  },
  {
   "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>src_asn_v4</th>\n",
       "      <th>src_holder_v4</th>\n",
       "      <th>address_v4</th>\n",
       "      <th>dst_asn_v4</th>\n",
       "      <th>dst_holder_v4</th>\n",
       "      <th>connect_time_v4</th>\n",
       "      <th>bytes_sec_v4</th>\n",
       "      <th>src_asn_v6</th>\n",
       "      <th>src_holder_v6</th>\n",
       "      <th>address_v6</th>\n",
       "      <th>dst_asn_v6</th>\n",
       "      <th>dst_holder_v6</th>\n",
       "      <th>connect_time_v6</th>\n",
       "      <th>bytes_sec_v6</th>\n",
       "      <th>delta_connect_time</th>\n",
       "      <th>delta_bytes_sec</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>20515</td>\n",
       "      <td>10371717</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>16803</td>\n",
       "      <td>10674265</td>\n",
       "      <td>3712</td>\n",
       "      <td>-302548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-25 00:00:00</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>16457</td>\n",
       "      <td>10272516</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>17265</td>\n",
       "      <td>10867458</td>\n",
       "      <td>-808</td>\n",
       "      <td>-594942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-12-15 23:00:00</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>18057</td>\n",
       "      <td>9869233</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>17221</td>\n",
       "      <td>10550408</td>\n",
       "      <td>836</td>\n",
       "      <td>-681175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-10-04 18:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>26762</td>\n",
       "      <td>4514214</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>26208</td>\n",
       "      <td>4415574</td>\n",
       "      <td>554</td>\n",
       "      <td>98640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>950210</td>\n",
       "      <td>2018-03-08 20:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>26690</td>\n",
       "      <td>1774382</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>26973</td>\n",
       "      <td>1756487</td>\n",
       "      <td>-283</td>\n",
       "      <td>17895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>201338</td>\n",
       "      <td>2018-05-31 19:00:00</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>7992</td>\n",
       "      <td>11569479</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>8167</td>\n",
       "      <td>13820282</td>\n",
       "      <td>-175</td>\n",
       "      <td>-2250803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>201338</td>\n",
       "      <td>2018-07-18 12:00:00</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>7951</td>\n",
       "      <td>21483897</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>8120</td>\n",
       "      <td>26046413</td>\n",
       "      <td>-169</td>\n",
       "      <td>-4562516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-08-02 13:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>25404</td>\n",
       "      <td>4912246</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>25934</td>\n",
       "      <td>4791703</td>\n",
       "      <td>-530</td>\n",
       "      <td>120543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-08-17 01:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>24967</td>\n",
       "      <td>5850606</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>25814</td>\n",
       "      <td>5760262</td>\n",
       "      <td>-847</td>\n",
       "      <td>90344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-08-17 01:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>25350</td>\n",
       "      <td>5828530</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>25814</td>\n",
       "      <td>5760262</td>\n",
       "      <td>-464</td>\n",
       "      <td>68268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-08-30 09:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>25655</td>\n",
       "      <td>5827980</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>27214</td>\n",
       "      <td>5735879</td>\n",
       "      <td>-1559</td>\n",
       "      <td>92101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-09-02 13:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>25539</td>\n",
       "      <td>5541996</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>27572</td>\n",
       "      <td>5692191</td>\n",
       "      <td>-2033</td>\n",
       "      <td>-150195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-10-08 01:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>25464</td>\n",
       "      <td>5838971</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>29799</td>\n",
       "      <td>5685036</td>\n",
       "      <td>-4335</td>\n",
       "      <td>153935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>660160</td>\n",
       "      <td>2016-08-17 18:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>22147</td>\n",
       "      <td>5797270</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>22903</td>\n",
       "      <td>5716366</td>\n",
       "      <td>-756</td>\n",
       "      <td>80904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>660160</td>\n",
       "      <td>2016-09-13 21:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>22638</td>\n",
       "      <td>5786490</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>22891</td>\n",
       "      <td>5729039</td>\n",
       "      <td>-253</td>\n",
       "      <td>57451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-08-10 05:00:00</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>18256</td>\n",
       "      <td>10775949</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>17243</td>\n",
       "      <td>10739418</td>\n",
       "      <td>1013</td>\n",
       "      <td>36531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-09-16 05:00:00</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>16806</td>\n",
       "      <td>10536751</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>16883</td>\n",
       "      <td>10544377</td>\n",
       "      <td>-77</td>\n",
       "      <td>-7626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-09-19 14:00:00</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>19356</td>\n",
       "      <td>10428409</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>14315</td>\n",
       "      <td>10671490</td>\n",
       "      <td>5041</td>\n",
       "      <td>-243081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-11-17 10:00:00</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>18152</td>\n",
       "      <td>10678584</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>17231</td>\n",
       "      <td>10816122</td>\n",
       "      <td>921</td>\n",
       "      <td>-137538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-11-30 21:00:00</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>20523</td>\n",
       "      <td>10392479</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>22074</td>\n",
       "      <td>10328493</td>\n",
       "      <td>-1551</td>\n",
       "      <td>63986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-07-26 05:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>25177</td>\n",
       "      <td>5849486</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>25496</td>\n",
       "      <td>5759280</td>\n",
       "      <td>-319</td>\n",
       "      <td>90206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-08-26 14:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>27270</td>\n",
       "      <td>4509284</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>25838</td>\n",
       "      <td>4472094</td>\n",
       "      <td>1432</td>\n",
       "      <td>37190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-09-06 12:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>25648</td>\n",
       "      <td>5837202</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>25676</td>\n",
       "      <td>5718762</td>\n",
       "      <td>-28</td>\n",
       "      <td>118440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-09-22 06:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>25657</td>\n",
       "      <td>5826142</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>26872</td>\n",
       "      <td>5696094</td>\n",
       "      <td>-1215</td>\n",
       "      <td>130048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-09-24 05:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>26676</td>\n",
       "      <td>5775034</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>25383</td>\n",
       "      <td>5756379</td>\n",
       "      <td>1293</td>\n",
       "      <td>18655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>950210</td>\n",
       "      <td>2017-11-17 20:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>26827</td>\n",
       "      <td>1661955</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>27150</td>\n",
       "      <td>1653057</td>\n",
       "      <td>-323</td>\n",
       "      <td>8898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>148650</td>\n",
       "      <td>2018-02-18 22:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>29450</td>\n",
       "      <td>5437311</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>52891</td>\n",
       "      <td>4871032</td>\n",
       "      <td>-23441</td>\n",
       "      <td>566279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>660160</td>\n",
       "      <td>2016-08-13 09:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>19338</td>\n",
       "      <td>5545534</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>22815</td>\n",
       "      <td>5697887</td>\n",
       "      <td>-3477</td>\n",
       "      <td>-152353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-07-26 05:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>25199</td>\n",
       "      <td>5842983</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>25496</td>\n",
       "      <td>5759280</td>\n",
       "      <td>-297</td>\n",
       "      <td>83703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-08-16 07:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>25767</td>\n",
       "      <td>5837788</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>26562</td>\n",
       "      <td>5756762</td>\n",
       "      <td>-795</td>\n",
       "      <td>81026</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969478</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-01-15 07:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>16155</td>\n",
       "      <td>870819</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>15965</td>\n",
       "      <td>914598</td>\n",
       "      <td>190</td>\n",
       "      <td>-43779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969479</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-01-21 09:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>16382</td>\n",
       "      <td>976591</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>15126</td>\n",
       "      <td>898314</td>\n",
       "      <td>1256</td>\n",
       "      <td>78277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969480</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-01-22 03:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>22780</td>\n",
       "      <td>622307</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>22831</td>\n",
       "      <td>610159</td>\n",
       "      <td>-51</td>\n",
       "      <td>12148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969481</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-01-22 07:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>16133</td>\n",
       "      <td>860342</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>15943</td>\n",
       "      <td>885362</td>\n",
       "      <td>190</td>\n",
       "      <td>-25020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969482</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-01-23 09:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>251273</td>\n",
       "      <td>162079</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>279355</td>\n",
       "      <td>89189</td>\n",
       "      <td>-28082</td>\n",
       "      <td>72890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969483</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-01-26 09:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>18885</td>\n",
       "      <td>870758</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>17646</td>\n",
       "      <td>735193</td>\n",
       "      <td>1239</td>\n",
       "      <td>135565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969484</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-01-29 06:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>18370</td>\n",
       "      <td>827497</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>29821</td>\n",
       "      <td>879754</td>\n",
       "      <td>-11451</td>\n",
       "      <td>-52257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969485</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-01-29 08:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>16974</td>\n",
       "      <td>767176</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>16048</td>\n",
       "      <td>772596</td>\n",
       "      <td>926</td>\n",
       "      <td>-5420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969486</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-01-29 09:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>19651</td>\n",
       "      <td>733780</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>19198</td>\n",
       "      <td>695050</td>\n",
       "      <td>453</td>\n",
       "      <td>38730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969487</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-01-30 07:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>40224</td>\n",
       "      <td>419556</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>51716</td>\n",
       "      <td>347076</td>\n",
       "      <td>-11492</td>\n",
       "      <td>72480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969488</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-01-31 07:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>18666</td>\n",
       "      <td>745774</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>18949</td>\n",
       "      <td>775421</td>\n",
       "      <td>-283</td>\n",
       "      <td>-29647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969489</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-02-02 07:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>16275</td>\n",
       "      <td>1032759</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>16035</td>\n",
       "      <td>938288</td>\n",
       "      <td>240</td>\n",
       "      <td>94471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969490</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-02-02 08:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>18079</td>\n",
       "      <td>719239</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>18325</td>\n",
       "      <td>784786</td>\n",
       "      <td>-246</td>\n",
       "      <td>-65547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969491</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-02-06 07:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>16943</td>\n",
       "      <td>364923</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>147428</td>\n",
       "      <td>446414</td>\n",
       "      <td>-130485</td>\n",
       "      <td>-81491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969492</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-02-06 08:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>22680</td>\n",
       "      <td>556388</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>40554</td>\n",
       "      <td>424429</td>\n",
       "      <td>-17874</td>\n",
       "      <td>131959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969493</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-02-07 08:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>18318</td>\n",
       "      <td>741905</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>17067</td>\n",
       "      <td>783549</td>\n",
       "      <td>1251</td>\n",
       "      <td>-41644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969494</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-02-11 07:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>20119</td>\n",
       "      <td>674428</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>19337</td>\n",
       "      <td>587223</td>\n",
       "      <td>782</td>\n",
       "      <td>87205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969495</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-02-12 08:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>26740</td>\n",
       "      <td>616059</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>27637</td>\n",
       "      <td>458938</td>\n",
       "      <td>-897</td>\n",
       "      <td>157121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969496</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-02-15 08:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>19801</td>\n",
       "      <td>859283</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>16109</td>\n",
       "      <td>1014901</td>\n",
       "      <td>3692</td>\n",
       "      <td>-155618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969497</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-02-15 08:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>19801</td>\n",
       "      <td>859283</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>18326</td>\n",
       "      <td>781207</td>\n",
       "      <td>1475</td>\n",
       "      <td>78076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969498</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-02-28 08:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>16048</td>\n",
       "      <td>1406082</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>15222</td>\n",
       "      <td>1362272</td>\n",
       "      <td>826</td>\n",
       "      <td>43810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969499</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-03-06 08:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>19420</td>\n",
       "      <td>1183311</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>20262</td>\n",
       "      <td>1132634</td>\n",
       "      <td>-842</td>\n",
       "      <td>50677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969500</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-03-07 13:00:00</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>202.124.124.170</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>15191</td>\n",
       "      <td>1369950</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>2406:e000:204:2::2</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>14444</td>\n",
       "      <td>1347060</td>\n",
       "      <td>747</td>\n",
       "      <td>22890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969501</th>\n",
       "      <td>661028</td>\n",
       "      <td>2017-09-01 06:00:00</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>162.223.18.131</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>10408</td>\n",
       "      <td>9099544</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>2607:3180:b000:3::a</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>10434</td>\n",
       "      <td>10960935</td>\n",
       "      <td>-26</td>\n",
       "      <td>-1861391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969502</th>\n",
       "      <td>661028</td>\n",
       "      <td>2017-09-01 07:00:00</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>162.223.18.131</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>10496</td>\n",
       "      <td>11640628</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>2607:3180:b000:3::a</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>10415</td>\n",
       "      <td>11021152</td>\n",
       "      <td>81</td>\n",
       "      <td>619476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969503</th>\n",
       "      <td>661028</td>\n",
       "      <td>2017-10-09 06:00:00</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>162.223.18.131</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>10425</td>\n",
       "      <td>9708303</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>2607:3180:b000:3::a</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>10522</td>\n",
       "      <td>10853290</td>\n",
       "      <td>-97</td>\n",
       "      <td>-1144987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969504</th>\n",
       "      <td>661028</td>\n",
       "      <td>2017-10-09 07:00:00</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>162.223.18.131</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>10384</td>\n",
       "      <td>9921601</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>2607:3180:b000:3::a</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>10550</td>\n",
       "      <td>9709498</td>\n",
       "      <td>-166</td>\n",
       "      <td>212103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969505</th>\n",
       "      <td>661028</td>\n",
       "      <td>2017-10-18 06:00:00</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>162.223.18.131</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>10499</td>\n",
       "      <td>10911879</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>2607:3180:b000:3::a</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>10550</td>\n",
       "      <td>10648217</td>\n",
       "      <td>-51</td>\n",
       "      <td>263662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969506</th>\n",
       "      <td>661028</td>\n",
       "      <td>2017-10-18 07:00:00</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>162.223.18.131</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>10513</td>\n",
       "      <td>9953607</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>2607:3180:b000:3::a</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>10445</td>\n",
       "      <td>9987885</td>\n",
       "      <td>68</td>\n",
       "      <td>-34278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969507</th>\n",
       "      <td>661028</td>\n",
       "      <td>2017-11-04 08:00:00</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>162.223.18.131</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>10398</td>\n",
       "      <td>9704676</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>2607:3180:b000:3::a</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>10670</td>\n",
       "      <td>9962133</td>\n",
       "      <td>-272</td>\n",
       "      <td>-257457</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>969508 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        unit_id               dtime  src_asn_v4  \\\n",
       "0        123256 2016-07-22 00:00:00        8767   \n",
       "1        123256 2016-07-25 00:00:00        8767   \n",
       "2        123256 2016-12-15 23:00:00        8767   \n",
       "3        148650 2016-10-04 18:00:00        3320   \n",
       "4        950210 2018-03-08 20:00:00        3320   \n",
       "5        201338 2018-05-31 19:00:00         680   \n",
       "6        201338 2018-07-18 12:00:00         680   \n",
       "7        148650 2016-08-02 13:00:00        3320   \n",
       "8        148650 2016-08-17 01:00:00        3320   \n",
       "9        148650 2016-08-17 01:00:00        3320   \n",
       "10       148650 2016-08-30 09:00:00        3320   \n",
       "11       148650 2016-09-02 13:00:00        3320   \n",
       "12       148650 2016-10-08 01:00:00        3320   \n",
       "13       660160 2016-08-17 18:00:00        3320   \n",
       "14       660160 2016-09-13 21:00:00        3320   \n",
       "15       123256 2016-08-10 05:00:00        8767   \n",
       "16       123256 2016-09-16 05:00:00        8767   \n",
       "17       123256 2016-09-19 14:00:00        8767   \n",
       "18       123256 2016-11-17 10:00:00        8767   \n",
       "19       123256 2016-11-30 21:00:00        8767   \n",
       "20       148650 2016-07-26 05:00:00        3320   \n",
       "21       148650 2016-08-26 14:00:00        3320   \n",
       "22       148650 2016-09-06 12:00:00        3320   \n",
       "23       148650 2016-09-22 06:00:00        3320   \n",
       "24       148650 2016-09-24 05:00:00        3320   \n",
       "25       950210 2017-11-17 20:00:00        3320   \n",
       "26       148650 2018-02-18 22:00:00        3320   \n",
       "27       660160 2016-08-13 09:00:00        3320   \n",
       "28       148650 2016-07-26 05:00:00        3320   \n",
       "29       148650 2016-08-16 07:00:00        3320   \n",
       "...         ...                 ...         ...   \n",
       "969478   950206 2017-01-15 07:00:00       23655   \n",
       "969479   950206 2017-01-21 09:00:00       23655   \n",
       "969480   950206 2017-01-22 03:00:00       23655   \n",
       "969481   950206 2017-01-22 07:00:00       23655   \n",
       "969482   950206 2017-01-23 09:00:00       23655   \n",
       "969483   950206 2017-01-26 09:00:00       23655   \n",
       "969484   950206 2017-01-29 06:00:00       23655   \n",
       "969485   950206 2017-01-29 08:00:00       23655   \n",
       "969486   950206 2017-01-29 09:00:00       23655   \n",
       "969487   950206 2017-01-30 07:00:00       23655   \n",
       "969488   950206 2017-01-31 07:00:00       23655   \n",
       "969489   950206 2017-02-02 07:00:00       23655   \n",
       "969490   950206 2017-02-02 08:00:00       23655   \n",
       "969491   950206 2017-02-06 07:00:00       23655   \n",
       "969492   950206 2017-02-06 08:00:00       23655   \n",
       "969493   950206 2017-02-07 08:00:00       23655   \n",
       "969494   950206 2017-02-11 07:00:00       23655   \n",
       "969495   950206 2017-02-12 08:00:00       23655   \n",
       "969496   950206 2017-02-15 08:00:00       23655   \n",
       "969497   950206 2017-02-15 08:00:00       23655   \n",
       "969498   950206 2017-02-28 08:00:00       23655   \n",
       "969499   950206 2017-03-06 08:00:00       23655   \n",
       "969500   950206 2017-03-07 13:00:00       23655   \n",
       "969501   661028 2017-09-01 06:00:00       14877   \n",
       "969502   661028 2017-09-01 07:00:00       14877   \n",
       "969503   661028 2017-10-09 06:00:00       14877   \n",
       "969504   661028 2017-10-09 07:00:00       14877   \n",
       "969505   661028 2017-10-18 06:00:00       14877   \n",
       "969506   661028 2017-10-18 07:00:00       14877   \n",
       "969507   661028 2017-11-04 08:00:00       14877   \n",
       "\n",
       "                                            src_holder_v4       address_v4  \\\n",
       "0                 MNET-AS - M-net Telekommunikations GmbH   198.38.119.140   \n",
       "1                 MNET-AS - M-net Telekommunikations GmbH   198.38.119.140   \n",
       "2                 MNET-AS - M-net Telekommunikations GmbH   198.38.119.140   \n",
       "3                              DTAG - Deutsche Telekom AG   198.38.119.140   \n",
       "4                              DTAG - Deutsche Telekom AG   198.38.119.140   \n",
       "5       DFN - Verein zur Foerderung eines Deutschen Fo...   198.38.119.140   \n",
       "6       DFN - Verein zur Foerderung eines Deutschen Fo...   198.38.119.140   \n",
       "7                              DTAG - Deutsche Telekom AG   198.38.118.140   \n",
       "8                              DTAG - Deutsche Telekom AG   198.38.118.140   \n",
       "9                              DTAG - Deutsche Telekom AG   198.38.118.140   \n",
       "10                             DTAG - Deutsche Telekom AG   198.38.118.140   \n",
       "11                             DTAG - Deutsche Telekom AG   198.38.118.140   \n",
       "12                             DTAG - Deutsche Telekom AG   198.38.118.140   \n",
       "13                             DTAG - Deutsche Telekom AG   198.38.118.140   \n",
       "14                             DTAG - Deutsche Telekom AG   198.38.118.140   \n",
       "15                MNET-AS - M-net Telekommunikations GmbH   198.38.119.149   \n",
       "16                MNET-AS - M-net Telekommunikations GmbH   198.38.119.149   \n",
       "17                MNET-AS - M-net Telekommunikations GmbH   198.38.119.149   \n",
       "18                MNET-AS - M-net Telekommunikations GmbH   198.38.119.149   \n",
       "19                MNET-AS - M-net Telekommunikations GmbH   198.38.119.149   \n",
       "20                             DTAG - Deutsche Telekom AG   198.38.119.149   \n",
       "21                             DTAG - Deutsche Telekom AG   198.38.119.149   \n",
       "22                             DTAG - Deutsche Telekom AG   198.38.119.149   \n",
       "23                             DTAG - Deutsche Telekom AG   198.38.119.149   \n",
       "24                             DTAG - Deutsche Telekom AG   198.38.119.149   \n",
       "25                             DTAG - Deutsche Telekom AG   198.38.119.149   \n",
       "26                             DTAG - Deutsche Telekom AG   198.38.117.153   \n",
       "27                             DTAG - Deutsche Telekom AG   198.38.117.153   \n",
       "28                             DTAG - Deutsche Telekom AG   198.38.118.141   \n",
       "29                             DTAG - Deutsche Telekom AG   198.38.118.141   \n",
       "...                                                   ...              ...   \n",
       "969478                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969479                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969480                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969481                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969482                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969483                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969484                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969485                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969486                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969487                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969488                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969489                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969490                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969491                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969492                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969493                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969494                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969495                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969496                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969497                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969498                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969499                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969500                   SNAP-NZ-AS Snap Internet Limited  202.124.124.170   \n",
       "969501                                   PENNREN - KINBER   162.223.18.131   \n",
       "969502                                   PENNREN - KINBER   162.223.18.131   \n",
       "969503                                   PENNREN - KINBER   162.223.18.131   \n",
       "969504                                   PENNREN - KINBER   162.223.18.131   \n",
       "969505                                   PENNREN - KINBER   162.223.18.131   \n",
       "969506                                   PENNREN - KINBER   162.223.18.131   \n",
       "969507                                   PENNREN - KINBER   162.223.18.131   \n",
       "\n",
       "        dst_asn_v4                             dst_holder_v4  connect_time_v4  \\\n",
       "0             2906  AS-SSI - Netflix Streaming Services Inc.            20515   \n",
       "1             2906  AS-SSI - Netflix Streaming Services Inc.            16457   \n",
       "2             2906  AS-SSI - Netflix Streaming Services Inc.            18057   \n",
       "3             2906  AS-SSI - Netflix Streaming Services Inc.            26762   \n",
       "4             2906  AS-SSI - Netflix Streaming Services Inc.            26690   \n",
       "5             2906  AS-SSI - Netflix Streaming Services Inc.             7992   \n",
       "6             2906  AS-SSI - Netflix Streaming Services Inc.             7951   \n",
       "7             2906  AS-SSI - Netflix Streaming Services Inc.            25404   \n",
       "8             2906  AS-SSI - Netflix Streaming Services Inc.            24967   \n",
       "9             2906  AS-SSI - Netflix Streaming Services Inc.            25350   \n",
       "10            2906  AS-SSI - Netflix Streaming Services Inc.            25655   \n",
       "11            2906  AS-SSI - Netflix Streaming Services Inc.            25539   \n",
       "12            2906  AS-SSI - Netflix Streaming Services Inc.            25464   \n",
       "13            2906  AS-SSI - Netflix Streaming Services Inc.            22147   \n",
       "14            2906  AS-SSI - Netflix Streaming Services Inc.            22638   \n",
       "15            2906  AS-SSI - Netflix Streaming Services Inc.            18256   \n",
       "16            2906  AS-SSI - Netflix Streaming Services Inc.            16806   \n",
       "17            2906  AS-SSI - Netflix Streaming Services Inc.            19356   \n",
       "18            2906  AS-SSI - Netflix Streaming Services Inc.            18152   \n",
       "19            2906  AS-SSI - Netflix Streaming Services Inc.            20523   \n",
       "20            2906  AS-SSI - Netflix Streaming Services Inc.            25177   \n",
       "21            2906  AS-SSI - Netflix Streaming Services Inc.            27270   \n",
       "22            2906  AS-SSI - Netflix Streaming Services Inc.            25648   \n",
       "23            2906  AS-SSI - Netflix Streaming Services Inc.            25657   \n",
       "24            2906  AS-SSI - Netflix Streaming Services Inc.            26676   \n",
       "25            2906  AS-SSI - Netflix Streaming Services Inc.            26827   \n",
       "26            2906  AS-SSI - Netflix Streaming Services Inc.            29450   \n",
       "27            2906  AS-SSI - Netflix Streaming Services Inc.            19338   \n",
       "28            2906  AS-SSI - Netflix Streaming Services Inc.            25199   \n",
       "29            2906  AS-SSI - Netflix Streaming Services Inc.            25767   \n",
       "...            ...                                       ...              ...   \n",
       "969478       23655          SNAP-NZ-AS Snap Internet Limited            16155   \n",
       "969479       23655          SNAP-NZ-AS Snap Internet Limited            16382   \n",
       "969480       23655          SNAP-NZ-AS Snap Internet Limited            22780   \n",
       "969481       23655          SNAP-NZ-AS Snap Internet Limited            16133   \n",
       "969482       23655          SNAP-NZ-AS Snap Internet Limited           251273   \n",
       "969483       23655          SNAP-NZ-AS Snap Internet Limited            18885   \n",
       "969484       23655          SNAP-NZ-AS Snap Internet Limited            18370   \n",
       "969485       23655          SNAP-NZ-AS Snap Internet Limited            16974   \n",
       "969486       23655          SNAP-NZ-AS Snap Internet Limited            19651   \n",
       "969487       23655          SNAP-NZ-AS Snap Internet Limited            40224   \n",
       "969488       23655          SNAP-NZ-AS Snap Internet Limited            18666   \n",
       "969489       23655          SNAP-NZ-AS Snap Internet Limited            16275   \n",
       "969490       23655          SNAP-NZ-AS Snap Internet Limited            18079   \n",
       "969491       23655          SNAP-NZ-AS Snap Internet Limited            16943   \n",
       "969492       23655          SNAP-NZ-AS Snap Internet Limited            22680   \n",
       "969493       23655          SNAP-NZ-AS Snap Internet Limited            18318   \n",
       "969494       23655          SNAP-NZ-AS Snap Internet Limited            20119   \n",
       "969495       23655          SNAP-NZ-AS Snap Internet Limited            26740   \n",
       "969496       23655          SNAP-NZ-AS Snap Internet Limited            19801   \n",
       "969497       23655          SNAP-NZ-AS Snap Internet Limited            19801   \n",
       "969498       23655          SNAP-NZ-AS Snap Internet Limited            16048   \n",
       "969499       23655          SNAP-NZ-AS Snap Internet Limited            19420   \n",
       "969500       23655          SNAP-NZ-AS Snap Internet Limited            15191   \n",
       "969501       14877                          PENNREN - KINBER            10408   \n",
       "969502       14877                          PENNREN - KINBER            10496   \n",
       "969503       14877                          PENNREN - KINBER            10425   \n",
       "969504       14877                          PENNREN - KINBER            10384   \n",
       "969505       14877                          PENNREN - KINBER            10499   \n",
       "969506       14877                          PENNREN - KINBER            10513   \n",
       "969507       14877                          PENNREN - KINBER            10398   \n",
       "\n",
       "        bytes_sec_v4  src_asn_v6  \\\n",
       "0           10371717        8767   \n",
       "1           10272516        8767   \n",
       "2            9869233        8767   \n",
       "3            4514214        3320   \n",
       "4            1774382        3320   \n",
       "5           11569479         680   \n",
       "6           21483897         680   \n",
       "7            4912246        3320   \n",
       "8            5850606        3320   \n",
       "9            5828530        3320   \n",
       "10           5827980        3320   \n",
       "11           5541996        3320   \n",
       "12           5838971        3320   \n",
       "13           5797270        3320   \n",
       "14           5786490        3320   \n",
       "15          10775949        8767   \n",
       "16          10536751        8767   \n",
       "17          10428409        8767   \n",
       "18          10678584        8767   \n",
       "19          10392479        8767   \n",
       "20           5849486        3320   \n",
       "21           4509284        3320   \n",
       "22           5837202        3320   \n",
       "23           5826142        3320   \n",
       "24           5775034        3320   \n",
       "25           1661955        3320   \n",
       "26           5437311        3320   \n",
       "27           5545534        3320   \n",
       "28           5842983        3320   \n",
       "29           5837788        3320   \n",
       "...              ...         ...   \n",
       "969478        870819       23655   \n",
       "969479        976591       23655   \n",
       "969480        622307       23655   \n",
       "969481        860342       23655   \n",
       "969482        162079       23655   \n",
       "969483        870758       23655   \n",
       "969484        827497       23655   \n",
       "969485        767176       23655   \n",
       "969486        733780       23655   \n",
       "969487        419556       23655   \n",
       "969488        745774       23655   \n",
       "969489       1032759       23655   \n",
       "969490        719239       23655   \n",
       "969491        364923       23655   \n",
       "969492        556388       23655   \n",
       "969493        741905       23655   \n",
       "969494        674428       23655   \n",
       "969495        616059       23655   \n",
       "969496        859283       23655   \n",
       "969497        859283       23655   \n",
       "969498       1406082       23655   \n",
       "969499       1183311       23655   \n",
       "969500       1369950       23655   \n",
       "969501       9099544       14877   \n",
       "969502      11640628       14877   \n",
       "969503       9708303       14877   \n",
       "969504       9921601       14877   \n",
       "969505      10911879       14877   \n",
       "969506       9953607       14877   \n",
       "969507       9704676       14877   \n",
       "\n",
       "                                            src_holder_v6  \\\n",
       "0                 MNET-AS - M-net Telekommunikations GmbH   \n",
       "1                 MNET-AS - M-net Telekommunikations GmbH   \n",
       "2                 MNET-AS - M-net Telekommunikations GmbH   \n",
       "3                              DTAG - Deutsche Telekom AG   \n",
       "4                              DTAG - Deutsche Telekom AG   \n",
       "5       DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "6       DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "7                              DTAG - Deutsche Telekom AG   \n",
       "8                              DTAG - Deutsche Telekom AG   \n",
       "9                              DTAG - Deutsche Telekom AG   \n",
       "10                             DTAG - Deutsche Telekom AG   \n",
       "11                             DTAG - Deutsche Telekom AG   \n",
       "12                             DTAG - Deutsche Telekom AG   \n",
       "13                             DTAG - Deutsche Telekom AG   \n",
       "14                             DTAG - Deutsche Telekom AG   \n",
       "15                MNET-AS - M-net Telekommunikations GmbH   \n",
       "16                MNET-AS - M-net Telekommunikations GmbH   \n",
       "17                MNET-AS - M-net Telekommunikations GmbH   \n",
       "18                MNET-AS - M-net Telekommunikations GmbH   \n",
       "19                MNET-AS - M-net Telekommunikations GmbH   \n",
       "20                             DTAG - Deutsche Telekom AG   \n",
       "21                             DTAG - Deutsche Telekom AG   \n",
       "22                             DTAG - Deutsche Telekom AG   \n",
       "23                             DTAG - Deutsche Telekom AG   \n",
       "24                             DTAG - Deutsche Telekom AG   \n",
       "25                             DTAG - Deutsche Telekom AG   \n",
       "26                             DTAG - Deutsche Telekom AG   \n",
       "27                             DTAG - Deutsche Telekom AG   \n",
       "28                             DTAG - Deutsche Telekom AG   \n",
       "29                             DTAG - Deutsche Telekom AG   \n",
       "...                                                   ...   \n",
       "969478                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969479                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969480                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969481                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969482                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969483                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969484                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969485                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969486                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969487                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969488                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969489                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969490                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969491                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969492                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969493                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969494                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969495                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969496                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969497                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969498                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969499                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969500                   SNAP-NZ-AS Snap Internet Limited   \n",
       "969501                                   PENNREN - KINBER   \n",
       "969502                                   PENNREN - KINBER   \n",
       "969503                                   PENNREN - KINBER   \n",
       "969504                                   PENNREN - KINBER   \n",
       "969505                                   PENNREN - KINBER   \n",
       "969506                                   PENNREN - KINBER   \n",
       "969507                                   PENNREN - KINBER   \n",
       "\n",
       "                    address_v6  dst_asn_v6  \\\n",
       "0       2a00:86c0:119:119::145        2906   \n",
       "1       2a00:86c0:119:119::145        2906   \n",
       "2       2a00:86c0:119:119::145        2906   \n",
       "3       2a00:86c0:119:119::145        2906   \n",
       "4       2a00:86c0:119:119::145        2906   \n",
       "5       2a00:86c0:119:119::145        2906   \n",
       "6       2a00:86c0:119:119::145        2906   \n",
       "7       2a00:86c0:119:119::145        2906   \n",
       "8       2a00:86c0:119:119::145        2906   \n",
       "9       2a00:86c0:119:119::145        2906   \n",
       "10      2a00:86c0:119:119::145        2906   \n",
       "11      2a00:86c0:119:119::145        2906   \n",
       "12      2a00:86c0:119:119::145        2906   \n",
       "13      2a00:86c0:119:119::145        2906   \n",
       "14      2a00:86c0:119:119::145        2906   \n",
       "15      2a00:86c0:119:119::145        2906   \n",
       "16      2a00:86c0:119:119::145        2906   \n",
       "17      2a00:86c0:119:119::145        2906   \n",
       "18      2a00:86c0:119:119::145        2906   \n",
       "19      2a00:86c0:119:119::145        2906   \n",
       "20      2a00:86c0:119:119::145        2906   \n",
       "21      2a00:86c0:119:119::145        2906   \n",
       "22      2a00:86c0:119:119::145        2906   \n",
       "23      2a00:86c0:119:119::145        2906   \n",
       "24      2a00:86c0:119:119::145        2906   \n",
       "25      2a00:86c0:119:119::145        2906   \n",
       "26      2a00:86c0:119:119::145        2906   \n",
       "27      2a00:86c0:119:119::145        2906   \n",
       "28      2a00:86c0:119:119::145        2906   \n",
       "29      2a00:86c0:119:119::145        2906   \n",
       "...                        ...         ...   \n",
       "969478      2406:e000:204:2::2       23655   \n",
       "969479      2406:e000:204:2::2       23655   \n",
       "969480      2406:e000:204:2::2       23655   \n",
       "969481      2406:e000:204:2::2       23655   \n",
       "969482      2406:e000:204:2::2       23655   \n",
       "969483      2406:e000:204:2::2       23655   \n",
       "969484      2406:e000:204:2::2       23655   \n",
       "969485      2406:e000:204:2::2       23655   \n",
       "969486      2406:e000:204:2::2       23655   \n",
       "969487      2406:e000:204:2::2       23655   \n",
       "969488      2406:e000:204:2::2       23655   \n",
       "969489      2406:e000:204:2::2       23655   \n",
       "969490      2406:e000:204:2::2       23655   \n",
       "969491      2406:e000:204:2::2       23655   \n",
       "969492      2406:e000:204:2::2       23655   \n",
       "969493      2406:e000:204:2::2       23655   \n",
       "969494      2406:e000:204:2::2       23655   \n",
       "969495      2406:e000:204:2::2       23655   \n",
       "969496      2406:e000:204:2::2       23655   \n",
       "969497      2406:e000:204:2::2       23655   \n",
       "969498      2406:e000:204:2::2       23655   \n",
       "969499      2406:e000:204:2::2       23655   \n",
       "969500      2406:e000:204:2::2       23655   \n",
       "969501     2607:3180:b000:3::a       14877   \n",
       "969502     2607:3180:b000:3::a       14877   \n",
       "969503     2607:3180:b000:3::a       14877   \n",
       "969504     2607:3180:b000:3::a       14877   \n",
       "969505     2607:3180:b000:3::a       14877   \n",
       "969506     2607:3180:b000:3::a       14877   \n",
       "969507     2607:3180:b000:3::a       14877   \n",
       "\n",
       "                                   dst_holder_v6  connect_time_v6  \\\n",
       "0       AS-SSI - Netflix Streaming Services Inc.            16803   \n",
       "1       AS-SSI - Netflix Streaming Services Inc.            17265   \n",
       "2       AS-SSI - Netflix Streaming Services Inc.            17221   \n",
       "3       AS-SSI - Netflix Streaming Services Inc.            26208   \n",
       "4       AS-SSI - Netflix Streaming Services Inc.            26973   \n",
       "5       AS-SSI - Netflix Streaming Services Inc.             8167   \n",
       "6       AS-SSI - Netflix Streaming Services Inc.             8120   \n",
       "7       AS-SSI - Netflix Streaming Services Inc.            25934   \n",
       "8       AS-SSI - Netflix Streaming Services Inc.            25814   \n",
       "9       AS-SSI - Netflix Streaming Services Inc.            25814   \n",
       "10      AS-SSI - Netflix Streaming Services Inc.            27214   \n",
       "11      AS-SSI - Netflix Streaming Services Inc.            27572   \n",
       "12      AS-SSI - Netflix Streaming Services Inc.            29799   \n",
       "13      AS-SSI - Netflix Streaming Services Inc.            22903   \n",
       "14      AS-SSI - Netflix Streaming Services Inc.            22891   \n",
       "15      AS-SSI - Netflix Streaming Services Inc.            17243   \n",
       "16      AS-SSI - Netflix Streaming Services Inc.            16883   \n",
       "17      AS-SSI - Netflix Streaming Services Inc.            14315   \n",
       "18      AS-SSI - Netflix Streaming Services Inc.            17231   \n",
       "19      AS-SSI - Netflix Streaming Services Inc.            22074   \n",
       "20      AS-SSI - Netflix Streaming Services Inc.            25496   \n",
       "21      AS-SSI - Netflix Streaming Services Inc.            25838   \n",
       "22      AS-SSI - Netflix Streaming Services Inc.            25676   \n",
       "23      AS-SSI - Netflix Streaming Services Inc.            26872   \n",
       "24      AS-SSI - Netflix Streaming Services Inc.            25383   \n",
       "25      AS-SSI - Netflix Streaming Services Inc.            27150   \n",
       "26      AS-SSI - Netflix Streaming Services Inc.            52891   \n",
       "27      AS-SSI - Netflix Streaming Services Inc.            22815   \n",
       "28      AS-SSI - Netflix Streaming Services Inc.            25496   \n",
       "29      AS-SSI - Netflix Streaming Services Inc.            26562   \n",
       "...                                          ...              ...   \n",
       "969478          SNAP-NZ-AS Snap Internet Limited            15965   \n",
       "969479          SNAP-NZ-AS Snap Internet Limited            15126   \n",
       "969480          SNAP-NZ-AS Snap Internet Limited            22831   \n",
       "969481          SNAP-NZ-AS Snap Internet Limited            15943   \n",
       "969482          SNAP-NZ-AS Snap Internet Limited           279355   \n",
       "969483          SNAP-NZ-AS Snap Internet Limited            17646   \n",
       "969484          SNAP-NZ-AS Snap Internet Limited            29821   \n",
       "969485          SNAP-NZ-AS Snap Internet Limited            16048   \n",
       "969486          SNAP-NZ-AS Snap Internet Limited            19198   \n",
       "969487          SNAP-NZ-AS Snap Internet Limited            51716   \n",
       "969488          SNAP-NZ-AS Snap Internet Limited            18949   \n",
       "969489          SNAP-NZ-AS Snap Internet Limited            16035   \n",
       "969490          SNAP-NZ-AS Snap Internet Limited            18325   \n",
       "969491          SNAP-NZ-AS Snap Internet Limited           147428   \n",
       "969492          SNAP-NZ-AS Snap Internet Limited            40554   \n",
       "969493          SNAP-NZ-AS Snap Internet Limited            17067   \n",
       "969494          SNAP-NZ-AS Snap Internet Limited            19337   \n",
       "969495          SNAP-NZ-AS Snap Internet Limited            27637   \n",
       "969496          SNAP-NZ-AS Snap Internet Limited            16109   \n",
       "969497          SNAP-NZ-AS Snap Internet Limited            18326   \n",
       "969498          SNAP-NZ-AS Snap Internet Limited            15222   \n",
       "969499          SNAP-NZ-AS Snap Internet Limited            20262   \n",
       "969500          SNAP-NZ-AS Snap Internet Limited            14444   \n",
       "969501                          PENNREN - KINBER            10434   \n",
       "969502                          PENNREN - KINBER            10415   \n",
       "969503                          PENNREN - KINBER            10522   \n",
       "969504                          PENNREN - KINBER            10550   \n",
       "969505                          PENNREN - KINBER            10550   \n",
       "969506                          PENNREN - KINBER            10445   \n",
       "969507                          PENNREN - KINBER            10670   \n",
       "\n",
       "        bytes_sec_v6  delta_connect_time  delta_bytes_sec  \n",
       "0           10674265                3712          -302548  \n",
       "1           10867458                -808          -594942  \n",
       "2           10550408                 836          -681175  \n",
       "3            4415574                 554            98640  \n",
       "4            1756487                -283            17895  \n",
       "5           13820282                -175         -2250803  \n",
       "6           26046413                -169         -4562516  \n",
       "7            4791703                -530           120543  \n",
       "8            5760262                -847            90344  \n",
       "9            5760262                -464            68268  \n",
       "10           5735879               -1559            92101  \n",
       "11           5692191               -2033          -150195  \n",
       "12           5685036               -4335           153935  \n",
       "13           5716366                -756            80904  \n",
       "14           5729039                -253            57451  \n",
       "15          10739418                1013            36531  \n",
       "16          10544377                 -77            -7626  \n",
       "17          10671490                5041          -243081  \n",
       "18          10816122                 921          -137538  \n",
       "19          10328493               -1551            63986  \n",
       "20           5759280                -319            90206  \n",
       "21           4472094                1432            37190  \n",
       "22           5718762                 -28           118440  \n",
       "23           5696094               -1215           130048  \n",
       "24           5756379                1293            18655  \n",
       "25           1653057                -323             8898  \n",
       "26           4871032              -23441           566279  \n",
       "27           5697887               -3477          -152353  \n",
       "28           5759280                -297            83703  \n",
       "29           5756762                -795            81026  \n",
       "...              ...                 ...              ...  \n",
       "969478        914598                 190           -43779  \n",
       "969479        898314                1256            78277  \n",
       "969480        610159                 -51            12148  \n",
       "969481        885362                 190           -25020  \n",
       "969482         89189              -28082            72890  \n",
       "969483        735193                1239           135565  \n",
       "969484        879754              -11451           -52257  \n",
       "969485        772596                 926            -5420  \n",
       "969486        695050                 453            38730  \n",
       "969487        347076              -11492            72480  \n",
       "969488        775421                -283           -29647  \n",
       "969489        938288                 240            94471  \n",
       "969490        784786                -246           -65547  \n",
       "969491        446414             -130485           -81491  \n",
       "969492        424429              -17874           131959  \n",
       "969493        783549                1251           -41644  \n",
       "969494        587223                 782            87205  \n",
       "969495        458938                -897           157121  \n",
       "969496       1014901                3692          -155618  \n",
       "969497        781207                1475            78076  \n",
       "969498       1362272                 826            43810  \n",
       "969499       1132634                -842            50677  \n",
       "969500       1347060                 747            22890  \n",
       "969501      10960935                 -26         -1861391  \n",
       "969502      11021152                  81           619476  \n",
       "969503      10853290                 -97         -1144987  \n",
       "969504       9709498                -166           212103  \n",
       "969505      10648217                 -51           263662  \n",
       "969506       9987885                  68           -34278  \n",
       "969507       9962133                -272          -257457  \n",
       "\n",
       "[969508 rows x 18 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix_meta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn = sqlite3.connect('../data/netflix-data-aggregated.db')\n",
    "conn.text_factory = str  # required since some AS holders have special characters in their names\n",
    "netflix_meta.to_sql(name = 'netflix_meta', con=conn, index=False, if_exists='replace')\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Success Rates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load all measurements, excluding stall-related ones\n",
    "conn = sqlite3.connect('../data/netflix-data.db')\n",
    "success_rate = pd.read_sql_query('select unit_id, dtime, address, target, \\\n",
    "                                  error, error_msg, successes, failures \\\n",
    "                                  from netflix \\\n",
    "                                  where error not like \"%STALL%\"', con=conn, parse_dates=['dtime'])\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "success_rate = success_rate[~success_rate['unit_id'].isin(faulty_probes)]\n",
    "success_rate.drop_duplicates(inplace=True)\n",
    "success_rate['dtime'] = success_rate['dtime'].dt.floor('h')\n",
    "success_rate['is_v6'] = success_rate['address'].str.contains(':')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "72.46.180.6                                  20162\n",
       "109.105.98.161                               19274\n",
       "88.217.233.230                               13271\n",
       "194.109.76.68                                12541\n",
       "194.109.76.76                                12533\n",
       "194.109.76.67                                12520\n",
       "194.109.76.75                                12337\n",
       "82.197.168.214                               12073\n",
       "82.197.168.210                               11500\n",
       "195.18.252.214                               10281\n",
       "195.18.252.218                                9915\n",
       "195.18.252.210                                9640\n",
       "194.109.76.66                                 9056\n",
       "195.18.252.222                                8866\n",
       "90.223.190.195                                8139\n",
       "208.76.186.58                                 8108\n",
       "45.57.16.133                                  8070\n",
       "45.57.16.135                                  8065\n",
       "208.76.186.62                                 7538\n",
       "45.57.17.134                                  7298\n",
       "45.57.17.136                                  7290\n",
       "43.245.105.1                                  7259\n",
       "38.87.50.7                                    7190\n",
       "23.246.46.140                                 7037\n",
       "45.57.16.134                                  6688\n",
       "90.223.190.194                                6670\n",
       "213.157.177.35                                6665\n",
       "45.57.17.135                                  6511\n",
       "45.57.17.133                                  6506\n",
       "88.217.233.242                                5850\n",
       "                                             ...  \n",
       "108.175.40.99                                    1\n",
       "ipv6_1.lagg0.c050.sjc005.ix.nflxvideo.net        1\n",
       "198.38.108.198                                   1\n",
       "198.38.108.199                                   1\n",
       "108.175.41.189                                   1\n",
       "198.38.97.149                                    1\n",
       "198.38.99.166                                    1\n",
       "90.208.115.105                                   1\n",
       "198.38.109.195                                   1\n",
       "ipv6_1.mce0.c025.sjc005.ix.nflxvideo.net         1\n",
       "ipv6_1.mce0.c015.sjc005.ix.nflxvideo.net         1\n",
       "198.38.112.172                                   1\n",
       "198.38.108.191                                   1\n",
       "23.246.3.159                                     1\n",
       "23.246.37.179                                    1\n",
       "45.57.59.182                                     1\n",
       "198.38.108.193                                   1\n",
       "23.246.14.182                                    1\n",
       "23.246.44.132                                    1\n",
       "23.246.44.133                                    1\n",
       "198.38.96.167                                    1\n",
       "198.38.97.135                                    1\n",
       "198.38.109.196                                   1\n",
       "23.246.37.178                                    1\n",
       "108.175.40.96                                    1\n",
       "23.246.59.151                                    1\n",
       "23.246.48.146                                    1\n",
       "23.246.9.151                                     1\n",
       "108.175.34.147                                   1\n",
       "198.38.109.237                                   1\n",
       "Name: target, Length: 4311, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "success_rate[(success_rate['is_v6'] == False)]['target'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ipv6_1.lagg0.c001.bma002.nordunetas.isp.nflxvideo.net    19153\n",
       "ipv6_1.lagg0.c001.fsd001.premierol.isp.nflxvideo.net     18348\n",
       "ipv6_1.lagg0.c001.zmu001.mnet.isp.nflxvideo.net          13132\n",
       "ipv6_1.lagg0.c001.zrh002.init7.isp.nflxvideo.net         11802\n",
       "ipv6_1.lagg0.c001.zrh001.init7.isp.nflxvideo.net         11436\n",
       "ipv6_1.lagg0.c001.xsp001.m1.isp.nflxvideo.net            10828\n",
       "ipv6_1.lagg0.c006.ams001.xs4all.isp.nflxvideo.net        10158\n",
       "ipv6_1.lagg0.c007.ams001.xs4all.isp.nflxvideo.net        10007\n",
       "ipv6_1.lagg0.c005.ams001.xs4all.isp.nflxvideo.net         9909\n",
       "ipv6_1.lagg0.c004.ams001.xs4all.isp.nflxvideo.net         9877\n",
       "ipv6_1.mce0.c007.vie001.ix.nflxvideo.net                  7315\n",
       "ipv6_1.lagg0.c001.ams001.xs4all.isp.nflxvideo.net         7303\n",
       "ipv6_1.lagg0.c004.lhr009.sky.isp.nflxvideo.net            7283\n",
       "ipv6_1.mce0.c009.vie001.ix.nflxvideo.net                  7267\n",
       "ipv6_1.lagg0.c001.phl001.kinber.isp.nflxvideo.net         7180\n",
       "ipv6_1.cxl0.c026.tyo001.ix.nflxvideo.net                  6979\n",
       "ipv6_1.lagg0.c002.arn001.bredband2.isp.nflxvideo.net      6972\n",
       "ipv6_1.lagg0.c001.arn001.bredband2.isp.nflxvideo.net      6935\n",
       "ipv6_1.lagg0.c001.xsp002.m1.isp.nflxvideo.net             6417\n",
       "ipv6_1.mce0.c014.vie001.ix.nflxvideo.net                  6309\n",
       "ipv6_1.mce0.c012.vie001.ix.nflxvideo.net                  6271\n",
       "ipv6_1.mce0.c008.vie001.ix.nflxvideo.net                  5947\n",
       "ipv6_1.lagg0.c002.zmu001.mnet.isp.nflxvideo.net           5568\n",
       "ipv6_1.cxl0.c017.dus001.ix.nflxvideo.net                  5518\n",
       "ipv6_1.lagg0.c003.sfo001.wave.isp.nflxvideo.net           5477\n",
       "ipv6_1.mce0.c011.vie001.ix.nflxvideo.net                  5386\n",
       "ipv6_1.lagg0.c001.wlg001.callplus.isp.nflxvideo.net       5373\n",
       "ipv6_1.lagg0.c003.lhr005.sky.isp.nflxvideo.net            5368\n",
       "ipv6_1.mce0.c013.vie001.ix.nflxvideo.net                  5275\n",
       "ipv6_1.lagg0.c001.bma001.nordunetas.isp.nflxvideo.net     5217\n",
       "                                                         ...  \n",
       "ipv6-c254-dfw001-ix.1.oca.nflxvideo.net                      1\n",
       "ipv6_1.cxl0.c026.lhr005.ix.nflxvideo.net                     1\n",
       "ipv6_1.lagg0.c002.pwt001.wave.isp.nflxvideo.net              1\n",
       "ipv6-c366-nyc001-ix.1.oca.nflxvideo.net                      1\n",
       "ipv6_1.lagg0.c017.bru002.proximus.isp.nflxvideo.net          1\n",
       "ipv6-c010-bru001-proximus-isp.1.oca.nflxvideo.net            1\n",
       "ipv6-c219-atl001-ix.1.oca.nflxvideo.net                      1\n",
       "ipv6_1.cxl0.c372.ord001.ix.nflxvideo.net                     1\n",
       "ipv6_1.lagg0.c077.sjc002.ix.nflxvideo.net                    1\n",
       "ipv6-c055-den001-ix.1.oca.nflxvideo.net                      1\n",
       "ipv6-c027-den001-ix.1.oca.nflxvideo.net                      1\n",
       "ipv6-c161-atl001-ix.1.oca.nflxvideo.net                      1\n",
       "ipv6-c125-atl001-ix.1.oca.nflxvideo.net                      1\n",
       "ipv6-c065-fra002-ix.1.oca.nflxvideo.net                      1\n",
       "ipv6_1.cxl0.c020.gru005.ix.nflxvideo.net                     1\n",
       "ipv6_1.lagg0.c015.bru002.proximus.isp.nflxvideo.net          1\n",
       "ipv6_1.cc0.c045.lax004.ix.nflxvideo.net                      1\n",
       "ipv6-c249-dfw001-ix.1.oca.nflxvideo.net                      1\n",
       "ipv6-c251-dfw001-ix.1.oca.nflxvideo.net                      1\n",
       "ipv6_1.lagg0.c115.atl001.ix.nflxvideo.net                    1\n",
       "ipv6-c102-ord001-dev-ix.1.oca.nflxvideo.net                  1\n",
       "ipv6_1.cxl0.c272.iad001.ix.nflxvideo.net                     1\n",
       "ipv6_1.lagg0.c004.udi001.algar.isp.nflxvideo.net             1\n",
       "ipv6-c043-ord001-dev-ix.1.oca.nflxvideo.net                  1\n",
       "ipv6_1.cc0.c202.sjc002.ix.nflxvideo.net                      1\n",
       "ipv6-c202-dfw001-ix.1.oca.nflxvideo.net                      1\n",
       "ipv6-c007-den001-ix.1.oca.nflxvideo.net                      1\n",
       "ipv6-c338-nyc001-ix.1.oca.nflxvideo.net                      1\n",
       "ipv6-c119-lax001-ix.1.oca.nflxvideo.net                      1\n",
       "ipv6-c005-atl003-ix.1.oca.nflxvideo.net                      1\n",
       "Name: target, Length: 4759, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "success_rate[(success_rate['is_v6'] == True)]['target'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### => v4 mostly has IP addresses in 'target', v6 mostly 'ipv6...'; use this to filter below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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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>dtime</th>\n",
       "      <th>address</th>\n",
       "      <th>target</th>\n",
       "      <th>error</th>\n",
       "      <th>error_msg</th>\n",
       "      <th>successes</th>\n",
       "      <th>failures</th>\n",
       "      <th>is_v6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>DNS_RESOLUTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Couldn't resolve host 'api-...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 01:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>DNS_RESOLUTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Couldn't resolve host 'api-...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 05:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 06:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 07:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 09:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 12:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 16:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 18:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>DNS_RESOLUTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Couldn't resolve host 'api-...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 20:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 21:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 22:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 23:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: connect() timed out! (IP: 2...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: connect() timed out! (IP: 2...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>129210</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>redirect.svc.networks.btretail.net</td>\n",
       "      <td>DNS_RESOLUTION_CONTENT_ERROR</td>\n",
       "      <td>getaddrinfo: Name or service not known</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>129210</td>\n",
       "      <td>2016-07-22 01:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>redirect.svc.networks.btretail.net</td>\n",
       "      <td>DNS_RESOLUTION_CONTENT_ERROR</td>\n",
       "      <td>getaddrinfo: Name or service not known</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>129210</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>redirect.svc.networks.btretail.net</td>\n",
       "      <td>DNS_RESOLUTION_CONTENT_ERROR</td>\n",
       "      <td>getaddrinfo: Name or service not known</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>129210</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>redirect.svc.networks.btretail.net</td>\n",
       "      <td>DNS_RESOLUTION_CONTENT_ERROR</td>\n",
       "      <td>getaddrinfo: Name or service not known</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>129210</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>redirect.svc.networks.btretail.net</td>\n",
       "      <td>DNS_RESOLUTION_CONTENT_ERROR</td>\n",
       "      <td>getaddrinfo: Name or service not known</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</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>10857997</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10857999</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858001</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858003</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858005</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858007</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858055</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 00:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858057</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 01:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858059</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 02:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858061</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 03:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858063</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 04:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858065</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 05:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858067</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 06:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858069</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 07:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858071</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 08:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858073</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 09:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858075</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 10:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858077</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 11:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858079</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 12:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858081</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 13:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858083</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 14:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858085</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 15:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858087</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 16:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858089</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 17:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858091</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858093</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858095</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858097</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858099</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858101</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>238384 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          unit_id               dtime address  \\\n",
       "48          62712 2016-07-22 00:00:00    None   \n",
       "49          62712 2016-07-22 01:00:00    None   \n",
       "50          62712 2016-07-22 02:00:00    None   \n",
       "52          62712 2016-07-22 03:00:00    None   \n",
       "54          62712 2016-07-22 04:00:00    None   \n",
       "56          62712 2016-07-22 05:00:00    None   \n",
       "58          62712 2016-07-22 06:00:00    None   \n",
       "60          62712 2016-07-22 07:00:00    None   \n",
       "62          62712 2016-07-22 09:00:00    None   \n",
       "64          62712 2016-07-22 10:00:00    None   \n",
       "66          62712 2016-07-22 11:00:00    None   \n",
       "68          62712 2016-07-22 12:00:00    None   \n",
       "70          62712 2016-07-22 13:00:00    None   \n",
       "72          62712 2016-07-22 14:00:00    None   \n",
       "74          62712 2016-07-22 15:00:00    None   \n",
       "76          62712 2016-07-22 16:00:00    None   \n",
       "78          62712 2016-07-22 17:00:00    None   \n",
       "80          62712 2016-07-22 18:00:00    None   \n",
       "82          62712 2016-07-22 19:00:00    None   \n",
       "84          62712 2016-07-22 20:00:00    None   \n",
       "86          62712 2016-07-22 21:00:00    None   \n",
       "88          62712 2016-07-22 22:00:00    None   \n",
       "90          62712 2016-07-22 23:00:00    None   \n",
       "96         123256 2016-07-22 03:00:00    None   \n",
       "114        123256 2016-07-22 11:00:00    None   \n",
       "128        129210 2016-07-22 00:00:00    None   \n",
       "130        129210 2016-07-22 01:00:00    None   \n",
       "132        129210 2016-07-22 02:00:00    None   \n",
       "134        129210 2016-07-22 03:00:00    None   \n",
       "136        129210 2016-07-22 04:00:00    None   \n",
       "...           ...                 ...     ...   \n",
       "10857997   950218 2019-05-03 18:00:00    None   \n",
       "10857999   950218 2019-05-03 19:00:00    None   \n",
       "10858001   950218 2019-05-03 20:00:00    None   \n",
       "10858003   950218 2019-05-03 21:00:00    None   \n",
       "10858005   950218 2019-05-03 22:00:00    None   \n",
       "10858007   950218 2019-05-03 23:00:00    None   \n",
       "10858055   950224 2019-05-03 00:00:00    None   \n",
       "10858057   950224 2019-05-03 01:00:00    None   \n",
       "10858059   950224 2019-05-03 02:00:00    None   \n",
       "10858061   950224 2019-05-03 03:00:00    None   \n",
       "10858063   950224 2019-05-03 04:00:00    None   \n",
       "10858065   950224 2019-05-03 05:00:00    None   \n",
       "10858067   950224 2019-05-03 06:00:00    None   \n",
       "10858069   950224 2019-05-03 07:00:00    None   \n",
       "10858071   950224 2019-05-03 08:00:00    None   \n",
       "10858073   950224 2019-05-03 09:00:00    None   \n",
       "10858075   950224 2019-05-03 10:00:00    None   \n",
       "10858077   950224 2019-05-03 11:00:00    None   \n",
       "10858079   950224 2019-05-03 12:00:00    None   \n",
       "10858081   950224 2019-05-03 13:00:00    None   \n",
       "10858083   950224 2019-05-03 14:00:00    None   \n",
       "10858085   950224 2019-05-03 15:00:00    None   \n",
       "10858087   950224 2019-05-03 16:00:00    None   \n",
       "10858089   950224 2019-05-03 17:00:00    None   \n",
       "10858091   950224 2019-05-03 18:00:00    None   \n",
       "10858093   950224 2019-05-03 19:00:00    None   \n",
       "10858095   950224 2019-05-03 20:00:00    None   \n",
       "10858097   950224 2019-05-03 21:00:00    None   \n",
       "10858099   950224 2019-05-03 22:00:00    None   \n",
       "10858101   950224 2019-05-03 23:00:00    None   \n",
       "\n",
       "                                      target                         error  \\\n",
       "48                                      None      DNS_RESOLUTION_API_ERROR   \n",
       "49                                      None      DNS_RESOLUTION_API_ERROR   \n",
       "50                                      None          CONNECTION_API_ERROR   \n",
       "52                                      None          CONNECTION_API_ERROR   \n",
       "54                                      None          CONNECTION_API_ERROR   \n",
       "56                                      None          CONNECTION_API_ERROR   \n",
       "58                                      None          CONNECTION_API_ERROR   \n",
       "60                                      None          CONNECTION_API_ERROR   \n",
       "62                                      None          CONNECTION_API_ERROR   \n",
       "64                                      None          CONNECTION_API_ERROR   \n",
       "66                                      None          CONNECTION_API_ERROR   \n",
       "68                                      None          CONNECTION_API_ERROR   \n",
       "70                                      None          CONNECTION_API_ERROR   \n",
       "72                                      None          CONNECTION_API_ERROR   \n",
       "74                                      None          CONNECTION_API_ERROR   \n",
       "76                                      None          CONNECTION_API_ERROR   \n",
       "78                                      None          CONNECTION_API_ERROR   \n",
       "80                                      None      DNS_RESOLUTION_API_ERROR   \n",
       "82                                      None          CONNECTION_API_ERROR   \n",
       "84                                      None          CONNECTION_API_ERROR   \n",
       "86                                      None          CONNECTION_API_ERROR   \n",
       "88                                      None          CONNECTION_API_ERROR   \n",
       "90                                      None          CONNECTION_API_ERROR   \n",
       "96                                      None             NETWORK_API_ERROR   \n",
       "114                                     None             NETWORK_API_ERROR   \n",
       "128       redirect.svc.networks.btretail.net  DNS_RESOLUTION_CONTENT_ERROR   \n",
       "130       redirect.svc.networks.btretail.net  DNS_RESOLUTION_CONTENT_ERROR   \n",
       "132       redirect.svc.networks.btretail.net  DNS_RESOLUTION_CONTENT_ERROR   \n",
       "134       redirect.svc.networks.btretail.net  DNS_RESOLUTION_CONTENT_ERROR   \n",
       "136       redirect.svc.networks.btretail.net  DNS_RESOLUTION_CONTENT_ERROR   \n",
       "...                                      ...                           ...   \n",
       "10857997                                None          CONNECTION_API_ERROR   \n",
       "10857999                                None          CONNECTION_API_ERROR   \n",
       "10858001                                None          CONNECTION_API_ERROR   \n",
       "10858003                                None          CONNECTION_API_ERROR   \n",
       "10858005                                None          CONNECTION_API_ERROR   \n",
       "10858007                                None          CONNECTION_API_ERROR   \n",
       "10858055                                None          CONNECTION_API_ERROR   \n",
       "10858057                                None          CONNECTION_API_ERROR   \n",
       "10858059                                None          CONNECTION_API_ERROR   \n",
       "10858061                                None          CONNECTION_API_ERROR   \n",
       "10858063                                None          CONNECTION_API_ERROR   \n",
       "10858065                                None          CONNECTION_API_ERROR   \n",
       "10858067                                None          CONNECTION_API_ERROR   \n",
       "10858069                                None          CONNECTION_API_ERROR   \n",
       "10858071                                None          CONNECTION_API_ERROR   \n",
       "10858073                                None          CONNECTION_API_ERROR   \n",
       "10858075                                None          CONNECTION_API_ERROR   \n",
       "10858077                                None          CONNECTION_API_ERROR   \n",
       "10858079                                None          CONNECTION_API_ERROR   \n",
       "10858081                                None          CONNECTION_API_ERROR   \n",
       "10858083                                None          CONNECTION_API_ERROR   \n",
       "10858085                                None          CONNECTION_API_ERROR   \n",
       "10858087                                None          CONNECTION_API_ERROR   \n",
       "10858089                                None          CONNECTION_API_ERROR   \n",
       "10858091                                None          CONNECTION_API_ERROR   \n",
       "10858093                                None          CONNECTION_API_ERROR   \n",
       "10858095                                None          CONNECTION_API_ERROR   \n",
       "10858097                                None          CONNECTION_API_ERROR   \n",
       "10858099                                None          CONNECTION_API_ERROR   \n",
       "10858101                                None          CONNECTION_API_ERROR   \n",
       "\n",
       "                                                  error_msg  successes  \\\n",
       "48        curl_easy_perform: Couldn't resolve host 'api-...          0   \n",
       "49        curl_easy_perform: Couldn't resolve host 'api-...          0   \n",
       "50        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "52        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "54        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "56        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "58        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "60        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "62        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "64        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "66        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "68        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "70        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "72        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "74        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "76        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "78        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "80        curl_easy_perform: Couldn't resolve host 'api-...          0   \n",
       "82        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "84        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "86        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "88        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "90        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "96        curl_easy_perform: connect() timed out! (IP: 2...          0   \n",
       "114       curl_easy_perform: connect() timed out! (IP: 2...          0   \n",
       "128                  getaddrinfo: Name or service not known          0   \n",
       "130                  getaddrinfo: Name or service not known          0   \n",
       "132                  getaddrinfo: Name or service not known          0   \n",
       "134                  getaddrinfo: Name or service not known          0   \n",
       "136                  getaddrinfo: Name or service not known          0   \n",
       "...                                                     ...        ...   \n",
       "10857997                         curl_easy_perform:  (IP: )          0   \n",
       "10857999                         curl_easy_perform:  (IP: )          0   \n",
       "10858001                         curl_easy_perform:  (IP: )          0   \n",
       "10858003                         curl_easy_perform:  (IP: )          0   \n",
       "10858005                         curl_easy_perform:  (IP: )          0   \n",
       "10858007                         curl_easy_perform:  (IP: )          0   \n",
       "10858055                         curl_easy_perform:  (IP: )          0   \n",
       "10858057                         curl_easy_perform:  (IP: )          0   \n",
       "10858059                         curl_easy_perform:  (IP: )          0   \n",
       "10858061                         curl_easy_perform:  (IP: )          0   \n",
       "10858063                         curl_easy_perform:  (IP: )          0   \n",
       "10858065                         curl_easy_perform:  (IP: )          0   \n",
       "10858067                         curl_easy_perform:  (IP: )          0   \n",
       "10858069                         curl_easy_perform:  (IP: )          0   \n",
       "10858071                         curl_easy_perform:  (IP: )          0   \n",
       "10858073                         curl_easy_perform:  (IP: )          0   \n",
       "10858075                         curl_easy_perform:  (IP: )          0   \n",
       "10858077                         curl_easy_perform:  (IP: )          0   \n",
       "10858079                         curl_easy_perform:  (IP: )          0   \n",
       "10858081                         curl_easy_perform:  (IP: )          0   \n",
       "10858083                         curl_easy_perform:  (IP: )          0   \n",
       "10858085                         curl_easy_perform:  (IP: )          0   \n",
       "10858087                         curl_easy_perform:  (IP: )          0   \n",
       "10858089                         curl_easy_perform:  (IP: )          0   \n",
       "10858091                         curl_easy_perform:  (IP: )          0   \n",
       "10858093                         curl_easy_perform:  (IP: )          0   \n",
       "10858095                         curl_easy_perform:  (IP: )          0   \n",
       "10858097                         curl_easy_perform:  (IP: )          0   \n",
       "10858099                         curl_easy_perform:  (IP: )          0   \n",
       "10858101                         curl_easy_perform:  (IP: )          0   \n",
       "\n",
       "          failures is_v6  \n",
       "48               1  None  \n",
       "49               1  None  \n",
       "50               1  None  \n",
       "52               1  None  \n",
       "54               1  None  \n",
       "56               1  None  \n",
       "58               1  None  \n",
       "60               1  None  \n",
       "62               1  None  \n",
       "64               1  None  \n",
       "66               1  None  \n",
       "68               1  None  \n",
       "70               1  None  \n",
       "72               1  None  \n",
       "74               1  None  \n",
       "76               1  None  \n",
       "78               1  None  \n",
       "80               1  None  \n",
       "82               1  None  \n",
       "84               1  None  \n",
       "86               1  None  \n",
       "88               1  None  \n",
       "90               1  None  \n",
       "96               1  None  \n",
       "114              1  None  \n",
       "128              1  None  \n",
       "130              1  None  \n",
       "132              1  None  \n",
       "134              1  None  \n",
       "136              1  None  \n",
       "...            ...   ...  \n",
       "10857997         1  None  \n",
       "10857999         1  None  \n",
       "10858001         1  None  \n",
       "10858003         1  None  \n",
       "10858005         1  None  \n",
       "10858007         1  None  \n",
       "10858055         1  None  \n",
       "10858057         1  None  \n",
       "10858059         1  None  \n",
       "10858061         1  None  \n",
       "10858063         1  None  \n",
       "10858065         1  None  \n",
       "10858067         1  None  \n",
       "10858069         1  None  \n",
       "10858071         1  None  \n",
       "10858073         1  None  \n",
       "10858075         1  None  \n",
       "10858077         1  None  \n",
       "10858079         1  None  \n",
       "10858081         1  None  \n",
       "10858083         1  None  \n",
       "10858085         1  None  \n",
       "10858087         1  None  \n",
       "10858089         1  None  \n",
       "10858091         1  None  \n",
       "10858093         1  None  \n",
       "10858095         1  None  \n",
       "10858097         1  None  \n",
       "10858099         1  None  \n",
       "10858101         1  None  \n",
       "\n",
       "[238384 rows x 9 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get errors that could neither be identified as IPv4 or IPv6 due to \"None\" in address\n",
    "success_rate[success_rate['is_v6'].isnull()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To identify this in more detail:\n",
    "- target contains \"ipv6\" -> is v6\n",
    "- error message contains IPv6 address -> is v6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create temporary copies below\n",
    "\n",
    "# a) identification by target column: contains IPv4 address vs \"ipv6\"\n",
    "x = success_rate[success_rate['is_v6'].isnull()]\n",
    "y = x.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "y['is_v6'] = x['target'].apply(lambda x: ('.' not in x) if x else None) # IPv4 measurements have a regular IP address here (see above)\n",
    "y['is_v6'] = x['target'].str.contains('ipv6')  # IPv6 in targetname"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/dist-packages/pandas/core/frame.py:5516: 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",
      "  self[col] = expressions.where(mask, this, that)\n"
     ]
    }
   ],
   "source": [
    "x.update(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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",
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       "    .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>address</th>\n",
       "      <th>target</th>\n",
       "      <th>error</th>\n",
       "      <th>error_msg</th>\n",
       "      <th>successes</th>\n",
       "      <th>failures</th>\n",
       "      <th>is_v6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>DNS_RESOLUTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Couldn't resolve host 'api-...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 01:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>DNS_RESOLUTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Couldn't resolve host 'api-...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 05:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 06:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 07:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 09:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 12:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 16:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 18:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>DNS_RESOLUTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Couldn't resolve host 'api-...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 20:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 21:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 22:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 23:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: connect() timed out! (IP: 2...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: connect() timed out! (IP: 2...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>129210</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>redirect.svc.networks.btretail.net</td>\n",
       "      <td>DNS_RESOLUTION_CONTENT_ERROR</td>\n",
       "      <td>getaddrinfo: Name or service not known</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>129210</td>\n",
       "      <td>2016-07-22 01:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>redirect.svc.networks.btretail.net</td>\n",
       "      <td>DNS_RESOLUTION_CONTENT_ERROR</td>\n",
       "      <td>getaddrinfo: Name or service not known</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>129210</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>redirect.svc.networks.btretail.net</td>\n",
       "      <td>DNS_RESOLUTION_CONTENT_ERROR</td>\n",
       "      <td>getaddrinfo: Name or service not known</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>129210</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>redirect.svc.networks.btretail.net</td>\n",
       "      <td>DNS_RESOLUTION_CONTENT_ERROR</td>\n",
       "      <td>getaddrinfo: Name or service not known</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>129210</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>redirect.svc.networks.btretail.net</td>\n",
       "      <td>DNS_RESOLUTION_CONTENT_ERROR</td>\n",
       "      <td>getaddrinfo: Name or service not known</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>False</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>10857997</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10857999</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858001</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858003</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858005</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858007</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858055</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 00:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858057</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 01:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858059</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 02:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858061</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 03:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858063</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 04:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858065</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 05:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858067</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 06:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858069</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 07:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858071</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 08:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858073</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 09:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858075</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 10:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858077</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 11:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858079</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 12:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858081</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 13:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858083</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 14:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858085</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 15:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858087</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 16:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858089</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 17:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858091</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858093</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858095</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858097</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858099</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858101</th>\n",
       "      <td>950224</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>238384 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          unit_id               dtime address  \\\n",
       "48          62712 2016-07-22 00:00:00    None   \n",
       "49          62712 2016-07-22 01:00:00    None   \n",
       "50          62712 2016-07-22 02:00:00    None   \n",
       "52          62712 2016-07-22 03:00:00    None   \n",
       "54          62712 2016-07-22 04:00:00    None   \n",
       "56          62712 2016-07-22 05:00:00    None   \n",
       "58          62712 2016-07-22 06:00:00    None   \n",
       "60          62712 2016-07-22 07:00:00    None   \n",
       "62          62712 2016-07-22 09:00:00    None   \n",
       "64          62712 2016-07-22 10:00:00    None   \n",
       "66          62712 2016-07-22 11:00:00    None   \n",
       "68          62712 2016-07-22 12:00:00    None   \n",
       "70          62712 2016-07-22 13:00:00    None   \n",
       "72          62712 2016-07-22 14:00:00    None   \n",
       "74          62712 2016-07-22 15:00:00    None   \n",
       "76          62712 2016-07-22 16:00:00    None   \n",
       "78          62712 2016-07-22 17:00:00    None   \n",
       "80          62712 2016-07-22 18:00:00    None   \n",
       "82          62712 2016-07-22 19:00:00    None   \n",
       "84          62712 2016-07-22 20:00:00    None   \n",
       "86          62712 2016-07-22 21:00:00    None   \n",
       "88          62712 2016-07-22 22:00:00    None   \n",
       "90          62712 2016-07-22 23:00:00    None   \n",
       "96         123256 2016-07-22 03:00:00    None   \n",
       "114        123256 2016-07-22 11:00:00    None   \n",
       "128        129210 2016-07-22 00:00:00    None   \n",
       "130        129210 2016-07-22 01:00:00    None   \n",
       "132        129210 2016-07-22 02:00:00    None   \n",
       "134        129210 2016-07-22 03:00:00    None   \n",
       "136        129210 2016-07-22 04:00:00    None   \n",
       "...           ...                 ...     ...   \n",
       "10857997   950218 2019-05-03 18:00:00    None   \n",
       "10857999   950218 2019-05-03 19:00:00    None   \n",
       "10858001   950218 2019-05-03 20:00:00    None   \n",
       "10858003   950218 2019-05-03 21:00:00    None   \n",
       "10858005   950218 2019-05-03 22:00:00    None   \n",
       "10858007   950218 2019-05-03 23:00:00    None   \n",
       "10858055   950224 2019-05-03 00:00:00    None   \n",
       "10858057   950224 2019-05-03 01:00:00    None   \n",
       "10858059   950224 2019-05-03 02:00:00    None   \n",
       "10858061   950224 2019-05-03 03:00:00    None   \n",
       "10858063   950224 2019-05-03 04:00:00    None   \n",
       "10858065   950224 2019-05-03 05:00:00    None   \n",
       "10858067   950224 2019-05-03 06:00:00    None   \n",
       "10858069   950224 2019-05-03 07:00:00    None   \n",
       "10858071   950224 2019-05-03 08:00:00    None   \n",
       "10858073   950224 2019-05-03 09:00:00    None   \n",
       "10858075   950224 2019-05-03 10:00:00    None   \n",
       "10858077   950224 2019-05-03 11:00:00    None   \n",
       "10858079   950224 2019-05-03 12:00:00    None   \n",
       "10858081   950224 2019-05-03 13:00:00    None   \n",
       "10858083   950224 2019-05-03 14:00:00    None   \n",
       "10858085   950224 2019-05-03 15:00:00    None   \n",
       "10858087   950224 2019-05-03 16:00:00    None   \n",
       "10858089   950224 2019-05-03 17:00:00    None   \n",
       "10858091   950224 2019-05-03 18:00:00    None   \n",
       "10858093   950224 2019-05-03 19:00:00    None   \n",
       "10858095   950224 2019-05-03 20:00:00    None   \n",
       "10858097   950224 2019-05-03 21:00:00    None   \n",
       "10858099   950224 2019-05-03 22:00:00    None   \n",
       "10858101   950224 2019-05-03 23:00:00    None   \n",
       "\n",
       "                                      target                         error  \\\n",
       "48                                      None      DNS_RESOLUTION_API_ERROR   \n",
       "49                                      None      DNS_RESOLUTION_API_ERROR   \n",
       "50                                      None          CONNECTION_API_ERROR   \n",
       "52                                      None          CONNECTION_API_ERROR   \n",
       "54                                      None          CONNECTION_API_ERROR   \n",
       "56                                      None          CONNECTION_API_ERROR   \n",
       "58                                      None          CONNECTION_API_ERROR   \n",
       "60                                      None          CONNECTION_API_ERROR   \n",
       "62                                      None          CONNECTION_API_ERROR   \n",
       "64                                      None          CONNECTION_API_ERROR   \n",
       "66                                      None          CONNECTION_API_ERROR   \n",
       "68                                      None          CONNECTION_API_ERROR   \n",
       "70                                      None          CONNECTION_API_ERROR   \n",
       "72                                      None          CONNECTION_API_ERROR   \n",
       "74                                      None          CONNECTION_API_ERROR   \n",
       "76                                      None          CONNECTION_API_ERROR   \n",
       "78                                      None          CONNECTION_API_ERROR   \n",
       "80                                      None      DNS_RESOLUTION_API_ERROR   \n",
       "82                                      None          CONNECTION_API_ERROR   \n",
       "84                                      None          CONNECTION_API_ERROR   \n",
       "86                                      None          CONNECTION_API_ERROR   \n",
       "88                                      None          CONNECTION_API_ERROR   \n",
       "90                                      None          CONNECTION_API_ERROR   \n",
       "96                                      None             NETWORK_API_ERROR   \n",
       "114                                     None             NETWORK_API_ERROR   \n",
       "128       redirect.svc.networks.btretail.net  DNS_RESOLUTION_CONTENT_ERROR   \n",
       "130       redirect.svc.networks.btretail.net  DNS_RESOLUTION_CONTENT_ERROR   \n",
       "132       redirect.svc.networks.btretail.net  DNS_RESOLUTION_CONTENT_ERROR   \n",
       "134       redirect.svc.networks.btretail.net  DNS_RESOLUTION_CONTENT_ERROR   \n",
       "136       redirect.svc.networks.btretail.net  DNS_RESOLUTION_CONTENT_ERROR   \n",
       "...                                      ...                           ...   \n",
       "10857997                                None          CONNECTION_API_ERROR   \n",
       "10857999                                None          CONNECTION_API_ERROR   \n",
       "10858001                                None          CONNECTION_API_ERROR   \n",
       "10858003                                None          CONNECTION_API_ERROR   \n",
       "10858005                                None          CONNECTION_API_ERROR   \n",
       "10858007                                None          CONNECTION_API_ERROR   \n",
       "10858055                                None          CONNECTION_API_ERROR   \n",
       "10858057                                None          CONNECTION_API_ERROR   \n",
       "10858059                                None          CONNECTION_API_ERROR   \n",
       "10858061                                None          CONNECTION_API_ERROR   \n",
       "10858063                                None          CONNECTION_API_ERROR   \n",
       "10858065                                None          CONNECTION_API_ERROR   \n",
       "10858067                                None          CONNECTION_API_ERROR   \n",
       "10858069                                None          CONNECTION_API_ERROR   \n",
       "10858071                                None          CONNECTION_API_ERROR   \n",
       "10858073                                None          CONNECTION_API_ERROR   \n",
       "10858075                                None          CONNECTION_API_ERROR   \n",
       "10858077                                None          CONNECTION_API_ERROR   \n",
       "10858079                                None          CONNECTION_API_ERROR   \n",
       "10858081                                None          CONNECTION_API_ERROR   \n",
       "10858083                                None          CONNECTION_API_ERROR   \n",
       "10858085                                None          CONNECTION_API_ERROR   \n",
       "10858087                                None          CONNECTION_API_ERROR   \n",
       "10858089                                None          CONNECTION_API_ERROR   \n",
       "10858091                                None          CONNECTION_API_ERROR   \n",
       "10858093                                None          CONNECTION_API_ERROR   \n",
       "10858095                                None          CONNECTION_API_ERROR   \n",
       "10858097                                None          CONNECTION_API_ERROR   \n",
       "10858099                                None          CONNECTION_API_ERROR   \n",
       "10858101                                None          CONNECTION_API_ERROR   \n",
       "\n",
       "                                                  error_msg  successes  \\\n",
       "48        curl_easy_perform: Couldn't resolve host 'api-...          0   \n",
       "49        curl_easy_perform: Couldn't resolve host 'api-...          0   \n",
       "50        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "52        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "54        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "56        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "58        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "60        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "62        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "64        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "66        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "68        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "70        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "72        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "74        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "76        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "78        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "80        curl_easy_perform: Couldn't resolve host 'api-...          0   \n",
       "82        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "84        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "86        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "88        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "90        curl_easy_perform: Failed to connect to 2a01:5...          0   \n",
       "96        curl_easy_perform: connect() timed out! (IP: 2...          0   \n",
       "114       curl_easy_perform: connect() timed out! (IP: 2...          0   \n",
       "128                  getaddrinfo: Name or service not known          0   \n",
       "130                  getaddrinfo: Name or service not known          0   \n",
       "132                  getaddrinfo: Name or service not known          0   \n",
       "134                  getaddrinfo: Name or service not known          0   \n",
       "136                  getaddrinfo: Name or service not known          0   \n",
       "...                                                     ...        ...   \n",
       "10857997                         curl_easy_perform:  (IP: )          0   \n",
       "10857999                         curl_easy_perform:  (IP: )          0   \n",
       "10858001                         curl_easy_perform:  (IP: )          0   \n",
       "10858003                         curl_easy_perform:  (IP: )          0   \n",
       "10858005                         curl_easy_perform:  (IP: )          0   \n",
       "10858007                         curl_easy_perform:  (IP: )          0   \n",
       "10858055                         curl_easy_perform:  (IP: )          0   \n",
       "10858057                         curl_easy_perform:  (IP: )          0   \n",
       "10858059                         curl_easy_perform:  (IP: )          0   \n",
       "10858061                         curl_easy_perform:  (IP: )          0   \n",
       "10858063                         curl_easy_perform:  (IP: )          0   \n",
       "10858065                         curl_easy_perform:  (IP: )          0   \n",
       "10858067                         curl_easy_perform:  (IP: )          0   \n",
       "10858069                         curl_easy_perform:  (IP: )          0   \n",
       "10858071                         curl_easy_perform:  (IP: )          0   \n",
       "10858073                         curl_easy_perform:  (IP: )          0   \n",
       "10858075                         curl_easy_perform:  (IP: )          0   \n",
       "10858077                         curl_easy_perform:  (IP: )          0   \n",
       "10858079                         curl_easy_perform:  (IP: )          0   \n",
       "10858081                         curl_easy_perform:  (IP: )          0   \n",
       "10858083                         curl_easy_perform:  (IP: )          0   \n",
       "10858085                         curl_easy_perform:  (IP: )          0   \n",
       "10858087                         curl_easy_perform:  (IP: )          0   \n",
       "10858089                         curl_easy_perform:  (IP: )          0   \n",
       "10858091                         curl_easy_perform:  (IP: )          0   \n",
       "10858093                         curl_easy_perform:  (IP: )          0   \n",
       "10858095                         curl_easy_perform:  (IP: )          0   \n",
       "10858097                         curl_easy_perform:  (IP: )          0   \n",
       "10858099                         curl_easy_perform:  (IP: )          0   \n",
       "10858101                         curl_easy_perform:  (IP: )          0   \n",
       "\n",
       "          failures  is_v6  \n",
       "48               1   None  \n",
       "49               1   None  \n",
       "50               1   None  \n",
       "52               1   None  \n",
       "54               1   None  \n",
       "56               1   None  \n",
       "58               1   None  \n",
       "60               1   None  \n",
       "62               1   None  \n",
       "64               1   None  \n",
       "66               1   None  \n",
       "68               1   None  \n",
       "70               1   None  \n",
       "72               1   None  \n",
       "74               1   None  \n",
       "76               1   None  \n",
       "78               1   None  \n",
       "80               1   None  \n",
       "82               1   None  \n",
       "84               1   None  \n",
       "86               1   None  \n",
       "88               1   None  \n",
       "90               1   None  \n",
       "96               1   None  \n",
       "114              1   None  \n",
       "128              1  False  \n",
       "130              1  False  \n",
       "132              1  False  \n",
       "134              1  False  \n",
       "136              1  False  \n",
       "...            ...    ...  \n",
       "10857997         1   None  \n",
       "10857999         1   None  \n",
       "10858001         1   None  \n",
       "10858003         1   None  \n",
       "10858005         1   None  \n",
       "10858007         1   None  \n",
       "10858055         1   None  \n",
       "10858057         1   None  \n",
       "10858059         1   None  \n",
       "10858061         1   None  \n",
       "10858063         1   None  \n",
       "10858065         1   None  \n",
       "10858067         1   None  \n",
       "10858069         1   None  \n",
       "10858071         1   None  \n",
       "10858073         1   None  \n",
       "10858075         1   None  \n",
       "10858077         1   None  \n",
       "10858079         1   None  \n",
       "10858081         1   None  \n",
       "10858083         1   None  \n",
       "10858085         1   None  \n",
       "10858087         1   None  \n",
       "10858089         1   None  \n",
       "10858091         1   None  \n",
       "10858093         1   None  \n",
       "10858095         1   None  \n",
       "10858097         1   None  \n",
       "10858099         1   None  \n",
       "10858101         1   None  \n",
       "\n",
       "[238384 rows x 9 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# overwrite original frame\n",
    "success_rate.update(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# b) error message contains v6 address\n",
    "x = x[x['is_v6'].isnull()]\n",
    "y = x.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# check error message for IPv6 address\n",
    "y['is_v6'] = y['error_msg'].str.split('IP:').str[-1].str.contains(':')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "y['error_msg'].str.split('IP:').str[-1].str.contains(':')\n",
    "y['is_v6'].replace({ False : None}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "x.update(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# overwrite original frame\n",
    "success_rate.update(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "        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>address</th>\n",
       "      <th>target</th>\n",
       "      <th>error</th>\n",
       "      <th>error_msg</th>\n",
       "      <th>successes</th>\n",
       "      <th>failures</th>\n",
       "      <th>is_v6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>DNS_RESOLUTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Couldn't resolve host 'api-...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 01:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>DNS_RESOLUTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Couldn't resolve host 'api-...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 18:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>DNS_RESOLUTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Couldn't resolve host 'api-...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>148220.0</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>148644.0</td>\n",
       "      <td>2016-07-22 16:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>148648.0</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556</th>\n",
       "      <td>181536.0</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>DNS_RESOLUTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: name lookup timed out (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>557</th>\n",
       "      <td>181536.0</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>DNS_RESOLUTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: name lookup timed out (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>201338.0</td>\n",
       "      <td>2016-07-22 08:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>DNS_RESOLUTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Couldn't resolve host 'api-...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667</th>\n",
       "      <td>241743.0</td>\n",
       "      <td>2016-07-22 06:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>483702.0</td>\n",
       "      <td>2016-07-22 07:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>771</th>\n",
       "      <td>483702.0</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>829</th>\n",
       "      <td>631352.0</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>925</th>\n",
       "      <td>632438.0</td>\n",
       "      <td>2016-07-22 22:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>635478.0</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083</th>\n",
       "      <td>658739.0</td>\n",
       "      <td>2016-07-22 01:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Operation timed out after 1...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1374</th>\n",
       "      <td>658897.0</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Operation timed out after 1...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>658899.0</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1460</th>\n",
       "      <td>658899.0</td>\n",
       "      <td>2016-07-22 20:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1494</th>\n",
       "      <td>658901.0</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1536</th>\n",
       "      <td>658903.0</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1863</th>\n",
       "      <td>660128.0</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1919</th>\n",
       "      <td>660130.0</td>\n",
       "      <td>2016-07-22 20:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1927</th>\n",
       "      <td>660146.0</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2088</th>\n",
       "      <td>660170.0</td>\n",
       "      <td>2016-07-22 06:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2095</th>\n",
       "      <td>660170.0</td>\n",
       "      <td>2016-07-22 09:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2105</th>\n",
       "      <td>660170.0</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2146</th>\n",
       "      <td>660852.0</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NETWORK_API_ERROR</td>\n",
       "      <td>curl_easy_perform: The requested URL returned ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2171</th>\n",
       "      <td>660864.0</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>DNS_RESOLUTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: name lookup timed out (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2173</th>\n",
       "      <td>660864.0</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>DNS_RESOLUTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: name lookup timed out (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</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>10857997</th>\n",
       "      <td>950218.0</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10857999</th>\n",
       "      <td>950218.0</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858001</th>\n",
       "      <td>950218.0</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858003</th>\n",
       "      <td>950218.0</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858005</th>\n",
       "      <td>950218.0</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858007</th>\n",
       "      <td>950218.0</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858055</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 00:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858057</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 01:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858059</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 02:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858061</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 03:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858063</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 04:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858065</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 05:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858067</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 06:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858069</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 07:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858071</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 08:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858073</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 09:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858075</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 10:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858077</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 11:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858079</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 12:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858081</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 13:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858083</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 14:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858085</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 15:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858087</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 16:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858089</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 17:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858091</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858093</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858095</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858097</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858099</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858101</th>\n",
       "      <td>950224.0</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform:  (IP: )</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>92663 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           unit_id               dtime address target  \\\n",
       "48         62712.0 2016-07-22 00:00:00    None   None   \n",
       "49         62712.0 2016-07-22 01:00:00    None   None   \n",
       "80         62712.0 2016-07-22 18:00:00    None   None   \n",
       "242       148220.0 2016-07-22 02:00:00    None   None   \n",
       "318       148644.0 2016-07-22 16:00:00    None   None   \n",
       "391       148648.0 2016-07-22 04:00:00    None   None   \n",
       "556       181536.0 2016-07-22 02:00:00    None   None   \n",
       "557       181536.0 2016-07-22 02:00:00    None   None   \n",
       "622       201338.0 2016-07-22 08:00:00    None   None   \n",
       "667       241743.0 2016-07-22 06:00:00    None   None   \n",
       "763       483702.0 2016-07-22 07:00:00    None   None   \n",
       "771       483702.0 2016-07-22 11:00:00    None   None   \n",
       "829       631352.0 2016-07-22 17:00:00    None   None   \n",
       "925       632438.0 2016-07-22 22:00:00    None   None   \n",
       "992       635478.0 2016-07-22 13:00:00    None   None   \n",
       "1083      658739.0 2016-07-22 01:00:00    None   None   \n",
       "1374      658897.0 2016-07-22 00:00:00    None   None   \n",
       "1458      658899.0 2016-07-22 19:00:00    None   None   \n",
       "1460      658899.0 2016-07-22 20:00:00    None   None   \n",
       "1494      658901.0 2016-07-22 13:00:00    None   None   \n",
       "1536      658903.0 2016-07-22 10:00:00    None   None   \n",
       "1863      660128.0 2016-07-22 14:00:00    None   None   \n",
       "1919      660130.0 2016-07-22 20:00:00    None   None   \n",
       "1927      660146.0 2016-07-22 00:00:00    None   None   \n",
       "2088      660170.0 2016-07-22 06:00:00    None   None   \n",
       "2095      660170.0 2016-07-22 09:00:00    None   None   \n",
       "2105      660170.0 2016-07-22 14:00:00    None   None   \n",
       "2146      660852.0 2016-07-22 11:00:00    None   None   \n",
       "2171      660864.0 2016-07-22 00:00:00    None   None   \n",
       "2173      660864.0 2016-07-22 00:00:00    None   None   \n",
       "...            ...                 ...     ...    ...   \n",
       "10857997  950218.0 2019-05-03 18:00:00    None   None   \n",
       "10857999  950218.0 2019-05-03 19:00:00    None   None   \n",
       "10858001  950218.0 2019-05-03 20:00:00    None   None   \n",
       "10858003  950218.0 2019-05-03 21:00:00    None   None   \n",
       "10858005  950218.0 2019-05-03 22:00:00    None   None   \n",
       "10858007  950218.0 2019-05-03 23:00:00    None   None   \n",
       "10858055  950224.0 2019-05-03 00:00:00    None   None   \n",
       "10858057  950224.0 2019-05-03 01:00:00    None   None   \n",
       "10858059  950224.0 2019-05-03 02:00:00    None   None   \n",
       "10858061  950224.0 2019-05-03 03:00:00    None   None   \n",
       "10858063  950224.0 2019-05-03 04:00:00    None   None   \n",
       "10858065  950224.0 2019-05-03 05:00:00    None   None   \n",
       "10858067  950224.0 2019-05-03 06:00:00    None   None   \n",
       "10858069  950224.0 2019-05-03 07:00:00    None   None   \n",
       "10858071  950224.0 2019-05-03 08:00:00    None   None   \n",
       "10858073  950224.0 2019-05-03 09:00:00    None   None   \n",
       "10858075  950224.0 2019-05-03 10:00:00    None   None   \n",
       "10858077  950224.0 2019-05-03 11:00:00    None   None   \n",
       "10858079  950224.0 2019-05-03 12:00:00    None   None   \n",
       "10858081  950224.0 2019-05-03 13:00:00    None   None   \n",
       "10858083  950224.0 2019-05-03 14:00:00    None   None   \n",
       "10858085  950224.0 2019-05-03 15:00:00    None   None   \n",
       "10858087  950224.0 2019-05-03 16:00:00    None   None   \n",
       "10858089  950224.0 2019-05-03 17:00:00    None   None   \n",
       "10858091  950224.0 2019-05-03 18:00:00    None   None   \n",
       "10858093  950224.0 2019-05-03 19:00:00    None   None   \n",
       "10858095  950224.0 2019-05-03 20:00:00    None   None   \n",
       "10858097  950224.0 2019-05-03 21:00:00    None   None   \n",
       "10858099  950224.0 2019-05-03 22:00:00    None   None   \n",
       "10858101  950224.0 2019-05-03 23:00:00    None   None   \n",
       "\n",
       "                             error  \\\n",
       "48        DNS_RESOLUTION_API_ERROR   \n",
       "49        DNS_RESOLUTION_API_ERROR   \n",
       "80        DNS_RESOLUTION_API_ERROR   \n",
       "242              NETWORK_API_ERROR   \n",
       "318              NETWORK_API_ERROR   \n",
       "391              NETWORK_API_ERROR   \n",
       "556       DNS_RESOLUTION_API_ERROR   \n",
       "557       DNS_RESOLUTION_API_ERROR   \n",
       "622       DNS_RESOLUTION_API_ERROR   \n",
       "667              NETWORK_API_ERROR   \n",
       "763              NETWORK_API_ERROR   \n",
       "771              NETWORK_API_ERROR   \n",
       "829              NETWORK_API_ERROR   \n",
       "925              NETWORK_API_ERROR   \n",
       "992              NETWORK_API_ERROR   \n",
       "1083             NETWORK_API_ERROR   \n",
       "1374             NETWORK_API_ERROR   \n",
       "1458             NETWORK_API_ERROR   \n",
       "1460             NETWORK_API_ERROR   \n",
       "1494             NETWORK_API_ERROR   \n",
       "1536             NETWORK_API_ERROR   \n",
       "1863             NETWORK_API_ERROR   \n",
       "1919             NETWORK_API_ERROR   \n",
       "1927             NETWORK_API_ERROR   \n",
       "2088             NETWORK_API_ERROR   \n",
       "2095             NETWORK_API_ERROR   \n",
       "2105             NETWORK_API_ERROR   \n",
       "2146             NETWORK_API_ERROR   \n",
       "2171      DNS_RESOLUTION_API_ERROR   \n",
       "2173      DNS_RESOLUTION_API_ERROR   \n",
       "...                            ...   \n",
       "10857997      CONNECTION_API_ERROR   \n",
       "10857999      CONNECTION_API_ERROR   \n",
       "10858001      CONNECTION_API_ERROR   \n",
       "10858003      CONNECTION_API_ERROR   \n",
       "10858005      CONNECTION_API_ERROR   \n",
       "10858007      CONNECTION_API_ERROR   \n",
       "10858055      CONNECTION_API_ERROR   \n",
       "10858057      CONNECTION_API_ERROR   \n",
       "10858059      CONNECTION_API_ERROR   \n",
       "10858061      CONNECTION_API_ERROR   \n",
       "10858063      CONNECTION_API_ERROR   \n",
       "10858065      CONNECTION_API_ERROR   \n",
       "10858067      CONNECTION_API_ERROR   \n",
       "10858069      CONNECTION_API_ERROR   \n",
       "10858071      CONNECTION_API_ERROR   \n",
       "10858073      CONNECTION_API_ERROR   \n",
       "10858075      CONNECTION_API_ERROR   \n",
       "10858077      CONNECTION_API_ERROR   \n",
       "10858079      CONNECTION_API_ERROR   \n",
       "10858081      CONNECTION_API_ERROR   \n",
       "10858083      CONNECTION_API_ERROR   \n",
       "10858085      CONNECTION_API_ERROR   \n",
       "10858087      CONNECTION_API_ERROR   \n",
       "10858089      CONNECTION_API_ERROR   \n",
       "10858091      CONNECTION_API_ERROR   \n",
       "10858093      CONNECTION_API_ERROR   \n",
       "10858095      CONNECTION_API_ERROR   \n",
       "10858097      CONNECTION_API_ERROR   \n",
       "10858099      CONNECTION_API_ERROR   \n",
       "10858101      CONNECTION_API_ERROR   \n",
       "\n",
       "                                                  error_msg  successes  \\\n",
       "48        curl_easy_perform: Couldn't resolve host 'api-...        0.0   \n",
       "49        curl_easy_perform: Couldn't resolve host 'api-...        0.0   \n",
       "80        curl_easy_perform: Couldn't resolve host 'api-...        0.0   \n",
       "242       curl_easy_perform: The requested URL returned ...        0.0   \n",
       "318       curl_easy_perform: The requested URL returned ...        0.0   \n",
       "391       curl_easy_perform: The requested URL returned ...        0.0   \n",
       "556         curl_easy_perform: name lookup timed out (IP: )        0.0   \n",
       "557         curl_easy_perform: name lookup timed out (IP: )        0.0   \n",
       "622       curl_easy_perform: Couldn't resolve host 'api-...        0.0   \n",
       "667       curl_easy_perform: The requested URL returned ...        0.0   \n",
       "763       curl_easy_perform: The requested URL returned ...        0.0   \n",
       "771       curl_easy_perform: The requested URL returned ...        0.0   \n",
       "829       curl_easy_perform: The requested URL returned ...        0.0   \n",
       "925       curl_easy_perform: The requested URL returned ...        0.0   \n",
       "992       curl_easy_perform: The requested URL returned ...        0.0   \n",
       "1083      curl_easy_perform: Operation timed out after 1...        0.0   \n",
       "1374      curl_easy_perform: Operation timed out after 1...        0.0   \n",
       "1458      curl_easy_perform: The requested URL returned ...        0.0   \n",
       "1460      curl_easy_perform: The requested URL returned ...        0.0   \n",
       "1494      curl_easy_perform: The requested URL returned ...        0.0   \n",
       "1536      curl_easy_perform: The requested URL returned ...        0.0   \n",
       "1863      curl_easy_perform: The requested URL returned ...        0.0   \n",
       "1919      curl_easy_perform: The requested URL returned ...        0.0   \n",
       "1927      curl_easy_perform: The requested URL returned ...        0.0   \n",
       "2088      curl_easy_perform: The requested URL returned ...        0.0   \n",
       "2095      curl_easy_perform: The requested URL returned ...        0.0   \n",
       "2105      curl_easy_perform: The requested URL returned ...        0.0   \n",
       "2146      curl_easy_perform: The requested URL returned ...        0.0   \n",
       "2171        curl_easy_perform: name lookup timed out (IP: )        0.0   \n",
       "2173        curl_easy_perform: name lookup timed out (IP: )        0.0   \n",
       "...                                                     ...        ...   \n",
       "10857997                         curl_easy_perform:  (IP: )        0.0   \n",
       "10857999                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858001                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858003                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858005                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858007                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858055                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858057                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858059                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858061                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858063                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858065                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858067                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858069                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858071                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858073                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858075                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858077                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858079                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858081                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858083                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858085                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858087                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858089                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858091                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858093                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858095                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858097                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858099                         curl_easy_perform:  (IP: )        0.0   \n",
       "10858101                         curl_easy_perform:  (IP: )        0.0   \n",
       "\n",
       "          failures is_v6  \n",
       "48             1.0  None  \n",
       "49             1.0  None  \n",
       "80             1.0  None  \n",
       "242            1.0  None  \n",
       "318            1.0  None  \n",
       "391            1.0  None  \n",
       "556            1.0  None  \n",
       "557            1.0  None  \n",
       "622            1.0  None  \n",
       "667            1.0  None  \n",
       "763            1.0  None  \n",
       "771            1.0  None  \n",
       "829            1.0  None  \n",
       "925            1.0  None  \n",
       "992            1.0  None  \n",
       "1083           1.0  None  \n",
       "1374           1.0  None  \n",
       "1458           1.0  None  \n",
       "1460           1.0  None  \n",
       "1494           1.0  None  \n",
       "1536           1.0  None  \n",
       "1863           1.0  None  \n",
       "1919           1.0  None  \n",
       "1927           1.0  None  \n",
       "2088           1.0  None  \n",
       "2095           1.0  None  \n",
       "2105           1.0  None  \n",
       "2146           1.0  None  \n",
       "2171           1.0  None  \n",
       "2173           1.0  None  \n",
       "...            ...   ...  \n",
       "10857997       1.0  None  \n",
       "10857999       1.0  None  \n",
       "10858001       1.0  None  \n",
       "10858003       1.0  None  \n",
       "10858005       1.0  None  \n",
       "10858007       1.0  None  \n",
       "10858055       1.0  None  \n",
       "10858057       1.0  None  \n",
       "10858059       1.0  None  \n",
       "10858061       1.0  None  \n",
       "10858063       1.0  None  \n",
       "10858065       1.0  None  \n",
       "10858067       1.0  None  \n",
       "10858069       1.0  None  \n",
       "10858071       1.0  None  \n",
       "10858073       1.0  None  \n",
       "10858075       1.0  None  \n",
       "10858077       1.0  None  \n",
       "10858079       1.0  None  \n",
       "10858081       1.0  None  \n",
       "10858083       1.0  None  \n",
       "10858085       1.0  None  \n",
       "10858087       1.0  None  \n",
       "10858089       1.0  None  \n",
       "10858091       1.0  None  \n",
       "10858093       1.0  None  \n",
       "10858095       1.0  None  \n",
       "10858097       1.0  None  \n",
       "10858099       1.0  None  \n",
       "10858101       1.0  None  \n",
       "\n",
       "[92663 rows x 9 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# unidentifiable (w.r.t. IP version) rows\n",
    "success_rate[success_rate['is_v6'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop all failures that cannot be assigned to either v4 or v6 for success rate calculation\n",
    "success_rate = success_rate[~success_rate['is_v6'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "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",
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       "\n",
       "    .dataframe thead th {\n",
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       "</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>address</th>\n",
       "      <th>target</th>\n",
       "      <th>error</th>\n",
       "      <th>error_msg</th>\n",
       "      <th>successes</th>\n",
       "      <th>failures</th>\n",
       "      <th>is_v6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>198.38.117.146</td>\n",
       "      <td>198.38.117.146</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>198.38.117.146</td>\n",
       "      <td>198.38.117.146</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 05:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 05:00:00</td>\n",
       "      <td>198.38.116.153</td>\n",
       "      <td>198.38.116.153</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 06:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 06:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 07:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 07:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 09:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 09:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>198.38.117.147</td>\n",
       "      <td>198.38.117.147</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>198.38.117.152</td>\n",
       "      <td>198.38.117.152</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 12:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 12:00:00</td>\n",
       "      <td>198.38.117.149</td>\n",
       "      <td>198.38.117.149</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 16:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 16:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>198.38.117.140</td>\n",
       "      <td>198.38.117.140</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</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>10858171</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 09:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::143</td>\n",
       "      <td>ipv6-c031-sea003-ix.1.oca.nflxvideo.net</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858172</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 09:00:00</td>\n",
       "      <td>45.57.38.145</td>\n",
       "      <td>45.57.38.145</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858173</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 10:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>ipv6-c021-sea003-ix.1.oca.nflxvideo.net</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858174</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 10:00:00</td>\n",
       "      <td>45.57.39.145</td>\n",
       "      <td>45.57.39.145</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858175</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 11:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::143</td>\n",
       "      <td>ipv6-c027-sea003-ix.1.oca.nflxvideo.net</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858176</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 11:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858177</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 12:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>ipv6-c021-sea003-ix.1.oca.nflxvideo.net</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858178</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 12:00:00</td>\n",
       "      <td>45.57.39.137</td>\n",
       "      <td>45.57.39.137</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858179</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 13:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>ipv6-c024-sea003-ix.1.oca.nflxvideo.net</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858180</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 13:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858181</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 14:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>ipv6-c022-sea003-ix.1.oca.nflxvideo.net</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858182</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 14:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858183</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 15:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>ipv6-c022-sea003-ix.1.oca.nflxvideo.net</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858184</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 15:00:00</td>\n",
       "      <td>45.57.39.140</td>\n",
       "      <td>45.57.39.140</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858185</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 16:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>ipv6-c024-sea003-ix.1.oca.nflxvideo.net</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858186</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 16:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858187</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 17:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::135</td>\n",
       "      <td>ipv6-c011-sea003-ix.1.oca.nflxvideo.net</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858188</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 17:00:00</td>\n",
       "      <td>45.57.39.136</td>\n",
       "      <td>45.57.39.136</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858189</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::141</td>\n",
       "      <td>ipv6-c025-sea003-ix.1.oca.nflxvideo.net</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858190</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858191</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::142</td>\n",
       "      <td>ipv6-c026-sea003-ix.1.oca.nflxvideo.net</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858192</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858193</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::141</td>\n",
       "      <td>ipv6-c017-sea003-ix.1.oca.nflxvideo.net</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858194</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858195</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::145</td>\n",
       "      <td>ipv6-c029-sea003-ix.1.oca.nflxvideo.net</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858196</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>45.57.38.136</td>\n",
       "      <td>45.57.38.136</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858197</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::138</td>\n",
       "      <td>ipv6-c014-sea003-ix.1.oca.nflxvideo.net</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858198</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>45.57.39.143</td>\n",
       "      <td>45.57.39.143</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858199</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::139</td>\n",
       "      <td>ipv6-c015-sea003-ix.1.oca.nflxvideo.net</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858200</th>\n",
       "      <td>950234.0</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2322197 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           unit_id               dtime                   address  \\\n",
       "50         62712.0 2016-07-22 02:00:00                      None   \n",
       "51         62712.0 2016-07-22 02:00:00            198.38.117.146   \n",
       "52         62712.0 2016-07-22 03:00:00                      None   \n",
       "53         62712.0 2016-07-22 03:00:00            198.38.117.146   \n",
       "54         62712.0 2016-07-22 04:00:00                      None   \n",
       "55         62712.0 2016-07-22 04:00:00            198.38.117.153   \n",
       "56         62712.0 2016-07-22 05:00:00                      None   \n",
       "57         62712.0 2016-07-22 05:00:00            198.38.116.153   \n",
       "58         62712.0 2016-07-22 06:00:00                      None   \n",
       "59         62712.0 2016-07-22 06:00:00            198.38.117.153   \n",
       "60         62712.0 2016-07-22 07:00:00                      None   \n",
       "61         62712.0 2016-07-22 07:00:00            198.38.116.148   \n",
       "62         62712.0 2016-07-22 09:00:00                      None   \n",
       "63         62712.0 2016-07-22 09:00:00            198.38.116.148   \n",
       "64         62712.0 2016-07-22 10:00:00                      None   \n",
       "65         62712.0 2016-07-22 10:00:00            198.38.117.147   \n",
       "66         62712.0 2016-07-22 11:00:00                      None   \n",
       "67         62712.0 2016-07-22 11:00:00            198.38.117.152   \n",
       "68         62712.0 2016-07-22 12:00:00                      None   \n",
       "69         62712.0 2016-07-22 12:00:00            198.38.117.149   \n",
       "70         62712.0 2016-07-22 13:00:00                      None   \n",
       "71         62712.0 2016-07-22 13:00:00            198.38.116.148   \n",
       "72         62712.0 2016-07-22 14:00:00                      None   \n",
       "73         62712.0 2016-07-22 14:00:00            198.38.117.153   \n",
       "74         62712.0 2016-07-22 15:00:00                      None   \n",
       "75         62712.0 2016-07-22 15:00:00            198.38.116.148   \n",
       "76         62712.0 2016-07-22 16:00:00                      None   \n",
       "77         62712.0 2016-07-22 16:00:00            198.38.116.148   \n",
       "78         62712.0 2016-07-22 17:00:00                      None   \n",
       "79         62712.0 2016-07-22 17:00:00            198.38.117.140   \n",
       "...            ...                 ...                       ...   \n",
       "10858171  950234.0 2019-05-03 09:00:00  2a00:86c0:2039:2039::143   \n",
       "10858172  950234.0 2019-05-03 09:00:00              45.57.38.145   \n",
       "10858173  950234.0 2019-05-03 10:00:00  2a00:86c0:2039:2039::137   \n",
       "10858174  950234.0 2019-05-03 10:00:00              45.57.39.145   \n",
       "10858175  950234.0 2019-05-03 11:00:00  2a00:86c0:2038:2038::143   \n",
       "10858176  950234.0 2019-05-03 11:00:00              45.57.38.143   \n",
       "10858177  950234.0 2019-05-03 12:00:00  2a00:86c0:2039:2039::137   \n",
       "10858178  950234.0 2019-05-03 12:00:00              45.57.39.137   \n",
       "10858179  950234.0 2019-05-03 13:00:00  2a00:86c0:2039:2039::140   \n",
       "10858180  950234.0 2019-05-03 13:00:00              45.57.38.144   \n",
       "10858181  950234.0 2019-05-03 14:00:00  2a00:86c0:2039:2039::138   \n",
       "10858182  950234.0 2019-05-03 14:00:00              45.57.38.138   \n",
       "10858183  950234.0 2019-05-03 15:00:00  2a00:86c0:2039:2039::138   \n",
       "10858184  950234.0 2019-05-03 15:00:00              45.57.39.140   \n",
       "10858185  950234.0 2019-05-03 16:00:00  2a00:86c0:2039:2039::140   \n",
       "10858186  950234.0 2019-05-03 16:00:00              45.57.38.143   \n",
       "10858187  950234.0 2019-05-03 17:00:00  2a00:86c0:2038:2038::135   \n",
       "10858188  950234.0 2019-05-03 17:00:00              45.57.39.136   \n",
       "10858189  950234.0 2019-05-03 18:00:00  2a00:86c0:2039:2039::141   \n",
       "10858190  950234.0 2019-05-03 18:00:00              45.57.38.141   \n",
       "10858191  950234.0 2019-05-03 19:00:00  2a00:86c0:2039:2039::142   \n",
       "10858192  950234.0 2019-05-03 19:00:00              45.57.38.138   \n",
       "10858193  950234.0 2019-05-03 20:00:00  2a00:86c0:2038:2038::141   \n",
       "10858194  950234.0 2019-05-03 20:00:00              45.57.38.144   \n",
       "10858195  950234.0 2019-05-03 21:00:00  2a00:86c0:2038:2038::145   \n",
       "10858196  950234.0 2019-05-03 21:00:00              45.57.38.136   \n",
       "10858197  950234.0 2019-05-03 22:00:00  2a00:86c0:2038:2038::138   \n",
       "10858198  950234.0 2019-05-03 22:00:00              45.57.39.143   \n",
       "10858199  950234.0 2019-05-03 23:00:00  2a00:86c0:2038:2038::139   \n",
       "10858200  950234.0 2019-05-03 23:00:00              45.57.38.141   \n",
       "\n",
       "                                           target                 error  \\\n",
       "50                                           None  CONNECTION_API_ERROR   \n",
       "51                                 198.38.117.146              NO_ERROR   \n",
       "52                                           None  CONNECTION_API_ERROR   \n",
       "53                                 198.38.117.146              NO_ERROR   \n",
       "54                                           None  CONNECTION_API_ERROR   \n",
       "55                                 198.38.117.153              NO_ERROR   \n",
       "56                                           None  CONNECTION_API_ERROR   \n",
       "57                                 198.38.116.153              NO_ERROR   \n",
       "58                                           None  CONNECTION_API_ERROR   \n",
       "59                                 198.38.117.153              NO_ERROR   \n",
       "60                                           None  CONNECTION_API_ERROR   \n",
       "61                                 198.38.116.148              NO_ERROR   \n",
       "62                                           None  CONNECTION_API_ERROR   \n",
       "63                                 198.38.116.148              NO_ERROR   \n",
       "64                                           None  CONNECTION_API_ERROR   \n",
       "65                                 198.38.117.147              NO_ERROR   \n",
       "66                                           None  CONNECTION_API_ERROR   \n",
       "67                                 198.38.117.152              NO_ERROR   \n",
       "68                                           None  CONNECTION_API_ERROR   \n",
       "69                                 198.38.117.149              NO_ERROR   \n",
       "70                                           None  CONNECTION_API_ERROR   \n",
       "71                                 198.38.116.148              NO_ERROR   \n",
       "72                                           None  CONNECTION_API_ERROR   \n",
       "73                                 198.38.117.153              NO_ERROR   \n",
       "74                                           None  CONNECTION_API_ERROR   \n",
       "75                                 198.38.116.148              NO_ERROR   \n",
       "76                                           None  CONNECTION_API_ERROR   \n",
       "77                                 198.38.116.148              NO_ERROR   \n",
       "78                                           None  CONNECTION_API_ERROR   \n",
       "79                                 198.38.117.140              NO_ERROR   \n",
       "...                                           ...                   ...   \n",
       "10858171  ipv6-c031-sea003-ix.1.oca.nflxvideo.net              NO_ERROR   \n",
       "10858172                             45.57.38.145              NO_ERROR   \n",
       "10858173  ipv6-c021-sea003-ix.1.oca.nflxvideo.net              NO_ERROR   \n",
       "10858174                             45.57.39.145              NO_ERROR   \n",
       "10858175  ipv6-c027-sea003-ix.1.oca.nflxvideo.net              NO_ERROR   \n",
       "10858176                             45.57.38.143              NO_ERROR   \n",
       "10858177  ipv6-c021-sea003-ix.1.oca.nflxvideo.net              NO_ERROR   \n",
       "10858178                             45.57.39.137              NO_ERROR   \n",
       "10858179  ipv6-c024-sea003-ix.1.oca.nflxvideo.net              NO_ERROR   \n",
       "10858180                             45.57.38.144              NO_ERROR   \n",
       "10858181  ipv6-c022-sea003-ix.1.oca.nflxvideo.net              NO_ERROR   \n",
       "10858182                             45.57.38.138              NO_ERROR   \n",
       "10858183  ipv6-c022-sea003-ix.1.oca.nflxvideo.net              NO_ERROR   \n",
       "10858184                             45.57.39.140              NO_ERROR   \n",
       "10858185  ipv6-c024-sea003-ix.1.oca.nflxvideo.net              NO_ERROR   \n",
       "10858186                             45.57.38.143              NO_ERROR   \n",
       "10858187  ipv6-c011-sea003-ix.1.oca.nflxvideo.net              NO_ERROR   \n",
       "10858188                             45.57.39.136              NO_ERROR   \n",
       "10858189  ipv6-c025-sea003-ix.1.oca.nflxvideo.net              NO_ERROR   \n",
       "10858190                             45.57.38.141              NO_ERROR   \n",
       "10858191  ipv6-c026-sea003-ix.1.oca.nflxvideo.net              NO_ERROR   \n",
       "10858192                             45.57.38.138              NO_ERROR   \n",
       "10858193  ipv6-c017-sea003-ix.1.oca.nflxvideo.net              NO_ERROR   \n",
       "10858194                             45.57.38.144              NO_ERROR   \n",
       "10858195  ipv6-c029-sea003-ix.1.oca.nflxvideo.net              NO_ERROR   \n",
       "10858196                             45.57.38.136              NO_ERROR   \n",
       "10858197  ipv6-c014-sea003-ix.1.oca.nflxvideo.net              NO_ERROR   \n",
       "10858198                             45.57.39.143              NO_ERROR   \n",
       "10858199  ipv6-c015-sea003-ix.1.oca.nflxvideo.net              NO_ERROR   \n",
       "10858200                             45.57.38.141              NO_ERROR   \n",
       "\n",
       "                                                  error_msg  successes  \\\n",
       "50        curl_easy_perform: Failed to connect to 2a01:5...        0.0   \n",
       "51                                                     None        1.0   \n",
       "52        curl_easy_perform: Failed to connect to 2a01:5...        0.0   \n",
       "53                                                     None        1.0   \n",
       "54        curl_easy_perform: Failed to connect to 2a01:5...        0.0   \n",
       "55                                                     None        1.0   \n",
       "56        curl_easy_perform: Failed to connect to 2a01:5...        0.0   \n",
       "57                                                     None        1.0   \n",
       "58        curl_easy_perform: Failed to connect to 2a01:5...        0.0   \n",
       "59                                                     None        1.0   \n",
       "60        curl_easy_perform: Failed to connect to 2a01:5...        0.0   \n",
       "61                                                     None        1.0   \n",
       "62        curl_easy_perform: Failed to connect to 2a01:5...        0.0   \n",
       "63                                                     None        1.0   \n",
       "64        curl_easy_perform: Failed to connect to 2a01:5...        0.0   \n",
       "65                                                     None        1.0   \n",
       "66        curl_easy_perform: Failed to connect to 2a01:5...        0.0   \n",
       "67                                                     None        1.0   \n",
       "68        curl_easy_perform: Failed to connect to 2a01:5...        0.0   \n",
       "69                                                     None        1.0   \n",
       "70        curl_easy_perform: Failed to connect to 2a01:5...        0.0   \n",
       "71                                                     None        1.0   \n",
       "72        curl_easy_perform: Failed to connect to 2a01:5...        0.0   \n",
       "73                                                     None        1.0   \n",
       "74        curl_easy_perform: Failed to connect to 2a01:5...        0.0   \n",
       "75                                                     None        1.0   \n",
       "76        curl_easy_perform: Failed to connect to 2a01:5...        0.0   \n",
       "77                                                     None        1.0   \n",
       "78        curl_easy_perform: Failed to connect to 2a01:5...        0.0   \n",
       "79                                                     None        1.0   \n",
       "...                                                     ...        ...   \n",
       "10858171                                               None        1.0   \n",
       "10858172                                               None        1.0   \n",
       "10858173                                               None        1.0   \n",
       "10858174                                               None        1.0   \n",
       "10858175                                               None        1.0   \n",
       "10858176                                               None        1.0   \n",
       "10858177                                               None        1.0   \n",
       "10858178                                               None        1.0   \n",
       "10858179                                               None        1.0   \n",
       "10858180                                               None        1.0   \n",
       "10858181                                               None        1.0   \n",
       "10858182                                               None        1.0   \n",
       "10858183                                               None        1.0   \n",
       "10858184                                               None        1.0   \n",
       "10858185                                               None        1.0   \n",
       "10858186                                               None        1.0   \n",
       "10858187                                               None        1.0   \n",
       "10858188                                               None        1.0   \n",
       "10858189                                               None        1.0   \n",
       "10858190                                               None        1.0   \n",
       "10858191                                               None        1.0   \n",
       "10858192                                               None        1.0   \n",
       "10858193                                               None        1.0   \n",
       "10858194                                               None        1.0   \n",
       "10858195                                               None        1.0   \n",
       "10858196                                               None        1.0   \n",
       "10858197                                               None        1.0   \n",
       "10858198                                               None        1.0   \n",
       "10858199                                               None        1.0   \n",
       "10858200                                               None        1.0   \n",
       "\n",
       "          failures  is_v6  \n",
       "50             1.0   True  \n",
       "51             0.0  False  \n",
       "52             1.0   True  \n",
       "53             0.0  False  \n",
       "54             1.0   True  \n",
       "55             0.0  False  \n",
       "56             1.0   True  \n",
       "57             0.0  False  \n",
       "58             1.0   True  \n",
       "59             0.0  False  \n",
       "60             1.0   True  \n",
       "61             0.0  False  \n",
       "62             1.0   True  \n",
       "63             0.0  False  \n",
       "64             1.0   True  \n",
       "65             0.0  False  \n",
       "66             1.0   True  \n",
       "67             0.0  False  \n",
       "68             1.0   True  \n",
       "69             0.0  False  \n",
       "70             1.0   True  \n",
       "71             0.0  False  \n",
       "72             1.0   True  \n",
       "73             0.0  False  \n",
       "74             1.0   True  \n",
       "75             0.0  False  \n",
       "76             1.0   True  \n",
       "77             0.0  False  \n",
       "78             1.0   True  \n",
       "79             0.0  False  \n",
       "...            ...    ...  \n",
       "10858171       0.0   True  \n",
       "10858172       0.0  False  \n",
       "10858173       0.0   True  \n",
       "10858174       0.0  False  \n",
       "10858175       0.0   True  \n",
       "10858176       0.0  False  \n",
       "10858177       0.0   True  \n",
       "10858178       0.0  False  \n",
       "10858179       0.0   True  \n",
       "10858180       0.0  False  \n",
       "10858181       0.0   True  \n",
       "10858182       0.0  False  \n",
       "10858183       0.0   True  \n",
       "10858184       0.0  False  \n",
       "10858185       0.0   True  \n",
       "10858186       0.0  False  \n",
       "10858187       0.0   True  \n",
       "10858188       0.0  False  \n",
       "10858189       0.0   True  \n",
       "10858190       0.0  False  \n",
       "10858191       0.0   True  \n",
       "10858192       0.0  False  \n",
       "10858193       0.0   True  \n",
       "10858194       0.0  False  \n",
       "10858195       0.0   True  \n",
       "10858196       0.0  False  \n",
       "10858197       0.0   True  \n",
       "10858198       0.0  False  \n",
       "10858199       0.0   True  \n",
       "10858200       0.0  False  \n",
       "\n",
       "[2322197 rows x 9 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "success_rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# aggregation: daily medians\n",
    "\n",
    "success_rate['is_v6'] = success_rate['is_v6'].astype(bool)\n",
    "success_rate['dtime'] = success_rate['dtime'].dt.floor('D')  # day intervals\n",
    "\n",
    "success_rate_v4 = success_rate[~success_rate['is_v6']\n",
    "                              ].groupby(['unit_id', 'dtime'], as_index=False\n",
    "                                       ).agg({'successes' : sum, 'failures' : sum})\n",
    "\n",
    "success_rate_v6 = success_rate[success_rate['is_v6']\n",
    "                              ].groupby(['unit_id', 'dtime'], as_index=False\n",
    "                                       ).agg({'successes' : sum, 'failures' : sum})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "success_rate_v4['total'] = success_rate_v4['successes'] + success_rate_v4['failures']\n",
    "success_rate_v6['total'] = success_rate_v6['successes'] + success_rate_v6['failures']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "success_rate_v4['success_rate'] = success_rate_v4['successes'] / success_rate_v4['total']\n",
    "success_rate_v6['success_rate'] = success_rate_v6['successes'] / success_rate_v6['total']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "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>dtime</th>\n",
       "      <th>successes</th>\n",
       "      <th>failures</th>\n",
       "      <th>total</th>\n",
       "      <th>success_rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-23</td>\n",
       "      <td>21.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-24</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.000000</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-25</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.000000</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-26</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-27</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-28</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-29</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-30</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-31</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-01</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-02</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-03</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-04</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-05</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-06</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-07</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-08</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-09</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-10</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-11</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-12</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-13</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-14</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-15</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-16</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-17</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-18</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-19</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-20</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.000000</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>58349</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-14</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58350</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-15</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58351</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-16</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58352</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-17</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58353</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-18</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58354</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-19</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58355</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-20</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58356</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-21</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58357</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-22</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.954545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58358</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58359</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-24</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58360</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-25</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58361</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-26</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58362</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-27</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58363</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-28</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58364</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-29</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58365</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-30</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58366</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-31</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58367</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-01</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58368</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-02</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58369</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-03</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58370</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-04</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58371</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-05</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58372</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-06</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58373</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-07</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58374</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-08</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58375</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-09</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58376</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-10</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58377</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-11</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.950000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58378</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-12</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>58379 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        unit_id      dtime  successes  failures  total  success_rate\n",
       "0       62712.0 2016-07-22       21.0       0.0   21.0      1.000000\n",
       "1       62712.0 2016-07-23       21.0       0.0   21.0      1.000000\n",
       "2       62712.0 2016-07-24       23.0       0.0   23.0      1.000000\n",
       "3       62712.0 2016-07-25       22.0       0.0   22.0      1.000000\n",
       "4       62712.0 2016-07-26       23.0       0.0   23.0      1.000000\n",
       "5       62712.0 2016-07-27       21.0       0.0   21.0      1.000000\n",
       "6       62712.0 2016-07-28       24.0       0.0   24.0      1.000000\n",
       "7       62712.0 2016-07-29       22.0       0.0   22.0      1.000000\n",
       "8       62712.0 2016-07-30       23.0       0.0   23.0      1.000000\n",
       "9       62712.0 2016-07-31       23.0       0.0   23.0      1.000000\n",
       "10      62712.0 2016-08-01       21.0       0.0   21.0      1.000000\n",
       "11      62712.0 2016-08-02       24.0       0.0   24.0      1.000000\n",
       "12      62712.0 2016-08-03       22.0       0.0   22.0      1.000000\n",
       "13      62712.0 2016-08-04       23.0       0.0   23.0      1.000000\n",
       "14      62712.0 2016-08-05       24.0       0.0   24.0      1.000000\n",
       "15      62712.0 2016-08-06       24.0       0.0   24.0      1.000000\n",
       "16      62712.0 2016-08-07       16.0       0.0   16.0      1.000000\n",
       "17      62712.0 2016-08-08       23.0       0.0   23.0      1.000000\n",
       "18      62712.0 2016-08-09       21.0       0.0   21.0      1.000000\n",
       "19      62712.0 2016-08-10       21.0       0.0   21.0      1.000000\n",
       "20      62712.0 2016-08-11       22.0       0.0   22.0      1.000000\n",
       "21      62712.0 2016-08-12       24.0       0.0   24.0      1.000000\n",
       "22      62712.0 2016-08-13       24.0       0.0   24.0      1.000000\n",
       "23      62712.0 2016-08-14       20.0       0.0   20.0      1.000000\n",
       "24      62712.0 2016-08-15       22.0       0.0   22.0      1.000000\n",
       "25      62712.0 2016-08-16       23.0       0.0   23.0      1.000000\n",
       "26      62712.0 2016-08-17       23.0       0.0   23.0      1.000000\n",
       "27      62712.0 2016-08-18       19.0       0.0   19.0      1.000000\n",
       "28      62712.0 2016-08-19       21.0       0.0   21.0      1.000000\n",
       "29      62712.0 2016-08-20       22.0       0.0   22.0      1.000000\n",
       "...         ...        ...        ...       ...    ...           ...\n",
       "58349  950240.0 2017-07-14       23.0       0.0   23.0      1.000000\n",
       "58350  950240.0 2017-07-15       23.0       0.0   23.0      1.000000\n",
       "58351  950240.0 2017-07-16       21.0       0.0   21.0      1.000000\n",
       "58352  950240.0 2017-07-17       21.0       0.0   21.0      1.000000\n",
       "58353  950240.0 2017-07-18       20.0       0.0   20.0      1.000000\n",
       "58354  950240.0 2017-07-19       18.0       0.0   18.0      1.000000\n",
       "58355  950240.0 2017-07-20       14.0       0.0   14.0      1.000000\n",
       "58356  950240.0 2017-07-21        9.0       0.0    9.0      1.000000\n",
       "58357  950240.0 2017-07-22       21.0       1.0   22.0      0.954545\n",
       "58358  950240.0 2017-07-23       15.0       0.0   15.0      1.000000\n",
       "58359  950240.0 2017-07-24        9.0       0.0    9.0      1.000000\n",
       "58360  950240.0 2017-07-25        4.0       0.0    4.0      1.000000\n",
       "58361  950240.0 2017-07-26       13.0       0.0   13.0      1.000000\n",
       "58362  950240.0 2017-07-27       15.0       0.0   15.0      1.000000\n",
       "58363  950240.0 2017-07-28       16.0       0.0   16.0      1.000000\n",
       "58364  950240.0 2017-07-29       21.0       0.0   21.0      1.000000\n",
       "58365  950240.0 2017-07-30       18.0       0.0   18.0      1.000000\n",
       "58366  950240.0 2017-07-31       16.0       0.0   16.0      1.000000\n",
       "58367  950240.0 2017-08-01       14.0       0.0   14.0      1.000000\n",
       "58368  950240.0 2017-08-02       20.0       0.0   20.0      1.000000\n",
       "58369  950240.0 2017-08-03       21.0       0.0   21.0      1.000000\n",
       "58370  950240.0 2017-08-04       20.0       0.0   20.0      1.000000\n",
       "58371  950240.0 2017-08-05       18.0       0.0   18.0      1.000000\n",
       "58372  950240.0 2017-08-06       17.0       0.0   17.0      1.000000\n",
       "58373  950240.0 2017-08-07       18.0       0.0   18.0      1.000000\n",
       "58374  950240.0 2017-08-08       17.0       0.0   17.0      1.000000\n",
       "58375  950240.0 2017-08-09       19.0       0.0   19.0      1.000000\n",
       "58376  950240.0 2017-08-10       17.0       0.0   17.0      1.000000\n",
       "58377  950240.0 2017-08-11       19.0       1.0   20.0      0.950000\n",
       "58378  950240.0 2017-08-12       18.0       0.0   18.0      1.000000\n",
       "\n",
       "[58379 rows x 6 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "success_rate_v4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "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>dtime</th>\n",
       "      <th>successes</th>\n",
       "      <th>failures</th>\n",
       "      <th>total</th>\n",
       "      <th>success_rate</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-26</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-28</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-07-31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>2016-08-20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.000000</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>56346</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-14</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.956522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56347</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-15</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56348</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-16</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56349</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-17</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56350</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-18</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56351</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-19</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56352</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-20</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56353</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-21</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56354</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-22</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56355</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56356</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-24</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56357</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-25</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56358</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-26</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56359</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-27</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56360</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-28</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56361</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-29</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56362</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-30</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56363</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-07-31</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56364</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-01</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56365</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-02</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56366</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-03</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56367</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-04</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56368</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-05</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.944444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56369</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-06</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56370</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-07</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.947368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56371</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-08</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56372</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-09</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56373</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-10</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56374</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-11</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56375</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2017-08-12</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>56376 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        unit_id      dtime  successes  failures  total  success_rate\n",
       "0       62712.0 2016-07-22        0.0      20.0   20.0      0.000000\n",
       "1       62712.0 2016-07-23        0.0      16.0   16.0      0.000000\n",
       "2       62712.0 2016-07-24        0.0      19.0   19.0      0.000000\n",
       "3       62712.0 2016-07-25        0.0      23.0   23.0      0.000000\n",
       "4       62712.0 2016-07-26        0.0      22.0   22.0      0.000000\n",
       "5       62712.0 2016-07-27        0.0      24.0   24.0      0.000000\n",
       "6       62712.0 2016-07-28        0.0      23.0   23.0      0.000000\n",
       "7       62712.0 2016-07-29        0.0      20.0   20.0      0.000000\n",
       "8       62712.0 2016-07-30        0.0      21.0   21.0      0.000000\n",
       "9       62712.0 2016-07-31        0.0      21.0   21.0      0.000000\n",
       "10      62712.0 2016-08-01        0.0      22.0   22.0      0.000000\n",
       "11      62712.0 2016-08-02        0.0      24.0   24.0      0.000000\n",
       "12      62712.0 2016-08-03        0.0      23.0   23.0      0.000000\n",
       "13      62712.0 2016-08-04        0.0      22.0   22.0      0.000000\n",
       "14      62712.0 2016-08-05        0.0      23.0   23.0      0.000000\n",
       "15      62712.0 2016-08-06        0.0      22.0   22.0      0.000000\n",
       "16      62712.0 2016-08-07        0.0      16.0   16.0      0.000000\n",
       "17      62712.0 2016-08-08        0.0      19.0   19.0      0.000000\n",
       "18      62712.0 2016-08-09        0.0      20.0   20.0      0.000000\n",
       "19      62712.0 2016-08-10        0.0      19.0   19.0      0.000000\n",
       "20      62712.0 2016-08-11        0.0      21.0   21.0      0.000000\n",
       "21      62712.0 2016-08-12        0.0      20.0   20.0      0.000000\n",
       "22      62712.0 2016-08-13        0.0      20.0   20.0      0.000000\n",
       "23      62712.0 2016-08-14        0.0      16.0   16.0      0.000000\n",
       "24      62712.0 2016-08-15        0.0      21.0   21.0      0.000000\n",
       "25      62712.0 2016-08-16        0.0      18.0   18.0      0.000000\n",
       "26      62712.0 2016-08-17        0.0      21.0   21.0      0.000000\n",
       "27      62712.0 2016-08-18        0.0      13.0   13.0      0.000000\n",
       "28      62712.0 2016-08-19        0.0      17.0   17.0      0.000000\n",
       "29      62712.0 2016-08-20        0.0      19.0   19.0      0.000000\n",
       "...         ...        ...        ...       ...    ...           ...\n",
       "56346  950240.0 2017-07-14       22.0       1.0   23.0      0.956522\n",
       "56347  950240.0 2017-07-15       23.0       0.0   23.0      1.000000\n",
       "56348  950240.0 2017-07-16       21.0       0.0   21.0      1.000000\n",
       "56349  950240.0 2017-07-17       21.0       0.0   21.0      1.000000\n",
       "56350  950240.0 2017-07-18       20.0       0.0   20.0      1.000000\n",
       "56351  950240.0 2017-07-19       18.0       0.0   18.0      1.000000\n",
       "56352  950240.0 2017-07-20       14.0       0.0   14.0      1.000000\n",
       "56353  950240.0 2017-07-21        9.0       0.0    9.0      1.000000\n",
       "56354  950240.0 2017-07-22       20.0       0.0   20.0      1.000000\n",
       "56355  950240.0 2017-07-23       15.0       0.0   15.0      1.000000\n",
       "56356  950240.0 2017-07-24        9.0       0.0    9.0      1.000000\n",
       "56357  950240.0 2017-07-25        4.0       0.0    4.0      1.000000\n",
       "56358  950240.0 2017-07-26       13.0       0.0   13.0      1.000000\n",
       "56359  950240.0 2017-07-27       15.0       0.0   15.0      1.000000\n",
       "56360  950240.0 2017-07-28       16.0       0.0   16.0      1.000000\n",
       "56361  950240.0 2017-07-29       22.0       0.0   22.0      1.000000\n",
       "56362  950240.0 2017-07-30       18.0       0.0   18.0      1.000000\n",
       "56363  950240.0 2017-07-31       17.0       0.0   17.0      1.000000\n",
       "56364  950240.0 2017-08-01       14.0       0.0   14.0      1.000000\n",
       "56365  950240.0 2017-08-02       20.0       0.0   20.0      1.000000\n",
       "56366  950240.0 2017-08-03       21.0       0.0   21.0      1.000000\n",
       "56367  950240.0 2017-08-04       20.0       0.0   20.0      1.000000\n",
       "56368  950240.0 2017-08-05       17.0       1.0   18.0      0.944444\n",
       "56369  950240.0 2017-08-06       17.0       0.0   17.0      1.000000\n",
       "56370  950240.0 2017-08-07       18.0       1.0   19.0      0.947368\n",
       "56371  950240.0 2017-08-08       17.0       0.0   17.0      1.000000\n",
       "56372  950240.0 2017-08-09       19.0       0.0   19.0      1.000000\n",
       "56373  950240.0 2017-08-10       17.0       0.0   17.0      1.000000\n",
       "56374  950240.0 2017-08-11       19.0       0.0   19.0      1.000000\n",
       "56375  950240.0 2017-08-12       18.0       0.0   18.0      1.000000\n",
       "\n",
       "[56376 rows x 6 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "success_rate_v6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn = sqlite3.connect('../data/netflix-data-aggregated.db')\n",
    "conn.text_factory = str\n",
    "success_rate_v4.to_sql(name = 'success_rate_v4', con=conn, index=False, if_exists='replace')\n",
    "success_rate_v6.to_sql(name = 'success_rate_v6', con=conn, index=False, if_exists='replace')\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Failures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Failures = all measurements with errors (EXCLUDING stall events)\n",
    "\n",
    "conn = sqlite3.connect('../data/netflix-data.db')\n",
    "failures = pd.read_sql_query('select unit_id, dtime, address, \\\n",
    "                              error, error_msg \\\n",
    "                              from netflix \\\n",
    "                              where error not like \"%STALL%\"', con=conn, parse_dates=['dtime'])\n",
    "conn.close()\n",
    "\n",
    "failures = failures[~failures['unit_id'].isin(faulty_probes)]\n",
    "failures.drop_duplicates(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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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>dtime</th>\n",
       "      <th>address</th>\n",
       "      <th>error</th>\n",
       "      <th>error_msg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 00:34:37</td>\n",
       "      <td>None</td>\n",
       "      <td>DNS_RESOLUTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Couldn't resolve host 'api-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 01:35:44</td>\n",
       "      <td>None</td>\n",
       "      <td>DNS_RESOLUTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Couldn't resolve host 'api-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 02:33:51</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 02:34:01</td>\n",
       "      <td>198.38.117.146</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 03:34:30</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 03:34:41</td>\n",
       "      <td>198.38.117.146</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 04:32:58</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 04:33:09</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 05:34:19</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 05:34:30</td>\n",
       "      <td>198.38.116.153</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 06:32:50</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 06:33:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 07:34:55</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 07:35:05</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 09:35:31</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 09:35:41</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 10:32:57</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 10:33:08</td>\n",
       "      <td>198.38.117.147</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 11:35:03</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 11:35:13</td>\n",
       "      <td>198.38.117.152</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 12:33:21</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 12:33:32</td>\n",
       "      <td>198.38.117.149</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 13:34:36</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 13:34:46</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 14:33:41</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 14:33:52</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 15:34:33</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 15:34:43</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 16:33:12</td>\n",
       "      <td>None</td>\n",
       "      <td>CONNECTION_API_ERROR</td>\n",
       "      <td>curl_easy_perform: Failed to connect to 2a01:5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 16:33:22</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</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>10858171</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 09:46:40</td>\n",
       "      <td>2a00:86c0:2039:2039::143</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858172</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 09:46:51</td>\n",
       "      <td>45.57.38.145</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858173</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 10:48:17</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858174</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 10:48:28</td>\n",
       "      <td>45.57.39.145</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858175</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 11:47:54</td>\n",
       "      <td>2a00:86c0:2038:2038::143</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858176</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 11:48:05</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858177</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 12:47:41</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858178</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 12:47:51</td>\n",
       "      <td>45.57.39.137</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858179</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 13:49:42</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858180</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 13:49:52</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858181</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 14:46:56</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858182</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 14:47:06</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858183</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 15:50:26</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858184</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 15:50:36</td>\n",
       "      <td>45.57.39.140</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858185</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 16:47:05</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858186</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 16:47:16</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858187</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 17:50:13</td>\n",
       "      <td>2a00:86c0:2038:2038::135</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858188</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 17:50:23</td>\n",
       "      <td>45.57.39.136</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858189</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 18:48:01</td>\n",
       "      <td>2a00:86c0:2039:2039::141</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858190</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 18:48:11</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858191</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 19:47:26</td>\n",
       "      <td>2a00:86c0:2039:2039::142</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858192</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 19:47:36</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858193</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 20:50:31</td>\n",
       "      <td>2a00:86c0:2038:2038::141</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858194</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 20:50:42</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858195</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 21:47:30</td>\n",
       "      <td>2a00:86c0:2038:2038::145</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858196</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 21:47:40</td>\n",
       "      <td>45.57.38.136</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858197</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 22:47:59</td>\n",
       "      <td>2a00:86c0:2038:2038::138</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858198</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 22:48:09</td>\n",
       "      <td>45.57.39.143</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858199</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 23:46:25</td>\n",
       "      <td>2a00:86c0:2038:2038::139</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10858200</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 23:46:36</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>NO_ERROR</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2414860 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          unit_id               dtime                   address  \\\n",
       "48          62712 2016-07-22 00:34:37                      None   \n",
       "49          62712 2016-07-22 01:35:44                      None   \n",
       "50          62712 2016-07-22 02:33:51                      None   \n",
       "51          62712 2016-07-22 02:34:01            198.38.117.146   \n",
       "52          62712 2016-07-22 03:34:30                      None   \n",
       "53          62712 2016-07-22 03:34:41            198.38.117.146   \n",
       "54          62712 2016-07-22 04:32:58                      None   \n",
       "55          62712 2016-07-22 04:33:09            198.38.117.153   \n",
       "56          62712 2016-07-22 05:34:19                      None   \n",
       "57          62712 2016-07-22 05:34:30            198.38.116.153   \n",
       "58          62712 2016-07-22 06:32:50                      None   \n",
       "59          62712 2016-07-22 06:33:00            198.38.117.153   \n",
       "60          62712 2016-07-22 07:34:55                      None   \n",
       "61          62712 2016-07-22 07:35:05            198.38.116.148   \n",
       "62          62712 2016-07-22 09:35:31                      None   \n",
       "63          62712 2016-07-22 09:35:41            198.38.116.148   \n",
       "64          62712 2016-07-22 10:32:57                      None   \n",
       "65          62712 2016-07-22 10:33:08            198.38.117.147   \n",
       "66          62712 2016-07-22 11:35:03                      None   \n",
       "67          62712 2016-07-22 11:35:13            198.38.117.152   \n",
       "68          62712 2016-07-22 12:33:21                      None   \n",
       "69          62712 2016-07-22 12:33:32            198.38.117.149   \n",
       "70          62712 2016-07-22 13:34:36                      None   \n",
       "71          62712 2016-07-22 13:34:46            198.38.116.148   \n",
       "72          62712 2016-07-22 14:33:41                      None   \n",
       "73          62712 2016-07-22 14:33:52            198.38.117.153   \n",
       "74          62712 2016-07-22 15:34:33                      None   \n",
       "75          62712 2016-07-22 15:34:43            198.38.116.148   \n",
       "76          62712 2016-07-22 16:33:12                      None   \n",
       "77          62712 2016-07-22 16:33:22            198.38.116.148   \n",
       "...           ...                 ...                       ...   \n",
       "10858171   950234 2019-05-03 09:46:40  2a00:86c0:2039:2039::143   \n",
       "10858172   950234 2019-05-03 09:46:51              45.57.38.145   \n",
       "10858173   950234 2019-05-03 10:48:17  2a00:86c0:2039:2039::137   \n",
       "10858174   950234 2019-05-03 10:48:28              45.57.39.145   \n",
       "10858175   950234 2019-05-03 11:47:54  2a00:86c0:2038:2038::143   \n",
       "10858176   950234 2019-05-03 11:48:05              45.57.38.143   \n",
       "10858177   950234 2019-05-03 12:47:41  2a00:86c0:2039:2039::137   \n",
       "10858178   950234 2019-05-03 12:47:51              45.57.39.137   \n",
       "10858179   950234 2019-05-03 13:49:42  2a00:86c0:2039:2039::140   \n",
       "10858180   950234 2019-05-03 13:49:52              45.57.38.144   \n",
       "10858181   950234 2019-05-03 14:46:56  2a00:86c0:2039:2039::138   \n",
       "10858182   950234 2019-05-03 14:47:06              45.57.38.138   \n",
       "10858183   950234 2019-05-03 15:50:26  2a00:86c0:2039:2039::138   \n",
       "10858184   950234 2019-05-03 15:50:36              45.57.39.140   \n",
       "10858185   950234 2019-05-03 16:47:05  2a00:86c0:2039:2039::140   \n",
       "10858186   950234 2019-05-03 16:47:16              45.57.38.143   \n",
       "10858187   950234 2019-05-03 17:50:13  2a00:86c0:2038:2038::135   \n",
       "10858188   950234 2019-05-03 17:50:23              45.57.39.136   \n",
       "10858189   950234 2019-05-03 18:48:01  2a00:86c0:2039:2039::141   \n",
       "10858190   950234 2019-05-03 18:48:11              45.57.38.141   \n",
       "10858191   950234 2019-05-03 19:47:26  2a00:86c0:2039:2039::142   \n",
       "10858192   950234 2019-05-03 19:47:36              45.57.38.138   \n",
       "10858193   950234 2019-05-03 20:50:31  2a00:86c0:2038:2038::141   \n",
       "10858194   950234 2019-05-03 20:50:42              45.57.38.144   \n",
       "10858195   950234 2019-05-03 21:47:30  2a00:86c0:2038:2038::145   \n",
       "10858196   950234 2019-05-03 21:47:40              45.57.38.136   \n",
       "10858197   950234 2019-05-03 22:47:59  2a00:86c0:2038:2038::138   \n",
       "10858198   950234 2019-05-03 22:48:09              45.57.39.143   \n",
       "10858199   950234 2019-05-03 23:46:25  2a00:86c0:2038:2038::139   \n",
       "10858200   950234 2019-05-03 23:46:36              45.57.38.141   \n",
       "\n",
       "                             error  \\\n",
       "48        DNS_RESOLUTION_API_ERROR   \n",
       "49        DNS_RESOLUTION_API_ERROR   \n",
       "50            CONNECTION_API_ERROR   \n",
       "51                        NO_ERROR   \n",
       "52            CONNECTION_API_ERROR   \n",
       "53                        NO_ERROR   \n",
       "54            CONNECTION_API_ERROR   \n",
       "55                        NO_ERROR   \n",
       "56            CONNECTION_API_ERROR   \n",
       "57                        NO_ERROR   \n",
       "58            CONNECTION_API_ERROR   \n",
       "59                        NO_ERROR   \n",
       "60            CONNECTION_API_ERROR   \n",
       "61                        NO_ERROR   \n",
       "62            CONNECTION_API_ERROR   \n",
       "63                        NO_ERROR   \n",
       "64            CONNECTION_API_ERROR   \n",
       "65                        NO_ERROR   \n",
       "66            CONNECTION_API_ERROR   \n",
       "67                        NO_ERROR   \n",
       "68            CONNECTION_API_ERROR   \n",
       "69                        NO_ERROR   \n",
       "70            CONNECTION_API_ERROR   \n",
       "71                        NO_ERROR   \n",
       "72            CONNECTION_API_ERROR   \n",
       "73                        NO_ERROR   \n",
       "74            CONNECTION_API_ERROR   \n",
       "75                        NO_ERROR   \n",
       "76            CONNECTION_API_ERROR   \n",
       "77                        NO_ERROR   \n",
       "...                            ...   \n",
       "10858171                  NO_ERROR   \n",
       "10858172                  NO_ERROR   \n",
       "10858173                  NO_ERROR   \n",
       "10858174                  NO_ERROR   \n",
       "10858175                  NO_ERROR   \n",
       "10858176                  NO_ERROR   \n",
       "10858177                  NO_ERROR   \n",
       "10858178                  NO_ERROR   \n",
       "10858179                  NO_ERROR   \n",
       "10858180                  NO_ERROR   \n",
       "10858181                  NO_ERROR   \n",
       "10858182                  NO_ERROR   \n",
       "10858183                  NO_ERROR   \n",
       "10858184                  NO_ERROR   \n",
       "10858185                  NO_ERROR   \n",
       "10858186                  NO_ERROR   \n",
       "10858187                  NO_ERROR   \n",
       "10858188                  NO_ERROR   \n",
       "10858189                  NO_ERROR   \n",
       "10858190                  NO_ERROR   \n",
       "10858191                  NO_ERROR   \n",
       "10858192                  NO_ERROR   \n",
       "10858193                  NO_ERROR   \n",
       "10858194                  NO_ERROR   \n",
       "10858195                  NO_ERROR   \n",
       "10858196                  NO_ERROR   \n",
       "10858197                  NO_ERROR   \n",
       "10858198                  NO_ERROR   \n",
       "10858199                  NO_ERROR   \n",
       "10858200                  NO_ERROR   \n",
       "\n",
       "                                                  error_msg  \n",
       "48        curl_easy_perform: Couldn't resolve host 'api-...  \n",
       "49        curl_easy_perform: Couldn't resolve host 'api-...  \n",
       "50        curl_easy_perform: Failed to connect to 2a01:5...  \n",
       "51                                                     None  \n",
       "52        curl_easy_perform: Failed to connect to 2a01:5...  \n",
       "53                                                     None  \n",
       "54        curl_easy_perform: Failed to connect to 2a01:5...  \n",
       "55                                                     None  \n",
       "56        curl_easy_perform: Failed to connect to 2a01:5...  \n",
       "57                                                     None  \n",
       "58        curl_easy_perform: Failed to connect to 2a01:5...  \n",
       "59                                                     None  \n",
       "60        curl_easy_perform: Failed to connect to 2a01:5...  \n",
       "61                                                     None  \n",
       "62        curl_easy_perform: Failed to connect to 2a01:5...  \n",
       "63                                                     None  \n",
       "64        curl_easy_perform: Failed to connect to 2a01:5...  \n",
       "65                                                     None  \n",
       "66        curl_easy_perform: Failed to connect to 2a01:5...  \n",
       "67                                                     None  \n",
       "68        curl_easy_perform: Failed to connect to 2a01:5...  \n",
       "69                                                     None  \n",
       "70        curl_easy_perform: Failed to connect to 2a01:5...  \n",
       "71                                                     None  \n",
       "72        curl_easy_perform: Failed to connect to 2a01:5...  \n",
       "73                                                     None  \n",
       "74        curl_easy_perform: Failed to connect to 2a01:5...  \n",
       "75                                                     None  \n",
       "76        curl_easy_perform: Failed to connect to 2a01:5...  \n",
       "77                                                     None  \n",
       "...                                                     ...  \n",
       "10858171                                               None  \n",
       "10858172                                               None  \n",
       "10858173                                               None  \n",
       "10858174                                               None  \n",
       "10858175                                               None  \n",
       "10858176                                               None  \n",
       "10858177                                               None  \n",
       "10858178                                               None  \n",
       "10858179                                               None  \n",
       "10858180                                               None  \n",
       "10858181                                               None  \n",
       "10858182                                               None  \n",
       "10858183                                               None  \n",
       "10858184                                               None  \n",
       "10858185                                               None  \n",
       "10858186                                               None  \n",
       "10858187                                               None  \n",
       "10858188                                               None  \n",
       "10858189                                               None  \n",
       "10858190                                               None  \n",
       "10858191                                               None  \n",
       "10858192                                               None  \n",
       "10858193                                               None  \n",
       "10858194                                               None  \n",
       "10858195                                               None  \n",
       "10858196                                               None  \n",
       "10858197                                               None  \n",
       "10858198                                               None  \n",
       "10858199                                               None  \n",
       "10858200                                               None  \n",
       "\n",
       "[2414860 rows x 5 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "failures"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Failure Overview"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NO_ERROR                        2133118\n",
       "CONNECTION_API_ERROR             150732\n",
       "NETWORK_API_ERROR                 67290\n",
       "NETWORK_CONTENT_ERROR             43358\n",
       "DNS_RESOLUTION_API_ERROR           7626\n",
       "DNS_RESOLUTION_CONTENT_ERROR       6673\n",
       "CONNECTION_CONTENT_ERROR           6063\n",
       "Name: error, dtype: int64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "failures['error'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NO_ERROR                        0.883330\n",
       "CONNECTION_API_ERROR            0.062419\n",
       "NETWORK_API_ERROR               0.027865\n",
       "NETWORK_CONTENT_ERROR           0.017955\n",
       "DNS_RESOLUTION_API_ERROR        0.003158\n",
       "DNS_RESOLUTION_CONTENT_ERROR    0.002763\n",
       "CONNECTION_CONTENT_ERROR        0.002511\n",
       "Name: error, dtype: float64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "failures['error'].value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## IPv6 Preference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Happy Eyeballs\n",
    "\n",
    "he_timer = 250000  # 250~ms\n",
    "\n",
    "def preferred_version(row):\n",
    "    if (row['connect_time_v6'] < he_timer) or (row['connect_time_v6']-he_timer <= row['connect_time_v4']):\n",
    "        return 'v6'\n",
    "    else:\n",
    "        return 'v4'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "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>address_v4</th>\n",
       "      <th>connect_time_v4</th>\n",
       "      <th>bytes_sec_v4</th>\n",
       "      <th>address_v6</th>\n",
       "      <th>connect_time_v6</th>\n",
       "      <th>bytes_sec_v6</th>\n",
       "      <th>delta_connect_time</th>\n",
       "      <th>delta_bytes_sec</th>\n",
       "      <th>pref_version</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>20515</td>\n",
       "      <td>10371717</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>16803</td>\n",
       "      <td>10674265</td>\n",
       "      <td>3712</td>\n",
       "      <td>-302548</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>20570</td>\n",
       "      <td>10751181</td>\n",
       "      <td>2a00:86c0:119:119::142</td>\n",
       "      <td>17350</td>\n",
       "      <td>10958991</td>\n",
       "      <td>3220</td>\n",
       "      <td>-207810</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>15614</td>\n",
       "      <td>10388970</td>\n",
       "      <td>2a00:86c0:116:116::145</td>\n",
       "      <td>18747</td>\n",
       "      <td>9191069</td>\n",
       "      <td>-3133</td>\n",
       "      <td>1197901</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>18534</td>\n",
       "      <td>9844976</td>\n",
       "      <td>2a00:86c0:116:116::148</td>\n",
       "      <td>25121</td>\n",
       "      <td>8356098</td>\n",
       "      <td>-6587</td>\n",
       "      <td>1488878</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>23514</td>\n",
       "      <td>8260807</td>\n",
       "      <td>2a00:86c0:118:118::143</td>\n",
       "      <td>14076</td>\n",
       "      <td>10857188</td>\n",
       "      <td>9438</td>\n",
       "      <td>-2596381</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>19945</td>\n",
       "      <td>10729881</td>\n",
       "      <td>2a00:86c0:118:118::149</td>\n",
       "      <td>14320</td>\n",
       "      <td>10756554</td>\n",
       "      <td>5625</td>\n",
       "      <td>-26673</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>18305</td>\n",
       "      <td>8935313</td>\n",
       "      <td>2a00:86c0:119:119::142</td>\n",
       "      <td>17494</td>\n",
       "      <td>10573729</td>\n",
       "      <td>811</td>\n",
       "      <td>-1638416</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>198.38.119.145</td>\n",
       "      <td>21400</td>\n",
       "      <td>10431608</td>\n",
       "      <td>2a00:86c0:116:116::148</td>\n",
       "      <td>22151</td>\n",
       "      <td>9316159</td>\n",
       "      <td>-751</td>\n",
       "      <td>1115449</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>198.38.118.143</td>\n",
       "      <td>20945</td>\n",
       "      <td>10121108</td>\n",
       "      <td>2a00:86c0:119:119::148</td>\n",
       "      <td>14430</td>\n",
       "      <td>10861696</td>\n",
       "      <td>6515</td>\n",
       "      <td>-740588</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 23:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>25450</td>\n",
       "      <td>8773578</td>\n",
       "      <td>2a00:86c0:119:119::146</td>\n",
       "      <td>18686</td>\n",
       "      <td>10890393</td>\n",
       "      <td>6764</td>\n",
       "      <td>-2116815</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168080</td>\n",
       "      <td>649582</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>133849</td>\n",
       "      <td>771148</td>\n",
       "      <td>34231</td>\n",
       "      <td>-121566</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 01:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168065</td>\n",
       "      <td>657463</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>133494</td>\n",
       "      <td>803367</td>\n",
       "      <td>34571</td>\n",
       "      <td>-145904</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>37.77.190.144</td>\n",
       "      <td>160866</td>\n",
       "      <td>636206</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>133659</td>\n",
       "      <td>799569</td>\n",
       "      <td>27207</td>\n",
       "      <td>-163363</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>37.77.190.140</td>\n",
       "      <td>167942</td>\n",
       "      <td>565682</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>133770</td>\n",
       "      <td>819173</td>\n",
       "      <td>34172</td>\n",
       "      <td>-253491</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>37.77.191.143</td>\n",
       "      <td>168138</td>\n",
       "      <td>674243</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133711</td>\n",
       "      <td>771531</td>\n",
       "      <td>34427</td>\n",
       "      <td>-97288</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 05:00:00</td>\n",
       "      <td>37.77.191.141</td>\n",
       "      <td>168179</td>\n",
       "      <td>563133</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>133901</td>\n",
       "      <td>809579</td>\n",
       "      <td>34278</td>\n",
       "      <td>-246446</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 06:00:00</td>\n",
       "      <td>37.77.191.145</td>\n",
       "      <td>168330</td>\n",
       "      <td>624046</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133782</td>\n",
       "      <td>770817</td>\n",
       "      <td>34548</td>\n",
       "      <td>-146771</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 08:00:00</td>\n",
       "      <td>37.77.190.149</td>\n",
       "      <td>168022</td>\n",
       "      <td>715964</td>\n",
       "      <td>2a00:86c0:115:115::137</td>\n",
       "      <td>133901</td>\n",
       "      <td>796815</td>\n",
       "      <td>34121</td>\n",
       "      <td>-80851</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 09:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>161009</td>\n",
       "      <td>665431</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133958</td>\n",
       "      <td>728401</td>\n",
       "      <td>27051</td>\n",
       "      <td>-62970</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168222</td>\n",
       "      <td>555889</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133652</td>\n",
       "      <td>611616</td>\n",
       "      <td>34570</td>\n",
       "      <td>-55727</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 12:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168177</td>\n",
       "      <td>676573</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>133836</td>\n",
       "      <td>794719</td>\n",
       "      <td>34341</td>\n",
       "      <td>-118146</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168111</td>\n",
       "      <td>647635</td>\n",
       "      <td>2a00:86c0:115:115::135</td>\n",
       "      <td>133864</td>\n",
       "      <td>774204</td>\n",
       "      <td>34247</td>\n",
       "      <td>-126569</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>37.77.190.143</td>\n",
       "      <td>168177</td>\n",
       "      <td>669559</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133749</td>\n",
       "      <td>625101</td>\n",
       "      <td>34428</td>\n",
       "      <td>44458</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>37.77.190.141</td>\n",
       "      <td>160907</td>\n",
       "      <td>691141</td>\n",
       "      <td>2a00:86c0:115:115::152</td>\n",
       "      <td>133750</td>\n",
       "      <td>773067</td>\n",
       "      <td>27157</td>\n",
       "      <td>-81926</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 16:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>167981</td>\n",
       "      <td>656892</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133728</td>\n",
       "      <td>771132</td>\n",
       "      <td>34253</td>\n",
       "      <td>-114240</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>37.77.190.149</td>\n",
       "      <td>167886</td>\n",
       "      <td>563579</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>133780</td>\n",
       "      <td>807957</td>\n",
       "      <td>34106</td>\n",
       "      <td>-244378</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 18:00:00</td>\n",
       "      <td>37.77.190.143</td>\n",
       "      <td>168010</td>\n",
       "      <td>566304</td>\n",
       "      <td>2a00:86c0:115:115::140</td>\n",
       "      <td>133963</td>\n",
       "      <td>817370</td>\n",
       "      <td>34047</td>\n",
       "      <td>-251066</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168209</td>\n",
       "      <td>562868</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>133841</td>\n",
       "      <td>806715</td>\n",
       "      <td>34368</td>\n",
       "      <td>-243847</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 20:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168014</td>\n",
       "      <td>673995</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>134165</td>\n",
       "      <td>778339</td>\n",
       "      <td>33849</td>\n",
       "      <td>-104344</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 21:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>168158</td>\n",
       "      <td>565574</td>\n",
       "      <td>2a00:86c0:115:115::151</td>\n",
       "      <td>133834</td>\n",
       "      <td>856537</td>\n",
       "      <td>34324</td>\n",
       "      <td>-290963</td>\n",
       "      <td>v6</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>969478</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>23.246.58.135</td>\n",
       "      <td>19904</td>\n",
       "      <td>58620108</td>\n",
       "      <td>2a00:86c0:1001:1059::137</td>\n",
       "      <td>14436</td>\n",
       "      <td>9930683</td>\n",
       "      <td>5468</td>\n",
       "      <td>48689425</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969479</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>20155</td>\n",
       "      <td>44327127</td>\n",
       "      <td>2a00:86c0:1000:1058::163</td>\n",
       "      <td>14736</td>\n",
       "      <td>8040928</td>\n",
       "      <td>5419</td>\n",
       "      <td>36286199</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969480</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>17871</td>\n",
       "      <td>37420688</td>\n",
       "      <td>2a00:86c0:1001:1059::137</td>\n",
       "      <td>15634</td>\n",
       "      <td>22926405</td>\n",
       "      <td>2237</td>\n",
       "      <td>14494283</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969481</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>18298</td>\n",
       "      <td>25759528</td>\n",
       "      <td>2a00:86c0:1000:1058::180</td>\n",
       "      <td>15580</td>\n",
       "      <td>22299878</td>\n",
       "      <td>2718</td>\n",
       "      <td>3459650</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969482</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>23.246.59.137</td>\n",
       "      <td>17696</td>\n",
       "      <td>56386574</td>\n",
       "      <td>2a00:86c0:1000:1058::180</td>\n",
       "      <td>15034</td>\n",
       "      <td>10788123</td>\n",
       "      <td>2662</td>\n",
       "      <td>45598451</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969483</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>23.246.59.137</td>\n",
       "      <td>17806</td>\n",
       "      <td>32027411</td>\n",
       "      <td>2a00:86c0:1000:1058::144</td>\n",
       "      <td>14675</td>\n",
       "      <td>7361854</td>\n",
       "      <td>3131</td>\n",
       "      <td>24665557</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969484</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 00:00:00</td>\n",
       "      <td>45.57.39.138</td>\n",
       "      <td>19431</td>\n",
       "      <td>114847648</td>\n",
       "      <td>2a00:86c0:2038:2038::140</td>\n",
       "      <td>4845</td>\n",
       "      <td>99197922</td>\n",
       "      <td>14586</td>\n",
       "      <td>15649726</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969485</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 01:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>17356</td>\n",
       "      <td>114380589</td>\n",
       "      <td>2a00:86c0:2039:2039::135</td>\n",
       "      <td>10526</td>\n",
       "      <td>93671103</td>\n",
       "      <td>6830</td>\n",
       "      <td>20709486</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969486</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 02:00:00</td>\n",
       "      <td>45.57.39.145</td>\n",
       "      <td>15973</td>\n",
       "      <td>113491686</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>10185</td>\n",
       "      <td>69680382</td>\n",
       "      <td>5788</td>\n",
       "      <td>43811304</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969487</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 03:00:00</td>\n",
       "      <td>45.57.39.139</td>\n",
       "      <td>14516</td>\n",
       "      <td>111687031</td>\n",
       "      <td>2a00:86c0:2039:2039::146</td>\n",
       "      <td>10648</td>\n",
       "      <td>111724320</td>\n",
       "      <td>3868</td>\n",
       "      <td>-37289</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969488</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 04:00:00</td>\n",
       "      <td>45.57.39.141</td>\n",
       "      <td>13255</td>\n",
       "      <td>112091294</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>12089</td>\n",
       "      <td>79877550</td>\n",
       "      <td>1166</td>\n",
       "      <td>32213744</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969489</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 05:00:00</td>\n",
       "      <td>45.57.39.131</td>\n",
       "      <td>13025</td>\n",
       "      <td>43962973</td>\n",
       "      <td>2a00:86c0:2038:2038::136</td>\n",
       "      <td>9793</td>\n",
       "      <td>68797514</td>\n",
       "      <td>3232</td>\n",
       "      <td>-24834541</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969490</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 06:00:00</td>\n",
       "      <td>45.57.38.142</td>\n",
       "      <td>14821</td>\n",
       "      <td>113634458</td>\n",
       "      <td>2a00:86c0:2039:2039::143</td>\n",
       "      <td>11190</td>\n",
       "      <td>112440766</td>\n",
       "      <td>3631</td>\n",
       "      <td>1193692</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969491</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 07:00:00</td>\n",
       "      <td>45.57.39.142</td>\n",
       "      <td>18052</td>\n",
       "      <td>112906335</td>\n",
       "      <td>2a00:86c0:2038:2038::139</td>\n",
       "      <td>9397</td>\n",
       "      <td>111760777</td>\n",
       "      <td>8655</td>\n",
       "      <td>1145558</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969492</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 08:00:00</td>\n",
       "      <td>45.57.39.143</td>\n",
       "      <td>11313</td>\n",
       "      <td>116590206</td>\n",
       "      <td>2a00:86c0:2039:2039::139</td>\n",
       "      <td>11599</td>\n",
       "      <td>112839934</td>\n",
       "      <td>-286</td>\n",
       "      <td>3750272</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969493</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 09:00:00</td>\n",
       "      <td>45.57.38.145</td>\n",
       "      <td>14814</td>\n",
       "      <td>116255662</td>\n",
       "      <td>2a00:86c0:2039:2039::143</td>\n",
       "      <td>9456</td>\n",
       "      <td>113200953</td>\n",
       "      <td>5358</td>\n",
       "      <td>3054709</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969494</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 10:00:00</td>\n",
       "      <td>45.57.39.145</td>\n",
       "      <td>14950</td>\n",
       "      <td>93446163</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>10629</td>\n",
       "      <td>101212682</td>\n",
       "      <td>4321</td>\n",
       "      <td>-7766519</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969495</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 11:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>15482</td>\n",
       "      <td>115991901</td>\n",
       "      <td>2a00:86c0:2038:2038::143</td>\n",
       "      <td>10091</td>\n",
       "      <td>111960252</td>\n",
       "      <td>5391</td>\n",
       "      <td>4031649</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969496</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 12:00:00</td>\n",
       "      <td>45.57.39.137</td>\n",
       "      <td>15560</td>\n",
       "      <td>114056313</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>10298</td>\n",
       "      <td>110912874</td>\n",
       "      <td>5262</td>\n",
       "      <td>3143439</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969497</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 13:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>15883</td>\n",
       "      <td>97376405</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>10614</td>\n",
       "      <td>111317453</td>\n",
       "      <td>5269</td>\n",
       "      <td>-13941048</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969498</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 14:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>14227</td>\n",
       "      <td>88096437</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>10298</td>\n",
       "      <td>114755419</td>\n",
       "      <td>3929</td>\n",
       "      <td>-26658982</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969499</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 15:00:00</td>\n",
       "      <td>45.57.39.140</td>\n",
       "      <td>14475</td>\n",
       "      <td>93423127</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>10428</td>\n",
       "      <td>110998597</td>\n",
       "      <td>4047</td>\n",
       "      <td>-17575470</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969500</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 16:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>15762</td>\n",
       "      <td>103571610</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>10256</td>\n",
       "      <td>114826740</td>\n",
       "      <td>5506</td>\n",
       "      <td>-11255130</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969501</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 17:00:00</td>\n",
       "      <td>45.57.39.136</td>\n",
       "      <td>11609</td>\n",
       "      <td>114239406</td>\n",
       "      <td>2a00:86c0:2038:2038::135</td>\n",
       "      <td>9980</td>\n",
       "      <td>113547250</td>\n",
       "      <td>1629</td>\n",
       "      <td>692156</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969502</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>15262</td>\n",
       "      <td>92345895</td>\n",
       "      <td>2a00:86c0:2039:2039::141</td>\n",
       "      <td>9860</td>\n",
       "      <td>112323896</td>\n",
       "      <td>5402</td>\n",
       "      <td>-19978001</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969503</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>14564</td>\n",
       "      <td>116343808</td>\n",
       "      <td>2a00:86c0:2039:2039::142</td>\n",
       "      <td>11343</td>\n",
       "      <td>95874373</td>\n",
       "      <td>3221</td>\n",
       "      <td>20469435</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969504</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>16070</td>\n",
       "      <td>112994705</td>\n",
       "      <td>2a00:86c0:2038:2038::141</td>\n",
       "      <td>9445</td>\n",
       "      <td>112935593</td>\n",
       "      <td>6625</td>\n",
       "      <td>59112</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969505</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>45.57.38.136</td>\n",
       "      <td>8073</td>\n",
       "      <td>110344130</td>\n",
       "      <td>2a00:86c0:2038:2038::145</td>\n",
       "      <td>5363</td>\n",
       "      <td>98027453</td>\n",
       "      <td>2710</td>\n",
       "      <td>12316677</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969506</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>45.57.39.143</td>\n",
       "      <td>14923</td>\n",
       "      <td>109319621</td>\n",
       "      <td>2a00:86c0:2038:2038::138</td>\n",
       "      <td>10461</td>\n",
       "      <td>110777402</td>\n",
       "      <td>4462</td>\n",
       "      <td>-1457781</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969507</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>6115</td>\n",
       "      <td>115094496</td>\n",
       "      <td>2a00:86c0:2038:2038::139</td>\n",
       "      <td>9981</td>\n",
       "      <td>102162546</td>\n",
       "      <td>-3866</td>\n",
       "      <td>12931950</td>\n",
       "      <td>v6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>969508 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        unit_id               dtime      address_v4  connect_time_v4  \\\n",
       "0        123256 2016-07-22 00:00:00  198.38.119.140            20515   \n",
       "1        123256 2016-07-22 02:00:00  198.38.118.140            20570   \n",
       "2        123256 2016-07-22 04:00:00  198.38.119.149            15614   \n",
       "3        123256 2016-07-22 10:00:00  198.38.119.149            18534   \n",
       "4        123256 2016-07-22 13:00:00  198.38.117.153            23514   \n",
       "5        123256 2016-07-22 14:00:00  198.38.118.141            19945   \n",
       "6        123256 2016-07-22 15:00:00  198.38.118.141            18305   \n",
       "7        123256 2016-07-22 17:00:00  198.38.119.145            21400   \n",
       "8        123256 2016-07-22 19:00:00  198.38.118.143            20945   \n",
       "9        123256 2016-07-22 23:00:00  198.38.116.148            25450   \n",
       "10       143666 2016-07-22 00:00:00   37.77.191.146           168080   \n",
       "11       143666 2016-07-22 01:00:00   37.77.191.146           168065   \n",
       "12       143666 2016-07-22 02:00:00   37.77.190.144           160866   \n",
       "13       143666 2016-07-22 03:00:00   37.77.190.140           167942   \n",
       "14       143666 2016-07-22 04:00:00   37.77.191.143           168138   \n",
       "15       143666 2016-07-22 05:00:00   37.77.191.141           168179   \n",
       "16       143666 2016-07-22 06:00:00   37.77.191.145           168330   \n",
       "17       143666 2016-07-22 08:00:00   37.77.190.149           168022   \n",
       "18       143666 2016-07-22 09:00:00   37.77.191.146           161009   \n",
       "19       143666 2016-07-22 11:00:00   37.77.191.146           168222   \n",
       "20       143666 2016-07-22 12:00:00   37.77.191.146           168177   \n",
       "21       143666 2016-07-22 13:00:00   37.77.191.146           168111   \n",
       "22       143666 2016-07-22 14:00:00   37.77.190.143           168177   \n",
       "23       143666 2016-07-22 15:00:00   37.77.190.141           160907   \n",
       "24       143666 2016-07-22 16:00:00   37.77.191.146           167981   \n",
       "25       143666 2016-07-22 17:00:00   37.77.190.149           167886   \n",
       "26       143666 2016-07-22 18:00:00   37.77.190.143           168010   \n",
       "27       143666 2016-07-22 19:00:00   37.77.191.146           168209   \n",
       "28       143666 2016-07-22 20:00:00   37.77.191.146           168014   \n",
       "29       143666 2016-07-22 21:00:00   37.77.191.146           168158   \n",
       "...         ...                 ...             ...              ...   \n",
       "969478   950232 2019-05-03 18:00:00   23.246.58.135            19904   \n",
       "969479   950232 2019-05-03 19:00:00    45.57.11.133            20155   \n",
       "969480   950232 2019-05-03 20:00:00    45.57.11.133            17871   \n",
       "969481   950232 2019-05-03 21:00:00    45.57.11.133            18298   \n",
       "969482   950232 2019-05-03 22:00:00   23.246.59.137            17696   \n",
       "969483   950232 2019-05-03 23:00:00   23.246.59.137            17806   \n",
       "969484   950234 2019-05-03 00:00:00    45.57.39.138            19431   \n",
       "969485   950234 2019-05-03 01:00:00    45.57.38.138            17356   \n",
       "969486   950234 2019-05-03 02:00:00    45.57.39.145            15973   \n",
       "969487   950234 2019-05-03 03:00:00    45.57.39.139            14516   \n",
       "969488   950234 2019-05-03 04:00:00    45.57.39.141            13255   \n",
       "969489   950234 2019-05-03 05:00:00    45.57.39.131            13025   \n",
       "969490   950234 2019-05-03 06:00:00    45.57.38.142            14821   \n",
       "969491   950234 2019-05-03 07:00:00    45.57.39.142            18052   \n",
       "969492   950234 2019-05-03 08:00:00    45.57.39.143            11313   \n",
       "969493   950234 2019-05-03 09:00:00    45.57.38.145            14814   \n",
       "969494   950234 2019-05-03 10:00:00    45.57.39.145            14950   \n",
       "969495   950234 2019-05-03 11:00:00    45.57.38.143            15482   \n",
       "969496   950234 2019-05-03 12:00:00    45.57.39.137            15560   \n",
       "969497   950234 2019-05-03 13:00:00    45.57.38.144            15883   \n",
       "969498   950234 2019-05-03 14:00:00    45.57.38.138            14227   \n",
       "969499   950234 2019-05-03 15:00:00    45.57.39.140            14475   \n",
       "969500   950234 2019-05-03 16:00:00    45.57.38.143            15762   \n",
       "969501   950234 2019-05-03 17:00:00    45.57.39.136            11609   \n",
       "969502   950234 2019-05-03 18:00:00    45.57.38.141            15262   \n",
       "969503   950234 2019-05-03 19:00:00    45.57.38.138            14564   \n",
       "969504   950234 2019-05-03 20:00:00    45.57.38.144            16070   \n",
       "969505   950234 2019-05-03 21:00:00    45.57.38.136             8073   \n",
       "969506   950234 2019-05-03 22:00:00    45.57.39.143            14923   \n",
       "969507   950234 2019-05-03 23:00:00    45.57.38.141             6115   \n",
       "\n",
       "        bytes_sec_v4                address_v6  connect_time_v6  bytes_sec_v6  \\\n",
       "0           10371717    2a00:86c0:119:119::145            16803      10674265   \n",
       "1           10751181    2a00:86c0:119:119::142            17350      10958991   \n",
       "2           10388970    2a00:86c0:116:116::145            18747       9191069   \n",
       "3            9844976    2a00:86c0:116:116::148            25121       8356098   \n",
       "4            8260807    2a00:86c0:118:118::143            14076      10857188   \n",
       "5           10729881    2a00:86c0:118:118::149            14320      10756554   \n",
       "6            8935313    2a00:86c0:119:119::142            17494      10573729   \n",
       "7           10431608    2a00:86c0:116:116::148            22151       9316159   \n",
       "8           10121108    2a00:86c0:119:119::148            14430      10861696   \n",
       "9            8773578    2a00:86c0:119:119::146            18686      10890393   \n",
       "10            649582    2a00:86c0:114:114::142           133849        771148   \n",
       "11            657463    2a00:86c0:115:115::161           133494        803367   \n",
       "12            636206    2a00:86c0:115:115::161           133659        799569   \n",
       "13            565682    2a00:86c0:115:115::161           133770        819173   \n",
       "14            674243    2a00:86c0:114:114::152           133711        771531   \n",
       "15            563133    2a00:86c0:114:114::142           133901        809579   \n",
       "16            624046    2a00:86c0:114:114::152           133782        770817   \n",
       "17            715964    2a00:86c0:115:115::137           133901        796815   \n",
       "18            665431    2a00:86c0:114:114::152           133958        728401   \n",
       "19            555889    2a00:86c0:114:114::152           133652        611616   \n",
       "20            676573    2a00:86c0:114:114::142           133836        794719   \n",
       "21            647635    2a00:86c0:115:115::135           133864        774204   \n",
       "22            669559    2a00:86c0:114:114::152           133749        625101   \n",
       "23            691141    2a00:86c0:115:115::152           133750        773067   \n",
       "24            656892    2a00:86c0:114:114::152           133728        771132   \n",
       "25            563579    2a00:86c0:114:114::152           133780        807957   \n",
       "26            566304    2a00:86c0:115:115::140           133963        817370   \n",
       "27            562868    2a00:86c0:114:114::142           133841        806715   \n",
       "28            673995    2a00:86c0:114:114::152           134165        778339   \n",
       "29            565574    2a00:86c0:115:115::151           133834        856537   \n",
       "...              ...                       ...              ...           ...   \n",
       "969478      58620108  2a00:86c0:1001:1059::137            14436       9930683   \n",
       "969479      44327127  2a00:86c0:1000:1058::163            14736       8040928   \n",
       "969480      37420688  2a00:86c0:1001:1059::137            15634      22926405   \n",
       "969481      25759528  2a00:86c0:1000:1058::180            15580      22299878   \n",
       "969482      56386574  2a00:86c0:1000:1058::180            15034      10788123   \n",
       "969483      32027411  2a00:86c0:1000:1058::144            14675       7361854   \n",
       "969484     114847648  2a00:86c0:2038:2038::140             4845      99197922   \n",
       "969485     114380589  2a00:86c0:2039:2039::135            10526      93671103   \n",
       "969486     113491686  2a00:86c0:2039:2039::140            10185      69680382   \n",
       "969487     111687031  2a00:86c0:2039:2039::146            10648     111724320   \n",
       "969488     112091294  2a00:86c0:2039:2039::138            12089      79877550   \n",
       "969489      43962973  2a00:86c0:2038:2038::136             9793      68797514   \n",
       "969490     113634458  2a00:86c0:2039:2039::143            11190     112440766   \n",
       "969491     112906335  2a00:86c0:2038:2038::139             9397     111760777   \n",
       "969492     116590206  2a00:86c0:2039:2039::139            11599     112839934   \n",
       "969493     116255662  2a00:86c0:2039:2039::143             9456     113200953   \n",
       "969494      93446163  2a00:86c0:2039:2039::137            10629     101212682   \n",
       "969495     115991901  2a00:86c0:2038:2038::143            10091     111960252   \n",
       "969496     114056313  2a00:86c0:2039:2039::137            10298     110912874   \n",
       "969497      97376405  2a00:86c0:2039:2039::140            10614     111317453   \n",
       "969498      88096437  2a00:86c0:2039:2039::138            10298     114755419   \n",
       "969499      93423127  2a00:86c0:2039:2039::138            10428     110998597   \n",
       "969500     103571610  2a00:86c0:2039:2039::140            10256     114826740   \n",
       "969501     114239406  2a00:86c0:2038:2038::135             9980     113547250   \n",
       "969502      92345895  2a00:86c0:2039:2039::141             9860     112323896   \n",
       "969503     116343808  2a00:86c0:2039:2039::142            11343      95874373   \n",
       "969504     112994705  2a00:86c0:2038:2038::141             9445     112935593   \n",
       "969505     110344130  2a00:86c0:2038:2038::145             5363      98027453   \n",
       "969506     109319621  2a00:86c0:2038:2038::138            10461     110777402   \n",
       "969507     115094496  2a00:86c0:2038:2038::139             9981     102162546   \n",
       "\n",
       "        delta_connect_time  delta_bytes_sec pref_version  \n",
       "0                     3712          -302548           v6  \n",
       "1                     3220          -207810           v6  \n",
       "2                    -3133          1197901           v6  \n",
       "3                    -6587          1488878           v6  \n",
       "4                     9438         -2596381           v6  \n",
       "5                     5625           -26673           v6  \n",
       "6                      811         -1638416           v6  \n",
       "7                     -751          1115449           v6  \n",
       "8                     6515          -740588           v6  \n",
       "9                     6764         -2116815           v6  \n",
       "10                   34231          -121566           v6  \n",
       "11                   34571          -145904           v6  \n",
       "12                   27207          -163363           v6  \n",
       "13                   34172          -253491           v6  \n",
       "14                   34427           -97288           v6  \n",
       "15                   34278          -246446           v6  \n",
       "16                   34548          -146771           v6  \n",
       "17                   34121           -80851           v6  \n",
       "18                   27051           -62970           v6  \n",
       "19                   34570           -55727           v6  \n",
       "20                   34341          -118146           v6  \n",
       "21                   34247          -126569           v6  \n",
       "22                   34428            44458           v6  \n",
       "23                   27157           -81926           v6  \n",
       "24                   34253          -114240           v6  \n",
       "25                   34106          -244378           v6  \n",
       "26                   34047          -251066           v6  \n",
       "27                   34368          -243847           v6  \n",
       "28                   33849          -104344           v6  \n",
       "29                   34324          -290963           v6  \n",
       "...                    ...              ...          ...  \n",
       "969478                5468         48689425           v6  \n",
       "969479                5419         36286199           v6  \n",
       "969480                2237         14494283           v6  \n",
       "969481                2718          3459650           v6  \n",
       "969482                2662         45598451           v6  \n",
       "969483                3131         24665557           v6  \n",
       "969484               14586         15649726           v6  \n",
       "969485                6830         20709486           v6  \n",
       "969486                5788         43811304           v6  \n",
       "969487                3868           -37289           v6  \n",
       "969488                1166         32213744           v6  \n",
       "969489                3232        -24834541           v6  \n",
       "969490                3631          1193692           v6  \n",
       "969491                8655          1145558           v6  \n",
       "969492                -286          3750272           v6  \n",
       "969493                5358          3054709           v6  \n",
       "969494                4321         -7766519           v6  \n",
       "969495                5391          4031649           v6  \n",
       "969496                5262          3143439           v6  \n",
       "969497                5269        -13941048           v6  \n",
       "969498                3929        -26658982           v6  \n",
       "969499                4047        -17575470           v6  \n",
       "969500                5506        -11255130           v6  \n",
       "969501                1629           692156           v6  \n",
       "969502                5402        -19978001           v6  \n",
       "969503                3221         20469435           v6  \n",
       "969504                6625            59112           v6  \n",
       "969505                2710         12316677           v6  \n",
       "969506                4462         -1457781           v6  \n",
       "969507               -3866         12931950           v6  \n",
       "\n",
       "[969508 rows x 11 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# determine whether v4 or v6 would have been preferred based on Happy Eyeballs algorithm\n",
    "netflix_merged['pref_version'] = netflix_merged.apply(preferred_version, axis=1)\n",
    "netflix_merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "v6    963925\n",
       "v4      5583\n",
       "Name: pref_version, dtype: int64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix_merged['pref_version'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "# splitting dtime into separate columns for more flexibility\n",
    "netflix_merged['year'] = netflix_merged['dtime'].dt.year \n",
    "netflix_merged['month'] = netflix_merged['dtime'].dt.month\n",
    "netflix_merged['day'] = netflix_merged['dtime'].dt.day\n",
    "netflix_merged['hour'] = netflix_merged['dtime'].dt.hour"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Considering Local Time of Probe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "local_time = netflix_merged.copy()\n",
    "probe_tz = pd.read_csv('../metadata/probes-timezones.csv', sep=';')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>unit_id</th>\n",
       "      <th>msmid</th>\n",
       "      <th>location</th>\n",
       "      <th>timezone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>62712</td>\n",
       "      <td>28f784568afa11e2b54500e08147c934</td>\n",
       "      <td>Bremen</td>\n",
       "      <td>Europe/Berlin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>123256</td>\n",
       "      <td>bdf8bc9a8af611e2a74900e08147c934</td>\n",
       "      <td>Munich</td>\n",
       "      <td>Europe/Berlin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>148644</td>\n",
       "      <td>635cd9468afc11e2901a00e08147c934</td>\n",
       "      <td>Braunschweig</td>\n",
       "      <td>Europe/Berlin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>148650</td>\n",
       "      <td>915c1bf6b4a311e2a0d300e08147c934</td>\n",
       "      <td>Oldenburg</td>\n",
       "      <td>Europe/Berlin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>167808</td>\n",
       "      <td>28ea168ace7111e28ebf00e08147c934</td>\n",
       "      <td>London</td>\n",
       "      <td>Europe/London</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   unit_id                             msmid      location       timezone\n",
       "0    62712  28f784568afa11e2b54500e08147c934        Bremen  Europe/Berlin\n",
       "1   123256  bdf8bc9a8af611e2a74900e08147c934        Munich  Europe/Berlin\n",
       "2   148644  635cd9468afc11e2901a00e08147c934  Braunschweig  Europe/Berlin\n",
       "3   148650  915c1bf6b4a311e2a0d300e08147c934     Oldenburg  Europe/Berlin\n",
       "4   167808  28ea168ace7111e28ebf00e08147c934        London  Europe/London"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "probe_tz.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "# join with location; interpret original time as UTC\n",
    "local_time = local_time.merge(probe_tz, on=['unit_id'])\n",
    "local_time['dtime'] = local_time['dtime'].dt.tz_localize('utc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>unit_id</th>\n",
       "      <th>dtime</th>\n",
       "      <th>address_v4</th>\n",
       "      <th>connect_time_v4</th>\n",
       "      <th>bytes_sec_v4</th>\n",
       "      <th>address_v6</th>\n",
       "      <th>connect_time_v6</th>\n",
       "      <th>bytes_sec_v6</th>\n",
       "      <th>delta_connect_time</th>\n",
       "      <th>delta_bytes_sec</th>\n",
       "      <th>pref_version</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
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       "      <th>hour</th>\n",
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       "      <th>timezone</th>\n",
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       "      <td>2016-07-22 00:00:00+00:00</td>\n",
       "      <td>198.38.119.140</td>\n",
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       "      <td>bdf8bc9a8af611e2a74900e08147c934</td>\n",
       "      <td>Munich</td>\n",
       "      <td>Europe/Berlin</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 02:00:00+00:00</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>20570</td>\n",
       "      <td>10751181</td>\n",
       "      <td>2a00:86c0:119:119::142</td>\n",
       "      <td>17350</td>\n",
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       "      <td>3220</td>\n",
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       "      <td>v6</td>\n",
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       "      <td>7</td>\n",
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       "      <td>2</td>\n",
       "      <td>bdf8bc9a8af611e2a74900e08147c934</td>\n",
       "      <td>Munich</td>\n",
       "      <td>Europe/Berlin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 04:00:00+00:00</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>15614</td>\n",
       "      <td>10388970</td>\n",
       "      <td>2a00:86c0:116:116::145</td>\n",
       "      <td>18747</td>\n",
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       "      <td>1197901</td>\n",
       "      <td>v6</td>\n",
       "      <td>2016</td>\n",
       "      <td>7</td>\n",
       "      <td>22</td>\n",
       "      <td>4</td>\n",
       "      <td>bdf8bc9a8af611e2a74900e08147c934</td>\n",
       "      <td>Munich</td>\n",
       "      <td>Europe/Berlin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 10:00:00+00:00</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>18534</td>\n",
       "      <td>9844976</td>\n",
       "      <td>2a00:86c0:116:116::148</td>\n",
       "      <td>25121</td>\n",
       "      <td>8356098</td>\n",
       "      <td>-6587</td>\n",
       "      <td>1488878</td>\n",
       "      <td>v6</td>\n",
       "      <td>2016</td>\n",
       "      <td>7</td>\n",
       "      <td>22</td>\n",
       "      <td>10</td>\n",
       "      <td>bdf8bc9a8af611e2a74900e08147c934</td>\n",
       "      <td>Munich</td>\n",
       "      <td>Europe/Berlin</td>\n",
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       "      <th>4</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 13:00:00+00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>23514</td>\n",
       "      <td>8260807</td>\n",
       "      <td>2a00:86c0:118:118::143</td>\n",
       "      <td>14076</td>\n",
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       "      <td>13</td>\n",
       "      <td>bdf8bc9a8af611e2a74900e08147c934</td>\n",
       "      <td>Munich</td>\n",
       "      <td>Europe/Berlin</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "   unit_id                     dtime      address_v4  connect_time_v4  \\\n",
       "0   123256 2016-07-22 00:00:00+00:00  198.38.119.140            20515   \n",
       "1   123256 2016-07-22 02:00:00+00:00  198.38.118.140            20570   \n",
       "2   123256 2016-07-22 04:00:00+00:00  198.38.119.149            15614   \n",
       "3   123256 2016-07-22 10:00:00+00:00  198.38.119.149            18534   \n",
       "4   123256 2016-07-22 13:00:00+00:00  198.38.117.153            23514   \n",
       "\n",
       "   bytes_sec_v4              address_v6  connect_time_v6  bytes_sec_v6  \\\n",
       "0      10371717  2a00:86c0:119:119::145            16803      10674265   \n",
       "1      10751181  2a00:86c0:119:119::142            17350      10958991   \n",
       "2      10388970  2a00:86c0:116:116::145            18747       9191069   \n",
       "3       9844976  2a00:86c0:116:116::148            25121       8356098   \n",
       "4       8260807  2a00:86c0:118:118::143            14076      10857188   \n",
       "\n",
       "   delta_connect_time  delta_bytes_sec pref_version  year  month  day  hour  \\\n",
       "0                3712          -302548           v6  2016      7   22     0   \n",
       "1                3220          -207810           v6  2016      7   22     2   \n",
       "2               -3133          1197901           v6  2016      7   22     4   \n",
       "3               -6587          1488878           v6  2016      7   22    10   \n",
       "4                9438         -2596381           v6  2016      7   22    13   \n",
       "\n",
       "                              msmid location       timezone  \n",
       "0  bdf8bc9a8af611e2a74900e08147c934   Munich  Europe/Berlin  \n",
       "1  bdf8bc9a8af611e2a74900e08147c934   Munich  Europe/Berlin  \n",
       "2  bdf8bc9a8af611e2a74900e08147c934   Munich  Europe/Berlin  \n",
       "3  bdf8bc9a8af611e2a74900e08147c934   Munich  Europe/Berlin  \n",
       "4  bdf8bc9a8af611e2a74900e08147c934   Munich  Europe/Berlin  "
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "local_time.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert from UTC to local time, based on location\n",
    "def utc_to_local(time, zone):\n",
    "    return time.tz_convert(zone)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "local_time['local_time'] = local_time.apply(lambda x: utc_to_local(x['dtime'], x['timezone']), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "# determine local hour\n",
    "local_time['local_hour'] = local_time['local_time'].apply(lambda x: x.hour)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>2</th>\n",
       "      <td>2016-07-22 04:00:00+00:00</td>\n",
       "      <td>2016-07-22 06:00:00+02:00</td>\n",
       "      <td>6</td>\n",
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       "      <th>3</th>\n",
       "      <td>2016-07-22 10:00:00+00:00</td>\n",
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       "      <td>12</td>\n",
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       "      <th>4</th>\n",
       "      <td>2016-07-22 13:00:00+00:00</td>\n",
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       "      <td>15</td>\n",
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      ],
      "text/plain": [
       "                      dtime                 local_time  local_hour\n",
       "0 2016-07-22 00:00:00+00:00  2016-07-22 02:00:00+02:00           2\n",
       "1 2016-07-22 02:00:00+00:00  2016-07-22 04:00:00+02:00           4\n",
       "2 2016-07-22 04:00:00+00:00  2016-07-22 06:00:00+02:00           6\n",
       "3 2016-07-22 10:00:00+00:00  2016-07-22 12:00:00+02:00          12\n",
       "4 2016-07-22 13:00:00+00:00  2016-07-22 15:00:00+02:00          15"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "local_time[['dtime', 'local_time', 'local_hour']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <th>8</th>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.998494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>10.0</td>\n",
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       "      <th>11</th>\n",
       "      <td>62712.0</td>\n",
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       "      <th>12</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.000000</td>\n",
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       "      <th>13</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.998496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.998483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.996909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.993902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>62712.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>123256.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>123256.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>123256.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>123256.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>123256.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>123256.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2123</th>\n",
       "      <td>950238.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.996226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2124</th>\n",
       "      <td>950238.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.994118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2125</th>\n",
       "      <td>950238.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.996139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2126</th>\n",
       "      <td>950238.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.988636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2127</th>\n",
       "      <td>950238.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2128</th>\n",
       "      <td>950238.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.988848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2129</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2130</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2131</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2132</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2133</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2134</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2135</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2136</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2137</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2138</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2139</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2140</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2141</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2143</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2144</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2145</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2146</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2147</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2148</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2149</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2150</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2151</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2152</th>\n",
       "      <td>950240.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2153 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       unit_id  local_hour   v6_pref\n",
       "0      62712.0         0.0  1.000000\n",
       "1      62712.0         1.0  1.000000\n",
       "2      62712.0         2.0  1.000000\n",
       "3      62712.0         3.0  1.000000\n",
       "4      62712.0         4.0  1.000000\n",
       "5      62712.0         5.0  1.000000\n",
       "6      62712.0         6.0  0.998485\n",
       "7      62712.0         7.0  1.000000\n",
       "8      62712.0         8.0  0.989346\n",
       "9      62712.0         9.0  0.998494\n",
       "10     62712.0        10.0  0.997010\n",
       "11     62712.0        11.0  1.000000\n",
       "12     62712.0        12.0  1.000000\n",
       "13     62712.0        13.0  0.998496\n",
       "14     62712.0        14.0  0.998483\n",
       "15     62712.0        15.0  1.000000\n",
       "16     62712.0        16.0  1.000000\n",
       "17     62712.0        17.0  1.000000\n",
       "18     62712.0        18.0  1.000000\n",
       "19     62712.0        19.0  0.996909\n",
       "20     62712.0        20.0  1.000000\n",
       "21     62712.0        21.0  0.993902\n",
       "22     62712.0        22.0  1.000000\n",
       "23     62712.0        23.0  1.000000\n",
       "24    123256.0         0.0  1.000000\n",
       "25    123256.0         1.0  1.000000\n",
       "26    123256.0         2.0  1.000000\n",
       "27    123256.0         3.0  1.000000\n",
       "28    123256.0         4.0  1.000000\n",
       "29    123256.0         5.0  1.000000\n",
       "...        ...         ...       ...\n",
       "2123  950238.0        18.0  0.996226\n",
       "2124  950238.0        19.0  0.994118\n",
       "2125  950238.0        20.0  0.996139\n",
       "2126  950238.0        21.0  0.988636\n",
       "2127  950238.0        22.0  1.000000\n",
       "2128  950238.0        23.0  0.988848\n",
       "2129  950240.0         0.0  1.000000\n",
       "2130  950240.0         1.0  1.000000\n",
       "2131  950240.0         2.0  1.000000\n",
       "2132  950240.0         3.0  1.000000\n",
       "2133  950240.0         4.0  1.000000\n",
       "2134  950240.0         5.0  1.000000\n",
       "2135  950240.0         6.0  1.000000\n",
       "2136  950240.0         7.0  1.000000\n",
       "2137  950240.0         8.0  1.000000\n",
       "2138  950240.0         9.0  1.000000\n",
       "2139  950240.0        10.0  1.000000\n",
       "2140  950240.0        11.0  1.000000\n",
       "2141  950240.0        12.0  1.000000\n",
       "2142  950240.0        13.0  1.000000\n",
       "2143  950240.0        14.0  1.000000\n",
       "2144  950240.0        15.0  1.000000\n",
       "2145  950240.0        16.0  1.000000\n",
       "2146  950240.0        17.0  1.000000\n",
       "2147  950240.0        18.0  1.000000\n",
       "2148  950240.0        19.0  1.000000\n",
       "2149  950240.0        20.0  1.000000\n",
       "2150  950240.0        21.0  1.000000\n",
       "2151  950240.0        22.0  1.000000\n",
       "2152  950240.0        23.0  1.000000\n",
       "\n",
       "[2153 rows x 3 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# group by local probe and local hour to determine frequency of v6 preference\n",
    "\n",
    "hourly_pref_grouped = local_time.groupby(['unit_id', 'local_hour'])\n",
    "hourly_pref = pd.DataFrame(columns=['unit_id', 'local_hour', 'v6_pref'])\n",
    "\n",
    "for name, grp in hourly_pref_grouped:\n",
    "    pref = ((grp['pref_version'].values == 'v6').sum()*1.0)/len(grp)\n",
    "    date = grp['local_hour'].iloc[0]\n",
    "    unit_id = grp['unit_id'].iloc[0]\n",
    "    \n",
    "    hourly_pref = hourly_pref.append({'unit_id' : unit_id, 'local_hour' : date, 'v6_pref' : pref},\n",
    "                                     ignore_index=True)\n",
    "hourly_pref"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "hourly_pref['unit_id'] = hourly_pref['unit_id'].astype(int)\n",
    "hourly_pref['local_hour'] = hourly_pref['local_hour'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn = sqlite3.connect('../data/netflix-data-aggregated.db')\n",
    "conn.text_factory = str\n",
    "hourly_pref.to_sql(name = 'v6_pref_probe_hour', con=conn, index=False, if_exists='replace')\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# `traceroute` to Netflix servers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "# only take completed traceroute measurements into account\n",
    "conn = sqlite3.connect('../data/netflix-data.db')\n",
    "traceroute_df = pd.read_sql_query('select unit_id, dtime, \\\n",
    "                                   destination, \\\n",
    "                                   ttl, \\\n",
    "                                   rtt \\\n",
    "                                   from traceroute \\\n",
    "                                   where status == \"COMPLETED\" and endpoint == destination',\n",
    "                                   con=conn, parse_dates=['dtime'])\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pre-process data as above\n",
    "traceroute_df = traceroute_df[~traceroute_df['unit_id'].isin(faulty_probes)]\n",
    "traceroute_df.drop_duplicates(inplace=True)\n",
    "traceroute_df['dtime'] = traceroute_df['dtime'].dt.floor('h')\n",
    "traceroute_df['rtt'] = traceroute_df['rtt'].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>unit_id</th>\n",
       "      <th>dtime</th>\n",
       "      <th>destination</th>\n",
       "      <th>ttl</th>\n",
       "      <th>rtt</th>\n",
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       "  <tbody>\n",
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       "      <th>42</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>198.38.117.146</td>\n",
       "      <td>8</td>\n",
       "      <td>8.810</td>\n",
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       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>198.38.117.146</td>\n",
       "      <td>8</td>\n",
       "      <td>8.252</td>\n",
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       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>8</td>\n",
       "      <td>7.883</td>\n",
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       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 05:00:00</td>\n",
       "      <td>198.38.116.153</td>\n",
       "      <td>8</td>\n",
       "      <td>8.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 06:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>8</td>\n",
       "      <td>7.934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 07:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8</td>\n",
       "      <td>8.147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 09:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8</td>\n",
       "      <td>7.985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>198.38.117.147</td>\n",
       "      <td>8</td>\n",
       "      <td>7.877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>198.38.117.152</td>\n",
       "      <td>8</td>\n",
       "      <td>8.029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 12:00:00</td>\n",
       "      <td>198.38.117.149</td>\n",
       "      <td>8</td>\n",
       "      <td>8.697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8</td>\n",
       "      <td>8.051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>8</td>\n",
       "      <td>8.272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8</td>\n",
       "      <td>7.946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 16:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8</td>\n",
       "      <td>8.161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>198.38.117.140</td>\n",
       "      <td>8</td>\n",
       "      <td>8.013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 18:00:00</td>\n",
       "      <td>198.38.117.145</td>\n",
       "      <td>8</td>\n",
       "      <td>7.908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>198.38.117.154</td>\n",
       "      <td>8</td>\n",
       "      <td>7.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 20:00:00</td>\n",
       "      <td>198.38.117.141</td>\n",
       "      <td>8</td>\n",
       "      <td>8.040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 21:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8</td>\n",
       "      <td>8.045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 22:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8</td>\n",
       "      <td>7.998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 23:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8</td>\n",
       "      <td>7.979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>9</td>\n",
       "      <td>14.370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>8</td>\n",
       "      <td>16.989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>8</td>\n",
       "      <td>16.136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>2a00:86c0:119:119::142</td>\n",
       "      <td>9</td>\n",
       "      <td>15.826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>198.38.118.146</td>\n",
       "      <td>8</td>\n",
       "      <td>16.529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>8</td>\n",
       "      <td>22.194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>2a00:86c0:116:116::145</td>\n",
       "      <td>11</td>\n",
       "      <td>20.654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 05:00:00</td>\n",
       "      <td>2a00:86c0:117:117::141</td>\n",
       "      <td>11</td>\n",
       "      <td>18.596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>2a00:86c0:116:116::148</td>\n",
       "      <td>11</td>\n",
       "      <td>23.037</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>8943178</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 09:00:00</td>\n",
       "      <td>45.57.38.145</td>\n",
       "      <td>7</td>\n",
       "      <td>10.315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943179</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 09:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::143</td>\n",
       "      <td>7</td>\n",
       "      <td>9.750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943180</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 10:00:00</td>\n",
       "      <td>45.57.39.145</td>\n",
       "      <td>6</td>\n",
       "      <td>14.264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943181</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 10:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>6</td>\n",
       "      <td>10.259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943182</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 11:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>7</td>\n",
       "      <td>10.756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943183</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 11:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::143</td>\n",
       "      <td>6</td>\n",
       "      <td>10.619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943184</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 12:00:00</td>\n",
       "      <td>45.57.39.137</td>\n",
       "      <td>6</td>\n",
       "      <td>10.459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943185</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 12:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>6</td>\n",
       "      <td>8.968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943186</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 13:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>6</td>\n",
       "      <td>10.813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943187</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 13:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>7</td>\n",
       "      <td>10.738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943188</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 14:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>7</td>\n",
       "      <td>10.297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943189</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 14:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>7</td>\n",
       "      <td>13.246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943190</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 15:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>7</td>\n",
       "      <td>10.608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943191</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 15:00:00</td>\n",
       "      <td>45.57.39.140</td>\n",
       "      <td>6</td>\n",
       "      <td>10.454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943192</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 16:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>7</td>\n",
       "      <td>10.503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943193</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 16:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>6</td>\n",
       "      <td>10.520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943194</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 17:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::135</td>\n",
       "      <td>7</td>\n",
       "      <td>10.336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943195</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 17:00:00</td>\n",
       "      <td>45.57.39.136</td>\n",
       "      <td>7</td>\n",
       "      <td>10.600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943196</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::141</td>\n",
       "      <td>7</td>\n",
       "      <td>10.923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943197</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>7</td>\n",
       "      <td>10.962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943198</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::142</td>\n",
       "      <td>7</td>\n",
       "      <td>9.648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943199</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>7</td>\n",
       "      <td>9.789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943200</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>7</td>\n",
       "      <td>9.947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943201</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::141</td>\n",
       "      <td>6</td>\n",
       "      <td>9.825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943202</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>45.57.38.136</td>\n",
       "      <td>7</td>\n",
       "      <td>12.507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943203</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::145</td>\n",
       "      <td>7</td>\n",
       "      <td>13.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943204</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>45.57.39.143</td>\n",
       "      <td>7</td>\n",
       "      <td>9.526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943205</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::138</td>\n",
       "      <td>6</td>\n",
       "      <td>11.090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943206</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>7</td>\n",
       "      <td>13.506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943207</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::139</td>\n",
       "      <td>6</td>\n",
       "      <td>10.484</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1993770 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         unit_id               dtime               destination  ttl     rtt\n",
       "42         62712 2016-07-22 02:00:00            198.38.117.146    8   8.810\n",
       "43         62712 2016-07-22 03:00:00            198.38.117.146    8   8.252\n",
       "44         62712 2016-07-22 04:00:00            198.38.117.153    8   7.883\n",
       "45         62712 2016-07-22 05:00:00            198.38.116.153    8   8.001\n",
       "46         62712 2016-07-22 06:00:00            198.38.117.153    8   7.934\n",
       "47         62712 2016-07-22 07:00:00            198.38.116.148    8   8.147\n",
       "48         62712 2016-07-22 09:00:00            198.38.116.148    8   7.985\n",
       "49         62712 2016-07-22 10:00:00            198.38.117.147    8   7.877\n",
       "50         62712 2016-07-22 11:00:00            198.38.117.152    8   8.029\n",
       "51         62712 2016-07-22 12:00:00            198.38.117.149    8   8.697\n",
       "52         62712 2016-07-22 13:00:00            198.38.116.148    8   8.051\n",
       "53         62712 2016-07-22 14:00:00            198.38.117.153    8   8.272\n",
       "54         62712 2016-07-22 15:00:00            198.38.116.148    8   7.946\n",
       "55         62712 2016-07-22 16:00:00            198.38.116.148    8   8.161\n",
       "56         62712 2016-07-22 17:00:00            198.38.117.140    8   8.013\n",
       "57         62712 2016-07-22 18:00:00            198.38.117.145    8   7.908\n",
       "58         62712 2016-07-22 19:00:00            198.38.117.154    8   7.976\n",
       "59         62712 2016-07-22 20:00:00            198.38.117.141    8   8.040\n",
       "60         62712 2016-07-22 21:00:00            198.38.116.148    8   8.045\n",
       "61         62712 2016-07-22 22:00:00            198.38.116.148    8   7.998\n",
       "62         62712 2016-07-22 23:00:00            198.38.116.148    8   7.979\n",
       "63        123256 2016-07-22 00:00:00    2a00:86c0:119:119::145    9  14.370\n",
       "64        123256 2016-07-22 00:00:00            198.38.119.140    8  16.989\n",
       "65        123256 2016-07-22 02:00:00            198.38.118.140    8  16.136\n",
       "66        123256 2016-07-22 02:00:00    2a00:86c0:119:119::142    9  15.826\n",
       "67        123256 2016-07-22 03:00:00            198.38.118.146    8  16.529\n",
       "68        123256 2016-07-22 04:00:00            198.38.119.149    8  22.194\n",
       "69        123256 2016-07-22 04:00:00    2a00:86c0:116:116::145   11  20.654\n",
       "70        123256 2016-07-22 05:00:00    2a00:86c0:117:117::141   11  18.596\n",
       "71        123256 2016-07-22 10:00:00    2a00:86c0:116:116::148   11  23.037\n",
       "...          ...                 ...                       ...  ...     ...\n",
       "8943178   950234 2019-05-03 09:00:00              45.57.38.145    7  10.315\n",
       "8943179   950234 2019-05-03 09:00:00  2a00:86c0:2039:2039::143    7   9.750\n",
       "8943180   950234 2019-05-03 10:00:00              45.57.39.145    6  14.264\n",
       "8943181   950234 2019-05-03 10:00:00  2a00:86c0:2039:2039::137    6  10.259\n",
       "8943182   950234 2019-05-03 11:00:00              45.57.38.143    7  10.756\n",
       "8943183   950234 2019-05-03 11:00:00  2a00:86c0:2038:2038::143    6  10.619\n",
       "8943184   950234 2019-05-03 12:00:00              45.57.39.137    6  10.459\n",
       "8943185   950234 2019-05-03 12:00:00  2a00:86c0:2039:2039::137    6   8.968\n",
       "8943186   950234 2019-05-03 13:00:00  2a00:86c0:2039:2039::140    6  10.813\n",
       "8943187   950234 2019-05-03 13:00:00              45.57.38.144    7  10.738\n",
       "8943188   950234 2019-05-03 14:00:00  2a00:86c0:2039:2039::138    7  10.297\n",
       "8943189   950234 2019-05-03 14:00:00              45.57.38.138    7  13.246\n",
       "8943190   950234 2019-05-03 15:00:00  2a00:86c0:2039:2039::138    7  10.608\n",
       "8943191   950234 2019-05-03 15:00:00              45.57.39.140    6  10.454\n",
       "8943192   950234 2019-05-03 16:00:00              45.57.38.143    7  10.503\n",
       "8943193   950234 2019-05-03 16:00:00  2a00:86c0:2039:2039::140    6  10.520\n",
       "8943194   950234 2019-05-03 17:00:00  2a00:86c0:2038:2038::135    7  10.336\n",
       "8943195   950234 2019-05-03 17:00:00              45.57.39.136    7  10.600\n",
       "8943196   950234 2019-05-03 18:00:00  2a00:86c0:2039:2039::141    7  10.923\n",
       "8943197   950234 2019-05-03 18:00:00              45.57.38.141    7  10.962\n",
       "8943198   950234 2019-05-03 19:00:00  2a00:86c0:2039:2039::142    7   9.648\n",
       "8943199   950234 2019-05-03 19:00:00              45.57.38.138    7   9.789\n",
       "8943200   950234 2019-05-03 20:00:00              45.57.38.144    7   9.947\n",
       "8943201   950234 2019-05-03 20:00:00  2a00:86c0:2038:2038::141    6   9.825\n",
       "8943202   950234 2019-05-03 21:00:00              45.57.38.136    7  12.507\n",
       "8943203   950234 2019-05-03 21:00:00  2a00:86c0:2038:2038::145    7  13.175\n",
       "8943204   950234 2019-05-03 22:00:00              45.57.39.143    7   9.526\n",
       "8943205   950234 2019-05-03 22:00:00  2a00:86c0:2038:2038::138    6  11.090\n",
       "8943206   950234 2019-05-03 23:00:00              45.57.38.141    7  13.506\n",
       "8943207   950234 2019-05-03 23:00:00  2a00:86c0:2038:2038::139    6  10.484\n",
       "\n",
       "[1993770 rows x 5 columns]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traceroute_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "# split by v4 and v6\n",
    "traceroute_v4 = traceroute_df[~traceroute_df['destination'].str.contains(':')]\n",
    "traceroute_v6 = traceroute_df[traceroute_df['destination'].str.contains(':')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>unit_id</th>\n",
       "      <th>dtime</th>\n",
       "      <th>destination</th>\n",
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       "      <th>rtt</th>\n",
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       "      <th>42</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>198.38.117.146</td>\n",
       "      <td>8</td>\n",
       "      <td>8.810</td>\n",
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       "      <th>43</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>198.38.117.146</td>\n",
       "      <td>8</td>\n",
       "      <td>8.252</td>\n",
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       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>8</td>\n",
       "      <td>7.883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 05:00:00</td>\n",
       "      <td>198.38.116.153</td>\n",
       "      <td>8</td>\n",
       "      <td>8.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 06:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>8</td>\n",
       "      <td>7.934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 07:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8</td>\n",
       "      <td>8.147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 09:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8</td>\n",
       "      <td>7.985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>198.38.117.147</td>\n",
       "      <td>8</td>\n",
       "      <td>7.877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>198.38.117.152</td>\n",
       "      <td>8</td>\n",
       "      <td>8.029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 12:00:00</td>\n",
       "      <td>198.38.117.149</td>\n",
       "      <td>8</td>\n",
       "      <td>8.697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8</td>\n",
       "      <td>8.051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>8</td>\n",
       "      <td>8.272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8</td>\n",
       "      <td>7.946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 16:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8</td>\n",
       "      <td>8.161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>198.38.117.140</td>\n",
       "      <td>8</td>\n",
       "      <td>8.013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 18:00:00</td>\n",
       "      <td>198.38.117.145</td>\n",
       "      <td>8</td>\n",
       "      <td>7.908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>198.38.117.154</td>\n",
       "      <td>8</td>\n",
       "      <td>7.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 20:00:00</td>\n",
       "      <td>198.38.117.141</td>\n",
       "      <td>8</td>\n",
       "      <td>8.040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 21:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8</td>\n",
       "      <td>8.045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 22:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8</td>\n",
       "      <td>7.998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-07-22 23:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>8</td>\n",
       "      <td>7.979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>8</td>\n",
       "      <td>16.989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>8</td>\n",
       "      <td>16.136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>198.38.118.146</td>\n",
       "      <td>8</td>\n",
       "      <td>16.529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>8</td>\n",
       "      <td>22.194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>8</td>\n",
       "      <td>20.222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>8</td>\n",
       "      <td>15.479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>10</td>\n",
       "      <td>23.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>8</td>\n",
       "      <td>20.608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>8</td>\n",
       "      <td>17.799</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>8943148</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>23.246.58.135</td>\n",
       "      <td>8</td>\n",
       "      <td>23.449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943150</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>9</td>\n",
       "      <td>15.255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943153</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>9</td>\n",
       "      <td>20.743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943154</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>9</td>\n",
       "      <td>17.426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943157</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>23.246.59.137</td>\n",
       "      <td>8</td>\n",
       "      <td>22.849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943158</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>23.246.59.137</td>\n",
       "      <td>8</td>\n",
       "      <td>13.431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943161</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 00:00:00</td>\n",
       "      <td>45.57.39.138</td>\n",
       "      <td>7</td>\n",
       "      <td>9.952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943163</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 01:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>7</td>\n",
       "      <td>9.786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943164</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 02:00:00</td>\n",
       "      <td>45.57.39.145</td>\n",
       "      <td>6</td>\n",
       "      <td>10.844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943166</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 03:00:00</td>\n",
       "      <td>45.57.39.139</td>\n",
       "      <td>7</td>\n",
       "      <td>10.407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943168</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 04:00:00</td>\n",
       "      <td>45.57.39.141</td>\n",
       "      <td>6</td>\n",
       "      <td>13.496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943170</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 05:00:00</td>\n",
       "      <td>45.57.39.131</td>\n",
       "      <td>6</td>\n",
       "      <td>9.409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943172</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 06:00:00</td>\n",
       "      <td>45.57.38.142</td>\n",
       "      <td>8</td>\n",
       "      <td>9.407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943175</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 07:00:00</td>\n",
       "      <td>45.57.39.142</td>\n",
       "      <td>7</td>\n",
       "      <td>10.374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943177</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 08:00:00</td>\n",
       "      <td>45.57.39.143</td>\n",
       "      <td>7</td>\n",
       "      <td>10.348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943178</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 09:00:00</td>\n",
       "      <td>45.57.38.145</td>\n",
       "      <td>7</td>\n",
       "      <td>10.315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943180</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 10:00:00</td>\n",
       "      <td>45.57.39.145</td>\n",
       "      <td>6</td>\n",
       "      <td>14.264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943182</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 11:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>7</td>\n",
       "      <td>10.756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943184</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 12:00:00</td>\n",
       "      <td>45.57.39.137</td>\n",
       "      <td>6</td>\n",
       "      <td>10.459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943187</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 13:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>7</td>\n",
       "      <td>10.738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943189</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 14:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>7</td>\n",
       "      <td>13.246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943191</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 15:00:00</td>\n",
       "      <td>45.57.39.140</td>\n",
       "      <td>6</td>\n",
       "      <td>10.454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943192</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 16:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>7</td>\n",
       "      <td>10.503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943195</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 17:00:00</td>\n",
       "      <td>45.57.39.136</td>\n",
       "      <td>7</td>\n",
       "      <td>10.600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943197</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>7</td>\n",
       "      <td>10.962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943199</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>7</td>\n",
       "      <td>9.789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943200</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>7</td>\n",
       "      <td>9.947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943202</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>45.57.38.136</td>\n",
       "      <td>7</td>\n",
       "      <td>12.507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943204</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>45.57.39.143</td>\n",
       "      <td>7</td>\n",
       "      <td>9.526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943206</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>7</td>\n",
       "      <td>13.506</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1090297 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         unit_id               dtime     destination  ttl     rtt\n",
       "42         62712 2016-07-22 02:00:00  198.38.117.146    8   8.810\n",
       "43         62712 2016-07-22 03:00:00  198.38.117.146    8   8.252\n",
       "44         62712 2016-07-22 04:00:00  198.38.117.153    8   7.883\n",
       "45         62712 2016-07-22 05:00:00  198.38.116.153    8   8.001\n",
       "46         62712 2016-07-22 06:00:00  198.38.117.153    8   7.934\n",
       "47         62712 2016-07-22 07:00:00  198.38.116.148    8   8.147\n",
       "48         62712 2016-07-22 09:00:00  198.38.116.148    8   7.985\n",
       "49         62712 2016-07-22 10:00:00  198.38.117.147    8   7.877\n",
       "50         62712 2016-07-22 11:00:00  198.38.117.152    8   8.029\n",
       "51         62712 2016-07-22 12:00:00  198.38.117.149    8   8.697\n",
       "52         62712 2016-07-22 13:00:00  198.38.116.148    8   8.051\n",
       "53         62712 2016-07-22 14:00:00  198.38.117.153    8   8.272\n",
       "54         62712 2016-07-22 15:00:00  198.38.116.148    8   7.946\n",
       "55         62712 2016-07-22 16:00:00  198.38.116.148    8   8.161\n",
       "56         62712 2016-07-22 17:00:00  198.38.117.140    8   8.013\n",
       "57         62712 2016-07-22 18:00:00  198.38.117.145    8   7.908\n",
       "58         62712 2016-07-22 19:00:00  198.38.117.154    8   7.976\n",
       "59         62712 2016-07-22 20:00:00  198.38.117.141    8   8.040\n",
       "60         62712 2016-07-22 21:00:00  198.38.116.148    8   8.045\n",
       "61         62712 2016-07-22 22:00:00  198.38.116.148    8   7.998\n",
       "62         62712 2016-07-22 23:00:00  198.38.116.148    8   7.979\n",
       "64        123256 2016-07-22 00:00:00  198.38.119.140    8  16.989\n",
       "65        123256 2016-07-22 02:00:00  198.38.118.140    8  16.136\n",
       "67        123256 2016-07-22 03:00:00  198.38.118.146    8  16.529\n",
       "68        123256 2016-07-22 04:00:00  198.38.119.149    8  22.194\n",
       "72        123256 2016-07-22 10:00:00  198.38.119.149    8  20.222\n",
       "73        123256 2016-07-22 11:00:00  198.38.119.140    8  15.479\n",
       "74        123256 2016-07-22 13:00:00  198.38.117.153   10  23.100\n",
       "76        123256 2016-07-22 14:00:00  198.38.118.141    8  20.608\n",
       "78        123256 2016-07-22 15:00:00  198.38.118.141    8  17.799\n",
       "...          ...                 ...             ...  ...     ...\n",
       "8943148   950232 2019-05-03 18:00:00   23.246.58.135    8  23.449\n",
       "8943150   950232 2019-05-03 19:00:00    45.57.11.133    9  15.255\n",
       "8943153   950232 2019-05-03 20:00:00    45.57.11.133    9  20.743\n",
       "8943154   950232 2019-05-03 21:00:00    45.57.11.133    9  17.426\n",
       "8943157   950232 2019-05-03 22:00:00   23.246.59.137    8  22.849\n",
       "8943158   950232 2019-05-03 23:00:00   23.246.59.137    8  13.431\n",
       "8943161   950234 2019-05-03 00:00:00    45.57.39.138    7   9.952\n",
       "8943163   950234 2019-05-03 01:00:00    45.57.38.138    7   9.786\n",
       "8943164   950234 2019-05-03 02:00:00    45.57.39.145    6  10.844\n",
       "8943166   950234 2019-05-03 03:00:00    45.57.39.139    7  10.407\n",
       "8943168   950234 2019-05-03 04:00:00    45.57.39.141    6  13.496\n",
       "8943170   950234 2019-05-03 05:00:00    45.57.39.131    6   9.409\n",
       "8943172   950234 2019-05-03 06:00:00    45.57.38.142    8   9.407\n",
       "8943175   950234 2019-05-03 07:00:00    45.57.39.142    7  10.374\n",
       "8943177   950234 2019-05-03 08:00:00    45.57.39.143    7  10.348\n",
       "8943178   950234 2019-05-03 09:00:00    45.57.38.145    7  10.315\n",
       "8943180   950234 2019-05-03 10:00:00    45.57.39.145    6  14.264\n",
       "8943182   950234 2019-05-03 11:00:00    45.57.38.143    7  10.756\n",
       "8943184   950234 2019-05-03 12:00:00    45.57.39.137    6  10.459\n",
       "8943187   950234 2019-05-03 13:00:00    45.57.38.144    7  10.738\n",
       "8943189   950234 2019-05-03 14:00:00    45.57.38.138    7  13.246\n",
       "8943191   950234 2019-05-03 15:00:00    45.57.39.140    6  10.454\n",
       "8943192   950234 2019-05-03 16:00:00    45.57.38.143    7  10.503\n",
       "8943195   950234 2019-05-03 17:00:00    45.57.39.136    7  10.600\n",
       "8943197   950234 2019-05-03 18:00:00    45.57.38.141    7  10.962\n",
       "8943199   950234 2019-05-03 19:00:00    45.57.38.138    7   9.789\n",
       "8943200   950234 2019-05-03 20:00:00    45.57.38.144    7   9.947\n",
       "8943202   950234 2019-05-03 21:00:00    45.57.38.136    7  12.507\n",
       "8943204   950234 2019-05-03 22:00:00    45.57.39.143    7   9.526\n",
       "8943206   950234 2019-05-03 23:00:00    45.57.38.141    7  13.506\n",
       "\n",
       "[1090297 rows x 5 columns]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traceroute_v4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "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>dtime</th>\n",
       "      <th>destination</th>\n",
       "      <th>ttl</th>\n",
       "      <th>rtt</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>9</td>\n",
       "      <td>14.370</td>\n",
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       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>2a00:86c0:119:119::142</td>\n",
       "      <td>9</td>\n",
       "      <td>15.826</td>\n",
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       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>2a00:86c0:116:116::145</td>\n",
       "      <td>11</td>\n",
       "      <td>20.654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 05:00:00</td>\n",
       "      <td>2a00:86c0:117:117::141</td>\n",
       "      <td>11</td>\n",
       "      <td>18.596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>2a00:86c0:116:116::148</td>\n",
       "      <td>11</td>\n",
       "      <td>23.037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>2a00:86c0:118:118::143</td>\n",
       "      <td>9</td>\n",
       "      <td>17.366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>2a00:86c0:118:118::149</td>\n",
       "      <td>9</td>\n",
       "      <td>22.139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>2a00:86c0:119:119::142</td>\n",
       "      <td>9</td>\n",
       "      <td>17.588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>2a00:86c0:116:116::148</td>\n",
       "      <td>11</td>\n",
       "      <td>24.586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>2a00:86c0:119:119::148</td>\n",
       "      <td>9</td>\n",
       "      <td>19.373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 23:00:00</td>\n",
       "      <td>2a00:86c0:119:119::146</td>\n",
       "      <td>9</td>\n",
       "      <td>16.535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>23</td>\n",
       "      <td>133.464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 01:00:00</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>24</td>\n",
       "      <td>133.524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>24</td>\n",
       "      <td>133.387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>24</td>\n",
       "      <td>133.316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 05:00:00</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>23</td>\n",
       "      <td>133.352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 06:00:00</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 08:00:00</td>\n",
       "      <td>2a00:86c0:115:115::137</td>\n",
       "      <td>24</td>\n",
       "      <td>133.543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 09:00:00</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 12:00:00</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>23</td>\n",
       "      <td>133.392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>2a00:86c0:115:115::135</td>\n",
       "      <td>24</td>\n",
       "      <td>133.347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>2a00:86c0:115:115::152</td>\n",
       "      <td>24</td>\n",
       "      <td>133.319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 16:00:00</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 18:00:00</td>\n",
       "      <td>2a00:86c0:115:115::140</td>\n",
       "      <td>24</td>\n",
       "      <td>133.303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>23</td>\n",
       "      <td>133.565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 20:00:00</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.496</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>8943149</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>2a00:86c0:1001:1059::137</td>\n",
       "      <td>8</td>\n",
       "      <td>14.685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943151</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>2a00:86c0:1000:1058::163</td>\n",
       "      <td>8</td>\n",
       "      <td>13.988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943152</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>2a00:86c0:1001:1059::137</td>\n",
       "      <td>8</td>\n",
       "      <td>14.974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943155</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>2a00:86c0:1000:1058::180</td>\n",
       "      <td>8</td>\n",
       "      <td>16.248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943156</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>2a00:86c0:1000:1058::180</td>\n",
       "      <td>8</td>\n",
       "      <td>16.429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943159</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>2a00:86c0:1000:1058::144</td>\n",
       "      <td>8</td>\n",
       "      <td>14.447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943160</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 00:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::140</td>\n",
       "      <td>7</td>\n",
       "      <td>11.270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943162</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 01:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::135</td>\n",
       "      <td>6</td>\n",
       "      <td>10.578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943165</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 02:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>6</td>\n",
       "      <td>13.359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943167</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 03:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::146</td>\n",
       "      <td>7</td>\n",
       "      <td>11.798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943169</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 04:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>7</td>\n",
       "      <td>14.821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943171</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 05:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::136</td>\n",
       "      <td>7</td>\n",
       "      <td>13.442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943173</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 06:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::143</td>\n",
       "      <td>7</td>\n",
       "      <td>9.135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943174</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 07:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::139</td>\n",
       "      <td>6</td>\n",
       "      <td>11.046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943176</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 08:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::139</td>\n",
       "      <td>7</td>\n",
       "      <td>11.333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943179</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 09:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::143</td>\n",
       "      <td>7</td>\n",
       "      <td>9.750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943181</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 10:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>6</td>\n",
       "      <td>10.259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943183</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 11:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::143</td>\n",
       "      <td>6</td>\n",
       "      <td>10.619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943185</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 12:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>6</td>\n",
       "      <td>8.968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943186</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 13:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>6</td>\n",
       "      <td>10.813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943188</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 14:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>7</td>\n",
       "      <td>10.297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943190</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 15:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>7</td>\n",
       "      <td>10.608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943193</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 16:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>6</td>\n",
       "      <td>10.520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943194</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 17:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::135</td>\n",
       "      <td>7</td>\n",
       "      <td>10.336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943196</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::141</td>\n",
       "      <td>7</td>\n",
       "      <td>10.923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943198</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>2a00:86c0:2039:2039::142</td>\n",
       "      <td>7</td>\n",
       "      <td>9.648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943201</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::141</td>\n",
       "      <td>6</td>\n",
       "      <td>9.825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943203</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::145</td>\n",
       "      <td>7</td>\n",
       "      <td>13.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943205</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::138</td>\n",
       "      <td>6</td>\n",
       "      <td>11.090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8943207</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>2a00:86c0:2038:2038::139</td>\n",
       "      <td>6</td>\n",
       "      <td>10.484</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>903473 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         unit_id               dtime               destination  ttl      rtt\n",
       "63        123256 2016-07-22 00:00:00    2a00:86c0:119:119::145    9   14.370\n",
       "66        123256 2016-07-22 02:00:00    2a00:86c0:119:119::142    9   15.826\n",
       "69        123256 2016-07-22 04:00:00    2a00:86c0:116:116::145   11   20.654\n",
       "70        123256 2016-07-22 05:00:00    2a00:86c0:117:117::141   11   18.596\n",
       "71        123256 2016-07-22 10:00:00    2a00:86c0:116:116::148   11   23.037\n",
       "75        123256 2016-07-22 13:00:00    2a00:86c0:118:118::143    9   17.366\n",
       "77        123256 2016-07-22 14:00:00    2a00:86c0:118:118::149    9   22.139\n",
       "79        123256 2016-07-22 15:00:00    2a00:86c0:119:119::142    9   17.588\n",
       "81        123256 2016-07-22 17:00:00    2a00:86c0:116:116::148   11   24.586\n",
       "82        123256 2016-07-22 19:00:00    2a00:86c0:119:119::148    9   19.373\n",
       "85        123256 2016-07-22 23:00:00    2a00:86c0:119:119::146    9   16.535\n",
       "86        143666 2016-07-22 00:00:00    2a00:86c0:114:114::142   23  133.464\n",
       "88        143666 2016-07-22 01:00:00    2a00:86c0:115:115::161   24  133.524\n",
       "91        143666 2016-07-22 02:00:00    2a00:86c0:115:115::161   24  133.387\n",
       "92        143666 2016-07-22 03:00:00    2a00:86c0:115:115::161   24  133.316\n",
       "95        143666 2016-07-22 04:00:00    2a00:86c0:114:114::152   23  133.130\n",
       "96        143666 2016-07-22 05:00:00    2a00:86c0:114:114::142   23  133.352\n",
       "98        143666 2016-07-22 06:00:00    2a00:86c0:114:114::152   23  133.161\n",
       "101       143666 2016-07-22 08:00:00    2a00:86c0:115:115::137   24  133.543\n",
       "103       143666 2016-07-22 09:00:00    2a00:86c0:114:114::152   23  133.409\n",
       "107       143666 2016-07-22 11:00:00    2a00:86c0:114:114::152   23  133.321\n",
       "108       143666 2016-07-22 12:00:00    2a00:86c0:114:114::142   23  133.392\n",
       "110       143666 2016-07-22 13:00:00    2a00:86c0:115:115::135   24  133.347\n",
       "113       143666 2016-07-22 14:00:00    2a00:86c0:114:114::152   23  133.399\n",
       "115       143666 2016-07-22 15:00:00    2a00:86c0:115:115::152   24  133.319\n",
       "116       143666 2016-07-22 16:00:00    2a00:86c0:114:114::152   23  133.292\n",
       "118       143666 2016-07-22 17:00:00    2a00:86c0:114:114::152   23  133.303\n",
       "120       143666 2016-07-22 18:00:00    2a00:86c0:115:115::140   24  133.303\n",
       "122       143666 2016-07-22 19:00:00    2a00:86c0:114:114::142   23  133.565\n",
       "124       143666 2016-07-22 20:00:00    2a00:86c0:114:114::152   23  133.496\n",
       "...          ...                 ...                       ...  ...      ...\n",
       "8943149   950232 2019-05-03 18:00:00  2a00:86c0:1001:1059::137    8   14.685\n",
       "8943151   950232 2019-05-03 19:00:00  2a00:86c0:1000:1058::163    8   13.988\n",
       "8943152   950232 2019-05-03 20:00:00  2a00:86c0:1001:1059::137    8   14.974\n",
       "8943155   950232 2019-05-03 21:00:00  2a00:86c0:1000:1058::180    8   16.248\n",
       "8943156   950232 2019-05-03 22:00:00  2a00:86c0:1000:1058::180    8   16.429\n",
       "8943159   950232 2019-05-03 23:00:00  2a00:86c0:1000:1058::144    8   14.447\n",
       "8943160   950234 2019-05-03 00:00:00  2a00:86c0:2038:2038::140    7   11.270\n",
       "8943162   950234 2019-05-03 01:00:00  2a00:86c0:2039:2039::135    6   10.578\n",
       "8943165   950234 2019-05-03 02:00:00  2a00:86c0:2039:2039::140    6   13.359\n",
       "8943167   950234 2019-05-03 03:00:00  2a00:86c0:2039:2039::146    7   11.798\n",
       "8943169   950234 2019-05-03 04:00:00  2a00:86c0:2039:2039::138    7   14.821\n",
       "8943171   950234 2019-05-03 05:00:00  2a00:86c0:2038:2038::136    7   13.442\n",
       "8943173   950234 2019-05-03 06:00:00  2a00:86c0:2039:2039::143    7    9.135\n",
       "8943174   950234 2019-05-03 07:00:00  2a00:86c0:2038:2038::139    6   11.046\n",
       "8943176   950234 2019-05-03 08:00:00  2a00:86c0:2039:2039::139    7   11.333\n",
       "8943179   950234 2019-05-03 09:00:00  2a00:86c0:2039:2039::143    7    9.750\n",
       "8943181   950234 2019-05-03 10:00:00  2a00:86c0:2039:2039::137    6   10.259\n",
       "8943183   950234 2019-05-03 11:00:00  2a00:86c0:2038:2038::143    6   10.619\n",
       "8943185   950234 2019-05-03 12:00:00  2a00:86c0:2039:2039::137    6    8.968\n",
       "8943186   950234 2019-05-03 13:00:00  2a00:86c0:2039:2039::140    6   10.813\n",
       "8943188   950234 2019-05-03 14:00:00  2a00:86c0:2039:2039::138    7   10.297\n",
       "8943190   950234 2019-05-03 15:00:00  2a00:86c0:2039:2039::138    7   10.608\n",
       "8943193   950234 2019-05-03 16:00:00  2a00:86c0:2039:2039::140    6   10.520\n",
       "8943194   950234 2019-05-03 17:00:00  2a00:86c0:2038:2038::135    7   10.336\n",
       "8943196   950234 2019-05-03 18:00:00  2a00:86c0:2039:2039::141    7   10.923\n",
       "8943198   950234 2019-05-03 19:00:00  2a00:86c0:2039:2039::142    7    9.648\n",
       "8943201   950234 2019-05-03 20:00:00  2a00:86c0:2038:2038::141    6    9.825\n",
       "8943203   950234 2019-05-03 21:00:00  2a00:86c0:2038:2038::145    7   13.175\n",
       "8943205   950234 2019-05-03 22:00:00  2a00:86c0:2038:2038::138    6   11.090\n",
       "8943207   950234 2019-05-03 23:00:00  2a00:86c0:2038:2038::139    6   10.484\n",
       "\n",
       "[903473 rows x 5 columns]"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traceroute_v6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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>destination_v4</th>\n",
       "      <th>ttl_v4</th>\n",
       "      <th>rtt_v4</th>\n",
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       "      <th>ttl_v6</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>8</td>\n",
       "      <td>16.989</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>9</td>\n",
       "      <td>14.370</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>8</td>\n",
       "      <td>16.136</td>\n",
       "      <td>2a00:86c0:119:119::142</td>\n",
       "      <td>9</td>\n",
       "      <td>15.826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>8</td>\n",
       "      <td>22.194</td>\n",
       "      <td>2a00:86c0:116:116::145</td>\n",
       "      <td>11</td>\n",
       "      <td>20.654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>8</td>\n",
       "      <td>20.222</td>\n",
       "      <td>2a00:86c0:116:116::148</td>\n",
       "      <td>11</td>\n",
       "      <td>23.037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>10</td>\n",
       "      <td>23.100</td>\n",
       "      <td>2a00:86c0:118:118::143</td>\n",
       "      <td>9</td>\n",
       "      <td>17.366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>8</td>\n",
       "      <td>20.608</td>\n",
       "      <td>2a00:86c0:118:118::149</td>\n",
       "      <td>9</td>\n",
       "      <td>22.139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>8</td>\n",
       "      <td>17.799</td>\n",
       "      <td>2a00:86c0:119:119::142</td>\n",
       "      <td>9</td>\n",
       "      <td>17.588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>198.38.119.145</td>\n",
       "      <td>8</td>\n",
       "      <td>20.275</td>\n",
       "      <td>2a00:86c0:116:116::148</td>\n",
       "      <td>11</td>\n",
       "      <td>24.586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>198.38.118.143</td>\n",
       "      <td>8</td>\n",
       "      <td>19.567</td>\n",
       "      <td>2a00:86c0:119:119::148</td>\n",
       "      <td>9</td>\n",
       "      <td>19.373</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 23:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>10</td>\n",
       "      <td>23.248</td>\n",
       "      <td>2a00:86c0:119:119::146</td>\n",
       "      <td>9</td>\n",
       "      <td>16.535</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.487</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>23</td>\n",
       "      <td>133.464</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 01:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.446</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>24</td>\n",
       "      <td>133.524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>37.77.190.144</td>\n",
       "      <td>19</td>\n",
       "      <td>167.632</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>24</td>\n",
       "      <td>133.387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>37.77.190.140</td>\n",
       "      <td>19</td>\n",
       "      <td>167.607</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>24</td>\n",
       "      <td>133.316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>37.77.191.143</td>\n",
       "      <td>18</td>\n",
       "      <td>160.563</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 05:00:00</td>\n",
       "      <td>37.77.191.141</td>\n",
       "      <td>17</td>\n",
       "      <td>167.623</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>23</td>\n",
       "      <td>133.352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 06:00:00</td>\n",
       "      <td>37.77.191.145</td>\n",
       "      <td>18</td>\n",
       "      <td>167.735</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 08:00:00</td>\n",
       "      <td>37.77.190.149</td>\n",
       "      <td>19</td>\n",
       "      <td>160.733</td>\n",
       "      <td>2a00:86c0:115:115::137</td>\n",
       "      <td>24</td>\n",
       "      <td>133.543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 09:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.653</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.567</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 12:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.729</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>23</td>\n",
       "      <td>133.392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.616</td>\n",
       "      <td>2a00:86c0:115:115::135</td>\n",
       "      <td>24</td>\n",
       "      <td>133.347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>37.77.190.143</td>\n",
       "      <td>19</td>\n",
       "      <td>167.564</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>37.77.190.141</td>\n",
       "      <td>19</td>\n",
       "      <td>167.622</td>\n",
       "      <td>2a00:86c0:115:115::152</td>\n",
       "      <td>24</td>\n",
       "      <td>133.319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 16:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.531</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>37.77.190.149</td>\n",
       "      <td>19</td>\n",
       "      <td>160.667</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 18:00:00</td>\n",
       "      <td>37.77.190.143</td>\n",
       "      <td>19</td>\n",
       "      <td>167.706</td>\n",
       "      <td>2a00:86c0:115:115::140</td>\n",
       "      <td>24</td>\n",
       "      <td>133.303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.518</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>23</td>\n",
       "      <td>133.565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 20:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.554</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 21:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.589</td>\n",
       "      <td>2a00:86c0:115:115::151</td>\n",
       "      <td>24</td>\n",
       "      <td>133.415</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894909</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>23.246.58.135</td>\n",
       "      <td>8</td>\n",
       "      <td>23.449</td>\n",
       "      <td>2a00:86c0:1001:1059::137</td>\n",
       "      <td>8</td>\n",
       "      <td>14.685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894910</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>9</td>\n",
       "      <td>15.255</td>\n",
       "      <td>2a00:86c0:1000:1058::163</td>\n",
       "      <td>8</td>\n",
       "      <td>13.988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894911</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>9</td>\n",
       "      <td>20.743</td>\n",
       "      <td>2a00:86c0:1001:1059::137</td>\n",
       "      <td>8</td>\n",
       "      <td>14.974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894912</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>9</td>\n",
       "      <td>17.426</td>\n",
       "      <td>2a00:86c0:1000:1058::180</td>\n",
       "      <td>8</td>\n",
       "      <td>16.248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894913</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>23.246.59.137</td>\n",
       "      <td>8</td>\n",
       "      <td>22.849</td>\n",
       "      <td>2a00:86c0:1000:1058::180</td>\n",
       "      <td>8</td>\n",
       "      <td>16.429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894914</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>23.246.59.137</td>\n",
       "      <td>8</td>\n",
       "      <td>13.431</td>\n",
       "      <td>2a00:86c0:1000:1058::144</td>\n",
       "      <td>8</td>\n",
       "      <td>14.447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894915</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 00:00:00</td>\n",
       "      <td>45.57.39.138</td>\n",
       "      <td>7</td>\n",
       "      <td>9.952</td>\n",
       "      <td>2a00:86c0:2038:2038::140</td>\n",
       "      <td>7</td>\n",
       "      <td>11.270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894916</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 01:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>7</td>\n",
       "      <td>9.786</td>\n",
       "      <td>2a00:86c0:2039:2039::135</td>\n",
       "      <td>6</td>\n",
       "      <td>10.578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894917</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 02:00:00</td>\n",
       "      <td>45.57.39.145</td>\n",
       "      <td>6</td>\n",
       "      <td>10.844</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>6</td>\n",
       "      <td>13.359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894918</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 03:00:00</td>\n",
       "      <td>45.57.39.139</td>\n",
       "      <td>7</td>\n",
       "      <td>10.407</td>\n",
       "      <td>2a00:86c0:2039:2039::146</td>\n",
       "      <td>7</td>\n",
       "      <td>11.798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894919</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 04:00:00</td>\n",
       "      <td>45.57.39.141</td>\n",
       "      <td>6</td>\n",
       "      <td>13.496</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>7</td>\n",
       "      <td>14.821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894920</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 05:00:00</td>\n",
       "      <td>45.57.39.131</td>\n",
       "      <td>6</td>\n",
       "      <td>9.409</td>\n",
       "      <td>2a00:86c0:2038:2038::136</td>\n",
       "      <td>7</td>\n",
       "      <td>13.442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894921</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 06:00:00</td>\n",
       "      <td>45.57.38.142</td>\n",
       "      <td>8</td>\n",
       "      <td>9.407</td>\n",
       "      <td>2a00:86c0:2039:2039::143</td>\n",
       "      <td>7</td>\n",
       "      <td>9.135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894922</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 07:00:00</td>\n",
       "      <td>45.57.39.142</td>\n",
       "      <td>7</td>\n",
       "      <td>10.374</td>\n",
       "      <td>2a00:86c0:2038:2038::139</td>\n",
       "      <td>6</td>\n",
       "      <td>11.046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894923</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 08:00:00</td>\n",
       "      <td>45.57.39.143</td>\n",
       "      <td>7</td>\n",
       "      <td>10.348</td>\n",
       "      <td>2a00:86c0:2039:2039::139</td>\n",
       "      <td>7</td>\n",
       "      <td>11.333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894924</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 09:00:00</td>\n",
       "      <td>45.57.38.145</td>\n",
       "      <td>7</td>\n",
       "      <td>10.315</td>\n",
       "      <td>2a00:86c0:2039:2039::143</td>\n",
       "      <td>7</td>\n",
       "      <td>9.750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894925</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 10:00:00</td>\n",
       "      <td>45.57.39.145</td>\n",
       "      <td>6</td>\n",
       "      <td>14.264</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>6</td>\n",
       "      <td>10.259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894926</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 11:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>7</td>\n",
       "      <td>10.756</td>\n",
       "      <td>2a00:86c0:2038:2038::143</td>\n",
       "      <td>6</td>\n",
       "      <td>10.619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894927</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 12:00:00</td>\n",
       "      <td>45.57.39.137</td>\n",
       "      <td>6</td>\n",
       "      <td>10.459</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>6</td>\n",
       "      <td>8.968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894928</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 13:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>7</td>\n",
       "      <td>10.738</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>6</td>\n",
       "      <td>10.813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894929</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 14:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>7</td>\n",
       "      <td>13.246</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>7</td>\n",
       "      <td>10.297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894930</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 15:00:00</td>\n",
       "      <td>45.57.39.140</td>\n",
       "      <td>6</td>\n",
       "      <td>10.454</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>7</td>\n",
       "      <td>10.608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894931</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 16:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>7</td>\n",
       "      <td>10.503</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>6</td>\n",
       "      <td>10.520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894932</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 17:00:00</td>\n",
       "      <td>45.57.39.136</td>\n",
       "      <td>7</td>\n",
       "      <td>10.600</td>\n",
       "      <td>2a00:86c0:2038:2038::135</td>\n",
       "      <td>7</td>\n",
       "      <td>10.336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894933</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>7</td>\n",
       "      <td>10.962</td>\n",
       "      <td>2a00:86c0:2039:2039::141</td>\n",
       "      <td>7</td>\n",
       "      <td>10.923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894934</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>7</td>\n",
       "      <td>9.789</td>\n",
       "      <td>2a00:86c0:2039:2039::142</td>\n",
       "      <td>7</td>\n",
       "      <td>9.648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894935</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>7</td>\n",
       "      <td>9.947</td>\n",
       "      <td>2a00:86c0:2038:2038::141</td>\n",
       "      <td>6</td>\n",
       "      <td>9.825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894936</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>45.57.38.136</td>\n",
       "      <td>7</td>\n",
       "      <td>12.507</td>\n",
       "      <td>2a00:86c0:2038:2038::145</td>\n",
       "      <td>7</td>\n",
       "      <td>13.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894937</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>45.57.39.143</td>\n",
       "      <td>7</td>\n",
       "      <td>9.526</td>\n",
       "      <td>2a00:86c0:2038:2038::138</td>\n",
       "      <td>6</td>\n",
       "      <td>11.090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894938</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>7</td>\n",
       "      <td>13.506</td>\n",
       "      <td>2a00:86c0:2038:2038::139</td>\n",
       "      <td>6</td>\n",
       "      <td>10.484</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>894939 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        unit_id               dtime  destination_v4  ttl_v4   rtt_v4  \\\n",
       "0        123256 2016-07-22 00:00:00  198.38.119.140       8   16.989   \n",
       "1        123256 2016-07-22 02:00:00  198.38.118.140       8   16.136   \n",
       "2        123256 2016-07-22 04:00:00  198.38.119.149       8   22.194   \n",
       "3        123256 2016-07-22 10:00:00  198.38.119.149       8   20.222   \n",
       "4        123256 2016-07-22 13:00:00  198.38.117.153      10   23.100   \n",
       "5        123256 2016-07-22 14:00:00  198.38.118.141       8   20.608   \n",
       "6        123256 2016-07-22 15:00:00  198.38.118.141       8   17.799   \n",
       "7        123256 2016-07-22 17:00:00  198.38.119.145       8   20.275   \n",
       "8        123256 2016-07-22 19:00:00  198.38.118.143       8   19.567   \n",
       "9        123256 2016-07-22 23:00:00  198.38.116.148      10   23.248   \n",
       "10       143666 2016-07-22 00:00:00   37.77.191.146      18  160.487   \n",
       "11       143666 2016-07-22 01:00:00   37.77.191.146      18  160.446   \n",
       "12       143666 2016-07-22 02:00:00   37.77.190.144      19  167.632   \n",
       "13       143666 2016-07-22 03:00:00   37.77.190.140      19  167.607   \n",
       "14       143666 2016-07-22 04:00:00   37.77.191.143      18  160.563   \n",
       "15       143666 2016-07-22 05:00:00   37.77.191.141      17  167.623   \n",
       "16       143666 2016-07-22 06:00:00   37.77.191.145      18  167.735   \n",
       "17       143666 2016-07-22 08:00:00   37.77.190.149      19  160.733   \n",
       "18       143666 2016-07-22 09:00:00   37.77.191.146      18  160.653   \n",
       "19       143666 2016-07-22 11:00:00   37.77.191.146      18  160.567   \n",
       "20       143666 2016-07-22 12:00:00   37.77.191.146      18  160.729   \n",
       "21       143666 2016-07-22 13:00:00   37.77.191.146      18  160.616   \n",
       "22       143666 2016-07-22 14:00:00   37.77.190.143      19  167.564   \n",
       "23       143666 2016-07-22 15:00:00   37.77.190.141      19  167.622   \n",
       "24       143666 2016-07-22 16:00:00   37.77.191.146      18  160.531   \n",
       "25       143666 2016-07-22 17:00:00   37.77.190.149      19  160.667   \n",
       "26       143666 2016-07-22 18:00:00   37.77.190.143      19  167.706   \n",
       "27       143666 2016-07-22 19:00:00   37.77.191.146      18  160.518   \n",
       "28       143666 2016-07-22 20:00:00   37.77.191.146      18  160.554   \n",
       "29       143666 2016-07-22 21:00:00   37.77.191.146      18  160.589   \n",
       "...         ...                 ...             ...     ...      ...   \n",
       "894909   950232 2019-05-03 18:00:00   23.246.58.135       8   23.449   \n",
       "894910   950232 2019-05-03 19:00:00    45.57.11.133       9   15.255   \n",
       "894911   950232 2019-05-03 20:00:00    45.57.11.133       9   20.743   \n",
       "894912   950232 2019-05-03 21:00:00    45.57.11.133       9   17.426   \n",
       "894913   950232 2019-05-03 22:00:00   23.246.59.137       8   22.849   \n",
       "894914   950232 2019-05-03 23:00:00   23.246.59.137       8   13.431   \n",
       "894915   950234 2019-05-03 00:00:00    45.57.39.138       7    9.952   \n",
       "894916   950234 2019-05-03 01:00:00    45.57.38.138       7    9.786   \n",
       "894917   950234 2019-05-03 02:00:00    45.57.39.145       6   10.844   \n",
       "894918   950234 2019-05-03 03:00:00    45.57.39.139       7   10.407   \n",
       "894919   950234 2019-05-03 04:00:00    45.57.39.141       6   13.496   \n",
       "894920   950234 2019-05-03 05:00:00    45.57.39.131       6    9.409   \n",
       "894921   950234 2019-05-03 06:00:00    45.57.38.142       8    9.407   \n",
       "894922   950234 2019-05-03 07:00:00    45.57.39.142       7   10.374   \n",
       "894923   950234 2019-05-03 08:00:00    45.57.39.143       7   10.348   \n",
       "894924   950234 2019-05-03 09:00:00    45.57.38.145       7   10.315   \n",
       "894925   950234 2019-05-03 10:00:00    45.57.39.145       6   14.264   \n",
       "894926   950234 2019-05-03 11:00:00    45.57.38.143       7   10.756   \n",
       "894927   950234 2019-05-03 12:00:00    45.57.39.137       6   10.459   \n",
       "894928   950234 2019-05-03 13:00:00    45.57.38.144       7   10.738   \n",
       "894929   950234 2019-05-03 14:00:00    45.57.38.138       7   13.246   \n",
       "894930   950234 2019-05-03 15:00:00    45.57.39.140       6   10.454   \n",
       "894931   950234 2019-05-03 16:00:00    45.57.38.143       7   10.503   \n",
       "894932   950234 2019-05-03 17:00:00    45.57.39.136       7   10.600   \n",
       "894933   950234 2019-05-03 18:00:00    45.57.38.141       7   10.962   \n",
       "894934   950234 2019-05-03 19:00:00    45.57.38.138       7    9.789   \n",
       "894935   950234 2019-05-03 20:00:00    45.57.38.144       7    9.947   \n",
       "894936   950234 2019-05-03 21:00:00    45.57.38.136       7   12.507   \n",
       "894937   950234 2019-05-03 22:00:00    45.57.39.143       7    9.526   \n",
       "894938   950234 2019-05-03 23:00:00    45.57.38.141       7   13.506   \n",
       "\n",
       "                  destination_v6  ttl_v6   rtt_v6  \n",
       "0         2a00:86c0:119:119::145       9   14.370  \n",
       "1         2a00:86c0:119:119::142       9   15.826  \n",
       "2         2a00:86c0:116:116::145      11   20.654  \n",
       "3         2a00:86c0:116:116::148      11   23.037  \n",
       "4         2a00:86c0:118:118::143       9   17.366  \n",
       "5         2a00:86c0:118:118::149       9   22.139  \n",
       "6         2a00:86c0:119:119::142       9   17.588  \n",
       "7         2a00:86c0:116:116::148      11   24.586  \n",
       "8         2a00:86c0:119:119::148       9   19.373  \n",
       "9         2a00:86c0:119:119::146       9   16.535  \n",
       "10        2a00:86c0:114:114::142      23  133.464  \n",
       "11        2a00:86c0:115:115::161      24  133.524  \n",
       "12        2a00:86c0:115:115::161      24  133.387  \n",
       "13        2a00:86c0:115:115::161      24  133.316  \n",
       "14        2a00:86c0:114:114::152      23  133.130  \n",
       "15        2a00:86c0:114:114::142      23  133.352  \n",
       "16        2a00:86c0:114:114::152      23  133.161  \n",
       "17        2a00:86c0:115:115::137      24  133.543  \n",
       "18        2a00:86c0:114:114::152      23  133.409  \n",
       "19        2a00:86c0:114:114::152      23  133.321  \n",
       "20        2a00:86c0:114:114::142      23  133.392  \n",
       "21        2a00:86c0:115:115::135      24  133.347  \n",
       "22        2a00:86c0:114:114::152      23  133.399  \n",
       "23        2a00:86c0:115:115::152      24  133.319  \n",
       "24        2a00:86c0:114:114::152      23  133.292  \n",
       "25        2a00:86c0:114:114::152      23  133.303  \n",
       "26        2a00:86c0:115:115::140      24  133.303  \n",
       "27        2a00:86c0:114:114::142      23  133.565  \n",
       "28        2a00:86c0:114:114::152      23  133.496  \n",
       "29        2a00:86c0:115:115::151      24  133.415  \n",
       "...                          ...     ...      ...  \n",
       "894909  2a00:86c0:1001:1059::137       8   14.685  \n",
       "894910  2a00:86c0:1000:1058::163       8   13.988  \n",
       "894911  2a00:86c0:1001:1059::137       8   14.974  \n",
       "894912  2a00:86c0:1000:1058::180       8   16.248  \n",
       "894913  2a00:86c0:1000:1058::180       8   16.429  \n",
       "894914  2a00:86c0:1000:1058::144       8   14.447  \n",
       "894915  2a00:86c0:2038:2038::140       7   11.270  \n",
       "894916  2a00:86c0:2039:2039::135       6   10.578  \n",
       "894917  2a00:86c0:2039:2039::140       6   13.359  \n",
       "894918  2a00:86c0:2039:2039::146       7   11.798  \n",
       "894919  2a00:86c0:2039:2039::138       7   14.821  \n",
       "894920  2a00:86c0:2038:2038::136       7   13.442  \n",
       "894921  2a00:86c0:2039:2039::143       7    9.135  \n",
       "894922  2a00:86c0:2038:2038::139       6   11.046  \n",
       "894923  2a00:86c0:2039:2039::139       7   11.333  \n",
       "894924  2a00:86c0:2039:2039::143       7    9.750  \n",
       "894925  2a00:86c0:2039:2039::137       6   10.259  \n",
       "894926  2a00:86c0:2038:2038::143       6   10.619  \n",
       "894927  2a00:86c0:2039:2039::137       6    8.968  \n",
       "894928  2a00:86c0:2039:2039::140       6   10.813  \n",
       "894929  2a00:86c0:2039:2039::138       7   10.297  \n",
       "894930  2a00:86c0:2039:2039::138       7   10.608  \n",
       "894931  2a00:86c0:2039:2039::140       6   10.520  \n",
       "894932  2a00:86c0:2038:2038::135       7   10.336  \n",
       "894933  2a00:86c0:2039:2039::141       7   10.923  \n",
       "894934  2a00:86c0:2039:2039::142       7    9.648  \n",
       "894935  2a00:86c0:2038:2038::141       6    9.825  \n",
       "894936  2a00:86c0:2038:2038::145       7   13.175  \n",
       "894937  2a00:86c0:2038:2038::138       6   11.090  \n",
       "894938  2a00:86c0:2038:2038::139       6   10.484  \n",
       "\n",
       "[894939 rows x 8 columns]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# join v4 and v6 pairs to calculate deltas\n",
    "traceroute_merged = traceroute_v4.merge(traceroute_v6, on=['unit_id', 'dtime'], suffixes=('_v4', '_v6'))\n",
    "traceroute_merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "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",
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       "\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>destination_v4</th>\n",
       "      <th>ttl_v4</th>\n",
       "      <th>rtt_v4</th>\n",
       "      <th>destination_v6</th>\n",
       "      <th>ttl_v6</th>\n",
       "      <th>rtt_v6</th>\n",
       "      <th>delta_ttl</th>\n",
       "      <th>delta_rtt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>8</td>\n",
       "      <td>16.989</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>9</td>\n",
       "      <td>14.370</td>\n",
       "      <td>-1</td>\n",
       "      <td>2.619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>8</td>\n",
       "      <td>16.136</td>\n",
       "      <td>2a00:86c0:119:119::142</td>\n",
       "      <td>9</td>\n",
       "      <td>15.826</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>8</td>\n",
       "      <td>22.194</td>\n",
       "      <td>2a00:86c0:116:116::145</td>\n",
       "      <td>11</td>\n",
       "      <td>20.654</td>\n",
       "      <td>-3</td>\n",
       "      <td>1.540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 10:00:00</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>8</td>\n",
       "      <td>20.222</td>\n",
       "      <td>2a00:86c0:116:116::148</td>\n",
       "      <td>11</td>\n",
       "      <td>23.037</td>\n",
       "      <td>-3</td>\n",
       "      <td>-2.815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>10</td>\n",
       "      <td>23.100</td>\n",
       "      <td>2a00:86c0:118:118::143</td>\n",
       "      <td>9</td>\n",
       "      <td>17.366</td>\n",
       "      <td>1</td>\n",
       "      <td>5.734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>8</td>\n",
       "      <td>20.608</td>\n",
       "      <td>2a00:86c0:118:118::149</td>\n",
       "      <td>9</td>\n",
       "      <td>22.139</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1.531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>8</td>\n",
       "      <td>17.799</td>\n",
       "      <td>2a00:86c0:119:119::142</td>\n",
       "      <td>9</td>\n",
       "      <td>17.588</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>198.38.119.145</td>\n",
       "      <td>8</td>\n",
       "      <td>20.275</td>\n",
       "      <td>2a00:86c0:116:116::148</td>\n",
       "      <td>11</td>\n",
       "      <td>24.586</td>\n",
       "      <td>-3</td>\n",
       "      <td>-4.311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>198.38.118.143</td>\n",
       "      <td>8</td>\n",
       "      <td>19.567</td>\n",
       "      <td>2a00:86c0:119:119::148</td>\n",
       "      <td>9</td>\n",
       "      <td>19.373</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 23:00:00</td>\n",
       "      <td>198.38.116.148</td>\n",
       "      <td>10</td>\n",
       "      <td>23.248</td>\n",
       "      <td>2a00:86c0:119:119::146</td>\n",
       "      <td>9</td>\n",
       "      <td>16.535</td>\n",
       "      <td>1</td>\n",
       "      <td>6.713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.487</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>23</td>\n",
       "      <td>133.464</td>\n",
       "      <td>-5</td>\n",
       "      <td>27.023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 01:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.446</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>24</td>\n",
       "      <td>133.524</td>\n",
       "      <td>-6</td>\n",
       "      <td>26.922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 02:00:00</td>\n",
       "      <td>37.77.190.144</td>\n",
       "      <td>19</td>\n",
       "      <td>167.632</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>24</td>\n",
       "      <td>133.387</td>\n",
       "      <td>-5</td>\n",
       "      <td>34.245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 03:00:00</td>\n",
       "      <td>37.77.190.140</td>\n",
       "      <td>19</td>\n",
       "      <td>167.607</td>\n",
       "      <td>2a00:86c0:115:115::161</td>\n",
       "      <td>24</td>\n",
       "      <td>133.316</td>\n",
       "      <td>-5</td>\n",
       "      <td>34.291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 04:00:00</td>\n",
       "      <td>37.77.191.143</td>\n",
       "      <td>18</td>\n",
       "      <td>160.563</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.130</td>\n",
       "      <td>-5</td>\n",
       "      <td>27.433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 05:00:00</td>\n",
       "      <td>37.77.191.141</td>\n",
       "      <td>17</td>\n",
       "      <td>167.623</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>23</td>\n",
       "      <td>133.352</td>\n",
       "      <td>-6</td>\n",
       "      <td>34.271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 06:00:00</td>\n",
       "      <td>37.77.191.145</td>\n",
       "      <td>18</td>\n",
       "      <td>167.735</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.161</td>\n",
       "      <td>-5</td>\n",
       "      <td>34.574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 08:00:00</td>\n",
       "      <td>37.77.190.149</td>\n",
       "      <td>19</td>\n",
       "      <td>160.733</td>\n",
       "      <td>2a00:86c0:115:115::137</td>\n",
       "      <td>24</td>\n",
       "      <td>133.543</td>\n",
       "      <td>-5</td>\n",
       "      <td>27.190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 09:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.653</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.409</td>\n",
       "      <td>-5</td>\n",
       "      <td>27.244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 11:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.567</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.321</td>\n",
       "      <td>-5</td>\n",
       "      <td>27.246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 12:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.729</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>23</td>\n",
       "      <td>133.392</td>\n",
       "      <td>-5</td>\n",
       "      <td>27.337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 13:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.616</td>\n",
       "      <td>2a00:86c0:115:115::135</td>\n",
       "      <td>24</td>\n",
       "      <td>133.347</td>\n",
       "      <td>-6</td>\n",
       "      <td>27.269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 14:00:00</td>\n",
       "      <td>37.77.190.143</td>\n",
       "      <td>19</td>\n",
       "      <td>167.564</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.399</td>\n",
       "      <td>-4</td>\n",
       "      <td>34.165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 15:00:00</td>\n",
       "      <td>37.77.190.141</td>\n",
       "      <td>19</td>\n",
       "      <td>167.622</td>\n",
       "      <td>2a00:86c0:115:115::152</td>\n",
       "      <td>24</td>\n",
       "      <td>133.319</td>\n",
       "      <td>-5</td>\n",
       "      <td>34.303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 16:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.531</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.292</td>\n",
       "      <td>-5</td>\n",
       "      <td>27.239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 17:00:00</td>\n",
       "      <td>37.77.190.149</td>\n",
       "      <td>19</td>\n",
       "      <td>160.667</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.303</td>\n",
       "      <td>-4</td>\n",
       "      <td>27.364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 18:00:00</td>\n",
       "      <td>37.77.190.143</td>\n",
       "      <td>19</td>\n",
       "      <td>167.706</td>\n",
       "      <td>2a00:86c0:115:115::140</td>\n",
       "      <td>24</td>\n",
       "      <td>133.303</td>\n",
       "      <td>-5</td>\n",
       "      <td>34.403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 19:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.518</td>\n",
       "      <td>2a00:86c0:114:114::142</td>\n",
       "      <td>23</td>\n",
       "      <td>133.565</td>\n",
       "      <td>-5</td>\n",
       "      <td>26.953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 20:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.554</td>\n",
       "      <td>2a00:86c0:114:114::152</td>\n",
       "      <td>23</td>\n",
       "      <td>133.496</td>\n",
       "      <td>-5</td>\n",
       "      <td>27.058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>143666</td>\n",
       "      <td>2016-07-22 21:00:00</td>\n",
       "      <td>37.77.191.146</td>\n",
       "      <td>18</td>\n",
       "      <td>160.589</td>\n",
       "      <td>2a00:86c0:115:115::151</td>\n",
       "      <td>24</td>\n",
       "      <td>133.415</td>\n",
       "      <td>-6</td>\n",
       "      <td>27.174</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894909</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>23.246.58.135</td>\n",
       "      <td>8</td>\n",
       "      <td>23.449</td>\n",
       "      <td>2a00:86c0:1001:1059::137</td>\n",
       "      <td>8</td>\n",
       "      <td>14.685</td>\n",
       "      <td>0</td>\n",
       "      <td>8.764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894910</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>9</td>\n",
       "      <td>15.255</td>\n",
       "      <td>2a00:86c0:1000:1058::163</td>\n",
       "      <td>8</td>\n",
       "      <td>13.988</td>\n",
       "      <td>1</td>\n",
       "      <td>1.267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894911</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>9</td>\n",
       "      <td>20.743</td>\n",
       "      <td>2a00:86c0:1001:1059::137</td>\n",
       "      <td>8</td>\n",
       "      <td>14.974</td>\n",
       "      <td>1</td>\n",
       "      <td>5.769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894912</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>45.57.11.133</td>\n",
       "      <td>9</td>\n",
       "      <td>17.426</td>\n",
       "      <td>2a00:86c0:1000:1058::180</td>\n",
       "      <td>8</td>\n",
       "      <td>16.248</td>\n",
       "      <td>1</td>\n",
       "      <td>1.178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894913</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>23.246.59.137</td>\n",
       "      <td>8</td>\n",
       "      <td>22.849</td>\n",
       "      <td>2a00:86c0:1000:1058::180</td>\n",
       "      <td>8</td>\n",
       "      <td>16.429</td>\n",
       "      <td>0</td>\n",
       "      <td>6.420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894914</th>\n",
       "      <td>950232</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>23.246.59.137</td>\n",
       "      <td>8</td>\n",
       "      <td>13.431</td>\n",
       "      <td>2a00:86c0:1000:1058::144</td>\n",
       "      <td>8</td>\n",
       "      <td>14.447</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894915</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 00:00:00</td>\n",
       "      <td>45.57.39.138</td>\n",
       "      <td>7</td>\n",
       "      <td>9.952</td>\n",
       "      <td>2a00:86c0:2038:2038::140</td>\n",
       "      <td>7</td>\n",
       "      <td>11.270</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894916</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 01:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>7</td>\n",
       "      <td>9.786</td>\n",
       "      <td>2a00:86c0:2039:2039::135</td>\n",
       "      <td>6</td>\n",
       "      <td>10.578</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894917</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 02:00:00</td>\n",
       "      <td>45.57.39.145</td>\n",
       "      <td>6</td>\n",
       "      <td>10.844</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>6</td>\n",
       "      <td>13.359</td>\n",
       "      <td>0</td>\n",
       "      <td>-2.515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894918</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 03:00:00</td>\n",
       "      <td>45.57.39.139</td>\n",
       "      <td>7</td>\n",
       "      <td>10.407</td>\n",
       "      <td>2a00:86c0:2039:2039::146</td>\n",
       "      <td>7</td>\n",
       "      <td>11.798</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894919</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 04:00:00</td>\n",
       "      <td>45.57.39.141</td>\n",
       "      <td>6</td>\n",
       "      <td>13.496</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>7</td>\n",
       "      <td>14.821</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1.325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894920</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 05:00:00</td>\n",
       "      <td>45.57.39.131</td>\n",
       "      <td>6</td>\n",
       "      <td>9.409</td>\n",
       "      <td>2a00:86c0:2038:2038::136</td>\n",
       "      <td>7</td>\n",
       "      <td>13.442</td>\n",
       "      <td>-1</td>\n",
       "      <td>-4.033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894921</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 06:00:00</td>\n",
       "      <td>45.57.38.142</td>\n",
       "      <td>8</td>\n",
       "      <td>9.407</td>\n",
       "      <td>2a00:86c0:2039:2039::143</td>\n",
       "      <td>7</td>\n",
       "      <td>9.135</td>\n",
       "      <td>1</td>\n",
       "      <td>0.272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894922</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 07:00:00</td>\n",
       "      <td>45.57.39.142</td>\n",
       "      <td>7</td>\n",
       "      <td>10.374</td>\n",
       "      <td>2a00:86c0:2038:2038::139</td>\n",
       "      <td>6</td>\n",
       "      <td>11.046</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894923</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 08:00:00</td>\n",
       "      <td>45.57.39.143</td>\n",
       "      <td>7</td>\n",
       "      <td>10.348</td>\n",
       "      <td>2a00:86c0:2039:2039::139</td>\n",
       "      <td>7</td>\n",
       "      <td>11.333</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894924</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 09:00:00</td>\n",
       "      <td>45.57.38.145</td>\n",
       "      <td>7</td>\n",
       "      <td>10.315</td>\n",
       "      <td>2a00:86c0:2039:2039::143</td>\n",
       "      <td>7</td>\n",
       "      <td>9.750</td>\n",
       "      <td>0</td>\n",
       "      <td>0.565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894925</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 10:00:00</td>\n",
       "      <td>45.57.39.145</td>\n",
       "      <td>6</td>\n",
       "      <td>14.264</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>6</td>\n",
       "      <td>10.259</td>\n",
       "      <td>0</td>\n",
       "      <td>4.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894926</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 11:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>7</td>\n",
       "      <td>10.756</td>\n",
       "      <td>2a00:86c0:2038:2038::143</td>\n",
       "      <td>6</td>\n",
       "      <td>10.619</td>\n",
       "      <td>1</td>\n",
       "      <td>0.137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894927</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 12:00:00</td>\n",
       "      <td>45.57.39.137</td>\n",
       "      <td>6</td>\n",
       "      <td>10.459</td>\n",
       "      <td>2a00:86c0:2039:2039::137</td>\n",
       "      <td>6</td>\n",
       "      <td>8.968</td>\n",
       "      <td>0</td>\n",
       "      <td>1.491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894928</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 13:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>7</td>\n",
       "      <td>10.738</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>6</td>\n",
       "      <td>10.813</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894929</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 14:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>7</td>\n",
       "      <td>13.246</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>7</td>\n",
       "      <td>10.297</td>\n",
       "      <td>0</td>\n",
       "      <td>2.949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894930</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 15:00:00</td>\n",
       "      <td>45.57.39.140</td>\n",
       "      <td>6</td>\n",
       "      <td>10.454</td>\n",
       "      <td>2a00:86c0:2039:2039::138</td>\n",
       "      <td>7</td>\n",
       "      <td>10.608</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894931</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 16:00:00</td>\n",
       "      <td>45.57.38.143</td>\n",
       "      <td>7</td>\n",
       "      <td>10.503</td>\n",
       "      <td>2a00:86c0:2039:2039::140</td>\n",
       "      <td>6</td>\n",
       "      <td>10.520</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894932</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 17:00:00</td>\n",
       "      <td>45.57.39.136</td>\n",
       "      <td>7</td>\n",
       "      <td>10.600</td>\n",
       "      <td>2a00:86c0:2038:2038::135</td>\n",
       "      <td>7</td>\n",
       "      <td>10.336</td>\n",
       "      <td>0</td>\n",
       "      <td>0.264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894933</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 18:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>7</td>\n",
       "      <td>10.962</td>\n",
       "      <td>2a00:86c0:2039:2039::141</td>\n",
       "      <td>7</td>\n",
       "      <td>10.923</td>\n",
       "      <td>0</td>\n",
       "      <td>0.039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894934</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 19:00:00</td>\n",
       "      <td>45.57.38.138</td>\n",
       "      <td>7</td>\n",
       "      <td>9.789</td>\n",
       "      <td>2a00:86c0:2039:2039::142</td>\n",
       "      <td>7</td>\n",
       "      <td>9.648</td>\n",
       "      <td>0</td>\n",
       "      <td>0.141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894935</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 20:00:00</td>\n",
       "      <td>45.57.38.144</td>\n",
       "      <td>7</td>\n",
       "      <td>9.947</td>\n",
       "      <td>2a00:86c0:2038:2038::141</td>\n",
       "      <td>6</td>\n",
       "      <td>9.825</td>\n",
       "      <td>1</td>\n",
       "      <td>0.122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894936</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 21:00:00</td>\n",
       "      <td>45.57.38.136</td>\n",
       "      <td>7</td>\n",
       "      <td>12.507</td>\n",
       "      <td>2a00:86c0:2038:2038::145</td>\n",
       "      <td>7</td>\n",
       "      <td>13.175</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894937</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 22:00:00</td>\n",
       "      <td>45.57.39.143</td>\n",
       "      <td>7</td>\n",
       "      <td>9.526</td>\n",
       "      <td>2a00:86c0:2038:2038::138</td>\n",
       "      <td>6</td>\n",
       "      <td>11.090</td>\n",
       "      <td>1</td>\n",
       "      <td>-1.564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894938</th>\n",
       "      <td>950234</td>\n",
       "      <td>2019-05-03 23:00:00</td>\n",
       "      <td>45.57.38.141</td>\n",
       "      <td>7</td>\n",
       "      <td>13.506</td>\n",
       "      <td>2a00:86c0:2038:2038::139</td>\n",
       "      <td>6</td>\n",
       "      <td>10.484</td>\n",
       "      <td>1</td>\n",
       "      <td>3.022</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>894939 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        unit_id               dtime  destination_v4  ttl_v4   rtt_v4  \\\n",
       "0        123256 2016-07-22 00:00:00  198.38.119.140       8   16.989   \n",
       "1        123256 2016-07-22 02:00:00  198.38.118.140       8   16.136   \n",
       "2        123256 2016-07-22 04:00:00  198.38.119.149       8   22.194   \n",
       "3        123256 2016-07-22 10:00:00  198.38.119.149       8   20.222   \n",
       "4        123256 2016-07-22 13:00:00  198.38.117.153      10   23.100   \n",
       "5        123256 2016-07-22 14:00:00  198.38.118.141       8   20.608   \n",
       "6        123256 2016-07-22 15:00:00  198.38.118.141       8   17.799   \n",
       "7        123256 2016-07-22 17:00:00  198.38.119.145       8   20.275   \n",
       "8        123256 2016-07-22 19:00:00  198.38.118.143       8   19.567   \n",
       "9        123256 2016-07-22 23:00:00  198.38.116.148      10   23.248   \n",
       "10       143666 2016-07-22 00:00:00   37.77.191.146      18  160.487   \n",
       "11       143666 2016-07-22 01:00:00   37.77.191.146      18  160.446   \n",
       "12       143666 2016-07-22 02:00:00   37.77.190.144      19  167.632   \n",
       "13       143666 2016-07-22 03:00:00   37.77.190.140      19  167.607   \n",
       "14       143666 2016-07-22 04:00:00   37.77.191.143      18  160.563   \n",
       "15       143666 2016-07-22 05:00:00   37.77.191.141      17  167.623   \n",
       "16       143666 2016-07-22 06:00:00   37.77.191.145      18  167.735   \n",
       "17       143666 2016-07-22 08:00:00   37.77.190.149      19  160.733   \n",
       "18       143666 2016-07-22 09:00:00   37.77.191.146      18  160.653   \n",
       "19       143666 2016-07-22 11:00:00   37.77.191.146      18  160.567   \n",
       "20       143666 2016-07-22 12:00:00   37.77.191.146      18  160.729   \n",
       "21       143666 2016-07-22 13:00:00   37.77.191.146      18  160.616   \n",
       "22       143666 2016-07-22 14:00:00   37.77.190.143      19  167.564   \n",
       "23       143666 2016-07-22 15:00:00   37.77.190.141      19  167.622   \n",
       "24       143666 2016-07-22 16:00:00   37.77.191.146      18  160.531   \n",
       "25       143666 2016-07-22 17:00:00   37.77.190.149      19  160.667   \n",
       "26       143666 2016-07-22 18:00:00   37.77.190.143      19  167.706   \n",
       "27       143666 2016-07-22 19:00:00   37.77.191.146      18  160.518   \n",
       "28       143666 2016-07-22 20:00:00   37.77.191.146      18  160.554   \n",
       "29       143666 2016-07-22 21:00:00   37.77.191.146      18  160.589   \n",
       "...         ...                 ...             ...     ...      ...   \n",
       "894909   950232 2019-05-03 18:00:00   23.246.58.135       8   23.449   \n",
       "894910   950232 2019-05-03 19:00:00    45.57.11.133       9   15.255   \n",
       "894911   950232 2019-05-03 20:00:00    45.57.11.133       9   20.743   \n",
       "894912   950232 2019-05-03 21:00:00    45.57.11.133       9   17.426   \n",
       "894913   950232 2019-05-03 22:00:00   23.246.59.137       8   22.849   \n",
       "894914   950232 2019-05-03 23:00:00   23.246.59.137       8   13.431   \n",
       "894915   950234 2019-05-03 00:00:00    45.57.39.138       7    9.952   \n",
       "894916   950234 2019-05-03 01:00:00    45.57.38.138       7    9.786   \n",
       "894917   950234 2019-05-03 02:00:00    45.57.39.145       6   10.844   \n",
       "894918   950234 2019-05-03 03:00:00    45.57.39.139       7   10.407   \n",
       "894919   950234 2019-05-03 04:00:00    45.57.39.141       6   13.496   \n",
       "894920   950234 2019-05-03 05:00:00    45.57.39.131       6    9.409   \n",
       "894921   950234 2019-05-03 06:00:00    45.57.38.142       8    9.407   \n",
       "894922   950234 2019-05-03 07:00:00    45.57.39.142       7   10.374   \n",
       "894923   950234 2019-05-03 08:00:00    45.57.39.143       7   10.348   \n",
       "894924   950234 2019-05-03 09:00:00    45.57.38.145       7   10.315   \n",
       "894925   950234 2019-05-03 10:00:00    45.57.39.145       6   14.264   \n",
       "894926   950234 2019-05-03 11:00:00    45.57.38.143       7   10.756   \n",
       "894927   950234 2019-05-03 12:00:00    45.57.39.137       6   10.459   \n",
       "894928   950234 2019-05-03 13:00:00    45.57.38.144       7   10.738   \n",
       "894929   950234 2019-05-03 14:00:00    45.57.38.138       7   13.246   \n",
       "894930   950234 2019-05-03 15:00:00    45.57.39.140       6   10.454   \n",
       "894931   950234 2019-05-03 16:00:00    45.57.38.143       7   10.503   \n",
       "894932   950234 2019-05-03 17:00:00    45.57.39.136       7   10.600   \n",
       "894933   950234 2019-05-03 18:00:00    45.57.38.141       7   10.962   \n",
       "894934   950234 2019-05-03 19:00:00    45.57.38.138       7    9.789   \n",
       "894935   950234 2019-05-03 20:00:00    45.57.38.144       7    9.947   \n",
       "894936   950234 2019-05-03 21:00:00    45.57.38.136       7   12.507   \n",
       "894937   950234 2019-05-03 22:00:00    45.57.39.143       7    9.526   \n",
       "894938   950234 2019-05-03 23:00:00    45.57.38.141       7   13.506   \n",
       "\n",
       "                  destination_v6  ttl_v6   rtt_v6  delta_ttl  delta_rtt  \n",
       "0         2a00:86c0:119:119::145       9   14.370         -1      2.619  \n",
       "1         2a00:86c0:119:119::142       9   15.826         -1      0.310  \n",
       "2         2a00:86c0:116:116::145      11   20.654         -3      1.540  \n",
       "3         2a00:86c0:116:116::148      11   23.037         -3     -2.815  \n",
       "4         2a00:86c0:118:118::143       9   17.366          1      5.734  \n",
       "5         2a00:86c0:118:118::149       9   22.139         -1     -1.531  \n",
       "6         2a00:86c0:119:119::142       9   17.588         -1      0.211  \n",
       "7         2a00:86c0:116:116::148      11   24.586         -3     -4.311  \n",
       "8         2a00:86c0:119:119::148       9   19.373         -1      0.194  \n",
       "9         2a00:86c0:119:119::146       9   16.535          1      6.713  \n",
       "10        2a00:86c0:114:114::142      23  133.464         -5     27.023  \n",
       "11        2a00:86c0:115:115::161      24  133.524         -6     26.922  \n",
       "12        2a00:86c0:115:115::161      24  133.387         -5     34.245  \n",
       "13        2a00:86c0:115:115::161      24  133.316         -5     34.291  \n",
       "14        2a00:86c0:114:114::152      23  133.130         -5     27.433  \n",
       "15        2a00:86c0:114:114::142      23  133.352         -6     34.271  \n",
       "16        2a00:86c0:114:114::152      23  133.161         -5     34.574  \n",
       "17        2a00:86c0:115:115::137      24  133.543         -5     27.190  \n",
       "18        2a00:86c0:114:114::152      23  133.409         -5     27.244  \n",
       "19        2a00:86c0:114:114::152      23  133.321         -5     27.246  \n",
       "20        2a00:86c0:114:114::142      23  133.392         -5     27.337  \n",
       "21        2a00:86c0:115:115::135      24  133.347         -6     27.269  \n",
       "22        2a00:86c0:114:114::152      23  133.399         -4     34.165  \n",
       "23        2a00:86c0:115:115::152      24  133.319         -5     34.303  \n",
       "24        2a00:86c0:114:114::152      23  133.292         -5     27.239  \n",
       "25        2a00:86c0:114:114::152      23  133.303         -4     27.364  \n",
       "26        2a00:86c0:115:115::140      24  133.303         -5     34.403  \n",
       "27        2a00:86c0:114:114::142      23  133.565         -5     26.953  \n",
       "28        2a00:86c0:114:114::152      23  133.496         -5     27.058  \n",
       "29        2a00:86c0:115:115::151      24  133.415         -6     27.174  \n",
       "...                          ...     ...      ...        ...        ...  \n",
       "894909  2a00:86c0:1001:1059::137       8   14.685          0      8.764  \n",
       "894910  2a00:86c0:1000:1058::163       8   13.988          1      1.267  \n",
       "894911  2a00:86c0:1001:1059::137       8   14.974          1      5.769  \n",
       "894912  2a00:86c0:1000:1058::180       8   16.248          1      1.178  \n",
       "894913  2a00:86c0:1000:1058::180       8   16.429          0      6.420  \n",
       "894914  2a00:86c0:1000:1058::144       8   14.447          0     -1.016  \n",
       "894915  2a00:86c0:2038:2038::140       7   11.270          0     -1.318  \n",
       "894916  2a00:86c0:2039:2039::135       6   10.578          1     -0.792  \n",
       "894917  2a00:86c0:2039:2039::140       6   13.359          0     -2.515  \n",
       "894918  2a00:86c0:2039:2039::146       7   11.798          0     -1.391  \n",
       "894919  2a00:86c0:2039:2039::138       7   14.821         -1     -1.325  \n",
       "894920  2a00:86c0:2038:2038::136       7   13.442         -1     -4.033  \n",
       "894921  2a00:86c0:2039:2039::143       7    9.135          1      0.272  \n",
       "894922  2a00:86c0:2038:2038::139       6   11.046          1     -0.672  \n",
       "894923  2a00:86c0:2039:2039::139       7   11.333          0     -0.985  \n",
       "894924  2a00:86c0:2039:2039::143       7    9.750          0      0.565  \n",
       "894925  2a00:86c0:2039:2039::137       6   10.259          0      4.005  \n",
       "894926  2a00:86c0:2038:2038::143       6   10.619          1      0.137  \n",
       "894927  2a00:86c0:2039:2039::137       6    8.968          0      1.491  \n",
       "894928  2a00:86c0:2039:2039::140       6   10.813          1     -0.075  \n",
       "894929  2a00:86c0:2039:2039::138       7   10.297          0      2.949  \n",
       "894930  2a00:86c0:2039:2039::138       7   10.608         -1     -0.154  \n",
       "894931  2a00:86c0:2039:2039::140       6   10.520          1     -0.017  \n",
       "894932  2a00:86c0:2038:2038::135       7   10.336          0      0.264  \n",
       "894933  2a00:86c0:2039:2039::141       7   10.923          0      0.039  \n",
       "894934  2a00:86c0:2039:2039::142       7    9.648          0      0.141  \n",
       "894935  2a00:86c0:2038:2038::141       6    9.825          1      0.122  \n",
       "894936  2a00:86c0:2038:2038::145       7   13.175          0     -0.668  \n",
       "894937  2a00:86c0:2038:2038::138       6   11.090          1     -1.564  \n",
       "894938  2a00:86c0:2038:2038::139       6   10.484          1      3.022  \n",
       "\n",
       "[894939 rows x 10 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traceroute_merged['delta_ttl'] = traceroute_merged['ttl_v4'] - traceroute_merged['ttl_v6']\n",
    "traceroute_merged['delta_rtt'] = traceroute_merged['rtt_v4'] - traceroute_merged['rtt_v6']\n",
    "traceroute_merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn = sqlite3.connect('../data/netflix-data-aggregated.db')\n",
    "conn.text_factory = str\n",
    "traceroute_merged.to_sql(name = 'traceroute', con=conn, index=False, if_exists='replace')\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Including meta data information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "traceroute_meta = traceroute_merged.merge(probe_as, on=['unit_id'])\n",
    "traceroute_meta = traceroute_meta.merge(endpoints, left_on='destination_v4', right_on='ip')\n",
    "traceroute_meta = traceroute_meta.merge(endpoints, left_on='destination_v6', right_on='ip', suffixes=('_v4', '_v6'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "traceroute_meta.rename(columns={'asn_v4' : 'dst_asn_v4',\n",
    "                                'holder_v4' : 'dst_holder_v4',\n",
    "                                'asn_v6' : 'dst_asn_v6',\n",
    "                                'holder_v6' : 'dst_holder_v6'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "traceroute_meta = traceroute_meta[['unit_id', 'dtime',\n",
    "                                   'src_asn_v4', 'src_holder_v4', 'destination_v4', 'dst_asn_v4', 'dst_holder_v4', 'ttl_v4', 'rtt_v4',\n",
    "                                   'src_asn_v6', 'src_holder_v6', 'destination_v6', 'dst_asn_v6', 'dst_holder_v6', 'ttl_v6', 'rtt_v6', \n",
    "                                   'delta_ttl', 'delta_rtt']\n",
    "                                 ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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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>src_asn_v4</th>\n",
       "      <th>src_holder_v4</th>\n",
       "      <th>destination_v4</th>\n",
       "      <th>dst_asn_v4</th>\n",
       "      <th>dst_holder_v4</th>\n",
       "      <th>ttl_v4</th>\n",
       "      <th>rtt_v4</th>\n",
       "      <th>src_asn_v6</th>\n",
       "      <th>src_holder_v6</th>\n",
       "      <th>destination_v6</th>\n",
       "      <th>dst_asn_v6</th>\n",
       "      <th>dst_holder_v6</th>\n",
       "      <th>ttl_v6</th>\n",
       "      <th>rtt_v6</th>\n",
       "      <th>delta_ttl</th>\n",
       "      <th>delta_rtt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-22 00:00:00</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>8</td>\n",
       "      <td>16.989</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>9</td>\n",
       "      <td>14.370</td>\n",
       "      <td>-1</td>\n",
       "      <td>2.619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-07-25 00:00:00</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>8</td>\n",
       "      <td>13.484</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>9</td>\n",
       "      <td>14.786</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1.302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-12-15 23:00:00</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>8</td>\n",
       "      <td>15.452</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>9</td>\n",
       "      <td>13.122</td>\n",
       "      <td>-1</td>\n",
       "      <td>2.330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-10-04 18:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>26.841</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>25.611</td>\n",
       "      <td>0</td>\n",
       "      <td>1.230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>950210</td>\n",
       "      <td>2018-03-08 20:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>5</td>\n",
       "      <td>24.924</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>5</td>\n",
       "      <td>25.451</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>201338</td>\n",
       "      <td>2018-05-31 19:00:00</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>7</td>\n",
       "      <td>16.885</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>7.933</td>\n",
       "      <td>1</td>\n",
       "      <td>8.952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>201338</td>\n",
       "      <td>2018-07-18 12:00:00</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>198.38.119.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>7</td>\n",
       "      <td>7.692</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>7.840</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-08-17 01:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>24.253</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>24.878</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-08-17 01:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>24.709</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>24.878</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-08-30 09:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>24.719</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>26.519</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-09-02 13:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>24.700</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>26.466</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-10-08 01:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>24.763</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>28.700</td>\n",
       "      <td>0</td>\n",
       "      <td>-3.937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>660160</td>\n",
       "      <td>2016-08-17 18:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>21.784</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>21.578</td>\n",
       "      <td>0</td>\n",
       "      <td>0.206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>660160</td>\n",
       "      <td>2016-09-13 21:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.140</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>21.998</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>22.040</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-08-10 05:00:00</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>8</td>\n",
       "      <td>18.703</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>9</td>\n",
       "      <td>19.091</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-09-16 05:00:00</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>8</td>\n",
       "      <td>17.082</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>9</td>\n",
       "      <td>19.257</td>\n",
       "      <td>-1</td>\n",
       "      <td>-2.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-09-19 14:00:00</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>8</td>\n",
       "      <td>15.133</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>9</td>\n",
       "      <td>15.821</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-11-17 10:00:00</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>8</td>\n",
       "      <td>18.528</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>9</td>\n",
       "      <td>18.909</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>123256</td>\n",
       "      <td>2016-11-30 21:00:00</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>8</td>\n",
       "      <td>14.260</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>9</td>\n",
       "      <td>17.587</td>\n",
       "      <td>-1</td>\n",
       "      <td>-3.327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-07-26 05:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>24.373</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>24.899</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-08-26 14:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>26.483</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>26.690</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-09-22 06:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>24.959</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>26.293</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-09-24 05:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>26.330</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>24.465</td>\n",
       "      <td>0</td>\n",
       "      <td>1.865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>950210</td>\n",
       "      <td>2017-11-17 20:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.119.149</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>5</td>\n",
       "      <td>25.768</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>5</td>\n",
       "      <td>26.280</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>148650</td>\n",
       "      <td>2018-02-18 22:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>28.722</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>27.934</td>\n",
       "      <td>0</td>\n",
       "      <td>0.788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>660160</td>\n",
       "      <td>2016-08-13 09:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.117.153</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>18.026</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>25.370</td>\n",
       "      <td>0</td>\n",
       "      <td>-7.344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-07-26 05:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>24.360</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>24.899</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-08-16 07:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>24.481</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>24.746</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-08-23 21:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>24.466</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>24.839</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>148650</td>\n",
       "      <td>2016-08-29 10:00:00</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>198.38.118.141</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>24.744</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>2a00:86c0:119:119::145</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>6</td>\n",
       "      <td>26.305</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.561</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894909</th>\n",
       "      <td>950218</td>\n",
       "      <td>2018-12-02 03:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.864</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.890</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894910</th>\n",
       "      <td>950218</td>\n",
       "      <td>2018-12-06 03:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>15.101</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.760</td>\n",
       "      <td>0</td>\n",
       "      <td>0.341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894911</th>\n",
       "      <td>950218</td>\n",
       "      <td>2018-12-07 02:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.788</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.623</td>\n",
       "      <td>0</td>\n",
       "      <td>0.165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894912</th>\n",
       "      <td>950218</td>\n",
       "      <td>2018-12-09 01:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.912</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>15.038</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894913</th>\n",
       "      <td>950218</td>\n",
       "      <td>2018-12-09 02:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.996</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.557</td>\n",
       "      <td>0</td>\n",
       "      <td>0.439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894914</th>\n",
       "      <td>950218</td>\n",
       "      <td>2018-12-10 01:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.440</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.885</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894915</th>\n",
       "      <td>950218</td>\n",
       "      <td>2018-12-15 03:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.911</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.962</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894916</th>\n",
       "      <td>950218</td>\n",
       "      <td>2018-12-16 02:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.752</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.699</td>\n",
       "      <td>0</td>\n",
       "      <td>0.053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894917</th>\n",
       "      <td>950218</td>\n",
       "      <td>2018-12-19 02:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.607</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.730</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894918</th>\n",
       "      <td>950218</td>\n",
       "      <td>2018-12-20 02:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.823</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>15.026</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894919</th>\n",
       "      <td>950218</td>\n",
       "      <td>2018-12-20 03:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>15.143</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.968</td>\n",
       "      <td>0</td>\n",
       "      <td>0.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894920</th>\n",
       "      <td>950218</td>\n",
       "      <td>2018-12-23 02:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>19.585</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.929</td>\n",
       "      <td>0</td>\n",
       "      <td>4.656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894921</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-01-18 02:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.725</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.754</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894922</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-01-19 01:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.886</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.925</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894923</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-01-21 01:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.768</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.894</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894924</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-01-21 02:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.582</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.843</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894925</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-01-21 03:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.862</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>15.134</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894926</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-03-06 03:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.687</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>15.052</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894927</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-03-07 03:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.539</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.924</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894928</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-03-08 01:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.918</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.729</td>\n",
       "      <td>0</td>\n",
       "      <td>0.189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894929</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-03-08 03:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.899</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.735</td>\n",
       "      <td>0</td>\n",
       "      <td>0.164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894930</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-03-09 01:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.483</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.972</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894931</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-03-09 02:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.670</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>15.017</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894932</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-04-20 00:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.016</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>21.743</td>\n",
       "      <td>0</td>\n",
       "      <td>-7.727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894933</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-04-21 02:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.570</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.705</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894934</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-04-23 00:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.607</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.861</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894935</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-04-26 00:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.704</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.947</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894936</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-04-26 02:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.803</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>14.855</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894937</th>\n",
       "      <td>950218</td>\n",
       "      <td>2019-04-27 00:00:00</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>213.157.177.37</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>15.044</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>2a02:2f0e:5ff0:4::5</td>\n",
       "      <td>8708</td>\n",
       "      <td>RCS-RDS - RCS &amp; RDS SA</td>\n",
       "      <td>5</td>\n",
       "      <td>15.010</td>\n",
       "      <td>0</td>\n",
       "      <td>0.034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894938</th>\n",
       "      <td>950236</td>\n",
       "      <td>2017-06-11 03:00:00</td>\n",
       "      <td>7922</td>\n",
       "      <td>COMCAST-7922 - Comcast Cable Communications</td>\n",
       "      <td>198.38.109.131</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>8</td>\n",
       "      <td>18.920</td>\n",
       "      <td>7922</td>\n",
       "      <td>COMCAST-7922 - Comcast Cable Communications</td>\n",
       "      <td>2a00:86c0:108:108::182</td>\n",
       "      <td>2906</td>\n",
       "      <td>AS-SSI - Netflix Streaming Services Inc.</td>\n",
       "      <td>8</td>\n",
       "      <td>18.394</td>\n",
       "      <td>0</td>\n",
       "      <td>0.526</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>894939 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        unit_id               dtime  src_asn_v4  \\\n",
       "0        123256 2016-07-22 00:00:00        8767   \n",
       "1        123256 2016-07-25 00:00:00        8767   \n",
       "2        123256 2016-12-15 23:00:00        8767   \n",
       "3        148650 2016-10-04 18:00:00        3320   \n",
       "4        950210 2018-03-08 20:00:00        3320   \n",
       "5        201338 2018-05-31 19:00:00         680   \n",
       "6        201338 2018-07-18 12:00:00         680   \n",
       "7        148650 2016-08-17 01:00:00        3320   \n",
       "8        148650 2016-08-17 01:00:00        3320   \n",
       "9        148650 2016-08-30 09:00:00        3320   \n",
       "10       148650 2016-09-02 13:00:00        3320   \n",
       "11       148650 2016-10-08 01:00:00        3320   \n",
       "12       660160 2016-08-17 18:00:00        3320   \n",
       "13       660160 2016-09-13 21:00:00        3320   \n",
       "14       123256 2016-08-10 05:00:00        8767   \n",
       "15       123256 2016-09-16 05:00:00        8767   \n",
       "16       123256 2016-09-19 14:00:00        8767   \n",
       "17       123256 2016-11-17 10:00:00        8767   \n",
       "18       123256 2016-11-30 21:00:00        8767   \n",
       "19       148650 2016-07-26 05:00:00        3320   \n",
       "20       148650 2016-08-26 14:00:00        3320   \n",
       "21       148650 2016-09-22 06:00:00        3320   \n",
       "22       148650 2016-09-24 05:00:00        3320   \n",
       "23       950210 2017-11-17 20:00:00        3320   \n",
       "24       148650 2018-02-18 22:00:00        3320   \n",
       "25       660160 2016-08-13 09:00:00        3320   \n",
       "26       148650 2016-07-26 05:00:00        3320   \n",
       "27       148650 2016-08-16 07:00:00        3320   \n",
       "28       148650 2016-08-23 21:00:00        3320   \n",
       "29       148650 2016-08-29 10:00:00        3320   \n",
       "...         ...                 ...         ...   \n",
       "894909   950218 2018-12-02 03:00:00        8708   \n",
       "894910   950218 2018-12-06 03:00:00        8708   \n",
       "894911   950218 2018-12-07 02:00:00        8708   \n",
       "894912   950218 2018-12-09 01:00:00        8708   \n",
       "894913   950218 2018-12-09 02:00:00        8708   \n",
       "894914   950218 2018-12-10 01:00:00        8708   \n",
       "894915   950218 2018-12-15 03:00:00        8708   \n",
       "894916   950218 2018-12-16 02:00:00        8708   \n",
       "894917   950218 2018-12-19 02:00:00        8708   \n",
       "894918   950218 2018-12-20 02:00:00        8708   \n",
       "894919   950218 2018-12-20 03:00:00        8708   \n",
       "894920   950218 2018-12-23 02:00:00        8708   \n",
       "894921   950218 2019-01-18 02:00:00        8708   \n",
       "894922   950218 2019-01-19 01:00:00        8708   \n",
       "894923   950218 2019-01-21 01:00:00        8708   \n",
       "894924   950218 2019-01-21 02:00:00        8708   \n",
       "894925   950218 2019-01-21 03:00:00        8708   \n",
       "894926   950218 2019-03-06 03:00:00        8708   \n",
       "894927   950218 2019-03-07 03:00:00        8708   \n",
       "894928   950218 2019-03-08 01:00:00        8708   \n",
       "894929   950218 2019-03-08 03:00:00        8708   \n",
       "894930   950218 2019-03-09 01:00:00        8708   \n",
       "894931   950218 2019-03-09 02:00:00        8708   \n",
       "894932   950218 2019-04-20 00:00:00        8708   \n",
       "894933   950218 2019-04-21 02:00:00        8708   \n",
       "894934   950218 2019-04-23 00:00:00        8708   \n",
       "894935   950218 2019-04-26 00:00:00        8708   \n",
       "894936   950218 2019-04-26 02:00:00        8708   \n",
       "894937   950218 2019-04-27 00:00:00        8708   \n",
       "894938   950236 2017-06-11 03:00:00        7922   \n",
       "\n",
       "                                            src_holder_v4  destination_v4  \\\n",
       "0                 MNET-AS - M-net Telekommunikations GmbH  198.38.119.140   \n",
       "1                 MNET-AS - M-net Telekommunikations GmbH  198.38.119.140   \n",
       "2                 MNET-AS - M-net Telekommunikations GmbH  198.38.119.140   \n",
       "3                              DTAG - Deutsche Telekom AG  198.38.119.140   \n",
       "4                              DTAG - Deutsche Telekom AG  198.38.119.140   \n",
       "5       DFN - Verein zur Foerderung eines Deutschen Fo...  198.38.119.140   \n",
       "6       DFN - Verein zur Foerderung eines Deutschen Fo...  198.38.119.140   \n",
       "7                              DTAG - Deutsche Telekom AG  198.38.118.140   \n",
       "8                              DTAG - Deutsche Telekom AG  198.38.118.140   \n",
       "9                              DTAG - Deutsche Telekom AG  198.38.118.140   \n",
       "10                             DTAG - Deutsche Telekom AG  198.38.118.140   \n",
       "11                             DTAG - Deutsche Telekom AG  198.38.118.140   \n",
       "12                             DTAG - Deutsche Telekom AG  198.38.118.140   \n",
       "13                             DTAG - Deutsche Telekom AG  198.38.118.140   \n",
       "14                MNET-AS - M-net Telekommunikations GmbH  198.38.119.149   \n",
       "15                MNET-AS - M-net Telekommunikations GmbH  198.38.119.149   \n",
       "16                MNET-AS - M-net Telekommunikations GmbH  198.38.119.149   \n",
       "17                MNET-AS - M-net Telekommunikations GmbH  198.38.119.149   \n",
       "18                MNET-AS - M-net Telekommunikations GmbH  198.38.119.149   \n",
       "19                             DTAG - Deutsche Telekom AG  198.38.119.149   \n",
       "20                             DTAG - Deutsche Telekom AG  198.38.119.149   \n",
       "21                             DTAG - Deutsche Telekom AG  198.38.119.149   \n",
       "22                             DTAG - Deutsche Telekom AG  198.38.119.149   \n",
       "23                             DTAG - Deutsche Telekom AG  198.38.119.149   \n",
       "24                             DTAG - Deutsche Telekom AG  198.38.117.153   \n",
       "25                             DTAG - Deutsche Telekom AG  198.38.117.153   \n",
       "26                             DTAG - Deutsche Telekom AG  198.38.118.141   \n",
       "27                             DTAG - Deutsche Telekom AG  198.38.118.141   \n",
       "28                             DTAG - Deutsche Telekom AG  198.38.118.141   \n",
       "29                             DTAG - Deutsche Telekom AG  198.38.118.141   \n",
       "...                                                   ...             ...   \n",
       "894909                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894910                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894911                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894912                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894913                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894914                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894915                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894916                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894917                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894918                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894919                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894920                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894921                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894922                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894923                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894924                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894925                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894926                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894927                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894928                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894929                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894930                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894931                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894932                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894933                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894934                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894935                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894936                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894937                             RCS-RDS - RCS & RDS SA  213.157.177.37   \n",
       "894938        COMCAST-7922 - Comcast Cable Communications  198.38.109.131   \n",
       "\n",
       "        dst_asn_v4                             dst_holder_v4  ttl_v4  rtt_v4  \\\n",
       "0             2906  AS-SSI - Netflix Streaming Services Inc.       8  16.989   \n",
       "1             2906  AS-SSI - Netflix Streaming Services Inc.       8  13.484   \n",
       "2             2906  AS-SSI - Netflix Streaming Services Inc.       8  15.452   \n",
       "3             2906  AS-SSI - Netflix Streaming Services Inc.       6  26.841   \n",
       "4             2906  AS-SSI - Netflix Streaming Services Inc.       5  24.924   \n",
       "5             2906  AS-SSI - Netflix Streaming Services Inc.       7  16.885   \n",
       "6             2906  AS-SSI - Netflix Streaming Services Inc.       7   7.692   \n",
       "7             2906  AS-SSI - Netflix Streaming Services Inc.       6  24.253   \n",
       "8             2906  AS-SSI - Netflix Streaming Services Inc.       6  24.709   \n",
       "9             2906  AS-SSI - Netflix Streaming Services Inc.       6  24.719   \n",
       "10            2906  AS-SSI - Netflix Streaming Services Inc.       6  24.700   \n",
       "11            2906  AS-SSI - Netflix Streaming Services Inc.       6  24.763   \n",
       "12            2906  AS-SSI - Netflix Streaming Services Inc.       6  21.784   \n",
       "13            2906  AS-SSI - Netflix Streaming Services Inc.       6  21.998   \n",
       "14            2906  AS-SSI - Netflix Streaming Services Inc.       8  18.703   \n",
       "15            2906  AS-SSI - Netflix Streaming Services Inc.       8  17.082   \n",
       "16            2906  AS-SSI - Netflix Streaming Services Inc.       8  15.133   \n",
       "17            2906  AS-SSI - Netflix Streaming Services Inc.       8  18.528   \n",
       "18            2906  AS-SSI - Netflix Streaming Services Inc.       8  14.260   \n",
       "19            2906  AS-SSI - Netflix Streaming Services Inc.       6  24.373   \n",
       "20            2906  AS-SSI - Netflix Streaming Services Inc.       6  26.483   \n",
       "21            2906  AS-SSI - Netflix Streaming Services Inc.       6  24.959   \n",
       "22            2906  AS-SSI - Netflix Streaming Services Inc.       6  26.330   \n",
       "23            2906  AS-SSI - Netflix Streaming Services Inc.       5  25.768   \n",
       "24            2906  AS-SSI - Netflix Streaming Services Inc.       6  28.722   \n",
       "25            2906  AS-SSI - Netflix Streaming Services Inc.       6  18.026   \n",
       "26            2906  AS-SSI - Netflix Streaming Services Inc.       6  24.360   \n",
       "27            2906  AS-SSI - Netflix Streaming Services Inc.       6  24.481   \n",
       "28            2906  AS-SSI - Netflix Streaming Services Inc.       6  24.466   \n",
       "29            2906  AS-SSI - Netflix Streaming Services Inc.       6  24.744   \n",
       "...            ...                                       ...     ...     ...   \n",
       "894909        8708                    RCS-RDS - RCS & RDS SA       5  14.864   \n",
       "894910        8708                    RCS-RDS - RCS & RDS SA       5  15.101   \n",
       "894911        8708                    RCS-RDS - RCS & RDS SA       5  14.788   \n",
       "894912        8708                    RCS-RDS - RCS & RDS SA       5  14.912   \n",
       "894913        8708                    RCS-RDS - RCS & RDS SA       5  14.996   \n",
       "894914        8708                    RCS-RDS - RCS & RDS SA       5  14.440   \n",
       "894915        8708                    RCS-RDS - RCS & RDS SA       5  14.911   \n",
       "894916        8708                    RCS-RDS - RCS & RDS SA       5  14.752   \n",
       "894917        8708                    RCS-RDS - RCS & RDS SA       5  14.607   \n",
       "894918        8708                    RCS-RDS - RCS & RDS SA       5  14.823   \n",
       "894919        8708                    RCS-RDS - RCS & RDS SA       5  15.143   \n",
       "894920        8708                    RCS-RDS - RCS & RDS SA       5  19.585   \n",
       "894921        8708                    RCS-RDS - RCS & RDS SA       5  14.725   \n",
       "894922        8708                    RCS-RDS - RCS & RDS SA       5  14.886   \n",
       "894923        8708                    RCS-RDS - RCS & RDS SA       5  14.768   \n",
       "894924        8708                    RCS-RDS - RCS & RDS SA       5  14.582   \n",
       "894925        8708                    RCS-RDS - RCS & RDS SA       5  14.862   \n",
       "894926        8708                    RCS-RDS - RCS & RDS SA       5  14.687   \n",
       "894927        8708                    RCS-RDS - RCS & RDS SA       5  14.539   \n",
       "894928        8708                    RCS-RDS - RCS & RDS SA       5  14.918   \n",
       "894929        8708                    RCS-RDS - RCS & RDS SA       5  14.899   \n",
       "894930        8708                    RCS-RDS - RCS & RDS SA       5  14.483   \n",
       "894931        8708                    RCS-RDS - RCS & RDS SA       5  14.670   \n",
       "894932        8708                    RCS-RDS - RCS & RDS SA       5  14.016   \n",
       "894933        8708                    RCS-RDS - RCS & RDS SA       5  14.570   \n",
       "894934        8708                    RCS-RDS - RCS & RDS SA       5  14.607   \n",
       "894935        8708                    RCS-RDS - RCS & RDS SA       5  14.704   \n",
       "894936        8708                    RCS-RDS - RCS & RDS SA       5  14.803   \n",
       "894937        8708                    RCS-RDS - RCS & RDS SA       5  15.044   \n",
       "894938        2906  AS-SSI - Netflix Streaming Services Inc.       8  18.920   \n",
       "\n",
       "        src_asn_v6                                      src_holder_v6  \\\n",
       "0             8767            MNET-AS - M-net Telekommunikations GmbH   \n",
       "1             8767            MNET-AS - M-net Telekommunikations GmbH   \n",
       "2             8767            MNET-AS - M-net Telekommunikations GmbH   \n",
       "3             3320                         DTAG - Deutsche Telekom AG   \n",
       "4             3320                         DTAG - Deutsche Telekom AG   \n",
       "5              680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "6              680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "7             3320                         DTAG - Deutsche Telekom AG   \n",
       "8             3320                         DTAG - Deutsche Telekom AG   \n",
       "9             3320                         DTAG - Deutsche Telekom AG   \n",
       "10            3320                         DTAG - Deutsche Telekom AG   \n",
       "11            3320                         DTAG - Deutsche Telekom AG   \n",
       "12            3320                         DTAG - Deutsche Telekom AG   \n",
       "13            3320                         DTAG - Deutsche Telekom AG   \n",
       "14            8767            MNET-AS - M-net Telekommunikations GmbH   \n",
       "15            8767            MNET-AS - M-net Telekommunikations GmbH   \n",
       "16            8767            MNET-AS - M-net Telekommunikations GmbH   \n",
       "17            8767            MNET-AS - M-net Telekommunikations GmbH   \n",
       "18            8767            MNET-AS - M-net Telekommunikations GmbH   \n",
       "19            3320                         DTAG - Deutsche Telekom AG   \n",
       "20            3320                         DTAG - Deutsche Telekom AG   \n",
       "21            3320                         DTAG - Deutsche Telekom AG   \n",
       "22            3320                         DTAG - Deutsche Telekom AG   \n",
       "23            3320                         DTAG - Deutsche Telekom AG   \n",
       "24            3320                         DTAG - Deutsche Telekom AG   \n",
       "25            3320                         DTAG - Deutsche Telekom AG   \n",
       "26            3320                         DTAG - Deutsche Telekom AG   \n",
       "27            3320                         DTAG - Deutsche Telekom AG   \n",
       "28            3320                         DTAG - Deutsche Telekom AG   \n",
       "29            3320                         DTAG - Deutsche Telekom AG   \n",
       "...            ...                                                ...   \n",
       "894909        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894910        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894911        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894912        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894913        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894914        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894915        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894916        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894917        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894918        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894919        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894920        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894921        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894922        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894923        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894924        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894925        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894926        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894927        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894928        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894929        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894930        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894931        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894932        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894933        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894934        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894935        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894936        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894937        8708                             RCS-RDS - RCS & RDS SA   \n",
       "894938        7922        COMCAST-7922 - Comcast Cable Communications   \n",
       "\n",
       "                destination_v6  dst_asn_v6  \\\n",
       "0       2a00:86c0:119:119::145        2906   \n",
       "1       2a00:86c0:119:119::145        2906   \n",
       "2       2a00:86c0:119:119::145        2906   \n",
       "3       2a00:86c0:119:119::145        2906   \n",
       "4       2a00:86c0:119:119::145        2906   \n",
       "5       2a00:86c0:119:119::145        2906   \n",
       "6       2a00:86c0:119:119::145        2906   \n",
       "7       2a00:86c0:119:119::145        2906   \n",
       "8       2a00:86c0:119:119::145        2906   \n",
       "9       2a00:86c0:119:119::145        2906   \n",
       "10      2a00:86c0:119:119::145        2906   \n",
       "11      2a00:86c0:119:119::145        2906   \n",
       "12      2a00:86c0:119:119::145        2906   \n",
       "13      2a00:86c0:119:119::145        2906   \n",
       "14      2a00:86c0:119:119::145        2906   \n",
       "15      2a00:86c0:119:119::145        2906   \n",
       "16      2a00:86c0:119:119::145        2906   \n",
       "17      2a00:86c0:119:119::145        2906   \n",
       "18      2a00:86c0:119:119::145        2906   \n",
       "19      2a00:86c0:119:119::145        2906   \n",
       "20      2a00:86c0:119:119::145        2906   \n",
       "21      2a00:86c0:119:119::145        2906   \n",
       "22      2a00:86c0:119:119::145        2906   \n",
       "23      2a00:86c0:119:119::145        2906   \n",
       "24      2a00:86c0:119:119::145        2906   \n",
       "25      2a00:86c0:119:119::145        2906   \n",
       "26      2a00:86c0:119:119::145        2906   \n",
       "27      2a00:86c0:119:119::145        2906   \n",
       "28      2a00:86c0:119:119::145        2906   \n",
       "29      2a00:86c0:119:119::145        2906   \n",
       "...                        ...         ...   \n",
       "894909     2a02:2f0e:5ff0:4::5        8708   \n",
       "894910     2a02:2f0e:5ff0:4::5        8708   \n",
       "894911     2a02:2f0e:5ff0:4::5        8708   \n",
       "894912     2a02:2f0e:5ff0:4::5        8708   \n",
       "894913     2a02:2f0e:5ff0:4::5        8708   \n",
       "894914     2a02:2f0e:5ff0:4::5        8708   \n",
       "894915     2a02:2f0e:5ff0:4::5        8708   \n",
       "894916     2a02:2f0e:5ff0:4::5        8708   \n",
       "894917     2a02:2f0e:5ff0:4::5        8708   \n",
       "894918     2a02:2f0e:5ff0:4::5        8708   \n",
       "894919     2a02:2f0e:5ff0:4::5        8708   \n",
       "894920     2a02:2f0e:5ff0:4::5        8708   \n",
       "894921     2a02:2f0e:5ff0:4::5        8708   \n",
       "894922     2a02:2f0e:5ff0:4::5        8708   \n",
       "894923     2a02:2f0e:5ff0:4::5        8708   \n",
       "894924     2a02:2f0e:5ff0:4::5        8708   \n",
       "894925     2a02:2f0e:5ff0:4::5        8708   \n",
       "894926     2a02:2f0e:5ff0:4::5        8708   \n",
       "894927     2a02:2f0e:5ff0:4::5        8708   \n",
       "894928     2a02:2f0e:5ff0:4::5        8708   \n",
       "894929     2a02:2f0e:5ff0:4::5        8708   \n",
       "894930     2a02:2f0e:5ff0:4::5        8708   \n",
       "894931     2a02:2f0e:5ff0:4::5        8708   \n",
       "894932     2a02:2f0e:5ff0:4::5        8708   \n",
       "894933     2a02:2f0e:5ff0:4::5        8708   \n",
       "894934     2a02:2f0e:5ff0:4::5        8708   \n",
       "894935     2a02:2f0e:5ff0:4::5        8708   \n",
       "894936     2a02:2f0e:5ff0:4::5        8708   \n",
       "894937     2a02:2f0e:5ff0:4::5        8708   \n",
       "894938  2a00:86c0:108:108::182        2906   \n",
       "\n",
       "                                   dst_holder_v6  ttl_v6  rtt_v6  delta_ttl  \\\n",
       "0       AS-SSI - Netflix Streaming Services Inc.       9  14.370         -1   \n",
       "1       AS-SSI - Netflix Streaming Services Inc.       9  14.786         -1   \n",
       "2       AS-SSI - Netflix Streaming Services Inc.       9  13.122         -1   \n",
       "3       AS-SSI - Netflix Streaming Services Inc.       6  25.611          0   \n",
       "4       AS-SSI - Netflix Streaming Services Inc.       5  25.451          0   \n",
       "5       AS-SSI - Netflix Streaming Services Inc.       6   7.933          1   \n",
       "6       AS-SSI - Netflix Streaming Services Inc.       6   7.840          1   \n",
       "7       AS-SSI - Netflix Streaming Services Inc.       6  24.878          0   \n",
       "8       AS-SSI - Netflix Streaming Services Inc.       6  24.878          0   \n",
       "9       AS-SSI - Netflix Streaming Services Inc.       6  26.519          0   \n",
       "10      AS-SSI - Netflix Streaming Services Inc.       6  26.466          0   \n",
       "11      AS-SSI - Netflix Streaming Services Inc.       6  28.700          0   \n",
       "12      AS-SSI - Netflix Streaming Services Inc.       6  21.578          0   \n",
       "13      AS-SSI - Netflix Streaming Services Inc.       6  22.040          0   \n",
       "14      AS-SSI - Netflix Streaming Services Inc.       9  19.091         -1   \n",
       "15      AS-SSI - Netflix Streaming Services Inc.       9  19.257         -1   \n",
       "16      AS-SSI - Netflix Streaming Services Inc.       9  15.821         -1   \n",
       "17      AS-SSI - Netflix Streaming Services Inc.       9  18.909         -1   \n",
       "18      AS-SSI - Netflix Streaming Services Inc.       9  17.587         -1   \n",
       "19      AS-SSI - Netflix Streaming Services Inc.       6  24.899          0   \n",
       "20      AS-SSI - Netflix Streaming Services Inc.       6  26.690          0   \n",
       "21      AS-SSI - Netflix Streaming Services Inc.       6  26.293          0   \n",
       "22      AS-SSI - Netflix Streaming Services Inc.       6  24.465          0   \n",
       "23      AS-SSI - Netflix Streaming Services Inc.       5  26.280          0   \n",
       "24      AS-SSI - Netflix Streaming Services Inc.       6  27.934          0   \n",
       "25      AS-SSI - Netflix Streaming Services Inc.       6  25.370          0   \n",
       "26      AS-SSI - Netflix Streaming Services Inc.       6  24.899          0   \n",
       "27      AS-SSI - Netflix Streaming Services Inc.       6  24.746          0   \n",
       "28      AS-SSI - Netflix Streaming Services Inc.       6  24.839          0   \n",
       "29      AS-SSI - Netflix Streaming Services Inc.       6  26.305          0   \n",
       "...                                          ...     ...     ...        ...   \n",
       "894909                    RCS-RDS - RCS & RDS SA       5  14.890          0   \n",
       "894910                    RCS-RDS - RCS & RDS SA       5  14.760          0   \n",
       "894911                    RCS-RDS - RCS & RDS SA       5  14.623          0   \n",
       "894912                    RCS-RDS - RCS & RDS SA       5  15.038          0   \n",
       "894913                    RCS-RDS - RCS & RDS SA       5  14.557          0   \n",
       "894914                    RCS-RDS - RCS & RDS SA       5  14.885          0   \n",
       "894915                    RCS-RDS - RCS & RDS SA       5  14.962          0   \n",
       "894916                    RCS-RDS - RCS & RDS SA       5  14.699          0   \n",
       "894917                    RCS-RDS - RCS & RDS SA       5  14.730          0   \n",
       "894918                    RCS-RDS - RCS & RDS SA       5  15.026          0   \n",
       "894919                    RCS-RDS - RCS & RDS SA       5  14.968          0   \n",
       "894920                    RCS-RDS - RCS & RDS SA       5  14.929          0   \n",
       "894921                    RCS-RDS - RCS & RDS SA       5  14.754          0   \n",
       "894922                    RCS-RDS - RCS & RDS SA       5  14.925          0   \n",
       "894923                    RCS-RDS - RCS & RDS SA       5  14.894          0   \n",
       "894924                    RCS-RDS - RCS & RDS SA       5  14.843          0   \n",
       "894925                    RCS-RDS - RCS & RDS SA       5  15.134          0   \n",
       "894926                    RCS-RDS - RCS & RDS SA       5  15.052          0   \n",
       "894927                    RCS-RDS - RCS & RDS SA       5  14.924          0   \n",
       "894928                    RCS-RDS - RCS & RDS SA       5  14.729          0   \n",
       "894929                    RCS-RDS - RCS & RDS SA       5  14.735          0   \n",
       "894930                    RCS-RDS - RCS & RDS SA       5  14.972          0   \n",
       "894931                    RCS-RDS - RCS & RDS SA       5  15.017          0   \n",
       "894932                    RCS-RDS - RCS & RDS SA       5  21.743          0   \n",
       "894933                    RCS-RDS - RCS & RDS SA       5  14.705          0   \n",
       "894934                    RCS-RDS - RCS & RDS SA       5  14.861          0   \n",
       "894935                    RCS-RDS - RCS & RDS SA       5  14.947          0   \n",
       "894936                    RCS-RDS - RCS & RDS SA       5  14.855          0   \n",
       "894937                    RCS-RDS - RCS & RDS SA       5  15.010          0   \n",
       "894938  AS-SSI - Netflix Streaming Services Inc.       8  18.394          0   \n",
       "\n",
       "        delta_rtt  \n",
       "0           2.619  \n",
       "1          -1.302  \n",
       "2           2.330  \n",
       "3           1.230  \n",
       "4          -0.527  \n",
       "5           8.952  \n",
       "6          -0.148  \n",
       "7          -0.625  \n",
       "8          -0.169  \n",
       "9          -1.800  \n",
       "10         -1.766  \n",
       "11         -3.937  \n",
       "12          0.206  \n",
       "13         -0.042  \n",
       "14         -0.388  \n",
       "15         -2.175  \n",
       "16         -0.688  \n",
       "17         -0.381  \n",
       "18         -3.327  \n",
       "19         -0.526  \n",
       "20         -0.207  \n",
       "21         -1.334  \n",
       "22          1.865  \n",
       "23         -0.512  \n",
       "24          0.788  \n",
       "25         -7.344  \n",
       "26         -0.539  \n",
       "27         -0.265  \n",
       "28         -0.373  \n",
       "29         -1.561  \n",
       "...           ...  \n",
       "894909     -0.026  \n",
       "894910      0.341  \n",
       "894911      0.165  \n",
       "894912     -0.126  \n",
       "894913      0.439  \n",
       "894914     -0.445  \n",
       "894915     -0.051  \n",
       "894916      0.053  \n",
       "894917     -0.123  \n",
       "894918     -0.203  \n",
       "894919      0.175  \n",
       "894920      4.656  \n",
       "894921     -0.029  \n",
       "894922     -0.039  \n",
       "894923     -0.126  \n",
       "894924     -0.261  \n",
       "894925     -0.272  \n",
       "894926     -0.365  \n",
       "894927     -0.385  \n",
       "894928      0.189  \n",
       "894929      0.164  \n",
       "894930     -0.489  \n",
       "894931     -0.347  \n",
       "894932     -7.727  \n",
       "894933     -0.135  \n",
       "894934     -0.254  \n",
       "894935     -0.243  \n",
       "894936     -0.052  \n",
       "894937      0.034  \n",
       "894938      0.526  \n",
       "\n",
       "[894939 rows x 18 columns]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traceroute_meta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn = sqlite3.connect('../data/netflix-data-aggregated.db')\n",
    "conn.text_factory = str\n",
    "traceroute_meta.to_sql(name = 'traceroute_meta', con=conn, index=False, if_exists='replace')\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MLab measurements"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Only used for rough comparison of throughput (MLab speedtest vs Netflix); data over v6 not fully complete; pairs not fully complementary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load throughput measurements performed toward MLab servers\n",
    "\n",
    "conn = sqlite3.connect('../data/mlab-data.db')\n",
    "speedtest_v4 = pd.read_sql_query('select unit_id, dtime, address, \\\n",
    "                                  bytes_sec \\\n",
    "                                  from httpgetmt \\\n",
    "                                  where successes != 0',\n",
    "                                  con=conn, parse_dates=['dtime'])\n",
    "\n",
    "speedtest_v6 = pd.read_sql_query('select unit_id, dtime, address, \\\n",
    "                                  bytes_sec \\\n",
    "                                  from httpgetmt6 \\\n",
    "                                  where successes != 0',\n",
    "                                  con=conn, parse_dates=['dtime'])\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "speedtest_v4['dtime'] = speedtest_v4['dtime'].dt.floor('h')\n",
    "speedtest_v6['dtime'] = speedtest_v6['dtime'].dt.floor('h')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "speedtest_df = speedtest_v4.merge(speedtest_v6, on=['unit_id', 'dtime'], suffixes=('_v4', '_v6'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "speedtest_df['delta_bytes_sec'] = speedtest_df['bytes_sec_v4'] - speedtest_df['bytes_sec_v6']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>address_v4</th>\n",
       "      <th>bytes_sec_v4</th>\n",
       "      <th>address_v6</th>\n",
       "      <th>bytes_sec_v6</th>\n",
       "      <th>delta_bytes_sec</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19602</td>\n",
       "      <td>2014-09-05 12:00:00</td>\n",
       "      <td>80.239.168.226</td>\n",
       "      <td>167469</td>\n",
       "      <td>2001:2030:0:1a::226</td>\n",
       "      <td>191698</td>\n",
       "      <td>-24229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>19602</td>\n",
       "      <td>2014-09-05 18:00:00</td>\n",
       "      <td>80.239.168.226</td>\n",
       "      <td>195406</td>\n",
       "      <td>2001:2030:0:1a::226</td>\n",
       "      <td>185876</td>\n",
       "      <td>9530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19602</td>\n",
       "      <td>2014-09-05 19:00:00</td>\n",
       "      <td>80.239.168.226</td>\n",
       "      <td>167903</td>\n",
       "      <td>2001:2030:0:1a::226</td>\n",
       "      <td>188858</td>\n",
       "      <td>-20955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>19602</td>\n",
       "      <td>2014-09-05 20:00:00</td>\n",
       "      <td>80.239.168.226</td>\n",
       "      <td>195262</td>\n",
       "      <td>2001:2030:0:1a::226</td>\n",
       "      <td>192124</td>\n",
       "      <td>3138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19602</td>\n",
       "      <td>2014-09-05 21:00:00</td>\n",
       "      <td>80.239.168.226</td>\n",
       "      <td>161566</td>\n",
       "      <td>2001:2030:0:1a::226</td>\n",
       "      <td>190988</td>\n",
       "      <td>-29422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>19602</td>\n",
       "      <td>2014-09-05 22:00:00</td>\n",
       "      <td>80.239.168.226</td>\n",
       "      <td>195117</td>\n",
       "      <td>2001:2030:0:1a::226</td>\n",
       "      <td>193260</td>\n",
       "      <td>1857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>62712</td>\n",
       "      <td>2014-09-05 18:00:00</td>\n",
       "      <td>213.244.128.162</td>\n",
       "      <td>11598048</td>\n",
       "      <td>2001:4c08:2003:2::162</td>\n",
       "      <td>11532943</td>\n",
       "      <td>65105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>62712</td>\n",
       "      <td>2014-09-05 19:00:00</td>\n",
       "      <td>213.244.128.162</td>\n",
       "      <td>11607398</td>\n",
       "      <td>2001:4c08:2003:2::162</td>\n",
       "      <td>11257064</td>\n",
       "      <td>350334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>62712</td>\n",
       "      <td>2014-09-05 20:00:00</td>\n",
       "      <td>213.244.128.162</td>\n",
       "      <td>11638454</td>\n",
       "      <td>2001:4c08:2003:2::162</td>\n",
       "      <td>11296059</td>\n",
       "      <td>342395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>62712</td>\n",
       "      <td>2014-09-05 21:00:00</td>\n",
       "      <td>213.244.128.162</td>\n",
       "      <td>11645509</td>\n",
       "      <td>2001:4c08:2003:2::162</td>\n",
       "      <td>11407647</td>\n",
       "      <td>237862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>62712</td>\n",
       "      <td>2014-09-05 22:00:00</td>\n",
       "      <td>213.244.128.162</td>\n",
       "      <td>11546870</td>\n",
       "      <td>2001:4c08:2003:2::162</td>\n",
       "      <td>11447883</td>\n",
       "      <td>98987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>62712</td>\n",
       "      <td>2014-09-05 23:00:00</td>\n",
       "      <td>213.244.128.162</td>\n",
       "      <td>11635140</td>\n",
       "      <td>2001:4c08:2003:2::162</td>\n",
       "      <td>10940693</td>\n",
       "      <td>694447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>123256</td>\n",
       "      <td>2014-09-05 10:00:00</td>\n",
       "      <td>72.26.217.84</td>\n",
       "      <td>11744547</td>\n",
       "      <td>2001:48c8:7::84</td>\n",
       "      <td>9855668</td>\n",
       "      <td>1888879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>123256</td>\n",
       "      <td>2014-09-05 16:00:00</td>\n",
       "      <td>72.26.217.84</td>\n",
       "      <td>11748338</td>\n",
       "      <td>2001:48c8:7::84</td>\n",
       "      <td>9797957</td>\n",
       "      <td>1950381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>123256</td>\n",
       "      <td>2014-09-05 18:00:00</td>\n",
       "      <td>72.26.217.84</td>\n",
       "      <td>11727656</td>\n",
       "      <td>2001:48c8:7::84</td>\n",
       "      <td>4794285</td>\n",
       "      <td>6933371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>123256</td>\n",
       "      <td>2014-09-05 19:00:00</td>\n",
       "      <td>72.26.217.84</td>\n",
       "      <td>11735938</td>\n",
       "      <td>2001:48c8:7::84</td>\n",
       "      <td>9876990</td>\n",
       "      <td>1858948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>123256</td>\n",
       "      <td>2014-09-05 20:00:00</td>\n",
       "      <td>72.26.217.84</td>\n",
       "      <td>11744701</td>\n",
       "      <td>2001:48c8:7::84</td>\n",
       "      <td>9693833</td>\n",
       "      <td>2050868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>123256</td>\n",
       "      <td>2014-09-05 21:00:00</td>\n",
       "      <td>72.26.217.84</td>\n",
       "      <td>11749256</td>\n",
       "      <td>2001:48c8:7::84</td>\n",
       "      <td>9620771</td>\n",
       "      <td>2128485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>123256</td>\n",
       "      <td>2014-09-05 23:00:00</td>\n",
       "      <td>72.26.217.84</td>\n",
       "      <td>11748410</td>\n",
       "      <td>2001:48c8:7::84</td>\n",
       "      <td>9678635</td>\n",
       "      <td>2069775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>129210</td>\n",
       "      <td>2014-09-05 12:00:00</td>\n",
       "      <td>217.163.1.98</td>\n",
       "      <td>2617464</td>\n",
       "      <td>2001:4c08:2003:3::98</td>\n",
       "      <td>36615</td>\n",
       "      <td>2580849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>129210</td>\n",
       "      <td>2014-09-05 18:00:00</td>\n",
       "      <td>217.163.1.98</td>\n",
       "      <td>2555083</td>\n",
       "      <td>2001:4c08:2003:3::98</td>\n",
       "      <td>36203</td>\n",
       "      <td>2518880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>129210</td>\n",
       "      <td>2014-09-05 19:00:00</td>\n",
       "      <td>217.163.1.98</td>\n",
       "      <td>2577255</td>\n",
       "      <td>2001:4c08:2003:3::98</td>\n",
       "      <td>37742</td>\n",
       "      <td>2539513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>129210</td>\n",
       "      <td>2014-09-05 20:00:00</td>\n",
       "      <td>217.163.1.98</td>\n",
       "      <td>2619430</td>\n",
       "      <td>2001:4c08:2003:3::98</td>\n",
       "      <td>37742</td>\n",
       "      <td>2581688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>129210</td>\n",
       "      <td>2014-09-05 21:00:00</td>\n",
       "      <td>217.163.1.98</td>\n",
       "      <td>2577833</td>\n",
       "      <td>2001:4c08:2003:3::98</td>\n",
       "      <td>36619</td>\n",
       "      <td>2541214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>129210</td>\n",
       "      <td>2014-09-05 22:00:00</td>\n",
       "      <td>217.163.1.98</td>\n",
       "      <td>2577405</td>\n",
       "      <td>2001:4c08:2003:3::98</td>\n",
       "      <td>37897</td>\n",
       "      <td>2539508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>129210</td>\n",
       "      <td>2014-09-05 23:00:00</td>\n",
       "      <td>217.163.1.98</td>\n",
       "      <td>2616497</td>\n",
       "      <td>2001:4c08:2003:3::98</td>\n",
       "      <td>35531</td>\n",
       "      <td>2580966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>143666</td>\n",
       "      <td>2014-09-05 15:00:00</td>\n",
       "      <td>213.208.152.30</td>\n",
       "      <td>5119031</td>\n",
       "      <td>2a01:190:1700:38::30</td>\n",
       "      <td>4888857</td>\n",
       "      <td>230174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>143666</td>\n",
       "      <td>2014-09-05 18:00:00</td>\n",
       "      <td>213.208.152.30</td>\n",
       "      <td>4082564</td>\n",
       "      <td>2a01:190:1700:38::30</td>\n",
       "      <td>4495051</td>\n",
       "      <td>-412487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>143666</td>\n",
       "      <td>2014-09-05 19:00:00</td>\n",
       "      <td>213.208.152.30</td>\n",
       "      <td>4673660</td>\n",
       "      <td>2a01:190:1700:38::30</td>\n",
       "      <td>5496231</td>\n",
       "      <td>-822571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>143666</td>\n",
       "      <td>2014-09-05 20:00:00</td>\n",
       "      <td>213.208.152.30</td>\n",
       "      <td>4812488</td>\n",
       "      <td>2a01:190:1700:38::30</td>\n",
       "      <td>4171807</td>\n",
       "      <td>640681</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404591</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-07-04 04:00:00</td>\n",
       "      <td>203.5.76.149</td>\n",
       "      <td>12268100</td>\n",
       "      <td>2001:388:d0::149</td>\n",
       "      <td>12218318</td>\n",
       "      <td>49782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404592</th>\n",
       "      <td>950206</td>\n",
       "      <td>2017-07-04 10:00:00</td>\n",
       "      <td>203.5.76.149</td>\n",
       "      <td>11106583</td>\n",
       "      <td>2001:388:d0::149</td>\n",
       "      <td>12257045</td>\n",
       "      <td>-1150462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404593</th>\n",
       "      <td>950208</td>\n",
       "      <td>2017-07-04 01:00:00</td>\n",
       "      <td>213.244.128.149</td>\n",
       "      <td>10773778</td>\n",
       "      <td>2001:4c08:2003:2::149</td>\n",
       "      <td>3782321</td>\n",
       "      <td>6991457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404594</th>\n",
       "      <td>950208</td>\n",
       "      <td>2017-07-04 07:00:00</td>\n",
       "      <td>213.244.128.149</td>\n",
       "      <td>9670435</td>\n",
       "      <td>2001:4c08:2003:2::149</td>\n",
       "      <td>3132202</td>\n",
       "      <td>6538233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404595</th>\n",
       "      <td>950208</td>\n",
       "      <td>2017-07-04 13:00:00</td>\n",
       "      <td>213.244.128.149</td>\n",
       "      <td>5583827</td>\n",
       "      <td>2001:4c08:2003:2::149</td>\n",
       "      <td>2006462</td>\n",
       "      <td>3577365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404596</th>\n",
       "      <td>950210</td>\n",
       "      <td>2017-07-04 02:00:00</td>\n",
       "      <td>213.208.152.17</td>\n",
       "      <td>1747785</td>\n",
       "      <td>2a01:190:1700:38::17</td>\n",
       "      <td>1708119</td>\n",
       "      <td>39666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404597</th>\n",
       "      <td>950210</td>\n",
       "      <td>2017-07-04 08:00:00</td>\n",
       "      <td>213.208.152.17</td>\n",
       "      <td>1738272</td>\n",
       "      <td>2a01:190:1700:38::17</td>\n",
       "      <td>1673737</td>\n",
       "      <td>64535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404598</th>\n",
       "      <td>950216</td>\n",
       "      <td>2017-07-04 02:00:00</td>\n",
       "      <td>213.248.112.81</td>\n",
       "      <td>4079425</td>\n",
       "      <td>2001:2030:0:1b::81</td>\n",
       "      <td>4013214</td>\n",
       "      <td>66211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404599</th>\n",
       "      <td>950216</td>\n",
       "      <td>2017-07-04 08:00:00</td>\n",
       "      <td>213.248.112.81</td>\n",
       "      <td>4080441</td>\n",
       "      <td>2001:2030:0:1b::81</td>\n",
       "      <td>4020911</td>\n",
       "      <td>59530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404600</th>\n",
       "      <td>950216</td>\n",
       "      <td>2017-07-04 14:00:00</td>\n",
       "      <td>213.248.112.81</td>\n",
       "      <td>3991128</td>\n",
       "      <td>2001:2030:0:1b::81</td>\n",
       "      <td>3940965</td>\n",
       "      <td>50163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404601</th>\n",
       "      <td>950218</td>\n",
       "      <td>2017-07-04 04:00:00</td>\n",
       "      <td>80.239.142.213</td>\n",
       "      <td>29785381</td>\n",
       "      <td>2001:2030:0:19::213</td>\n",
       "      <td>12134667</td>\n",
       "      <td>17650714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404602</th>\n",
       "      <td>950218</td>\n",
       "      <td>2017-07-04 10:00:00</td>\n",
       "      <td>80.239.142.213</td>\n",
       "      <td>41173036</td>\n",
       "      <td>2001:2030:0:19::213</td>\n",
       "      <td>12190944</td>\n",
       "      <td>28982092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404603</th>\n",
       "      <td>950220</td>\n",
       "      <td>2017-07-04 00:00:00</td>\n",
       "      <td>213.244.128.149</td>\n",
       "      <td>10181387</td>\n",
       "      <td>2001:4c08:2003:2::149</td>\n",
       "      <td>9791176</td>\n",
       "      <td>390211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404604</th>\n",
       "      <td>950220</td>\n",
       "      <td>2017-07-04 06:00:00</td>\n",
       "      <td>213.244.128.149</td>\n",
       "      <td>11703829</td>\n",
       "      <td>2001:4c08:2003:2::149</td>\n",
       "      <td>11385723</td>\n",
       "      <td>318106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404605</th>\n",
       "      <td>950220</td>\n",
       "      <td>2017-07-04 12:00:00</td>\n",
       "      <td>213.244.128.149</td>\n",
       "      <td>10521611</td>\n",
       "      <td>2001:4c08:2003:2::149</td>\n",
       "      <td>10314025</td>\n",
       "      <td>207586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404606</th>\n",
       "      <td>950222</td>\n",
       "      <td>2017-07-04 03:00:00</td>\n",
       "      <td>91.239.96.81</td>\n",
       "      <td>11908074</td>\n",
       "      <td>2001:67c:27e4:100::81</td>\n",
       "      <td>11652786</td>\n",
       "      <td>255288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404607</th>\n",
       "      <td>950222</td>\n",
       "      <td>2017-07-04 09:00:00</td>\n",
       "      <td>91.239.96.81</td>\n",
       "      <td>11803657</td>\n",
       "      <td>2001:67c:27e4:100::81</td>\n",
       "      <td>11487440</td>\n",
       "      <td>316217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404608</th>\n",
       "      <td>950224</td>\n",
       "      <td>2017-07-04 04:00:00</td>\n",
       "      <td>91.239.96.81</td>\n",
       "      <td>4363967</td>\n",
       "      <td>2001:67c:27e4:100::81</td>\n",
       "      <td>4333059</td>\n",
       "      <td>30908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404609</th>\n",
       "      <td>950224</td>\n",
       "      <td>2017-07-04 10:00:00</td>\n",
       "      <td>91.239.96.81</td>\n",
       "      <td>4225642</td>\n",
       "      <td>2001:67c:27e4:100::81</td>\n",
       "      <td>4145046</td>\n",
       "      <td>80596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404610</th>\n",
       "      <td>950226</td>\n",
       "      <td>2017-07-04 01:00:00</td>\n",
       "      <td>91.239.96.81</td>\n",
       "      <td>2451572</td>\n",
       "      <td>2001:67c:27e4:100::81</td>\n",
       "      <td>11587050</td>\n",
       "      <td>-9135478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404611</th>\n",
       "      <td>950226</td>\n",
       "      <td>2017-07-04 07:00:00</td>\n",
       "      <td>91.239.96.81</td>\n",
       "      <td>2469788</td>\n",
       "      <td>2001:67c:27e4:100::81</td>\n",
       "      <td>11560820</td>\n",
       "      <td>-9091032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404612</th>\n",
       "      <td>950226</td>\n",
       "      <td>2017-07-04 13:00:00</td>\n",
       "      <td>91.239.96.81</td>\n",
       "      <td>2449560</td>\n",
       "      <td>2001:67c:27e4:100::81</td>\n",
       "      <td>11442575</td>\n",
       "      <td>-8993015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404613</th>\n",
       "      <td>950232</td>\n",
       "      <td>2017-07-04 00:00:00</td>\n",
       "      <td>149.20.5.81</td>\n",
       "      <td>19757070</td>\n",
       "      <td>2001:4f8:1:1001::81</td>\n",
       "      <td>22139807</td>\n",
       "      <td>-2382737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404614</th>\n",
       "      <td>950232</td>\n",
       "      <td>2017-07-04 06:00:00</td>\n",
       "      <td>149.20.5.81</td>\n",
       "      <td>20819954</td>\n",
       "      <td>2001:4f8:1:1001::81</td>\n",
       "      <td>22037200</td>\n",
       "      <td>-1217246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404615</th>\n",
       "      <td>950232</td>\n",
       "      <td>2017-07-04 12:00:00</td>\n",
       "      <td>149.20.5.81</td>\n",
       "      <td>20571356</td>\n",
       "      <td>2001:4f8:1:1001::81</td>\n",
       "      <td>22132792</td>\n",
       "      <td>-1561436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404616</th>\n",
       "      <td>950236</td>\n",
       "      <td>2017-07-04 04:00:00</td>\n",
       "      <td>38.65.210.209</td>\n",
       "      <td>2384397</td>\n",
       "      <td>2001:550:1b01:1::209</td>\n",
       "      <td>1983686</td>\n",
       "      <td>400711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404617</th>\n",
       "      <td>950236</td>\n",
       "      <td>2017-07-04 10:00:00</td>\n",
       "      <td>38.65.210.209</td>\n",
       "      <td>2383833</td>\n",
       "      <td>2001:550:1b01:1::209</td>\n",
       "      <td>1761251</td>\n",
       "      <td>622582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404618</th>\n",
       "      <td>950238</td>\n",
       "      <td>2017-07-04 00:00:00</td>\n",
       "      <td>38.106.70.148</td>\n",
       "      <td>9943238</td>\n",
       "      <td>2001:550:1d00:100::148</td>\n",
       "      <td>11575193</td>\n",
       "      <td>-1631955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404619</th>\n",
       "      <td>950238</td>\n",
       "      <td>2017-07-04 06:00:00</td>\n",
       "      <td>38.106.70.148</td>\n",
       "      <td>11737390</td>\n",
       "      <td>2001:550:1d00:100::148</td>\n",
       "      <td>11575069</td>\n",
       "      <td>162321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404620</th>\n",
       "      <td>950238</td>\n",
       "      <td>2017-07-04 12:00:00</td>\n",
       "      <td>38.106.70.148</td>\n",
       "      <td>11737648</td>\n",
       "      <td>2001:550:1d00:100::148</td>\n",
       "      <td>11575340</td>\n",
       "      <td>162308</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>404621 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        unit_id               dtime       address_v4  bytes_sec_v4  \\\n",
       "0         19602 2014-09-05 12:00:00   80.239.168.226        167469   \n",
       "1         19602 2014-09-05 18:00:00   80.239.168.226        195406   \n",
       "2         19602 2014-09-05 19:00:00   80.239.168.226        167903   \n",
       "3         19602 2014-09-05 20:00:00   80.239.168.226        195262   \n",
       "4         19602 2014-09-05 21:00:00   80.239.168.226        161566   \n",
       "5         19602 2014-09-05 22:00:00   80.239.168.226        195117   \n",
       "6         62712 2014-09-05 18:00:00  213.244.128.162      11598048   \n",
       "7         62712 2014-09-05 19:00:00  213.244.128.162      11607398   \n",
       "8         62712 2014-09-05 20:00:00  213.244.128.162      11638454   \n",
       "9         62712 2014-09-05 21:00:00  213.244.128.162      11645509   \n",
       "10        62712 2014-09-05 22:00:00  213.244.128.162      11546870   \n",
       "11        62712 2014-09-05 23:00:00  213.244.128.162      11635140   \n",
       "12       123256 2014-09-05 10:00:00     72.26.217.84      11744547   \n",
       "13       123256 2014-09-05 16:00:00     72.26.217.84      11748338   \n",
       "14       123256 2014-09-05 18:00:00     72.26.217.84      11727656   \n",
       "15       123256 2014-09-05 19:00:00     72.26.217.84      11735938   \n",
       "16       123256 2014-09-05 20:00:00     72.26.217.84      11744701   \n",
       "17       123256 2014-09-05 21:00:00     72.26.217.84      11749256   \n",
       "18       123256 2014-09-05 23:00:00     72.26.217.84      11748410   \n",
       "19       129210 2014-09-05 12:00:00     217.163.1.98       2617464   \n",
       "20       129210 2014-09-05 18:00:00     217.163.1.98       2555083   \n",
       "21       129210 2014-09-05 19:00:00     217.163.1.98       2577255   \n",
       "22       129210 2014-09-05 20:00:00     217.163.1.98       2619430   \n",
       "23       129210 2014-09-05 21:00:00     217.163.1.98       2577833   \n",
       "24       129210 2014-09-05 22:00:00     217.163.1.98       2577405   \n",
       "25       129210 2014-09-05 23:00:00     217.163.1.98       2616497   \n",
       "26       143666 2014-09-05 15:00:00   213.208.152.30       5119031   \n",
       "27       143666 2014-09-05 18:00:00   213.208.152.30       4082564   \n",
       "28       143666 2014-09-05 19:00:00   213.208.152.30       4673660   \n",
       "29       143666 2014-09-05 20:00:00   213.208.152.30       4812488   \n",
       "...         ...                 ...              ...           ...   \n",
       "404591   950206 2017-07-04 04:00:00     203.5.76.149      12268100   \n",
       "404592   950206 2017-07-04 10:00:00     203.5.76.149      11106583   \n",
       "404593   950208 2017-07-04 01:00:00  213.244.128.149      10773778   \n",
       "404594   950208 2017-07-04 07:00:00  213.244.128.149       9670435   \n",
       "404595   950208 2017-07-04 13:00:00  213.244.128.149       5583827   \n",
       "404596   950210 2017-07-04 02:00:00   213.208.152.17       1747785   \n",
       "404597   950210 2017-07-04 08:00:00   213.208.152.17       1738272   \n",
       "404598   950216 2017-07-04 02:00:00   213.248.112.81       4079425   \n",
       "404599   950216 2017-07-04 08:00:00   213.248.112.81       4080441   \n",
       "404600   950216 2017-07-04 14:00:00   213.248.112.81       3991128   \n",
       "404601   950218 2017-07-04 04:00:00   80.239.142.213      29785381   \n",
       "404602   950218 2017-07-04 10:00:00   80.239.142.213      41173036   \n",
       "404603   950220 2017-07-04 00:00:00  213.244.128.149      10181387   \n",
       "404604   950220 2017-07-04 06:00:00  213.244.128.149      11703829   \n",
       "404605   950220 2017-07-04 12:00:00  213.244.128.149      10521611   \n",
       "404606   950222 2017-07-04 03:00:00     91.239.96.81      11908074   \n",
       "404607   950222 2017-07-04 09:00:00     91.239.96.81      11803657   \n",
       "404608   950224 2017-07-04 04:00:00     91.239.96.81       4363967   \n",
       "404609   950224 2017-07-04 10:00:00     91.239.96.81       4225642   \n",
       "404610   950226 2017-07-04 01:00:00     91.239.96.81       2451572   \n",
       "404611   950226 2017-07-04 07:00:00     91.239.96.81       2469788   \n",
       "404612   950226 2017-07-04 13:00:00     91.239.96.81       2449560   \n",
       "404613   950232 2017-07-04 00:00:00      149.20.5.81      19757070   \n",
       "404614   950232 2017-07-04 06:00:00      149.20.5.81      20819954   \n",
       "404615   950232 2017-07-04 12:00:00      149.20.5.81      20571356   \n",
       "404616   950236 2017-07-04 04:00:00    38.65.210.209       2384397   \n",
       "404617   950236 2017-07-04 10:00:00    38.65.210.209       2383833   \n",
       "404618   950238 2017-07-04 00:00:00    38.106.70.148       9943238   \n",
       "404619   950238 2017-07-04 06:00:00    38.106.70.148      11737390   \n",
       "404620   950238 2017-07-04 12:00:00    38.106.70.148      11737648   \n",
       "\n",
       "                    address_v6  bytes_sec_v6  delta_bytes_sec  \n",
       "0          2001:2030:0:1a::226        191698           -24229  \n",
       "1          2001:2030:0:1a::226        185876             9530  \n",
       "2          2001:2030:0:1a::226        188858           -20955  \n",
       "3          2001:2030:0:1a::226        192124             3138  \n",
       "4          2001:2030:0:1a::226        190988           -29422  \n",
       "5          2001:2030:0:1a::226        193260             1857  \n",
       "6        2001:4c08:2003:2::162      11532943            65105  \n",
       "7        2001:4c08:2003:2::162      11257064           350334  \n",
       "8        2001:4c08:2003:2::162      11296059           342395  \n",
       "9        2001:4c08:2003:2::162      11407647           237862  \n",
       "10       2001:4c08:2003:2::162      11447883            98987  \n",
       "11       2001:4c08:2003:2::162      10940693           694447  \n",
       "12             2001:48c8:7::84       9855668          1888879  \n",
       "13             2001:48c8:7::84       9797957          1950381  \n",
       "14             2001:48c8:7::84       4794285          6933371  \n",
       "15             2001:48c8:7::84       9876990          1858948  \n",
       "16             2001:48c8:7::84       9693833          2050868  \n",
       "17             2001:48c8:7::84       9620771          2128485  \n",
       "18             2001:48c8:7::84       9678635          2069775  \n",
       "19        2001:4c08:2003:3::98         36615          2580849  \n",
       "20        2001:4c08:2003:3::98         36203          2518880  \n",
       "21        2001:4c08:2003:3::98         37742          2539513  \n",
       "22        2001:4c08:2003:3::98         37742          2581688  \n",
       "23        2001:4c08:2003:3::98         36619          2541214  \n",
       "24        2001:4c08:2003:3::98         37897          2539508  \n",
       "25        2001:4c08:2003:3::98         35531          2580966  \n",
       "26        2a01:190:1700:38::30       4888857           230174  \n",
       "27        2a01:190:1700:38::30       4495051          -412487  \n",
       "28        2a01:190:1700:38::30       5496231          -822571  \n",
       "29        2a01:190:1700:38::30       4171807           640681  \n",
       "...                        ...           ...              ...  \n",
       "404591        2001:388:d0::149      12218318            49782  \n",
       "404592        2001:388:d0::149      12257045         -1150462  \n",
       "404593   2001:4c08:2003:2::149       3782321          6991457  \n",
       "404594   2001:4c08:2003:2::149       3132202          6538233  \n",
       "404595   2001:4c08:2003:2::149       2006462          3577365  \n",
       "404596    2a01:190:1700:38::17       1708119            39666  \n",
       "404597    2a01:190:1700:38::17       1673737            64535  \n",
       "404598      2001:2030:0:1b::81       4013214            66211  \n",
       "404599      2001:2030:0:1b::81       4020911            59530  \n",
       "404600      2001:2030:0:1b::81       3940965            50163  \n",
       "404601     2001:2030:0:19::213      12134667         17650714  \n",
       "404602     2001:2030:0:19::213      12190944         28982092  \n",
       "404603   2001:4c08:2003:2::149       9791176           390211  \n",
       "404604   2001:4c08:2003:2::149      11385723           318106  \n",
       "404605   2001:4c08:2003:2::149      10314025           207586  \n",
       "404606   2001:67c:27e4:100::81      11652786           255288  \n",
       "404607   2001:67c:27e4:100::81      11487440           316217  \n",
       "404608   2001:67c:27e4:100::81       4333059            30908  \n",
       "404609   2001:67c:27e4:100::81       4145046            80596  \n",
       "404610   2001:67c:27e4:100::81      11587050         -9135478  \n",
       "404611   2001:67c:27e4:100::81      11560820         -9091032  \n",
       "404612   2001:67c:27e4:100::81      11442575         -8993015  \n",
       "404613     2001:4f8:1:1001::81      22139807         -2382737  \n",
       "404614     2001:4f8:1:1001::81      22037200         -1217246  \n",
       "404615     2001:4f8:1:1001::81      22132792         -1561436  \n",
       "404616    2001:550:1b01:1::209       1983686           400711  \n",
       "404617    2001:550:1b01:1::209       1761251           622582  \n",
       "404618  2001:550:1d00:100::148      11575193         -1631955  \n",
       "404619  2001:550:1d00:100::148      11575069           162321  \n",
       "404620  2001:550:1d00:100::148      11575340           162308  \n",
       "\n",
       "[404621 rows x 7 columns]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "speedtest_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn = sqlite3.connect('../data/mlab-data-aggregated.db')\n",
    "speedtest_df.to_sql(name = 'speedtest', con=conn, index=False, if_exists='replace')\n",
    "conn.close()"
   ]
  }
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