ripe-dns-all-probes.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ATLAS_API_KEY = \"{PASTE-API-KEY-HERE}\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ripe.atlas.cousteau import (\n",
    "  Ping,\n",
    "  Traceroute,\n",
    "  Dns,\n",
    "  AtlasSource,\n",
    "  AtlasCreateRequest\n",
    ")\n",
    "import csv\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import json\n",
    "import time\n",
    "from datetime import timedelta, date, datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from ripe.atlas.cousteau import AtlasResultsRequest\n",
    "import sqlite3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import ipaddress"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "import base64\n",
    "from ripe.atlas.sagan.helpers import abuf as answer_buffer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_probes_from_url(url):\n",
    "    #Get request\n",
    "    response = requests.get(url)\n",
    "    #Load json\n",
    "    json_data = json.loads(response.text)\n",
    "    return json_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Read json data until 'next' field is empty.\n",
    "ripe_probes_url = \"https://atlas.ripe.net:443/api/v2/probes/?status=1&tags=system-ipv6-works\"\n",
    "probes6 = []\n",
    "has_next = True\n",
    "while has_next:\n",
    "    probe_list = get_probes_from_url(ripe_probes_url)\n",
    "    for probe in probe_list['results']:\n",
    "        probes6.append(probe)\n",
    "    if probe_list['next'] == None:\n",
    "        has_next = False\n",
    "    else: ripe_probes_url = probe_list['next']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4421"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(probes6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Read json data until 'next' field is empty.\n",
    "ripe_probes_url = \"https://atlas.ripe.net:443/api/v2/probes/?status=1&tags=system-ipv4-works\"\n",
    "probes4 = []\n",
    "has_next = True\n",
    "while has_next:\n",
    "    probe_list = get_probes_from_url(ripe_probes_url)\n",
    "    for probe in probe_list['results']:\n",
    "        probes4.append(probe)\n",
    "    if probe_list['next'] == None:\n",
    "        has_next = False\n",
    "    else: ripe_probes_url = probe_list['next']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10965"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(probes4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "id_list4 = []\n",
    "for probe in probes4:\n",
    "    id_list4.append(probe['id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "id_list6 = []\n",
    "for probe in probes6:\n",
    "    id_list6.append(probe['id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4421"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(id_list6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n",
      "1\n",
      "Success!\n",
      "1\n",
      "Success!\n",
      "1\n",
      "Success!\n",
      "1\n",
      "Success!\n",
      "1\n",
      "Success!\n",
      "1\n",
      "Success!\n",
      "1\n",
      "Success!\n",
      "1\n",
      "Success!\n",
      "1\n",
      "Success!\n",
      "1\n",
      "Success!\n",
      "1\n"
     ]
    }
   ],
   "source": [
    "tmp_index = 0\n",
    "for i in range(0,len(id_list4),1000):\n",
    "    tmp_id_list = id_list4[tmp_index:tmp_index+1000]\n",
    "    tmp_index = tmp_index + 1000\n",
    "\n",
    "    source = AtlasSource(\n",
    "        type = \"probes\",\n",
    "        value = ','.join(str(id) for id in tmp_id_list),\n",
    "        requested = len(tmp_id_list)\n",
    "\n",
    "    )\n",
    "\n",
    "    domain = 'google.com.'\n",
    "    msm_list = []\n",
    "\n",
    "    msm_list.append(Dns(af=4, use_probe_resolver = True, query_class= \"IN\", query_type= \"A\", query_argument = domain, spread = 60, description = \"IPv4 DNS Query (UDP) for \" + domain +\" from probe's local resolver.\", protocol=\"UDP\"))                        \n",
    "    #msm_list.append(Dns(af=6, use_probe_resolver = True, query_class= \"IN\", query_type= \"AAAA\", query_argument = domain, spread = 60, description = \"IPv6 DNS Query (UDP) for \" + domain +\" from probe's local resolver.\", protocol=\"UDP\"))                        \n",
    "\n",
    "    #Create request, one-off five minutes from now\n",
    "    atlas_request = AtlasCreateRequest(\n",
    "        start_time = datetime.utcnow() + timedelta(minutes=2),\n",
    "        #stop_time=datetime.utcnow() + timedelta(days=num_days, minutes=5),\n",
    "        key = ATLAS_API_KEY,\n",
    "        measurements = msm_list,\n",
    "        sources = [source],\n",
    "        is_oneoff = True\n",
    "    )\n",
    "\n",
    "    (is_success, response) = atlas_request.create()\n",
    "\n",
    "    if is_success:\n",
    "        print(\"Success!\")\n",
    "        print(len(response['measurements']))\n",
    "        #If successful write msm_id to csv\n",
    "        with open('metadata/msm_id_list_all_ipv4_probes.csv', 'a') as f:\n",
    "            writer = csv.writer(f)\n",
    "            for j in response['measurements']:\n",
    "                writer.writerows([[j]])\n",
    "    else:\n",
    "        print(\"Error!\")\n",
    "        print(response)\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n",
      "1\n",
      "Success!\n",
      "1\n",
      "Success!\n",
      "1\n",
      "Success!\n",
      "1\n",
      "Success!\n",
      "1\n"
     ]
    }
   ],
   "source": [
    "tmp_index = 0\n",
    "for i in range(0,len(id_list6),1000):\n",
    "    tmp_id_list = id_list6[tmp_index:tmp_index+1000]\n",
    "    tmp_index = tmp_index + 1000\n",
    "\n",
    "    source = AtlasSource(\n",
    "        type = \"probes\",\n",
    "        value = ','.join(str(id) for id in tmp_id_list),\n",
    "        requested = len(tmp_id_list)\n",
    "\n",
    "    )\n",
    "\n",
    "    domain = 'google.com.'\n",
    "    msm_list = []\n",
    "\n",
    "    #msm_list.append(Dns(af=4, use_probe_resolver = True, query_class= \"IN\", query_type= \"A\", query_argument = domain, spread = 60, description = \"IPv4 DNS Query (UDP) for \" + domain +\" from probe's local resolver.\", protocol=\"UDP\"))                        \n",
    "    msm_list.append(Dns(af=6, use_probe_resolver = True, query_class= \"IN\", query_type= \"AAAA\", query_argument = domain, spread = 60, description = \"IPv6 DNS Query (UDP) for \" + domain +\" from probe's local resolver.\", protocol=\"UDP\"))                        \n",
    "\n",
    "    #Create request, one-off five minutes from now\n",
    "    atlas_request = AtlasCreateRequest(\n",
    "        start_time = datetime.utcnow() + timedelta(minutes=2),\n",
    "        #stop_time=datetime.utcnow() + timedelta(days=num_days, minutes=5),\n",
    "        key = ATLAS_API_KEY,\n",
    "        measurements = msm_list,\n",
    "        sources = [source],\n",
    "        is_oneoff = True\n",
    "    )\n",
    "\n",
    "    (is_success, response) = atlas_request.create()\n",
    "\n",
    "    if is_success:\n",
    "        print(\"Success!\")\n",
    "        print(len(response['measurements']))\n",
    "        #If successful write msm_id to csv\n",
    "        with open('metadata/msm_id_list_all_ipv6_probes.csv', 'a') as f:\n",
    "            writer = csv.writer(f)\n",
    "            for j in response['measurements']:\n",
    "                writer.writerows([[j]])\n",
    "    else:\n",
    "        print(\"Error!\")\n",
    "        print(response)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "measurements4 = pd.read_csv('metadata/msm_id_list_all_ipv4_probes.csv', header=None)[0].unique()\n",
    "measurements6 = pd.read_csv('metadata/msm_id_list_all_ipv6_probes.csv', header=None)[0].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([28317213, 28317214, 28317215, 28317216, 28317217, 28317218,\n",
       "       28317219, 28317220, 28317221, 28317222, 28317223])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "measurements4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([28317224, 28317225, 28317226, 28317227, 28317228])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "measurements6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "................"
     ]
    }
   ],
   "source": [
    "msm_result = []\n",
    "for msm_id in measurements4:\n",
    "    print('.',end='')\n",
    "    kwargs = {\n",
    "        \"msm_id\": msm_id\n",
    "    }\n",
    "    is_success, results = AtlasResultsRequest(**kwargs).create()\n",
    "    if is_success:\n",
    "        for result in results:\n",
    "            msm_result.append(result)\n",
    "    else:\n",
    "        print(results)\n",
    "\n",
    "for msm_id in measurements6:\n",
    "    print('.',end='')\n",
    "    kwargs = {\n",
    "        \"msm_id\": msm_id\n",
    "    }\n",
    "    is_success, results = AtlasResultsRequest(**kwargs).create()\n",
    "    if is_success:\n",
    "        for result in results:\n",
    "            msm_result.append(result)\n",
    "    else:\n",
    "        print(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "14812"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(msm_result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_result(result_dict):\n",
    "    resolver_address = address_family = rt = error = abuf = ''\n",
    "    \n",
    "    \n",
    "    #Get resolver IP\n",
    "    if 'dst_addr' in result_dict:\n",
    "        resolver_address = result_dict['dst_addr']\n",
    "    elif 'dst_name' in result_dict:\n",
    "        resolver_address = result_dict['dst_name']\n",
    "    \n",
    "    #Get address family\n",
    "    if 'af' in result_dict:\n",
    "        address_family = result_dict['af']\n",
    "        \n",
    "        \n",
    "    #actual result dictionary inside the outer dictionary\n",
    "    if 'result' in result_dict:\n",
    "        if 'rt' in result_dict['result']:\n",
    "            rt = str(result_dict['result']['rt'])\n",
    "            \n",
    "        #Abuf contains almost all additional info we need\n",
    "        if 'abuf' in result_dict['result']:\n",
    "            abuf = result_dict['result']['abuf']\n",
    "        '''\n",
    "            raw_data = abuf.AbufParser.parse(base64.b64decode(result_dict['result']['abuf']))\n",
    "            #Return code\n",
    "            if 'HEADER' in raw_data:\n",
    "                if 'ReturnCode' in raw_data['HEADER']:\n",
    "                    rcode = raw_data['HEADER']['ReturnCode']\n",
    "                else:\n",
    "                    rcode = 'No return code'\n",
    "            #Target name\n",
    "            if 'QuestionSection' in raw_data:\n",
    "                if len(raw_data['QuestionSection']) > 0:\n",
    "                    if 'Qname' in raw_data['QuestionSection'][0]:\n",
    "                        target_name = raw_data['QuestionSection'][0]['Qname']\n",
    "            #Response type, TTL and address\n",
    "            if 'AnswerSection' in raw_data:\n",
    "                if len(raw_data['AnswerSection']) > 0:\n",
    "                    for answer in raw_data['AnswerSection']:\n",
    "                        if 'Type' in answer:\n",
    "                            response_type = answer['Type']\n",
    "                            if response_type != 'CNAME':\n",
    "                                if 'Address' in answer:\n",
    "                                    response_address = answer['Address']\n",
    "                                else:\n",
    "                                    print('Non-CNAME with no address:' + response_type)\n",
    "                        if 'TTL' in answer:\n",
    "                            ttl = answer['TTL']\n",
    "        '''         \n",
    "            \n",
    "    \n",
    "    #error case, should not have result dictionary\n",
    "    if 'error' in result_dict:\n",
    "        if 'result' in result_dict:\n",
    "            print('error and result in same dict')\n",
    "        error = result_dict['error']\n",
    "        if type(error) == dict:\n",
    "            error = json.dumps(error)\n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    return resolver_address, address_family, rt, error, abuf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................\n",
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    {
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     ]
    }
   ],
   "source": [
    "#df = pd.DataFrame(columns=['msm_id', 'prb_id', 'timestamp',\n",
    "#                           'resolver_address', 'address_family',\n",
    "#                           'rt', 'error', 'is_local_resolver'])\n",
    "\n",
    "conn = sqlite3.connect(\"data/ripe-dns-all-probes-2020.db\")\n",
    "conn.isolation_level = None\n",
    "cur = conn.cursor()\n",
    "cur.execute('CREATE TABLE IF NOT EXISTS \"data\" (\"msm_id\" INTEGER, \"prb_id\" INTEGER, \"timestamp\" INTEGER, \"resolver_address\" TEXT, \"address_family\" TEXT, \"rt\" TEXT, \"error\" TEXT, \"local_resolver\" TEXT, \"abuf\" TEXT);')\n",
    "\n",
    "chunk_of_data = []\n",
    "\n",
    "total_len = 0\n",
    "\n",
    "\n",
    "for i in range(len(msm_result)):\n",
    "    print('.', end='')\n",
    "    msm_id = prb_id = timestamp = ''\n",
    "\n",
    "    #Can take this from normal header\n",
    "    msm_id = msm_result[i]['msm_id']\n",
    "    prb_id = msm_result[i]['prb_id']\n",
    "    timestamp = msm_result[i]['timestamp']\n",
    "\n",
    "    #If the local resolver flag is set, RIPE Atlas always returns a resultset, even if the length is 1\n",
    "    #If a public resolver is used, we get single results instead (the results contain the first two answers)\n",
    "\n",
    "    is_local_resolver = 'Unknown'\n",
    "\n",
    "    #Local resolver\n",
    "    if 'resultset' in msm_result[i]:\n",
    "\n",
    "        is_local_resolver = 'True'\n",
    "\n",
    "        #Edge case, not sure if this even happens, since without a working local resolver,\n",
    "        #something might be wrong with the probe\n",
    "        #if len(results[i]['resultset']) == 1:\n",
    "        #    if 'error' in results[i]['resultset'][0]:\n",
    "        #        print('Local resolver with single error found')\n",
    "        #        print(results[i])\n",
    "\n",
    "        #This is mostly a sanity check, this should in theory never happen\n",
    "        #for result in msm_result[i]['resultset']:\n",
    "        #    if not 'submax' in result:\n",
    "        #        print('submax not in resultset section of msm '+str(msm_id) + 'probe ' + str(prb_id))\n",
    "\n",
    "        #Parse results\n",
    "        for result in msm_result[i]['resultset']:\n",
    "            resolver, af, rt, error, abuf = parse_result(result)\n",
    "            if af == '':\n",
    "                if 'from' in msm_result[i]:\n",
    "                    af = '6' if msm_result[i]['from'].find(':') > 0 else '4'\n",
    "                #Just to be safe:\n",
    "                #if results[i]['from'].find(':') > 0:\n",
    "                #    if results[i]['from'].find('.') > 0:\n",
    "                #        inferred_address_family = 'Unknown'\n",
    "            \n",
    "            chunk_of_data.append((msm_id, prb_id, timestamp, resolver, af, rt, error, is_local_resolver, abuf))\n",
    "\n",
    "\n",
    "    #Public resolver\n",
    "    elif 'result' in msm_result[i]:\n",
    "\n",
    "        is_local_resolver = 'False'\n",
    "\n",
    "        resolver, af, rt, error, abuf = parse_result(msm_result[i])\n",
    "        if af == '':\n",
    "            if 'from' in msm_result[i]:\n",
    "                af = '6' if msm_result[i]['from'].find(':') > 0 else '4'\n",
    "        chunk_of_data.append((msm_id, prb_id, timestamp, resolver, af, rt, error, is_local_resolver, abuf))\n",
    "\n",
    "\n",
    "\n",
    "    #No results, still want to collect failure information; seems to have info \n",
    "    #on timeouts, i.e. resolver unreachable\n",
    "    else:\n",
    "\n",
    "        is_local_resolver = 'False'\n",
    "\n",
    "        resolver = \"Failed for other reasons\"\n",
    "\n",
    "        #The dst_addr field seems to be more likely in erronous results\n",
    "        if 'dst_addr' in msm_result[i]:\n",
    "            resolver = msm_result[i]['dst_addr']\n",
    "\n",
    "        #If addr doesnt work, try name; should be an IP address as well\n",
    "        elif 'dst_name' in msm_result[i]:\n",
    "            resolver = msm_result[i]['dst_name']\n",
    "\n",
    "        #If af is not in there we can kind of infer it from the source IP\n",
    "        af = 'Unknown'\n",
    "        if 'af' in msm_result[i]:\n",
    "            af = msm_result[i]['af']\n",
    "        else:\n",
    "            if 'from' in msm_result[i]:\n",
    "                af = '6' if msm_result[i]['from'].find(':') > 0 else '4'\n",
    "                #Just to be safe:\n",
    "                #if results[i]['from'].find(':') > 0:\n",
    "                #    if results[i]['from'].find('.') > 0:\n",
    "                #        af = 'Unknown'\n",
    "\n",
    "\n",
    "        response_time = ''\n",
    "        abuf = 'error, no abuf'\n",
    "\n",
    "        error = 'Unknown'\n",
    "        if 'error' in msm_result[i]:\n",
    "            error = msm_result[i]['error']\n",
    "            \n",
    "        if type(error) == dict:\n",
    "            error = json.dumps(error)\n",
    "        chunk_of_data.append((msm_id, prb_id, timestamp, resolver, af, rt, error, is_local_resolver, abuf))\n",
    "        \n",
    "    #dump data every 500 msm results\n",
    "    if (i%1000 == 0 and i > 0) or i == len(msm_result)-1:\n",
    "        print('\\n'+str(i))\n",
    "        total_len = total_len + len(chunk_of_data)\n",
    "        \n",
    "        print('Writing chunk')\n",
    "        timer_for_chunk_tx = time.time()\n",
    "        cur.execute('BEGIN TRANSACTION')\n",
    "        for res_tuple in chunk_of_data:\n",
    "                cur.execute('INSERT INTO \"data\" (\"msm_id\", \"prb_id\", \"timestamp\", \"resolver_address\", \"address_family\", \"rt\", \"error\", \"local_resolver\", \"abuf\") VALUES (?,?,?,?,?,?,?,?,?)', res_tuple)\n",
    "\n",
    "        cur.execute('COMMIT')\n",
    "        print('Done writing chunk')\n",
    "        print('Clearing list')\n",
    "        chunk_of_data.clear()\n",
    "        print(\"Time Taken: %.3f sec\" % (time.time() - timer_for_chunk_tx))\n",
    "\n",
    "    #print(' ')\n",
    "    #print('Finished msm '+str(msm))\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_abuf(abuf_str):\n",
    "    print('.', end='')\n",
    "    rcode = target_name = response_type = response_address = ttl = ''\n",
    "    if abuf_str != '' and abuf_str != 'error, no abuf':\n",
    "        raw_data = answer_buffer.AbufParser.parse(base64.b64decode(abuf_str))\n",
    "        #Return code\n",
    "        if 'HEADER' in raw_data:\n",
    "            if 'ReturnCode' in raw_data['HEADER']:\n",
    "                rcode = raw_data['HEADER']['ReturnCode']\n",
    "            else:\n",
    "                rcode = 'No return code'\n",
    "        #Target name\n",
    "        if 'QuestionSection' in raw_data:\n",
    "            if len(raw_data['QuestionSection']) > 0:\n",
    "                if 'Qname' in raw_data['QuestionSection'][0]:\n",
    "                    target_name = raw_data['QuestionSection'][0]['Qname']\n",
    "        #Response type, TTL and address\n",
    "        if 'AnswerSection' in raw_data:\n",
    "            if len(raw_data['AnswerSection']) > 0:\n",
    "                for answer in raw_data['AnswerSection']:\n",
    "                    if 'Type' in answer:\n",
    "                        response_type = answer['Type']\n",
    "                        if response_type != 'CNAME':\n",
    "                            if 'Address' in answer:\n",
    "                                response_address = answer['Address']\n",
    "                            else:\n",
    "                                print('Non-CNAME with no address:' + response_type)\n",
    "                    if 'TTL' in answer:\n",
    "                        ttl = answer['TTL']\n",
    "    return target_name, rcode, response_type, response_address, ttl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn = sqlite3.connect(\"data/ripe-dns-all-probes-2020.db\")\n",
    "df = pd.read_sql_query(\"SELECT * FROM data\", conn)\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "28289\n"
     ]
    }
   ],
   "source": [
    "abuf_str_list = df['abuf'].value_counts().index.tolist()\n",
    "print(len(abuf_str_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "29825\n"
     ]
    }
   ],
   "source": [
    "print(len(df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "0\n",
      ".......................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................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.\n",
      "10000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".......................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".............................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................\n",
      "20000\n",
      ".......................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................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     ]
    }
   ],
   "source": [
    "ctr = 0\n",
    "abuf_parse_res = []\n",
    "for abuf_str in abuf_str_list:\n",
    "    if ctr%10000==0:\n",
    "        print('\\n'+str(ctr))\n",
    "    target_name, rcode, response_type, response_address, ttl = parse_abuf(abuf_str)\n",
    "    abuf_parse_res.append((abuf_str, target_name, rcode, response_type, response_address, ttl))\n",
    "    ctr = ctr + 1\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_abuf_res = pd.DataFrame(abuf_parse_res, columns = ['abuf', 'target_name', 'rcode', 'response_type', 'response_address', 'ttl'])\n",
    "\n",
    "df_sql = pd.merge(df, df_abuf_res, how='left', on=['abuf'])\n",
    "db = sqlite3.connect(\"data/ripe-dns-all-probes-with-abuf-2020.db\")\n",
    "df_sql.to_sql('data', db, if_exists='append', index=False)\n",
    "db.close()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "msm_result.clear()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "chunk_of_data.clear()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>msm_id</th>\n",
       "      <th>prb_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>resolver_address</th>\n",
       "      <th>address_family</th>\n",
       "      <th>rt</th>\n",
       "      <th>error</th>\n",
       "      <th>local_resolver</th>\n",
       "      <th>abuf</th>\n",
       "      <th>target_name</th>\n",
       "      <th>rcode</th>\n",
       "      <th>response_type</th>\n",
       "      <th>response_address</th>\n",
       "      <th>ttl</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>22001500</td>\n",
       "      <td>627</td>\n",
       "      <td>1560433280</td>\n",
       "      <td>193.162.153.164</td>\n",
       "      <td>4</td>\n",
       "      <td>52.577</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>sPKBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.207.206</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>22001500</td>\n",
       "      <td>627</td>\n",
       "      <td>1560433280</td>\n",
       "      <td>194.239.134.83</td>\n",
       "      <td>4</td>\n",
       "      <td>53.224</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>/KWBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.21.174</td>\n",
       "      <td>279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10001</td>\n",
       "      <td>1560433694</td>\n",
       "      <td>fd00::eadf:70ff:fea3:7a26</td>\n",
       "      <td>6</td>\n",
       "      <td>7.765</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>y7yBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.168.238</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10001</td>\n",
       "      <td>1560433694</td>\n",
       "      <td>192.168.178.1</td>\n",
       "      <td>4</td>\n",
       "      <td>1.259</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>08KBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.168.238</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10006</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>8.8.8.8</td>\n",
       "      <td>4</td>\n",
       "      <td>28.205</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>QpqBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.169.46</td>\n",
       "      <td>264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10007</td>\n",
       "      <td>1560433695</td>\n",
       "      <td>75.75.75.75</td>\n",
       "      <td>4</td>\n",
       "      <td>14.097</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>sPKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.6.78</td>\n",
       "      <td>247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10007</td>\n",
       "      <td>1560433695</td>\n",
       "      <td>2001:558:feed::1</td>\n",
       "      <td>6</td>\n",
       "      <td>13.821</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>VkGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.194.174</td>\n",
       "      <td>273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10007</td>\n",
       "      <td>1560433695</td>\n",
       "      <td>75.75.76.76</td>\n",
       "      <td>4</td>\n",
       "      <td>31.651</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>/KWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.195.78</td>\n",
       "      <td>240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10009</td>\n",
       "      <td>1560433694</td>\n",
       "      <td>192.168.2.1</td>\n",
       "      <td>4</td>\n",
       "      <td>10.52</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.5.110</td>\n",
       "      <td>242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10009</td>\n",
       "      <td>1560433694</td>\n",
       "      <td>2601:646:c000:d16c::1</td>\n",
       "      <td>6</td>\n",
       "      <td>0.665</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>UQKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.5.110</td>\n",
       "      <td>241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10012</td>\n",
       "      <td>1560433694</td>\n",
       "      <td>fd00::9ec7:a6ff:fec7:8f02</td>\n",
       "      <td>6</td>\n",
       "      <td>8.254</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>UQKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.17.110</td>\n",
       "      <td>298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10012</td>\n",
       "      <td>1560433694</td>\n",
       "      <td>192.168.4.1</td>\n",
       "      <td>4</td>\n",
       "      <td>1.325</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>dkiBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.17.110</td>\n",
       "      <td>298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10015</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>fd00::3631:c4ff:fe82:bf1d</td>\n",
       "      <td>6</td>\n",
       "      <td>3.63</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>eVWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.168.238</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10015</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>192.168.178.1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.98</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>xwqBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.168.238</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10016</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>84.116.46.23</td>\n",
       "      <td>4</td>\n",
       "      <td>12.634</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>cwKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.19.206</td>\n",
       "      <td>147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10016</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>2001:b88:1002::10</td>\n",
       "      <td>6</td>\n",
       "      <td>15.083</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>SdGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.208.110</td>\n",
       "      <td>148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10016</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>84.116.46.22</td>\n",
       "      <td>4</td>\n",
       "      <td>24.097</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>gxaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.208.110</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10019</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>192.168.31.1</td>\n",
       "      <td>4</td>\n",
       "      <td>31.335</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>VkGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.171.206</td>\n",
       "      <td>220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10022</td>\n",
       "      <td>1560433699</td>\n",
       "      <td>10.71.6.12</td>\n",
       "      <td>4</td>\n",
       "      <td>9.808</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>ukKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.168.206</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10023</td>\n",
       "      <td>1560433695</td>\n",
       "      <td>172.31.0.42</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>{\"timeout\": 5000}</td>\n",
       "      <td>True</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>20</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10023</td>\n",
       "      <td>1560433695</td>\n",
       "      <td>172.31.0.43</td>\n",
       "      <td>4</td>\n",
       "      <td>127.371</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>aJyBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.168.238</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10023</td>\n",
       "      <td>1560433695</td>\n",
       "      <td>8.8.8.8</td>\n",
       "      <td>4</td>\n",
       "      <td>19.59</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>n9mBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.208.110</td>\n",
       "      <td>292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10025</td>\n",
       "      <td>1560433691</td>\n",
       "      <td>193.238.80.30</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>{\"timeout\": 5000}</td>\n",
       "      <td>True</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>23</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10025</td>\n",
       "      <td>1560433691</td>\n",
       "      <td>91.212.90.30</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>{\"timeout\": 5000}</td>\n",
       "      <td>True</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>24</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10025</td>\n",
       "      <td>1560433691</td>\n",
       "      <td>193.227.247.30</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>{\"timeout\": 5000}</td>\n",
       "      <td>True</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>25</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10027</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>2a01:b000::1</td>\n",
       "      <td>6</td>\n",
       "      <td>11.414</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>S1qBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.208.142</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10027</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>192.168.10.1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.56</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>qHuBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.208.142</td>\n",
       "      <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10031</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>74.82.42.42</td>\n",
       "      <td>4</td>\n",
       "      <td>1.128</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>GfCBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>64.233.185.139</td>\n",
       "      <td>181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10031</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>9.9.9.10</td>\n",
       "      <td>4</td>\n",
       "      <td>14.919</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>g8GBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.22.46</td>\n",
       "      <td>226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10031</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>8.8.4.4</td>\n",
       "      <td>4</td>\n",
       "      <td>20.742</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>LjyBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.208.110</td>\n",
       "      <td>299</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26691</th>\n",
       "      <td>22001506</td>\n",
       "      <td>825</td>\n",
       "      <td>1560433733</td>\n",
       "      <td>192.168.12.1</td>\n",
       "      <td>4</td>\n",
       "      <td>490.607</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>zgOBgAABAAEABAAIBmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4009:800:0:0:0:200e</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26692</th>\n",
       "      <td>22001506</td>\n",
       "      <td>836</td>\n",
       "      <td>1560433729</td>\n",
       "      <td>192.168.0.254</td>\n",
       "      <td>4</td>\n",
       "      <td>59.326</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>bHyBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4007:815:0:0:0:200e</td>\n",
       "      <td>293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26693</th>\n",
       "      <td>22001506</td>\n",
       "      <td>856</td>\n",
       "      <td>1560433730</td>\n",
       "      <td>192.168.178.1</td>\n",
       "      <td>4</td>\n",
       "      <td>63.24</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>+k2BgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4009:818:0:0:0:200e</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26694</th>\n",
       "      <td>22001506</td>\n",
       "      <td>858</td>\n",
       "      <td>1560433731</td>\n",
       "      <td>8.8.8.8</td>\n",
       "      <td>4</td>\n",
       "      <td>55.072</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>kKGBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4009:81c:0:0:0:200e</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26695</th>\n",
       "      <td>22001506</td>\n",
       "      <td>858</td>\n",
       "      <td>1560433731</td>\n",
       "      <td>8.8.4.4</td>\n",
       "      <td>4</td>\n",
       "      <td>68.82</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>xpSBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4009:81c:0:0:0:200e</td>\n",
       "      <td>259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26696</th>\n",
       "      <td>22001506</td>\n",
       "      <td>865</td>\n",
       "      <td>1560433731</td>\n",
       "      <td>8.8.8.8</td>\n",
       "      <td>4</td>\n",
       "      <td>56.428</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>CeWBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4009:819:0:0:0:200e</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26697</th>\n",
       "      <td>22001506</td>\n",
       "      <td>865</td>\n",
       "      <td>1560433731</td>\n",
       "      <td>8.8.4.4</td>\n",
       "      <td>4</td>\n",
       "      <td>82.658</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>Vu2BgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4009:800:0:0:0:200e</td>\n",
       "      <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26698</th>\n",
       "      <td>22001506</td>\n",
       "      <td>867</td>\n",
       "      <td>1560433732</td>\n",
       "      <td>82.148.227.4</td>\n",
       "      <td>4</td>\n",
       "      <td>65.498</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>ZQ2BgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4009:817:0:0:0:200e</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26699</th>\n",
       "      <td>22001506</td>\n",
       "      <td>867</td>\n",
       "      <td>1560433732</td>\n",
       "      <td>82.148.227.14</td>\n",
       "      <td>4</td>\n",
       "      <td>52.611</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>S+2BgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4009:810:0:0:0:200e</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26700</th>\n",
       "      <td>22001506</td>\n",
       "      <td>867</td>\n",
       "      <td>1560433732</td>\n",
       "      <td>2a00:1b98:1:2::53:1</td>\n",
       "      <td>6</td>\n",
       "      <td>47.72</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>U5CBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4009:817:0:0:0:200e</td>\n",
       "      <td>297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26701</th>\n",
       "      <td>22001506</td>\n",
       "      <td>896</td>\n",
       "      <td>1560433731</td>\n",
       "      <td>192.168.13.1</td>\n",
       "      <td>4</td>\n",
       "      <td>56.895</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>ZVSBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4001:80b:0:0:0:200e</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26702</th>\n",
       "      <td>22001506</td>\n",
       "      <td>898</td>\n",
       "      <td>1560433732</td>\n",
       "      <td>193.17.192.1</td>\n",
       "      <td>4</td>\n",
       "      <td>56.715</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>bU6BgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4007:80c:0:0:0:200e</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26703</th>\n",
       "      <td>22001506</td>\n",
       "      <td>898</td>\n",
       "      <td>1560433732</td>\n",
       "      <td>193.17.192.42</td>\n",
       "      <td>4</td>\n",
       "      <td>70.76</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>cy2BgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4007:805:0:0:0:200e</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26704</th>\n",
       "      <td>22001506</td>\n",
       "      <td>898</td>\n",
       "      <td>1560433732</td>\n",
       "      <td>2001:67c:1740:9003::c111:c001</td>\n",
       "      <td>6</td>\n",
       "      <td>47.772</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>pE+BgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4007:80c:0:0:0:200e</td>\n",
       "      <td>298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26705</th>\n",
       "      <td>22001506</td>\n",
       "      <td>901</td>\n",
       "      <td>1560433731</td>\n",
       "      <td>10.0.0.1</td>\n",
       "      <td>4</td>\n",
       "      <td>77.987</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>GzSBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4001:820:0:0:0:200e</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26706</th>\n",
       "      <td>22001506</td>\n",
       "      <td>911</td>\n",
       "      <td>1560433731</td>\n",
       "      <td>82.130.0.1</td>\n",
       "      <td>4</td>\n",
       "      <td>53.992</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>Ey2BgAABAAEABAAIBmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:400f:80b:0:0:0:200e</td>\n",
       "      <td>150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26707</th>\n",
       "      <td>22001506</td>\n",
       "      <td>911</td>\n",
       "      <td>1560433731</td>\n",
       "      <td>82.130.63.1</td>\n",
       "      <td>4</td>\n",
       "      <td>48.695</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>l0mBgAABAAEABAAIBmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:400f:808:0:0:0:200e</td>\n",
       "      <td>254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26708</th>\n",
       "      <td>22001506</td>\n",
       "      <td>916</td>\n",
       "      <td>1560433733</td>\n",
       "      <td>192.168.0.6</td>\n",
       "      <td>4</td>\n",
       "      <td>190.28</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>5qWBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4001:808:0:0:0:200e</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26709</th>\n",
       "      <td>22001506</td>\n",
       "      <td>929</td>\n",
       "      <td>1560433732</td>\n",
       "      <td>195.88.100.15</td>\n",
       "      <td>4</td>\n",
       "      <td>56.013</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>qJeBgAABAAEABAAIBmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4009:819:0:0:0:200e</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26710</th>\n",
       "      <td>22001506</td>\n",
       "      <td>929</td>\n",
       "      <td>1560433732</td>\n",
       "      <td>195.88.101.70</td>\n",
       "      <td>4</td>\n",
       "      <td>49.626</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>xSOBgAABAAEABAAFBmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2607:f8b0:4002:c07:0:0:0:65</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26711</th>\n",
       "      <td>22001506</td>\n",
       "      <td>93</td>\n",
       "      <td>1560433734</td>\n",
       "      <td>210.7.42.11</td>\n",
       "      <td>4</td>\n",
       "      <td>64.534</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>Ry+BgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2404:6800:4006:808:0:0:0:200e</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26712</th>\n",
       "      <td>22001506</td>\n",
       "      <td>93</td>\n",
       "      <td>1560433734</td>\n",
       "      <td>210.7.42.22</td>\n",
       "      <td>4</td>\n",
       "      <td>50.469</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>1tGBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2404:6800:4006:809:0:0:0:200e</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26713</th>\n",
       "      <td>22001506</td>\n",
       "      <td>939</td>\n",
       "      <td>1560433731</td>\n",
       "      <td>8.8.8.8</td>\n",
       "      <td>4</td>\n",
       "      <td>75.491</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>mdKBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:400e:808:0:0:0:200e</td>\n",
       "      <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26714</th>\n",
       "      <td>22001506</td>\n",
       "      <td>968</td>\n",
       "      <td>1560433731</td>\n",
       "      <td>192.168.1.1</td>\n",
       "      <td>4</td>\n",
       "      <td>60.947</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>/KWBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4005:803:0:0:0:200e</td>\n",
       "      <td>274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26715</th>\n",
       "      <td>22001506</td>\n",
       "      <td>975</td>\n",
       "      <td>1560433730</td>\n",
       "      <td>192.168.178.1</td>\n",
       "      <td>4</td>\n",
       "      <td>67.654</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>jeWBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4001:808:0:0:0:200e</td>\n",
       "      <td>156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26716</th>\n",
       "      <td>22001506</td>\n",
       "      <td>979</td>\n",
       "      <td>1560433731</td>\n",
       "      <td>85.31.184.61</td>\n",
       "      <td>4</td>\n",
       "      <td>61.218</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>fiOBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4001:824:0:0:0:200e</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26717</th>\n",
       "      <td>22001506</td>\n",
       "      <td>979</td>\n",
       "      <td>1560433731</td>\n",
       "      <td>85.31.185.60</td>\n",
       "      <td>4</td>\n",
       "      <td>72.621</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>3taBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4016:80d:0:0:0:200e</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26718</th>\n",
       "      <td>22001506</td>\n",
       "      <td>991</td>\n",
       "      <td>1560433732</td>\n",
       "      <td>192.168.0.1</td>\n",
       "      <td>4</td>\n",
       "      <td>59.36</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>IqGBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4009:810:0:0:0:200e</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26719</th>\n",
       "      <td>22001506</td>\n",
       "      <td>461</td>\n",
       "      <td>1560433741</td>\n",
       "      <td>195.30.0.2</td>\n",
       "      <td>4</td>\n",
       "      <td>76.939</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>DcCBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4016:801:0:0:0:200e</td>\n",
       "      <td>163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26720</th>\n",
       "      <td>22001506</td>\n",
       "      <td>461</td>\n",
       "      <td>1560433741</td>\n",
       "      <td>195.30.0.1</td>\n",
       "      <td>4</td>\n",
       "      <td>52.068</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>TKCBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4016:801:0:0:0:200e</td>\n",
       "      <td>292</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26721 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         msm_id  prb_id   timestamp               resolver_address  \\\n",
       "0      22001500     627  1560433280                193.162.153.164   \n",
       "1      22001500     627  1560433280                 194.239.134.83   \n",
       "2      22001500   10001  1560433694      fd00::eadf:70ff:fea3:7a26   \n",
       "3      22001500   10001  1560433694                  192.168.178.1   \n",
       "4      22001500   10006  1560433693                        8.8.8.8   \n",
       "5      22001500   10007  1560433695                    75.75.75.75   \n",
       "6      22001500   10007  1560433695               2001:558:feed::1   \n",
       "7      22001500   10007  1560433695                    75.75.76.76   \n",
       "8      22001500   10009  1560433694                    192.168.2.1   \n",
       "9      22001500   10009  1560433694          2601:646:c000:d16c::1   \n",
       "10     22001500   10012  1560433694      fd00::9ec7:a6ff:fec7:8f02   \n",
       "11     22001500   10012  1560433694                    192.168.4.1   \n",
       "12     22001500   10015  1560433693      fd00::3631:c4ff:fe82:bf1d   \n",
       "13     22001500   10015  1560433693                  192.168.178.1   \n",
       "14     22001500   10016  1560433693                   84.116.46.23   \n",
       "15     22001500   10016  1560433693              2001:b88:1002::10   \n",
       "16     22001500   10016  1560433693                   84.116.46.22   \n",
       "17     22001500   10019  1560433693                   192.168.31.1   \n",
       "18     22001500   10022  1560433699                     10.71.6.12   \n",
       "19     22001500   10023  1560433695                    172.31.0.42   \n",
       "20     22001500   10023  1560433695                    172.31.0.43   \n",
       "21     22001500   10023  1560433695                        8.8.8.8   \n",
       "22     22001500   10025  1560433691                  193.238.80.30   \n",
       "23     22001500   10025  1560433691                   91.212.90.30   \n",
       "24     22001500   10025  1560433691                 193.227.247.30   \n",
       "25     22001500   10027  1560433693                   2a01:b000::1   \n",
       "26     22001500   10027  1560433693                   192.168.10.1   \n",
       "27     22001500   10031  1560433693                    74.82.42.42   \n",
       "28     22001500   10031  1560433693                       9.9.9.10   \n",
       "29     22001500   10031  1560433693                        8.8.4.4   \n",
       "...         ...     ...         ...                            ...   \n",
       "26691  22001506     825  1560433733                   192.168.12.1   \n",
       "26692  22001506     836  1560433729                  192.168.0.254   \n",
       "26693  22001506     856  1560433730                  192.168.178.1   \n",
       "26694  22001506     858  1560433731                        8.8.8.8   \n",
       "26695  22001506     858  1560433731                        8.8.4.4   \n",
       "26696  22001506     865  1560433731                        8.8.8.8   \n",
       "26697  22001506     865  1560433731                        8.8.4.4   \n",
       "26698  22001506     867  1560433732                   82.148.227.4   \n",
       "26699  22001506     867  1560433732                  82.148.227.14   \n",
       "26700  22001506     867  1560433732            2a00:1b98:1:2::53:1   \n",
       "26701  22001506     896  1560433731                   192.168.13.1   \n",
       "26702  22001506     898  1560433732                   193.17.192.1   \n",
       "26703  22001506     898  1560433732                  193.17.192.42   \n",
       "26704  22001506     898  1560433732  2001:67c:1740:9003::c111:c001   \n",
       "26705  22001506     901  1560433731                       10.0.0.1   \n",
       "26706  22001506     911  1560433731                     82.130.0.1   \n",
       "26707  22001506     911  1560433731                    82.130.63.1   \n",
       "26708  22001506     916  1560433733                    192.168.0.6   \n",
       "26709  22001506     929  1560433732                  195.88.100.15   \n",
       "26710  22001506     929  1560433732                  195.88.101.70   \n",
       "26711  22001506      93  1560433734                    210.7.42.11   \n",
       "26712  22001506      93  1560433734                    210.7.42.22   \n",
       "26713  22001506     939  1560433731                        8.8.8.8   \n",
       "26714  22001506     968  1560433731                    192.168.1.1   \n",
       "26715  22001506     975  1560433730                  192.168.178.1   \n",
       "26716  22001506     979  1560433731                   85.31.184.61   \n",
       "26717  22001506     979  1560433731                   85.31.185.60   \n",
       "26718  22001506     991  1560433732                    192.168.0.1   \n",
       "26719  22001506     461  1560433741                     195.30.0.2   \n",
       "26720  22001506     461  1560433741                     195.30.0.1   \n",
       "\n",
       "      address_family       rt              error local_resolver  \\\n",
       "0                  4   52.577                              True   \n",
       "1                  4   53.224                              True   \n",
       "2                  6    7.765                              True   \n",
       "3                  4    1.259                              True   \n",
       "4                  4   28.205                              True   \n",
       "5                  4   14.097                              True   \n",
       "6                  6   13.821                              True   \n",
       "7                  4   31.651                              True   \n",
       "8                  4    10.52                              True   \n",
       "9                  6    0.665                              True   \n",
       "10                 6    8.254                              True   \n",
       "11                 4    1.325                              True   \n",
       "12                 6     3.63                              True   \n",
       "13                 4     0.98                              True   \n",
       "14                 4   12.634                              True   \n",
       "15                 6   15.083                              True   \n",
       "16                 4   24.097                              True   \n",
       "17                 4   31.335                              True   \n",
       "18                 4    9.808                              True   \n",
       "19                 4           {\"timeout\": 5000}           True   \n",
       "20                 4  127.371                              True   \n",
       "21                 4    19.59                              True   \n",
       "22                 4           {\"timeout\": 5000}           True   \n",
       "23                 4           {\"timeout\": 5000}           True   \n",
       "24                 4           {\"timeout\": 5000}           True   \n",
       "25                 6   11.414                              True   \n",
       "26                 4     0.56                              True   \n",
       "27                 4    1.128                              True   \n",
       "28                 4   14.919                              True   \n",
       "29                 4   20.742                              True   \n",
       "...              ...      ...                ...            ...   \n",
       "26691              4  490.607                              True   \n",
       "26692              4   59.326                              True   \n",
       "26693              4    63.24                              True   \n",
       "26694              4   55.072                              True   \n",
       "26695              4    68.82                              True   \n",
       "26696              4   56.428                              True   \n",
       "26697              4   82.658                              True   \n",
       "26698              4   65.498                              True   \n",
       "26699              4   52.611                              True   \n",
       "26700              6    47.72                              True   \n",
       "26701              4   56.895                              True   \n",
       "26702              4   56.715                              True   \n",
       "26703              4    70.76                              True   \n",
       "26704              6   47.772                              True   \n",
       "26705              4   77.987                              True   \n",
       "26706              4   53.992                              True   \n",
       "26707              4   48.695                              True   \n",
       "26708              4   190.28                              True   \n",
       "26709              4   56.013                              True   \n",
       "26710              4   49.626                              True   \n",
       "26711              4   64.534                              True   \n",
       "26712              4   50.469                              True   \n",
       "26713              4   75.491                              True   \n",
       "26714              4   60.947                              True   \n",
       "26715              4   67.654                              True   \n",
       "26716              4   61.218                              True   \n",
       "26717              4   72.621                              True   \n",
       "26718              4    59.36                              True   \n",
       "26719              4   76.939                              True   \n",
       "26720              4   52.068                              True   \n",
       "\n",
       "                                                    abuf  target_name  \\\n",
       "0      sPKBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "1      /KWBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "2      y7yBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "3      08KBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "4      QpqBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "5      sPKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "6      VkGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "7      /KWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "8      rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "9      UQKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "10     UQKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "11     dkiBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "12     eVWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "13     xwqBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "14     cwKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "15     SdGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "16     gxaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "17     VkGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18     ukKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "19                                                                      \n",
       "20     aJyBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "21     n9mBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "22                                                                      \n",
       "23                                                                      \n",
       "24                                                                      \n",
       "25     S1qBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "26     qHuBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "27     GfCBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "28     g8GBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "29     LjyBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "...                                                  ...          ...   \n",
       "26691  zgOBgAABAAEABAAIBmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26692  bHyBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26693  +k2BgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26694  kKGBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26695  xpSBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26696  CeWBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26697  Vu2BgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26698  ZQ2BgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26699  S+2BgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26700  U5CBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26701  ZVSBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26702  bU6BgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26703  cy2BgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26704  pE+BgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26705  GzSBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26706  Ey2BgAABAAEABAAIBmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26707  l0mBgAABAAEABAAIBmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26708  5qWBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26709  qJeBgAABAAEABAAIBmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26710  xSOBgAABAAEABAAFBmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26711  Ry+BgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26712  1tGBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26713  mdKBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26714  /KWBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26715  jeWBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26716  fiOBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26717  3taBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26718  IqGBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26719  DcCBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "26720  TKCBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "\n",
       "         rcode response_type               response_address  ttl  \n",
       "0      NOERROR             A                 216.58.207.206  112  \n",
       "1      NOERROR             A                 172.217.21.174  279  \n",
       "2      NOERROR             A                172.217.168.238   85  \n",
       "3      NOERROR             A                172.217.168.238   84  \n",
       "4      NOERROR             A                 172.217.169.46  264  \n",
       "5      NOERROR             A                   172.217.6.78  247  \n",
       "6      NOERROR             A                 216.58.194.174  273  \n",
       "7      NOERROR             A                  216.58.195.78  240  \n",
       "8      NOERROR             A                  172.217.5.110  242  \n",
       "9      NOERROR             A                  172.217.5.110  241  \n",
       "10     NOERROR             A                 172.217.17.110  298  \n",
       "11     NOERROR             A                 172.217.17.110  298  \n",
       "12     NOERROR             A                172.217.168.238   85  \n",
       "13     NOERROR             A                172.217.168.238   85  \n",
       "14     NOERROR             A                 172.217.19.206  147  \n",
       "15     NOERROR             A                 216.58.208.110  148  \n",
       "16     NOERROR             A                 216.58.208.110   90  \n",
       "17     NOERROR             A                172.217.171.206  220  \n",
       "18     NOERROR             A                172.217.168.206  300  \n",
       "19                                                                \n",
       "20     NOERROR             A                172.217.168.238  300  \n",
       "21     NOERROR             A                 216.58.208.110  292  \n",
       "22                                                                \n",
       "23                                                                \n",
       "24                                                                \n",
       "25     NOERROR             A                 216.58.208.142  300  \n",
       "26     NOERROR             A                 216.58.208.142  299  \n",
       "27     NOERROR             A                 64.233.185.139  181  \n",
       "28     NOERROR             A                  172.217.22.46  226  \n",
       "29     NOERROR             A                 216.58.208.110  299  \n",
       "...        ...           ...                            ...  ...  \n",
       "26691  NOERROR          AAAA  2a00:1450:4009:800:0:0:0:200e  300  \n",
       "26692  NOERROR          AAAA  2a00:1450:4007:815:0:0:0:200e  293  \n",
       "26693  NOERROR          AAAA  2a00:1450:4009:818:0:0:0:200e  120  \n",
       "26694  NOERROR          AAAA  2a00:1450:4009:81c:0:0:0:200e   18  \n",
       "26695  NOERROR          AAAA  2a00:1450:4009:81c:0:0:0:200e  259  \n",
       "26696  NOERROR          AAAA  2a00:1450:4009:819:0:0:0:200e   97  \n",
       "26697  NOERROR          AAAA  2a00:1450:4009:800:0:0:0:200e  299  \n",
       "26698  NOERROR          AAAA  2a00:1450:4009:817:0:0:0:200e  300  \n",
       "26699  NOERROR          AAAA  2a00:1450:4009:810:0:0:0:200e  129  \n",
       "26700  NOERROR          AAAA  2a00:1450:4009:817:0:0:0:200e  297  \n",
       "26701  NOERROR          AAAA  2a00:1450:4001:80b:0:0:0:200e   25  \n",
       "26702  NOERROR          AAAA  2a00:1450:4007:80c:0:0:0:200e  300  \n",
       "26703  NOERROR          AAAA  2a00:1450:4007:805:0:0:0:200e  300  \n",
       "26704  NOERROR          AAAA  2a00:1450:4007:80c:0:0:0:200e  298  \n",
       "26705  NOERROR          AAAA  2a00:1450:4001:820:0:0:0:200e  300  \n",
       "26706  NOERROR          AAAA  2a00:1450:400f:80b:0:0:0:200e  150  \n",
       "26707  NOERROR          AAAA  2a00:1450:400f:808:0:0:0:200e  254  \n",
       "26708  NOERROR          AAAA  2a00:1450:4001:808:0:0:0:200e    2  \n",
       "26709  NOERROR          AAAA  2a00:1450:4009:819:0:0:0:200e  199  \n",
       "26710  NOERROR          AAAA    2607:f8b0:4002:c07:0:0:0:65   93  \n",
       "26711  NOERROR          AAAA  2404:6800:4006:808:0:0:0:200e  179  \n",
       "26712  NOERROR          AAAA  2404:6800:4006:809:0:0:0:200e   23  \n",
       "26713  NOERROR          AAAA  2a00:1450:400e:808:0:0:0:200e  299  \n",
       "26714  NOERROR          AAAA  2a00:1450:4005:803:0:0:0:200e  274  \n",
       "26715  NOERROR          AAAA  2a00:1450:4001:808:0:0:0:200e  156  \n",
       "26716  NOERROR          AAAA  2a00:1450:4001:824:0:0:0:200e  300  \n",
       "26717  NOERROR          AAAA  2a00:1450:4016:80d:0:0:0:200e  179  \n",
       "26718  NOERROR          AAAA  2a00:1450:4009:810:0:0:0:200e    1  \n",
       "26719  NOERROR          AAAA  2a00:1450:4016:801:0:0:0:200e  163  \n",
       "26720  NOERROR          AAAA  2a00:1450:4016:801:0:0:0:200e  292  \n",
       "\n",
       "[26721 rows x 14 columns]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sql"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def is_global_ip(ipaddr):\n",
    "    try:\n",
    "        return ipaddress.ip_address(ipaddr).is_global\n",
    "    except (ValueError):\n",
    "        return False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_sql['is_global_ip'] = df_sql.apply(lambda row: is_global_ip(row.resolver_address), axis=1)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "globally_reachable_resolvers = df_sql[df_sql.is_global_ip == True].resolver_address.value_counts().index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4680"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(globally_reachable_resolvers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9729"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sql.prb_id.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5500"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sql[df_sql.is_global_ip == True].prb_id.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "dff = df_sql.copy(deep=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "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>ip</th>\n",
       "      <th>resolver_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>185.228.168.168</td>\n",
       "      <td>CleanBrowsing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.1.1.1</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8.8.8.8</td>\n",
       "      <td>Google</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>208.67.222.123</td>\n",
       "      <td>OpenDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>185.121.177.177</td>\n",
       "      <td>OpenNIC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>2a02:6b8:0:1::feed:ff</td>\n",
       "      <td>Yandex</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>2a02:6b8::feed:bad</td>\n",
       "      <td>Yandex</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>2a02:6b8:0:1::feed:bad</td>\n",
       "      <td>Yandex</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>2a02:6b8::feed:a11</td>\n",
       "      <td>Yandex</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>2a02:6b8:0:1::feed:a11</td>\n",
       "      <td>Yandex</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>111 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         ip  resolver_name\n",
       "0           185.228.168.168  CleanBrowsing\n",
       "1                   1.1.1.1     Cloudflare\n",
       "2                   8.8.8.8         Google\n",
       "3            208.67.222.123        OpenDNS\n",
       "4           185.121.177.177        OpenNIC\n",
       "..                      ...            ...\n",
       "106   2a02:6b8:0:1::feed:ff         Yandex\n",
       "107      2a02:6b8::feed:bad         Yandex\n",
       "108  2a02:6b8:0:1::feed:bad         Yandex\n",
       "109      2a02:6b8::feed:a11         Yandex\n",
       "110  2a02:6b8:0:1::feed:a11         Yandex\n",
       "\n",
       "[111 rows x 2 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_centralised_resolvers = pd.read_csv('metadata/resolvers-extended.csv')\n",
    "df_centralised_resolvers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_centralised_resolvers.rename(columns={'ip':'resolver_address'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "dff = pd.merge(dff, df_centralised_resolvers, how='left', on=['resolver_address'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "dff['resolver_name'] = dff['resolver_name'].fillna(value='local')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "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>msm_id</th>\n",
       "      <th>prb_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>resolver_address</th>\n",
       "      <th>address_family</th>\n",
       "      <th>rt</th>\n",
       "      <th>error</th>\n",
       "      <th>local_resolver</th>\n",
       "      <th>abuf</th>\n",
       "      <th>target_name</th>\n",
       "      <th>rcode</th>\n",
       "      <th>response_type</th>\n",
       "      <th>response_address</th>\n",
       "      <th>ttl</th>\n",
       "      <th>is_global_ip</th>\n",
       "      <th>resolver_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>28317213</td>\n",
       "      <td>1</td>\n",
       "      <td>1606922980</td>\n",
       "      <td>192.168.178.1</td>\n",
       "      <td>4</td>\n",
       "      <td>56.157</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>ieOBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.20.110</td>\n",
       "      <td>287</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28317213</td>\n",
       "      <td>1000</td>\n",
       "      <td>1606922980</td>\n",
       "      <td>192.168.1.1</td>\n",
       "      <td>4</td>\n",
       "      <td>163.729</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>CM6BgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.25.142</td>\n",
       "      <td>300</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>28317213</td>\n",
       "      <td>1002</td>\n",
       "      <td>1606922979</td>\n",
       "      <td>192.168.103.1</td>\n",
       "      <td>4</td>\n",
       "      <td>94.026</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>1DKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>142.250.66.206</td>\n",
       "      <td>163</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>28317213</td>\n",
       "      <td>102</td>\n",
       "      <td>1606922980</td>\n",
       "      <td>193.62.22.10</td>\n",
       "      <td>4</td>\n",
       "      <td>77.568</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>07CBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.210.46</td>\n",
       "      <td>300</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28317213</td>\n",
       "      <td>102</td>\n",
       "      <td>1606922980</td>\n",
       "      <td>193.62.22.2</td>\n",
       "      <td>4</td>\n",
       "      <td>73.008</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>Uj2BgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.213.14</td>\n",
       "      <td>300</td>\n",
       "      <td>True</td>\n",
       "      <td>local</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37449</th>\n",
       "      <td>28317228</td>\n",
       "      <td>1000095</td>\n",
       "      <td>1606923502</td>\n",
       "      <td>8.8.4.4</td>\n",
       "      <td>4</td>\n",
       "      <td>7.721</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>K7mBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:400e:800:0:0:0:200e</td>\n",
       "      <td>299</td>\n",
       "      <td>True</td>\n",
       "      <td>Google</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37450</th>\n",
       "      <td>28317228</td>\n",
       "      <td>1000095</td>\n",
       "      <td>1606923502</td>\n",
       "      <td>8.8.4.4</td>\n",
       "      <td>4</td>\n",
       "      <td>7.721</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>K7mBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:400e:800:0:0:0:200e</td>\n",
       "      <td>299</td>\n",
       "      <td>True</td>\n",
       "      <td>Google</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37451</th>\n",
       "      <td>28317228</td>\n",
       "      <td>1000652</td>\n",
       "      <td>1606923520</td>\n",
       "      <td>192.168.242.16</td>\n",
       "      <td>4</td>\n",
       "      <td>1.549</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>QreBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:400e:80d:0:0:0:200e</td>\n",
       "      <td>184</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37452</th>\n",
       "      <td>28317228</td>\n",
       "      <td>1000022</td>\n",
       "      <td>1606923542</td>\n",
       "      <td>1.1.1.1</td>\n",
       "      <td>4</td>\n",
       "      <td>1.677</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>QweBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4003:80a:0:0:0:200e</td>\n",
       "      <td>284</td>\n",
       "      <td>True</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37453</th>\n",
       "      <td>28317228</td>\n",
       "      <td>1000022</td>\n",
       "      <td>1606923542</td>\n",
       "      <td>1.1.1.1</td>\n",
       "      <td>4</td>\n",
       "      <td>1.677</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>QweBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4003:80a:0:0:0:200e</td>\n",
       "      <td>284</td>\n",
       "      <td>True</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>37454 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         msm_id   prb_id   timestamp resolver_address address_family       rt  \\\n",
       "0      28317213        1  1606922980    192.168.178.1              4   56.157   \n",
       "1      28317213     1000  1606922980      192.168.1.1              4  163.729   \n",
       "2      28317213     1002  1606922979    192.168.103.1              4   94.026   \n",
       "3      28317213      102  1606922980     193.62.22.10              4   77.568   \n",
       "4      28317213      102  1606922980      193.62.22.2              4   73.008   \n",
       "...         ...      ...         ...              ...            ...      ...   \n",
       "37449  28317228  1000095  1606923502          8.8.4.4              4    7.721   \n",
       "37450  28317228  1000095  1606923502          8.8.4.4              4    7.721   \n",
       "37451  28317228  1000652  1606923520   192.168.242.16              4    1.549   \n",
       "37452  28317228  1000022  1606923542          1.1.1.1              4    1.677   \n",
       "37453  28317228  1000022  1606923542          1.1.1.1              4    1.677   \n",
       "\n",
       "      error local_resolver                                               abuf  \\\n",
       "0                     True  ieOBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...   \n",
       "1                     True  CM6BgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...   \n",
       "2                     True  1DKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...   \n",
       "3                     True  07CBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...   \n",
       "4                     True  Uj2BgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...   \n",
       "...     ...            ...                                                ...   \n",
       "37449                 True  K7mBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...   \n",
       "37450                 True  K7mBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...   \n",
       "37451                 True  QreBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...   \n",
       "37452                 True  QweBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...   \n",
       "37453                 True  QweBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...   \n",
       "\n",
       "       target_name    rcode response_type               response_address  ttl  \\\n",
       "0      google.com.  NOERROR             A                 172.217.20.110  287   \n",
       "1      google.com.  NOERROR             A                 172.217.25.142  300   \n",
       "2      google.com.  NOERROR             A                 142.250.66.206  163   \n",
       "3      google.com.  NOERROR             A                  216.58.210.46  300   \n",
       "4      google.com.  NOERROR             A                  216.58.213.14  300   \n",
       "...            ...      ...           ...                            ...  ...   \n",
       "37449  google.com.  NOERROR          AAAA  2a00:1450:400e:800:0:0:0:200e  299   \n",
       "37450  google.com.  NOERROR          AAAA  2a00:1450:400e:800:0:0:0:200e  299   \n",
       "37451  google.com.  NOERROR          AAAA  2a00:1450:400e:80d:0:0:0:200e  184   \n",
       "37452  google.com.  NOERROR          AAAA  2a00:1450:4003:80a:0:0:0:200e  284   \n",
       "37453  google.com.  NOERROR          AAAA  2a00:1450:4003:80a:0:0:0:200e  284   \n",
       "\n",
       "       is_global_ip resolver_name  \n",
       "0             False         local  \n",
       "1             False         local  \n",
       "2             False         local  \n",
       "3              True         local  \n",
       "4              True         local  \n",
       "...             ...           ...  \n",
       "37449          True        Google  \n",
       "37450          True        Google  \n",
       "37451         False         local  \n",
       "37452          True    Cloudflare  \n",
       "37453          True    Cloudflare  \n",
       "\n",
       "[37454 rows x 16 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "def is_private_ip(ipaddr):\n",
    "    try:\n",
    "        return ipaddress.ip_address(ipaddr).is_private\n",
    "    except (ValueError):\n",
    "        return True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "dff['is_private_ip'] = dff.apply(lambda row: is_private_ip(row.resolver_address), axis=1)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
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       "      <td>dgaBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
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       "      <td>64.233.161.100</td>\n",
       "      <td>128</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
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       "      <td>CP+BgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.208.110</td>\n",
       "      <td>121</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
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       "    <tr>\n",
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       "      <td>28317215</td>\n",
       "      <td>13295</td>\n",
       "      <td>1606922991</td>\n",
       "      <td>100.64.0.84</td>\n",
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       "      <td>11.263</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>33eBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.214.14</td>\n",
       "      <td>66</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
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       "      <td>28317215</td>\n",
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       "      <td>1606922981</td>\n",
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       "      <td>172.217.16.14</td>\n",
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       "      <td>4</td>\n",
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       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>e+SBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
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       "      <td>216.58.207.14</td>\n",
       "      <td>299</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
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       "      <td>28317215</td>\n",
       "      <td>14550</td>\n",
       "      <td>1606922982</td>\n",
       "      <td>100.64.42.1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.625</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>VkGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.6.78</td>\n",
       "      <td>259</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8185</th>\n",
       "      <td>28317216</td>\n",
       "      <td>15039</td>\n",
       "      <td>1606922985</td>\n",
       "      <td>100.100.0.100</td>\n",
       "      <td>4</td>\n",
       "      <td>9.783</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>WEiBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.15.78</td>\n",
       "      <td>191</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9711</th>\n",
       "      <td>28317216</td>\n",
       "      <td>19015</td>\n",
       "      <td>1606922983</td>\n",
       "      <td>100.64.100.64</td>\n",
       "      <td>4</td>\n",
       "      <td>1.036</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>68qBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.8.174</td>\n",
       "      <td>15</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10375</th>\n",
       "      <td>28317217</td>\n",
       "      <td>19977</td>\n",
       "      <td>1606922986</td>\n",
       "      <td>100.64.3.1</td>\n",
       "      <td>4</td>\n",
       "      <td>3.895</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>9XmBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>209.85.233.101</td>\n",
       "      <td>40</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11214</th>\n",
       "      <td>28317217</td>\n",
       "      <td>21916</td>\n",
       "      <td>1606922987</td>\n",
       "      <td>100.64.1.1</td>\n",
       "      <td>4</td>\n",
       "      <td>1.535</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>KK2BgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.174.110</td>\n",
       "      <td>239</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11524</th>\n",
       "      <td>28317217</td>\n",
       "      <td>22635</td>\n",
       "      <td>1606922985</td>\n",
       "      <td>100.64.99.9</td>\n",
       "      <td>4</td>\n",
       "      <td>9.826</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>H0mBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>74.125.205.113</td>\n",
       "      <td>280</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12243</th>\n",
       "      <td>28317217</td>\n",
       "      <td>24353</td>\n",
       "      <td>1606922983</td>\n",
       "      <td>100.100.100.5</td>\n",
       "      <td>4</td>\n",
       "      <td>18.33</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>jMiBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>74.125.193.138</td>\n",
       "      <td>271</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14020</th>\n",
       "      <td>28317218</td>\n",
       "      <td>29068</td>\n",
       "      <td>1606922993</td>\n",
       "      <td>100.100.100.50</td>\n",
       "      <td>4</td>\n",
       "      <td>191.997</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>sPKBgAABAAEADQALBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.198.46</td>\n",
       "      <td>145</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14279</th>\n",
       "      <td>28317218</td>\n",
       "      <td>29617</td>\n",
       "      <td>1606922990</td>\n",
       "      <td>100.64.0.1</td>\n",
       "      <td>4</td>\n",
       "      <td>20.7</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>sPKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.23.78</td>\n",
       "      <td>88</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15590</th>\n",
       "      <td>28317219</td>\n",
       "      <td>31927</td>\n",
       "      <td>1606922988</td>\n",
       "      <td>100.100.100.100</td>\n",
       "      <td>4</td>\n",
       "      <td>0.874</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>EbOBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.201.78</td>\n",
       "      <td>133</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16364</th>\n",
       "      <td>28317219</td>\n",
       "      <td>33085</td>\n",
       "      <td>1606922995</td>\n",
       "      <td>100.102.4.1</td>\n",
       "      <td>4</td>\n",
       "      <td>15.631</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>QCeBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.200.238</td>\n",
       "      <td>124</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17829</th>\n",
       "      <td>28317220</td>\n",
       "      <td>35684</td>\n",
       "      <td>1606922984</td>\n",
       "      <td>100.100.1.1</td>\n",
       "      <td>4</td>\n",
       "      <td>3.087</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>VkGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.215.142</td>\n",
       "      <td>227</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17831</th>\n",
       "      <td>28317220</td>\n",
       "      <td>35684</td>\n",
       "      <td>1606922984</td>\n",
       "      <td>100.90.1.1</td>\n",
       "      <td>4</td>\n",
       "      <td>2.941</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.168.174</td>\n",
       "      <td>176</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19368</th>\n",
       "      <td>28317221</td>\n",
       "      <td>51356</td>\n",
       "      <td>1606922989</td>\n",
       "      <td>100.127.0.1</td>\n",
       "      <td>4</td>\n",
       "      <td>2.666</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>N2aBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAQZnb29nbG...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.6.14</td>\n",
       "      <td>214</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19714</th>\n",
       "      <td>28317221</td>\n",
       "      <td>51875</td>\n",
       "      <td>1606922986</td>\n",
       "      <td>100.100.100.200</td>\n",
       "      <td>4</td>\n",
       "      <td>2.681</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>3MaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.23.206</td>\n",
       "      <td>91</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19715</th>\n",
       "      <td>28317221</td>\n",
       "      <td>51875</td>\n",
       "      <td>1606922986</td>\n",
       "      <td>100.100.100.100</td>\n",
       "      <td>4</td>\n",
       "      <td>2.183</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>0cOBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.23.206</td>\n",
       "      <td>246</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19846</th>\n",
       "      <td>28317221</td>\n",
       "      <td>52053</td>\n",
       "      <td>1606922988</td>\n",
       "      <td>100.127.255.254</td>\n",
       "      <td>4</td>\n",
       "      <td>4.779</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>bHqBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>64.233.162.100</td>\n",
       "      <td>146</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19847</th>\n",
       "      <td>28317221</td>\n",
       "      <td>52053</td>\n",
       "      <td>1606922988</td>\n",
       "      <td>100.127.255.254</td>\n",
       "      <td>4</td>\n",
       "      <td>1.263</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>IFeAAAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>64.233.162.101</td>\n",
       "      <td>145</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21399</th>\n",
       "      <td>28317222</td>\n",
       "      <td>53731</td>\n",
       "      <td>1606922987</td>\n",
       "      <td>100.64.255.251</td>\n",
       "      <td>4</td>\n",
       "      <td>4.259</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>T7mBgAABAAYADQAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>173.194.222.100</td>\n",
       "      <td>45</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21400</th>\n",
       "      <td>28317222</td>\n",
       "      <td>53731</td>\n",
       "      <td>1606922987</td>\n",
       "      <td>100.64.255.252</td>\n",
       "      <td>4</td>\n",
       "      <td>4004.905</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>mCyBgAABAAYADQAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>173.194.222.113</td>\n",
       "      <td>40</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21431</th>\n",
       "      <td>28317222</td>\n",
       "      <td>53761</td>\n",
       "      <td>1606922988</td>\n",
       "      <td>100.100.1.1</td>\n",
       "      <td>4</td>\n",
       "      <td>3.669</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>wXqBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.215.142</td>\n",
       "      <td>295</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21433</th>\n",
       "      <td>28317222</td>\n",
       "      <td>53761</td>\n",
       "      <td>1606922988</td>\n",
       "      <td>100.90.1.1</td>\n",
       "      <td>4</td>\n",
       "      <td>3.163</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>EKyBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.215.142</td>\n",
       "      <td>221</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23645</th>\n",
       "      <td>28317223</td>\n",
       "      <td>1000302</td>\n",
       "      <td>1606922989</td>\n",
       "      <td>100.100.2.138</td>\n",
       "      <td>4</td>\n",
       "      <td>0.605</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>LHaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.160.78</td>\n",
       "      <td>280</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23646</th>\n",
       "      <td>28317223</td>\n",
       "      <td>1000302</td>\n",
       "      <td>1606922989</td>\n",
       "      <td>100.100.2.136</td>\n",
       "      <td>4</td>\n",
       "      <td>0.215</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>KqyBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.160.110</td>\n",
       "      <td>132</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24040</th>\n",
       "      <td>28317223</td>\n",
       "      <td>1000662</td>\n",
       "      <td>1606922988</td>\n",
       "      <td>100.104.1.2</td>\n",
       "      <td>4</td>\n",
       "      <td>26.101</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>/KWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.200.46</td>\n",
       "      <td>127</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24041</th>\n",
       "      <td>28317223</td>\n",
       "      <td>1000662</td>\n",
       "      <td>1606922988</td>\n",
       "      <td>100.104.1.3</td>\n",
       "      <td>4</td>\n",
       "      <td>26.107</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
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       "      <td>A</td>\n",
       "      <td>216.58.200.46</td>\n",
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       "    <tr>\n",
       "      <th>24121</th>\n",
       "      <td>28317223</td>\n",
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       "      <td>jmWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
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       "      <td>A</td>\n",
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       "      <td>False</td>\n",
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       "    <tr>\n",
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       "      <td>google.com.</td>\n",
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       "      <td>A</td>\n",
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       "    <tr>\n",
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       "      <td>28317223</td>\n",
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       "      <td>google.com.</td>\n",
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       "      <td>A</td>\n",
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       "      <td>28317223</td>\n",
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       "      <td>100.100.100.100</td>\n",
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       "      <td>rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
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       "      <td>A</td>\n",
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       "      <td>272</td>\n",
       "      <td>False</td>\n",
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       "      <td>28317223</td>\n",
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       "      <td>google.com.</td>\n",
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       "      <td>A</td>\n",
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       "      <td>False</td>\n",
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       "      <td>28317223</td>\n",
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       "      <td>google.com.</td>\n",
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       "      <td>google.com.</td>\n",
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       "      <td>A</td>\n",
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       "      <td>224</td>\n",
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       "    <tr>\n",
       "      <th>25101</th>\n",
       "      <td>28317223</td>\n",
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       "      <td>100.100.100.100</td>\n",
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       "      <td>rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
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       "      <td>A</td>\n",
       "      <td>216.58.208.46</td>\n",
       "      <td>125</td>\n",
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       "    <tr>\n",
       "      <th>25104</th>\n",
       "      <td>28317223</td>\n",
       "      <td>1001434</td>\n",
       "      <td>1606922989</td>\n",
       "      <td>100.100.100.100</td>\n",
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       "      <td>rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
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       "      <td>A</td>\n",
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       "      <td>28317223</td>\n",
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       "      <td>100.100.100.100</td>\n",
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       "      <td>rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
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       "      <td>A</td>\n",
       "      <td>172.217.21.206</td>\n",
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       "      <td>28317223</td>\n",
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       "      <td>100.100.100.100</td>\n",
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       "      <td>rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
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       "      <td>A</td>\n",
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       "      <th>25125</th>\n",
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       "      <td>google.com.</td>\n",
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       "      <td>google.com.</td>\n",
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       "      <td>google.com.</td>\n",
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       "      <td>google.com.</td>\n",
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       "      <td>google.com.</td>\n",
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       "      <td>google.com.</td>\n",
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       "      <td>google.com.</td>\n",
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       "      <td>AAAA</td>\n",
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       "      <th>31090</th>\n",
       "      <td>28317225</td>\n",
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       "      <td>google.com.</td>\n",
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       "      <td>AAAA</td>\n",
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       "      <th>31654</th>\n",
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       "      <td>google.com.</td>\n",
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       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>9KOBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAQZnb29nbG...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2607:f8b0:4009:811:0:0:0:200e</td>\n",
       "      <td>207</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35900</th>\n",
       "      <td>28317227</td>\n",
       "      <td>53761</td>\n",
       "      <td>1606923009</td>\n",
       "      <td>100.100.1.1</td>\n",
       "      <td>4</td>\n",
       "      <td>3.734</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>4eGBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4003:800:0:0:0:200e</td>\n",
       "      <td>195</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35902</th>\n",
       "      <td>28317227</td>\n",
       "      <td>53761</td>\n",
       "      <td>1606923009</td>\n",
       "      <td>100.90.1.1</td>\n",
       "      <td>4</td>\n",
       "      <td>3.423</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>G5SBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2a00:1450:4003:80b:0:0:0:200e</td>\n",
       "      <td>7</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         msm_id   prb_id   timestamp resolver_address address_family  \\\n",
       "1244   28317213     3960  1606922981   100.83.254.190              4   \n",
       "1245   28317213     3960  1606922981    100.83.254.30              4   \n",
       "7303   28317215    13295  1606922991      100.64.0.83              4   \n",
       "7304   28317215    13295  1606922991      100.64.0.84              4   \n",
       "7354   28317215    13376  1606922981    100.100.100.1              4   \n",
       "7683   28317215    13914  1606922982   100.127.248.30              4   \n",
       "7987   28317215    14550  1606922982      100.64.42.1              4   \n",
       "8185   28317216    15039  1606922985    100.100.0.100              4   \n",
       "9711   28317216    19015  1606922983    100.64.100.64              4   \n",
       "10375  28317217    19977  1606922986       100.64.3.1              4   \n",
       "11214  28317217    21916  1606922987       100.64.1.1              4   \n",
       "11524  28317217    22635  1606922985      100.64.99.9              4   \n",
       "12243  28317217    24353  1606922983    100.100.100.5              4   \n",
       "14020  28317218    29068  1606922993   100.100.100.50              4   \n",
       "14279  28317218    29617  1606922990       100.64.0.1              4   \n",
       "15590  28317219    31927  1606922988  100.100.100.100              4   \n",
       "16364  28317219    33085  1606922995      100.102.4.1              4   \n",
       "17829  28317220    35684  1606922984      100.100.1.1              4   \n",
       "17831  28317220    35684  1606922984       100.90.1.1              4   \n",
       "19368  28317221    51356  1606922989      100.127.0.1              4   \n",
       "19714  28317221    51875  1606922986  100.100.100.200              4   \n",
       "19715  28317221    51875  1606922986  100.100.100.100              4   \n",
       "19846  28317221    52053  1606922988  100.127.255.254              4   \n",
       "19847  28317221    52053  1606922988  100.127.255.254              4   \n",
       "21399  28317222    53731  1606922987   100.64.255.251              4   \n",
       "21400  28317222    53731  1606922987   100.64.255.252              4   \n",
       "21431  28317222    53761  1606922988      100.100.1.1              4   \n",
       "21433  28317222    53761  1606922988       100.90.1.1              4   \n",
       "23645  28317223  1000302  1606922989    100.100.2.138              4   \n",
       "23646  28317223  1000302  1606922989    100.100.2.136              4   \n",
       "24040  28317223  1000662  1606922988      100.104.1.2              4   \n",
       "24041  28317223  1000662  1606922988      100.104.1.3              4   \n",
       "24121  28317223  1000736  1606922990     100.84.168.1              4   \n",
       "24651  28317223  1001172  1606922989    100.100.2.136              4   \n",
       "24652  28317223  1001172  1606922989    100.100.2.138              4   \n",
       "25087  28317223  1001426  1606922988  100.100.100.100              4   \n",
       "25091  28317223  1001428  1606922988  100.100.100.100              4   \n",
       "25094  28317223  1001430  1606922989  100.100.100.100              4   \n",
       "25098  28317223  1001432  1606922988  100.100.100.100              4   \n",
       "25101  28317223  1001433  1606922988  100.100.100.100              4   \n",
       "25104  28317223  1001434  1606922989  100.100.100.100              4   \n",
       "25116  28317223  1001443  1606922989  100.100.100.100              4   \n",
       "25119  28317223  1001444  1606922988  100.100.100.100              4   \n",
       "25125  28317223  1001446  1606922989  100.100.100.100              4   \n",
       "25132  28317223  1001449  1606922988  100.100.100.100              4   \n",
       "25137  28317223  1001451  1606922989  100.100.100.100              4   \n",
       "25140  28317223  1001452  1606922988  100.100.100.100              4   \n",
       "25143  28317223  1001453  1606922988  100.100.100.100              4   \n",
       "25146  28317223  1001454  1606922988  100.100.100.100              4   \n",
       "30350  28317225    15039  1606923008    100.100.0.100              4   \n",
       "31090  28317225    19015  1606923007    100.64.100.64              4   \n",
       "31654  28317226    21916  1606923008       100.64.1.1              4   \n",
       "32957  28317226    29617  1606923008       100.64.0.1              4   \n",
       "33602  28317226    31927  1606923008  100.100.100.100              4   \n",
       "34528  28317227    35684  1606923008      100.100.1.1              4   \n",
       "34530  28317227    35684  1606923008       100.90.1.1              4   \n",
       "35109  28317227    51356  1606923009      100.127.0.1              4   \n",
       "35900  28317227    53761  1606923009      100.100.1.1              4   \n",
       "35902  28317227    53761  1606923009       100.90.1.1              4   \n",
       "\n",
       "             rt error local_resolver  \\\n",
       "1244     65.783                 True   \n",
       "1245      67.03                 True   \n",
       "7303      13.32                 True   \n",
       "7304     11.263                 True   \n",
       "7354      42.83                 True   \n",
       "7683    128.724                 True   \n",
       "7987      0.625                 True   \n",
       "8185      9.783                 True   \n",
       "9711      1.036                 True   \n",
       "10375     3.895                 True   \n",
       "11214     1.535                 True   \n",
       "11524     9.826                 True   \n",
       "12243     18.33                 True   \n",
       "14020   191.997                 True   \n",
       "14279      20.7                 True   \n",
       "15590     0.874                 True   \n",
       "16364    15.631                 True   \n",
       "17829     3.087                 True   \n",
       "17831     2.941                 True   \n",
       "19368     2.666                 True   \n",
       "19714     2.681                 True   \n",
       "19715     2.183                 True   \n",
       "19846     4.779                 True   \n",
       "19847     1.263                 True   \n",
       "21399     4.259                 True   \n",
       "21400  4004.905                 True   \n",
       "21431     3.669                 True   \n",
       "21433     3.163                 True   \n",
       "23645     0.605                 True   \n",
       "23646     0.215                 True   \n",
       "24040    26.101                 True   \n",
       "24041    26.107                 True   \n",
       "24121     2.114                 True   \n",
       "24651     0.182                 True   \n",
       "24652     0.199                 True   \n",
       "25087     0.296                 True   \n",
       "25091     0.323                 True   \n",
       "25094     0.319                 True   \n",
       "25098     2.478                 True   \n",
       "25101     0.747                 True   \n",
       "25104     0.352                 True   \n",
       "25116      0.31                 True   \n",
       "25119     0.223                 True   \n",
       "25125     0.299                 True   \n",
       "25132     0.211                 True   \n",
       "25137     2.706                 True   \n",
       "25140     2.024                 True   \n",
       "25143     1.729                 True   \n",
       "25146     2.117                 True   \n",
       "30350    10.494                 True   \n",
       "31090     1.157                 True   \n",
       "31654     7.974                 True   \n",
       "32957    22.279                 True   \n",
       "33602     0.816                 True   \n",
       "34528     2.737                 True   \n",
       "34530     2.554                 True   \n",
       "35109     2.652                 True   \n",
       "35900     3.734                 True   \n",
       "35902     3.423                 True   \n",
       "\n",
       "                                                    abuf  target_name  \\\n",
       "1244   ScmBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "1245   dgaBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "7303   CP+BgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "7304   33eBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "7354   sPKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "7683   e+SBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "7987   VkGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "8185   WEiBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "9711   68qBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "10375  9XmBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "11214  KK2BgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "11524  H0mBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "12243  jMiBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "14020  sPKBgAABAAEADQALBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "14279  sPKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "15590  EbOBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "16364  QCeBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "17829  VkGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "17831  rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "19368  N2aBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAQZnb29nbG...  google.com.   \n",
       "19714  3MaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "19715  0cOBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "19846  bHqBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "19847  IFeAAAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "21399  T7mBgAABAAYADQAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "21400  mCyBgAABAAYADQAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "21431  wXqBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "21433  EKyBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "23645  LHaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "23646  KqyBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "24040  /KWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "24041  rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "24121  jmWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "24651  QreBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "24652  w7WBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "25087  rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "25091  rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "25094  rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "25098  rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "25101  rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "25104  rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "25116  rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "25119  rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "25125  rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "25132  AViBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "25137  rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "25140  rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "25143  rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "25146  rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "30350  d2uBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "31090  l8CBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "31654  /G+BgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "32957  VkGBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "33602  4DSBgAABAAEABAAIBmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "34528  UQKBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "34530  vzKBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "35109  9KOBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAQZnb29nbG...  google.com.   \n",
       "35900  4eGBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "35902  G5SBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "\n",
       "         rcode response_type               response_address  ttl  \\\n",
       "1244   NOERROR             A                 64.233.165.101   40   \n",
       "1245   NOERROR             A                 64.233.161.100  128   \n",
       "7303   NOERROR             A                 216.58.208.110  121   \n",
       "7304   NOERROR             A                  216.58.214.14   66   \n",
       "7354   NOERROR             A                  172.217.16.14  300   \n",
       "7683   NOERROR             A                  216.58.207.14  299   \n",
       "7987   NOERROR             A                   172.217.6.78  259   \n",
       "8185   NOERROR             A                  172.217.15.78  191   \n",
       "9711   NOERROR             A                  172.217.8.174   15   \n",
       "10375  NOERROR             A                 209.85.233.101   40   \n",
       "11214  NOERROR             A                172.217.174.110  239   \n",
       "11524  NOERROR             A                 74.125.205.113  280   \n",
       "12243  NOERROR             A                 74.125.193.138  271   \n",
       "14020  NOERROR             A                  216.58.198.46  145   \n",
       "14279  NOERROR             A                  172.217.23.78   88   \n",
       "15590  NOERROR             A                  216.58.201.78  133   \n",
       "16364  NOERROR             A                 216.58.200.238  124   \n",
       "17829  NOERROR             A                 216.58.215.142  227   \n",
       "17831  NOERROR             A                172.217.168.174  176   \n",
       "19368  NOERROR             A                   172.217.6.14  214   \n",
       "19714  NOERROR             A                 172.217.23.206   91   \n",
       "19715  NOERROR             A                 172.217.23.206  246   \n",
       "19846  NOERROR             A                 64.233.162.100  146   \n",
       "19847  NOERROR             A                 64.233.162.101  145   \n",
       "21399  NOERROR             A                173.194.222.100   45   \n",
       "21400  NOERROR             A                173.194.222.113   40   \n",
       "21431  NOERROR             A                 216.58.215.142  295   \n",
       "21433  NOERROR             A                 216.58.215.142  221   \n",
       "23645  NOERROR             A                 172.217.160.78  280   \n",
       "23646  NOERROR             A                172.217.160.110  132   \n",
       "24040  NOERROR             A                  216.58.200.46  127   \n",
       "24041  NOERROR             A                  216.58.200.46  126   \n",
       "24121  NOERROR             A                 172.217.28.110   96   \n",
       "24651  NOERROR             A                    59.24.3.174   23   \n",
       "24652  NOERROR             A                   46.82.174.69   14   \n",
       "25087  NOERROR             A                 172.217.23.110  272   \n",
       "25091  NOERROR             A                  216.58.208.46  125   \n",
       "25094  NOERROR             A                  216.58.207.78  223   \n",
       "25098  NOERROR             A                  216.58.207.78  224   \n",
       "25101  NOERROR             A                  216.58.208.46  125   \n",
       "25104  NOERROR             A                  216.58.207.46   82   \n",
       "25116  NOERROR             A                 172.217.21.206  273   \n",
       "25119  NOERROR             A                  216.58.207.78  224   \n",
       "25125  NOERROR             A                 172.217.23.110  271   \n",
       "25132  NOERROR             A                  216.58.207.46   83   \n",
       "25137  NOERROR             A                 172.217.21.206  273   \n",
       "25140  NOERROR             A                  216.58.207.78  224   \n",
       "25143  NOERROR             A                  216.58.207.78  224   \n",
       "25146  NOERROR             A                  216.58.208.46  125   \n",
       "30350  NOERROR          AAAA  2607:f8b0:4004:802:0:0:0:200e  212   \n",
       "31090  NOERROR          AAAA  2607:f8b0:4009:803:0:0:0:200e  299   \n",
       "31654  NOERROR          AAAA  2404:6800:4004:810:0:0:0:200e  267   \n",
       "32957  NOERROR          AAAA  2a00:1450:4016:805:0:0:0:200e  206   \n",
       "33602  NOERROR          AAAA  2a00:1450:4014:800:0:0:0:200e   14   \n",
       "34528  NOERROR          AAAA  2a00:1450:4003:800:0:0:0:200e  196   \n",
       "34530  NOERROR          AAAA  2a00:1450:4003:800:0:0:0:200e  166   \n",
       "35109  NOERROR          AAAA  2607:f8b0:4009:811:0:0:0:200e  207   \n",
       "35900  NOERROR          AAAA  2a00:1450:4003:800:0:0:0:200e  195   \n",
       "35902  NOERROR          AAAA  2a00:1450:4003:80b:0:0:0:200e    7   \n",
       "\n",
       "       is_global_ip resolver_name  is_private_ip  \n",
       "1244          False         local          False  \n",
       "1245          False         local          False  \n",
       "7303          False         local          False  \n",
       "7304          False         local          False  \n",
       "7354          False         local          False  \n",
       "7683          False         local          False  \n",
       "7987          False         local          False  \n",
       "8185          False         local          False  \n",
       "9711          False         local          False  \n",
       "10375         False         local          False  \n",
       "11214         False         local          False  \n",
       "11524         False         local          False  \n",
       "12243         False         local          False  \n",
       "14020         False         local          False  \n",
       "14279         False         local          False  \n",
       "15590         False         local          False  \n",
       "16364         False         local          False  \n",
       "17829         False         local          False  \n",
       "17831         False         local          False  \n",
       "19368         False         local          False  \n",
       "19714         False         local          False  \n",
       "19715         False         local          False  \n",
       "19846         False         local          False  \n",
       "19847         False         local          False  \n",
       "21399         False         local          False  \n",
       "21400         False         local          False  \n",
       "21431         False         local          False  \n",
       "21433         False         local          False  \n",
       "23645         False         local          False  \n",
       "23646         False         local          False  \n",
       "24040         False         local          False  \n",
       "24041         False         local          False  \n",
       "24121         False         local          False  \n",
       "24651         False         local          False  \n",
       "24652         False         local          False  \n",
       "25087         False         local          False  \n",
       "25091         False         local          False  \n",
       "25094         False         local          False  \n",
       "25098         False         local          False  \n",
       "25101         False         local          False  \n",
       "25104         False         local          False  \n",
       "25116         False         local          False  \n",
       "25119         False         local          False  \n",
       "25125         False         local          False  \n",
       "25132         False         local          False  \n",
       "25137         False         local          False  \n",
       "25140         False         local          False  \n",
       "25143         False         local          False  \n",
       "25146         False         local          False  \n",
       "30350         False         local          False  \n",
       "31090         False         local          False  \n",
       "31654         False         local          False  \n",
       "32957         False         local          False  \n",
       "33602         False         local          False  \n",
       "34528         False         local          False  \n",
       "34530         False         local          False  \n",
       "35109         False         local          False  \n",
       "35900         False         local          False  \n",
       "35902         False         local          False  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dff[(dff.is_global_ip == False) & (dff.is_private_ip == False)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_json_resource_from_absolute_uri(url, query_params):\n",
    "    try: res = requests.get(url, params = query_params)\n",
    "    except Exception as e: print(e, file=sys.stderr)\n",
    "    else:\n",
    "        try: res_json = res.json()\n",
    "        except Exception as e: print(e, file=sys.stderr)\n",
    "        else: \n",
    "            return res_json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_asn_from_endpoint(endpoint):\n",
    "    asn = holder = None\n",
    "    base_uri = 'https://stat.ripe.net'; url = '%s/data/prefix-overview/data.json'%base_uri\n",
    "    params = {'resource' : endpoint}\n",
    "    try: res = get_json_resource_from_absolute_uri(url, params)\n",
    "    except Exception as e: print(e, file=sys.stderr); return None\n",
    "    try:\n",
    "        asns_holders = []\n",
    "        for item in res['data']['asns']:\n",
    "            asn = item['asn']; holder = item['holder']\n",
    "            asns_holders.append((asn, holder))\n",
    "    except Exception as e: print(e, file=sys.stderr)\n",
    "    if len(asns_holders) > 1:\n",
    "        print(asns_holders)\n",
    "    elif len(asns_holders) == 0:\n",
    "        return None\n",
    "    #print(asns_holders[0][1])\n",
    "    return asns_holders[0][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "unid_rslv = pd.DataFrame(dff[(dff.is_global_ip == True) & (dff.resolver_name == 'local')].resolver_address.unique(), columns=['resolver_address'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Expecting value: line 1 column 1 (char 0)\n",
      "'NoneType' object is not subscriptable\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(3910, 'CENTURYLINK-EUROPE-LEGACY-QWEST'), (209, 'CENTURYLINK-US-LEGACY-QWEST'), (3908, 'CENTURYLINK-ASIA-LEGACY-QWEST')]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Expecting value: line 1 column 1 (char 0)\n",
      "'NoneType' object is not subscriptable\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(1103, 'SURFNET-NL - SURFnet bv'), (6939, 'HURRICANE')]\n",
      "[(200070, 'CZNIC-AS2 - CZ.NIC, z.s.p.o.'), (25192, 'CZNIC-AS - CZ.NIC, z.s.p.o.')]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Expecting value: line 1 column 1 (char 0)\n",
      "'NoneType' object is not subscriptable\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(1103, 'SURFNET-NL - SURFnet bv'), (6939, 'HURRICANE')]\n",
      "[(3910, 'CENTURYLINK-EUROPE-LEGACY-QWEST'), (3908, 'CENTURYLINK-ASIA-LEGACY-QWEST'), (209, 'CENTURYLINK-US-LEGACY-QWEST')]\n",
      "[(3910, 'CENTURYLINK-EUROPE-LEGACY-QWEST'), (3908, 'CENTURYLINK-ASIA-LEGACY-QWEST'), (209, 'CENTURYLINK-US-LEGACY-QWEST')]\n",
      "[(397228, 'ULTRADNS'), (397220, 'ULTRADNS'), (397232, 'ULTRADNS'), (397237, 'ULTRADNS'), (397224, 'ULTRADNS'), (397238, 'ULTRADNS'), (397225, 'ULTRADNS'), (397215, 'ULTRADNS')]\n",
      "[(1103, 'SURFNET-NL - SURFnet bv'), (6939, 'HURRICANE')]\n",
      "[(1103, 'SURFNET-NL - SURFnet bv'), (6939, 'HURRICANE')]\n",
      "[(16589, '-Reserved AS-'), (23393, 'NUCDN')]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Expecting value: line 1 column 1 (char 0)\n",
      "'NoneType' object is not subscriptable\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(28118, 'ALTICE DOMINICANA S.A.'), (12066, 'ALTICE DOMINICANA S.A.')]\n",
      "[(1103, 'SURFNET-NL - SURFnet bv'), (6939, 'HURRICANE')]\n",
      "[(1103, 'SURFNET-NL - SURFnet bv'), (6939, 'HURRICANE')]\n",
      "[(8717, 'SPECTRUMNET - A1 Bulgaria EAD'), (35141, 'MEGALAN - A1 Bulgaria EAD')]\n",
      "[(35141, 'MEGALAN - A1 Bulgaria EAD'), (8717, 'SPECTRUMNET - A1 Bulgaria EAD')]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Expecting value: line 1 column 1 (char 0)\n",
      "'NoneType' object is not subscriptable\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(45090, 'CNNIC-TENCENT-NET-AP Shenzhen Tencent Computer Systems Company Limited'), (132203, 'TENCENT-NET-AP-CN Tencent Building')]\n",
      "[(8717, 'SPECTRUMNET - A1 Bulgaria EAD'), (35141, 'MEGALAN - A1 Bulgaria EAD')]\n"
     ]
    }
   ],
   "source": [
    "unid_rslv['owner'] = unid_rslv.apply(lambda row: get_asn_from_endpoint(row.resolver_address), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "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>resolver_address</th>\n",
       "      <th>owner</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>193.62.22.10</td>\n",
       "      <td>JANET - Jisc Services Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>193.62.22.2</td>\n",
       "      <td>JANET - Jisc Services Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.1.1.2</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>27.114.140.40</td>\n",
       "      <td>DHIRAAGU-MV-AP DHIVEHI RAAJJEYGE GULHUN PLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>27.114.138.4</td>\n",
       "      <td>DHIRAAGU-MV-AP DHIVEHI RAAJJEYGE GULHUN PLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4633</th>\n",
       "      <td>2a0a:e5c0:0:a::a</td>\n",
       "      <td>UNGLEICH-PLACE5 - ungleich glarus ag</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4634</th>\n",
       "      <td>2a0a:e5c0:0:a::b</td>\n",
       "      <td>UNGLEICH-PLACE5 - ungleich glarus ag</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4635</th>\n",
       "      <td>2001:678:888:69:c45d:2738:c3f2:1878</td>\n",
       "      <td>DANDRI - David Andri Jakobsson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4636</th>\n",
       "      <td>2001:678:888:69:dbce:c9d5:a126:7cf9</td>\n",
       "      <td>DANDRI - David Andri Jakobsson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4637</th>\n",
       "      <td>2001:4bd8:52:1:217:17:207:132</td>\n",
       "      <td>ENCOLINE - Thueringer Netkom GmbH</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4638 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         resolver_address  \\\n",
       "0                            193.62.22.10   \n",
       "1                             193.62.22.2   \n",
       "2                                 1.1.1.2   \n",
       "3                           27.114.140.40   \n",
       "4                            27.114.138.4   \n",
       "...                                   ...   \n",
       "4633                     2a0a:e5c0:0:a::a   \n",
       "4634                     2a0a:e5c0:0:a::b   \n",
       "4635  2001:678:888:69:c45d:2738:c3f2:1878   \n",
       "4636  2001:678:888:69:dbce:c9d5:a126:7cf9   \n",
       "4637        2001:4bd8:52:1:217:17:207:132   \n",
       "\n",
       "                                            owner  \n",
       "0                   JANET - Jisc Services Limited  \n",
       "1                   JANET - Jisc Services Limited  \n",
       "2                                   CLOUDFLARENET  \n",
       "3     DHIRAAGU-MV-AP DHIVEHI RAAJJEYGE GULHUN PLC  \n",
       "4     DHIRAAGU-MV-AP DHIVEHI RAAJJEYGE GULHUN PLC  \n",
       "...                                           ...  \n",
       "4633         UNGLEICH-PLACE5 - ungleich glarus ag  \n",
       "4634         UNGLEICH-PLACE5 - ungleich glarus ag  \n",
       "4635               DANDRI - David Andri Jakobsson  \n",
       "4636               DANDRI - David Andri Jakobsson  \n",
       "4637            ENCOLINE - Thueringer Netkom GmbH  \n",
       "\n",
       "[4638 rows x 2 columns]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unid_rslv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "def pretty_print_asn_owner(asn_owner):\n",
    "    if asn_owner != None:\n",
    "        return asn_owner.split(' - ')[0]\n",
    "    else:\n",
    "        return 'failed'\n",
    "#df['holder'].str.split(' - ').str.get(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "unid_rslv['owner_id'] = unid_rslv.apply(lambda row: pretty_print_asn_owner(row.owner), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "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>resolver_address</th>\n",
       "      <th>owner</th>\n",
       "      <th>owner_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>193.231.252.1</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>213.154.124.1</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>193.169.198.1</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>204.128.136.2</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667</th>\n",
       "      <td>185.199.216.20</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>150.14.0.219</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>704</th>\n",
       "      <td>150.14.0.222</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736</th>\n",
       "      <td>147.18.0.39</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>777</th>\n",
       "      <td>ff80::2</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946</th>\n",
       "      <td>2401:4800::123:108:224:6</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>108.166.149.2</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>108.166.149.3</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>194.132.32.32</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>130.216.191.1</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>2607:f428:ffff:ffff::1</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1125</th>\n",
       "      <td>178.156.198.1</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1126</th>\n",
       "      <td>178.156.198.2</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1288</th>\n",
       "      <td>71.10.216.1</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1289</th>\n",
       "      <td>71.10.216.2</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1559</th>\n",
       "      <td>80.10.246.2</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1604</th>\n",
       "      <td>2001:568:ff09:10c::53</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1605</th>\n",
       "      <td>2001:568:ff09:10d::53</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1667</th>\n",
       "      <td>2a0d:f407:4::1010</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1737</th>\n",
       "      <td>2a05:7400::16</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1802</th>\n",
       "      <td>185.93.9.35</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1946</th>\n",
       "      <td>193.196.2.4</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2100</th>\n",
       "      <td>2001:568:ff09:10a::56</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2101</th>\n",
       "      <td>2001:568:ff09:10b::56</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2153</th>\n",
       "      <td>1.1.0.1</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2194</th>\n",
       "      <td>2a02:2860:9:1::10</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2230</th>\n",
       "      <td>2406:6000:100:5a05::1</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2437</th>\n",
       "      <td>2001:568:ff09:10b::122</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2622</th>\n",
       "      <td>2607:f428:ffff:ffff::2</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2649</th>\n",
       "      <td>208.68.220.220</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2939</th>\n",
       "      <td>192.98.49.8</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2940</th>\n",
       "      <td>192.98.49.9</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2980</th>\n",
       "      <td>ddea:4661:e977::1</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3025</th>\n",
       "      <td>75.153.171.114</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3129</th>\n",
       "      <td>2001:568:ff09:10a::53</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3130</th>\n",
       "      <td>2001:568:ff09:10b::53</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3278</th>\n",
       "      <td>203.11.220.10</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3422</th>\n",
       "      <td>21.51.185.1</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3558</th>\n",
       "      <td>192.169.1.1</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3681</th>\n",
       "      <td>26.1.64.10</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3700</th>\n",
       "      <td>215.220.35.30</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3759</th>\n",
       "      <td>2001:67c:174c:1::101</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3827</th>\n",
       "      <td>192.9.211.1</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3902</th>\n",
       "      <td>75.153.176.1</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3903</th>\n",
       "      <td>75.153.176.9</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3907</th>\n",
       "      <td>103.19.252.2</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4266</th>\n",
       "      <td>75.153.171.122</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4322</th>\n",
       "      <td>0:0:53f9:459f::1</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4332</th>\n",
       "      <td>204.128.224.8</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4333</th>\n",
       "      <td>204.128.224.5</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4438</th>\n",
       "      <td>67.207.67.3</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4439</th>\n",
       "      <td>67.207.67.2</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4519</th>\n",
       "      <td>91.212.89.2</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4566</th>\n",
       "      <td>94.237.127.9</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4576</th>\n",
       "      <td>192.169.1.100</td>\n",
       "      <td>None</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              resolver_address owner owner_id\n",
       "364              193.231.252.1  None   failed\n",
       "365              213.154.124.1  None   failed\n",
       "569              193.169.198.1  None   failed\n",
       "585              204.128.136.2  None   failed\n",
       "667             185.199.216.20  None   failed\n",
       "703               150.14.0.219  None   failed\n",
       "704               150.14.0.222  None   failed\n",
       "736                147.18.0.39  None   failed\n",
       "777                    ff80::2  None   failed\n",
       "946   2401:4800::123:108:224:6  None   failed\n",
       "970              108.166.149.2  None   failed\n",
       "971              108.166.149.3  None   failed\n",
       "978              194.132.32.32  None   failed\n",
       "983              130.216.191.1  None   failed\n",
       "1057    2607:f428:ffff:ffff::1  None   failed\n",
       "1125             178.156.198.1  None   failed\n",
       "1126             178.156.198.2  None   failed\n",
       "1288               71.10.216.1  None   failed\n",
       "1289               71.10.216.2  None   failed\n",
       "1559               80.10.246.2  None   failed\n",
       "1604     2001:568:ff09:10c::53  None   failed\n",
       "1605     2001:568:ff09:10d::53  None   failed\n",
       "1667         2a0d:f407:4::1010  None   failed\n",
       "1737             2a05:7400::16  None   failed\n",
       "1802               185.93.9.35  None   failed\n",
       "1946               193.196.2.4  None   failed\n",
       "2100     2001:568:ff09:10a::56  None   failed\n",
       "2101     2001:568:ff09:10b::56  None   failed\n",
       "2153                   1.1.0.1  None   failed\n",
       "2194         2a02:2860:9:1::10  None   failed\n",
       "2230     2406:6000:100:5a05::1  None   failed\n",
       "2437    2001:568:ff09:10b::122  None   failed\n",
       "2622    2607:f428:ffff:ffff::2  None   failed\n",
       "2649            208.68.220.220  None   failed\n",
       "2939               192.98.49.8  None   failed\n",
       "2940               192.98.49.9  None   failed\n",
       "2980         ddea:4661:e977::1  None   failed\n",
       "3025            75.153.171.114  None   failed\n",
       "3129     2001:568:ff09:10a::53  None   failed\n",
       "3130     2001:568:ff09:10b::53  None   failed\n",
       "3278             203.11.220.10  None   failed\n",
       "3422               21.51.185.1  None   failed\n",
       "3558               192.169.1.1  None   failed\n",
       "3681                26.1.64.10  None   failed\n",
       "3700             215.220.35.30  None   failed\n",
       "3759      2001:67c:174c:1::101  None   failed\n",
       "3827               192.9.211.1  None   failed\n",
       "3902              75.153.176.1  None   failed\n",
       "3903              75.153.176.9  None   failed\n",
       "3907              103.19.252.2  None   failed\n",
       "4266            75.153.171.122  None   failed\n",
       "4322          0:0:53f9:459f::1  None   failed\n",
       "4332             204.128.224.8  None   failed\n",
       "4333             204.128.224.5  None   failed\n",
       "4438               67.207.67.3  None   failed\n",
       "4439               67.207.67.2  None   failed\n",
       "4519               91.212.89.2  None   failed\n",
       "4566              94.237.127.9  None   failed\n",
       "4576             192.169.1.100  None   failed"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unid_rslv[unid_rslv.owner_id == 'failed']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'ULTRADNS - NeuStar'"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_asn_from_endpoint('156.154.71.4') #ULTRADNS -> Neustar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'YANDEX - YANDEX LLC'"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_asn_from_endpoint('77.88.8.7') #YANDEX -> Yandex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(396555, 'VRSN-AC50-340 - VeriSign Global Registry Services'), (397208, 'VRSN-AC28 - VeriSign Global Registry Services'), (396547, 'VRSN-AC50-340 - VeriSign Global Registry Services'), (40647, 'VGRS-AC25 - VeriSign Global Registry Services'), (396551, 'VRSN-AC50-340 - VeriSign Global Registry Services')]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'VRSN-AC50-340 - VeriSign Global Registry Services'"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_asn_from_endpoint('64.6.65.6') #VRSN- ->VeriSign"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'QUAD9-AS-1 - Quad9'"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_asn_from_endpoint('149.112.112.112') #QUAD9- ->Quad9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'CLOUDFLARENET - Cloudflare'"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_asn_from_endpoint('1.1.1.1') #CLOUDFLARENET -> Cloudflare"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'CIDNOC - Daniel Cid'"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_asn_from_endpoint('185.228.169.11') #CIDNOC -> CleanBrowsing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'GOOGLE - Google LLC'"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_asn_from_endpoint('8.8.8.8') #GOOGLE -> Google"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'OPENDNS - Cisco OpenDNS'"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_asn_from_endpoint('208.67.222.123') #OPENDNS -> OpenDNS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'SILENT-GHOST-AS - Kevin Holly trading as Silent Ghost e.U.'"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_asn_from_endpoint('169.239.202.202') #SILENT-GHOST-AS -> OpenNIC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "unid_rslv['centr_resolver_name'] = 'none'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "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>resolver_address</th>\n",
       "      <th>owner</th>\n",
       "      <th>owner_id</th>\n",
       "      <th>centr_resolver_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [resolver_address, owner, owner_id, centr_resolver_name]\n",
       "Index: []"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unid_rslv['centr_resolver_name'] = np.where(unid_rslv.owner_id.str.startswith('VRSN-'), 'VeriSign', unid_rslv['centr_resolver_name'])\n",
    "\n",
    "unid_rslv[unid_rslv.centr_resolver_name == 'VeriSign']\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "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>resolver_address</th>\n",
       "      <th>owner</th>\n",
       "      <th>owner_id</th>\n",
       "      <th>centr_resolver_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>9.9.9.11</td>\n",
       "      <td>QUAD9-AS-1</td>\n",
       "      <td>QUAD9-AS-1</td>\n",
       "      <td>Quad9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2423</th>\n",
       "      <td>2620:fe::fe:11</td>\n",
       "      <td>QUAD9-AS-1</td>\n",
       "      <td>QUAD9-AS-1</td>\n",
       "      <td>Quad9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3543</th>\n",
       "      <td>2620:fe::12</td>\n",
       "      <td>QUAD9-AS-1</td>\n",
       "      <td>QUAD9-AS-1</td>\n",
       "      <td>Quad9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     resolver_address       owner    owner_id centr_resolver_name\n",
       "403          9.9.9.11  QUAD9-AS-1  QUAD9-AS-1               Quad9\n",
       "2423   2620:fe::fe:11  QUAD9-AS-1  QUAD9-AS-1               Quad9\n",
       "3543      2620:fe::12  QUAD9-AS-1  QUAD9-AS-1               Quad9"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unid_rslv['centr_resolver_name'] = np.where(unid_rslv.owner_id.str.startswith('QUAD9-'), 'Quad9', unid_rslv['centr_resolver_name'])\n",
    "\n",
    "unid_rslv[unid_rslv.centr_resolver_name == 'Quad9']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "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>resolver_address</th>\n",
       "      <th>owner</th>\n",
       "      <th>owner_id</th>\n",
       "      <th>centr_resolver_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2633</th>\n",
       "      <td>156.154.71.10</td>\n",
       "      <td>ULTRADNS</td>\n",
       "      <td>ULTRADNS</td>\n",
       "      <td>Neustar</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     resolver_address     owner  owner_id centr_resolver_name\n",
       "2633    156.154.71.10  ULTRADNS  ULTRADNS             Neustar"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unid_rslv['centr_resolver_name'] = np.where(unid_rslv.owner_id == 'ULTRADNS', 'Neustar', unid_rslv['centr_resolver_name'])\n",
    "\n",
    "unid_rslv[unid_rslv.centr_resolver_name == 'Neustar']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "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>resolver_address</th>\n",
       "      <th>owner</th>\n",
       "      <th>owner_id</th>\n",
       "      <th>centr_resolver_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4572</th>\n",
       "      <td>2a02:6bd::feed:ff</td>\n",
       "      <td>YANDEX - YANDEX LLC</td>\n",
       "      <td>YANDEX</td>\n",
       "      <td>Yandex</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       resolver_address                owner owner_id centr_resolver_name\n",
       "4572  2a02:6bd::feed:ff  YANDEX - YANDEX LLC   YANDEX              Yandex"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unid_rslv['centr_resolver_name'] = np.where(unid_rslv.owner_id == 'YANDEX', 'Yandex', unid_rslv['centr_resolver_name'])\n",
    "\n",
    "unid_rslv[unid_rslv.centr_resolver_name == 'Yandex']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "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>resolver_address</th>\n",
       "      <th>owner</th>\n",
       "      <th>owner_id</th>\n",
       "      <th>centr_resolver_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.1.1.2</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>1.1.1.3</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>1.0.0.3</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3095</th>\n",
       "      <td>2606:4700:4700::1113</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3645</th>\n",
       "      <td>1.0.0.2</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3940</th>\n",
       "      <td>2606:4700:4700:1111::</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3941</th>\n",
       "      <td>2606:4700:4700:1001::</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4242</th>\n",
       "      <td>172.64.36.1</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4243</th>\n",
       "      <td>172.64.36.2</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4271</th>\n",
       "      <td>2606:4700:4700::1112</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4272</th>\n",
       "      <td>2606:4700:4700::1002</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>CLOUDFLARENET</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           resolver_address          owner       owner_id centr_resolver_name\n",
       "2                   1.1.1.2  CLOUDFLARENET  CLOUDFLARENET          Cloudflare\n",
       "553                 1.1.1.3  CLOUDFLARENET  CLOUDFLARENET          Cloudflare\n",
       "554                 1.0.0.3  CLOUDFLARENET  CLOUDFLARENET          Cloudflare\n",
       "3095   2606:4700:4700::1113  CLOUDFLARENET  CLOUDFLARENET          Cloudflare\n",
       "3645                1.0.0.2  CLOUDFLARENET  CLOUDFLARENET          Cloudflare\n",
       "3940  2606:4700:4700:1111::  CLOUDFLARENET  CLOUDFLARENET          Cloudflare\n",
       "3941  2606:4700:4700:1001::  CLOUDFLARENET  CLOUDFLARENET          Cloudflare\n",
       "4242            172.64.36.1  CLOUDFLARENET  CLOUDFLARENET          Cloudflare\n",
       "4243            172.64.36.2  CLOUDFLARENET  CLOUDFLARENET          Cloudflare\n",
       "4271   2606:4700:4700::1112  CLOUDFLARENET  CLOUDFLARENET          Cloudflare\n",
       "4272   2606:4700:4700::1002  CLOUDFLARENET  CLOUDFLARENET          Cloudflare"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unid_rslv['centr_resolver_name'] = np.where(unid_rslv.owner_id == 'CLOUDFLARENET', 'Cloudflare', unid_rslv['centr_resolver_name'])\n",
    "\n",
    "unid_rslv[unid_rslv.centr_resolver_name == 'Cloudflare']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "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>resolver_address</th>\n",
       "      <th>owner</th>\n",
       "      <th>owner_id</th>\n",
       "      <th>centr_resolver_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [resolver_address, owner, owner_id, centr_resolver_name]\n",
       "Index: []"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unid_rslv['centr_resolver_name'] = np.where(unid_rslv.owner_id == 'CIDNOC', 'CleanBrowsing', unid_rslv['centr_resolver_name'])\n",
    "\n",
    "unid_rslv[unid_rslv.centr_resolver_name == 'CleanBrowsing']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "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>resolver_address</th>\n",
       "      <th>owner</th>\n",
       "      <th>owner_id</th>\n",
       "      <th>centr_resolver_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>8.8.8.4</td>\n",
       "      <td>GOOGLE</td>\n",
       "      <td>GOOGLE</td>\n",
       "      <td>Google</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3728</th>\n",
       "      <td>35.246.132.11</td>\n",
       "      <td>GOOGLE</td>\n",
       "      <td>GOOGLE</td>\n",
       "      <td>Google</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     resolver_address   owner owner_id centr_resolver_name\n",
       "1004          8.8.8.4  GOOGLE   GOOGLE              Google\n",
       "3728    35.246.132.11  GOOGLE   GOOGLE              Google"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unid_rslv['centr_resolver_name'] = np.where(unid_rslv.owner_id == 'GOOGLE', 'Google', unid_rslv['centr_resolver_name'])\n",
    "\n",
    "unid_rslv[unid_rslv.centr_resolver_name == 'Google']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "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>resolver_address</th>\n",
       "      <th>owner</th>\n",
       "      <th>owner_id</th>\n",
       "      <th>centr_resolver_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [resolver_address, owner, owner_id, centr_resolver_name]\n",
       "Index: []"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unid_rslv['centr_resolver_name'] = np.where(unid_rslv.owner_id == 'OPENDNS', 'OpenDNS', unid_rslv['centr_resolver_name'])\n",
    "\n",
    "unid_rslv[unid_rslv.centr_resolver_name == 'OpenDNS']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "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>resolver_address</th>\n",
       "      <th>owner</th>\n",
       "      <th>owner_id</th>\n",
       "      <th>centr_resolver_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [resolver_address, owner, owner_id, centr_resolver_name]\n",
       "Index: []"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unid_rslv['centr_resolver_name'] = np.where(unid_rslv.owner_id == 'SILENT-GHOST-AS', 'OpenNIC', unid_rslv['centr_resolver_name'])\n",
    "\n",
    "unid_rslv[unid_rslv.centr_resolver_name == 'OpenNIC']"
   ]
  },
  {
   "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",
       "    }\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>resolver_address</th>\n",
       "      <th>owner</th>\n",
       "      <th>owner_id</th>\n",
       "      <th>centr_resolver_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>45.90.28.102</td>\n",
       "      <td>NEXTDNS - nextdns, Inc.</td>\n",
       "      <td>NEXTDNS</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>45.90.30.102</td>\n",
       "      <td>NEXTDNS - nextdns, Inc.</td>\n",
       "      <td>NEXTDNS</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>45.90.28.146</td>\n",
       "      <td>NEXTDNS - nextdns, Inc.</td>\n",
       "      <td>NEXTDNS</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>45.90.30.146</td>\n",
       "      <td>NEXTDNS - nextdns, Inc.</td>\n",
       "      <td>NEXTDNS</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>45.90.28.218</td>\n",
       "      <td>NEXTDNS - nextdns, Inc.</td>\n",
       "      <td>NEXTDNS</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>45.90.30.218</td>\n",
       "      <td>NEXTDNS - nextdns, Inc.</td>\n",
       "      <td>NEXTDNS</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>45.90.28.234</td>\n",
       "      <td>NEXTDNS - nextdns, Inc.</td>\n",
       "      <td>NEXTDNS</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>723</th>\n",
       "      <td>45.90.30.234</td>\n",
       "      <td>NEXTDNS - nextdns, Inc.</td>\n",
       "      <td>NEXTDNS</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2667</th>\n",
       "      <td>45.90.28.112</td>\n",
       "      <td>NEXTDNS - nextdns, Inc.</td>\n",
       "      <td>NEXTDNS</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2668</th>\n",
       "      <td>45.90.30.112</td>\n",
       "      <td>NEXTDNS - nextdns, Inc.</td>\n",
       "      <td>NEXTDNS</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3639</th>\n",
       "      <td>45.90.28.28</td>\n",
       "      <td>NEXTDNS - nextdns, Inc.</td>\n",
       "      <td>NEXTDNS</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3703</th>\n",
       "      <td>2a07:a8c0::27:24f1</td>\n",
       "      <td>NEXTDNS - nextdns, Inc.</td>\n",
       "      <td>NEXTDNS</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3704</th>\n",
       "      <td>2a07:a8c1::27:24f1</td>\n",
       "      <td>NEXTDNS - nextdns, Inc.</td>\n",
       "      <td>NEXTDNS</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3932</th>\n",
       "      <td>2a07:a8c0::c4:463a</td>\n",
       "      <td>NEXTDNS - nextdns, Inc.</td>\n",
       "      <td>NEXTDNS</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3933</th>\n",
       "      <td>2a07:a8c1::c4:463a</td>\n",
       "      <td>NEXTDNS - nextdns, Inc.</td>\n",
       "      <td>NEXTDNS</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4244</th>\n",
       "      <td>45.90.28.42</td>\n",
       "      <td>NEXTDNS - nextdns, Inc.</td>\n",
       "      <td>NEXTDNS</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4245</th>\n",
       "      <td>45.90.30.42</td>\n",
       "      <td>NEXTDNS - nextdns, Inc.</td>\n",
       "      <td>NEXTDNS</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4349</th>\n",
       "      <td>45.90.28.215</td>\n",
       "      <td>NEXTDNS - nextdns, Inc.</td>\n",
       "      <td>NEXTDNS</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4350</th>\n",
       "      <td>45.90.30.215</td>\n",
       "      <td>NEXTDNS - nextdns, Inc.</td>\n",
       "      <td>NEXTDNS</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        resolver_address                    owner owner_id centr_resolver_name\n",
       "51          45.90.28.102  NEXTDNS - nextdns, Inc.  NEXTDNS             NextDNS\n",
       "52          45.90.30.102  NEXTDNS - nextdns, Inc.  NEXTDNS             NextDNS\n",
       "159         45.90.28.146  NEXTDNS - nextdns, Inc.  NEXTDNS             NextDNS\n",
       "160         45.90.30.146  NEXTDNS - nextdns, Inc.  NEXTDNS             NextDNS\n",
       "456         45.90.28.218  NEXTDNS - nextdns, Inc.  NEXTDNS             NextDNS\n",
       "457         45.90.30.218  NEXTDNS - nextdns, Inc.  NEXTDNS             NextDNS\n",
       "722         45.90.28.234  NEXTDNS - nextdns, Inc.  NEXTDNS             NextDNS\n",
       "723         45.90.30.234  NEXTDNS - nextdns, Inc.  NEXTDNS             NextDNS\n",
       "2667        45.90.28.112  NEXTDNS - nextdns, Inc.  NEXTDNS             NextDNS\n",
       "2668        45.90.30.112  NEXTDNS - nextdns, Inc.  NEXTDNS             NextDNS\n",
       "3639         45.90.28.28  NEXTDNS - nextdns, Inc.  NEXTDNS             NextDNS\n",
       "3703  2a07:a8c0::27:24f1  NEXTDNS - nextdns, Inc.  NEXTDNS             NextDNS\n",
       "3704  2a07:a8c1::27:24f1  NEXTDNS - nextdns, Inc.  NEXTDNS             NextDNS\n",
       "3932  2a07:a8c0::c4:463a  NEXTDNS - nextdns, Inc.  NEXTDNS             NextDNS\n",
       "3933  2a07:a8c1::c4:463a  NEXTDNS - nextdns, Inc.  NEXTDNS             NextDNS\n",
       "4244         45.90.28.42  NEXTDNS - nextdns, Inc.  NEXTDNS             NextDNS\n",
       "4245         45.90.30.42  NEXTDNS - nextdns, Inc.  NEXTDNS             NextDNS\n",
       "4349        45.90.28.215  NEXTDNS - nextdns, Inc.  NEXTDNS             NextDNS\n",
       "4350        45.90.30.215  NEXTDNS - nextdns, Inc.  NEXTDNS             NextDNS"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "unid_rslv['centr_resolver_name'] = np.where(unid_rslv.owner_id == 'NEXTDNS', 'NextDNS', unid_rslv['centr_resolver_name'])\n",
    "\n",
    "unid_rslv[unid_rslv.centr_resolver_name == 'NextDNS']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "id_rslv = unid_rslv[unid_rslv.centr_resolver_name != 'none'][['resolver_address', 'centr_resolver_name']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "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>resolver_address</th>\n",
       "      <th>centr_resolver_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.1.1.2</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>45.90.28.102</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>45.90.30.102</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>45.90.28.146</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>45.90.30.146</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>9.9.9.11</td>\n",
       "      <td>Quad9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>45.90.28.218</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>45.90.30.218</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>1.1.1.3</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>1.0.0.3</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>45.90.28.234</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>723</th>\n",
       "      <td>45.90.30.234</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>8.8.8.4</td>\n",
       "      <td>Google</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2423</th>\n",
       "      <td>2620:fe::fe:11</td>\n",
       "      <td>Quad9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2633</th>\n",
       "      <td>156.154.71.10</td>\n",
       "      <td>Neustar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2667</th>\n",
       "      <td>45.90.28.112</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2668</th>\n",
       "      <td>45.90.30.112</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3095</th>\n",
       "      <td>2606:4700:4700::1113</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3543</th>\n",
       "      <td>2620:fe::12</td>\n",
       "      <td>Quad9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3639</th>\n",
       "      <td>45.90.28.28</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3645</th>\n",
       "      <td>1.0.0.2</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3703</th>\n",
       "      <td>2a07:a8c0::27:24f1</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3704</th>\n",
       "      <td>2a07:a8c1::27:24f1</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3728</th>\n",
       "      <td>35.246.132.11</td>\n",
       "      <td>Google</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3932</th>\n",
       "      <td>2a07:a8c0::c4:463a</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3933</th>\n",
       "      <td>2a07:a8c1::c4:463a</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3940</th>\n",
       "      <td>2606:4700:4700:1111::</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3941</th>\n",
       "      <td>2606:4700:4700:1001::</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4242</th>\n",
       "      <td>172.64.36.1</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4243</th>\n",
       "      <td>172.64.36.2</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4244</th>\n",
       "      <td>45.90.28.42</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4245</th>\n",
       "      <td>45.90.30.42</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4271</th>\n",
       "      <td>2606:4700:4700::1112</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4272</th>\n",
       "      <td>2606:4700:4700::1002</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4349</th>\n",
       "      <td>45.90.28.215</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4350</th>\n",
       "      <td>45.90.30.215</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4572</th>\n",
       "      <td>2a02:6bd::feed:ff</td>\n",
       "      <td>Yandex</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           resolver_address centr_resolver_name\n",
       "2                   1.1.1.2          Cloudflare\n",
       "51             45.90.28.102             NextDNS\n",
       "52             45.90.30.102             NextDNS\n",
       "159            45.90.28.146             NextDNS\n",
       "160            45.90.30.146             NextDNS\n",
       "403                9.9.9.11               Quad9\n",
       "456            45.90.28.218             NextDNS\n",
       "457            45.90.30.218             NextDNS\n",
       "553                 1.1.1.3          Cloudflare\n",
       "554                 1.0.0.3          Cloudflare\n",
       "722            45.90.28.234             NextDNS\n",
       "723            45.90.30.234             NextDNS\n",
       "1004                8.8.8.4              Google\n",
       "2423         2620:fe::fe:11               Quad9\n",
       "2633          156.154.71.10             Neustar\n",
       "2667           45.90.28.112             NextDNS\n",
       "2668           45.90.30.112             NextDNS\n",
       "3095   2606:4700:4700::1113          Cloudflare\n",
       "3543            2620:fe::12               Quad9\n",
       "3639            45.90.28.28             NextDNS\n",
       "3645                1.0.0.2          Cloudflare\n",
       "3703     2a07:a8c0::27:24f1             NextDNS\n",
       "3704     2a07:a8c1::27:24f1             NextDNS\n",
       "3728          35.246.132.11              Google\n",
       "3932     2a07:a8c0::c4:463a             NextDNS\n",
       "3933     2a07:a8c1::c4:463a             NextDNS\n",
       "3940  2606:4700:4700:1111::          Cloudflare\n",
       "3941  2606:4700:4700:1001::          Cloudflare\n",
       "4242            172.64.36.1          Cloudflare\n",
       "4243            172.64.36.2          Cloudflare\n",
       "4244            45.90.28.42             NextDNS\n",
       "4245            45.90.30.42             NextDNS\n",
       "4271   2606:4700:4700::1112          Cloudflare\n",
       "4272   2606:4700:4700::1002          Cloudflare\n",
       "4349           45.90.28.215             NextDNS\n",
       "4350           45.90.30.215             NextDNS\n",
       "4572      2a02:6bd::feed:ff              Yandex"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "id_rslv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "dff = pd.merge(dff, id_rslv, how='left', on=['resolver_address'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "dff['centr_resolver_name'] = dff['centr_resolver_name'].fillna(value='none')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "none          37358\n",
       "Cloudflare       55\n",
       "NextDNS          27\n",
       "Google            7\n",
       "Quad9             5\n",
       "Neustar           1\n",
       "Yandex            1\n",
       "Name: centr_resolver_name, dtype: int64"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dff['centr_resolver_name'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "dff['resolver_name'] = np.where((dff['resolver_name'] == 'local')&(dff['centr_resolver_name'] != 'none'), dff['centr_resolver_name'], dff['resolver_name'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    <tr style=\"text-align: right;\">\n",
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       "      <th>is_global_ip</th>\n",
       "      <th>resolver_name</th>\n",
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       "      <th>centr_resolver_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>28317213</td>\n",
       "      <td>1035</td>\n",
       "      <td>1606922981</td>\n",
       "      <td>1.1.1.2</td>\n",
       "      <td>4</td>\n",
       "      <td>56.285</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>GESBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>142.250.67.14</td>\n",
       "      <td>239</td>\n",
       "      <td>True</td>\n",
       "      <td>Cloudflare</td>\n",
       "      <td>False</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
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       "      <td>1322</td>\n",
       "      <td>1606922979</td>\n",
       "      <td>45.90.28.102</td>\n",
       "      <td>4</td>\n",
       "      <td>57.38</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>XJyBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.206.238</td>\n",
       "      <td>176</td>\n",
       "      <td>True</td>\n",
       "      <td>NextDNS</td>\n",
       "      <td>False</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>28317213</td>\n",
       "      <td>1322</td>\n",
       "      <td>1606922979</td>\n",
       "      <td>45.90.30.102</td>\n",
       "      <td>4</td>\n",
       "      <td>64.934</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>TBaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.22.142</td>\n",
       "      <td>207</td>\n",
       "      <td>True</td>\n",
       "      <td>NextDNS</td>\n",
       "      <td>False</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>28317213</td>\n",
       "      <td>2371</td>\n",
       "      <td>1606922981</td>\n",
       "      <td>45.90.28.146</td>\n",
       "      <td>4</td>\n",
       "      <td>83.125</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>wuSBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.17.46</td>\n",
       "      <td>300</td>\n",
       "      <td>True</td>\n",
       "      <td>NextDNS</td>\n",
       "      <td>False</td>\n",
       "      <td>NextDNS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>28317213</td>\n",
       "      <td>2371</td>\n",
       "      <td>1606922981</td>\n",
       "      <td>45.90.30.146</td>\n",
       "      <td>4</td>\n",
       "      <td>106.515</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>YcaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.23.14</td>\n",
       "      <td>300</td>\n",
       "      <td>True</td>\n",
       "      <td>NextDNS</td>\n",
       "      <td>False</td>\n",
       "      <td>NextDNS</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",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>36894</th>\n",
       "      <td>28317228</td>\n",
       "      <td>1000916</td>\n",
       "      <td>1606923009</td>\n",
       "      <td>1.1.1.2</td>\n",
       "      <td>4</td>\n",
       "      <td>1.606</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>eleBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2607:f8b0:4007:813:0:0:0:200e</td>\n",
       "      <td>99</td>\n",
       "      <td>True</td>\n",
       "      <td>Cloudflare</td>\n",
       "      <td>False</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36895</th>\n",
       "      <td>28317228</td>\n",
       "      <td>1000916</td>\n",
       "      <td>1606923009</td>\n",
       "      <td>2606:4700:4700::1112</td>\n",
       "      <td>6</td>\n",
       "      <td>1.558</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>FkuBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2607:f8b0:4007:813:0:0:0:200e</td>\n",
       "      <td>100</td>\n",
       "      <td>True</td>\n",
       "      <td>Cloudflare</td>\n",
       "      <td>False</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37405</th>\n",
       "      <td>28317228</td>\n",
       "      <td>55712</td>\n",
       "      <td>1606923010</td>\n",
       "      <td>1.1.1.2</td>\n",
       "      <td>4</td>\n",
       "      <td>10.68</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>mgeBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2607:f8b0:4009:802:0:0:0:200e</td>\n",
       "      <td>133</td>\n",
       "      <td>True</td>\n",
       "      <td>Cloudflare</td>\n",
       "      <td>False</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37406</th>\n",
       "      <td>28317228</td>\n",
       "      <td>55712</td>\n",
       "      <td>1606923010</td>\n",
       "      <td>2606:4700:4700::1112</td>\n",
       "      <td>6</td>\n",
       "      <td>12.081</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>uPiBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2607:f8b0:4009:802:0:0:0:200e</td>\n",
       "      <td>123</td>\n",
       "      <td>True</td>\n",
       "      <td>Cloudflare</td>\n",
       "      <td>False</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37407</th>\n",
       "      <td>28317228</td>\n",
       "      <td>55712</td>\n",
       "      <td>1606923010</td>\n",
       "      <td>1.0.0.2</td>\n",
       "      <td>4</td>\n",
       "      <td>10.175</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>gkqBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>AAAA</td>\n",
       "      <td>2607:f8b0:4009:802:0:0:0:200e</td>\n",
       "      <td>120</td>\n",
       "      <td>True</td>\n",
       "      <td>Cloudflare</td>\n",
       "      <td>False</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>96 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         msm_id   prb_id   timestamp      resolver_address address_family  \\\n",
       "6      28317213     1035  1606922981               1.1.1.2              4   \n",
       "154    28317213     1322  1606922979          45.90.28.102              4   \n",
       "155    28317213     1322  1606922979          45.90.30.102              4   \n",
       "485    28317213     2371  1606922981          45.90.28.146              4   \n",
       "486    28317213     2371  1606922981          45.90.30.146              4   \n",
       "...         ...      ...         ...                   ...            ...   \n",
       "36894  28317228  1000916  1606923009               1.1.1.2              4   \n",
       "36895  28317228  1000916  1606923009  2606:4700:4700::1112              6   \n",
       "37405  28317228    55712  1606923010               1.1.1.2              4   \n",
       "37406  28317228    55712  1606923010  2606:4700:4700::1112              6   \n",
       "37407  28317228    55712  1606923010               1.0.0.2              4   \n",
       "\n",
       "            rt error local_resolver  \\\n",
       "6       56.285                 True   \n",
       "154      57.38                 True   \n",
       "155     64.934                 True   \n",
       "485     83.125                 True   \n",
       "486    106.515                 True   \n",
       "...        ...   ...            ...   \n",
       "36894    1.606                 True   \n",
       "36895    1.558                 True   \n",
       "37405    10.68                 True   \n",
       "37406   12.081                 True   \n",
       "37407   10.175                 True   \n",
       "\n",
       "                                                    abuf  target_name  \\\n",
       "6      GESBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "154    XJyBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "155    TBaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "485    wuSBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "486    YcaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "...                                                  ...          ...   \n",
       "36894  eleBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "36895  FkuBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "37405  mgeBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "37406  uPiBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "37407  gkqBgAABAAEAAAAABmdvb2dsZQNjb20AABwAAcAMABwAAQ...  google.com.   \n",
       "\n",
       "         rcode response_type               response_address  ttl  \\\n",
       "6      NOERROR             A                  142.250.67.14  239   \n",
       "154    NOERROR             A                 216.58.206.238  176   \n",
       "155    NOERROR             A                 172.217.22.142  207   \n",
       "485    NOERROR             A                  172.217.17.46  300   \n",
       "486    NOERROR             A                  172.217.23.14  300   \n",
       "...        ...           ...                            ...  ...   \n",
       "36894  NOERROR          AAAA  2607:f8b0:4007:813:0:0:0:200e   99   \n",
       "36895  NOERROR          AAAA  2607:f8b0:4007:813:0:0:0:200e  100   \n",
       "37405  NOERROR          AAAA  2607:f8b0:4009:802:0:0:0:200e  133   \n",
       "37406  NOERROR          AAAA  2607:f8b0:4009:802:0:0:0:200e  123   \n",
       "37407  NOERROR          AAAA  2607:f8b0:4009:802:0:0:0:200e  120   \n",
       "\n",
       "       is_global_ip resolver_name  is_private_ip centr_resolver_name  \n",
       "6              True    Cloudflare          False          Cloudflare  \n",
       "154            True       NextDNS          False             NextDNS  \n",
       "155            True       NextDNS          False             NextDNS  \n",
       "485            True       NextDNS          False             NextDNS  \n",
       "486            True       NextDNS          False             NextDNS  \n",
       "...             ...           ...            ...                 ...  \n",
       "36894          True    Cloudflare          False          Cloudflare  \n",
       "36895          True    Cloudflare          False          Cloudflare  \n",
       "37405          True    Cloudflare          False          Cloudflare  \n",
       "37406          True    Cloudflare          False          Cloudflare  \n",
       "37407          True    Cloudflare          False          Cloudflare  \n",
       "\n",
       "[96 rows x 18 columns]"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dff[dff.centr_resolver_name != 'none']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn = sqlite3.connect('data/ripe-dns-all-probes-v4v6-extended-resolvers-2020.db')\n",
    "dff.to_sql('data', con=conn, index=False, if_exists='replace')\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_reduced = dff[['prb_id', 'resolver_name', 'is_global_ip']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_reduced = df_reduced.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10624"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_reduced.prb_id.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3007"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_reduced[df_reduced.resolver_name != 'local'].prb_id.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9253"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_reduced[df_reduced.resolver_name == 'local'].prb_id.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "probes_with_centr_rslv = df_reduced[df_reduced.resolver_name != 'local'].prb_id.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "probes_with_local_rslv = df_reduced[df_reduced.resolver_name == 'local'].prb_id.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1636"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#probes with a local resolver and centralized one\n",
    "df_reduced[(df_reduced.prb_id.isin(probes_with_local_rslv)) & (df_reduced.resolver_name != 'local')].prb_id.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1636"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#sanity check\n",
    "df_reduced[(df_reduced.prb_id.isin(probes_with_centr_rslv)) & (df_reduced.resolver_name == 'local')].prb_id.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_reduced['ctr_local'] = np.where(df_reduced['resolver_name'] == 'local', 1, 0)\n",
    "df_reduced['ctr_centr'] = np.where(df_reduced['resolver_name'] != 'local', 1, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_reduced['ctr_all'] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "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>prb_id</th>\n",
       "      <th>resolver_name</th>\n",
       "      <th>is_global_ip</th>\n",
       "      <th>ctr_local</th>\n",
       "      <th>ctr_centr</th>\n",
       "      <th>ctr_all</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [prb_id, resolver_name, is_global_ip, ctr_local, ctr_centr, ctr_all]\n",
       "Index: []"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_reduced[(df_reduced.resolver_name == 'local') & (df_reduced.ctr_centr == 1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "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>prb_id</th>\n",
       "      <th>resolver_name</th>\n",
       "      <th>is_global_ip</th>\n",
       "      <th>ctr_local</th>\n",
       "      <th>ctr_centr</th>\n",
       "      <th>ctr_all</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [prb_id, resolver_name, is_global_ip, ctr_local, ctr_centr, ctr_all]\n",
       "Index: []"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_reduced[(df_reduced.resolver_name != 'local') & (df_reduced.ctr_local == 1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_rslv_ctr = df_reduced.groupby('prb_id').agg({'ctr_local':'sum', 'ctr_centr':'sum', 'ctr_all':'sum'}).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overall number of probes\n",
      "10624\n",
      "Mean number of local resolvers\n",
      "0.9821159638554217\n",
      "Median number of local resolvers\n",
      "1.0\n",
      "Mean number of centralised resolvers\n",
      "0.39504894578313254\n",
      "Median number of centralised resolvers\n",
      "0.0\n",
      "Mean number of all resolvers\n",
      "1.3771649096385543\n",
      "Median number of all resolvers\n",
      "1.0\n"
     ]
    }
   ],
   "source": [
    "print('Overall number of probes')\n",
    "print(df_rslv_ctr.prb_id.count())\n",
    "print('Mean number of local resolvers')\n",
    "print(df_rslv_ctr.ctr_local.mean())\n",
    "print('Median number of local resolvers')\n",
    "print(df_rslv_ctr.ctr_local.median())\n",
    "print('Mean number of centralised resolvers')\n",
    "print(df_rslv_ctr.ctr_centr.mean())\n",
    "print('Median number of centralised resolvers')\n",
    "print(df_rslv_ctr.ctr_centr.median())\n",
    "print('Mean number of all resolvers')\n",
    "print(df_rslv_ctr.ctr_all.mean())\n",
    "print('Median number of all resolvers')\n",
    "print(df_rslv_ctr.ctr_all.median())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of probes with only local resolvers\n",
      "7617\n",
      "Mean number of local resolvers\n",
      "1.1463830904555599\n",
      "Median number of local resolvers\n",
      "1.0\n",
      "Mean number of centralised resolvers\n",
      "0.0\n",
      "Median number of centralised resolvers\n",
      "0.0\n",
      "Mean number of all resolvers\n",
      "1.1463830904555599\n",
      "Median number of all resolvers\n",
      "1.0\n"
     ]
    }
   ],
   "source": [
    "print('Number of probes with only local resolvers')\n",
    "print(df_rslv_ctr[df_rslv_ctr.ctr_centr == 0].prb_id.count())\n",
    "print('Mean number of local resolvers')\n",
    "print(df_rslv_ctr[df_rslv_ctr.ctr_centr == 0].ctr_local.mean())\n",
    "print('Median number of local resolvers')\n",
    "print(df_rslv_ctr[df_rslv_ctr.ctr_centr == 0].ctr_local.median())\n",
    "print('Mean number of centralised resolvers')\n",
    "print(df_rslv_ctr[df_rslv_ctr.ctr_centr == 0].ctr_centr.mean())\n",
    "print('Median number of centralised resolvers')\n",
    "print(df_rslv_ctr[df_rslv_ctr.ctr_centr == 0].ctr_centr.median())\n",
    "print('Mean number of all resolvers')\n",
    "print(df_rslv_ctr[df_rslv_ctr.ctr_centr == 0].ctr_all.mean())\n",
    "print('Median number of all resolvers')\n",
    "print(df_rslv_ctr[df_rslv_ctr.ctr_centr == 0].ctr_all.median())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of probes with only centralised resolvers\n",
      "1371\n",
      "Mean number of local resolvers\n",
      "0.0\n",
      "Median number of local resolvers\n",
      "0.0\n",
      "Mean number of centralised resolvers\n",
      "1.314369073668855\n",
      "Median number of centralised resolvers\n",
      "1.0\n",
      "Mean number of all resolvers\n",
      "1.314369073668855\n",
      "Median number of all resolvers\n",
      "1.0\n"
     ]
    }
   ],
   "source": [
    "#df_rslv_ctr[df_rslv_ctr.ctr_local == 0].prb_id.count()\n",
    "\n",
    "\n",
    "print('Number of probes with only centralised resolvers')\n",
    "print(df_rslv_ctr[df_rslv_ctr.ctr_local == 0].prb_id.count())\n",
    "print('Mean number of local resolvers')\n",
    "print(df_rslv_ctr[df_rslv_ctr.ctr_local == 0].ctr_local.mean())\n",
    "print('Median number of local resolvers')\n",
    "print(df_rslv_ctr[df_rslv_ctr.ctr_local == 0].ctr_local.median())\n",
    "print('Mean number of centralised resolvers')\n",
    "print(df_rslv_ctr[df_rslv_ctr.ctr_local == 0].ctr_centr.mean())\n",
    "print('Median number of centralised resolvers')\n",
    "print(df_rslv_ctr[df_rslv_ctr.ctr_local == 0].ctr_centr.median())\n",
    "print('Mean number of all resolvers')\n",
    "print(df_rslv_ctr[df_rslv_ctr.ctr_local == 0].ctr_all.mean())\n",
    "print('Median number of all resolvers')\n",
    "print(df_rslv_ctr[df_rslv_ctr.ctr_local == 0].ctr_all.median())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of probes with centralised and local resolvers\n",
      "1636\n",
      "Mean number of local resolvers\n",
      "1.0403422982885087\n",
      "Median number of local resolvers\n",
      "1.0\n",
      "Mean number of centralised resolvers\n",
      "1.4639364303178484\n",
      "Median number of centralised resolvers\n",
      "1.0\n",
      "Mean number of all resolvers\n",
      "2.504278728606357\n",
      "Median number of all resolvers\n",
      "3.0\n"
     ]
    }
   ],
   "source": [
    "#df_rslv_ctr[(df_rslv_ctr.ctr_local != 0) & (df_rslv_ctr.ctr_centr != 0)].prb_id.count()\n",
    "\n",
    "print('Number of probes with centralised and local resolvers')\n",
    "print(df_rslv_ctr[(df_rslv_ctr.ctr_local != 0) & (df_rslv_ctr.ctr_centr != 0)].prb_id.count())\n",
    "print('Mean number of local resolvers')\n",
    "print(df_rslv_ctr[(df_rslv_ctr.ctr_local != 0) & (df_rslv_ctr.ctr_centr != 0)].ctr_local.mean())\n",
    "print('Median number of local resolvers')\n",
    "print(df_rslv_ctr[(df_rslv_ctr.ctr_local != 0) & (df_rslv_ctr.ctr_centr != 0)].ctr_local.median())\n",
    "print('Mean number of centralised resolvers')\n",
    "print(df_rslv_ctr[(df_rslv_ctr.ctr_local != 0) & (df_rslv_ctr.ctr_centr != 0)].ctr_centr.mean())\n",
    "print('Median number of centralised resolvers')\n",
    "print(df_rslv_ctr[(df_rslv_ctr.ctr_local != 0) & (df_rslv_ctr.ctr_centr != 0)].ctr_centr.median())\n",
    "print('Mean number of all resolvers')\n",
    "print(df_rslv_ctr[(df_rslv_ctr.ctr_local != 0) & (df_rslv_ctr.ctr_centr != 0)].ctr_all.mean())\n",
    "print('Median number of all resolvers')\n",
    "print(df_rslv_ctr[(df_rslv_ctr.ctr_local != 0) & (df_rslv_ctr.ctr_centr != 0)].ctr_all.median())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([22001500, 22001501, 22001502, 22001503, 22001504])"
      ]
     },
     "execution_count": 205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "measurements4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([22001505, 22001506])"
      ]
     },
     "execution_count": 206,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "measurements6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>msm_id</th>\n",
       "      <th>prb_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>resolver_address</th>\n",
       "      <th>address_family</th>\n",
       "      <th>rt</th>\n",
       "      <th>error</th>\n",
       "      <th>local_resolver</th>\n",
       "      <th>abuf</th>\n",
       "      <th>target_name</th>\n",
       "      <th>rcode</th>\n",
       "      <th>response_type</th>\n",
       "      <th>response_address</th>\n",
       "      <th>ttl</th>\n",
       "      <th>is_global_ip</th>\n",
       "      <th>resolver_name</th>\n",
       "      <th>is_private_ip</th>\n",
       "      <th>centr_resolver_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>22001500</td>\n",
       "      <td>627</td>\n",
       "      <td>1560433280</td>\n",
       "      <td>193.162.153.164</td>\n",
       "      <td>4</td>\n",
       "      <td>52.577</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>sPKBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.207.206</td>\n",
       "      <td>112</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>22001500</td>\n",
       "      <td>627</td>\n",
       "      <td>1560433280</td>\n",
       "      <td>194.239.134.83</td>\n",
       "      <td>4</td>\n",
       "      <td>53.224</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>/KWBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.21.174</td>\n",
       "      <td>279</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10001</td>\n",
       "      <td>1560433694</td>\n",
       "      <td>fd00::eadf:70ff:fea3:7a26</td>\n",
       "      <td>6</td>\n",
       "      <td>7.765</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>y7yBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.168.238</td>\n",
       "      <td>85</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10001</td>\n",
       "      <td>1560433694</td>\n",
       "      <td>192.168.178.1</td>\n",
       "      <td>4</td>\n",
       "      <td>1.259</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>08KBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.168.238</td>\n",
       "      <td>84</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10006</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>8.8.8.8</td>\n",
       "      <td>4</td>\n",
       "      <td>28.205</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>QpqBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.169.46</td>\n",
       "      <td>264</td>\n",
       "      <td>True</td>\n",
       "      <td>Google</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10007</td>\n",
       "      <td>1560433695</td>\n",
       "      <td>75.75.75.75</td>\n",
       "      <td>4</td>\n",
       "      <td>14.097</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>sPKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.6.78</td>\n",
       "      <td>247</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10007</td>\n",
       "      <td>1560433695</td>\n",
       "      <td>2001:558:feed::1</td>\n",
       "      <td>6</td>\n",
       "      <td>13.821</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>VkGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.194.174</td>\n",
       "      <td>273</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10007</td>\n",
       "      <td>1560433695</td>\n",
       "      <td>75.75.76.76</td>\n",
       "      <td>4</td>\n",
       "      <td>31.651</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>/KWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.195.78</td>\n",
       "      <td>240</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10009</td>\n",
       "      <td>1560433694</td>\n",
       "      <td>192.168.2.1</td>\n",
       "      <td>4</td>\n",
       "      <td>10.52</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.5.110</td>\n",
       "      <td>242</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10009</td>\n",
       "      <td>1560433694</td>\n",
       "      <td>2601:646:c000:d16c::1</td>\n",
       "      <td>6</td>\n",
       "      <td>0.665</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>UQKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.5.110</td>\n",
       "      <td>241</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10012</td>\n",
       "      <td>1560433694</td>\n",
       "      <td>fd00::9ec7:a6ff:fec7:8f02</td>\n",
       "      <td>6</td>\n",
       "      <td>8.254</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>UQKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.17.110</td>\n",
       "      <td>298</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10012</td>\n",
       "      <td>1560433694</td>\n",
       "      <td>192.168.4.1</td>\n",
       "      <td>4</td>\n",
       "      <td>1.325</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>dkiBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.17.110</td>\n",
       "      <td>298</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10015</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>fd00::3631:c4ff:fe82:bf1d</td>\n",
       "      <td>6</td>\n",
       "      <td>3.63</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>eVWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.168.238</td>\n",
       "      <td>85</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10015</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>192.168.178.1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.98</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>xwqBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.168.238</td>\n",
       "      <td>85</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10016</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>84.116.46.23</td>\n",
       "      <td>4</td>\n",
       "      <td>12.634</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>cwKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.19.206</td>\n",
       "      <td>147</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10016</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>2001:b88:1002::10</td>\n",
       "      <td>6</td>\n",
       "      <td>15.083</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>SdGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.208.110</td>\n",
       "      <td>148</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10016</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>84.116.46.22</td>\n",
       "      <td>4</td>\n",
       "      <td>24.097</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>gxaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.208.110</td>\n",
       "      <td>90</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10019</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>192.168.31.1</td>\n",
       "      <td>4</td>\n",
       "      <td>31.335</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>VkGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.171.206</td>\n",
       "      <td>220</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10022</td>\n",
       "      <td>1560433699</td>\n",
       "      <td>10.71.6.12</td>\n",
       "      <td>4</td>\n",
       "      <td>9.808</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>ukKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.168.206</td>\n",
       "      <td>300</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10023</td>\n",
       "      <td>1560433695</td>\n",
       "      <td>172.31.0.42</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>{\"timeout\": 5000}</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10023</td>\n",
       "      <td>1560433695</td>\n",
       "      <td>172.31.0.43</td>\n",
       "      <td>4</td>\n",
       "      <td>127.371</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>aJyBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.168.238</td>\n",
       "      <td>300</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10023</td>\n",
       "      <td>1560433695</td>\n",
       "      <td>8.8.8.8</td>\n",
       "      <td>4</td>\n",
       "      <td>19.59</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>n9mBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.208.110</td>\n",
       "      <td>292</td>\n",
       "      <td>True</td>\n",
       "      <td>Google</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10025</td>\n",
       "      <td>1560433691</td>\n",
       "      <td>193.238.80.30</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>{\"timeout\": 5000}</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10025</td>\n",
       "      <td>1560433691</td>\n",
       "      <td>91.212.90.30</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>{\"timeout\": 5000}</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10025</td>\n",
       "      <td>1560433691</td>\n",
       "      <td>193.227.247.30</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>{\"timeout\": 5000}</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10027</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>2a01:b000::1</td>\n",
       "      <td>6</td>\n",
       "      <td>11.414</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>S1qBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.208.142</td>\n",
       "      <td>300</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10027</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>192.168.10.1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.56</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>qHuBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.208.142</td>\n",
       "      <td>299</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10031</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>74.82.42.42</td>\n",
       "      <td>4</td>\n",
       "      <td>1.128</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>GfCBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>64.233.185.139</td>\n",
       "      <td>181</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10031</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>9.9.9.10</td>\n",
       "      <td>4</td>\n",
       "      <td>14.919</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>g8GBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.22.46</td>\n",
       "      <td>226</td>\n",
       "      <td>True</td>\n",
       "      <td>Quad9</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>22001500</td>\n",
       "      <td>10031</td>\n",
       "      <td>1560433693</td>\n",
       "      <td>8.8.4.4</td>\n",
       "      <td>4</td>\n",
       "      <td>20.742</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>LjyBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.208.110</td>\n",
       "      <td>299</td>\n",
       "      <td>True</td>\n",
       "      <td>Google</td>\n",
       "      <td>False</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",
       "      <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>18399</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52230</td>\n",
       "      <td>1560433708</td>\n",
       "      <td>142.166.145.137</td>\n",
       "      <td>4</td>\n",
       "      <td>4.252</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>gveBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.10.46</td>\n",
       "      <td>133</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18400</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52230</td>\n",
       "      <td>1560433708</td>\n",
       "      <td>142.177.2.130</td>\n",
       "      <td>4</td>\n",
       "      <td>202.14</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>PjGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.10.46</td>\n",
       "      <td>132</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18401</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52231</td>\n",
       "      <td>1560433694</td>\n",
       "      <td>2001:470:20::2</td>\n",
       "      <td>6</td>\n",
       "      <td>108.489</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>olWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.198.174</td>\n",
       "      <td>233</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18402</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52231</td>\n",
       "      <td>1560433694</td>\n",
       "      <td>2001:4860:4860::8888</td>\n",
       "      <td>6</td>\n",
       "      <td>116.037</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>bHqBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.210.238</td>\n",
       "      <td>299</td>\n",
       "      <td>True</td>\n",
       "      <td>Google</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18403</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52234</td>\n",
       "      <td>1560433708</td>\n",
       "      <td>10.10.10.5</td>\n",
       "      <td>4</td>\n",
       "      <td>11.631</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>6AyBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.1.14</td>\n",
       "      <td>190</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18404</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52234</td>\n",
       "      <td>1560433708</td>\n",
       "      <td>142.165.21.5</td>\n",
       "      <td>4</td>\n",
       "      <td>8.989</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>IjKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.165.14</td>\n",
       "      <td>289</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18405</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52235</td>\n",
       "      <td>1560433710</td>\n",
       "      <td>172.16.43.1</td>\n",
       "      <td>4</td>\n",
       "      <td>17.371</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>C+KBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.6.174</td>\n",
       "      <td>299</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18406</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52238</td>\n",
       "      <td>1560433705</td>\n",
       "      <td>192.168.1.1</td>\n",
       "      <td>4</td>\n",
       "      <td>1.925</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>biOBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.215.138</td>\n",
       "      <td>231</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18407</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52239</td>\n",
       "      <td>1560433694</td>\n",
       "      <td>192.168.10.1</td>\n",
       "      <td>4</td>\n",
       "      <td>78.158</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>olWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.14.238</td>\n",
       "      <td>30</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18408</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52240</td>\n",
       "      <td>1560433707</td>\n",
       "      <td>192.168.1.23</td>\n",
       "      <td>4</td>\n",
       "      <td>29.636</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>olWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.14.238</td>\n",
       "      <td>18</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18409</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52242</td>\n",
       "      <td>1560433698</td>\n",
       "      <td>8.8.8.8</td>\n",
       "      <td>4</td>\n",
       "      <td>7.749</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>VlWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.204.46</td>\n",
       "      <td>10</td>\n",
       "      <td>True</td>\n",
       "      <td>Google</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18410</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52242</td>\n",
       "      <td>1560433698</td>\n",
       "      <td>4.4.4.4</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>{\"timeout\": 5000}</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18411</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52244</td>\n",
       "      <td>1560433695</td>\n",
       "      <td>1.1.1.1</td>\n",
       "      <td>4</td>\n",
       "      <td>82.428</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>FZeBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.21.206</td>\n",
       "      <td>180</td>\n",
       "      <td>True</td>\n",
       "      <td>Cloudflare</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18412</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52244</td>\n",
       "      <td>1560433695</td>\n",
       "      <td>4.2.2.4</td>\n",
       "      <td>4</td>\n",
       "      <td>88.05</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>UYGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.21.46</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18413</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52244</td>\n",
       "      <td>1560433695</td>\n",
       "      <td>8.8.8.8</td>\n",
       "      <td>4</td>\n",
       "      <td>84.235</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>NIqBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.169.238</td>\n",
       "      <td>299</td>\n",
       "      <td>True</td>\n",
       "      <td>Google</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18414</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52245</td>\n",
       "      <td>1560433695</td>\n",
       "      <td>192.168.2.1</td>\n",
       "      <td>4</td>\n",
       "      <td>2.498</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>bHqBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.30.46</td>\n",
       "      <td>231</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18415</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52247</td>\n",
       "      <td>1560433697</td>\n",
       "      <td>192.168.1.1</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>{\"timeout\": 5000}</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18416</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52247</td>\n",
       "      <td>1560433697</td>\n",
       "      <td>138.201.66.172</td>\n",
       "      <td>4</td>\n",
       "      <td>304.255</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>IFeBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.18.174</td>\n",
       "      <td>300</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18417</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52253</td>\n",
       "      <td>1560433696</td>\n",
       "      <td>8.8.8.8</td>\n",
       "      <td>4</td>\n",
       "      <td>17.436</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>4eGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.18.14</td>\n",
       "      <td>239</td>\n",
       "      <td>True</td>\n",
       "      <td>Google</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18418</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52254</td>\n",
       "      <td>1560433708</td>\n",
       "      <td>129.186.140.200</td>\n",
       "      <td>4</td>\n",
       "      <td>1.845</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>R+uBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.12.46</td>\n",
       "      <td>12</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18419</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52254</td>\n",
       "      <td>1560433708</td>\n",
       "      <td>129.186.78.200</td>\n",
       "      <td>4</td>\n",
       "      <td>0.611</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>h6mBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.194.142</td>\n",
       "      <td>11</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18420</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52254</td>\n",
       "      <td>1560433708</td>\n",
       "      <td>129.186.142.200</td>\n",
       "      <td>4</td>\n",
       "      <td>0.531</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>MtiBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.12.46</td>\n",
       "      <td>10</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18421</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52256</td>\n",
       "      <td>1560433710</td>\n",
       "      <td>185.124.15.253</td>\n",
       "      <td>4</td>\n",
       "      <td>1.876</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>/mmBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>173.194.222.113</td>\n",
       "      <td>2336</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18422</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52256</td>\n",
       "      <td>1560433710</td>\n",
       "      <td>185.124.14.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.818</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>mPCBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>108.177.14.113</td>\n",
       "      <td>3587</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18423</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52256</td>\n",
       "      <td>1560433710</td>\n",
       "      <td>185.124.15.254</td>\n",
       "      <td>4</td>\n",
       "      <td>1.228</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>5Z+BgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>216.58.215.110</td>\n",
       "      <td>1050</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18424</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52257</td>\n",
       "      <td>1560433696</td>\n",
       "      <td>192.168.0.1</td>\n",
       "      <td>4</td>\n",
       "      <td>3.9</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>bHqBgAABAAYABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>64.233.162.138</td>\n",
       "      <td>46</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18425</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52264</td>\n",
       "      <td>1560433695</td>\n",
       "      <td>fd00::a96:d7ff:fe06:7f54</td>\n",
       "      <td>6</td>\n",
       "      <td>51.735</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>l+KBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.21.46</td>\n",
       "      <td>299</td>\n",
       "      <td>False</td>\n",
       "      <td>local</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18426</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52264</td>\n",
       "      <td>1560433695</td>\n",
       "      <td>1.3.3.1</td>\n",
       "      <td>4</td>\n",
       "      <td>1.227</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>4yGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.21.46</td>\n",
       "      <td>298</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18427</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52266</td>\n",
       "      <td>1560433710</td>\n",
       "      <td>213.57.22.5</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>{\"timeout\": 5000}</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18428</th>\n",
       "      <td>22001504</td>\n",
       "      <td>52266</td>\n",
       "      <td>1560433710</td>\n",
       "      <td>213.57.2.5</td>\n",
       "      <td>4</td>\n",
       "      <td>13.656</td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>bHqBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...</td>\n",
       "      <td>google.com.</td>\n",
       "      <td>NOERROR</td>\n",
       "      <td>A</td>\n",
       "      <td>172.217.18.14</td>\n",
       "      <td>140</td>\n",
       "      <td>True</td>\n",
       "      <td>local</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>18429 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         msm_id  prb_id   timestamp           resolver_address address_family  \\\n",
       "0      22001500     627  1560433280            193.162.153.164              4   \n",
       "1      22001500     627  1560433280             194.239.134.83              4   \n",
       "2      22001500   10001  1560433694  fd00::eadf:70ff:fea3:7a26              6   \n",
       "3      22001500   10001  1560433694              192.168.178.1              4   \n",
       "4      22001500   10006  1560433693                    8.8.8.8              4   \n",
       "5      22001500   10007  1560433695                75.75.75.75              4   \n",
       "6      22001500   10007  1560433695           2001:558:feed::1              6   \n",
       "7      22001500   10007  1560433695                75.75.76.76              4   \n",
       "8      22001500   10009  1560433694                192.168.2.1              4   \n",
       "9      22001500   10009  1560433694      2601:646:c000:d16c::1              6   \n",
       "10     22001500   10012  1560433694  fd00::9ec7:a6ff:fec7:8f02              6   \n",
       "11     22001500   10012  1560433694                192.168.4.1              4   \n",
       "12     22001500   10015  1560433693  fd00::3631:c4ff:fe82:bf1d              6   \n",
       "13     22001500   10015  1560433693              192.168.178.1              4   \n",
       "14     22001500   10016  1560433693               84.116.46.23              4   \n",
       "15     22001500   10016  1560433693          2001:b88:1002::10              6   \n",
       "16     22001500   10016  1560433693               84.116.46.22              4   \n",
       "17     22001500   10019  1560433693               192.168.31.1              4   \n",
       "18     22001500   10022  1560433699                 10.71.6.12              4   \n",
       "19     22001500   10023  1560433695                172.31.0.42              4   \n",
       "20     22001500   10023  1560433695                172.31.0.43              4   \n",
       "21     22001500   10023  1560433695                    8.8.8.8              4   \n",
       "22     22001500   10025  1560433691              193.238.80.30              4   \n",
       "23     22001500   10025  1560433691               91.212.90.30              4   \n",
       "24     22001500   10025  1560433691             193.227.247.30              4   \n",
       "25     22001500   10027  1560433693               2a01:b000::1              6   \n",
       "26     22001500   10027  1560433693               192.168.10.1              4   \n",
       "27     22001500   10031  1560433693                74.82.42.42              4   \n",
       "28     22001500   10031  1560433693                   9.9.9.10              4   \n",
       "29     22001500   10031  1560433693                    8.8.4.4              4   \n",
       "...         ...     ...         ...                        ...            ...   \n",
       "18399  22001504   52230  1560433708            142.166.145.137              4   \n",
       "18400  22001504   52230  1560433708              142.177.2.130              4   \n",
       "18401  22001504   52231  1560433694             2001:470:20::2              6   \n",
       "18402  22001504   52231  1560433694       2001:4860:4860::8888              6   \n",
       "18403  22001504   52234  1560433708                 10.10.10.5              4   \n",
       "18404  22001504   52234  1560433708               142.165.21.5              4   \n",
       "18405  22001504   52235  1560433710                172.16.43.1              4   \n",
       "18406  22001504   52238  1560433705                192.168.1.1              4   \n",
       "18407  22001504   52239  1560433694               192.168.10.1              4   \n",
       "18408  22001504   52240  1560433707               192.168.1.23              4   \n",
       "18409  22001504   52242  1560433698                    8.8.8.8              4   \n",
       "18410  22001504   52242  1560433698                    4.4.4.4              4   \n",
       "18411  22001504   52244  1560433695                    1.1.1.1              4   \n",
       "18412  22001504   52244  1560433695                    4.2.2.4              4   \n",
       "18413  22001504   52244  1560433695                    8.8.8.8              4   \n",
       "18414  22001504   52245  1560433695                192.168.2.1              4   \n",
       "18415  22001504   52247  1560433697                192.168.1.1              4   \n",
       "18416  22001504   52247  1560433697             138.201.66.172              4   \n",
       "18417  22001504   52253  1560433696                    8.8.8.8              4   \n",
       "18418  22001504   52254  1560433708            129.186.140.200              4   \n",
       "18419  22001504   52254  1560433708             129.186.78.200              4   \n",
       "18420  22001504   52254  1560433708            129.186.142.200              4   \n",
       "18421  22001504   52256  1560433710             185.124.15.253              4   \n",
       "18422  22001504   52256  1560433710               185.124.14.0              4   \n",
       "18423  22001504   52256  1560433710             185.124.15.254              4   \n",
       "18424  22001504   52257  1560433696                192.168.0.1              4   \n",
       "18425  22001504   52264  1560433695   fd00::a96:d7ff:fe06:7f54              6   \n",
       "18426  22001504   52264  1560433695                    1.3.3.1              4   \n",
       "18427  22001504   52266  1560433710                213.57.22.5              4   \n",
       "18428  22001504   52266  1560433710                 213.57.2.5              4   \n",
       "\n",
       "            rt              error local_resolver  \\\n",
       "0       52.577                              True   \n",
       "1       53.224                              True   \n",
       "2        7.765                              True   \n",
       "3        1.259                              True   \n",
       "4       28.205                              True   \n",
       "5       14.097                              True   \n",
       "6       13.821                              True   \n",
       "7       31.651                              True   \n",
       "8        10.52                              True   \n",
       "9        0.665                              True   \n",
       "10       8.254                              True   \n",
       "11       1.325                              True   \n",
       "12        3.63                              True   \n",
       "13        0.98                              True   \n",
       "14      12.634                              True   \n",
       "15      15.083                              True   \n",
       "16      24.097                              True   \n",
       "17      31.335                              True   \n",
       "18       9.808                              True   \n",
       "19              {\"timeout\": 5000}           True   \n",
       "20     127.371                              True   \n",
       "21       19.59                              True   \n",
       "22              {\"timeout\": 5000}           True   \n",
       "23              {\"timeout\": 5000}           True   \n",
       "24              {\"timeout\": 5000}           True   \n",
       "25      11.414                              True   \n",
       "26        0.56                              True   \n",
       "27       1.128                              True   \n",
       "28      14.919                              True   \n",
       "29      20.742                              True   \n",
       "...        ...                ...            ...   \n",
       "18399    4.252                              True   \n",
       "18400   202.14                              True   \n",
       "18401  108.489                              True   \n",
       "18402  116.037                              True   \n",
       "18403   11.631                              True   \n",
       "18404    8.989                              True   \n",
       "18405   17.371                              True   \n",
       "18406    1.925                              True   \n",
       "18407   78.158                              True   \n",
       "18408   29.636                              True   \n",
       "18409    7.749                              True   \n",
       "18410           {\"timeout\": 5000}           True   \n",
       "18411   82.428                              True   \n",
       "18412    88.05                              True   \n",
       "18413   84.235                              True   \n",
       "18414    2.498                              True   \n",
       "18415           {\"timeout\": 5000}           True   \n",
       "18416  304.255                              True   \n",
       "18417   17.436                              True   \n",
       "18418    1.845                              True   \n",
       "18419    0.611                              True   \n",
       "18420    0.531                              True   \n",
       "18421    1.876                              True   \n",
       "18422    0.818                              True   \n",
       "18423    1.228                              True   \n",
       "18424      3.9                              True   \n",
       "18425   51.735                              True   \n",
       "18426    1.227                              True   \n",
       "18427           {\"timeout\": 5000}           True   \n",
       "18428   13.656                              True   \n",
       "\n",
       "                                                    abuf  target_name  \\\n",
       "0      sPKBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "1      /KWBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "2      y7yBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "3      08KBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "4      QpqBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "5      sPKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "6      VkGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "7      /KWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "8      rqaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "9      UQKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "10     UQKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "11     dkiBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "12     eVWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "13     xwqBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "14     cwKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "15     SdGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "16     gxaBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "17     VkGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18     ukKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "19                                                                      \n",
       "20     aJyBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "21     n9mBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "22                                                                      \n",
       "23                                                                      \n",
       "24                                                                      \n",
       "25     S1qBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "26     qHuBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "27     GfCBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "28     g8GBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "29     LjyBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "...                                                  ...          ...   \n",
       "18399  gveBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18400  PjGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18401  olWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18402  bHqBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18403  6AyBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18404  IjKBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18405  C+KBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18406  biOBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18407  olWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18408  olWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18409  VlWBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18410                                                                   \n",
       "18411  FZeBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18412  UYGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18413  NIqBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18414  bHqBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18415                                                                   \n",
       "18416  IFeBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18417  4eGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18418  R+uBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18419  h6mBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18420  MtiBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18421  /mmBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18422  mPCBgAABAAYAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18423  5Z+BgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18424  bHqBgAABAAYABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18425  l+KBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18426  4yGBgAABAAEAAAAABmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "18427                                                                   \n",
       "18428  bHqBgAABAAEABAAIBmdvb2dsZQNjb20AAAEAAcAMAAEAAQ...  google.com.   \n",
       "\n",
       "         rcode response_type response_address   ttl  is_global_ip  \\\n",
       "0      NOERROR             A   216.58.207.206   112          True   \n",
       "1      NOERROR             A   172.217.21.174   279          True   \n",
       "2      NOERROR             A  172.217.168.238    85         False   \n",
       "3      NOERROR             A  172.217.168.238    84         False   \n",
       "4      NOERROR             A   172.217.169.46   264          True   \n",
       "5      NOERROR             A     172.217.6.78   247          True   \n",
       "6      NOERROR             A   216.58.194.174   273          True   \n",
       "7      NOERROR             A    216.58.195.78   240          True   \n",
       "8      NOERROR             A    172.217.5.110   242         False   \n",
       "9      NOERROR             A    172.217.5.110   241          True   \n",
       "10     NOERROR             A   172.217.17.110   298         False   \n",
       "11     NOERROR             A   172.217.17.110   298         False   \n",
       "12     NOERROR             A  172.217.168.238    85         False   \n",
       "13     NOERROR             A  172.217.168.238    85         False   \n",
       "14     NOERROR             A   172.217.19.206   147          True   \n",
       "15     NOERROR             A   216.58.208.110   148          True   \n",
       "16     NOERROR             A   216.58.208.110    90          True   \n",
       "17     NOERROR             A  172.217.171.206   220         False   \n",
       "18     NOERROR             A  172.217.168.206   300         False   \n",
       "19                                                          False   \n",
       "20     NOERROR             A  172.217.168.238   300         False   \n",
       "21     NOERROR             A   216.58.208.110   292          True   \n",
       "22                                                           True   \n",
       "23                                                           True   \n",
       "24                                                           True   \n",
       "25     NOERROR             A   216.58.208.142   300          True   \n",
       "26     NOERROR             A   216.58.208.142   299         False   \n",
       "27     NOERROR             A   64.233.185.139   181          True   \n",
       "28     NOERROR             A    172.217.22.46   226          True   \n",
       "29     NOERROR             A   216.58.208.110   299          True   \n",
       "...        ...           ...              ...   ...           ...   \n",
       "18399  NOERROR             A    172.217.10.46   133          True   \n",
       "18400  NOERROR             A    172.217.10.46   132          True   \n",
       "18401  NOERROR             A   216.58.198.174   233          True   \n",
       "18402  NOERROR             A   216.58.210.238   299          True   \n",
       "18403  NOERROR             A     172.217.1.14   190         False   \n",
       "18404  NOERROR             A   172.217.165.14   289          True   \n",
       "18405  NOERROR             A    172.217.6.174   299         False   \n",
       "18406  NOERROR             A  172.217.215.138   231         False   \n",
       "18407  NOERROR             A   172.217.14.238    30         False   \n",
       "18408  NOERROR             A   172.217.14.238    18         False   \n",
       "18409  NOERROR             A    216.58.204.46    10          True   \n",
       "18410                                                        True   \n",
       "18411  NOERROR             A   172.217.21.206   180          True   \n",
       "18412  NOERROR             A    172.217.21.46     1          True   \n",
       "18413  NOERROR             A  172.217.169.238   299          True   \n",
       "18414  NOERROR             A    172.217.30.46   231         False   \n",
       "18415                                                       False   \n",
       "18416  NOERROR             A   172.217.18.174   300          True   \n",
       "18417  NOERROR             A    172.217.18.14   239          True   \n",
       "18418  NOERROR             A    172.217.12.46    12          True   \n",
       "18419  NOERROR             A   216.58.194.142    11          True   \n",
       "18420  NOERROR             A    172.217.12.46    10          True   \n",
       "18421  NOERROR             A  173.194.222.113  2336          True   \n",
       "18422  NOERROR             A   108.177.14.113  3587          True   \n",
       "18423  NOERROR             A   216.58.215.110  1050          True   \n",
       "18424  NOERROR             A   64.233.162.138    46         False   \n",
       "18425  NOERROR             A    172.217.21.46   299         False   \n",
       "18426  NOERROR             A    172.217.21.46   298          True   \n",
       "18427                                                        True   \n",
       "18428  NOERROR             A    172.217.18.14   140          True   \n",
       "\n",
       "      resolver_name  is_private_ip centr_resolver_name  \n",
       "0             local          False                none  \n",
       "1             local          False                none  \n",
       "2             local           True                none  \n",
       "3             local           True                none  \n",
       "4            Google          False                none  \n",
       "5             local          False                none  \n",
       "6             local          False                none  \n",
       "7             local          False                none  \n",
       "8             local           True                none  \n",
       "9             local          False                none  \n",
       "10            local           True                none  \n",
       "11            local           True                none  \n",
       "12            local           True                none  \n",
       "13            local           True                none  \n",
       "14            local          False                none  \n",
       "15            local          False                none  \n",
       "16            local          False                none  \n",
       "17            local           True                none  \n",
       "18            local           True                none  \n",
       "19            local           True                none  \n",
       "20            local           True                none  \n",
       "21           Google          False                none  \n",
       "22            local          False                none  \n",
       "23            local          False                none  \n",
       "24            local          False                none  \n",
       "25            local          False                none  \n",
       "26            local           True                none  \n",
       "27            local          False                none  \n",
       "28            Quad9          False                none  \n",
       "29           Google          False                none  \n",
       "...             ...            ...                 ...  \n",
       "18399         local          False                none  \n",
       "18400         local          False                none  \n",
       "18401         local          False                none  \n",
       "18402        Google          False                none  \n",
       "18403         local           True                none  \n",
       "18404         local          False                none  \n",
       "18405         local           True                none  \n",
       "18406         local           True                none  \n",
       "18407         local           True                none  \n",
       "18408         local           True                none  \n",
       "18409        Google          False                none  \n",
       "18410         local          False                none  \n",
       "18411    Cloudflare          False                none  \n",
       "18412         local          False                none  \n",
       "18413        Google          False                none  \n",
       "18414         local           True                none  \n",
       "18415         local           True                none  \n",
       "18416         local          False                none  \n",
       "18417        Google          False                none  \n",
       "18418         local          False                none  \n",
       "18419         local          False                none  \n",
       "18420         local          False                none  \n",
       "18421         local          False                none  \n",
       "18422         local          False                none  \n",
       "18423         local          False                none  \n",
       "18424         local           True                none  \n",
       "18425         local           True                none  \n",
       "18426         local          False                none  \n",
       "18427         local          False                none  \n",
       "18428         local          False                none  \n",
       "\n",
       "[18429 rows x 18 columns]"
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dff[dff.msm_id.isin(measurements4)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>prb_id</th>\n",
       "      <th>resolver_name</th>\n",
       "      <th>is_global_ip</th>\n",
       "      <th>ctr_local</th>\n",
       "      <th>ctr_centr</th>\n",
       "      <th>ctr_all</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>627</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10001</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10006</td>\n",
       "      <td>Google</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>10007</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10009</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10009</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10012</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>10015</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>10016</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>10019</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>10022</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>10023</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>10023</td>\n",
       "      <td>Google</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>10025</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>10027</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>10027</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>10031</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>10031</td>\n",
       "      <td>Quad9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>10031</td>\n",
       "      <td>Google</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>10034</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>10045</td>\n",
       "      <td>OpenDNS</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>10047</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>10048</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>10051</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>10052</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>10052</td>\n",
       "      <td>Google</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>10058</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>10059</td>\n",
       "      <td>Yandex</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>10059</td>\n",
       "      <td>Google</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>10061</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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>24847</th>\n",
       "      <td>22095</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24861</th>\n",
       "      <td>22319</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24864</th>\n",
       "      <td>2237</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24958</th>\n",
       "      <td>23674</td>\n",
       "      <td>Google</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25014</th>\n",
       "      <td>2470</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25209</th>\n",
       "      <td>277</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25236</th>\n",
       "      <td>28119</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25384</th>\n",
       "      <td>29626</td>\n",
       "      <td>Google</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25427</th>\n",
       "      <td>29926</td>\n",
       "      <td>Cloudflare</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25429</th>\n",
       "      <td>29926</td>\n",
       "      <td>Quad9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25542</th>\n",
       "      <td>31332</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25551</th>\n",
       "      <td>31458</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25700</th>\n",
       "      <td>32555</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25730</th>\n",
       "      <td>32785</td>\n",
       "      <td>Cloudflare</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25899</th>\n",
       "      <td>34838</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25937</th>\n",
       "      <td>3517</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26037</th>\n",
       "      <td>4153</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26038</th>\n",
       "      <td>4153</td>\n",
       "      <td>Quad9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26072</th>\n",
       "      <td>4518</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26074</th>\n",
       "      <td>4518</td>\n",
       "      <td>Google</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26085</th>\n",
       "      <td>4721</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26087</th>\n",
       "      <td>4721</td>\n",
       "      <td>Google</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26188</th>\n",
       "      <td>50555</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26210</th>\n",
       "      <td>50634</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26239</th>\n",
       "      <td>50749</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26240</th>\n",
       "      <td>50749</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26352</th>\n",
       "      <td>51368</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26365</th>\n",
       "      <td>51675</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26369</th>\n",
       "      <td>51708</td>\n",
       "      <td>local</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26429</th>\n",
       "      <td>526</td>\n",
       "      <td>local</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12825 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       prb_id resolver_name  is_global_ip  ctr_local  ctr_centr  ctr_all\n",
       "0         627         local             1          1          0        1\n",
       "2       10001         local             0          1          0        1\n",
       "4       10006        Google             1          0          1        1\n",
       "5       10007         local             1          1          0        1\n",
       "8       10009         local             0          1          0        1\n",
       "9       10009         local             1          1          0        1\n",
       "10      10012         local             0          1          0        1\n",
       "12      10015         local             0          1          0        1\n",
       "14      10016         local             1          1          0        1\n",
       "17      10019         local             0          1          0        1\n",
       "18      10022         local             0          1          0        1\n",
       "19      10023         local             0          1          0        1\n",
       "21      10023        Google             1          0          1        1\n",
       "22      10025         local             1          1          0        1\n",
       "25      10027         local             1          1          0        1\n",
       "26      10027         local             0          1          0        1\n",
       "27      10031         local             1          1          0        1\n",
       "28      10031         Quad9             1          0          1        1\n",
       "29      10031        Google             1          0          1        1\n",
       "30      10034         local             0          1          0        1\n",
       "31      10045       OpenDNS             1          0          1        1\n",
       "33      10047         local             1          1          0        1\n",
       "35      10048         local             0          1          0        1\n",
       "37      10051         local             1          1          0        1\n",
       "40      10052         local             1          1          0        1\n",
       "42      10052        Google             1          0          1        1\n",
       "43      10058         local             0          1          0        1\n",
       "45      10059        Yandex             1          0          1        1\n",
       "47      10059        Google             1          0          1        1\n",
       "48      10061         local             1          1          0        1\n",
       "...       ...           ...           ...        ...        ...      ...\n",
       "24847   22095         local             1          1          0        1\n",
       "24861   22319         local             1          1          0        1\n",
       "24864    2237         local             0          1          0        1\n",
       "24958   23674        Google             1          0          1        1\n",
       "25014    2470         local             0          1          0        1\n",
       "25209     277         local             0          1          0        1\n",
       "25236   28119         local             1          1          0        1\n",
       "25384   29626        Google             1          0          1        1\n",
       "25427   29926    Cloudflare             1          0          1        1\n",
       "25429   29926         Quad9             1          0          1        1\n",
       "25542   31332         local             1          1          0        1\n",
       "25551   31458         local             0          1          0        1\n",
       "25700   32555         local             0          1          0        1\n",
       "25730   32785    Cloudflare             1          0          1        1\n",
       "25899   34838         local             1          1          0        1\n",
       "25937    3517         local             0          1          0        1\n",
       "26037    4153         local             0          1          0        1\n",
       "26038    4153         Quad9             1          0          1        1\n",
       "26072    4518         local             1          1          0        1\n",
       "26074    4518        Google             1          0          1        1\n",
       "26085    4721         local             1          1          0        1\n",
       "26087    4721        Google             1          0          1        1\n",
       "26188   50555         local             0          1          0        1\n",
       "26210   50634         local             0          1          0        1\n",
       "26239   50749         local             1          1          0        1\n",
       "26240   50749         local             0          1          0        1\n",
       "26352   51368         local             0          1          0        1\n",
       "26365   51675         local             0          1          0        1\n",
       "26369   51708         local             1          1          0        1\n",
       "26429     526         local             0          1          0        1\n",
       "\n",
       "[12825 rows x 6 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_reduced"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "db = sqlite3.connect(\"data/ripe-dns-all-probes-v4v6-extended-resolvers-2020.db\")\n",
    "dff[['msm_id', 'prb_id', 'timestamp', 'resolver_address', 'address_family', 'rt', 'error', 'local_resolver', 'target_name', 'rcode', 'response_type', 'response_address', 'ttl', 'is_global_ip', 'resolver_name']].to_sql('data', db, if_exists='replace', index=False)\n",
    "db.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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