MANRS_Conformance_Action1.ipynb

{
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  {
   "cell_type": "markdown",
   "id": "a7b0959c",
   "metadata": {},
   "source": [
    "This software is Copyright © 2022 The Regents of the University of California. All Rights Reserved. Permission to copy, modify, and distribute this software and its documentation for educational, research and non-profit purposes, without fee, and without a written agreement is hereby granted, provided that the above copyright notice, this paragraph and the following three paragraphs appear in all copies. Permission to make commercial use of this software may be obtained by contacting:\n",
    "\n",
    "Office of Innovation and Commercialization\n",
    "\n",
    "9500 Gilman Drive, Mail Code 0910\n",
    "\n",
    "University of California\n",
    "\n",
    "La Jolla, CA 92093-0910\n",
    "\n",
    "(858) 534-5815\n",
    "\n",
    "invent@ucsd.edu\n",
    "\n",
    "This software program and documentation are copyrighted by The Regents of the University of California. The software program and documentation are supplied “as is”, without any accompanying services from The Regents. The Regents does not warrant that the operation of the program will be uninterrupted or error-free. The end-user understands that the program was developed for research purposes and is advised not to rely exclusively on the program for any reason.\n",
    "\n",
    "IN NO EVENT SHALL THE UNIVERSITY OF CALIFORNIA BE LIABLE TO ANY PARTY FOR DIRECT, INDIRECT, SPECIAL, INCIDENTAL, OR CONSEQUENTIAL DAMAGES, INCLUDING LOST PROFITS, ARISING OUT OF THE USE OF THIS SOFTWARE AND ITS DOCUMENTATION, EVEN IF THE UNIVERSITY OF CALIFORNIA HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. THE UNIVERSITY OF CALIFORNIA SPECIFICALLY DISCLAIMS ANY WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. THE SOFTWARE PROVIDED HEREUNDER IS ON AN “AS IS” BASIS, AND THE UNIVERSITY OF CALIFORNIA HAS NO OBLIGATIONS TO PROVIDE MAINTENANCE, SUPPORT, UPDATES, ENHANCEMENTS, OR MODIFICATIONS."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "091e9e78",
   "metadata": {},
   "source": [
    "# Are MANRS ASes conformant to Action 1?\n",
    "MANRS action 1 states that MANRS networks should filter incorrect announcements from their customers.\n",
    "\n",
    "Paper: https://www.caida.org/catalog/papers/2022_mind_your_manrs/mind_your_manrs.pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "42974eab",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "import multiprocessing as mp\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "import numpy as np\n",
    "import requests\n",
    "from collections import defaultdict\n",
    "import bz2\n",
    "import lz4.frame\n",
    "import urllib\n",
    "import gzip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "80a9a3c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.max_columns', 500)\n",
    "pd.set_option('display.max_rows', 200)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "896f10e0",
   "metadata": {},
   "source": [
    "# MANRS ASes\n",
    "\n",
    "Parse ASes in the MANRS Network Operators Program. CSV files can be downloaded from:  \n",
    "https://www.manrs.org/netops/participants/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d9cf6748",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs = []\n",
    "manrs_org = {}\n",
    "manrs_org2as = defaultdict(list)\n",
    "with open('manrs_isps.csv', 'rt') as f:\n",
    "    for line in f:\n",
    "        data = line.strip().split(',')\n",
    "        if len(data) < 7:\n",
    "            continue\n",
    "        asns = data[2].split(';')\n",
    "        for i in asns:\n",
    "            try:\n",
    "                manrs.append(int(i))\n",
    "                manrs_org[int(i)] = data[0]\n",
    "                manrs_org2as[data[0]].append(int(i))\n",
    "            except:\n",
    "                pass"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0b4f124",
   "metadata": {},
   "source": [
    "Parse ASes in the MANRS CDN and Cloud Provider Program. CSV files can be downloaded from:  \n",
    "https://www.manrs.org/cdn-cloud-providers/participants/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "95a5a106",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrscdn = []\n",
    "with open('manrs_cdns.csv', 'rt') as f:\n",
    "    for line in f:\n",
    "        data = line.strip().split(',')\n",
    "        if len(data) < 7:\n",
    "            continue\n",
    "        asns = data[1].split(';')\n",
    "        for i in asns:\n",
    "            if not i.isdigit():\n",
    "                continue\n",
    "            try:\n",
    "                manrscdn.append(int(i))\n",
    "                manrs_org[int(i)] = data[0]\n",
    "                manrs_org2as[data[0]].append(int(i))\n",
    "            except:\n",
    "                pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0e0359e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrsas = manrs + manrscdn"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d1e1060",
   "metadata": {},
   "source": [
    "## Group by AS size (number of customers)  \n",
    "\n",
    "### Parse CAIDA AS Relationship Dataset\n",
    "\n",
    "CAIDA AS Relationship Dataset can be downloaded from:  \n",
    "https://www.caida.org/catalog/datasets/as-relationships/  \n",
    "Use files with the extension `.as-rel.txt.bz2`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4d3b88b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = '20220301.as-rel.txt.bz2'   #replace with new file\n",
    "as_cust = defaultdict(int)\n",
    "with bz2.open(path, 'rt') as file:\n",
    "    for line in file:\n",
    "        if line.startswith('#'):\n",
    "            continue\n",
    "        data = line.strip().split('|')\n",
    "        AS1 = int(data[0])\n",
    "        AS2 = int(data[1])\n",
    "        rel = data[2]\n",
    "        if rel == '1':\n",
    "            as_cust[AS2] += 1\n",
    "        elif rel == '-1':\n",
    "            as_cust[AS1] += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7c227853",
   "metadata": {},
   "outputs": [],
   "source": [
    "cust_deg = pd.DataFrame(as_cust.items(), columns=['asn', 'cust'])\n",
    "small = cust_deg[cust_deg.cust <= 2]['asn']\n",
    "medium = cust_deg[(cust_deg.cust > 2) & (cust_deg.cust < 180)]['asn']\n",
    "large = cust_deg[cust_deg.cust >= 180]['asn']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9468c2d8",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>asn</th>\n",
       "      <th>cust</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <th>0</th>\n",
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       "      <td>1</td>\n",
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       "      <th>11414</th>\n",
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       "<p>11417 rows × 2 columns</p>\n",
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      ],
      "text/plain": [
       "          asn  cust\n",
       "0           1     2\n",
       "1           2     2\n",
       "2           4     1\n",
       "3           5     2\n",
       "4           6     1\n",
       "...       ...   ...\n",
       "11412  399888     1\n",
       "11413  399895     1\n",
       "11414  399998     1\n",
       "11415  400282     1\n",
       "11416  401307    12\n",
       "\n",
       "[11417 rows x 2 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cust_deg"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "835ddc9f",
   "metadata": {},
   "source": [
    "### separate MANRS and non-MANRS ASes into small, medium, and large catgories\n",
    "\n",
    "small ASes have # of customers < 2  \n",
    "medium ASes have # of customers between 2 and 180  \n",
    "Large ASes have # of customers > 180"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e314d883",
   "metadata": {},
   "outputs": [],
   "source": [
    "medium_manrs = set(manrsas).intersection(set(medium))\n",
    "large_manrs = set(manrsas).intersection(set(large))\n",
    "small_manrs = set(manrsas) - medium_manrs - large_manrs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "18d678f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "520 319 24\n"
     ]
    }
   ],
   "source": [
    "print(len(small_manrs), len(medium_manrs), len(large_manrs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ff527b56",
   "metadata": {},
   "outputs": [],
   "source": [
    "small_non_manrs = set(small) - small_manrs\n",
    "medium_non_manrs = set(medium) - medium_manrs\n",
    "large_non_manrs = set(large) - large_manrs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e607ad14",
   "metadata": {},
   "source": [
    "# AS Customer List\n",
    "\n",
    "Using the CAIDA AS Relationship Dataset, construct a list of customers for all ASes\n",
    "\n",
    "CAIDA AS Relationship Dataset can be downloaded from:  \n",
    "https://www.caida.org/catalog/datasets/as-relationships/  \n",
    "Use files with the extension `.as-rel.txt.bz2`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6ddaa0c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = '20220501.as-rel.txt.bz2'   #replace with new file\n",
    "as_rel = defaultdict(lambda: defaultdict(set))\n",
    "with bz2.open(path, 'rt') as file:\n",
    "    for line in file:\n",
    "        if line.startswith('#'):\n",
    "            continue\n",
    "        data = line.strip().split('|')\n",
    "        AS1 = int(data[0])\n",
    "        AS2 = int(data[1])\n",
    "        rel = data[2]\n",
    "        if rel == '0':\n",
    "            as_rel[AS1]['peer'].add(AS2)\n",
    "            as_rel[AS2]['peer'].add(AS1)\n",
    "        elif rel == '1':\n",
    "            as_rel[AS1]['provider'].add(AS2)\n",
    "            as_rel[AS2]['customer'].add(AS1)\n",
    "        elif rel == '-1':\n",
    "            as_rel[AS1]['customer'].add(AS2)\n",
    "            as_rel[AS2]['provider'].add(AS1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca1473f0",
   "metadata": {},
   "source": [
    "# RPKI and IRR statuses of prefixes propagated by MANRS and non-MANRS networks\n",
    "\n",
    "## Process data from the Internet Health Report\n",
    "IHR data can be downloaded from:  \n",
    "https://ihr-archive.iijlab.net/ihr/rov/  \n",
    "\n",
    "IHR also provides a dashboard:  \n",
    "https://ihr.iijlab.net/ihr/en-us/rov"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "bf35bdb6",
   "metadata": {},
   "outputs": [],
   "source": [
    "ihrurl = 'https://ihr-archive.iijlab.net/ihr/rov/2022/05/01/ihr_rov_2022-05-01.csv.lz4' #replace with new file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "38d0758c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def process_ihr(url):\n",
    "    try:\n",
    "        handle = urllib.request.urlopen(url)\n",
    "    except:\n",
    "        print('URL not found', url)\n",
    "        raise Exception\n",
    "        return\n",
    "    with lz4.frame.open(handle) as f:\n",
    "        df = pd.read_csv(f)\n",
    "        transitdf = df[df.asn_id != df.originasn_id]\n",
    "        return transitdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c4086845",
   "metadata": {},
   "outputs": [],
   "source": [
    "transitdf = process_ihr(ihrurl)\n",
    "transitdf = transitdf[transitdf.af == 4]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e56d3ba",
   "metadata": {},
   "source": [
    "## Explanation of column names\n",
    "`prefix`: IP prefix observed in BGP, announced by the AS denoted in `originasn_id`  \n",
    "`hege`: AS hegemony value, not used in conformance analysis. Ignore column.  \n",
    "`visibility`: visibility of the prefix in RouteViews and RIPE RIS collectors, not used in conformance analysis. Ignore column.  \n",
    "`moas`: Whether the `prefix` is announced by multiple origin ASes. `t` for True and `f` for False. Ignore Column.  \n",
    "`asn_id`: the AS propagating the `prefix`. It is an upstream AS of `originasn_id`  \n",
    "`originasn_id`: the AS announcing the `prefix` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5c513ef8",
   "metadata": {},
   "outputs": [
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       "      <th>prefix</th>\n",
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       "      <th>rpki_status</th>\n",
       "      <th>irr_status</th>\n",
       "      <th>delegated_prefix_status</th>\n",
       "      <th>delegated_asn_status</th>\n",
       "      <th>descr</th>\n",
       "      <th>moas</th>\n",
       "      <th>asn_id</th>\n",
       "      <th>country_id</th>\n",
       "      <th>originasn_id</th>\n",
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       "      <td>assigned</td>\n",
       "      <td>Neustar</td>\n",
       "      <td>t</td>\n",
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       "      <td>4</td>\n",
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       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Neustar</td>\n",
       "      <td>t</td>\n",
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       "      <td>4</td>\n",
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       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Neustar</td>\n",
       "      <td>t</td>\n",
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       "      <td>4</td>\n",
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       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Neustar</td>\n",
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       "      <th>5294710</th>\n",
       "      <td>1411094454</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.73.208.0/20</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>4</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc.</td>\n",
       "      <td>f</td>\n",
       "      <td>3356</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294712</th>\n",
       "      <td>1411094452</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.66.92.0/24</td>\n",
       "      <td>0.258503</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc. expire=24</td>\n",
       "      <td>f</td>\n",
       "      <td>2497</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294713</th>\n",
       "      <td>1411094451</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.66.92.0/24</td>\n",
       "      <td>0.367347</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc. expire=24</td>\n",
       "      <td>f</td>\n",
       "      <td>2914</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294714</th>\n",
       "      <td>1411094450</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.66.92.0/24</td>\n",
       "      <td>0.006803</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc. expire=24</td>\n",
       "      <td>f</td>\n",
       "      <td>3356</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294716</th>\n",
       "      <td>1411094448</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.32.0.0/19</td>\n",
       "      <td>0.523810</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Telekom Malaysia Berhad\\nCore IP &amp; NGN\\n17th F...</td>\n",
       "      <td>f</td>\n",
       "      <td>6939</td>\n",
       "      <td>MY</td>\n",
       "      <td>4788</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3677395 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                 timebin            prefix      hege  af  \\\n",
       "691981   1415697056  2022-05-01 00:00:00+00   165.156.17.0/24  0.027211   4   \n",
       "691983   1415697054  2022-05-01 00:00:00+00  156.154.101.0/24  0.027211   4   \n",
       "691985   1415697052  2022-05-01 00:00:00+00      64.6.65.0/24  0.040816   4   \n",
       "691987   1415697050  2022-05-01 00:00:00+00   156.154.64.0/24  0.040816   4   \n",
       "691989   1415697048  2022-05-01 00:00:00+00   204.74.112.0/24  0.040816   4   \n",
       "...             ...                     ...               ...       ...  ..   \n",
       "5294710  1411094454  2022-05-01 00:00:00+00     1.73.208.0/20  0.047619   4   \n",
       "5294712  1411094452  2022-05-01 00:00:00+00      1.66.92.0/24  0.258503   4   \n",
       "5294713  1411094451  2022-05-01 00:00:00+00      1.66.92.0/24  0.367347   4   \n",
       "5294714  1411094450  2022-05-01 00:00:00+00      1.66.92.0/24  0.006803   4   \n",
       "5294716  1411094448  2022-05-01 00:00:00+00       1.32.0.0/19  0.523810   4   \n",
       "\n",
       "         visibility rpki_status irr_status delegated_prefix_status  \\\n",
       "691981    11.475410    NotFound      Valid                assigned   \n",
       "691983    11.475410    NotFound      Valid                assigned   \n",
       "691985    12.568306    NotFound      Valid                assigned   \n",
       "691987    12.568306    NotFound      Valid                assigned   \n",
       "691989    12.568306    NotFound      Valid                assigned   \n",
       "...             ...         ...        ...                     ...   \n",
       "5294710  100.000000    NotFound      Valid                assigned   \n",
       "5294712   99.453552    NotFound      Valid                assigned   \n",
       "5294713   99.453552    NotFound      Valid                assigned   \n",
       "5294714   99.453552    NotFound      Valid                assigned   \n",
       "5294716   98.907104       Valid      Valid                assigned   \n",
       "\n",
       "        delegated_asn_status  \\\n",
       "691981              assigned   \n",
       "691983              assigned   \n",
       "691985              assigned   \n",
       "691987              assigned   \n",
       "691989              assigned   \n",
       "...                      ...   \n",
       "5294710             assigned   \n",
       "5294712             assigned   \n",
       "5294713             assigned   \n",
       "5294714             assigned   \n",
       "5294716             assigned   \n",
       "\n",
       "                                                     descr moas  asn_id  \\\n",
       "691981                                             Neustar    t   12008   \n",
       "691983                                             Neustar    t   12008   \n",
       "691985                                             Neustar    t   12008   \n",
       "691987                                             Neustar    t   12008   \n",
       "691989                                             Neustar    t   12008   \n",
       "...                                                    ...  ...     ...   \n",
       "5294710                                   NTT DoCoMo, Inc.    f    3356   \n",
       "5294712                         NTT DoCoMo, Inc. expire=24    f    2497   \n",
       "5294713                         NTT DoCoMo, Inc. expire=24    f    2914   \n",
       "5294714                         NTT DoCoMo, Inc. expire=24    f    3356   \n",
       "5294716  Telekom Malaysia Berhad\\nCore IP & NGN\\n17th F...    f    6939   \n",
       "\n",
       "        country_id  originasn_id  \n",
       "691981          US        397224  \n",
       "691983          US        397224  \n",
       "691985          US        397224  \n",
       "691987          US        397224  \n",
       "691989          US        397224  \n",
       "...            ...           ...  \n",
       "5294710         JP          9605  \n",
       "5294712         JP          9605  \n",
       "5294713         JP          9605  \n",
       "5294714         JP          9605  \n",
       "5294716         MY          4788  \n",
       "\n",
       "[3677395 rows x 15 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transitdf"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b90839a6",
   "metadata": {},
   "source": [
    "## Compute AS relationship between the origin AS and the propagating AS of the prefix\n",
    "\n",
    "AS relationship between `asn_id` and `originasn_id`  \n",
    "`relationship` value 'customer' means:  `originasn_id` is a customer of `asn_id`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a6a191f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def lookup_relationship(x):\n",
    "    origin = x['originasn_id']\n",
    "    transit = x['asn_id']\n",
    "    if transit in as_rel:\n",
    "        if origin in as_rel[transit]['peer']:\n",
    "            return 'peer'\n",
    "        elif origin in as_rel[transit]['customer']:\n",
    "            return 'customer'\n",
    "        elif origin in as_rel[transit]['provider']:\n",
    "            return 'provider'\n",
    "    return 'norel'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "cfe40fd8",
   "metadata": {},
   "outputs": [],
   "source": [
    "transitdf['relationship'] = transitdf.apply(lookup_relationship, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f060bac5",
   "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>id</th>\n",
       "      <th>timebin</th>\n",
       "      <th>prefix</th>\n",
       "      <th>hege</th>\n",
       "      <th>af</th>\n",
       "      <th>visibility</th>\n",
       "      <th>rpki_status</th>\n",
       "      <th>irr_status</th>\n",
       "      <th>delegated_prefix_status</th>\n",
       "      <th>delegated_asn_status</th>\n",
       "      <th>descr</th>\n",
       "      <th>moas</th>\n",
       "      <th>asn_id</th>\n",
       "      <th>country_id</th>\n",
       "      <th>originasn_id</th>\n",
       "      <th>relationship</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>691981</th>\n",
       "      <td>1415697056</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>165.156.17.0/24</td>\n",
       "      <td>0.027211</td>\n",
       "      <td>4</td>\n",
       "      <td>11.475410</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Neustar</td>\n",
       "      <td>t</td>\n",
       "      <td>12008</td>\n",
       "      <td>US</td>\n",
       "      <td>397224</td>\n",
       "      <td>customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691983</th>\n",
       "      <td>1415697054</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>156.154.101.0/24</td>\n",
       "      <td>0.027211</td>\n",
       "      <td>4</td>\n",
       "      <td>11.475410</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Neustar</td>\n",
       "      <td>t</td>\n",
       "      <td>12008</td>\n",
       "      <td>US</td>\n",
       "      <td>397224</td>\n",
       "      <td>customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691985</th>\n",
       "      <td>1415697052</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>64.6.65.0/24</td>\n",
       "      <td>0.040816</td>\n",
       "      <td>4</td>\n",
       "      <td>12.568306</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Neustar</td>\n",
       "      <td>t</td>\n",
       "      <td>12008</td>\n",
       "      <td>US</td>\n",
       "      <td>397224</td>\n",
       "      <td>customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691987</th>\n",
       "      <td>1415697050</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>156.154.64.0/24</td>\n",
       "      <td>0.040816</td>\n",
       "      <td>4</td>\n",
       "      <td>12.568306</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Neustar</td>\n",
       "      <td>t</td>\n",
       "      <td>12008</td>\n",
       "      <td>US</td>\n",
       "      <td>397224</td>\n",
       "      <td>customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691989</th>\n",
       "      <td>1415697048</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>204.74.112.0/24</td>\n",
       "      <td>0.040816</td>\n",
       "      <td>4</td>\n",
       "      <td>12.568306</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Neustar</td>\n",
       "      <td>t</td>\n",
       "      <td>12008</td>\n",
       "      <td>US</td>\n",
       "      <td>397224</td>\n",
       "      <td>customer</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>5294710</th>\n",
       "      <td>1411094454</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.73.208.0/20</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>4</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc.</td>\n",
       "      <td>f</td>\n",
       "      <td>3356</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "      <td>customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294712</th>\n",
       "      <td>1411094452</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.66.92.0/24</td>\n",
       "      <td>0.258503</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc. expire=24</td>\n",
       "      <td>f</td>\n",
       "      <td>2497</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "      <td>customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294713</th>\n",
       "      <td>1411094451</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.66.92.0/24</td>\n",
       "      <td>0.367347</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc. expire=24</td>\n",
       "      <td>f</td>\n",
       "      <td>2914</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "      <td>customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294714</th>\n",
       "      <td>1411094450</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.66.92.0/24</td>\n",
       "      <td>0.006803</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc. expire=24</td>\n",
       "      <td>f</td>\n",
       "      <td>3356</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "      <td>customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294716</th>\n",
       "      <td>1411094448</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.32.0.0/19</td>\n",
       "      <td>0.523810</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Telekom Malaysia Berhad\\nCore IP &amp; NGN\\n17th F...</td>\n",
       "      <td>f</td>\n",
       "      <td>6939</td>\n",
       "      <td>MY</td>\n",
       "      <td>4788</td>\n",
       "      <td>customer</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3677395 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                 timebin            prefix      hege  af  \\\n",
       "691981   1415697056  2022-05-01 00:00:00+00   165.156.17.0/24  0.027211   4   \n",
       "691983   1415697054  2022-05-01 00:00:00+00  156.154.101.0/24  0.027211   4   \n",
       "691985   1415697052  2022-05-01 00:00:00+00      64.6.65.0/24  0.040816   4   \n",
       "691987   1415697050  2022-05-01 00:00:00+00   156.154.64.0/24  0.040816   4   \n",
       "691989   1415697048  2022-05-01 00:00:00+00   204.74.112.0/24  0.040816   4   \n",
       "...             ...                     ...               ...       ...  ..   \n",
       "5294710  1411094454  2022-05-01 00:00:00+00     1.73.208.0/20  0.047619   4   \n",
       "5294712  1411094452  2022-05-01 00:00:00+00      1.66.92.0/24  0.258503   4   \n",
       "5294713  1411094451  2022-05-01 00:00:00+00      1.66.92.0/24  0.367347   4   \n",
       "5294714  1411094450  2022-05-01 00:00:00+00      1.66.92.0/24  0.006803   4   \n",
       "5294716  1411094448  2022-05-01 00:00:00+00       1.32.0.0/19  0.523810   4   \n",
       "\n",
       "         visibility rpki_status irr_status delegated_prefix_status  \\\n",
       "691981    11.475410    NotFound      Valid                assigned   \n",
       "691983    11.475410    NotFound      Valid                assigned   \n",
       "691985    12.568306    NotFound      Valid                assigned   \n",
       "691987    12.568306    NotFound      Valid                assigned   \n",
       "691989    12.568306    NotFound      Valid                assigned   \n",
       "...             ...         ...        ...                     ...   \n",
       "5294710  100.000000    NotFound      Valid                assigned   \n",
       "5294712   99.453552    NotFound      Valid                assigned   \n",
       "5294713   99.453552    NotFound      Valid                assigned   \n",
       "5294714   99.453552    NotFound      Valid                assigned   \n",
       "5294716   98.907104       Valid      Valid                assigned   \n",
       "\n",
       "        delegated_asn_status  \\\n",
       "691981              assigned   \n",
       "691983              assigned   \n",
       "691985              assigned   \n",
       "691987              assigned   \n",
       "691989              assigned   \n",
       "...                      ...   \n",
       "5294710             assigned   \n",
       "5294712             assigned   \n",
       "5294713             assigned   \n",
       "5294714             assigned   \n",
       "5294716             assigned   \n",
       "\n",
       "                                                     descr moas  asn_id  \\\n",
       "691981                                             Neustar    t   12008   \n",
       "691983                                             Neustar    t   12008   \n",
       "691985                                             Neustar    t   12008   \n",
       "691987                                             Neustar    t   12008   \n",
       "691989                                             Neustar    t   12008   \n",
       "...                                                    ...  ...     ...   \n",
       "5294710                                   NTT DoCoMo, Inc.    f    3356   \n",
       "5294712                         NTT DoCoMo, Inc. expire=24    f    2497   \n",
       "5294713                         NTT DoCoMo, Inc. expire=24    f    2914   \n",
       "5294714                         NTT DoCoMo, Inc. expire=24    f    3356   \n",
       "5294716  Telekom Malaysia Berhad\\nCore IP & NGN\\n17th F...    f    6939   \n",
       "\n",
       "        country_id  originasn_id relationship  \n",
       "691981          US        397224     customer  \n",
       "691983          US        397224     customer  \n",
       "691985          US        397224     customer  \n",
       "691987          US        397224     customer  \n",
       "691989          US        397224     customer  \n",
       "...            ...           ...          ...  \n",
       "5294710         JP          9605     customer  \n",
       "5294712         JP          9605     customer  \n",
       "5294713         JP          9605     customer  \n",
       "5294714         JP          9605     customer  \n",
       "5294716         MY          4788     customer  \n",
       "\n",
       "[3677395 rows x 16 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transitdf"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43cf5380",
   "metadata": {},
   "source": [
    "## remove bogon ASN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "47734977",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "763"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(transitdf) - len(transitdf[((transitdf.asn_id != 23456) & ((transitdf.asn_id < 64496) | (transitdf.asn_id > 131071)) & ((transitdf.asn_id < 4200000000) | (transitdf.asn_id > 4294967295))) & ((transitdf.originasn_id != 23456) & ((transitdf.originasn_id < 64496) | (transitdf.originasn_id > 131071)) & ((transitdf.originasn_id < 4200000000) | (transitdf.originasn_id > 4294967295)))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "192848d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "transitdf = transitdf[((transitdf.asn_id != 23456) & ((transitdf.asn_id < 64496) | (transitdf.asn_id > 131071)) & ((transitdf.asn_id < 4200000000) | (transitdf.asn_id > 4294967295))) & ((transitdf.originasn_id != 23456) & ((transitdf.originasn_id < 64496) | (transitdf.originasn_id > 131071)) & ((transitdf.originasn_id < 4200000000) | (transitdf.originasn_id > 4294967295)))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "16ce380c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>timebin</th>\n",
       "      <th>prefix</th>\n",
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       "      <th>country_id</th>\n",
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       "      <td>1415697056</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>165.156.17.0/24</td>\n",
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       "      <td>12008</td>\n",
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       "      <td>397224</td>\n",
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       "      <td>1415697054</td>\n",
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       "      <td>0.027211</td>\n",
       "      <td>4</td>\n",
       "      <td>11.475410</td>\n",
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       "      <td>397224</td>\n",
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       "    <tr>\n",
       "      <th>691985</th>\n",
       "      <td>1415697052</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>64.6.65.0/24</td>\n",
       "      <td>0.040816</td>\n",
       "      <td>4</td>\n",
       "      <td>12.568306</td>\n",
       "      <td>NotFound</td>\n",
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       "      <td>1415697050</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>156.154.64.0/24</td>\n",
       "      <td>0.040816</td>\n",
       "      <td>4</td>\n",
       "      <td>12.568306</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
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       "      <td>assigned</td>\n",
       "      <td>Neustar</td>\n",
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       "      <td>12008</td>\n",
       "      <td>US</td>\n",
       "      <td>397224</td>\n",
       "      <td>customer</td>\n",
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       "    <tr>\n",
       "      <th>691989</th>\n",
       "      <td>1415697048</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>204.74.112.0/24</td>\n",
       "      <td>0.040816</td>\n",
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       "      <td>12.568306</td>\n",
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       "      <td>1411094454</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.73.208.0/20</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>4</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>NotFound</td>\n",
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       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc.</td>\n",
       "      <td>f</td>\n",
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       "      <td>JP</td>\n",
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       "      <td>customer</td>\n",
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       "    <tr>\n",
       "      <th>5294712</th>\n",
       "      <td>1411094452</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.66.92.0/24</td>\n",
       "      <td>0.258503</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc. expire=24</td>\n",
       "      <td>f</td>\n",
       "      <td>2497</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "      <td>customer</td>\n",
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       "      <td>99.453552</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
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       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc. expire=24</td>\n",
       "      <td>f</td>\n",
       "      <td>2914</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "      <td>customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294714</th>\n",
       "      <td>1411094450</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.66.92.0/24</td>\n",
       "      <td>0.006803</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc. expire=24</td>\n",
       "      <td>f</td>\n",
       "      <td>3356</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "      <td>customer</td>\n",
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       "    <tr>\n",
       "      <th>5294716</th>\n",
       "      <td>1411094448</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.32.0.0/19</td>\n",
       "      <td>0.523810</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Telekom Malaysia Berhad\\nCore IP &amp; NGN\\n17th F...</td>\n",
       "      <td>f</td>\n",
       "      <td>6939</td>\n",
       "      <td>MY</td>\n",
       "      <td>4788</td>\n",
       "      <td>customer</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3676632 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                 timebin            prefix      hege  af  \\\n",
       "691981   1415697056  2022-05-01 00:00:00+00   165.156.17.0/24  0.027211   4   \n",
       "691983   1415697054  2022-05-01 00:00:00+00  156.154.101.0/24  0.027211   4   \n",
       "691985   1415697052  2022-05-01 00:00:00+00      64.6.65.0/24  0.040816   4   \n",
       "691987   1415697050  2022-05-01 00:00:00+00   156.154.64.0/24  0.040816   4   \n",
       "691989   1415697048  2022-05-01 00:00:00+00   204.74.112.0/24  0.040816   4   \n",
       "...             ...                     ...               ...       ...  ..   \n",
       "5294710  1411094454  2022-05-01 00:00:00+00     1.73.208.0/20  0.047619   4   \n",
       "5294712  1411094452  2022-05-01 00:00:00+00      1.66.92.0/24  0.258503   4   \n",
       "5294713  1411094451  2022-05-01 00:00:00+00      1.66.92.0/24  0.367347   4   \n",
       "5294714  1411094450  2022-05-01 00:00:00+00      1.66.92.0/24  0.006803   4   \n",
       "5294716  1411094448  2022-05-01 00:00:00+00       1.32.0.0/19  0.523810   4   \n",
       "\n",
       "         visibility rpki_status irr_status delegated_prefix_status  \\\n",
       "691981    11.475410    NotFound      Valid                assigned   \n",
       "691983    11.475410    NotFound      Valid                assigned   \n",
       "691985    12.568306    NotFound      Valid                assigned   \n",
       "691987    12.568306    NotFound      Valid                assigned   \n",
       "691989    12.568306    NotFound      Valid                assigned   \n",
       "...             ...         ...        ...                     ...   \n",
       "5294710  100.000000    NotFound      Valid                assigned   \n",
       "5294712   99.453552    NotFound      Valid                assigned   \n",
       "5294713   99.453552    NotFound      Valid                assigned   \n",
       "5294714   99.453552    NotFound      Valid                assigned   \n",
       "5294716   98.907104       Valid      Valid                assigned   \n",
       "\n",
       "        delegated_asn_status  \\\n",
       "691981              assigned   \n",
       "691983              assigned   \n",
       "691985              assigned   \n",
       "691987              assigned   \n",
       "691989              assigned   \n",
       "...                      ...   \n",
       "5294710             assigned   \n",
       "5294712             assigned   \n",
       "5294713             assigned   \n",
       "5294714             assigned   \n",
       "5294716             assigned   \n",
       "\n",
       "                                                     descr moas  asn_id  \\\n",
       "691981                                             Neustar    t   12008   \n",
       "691983                                             Neustar    t   12008   \n",
       "691985                                             Neustar    t   12008   \n",
       "691987                                             Neustar    t   12008   \n",
       "691989                                             Neustar    t   12008   \n",
       "...                                                    ...  ...     ...   \n",
       "5294710                                   NTT DoCoMo, Inc.    f    3356   \n",
       "5294712                         NTT DoCoMo, Inc. expire=24    f    2497   \n",
       "5294713                         NTT DoCoMo, Inc. expire=24    f    2914   \n",
       "5294714                         NTT DoCoMo, Inc. expire=24    f    3356   \n",
       "5294716  Telekom Malaysia Berhad\\nCore IP & NGN\\n17th F...    f    6939   \n",
       "\n",
       "        country_id  originasn_id relationship  \n",
       "691981          US        397224     customer  \n",
       "691983          US        397224     customer  \n",
       "691985          US        397224     customer  \n",
       "691987          US        397224     customer  \n",
       "691989          US        397224     customer  \n",
       "...            ...           ...          ...  \n",
       "5294710         JP          9605     customer  \n",
       "5294712         JP          9605     customer  \n",
       "5294713         JP          9605     customer  \n",
       "5294714         JP          9605     customer  \n",
       "5294716         MY          4788     customer  \n",
       "\n",
       "[3676632 rows x 16 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transitdf"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3147df48",
   "metadata": {},
   "source": [
    "## remove MANRS AS from originasn_id\n",
    "\n",
    "MANRS ASes should not announce prefixes that are neither RPKI valid nor IRR valid. We study their prefix announcing behavior in Action 4 conformance analysis. Here we remove their BGP announcements from the action 1 conformance study"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2fc3fada",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "165486"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(transitdf[transitdf.originasn_id.isin(manrsas)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "46bbadce",
   "metadata": {},
   "outputs": [],
   "source": [
    "transitdf = transitdf[~transitdf.originasn_id.isin(manrsas)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "aff84387",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>691983</th>\n",
       "      <td>1415697054</td>\n",
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       "      <td>0.027211</td>\n",
       "      <td>4</td>\n",
       "      <td>11.475410</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Neustar</td>\n",
       "      <td>t</td>\n",
       "      <td>12008</td>\n",
       "      <td>US</td>\n",
       "      <td>397224</td>\n",
       "      <td>customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691985</th>\n",
       "      <td>1415697052</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>64.6.65.0/24</td>\n",
       "      <td>0.040816</td>\n",
       "      <td>4</td>\n",
       "      <td>12.568306</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Neustar</td>\n",
       "      <td>t</td>\n",
       "      <td>12008</td>\n",
       "      <td>US</td>\n",
       "      <td>397224</td>\n",
       "      <td>customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691987</th>\n",
       "      <td>1415697050</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>156.154.64.0/24</td>\n",
       "      <td>0.040816</td>\n",
       "      <td>4</td>\n",
       "      <td>12.568306</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Neustar</td>\n",
       "      <td>t</td>\n",
       "      <td>12008</td>\n",
       "      <td>US</td>\n",
       "      <td>397224</td>\n",
       "      <td>customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691989</th>\n",
       "      <td>1415697048</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>204.74.112.0/24</td>\n",
       "      <td>0.040816</td>\n",
       "      <td>4</td>\n",
       "      <td>12.568306</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Neustar</td>\n",
       "      <td>t</td>\n",
       "      <td>12008</td>\n",
       "      <td>US</td>\n",
       "      <td>397224</td>\n",
       "      <td>customer</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>5294710</th>\n",
       "      <td>1411094454</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.73.208.0/20</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>4</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc.</td>\n",
       "      <td>f</td>\n",
       "      <td>3356</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "      <td>customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294712</th>\n",
       "      <td>1411094452</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.66.92.0/24</td>\n",
       "      <td>0.258503</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc. expire=24</td>\n",
       "      <td>f</td>\n",
       "      <td>2497</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "      <td>customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294713</th>\n",
       "      <td>1411094451</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.66.92.0/24</td>\n",
       "      <td>0.367347</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc. expire=24</td>\n",
       "      <td>f</td>\n",
       "      <td>2914</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "      <td>customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294714</th>\n",
       "      <td>1411094450</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.66.92.0/24</td>\n",
       "      <td>0.006803</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc. expire=24</td>\n",
       "      <td>f</td>\n",
       "      <td>3356</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "      <td>customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294716</th>\n",
       "      <td>1411094448</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.32.0.0/19</td>\n",
       "      <td>0.523810</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Telekom Malaysia Berhad\\nCore IP &amp; NGN\\n17th F...</td>\n",
       "      <td>f</td>\n",
       "      <td>6939</td>\n",
       "      <td>MY</td>\n",
       "      <td>4788</td>\n",
       "      <td>customer</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3511146 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                 timebin            prefix      hege  af  \\\n",
       "691981   1415697056  2022-05-01 00:00:00+00   165.156.17.0/24  0.027211   4   \n",
       "691983   1415697054  2022-05-01 00:00:00+00  156.154.101.0/24  0.027211   4   \n",
       "691985   1415697052  2022-05-01 00:00:00+00      64.6.65.0/24  0.040816   4   \n",
       "691987   1415697050  2022-05-01 00:00:00+00   156.154.64.0/24  0.040816   4   \n",
       "691989   1415697048  2022-05-01 00:00:00+00   204.74.112.0/24  0.040816   4   \n",
       "...             ...                     ...               ...       ...  ..   \n",
       "5294710  1411094454  2022-05-01 00:00:00+00     1.73.208.0/20  0.047619   4   \n",
       "5294712  1411094452  2022-05-01 00:00:00+00      1.66.92.0/24  0.258503   4   \n",
       "5294713  1411094451  2022-05-01 00:00:00+00      1.66.92.0/24  0.367347   4   \n",
       "5294714  1411094450  2022-05-01 00:00:00+00      1.66.92.0/24  0.006803   4   \n",
       "5294716  1411094448  2022-05-01 00:00:00+00       1.32.0.0/19  0.523810   4   \n",
       "\n",
       "         visibility rpki_status irr_status delegated_prefix_status  \\\n",
       "691981    11.475410    NotFound      Valid                assigned   \n",
       "691983    11.475410    NotFound      Valid                assigned   \n",
       "691985    12.568306    NotFound      Valid                assigned   \n",
       "691987    12.568306    NotFound      Valid                assigned   \n",
       "691989    12.568306    NotFound      Valid                assigned   \n",
       "...             ...         ...        ...                     ...   \n",
       "5294710  100.000000    NotFound      Valid                assigned   \n",
       "5294712   99.453552    NotFound      Valid                assigned   \n",
       "5294713   99.453552    NotFound      Valid                assigned   \n",
       "5294714   99.453552    NotFound      Valid                assigned   \n",
       "5294716   98.907104       Valid      Valid                assigned   \n",
       "\n",
       "        delegated_asn_status  \\\n",
       "691981              assigned   \n",
       "691983              assigned   \n",
       "691985              assigned   \n",
       "691987              assigned   \n",
       "691989              assigned   \n",
       "...                      ...   \n",
       "5294710             assigned   \n",
       "5294712             assigned   \n",
       "5294713             assigned   \n",
       "5294714             assigned   \n",
       "5294716             assigned   \n",
       "\n",
       "                                                     descr moas  asn_id  \\\n",
       "691981                                             Neustar    t   12008   \n",
       "691983                                             Neustar    t   12008   \n",
       "691985                                             Neustar    t   12008   \n",
       "691987                                             Neustar    t   12008   \n",
       "691989                                             Neustar    t   12008   \n",
       "...                                                    ...  ...     ...   \n",
       "5294710                                   NTT DoCoMo, Inc.    f    3356   \n",
       "5294712                         NTT DoCoMo, Inc. expire=24    f    2497   \n",
       "5294713                         NTT DoCoMo, Inc. expire=24    f    2914   \n",
       "5294714                         NTT DoCoMo, Inc. expire=24    f    3356   \n",
       "5294716  Telekom Malaysia Berhad\\nCore IP & NGN\\n17th F...    f    6939   \n",
       "\n",
       "        country_id  originasn_id relationship  \n",
       "691981          US        397224     customer  \n",
       "691983          US        397224     customer  \n",
       "691985          US        397224     customer  \n",
       "691987          US        397224     customer  \n",
       "691989          US        397224     customer  \n",
       "...            ...           ...          ...  \n",
       "5294710         JP          9605     customer  \n",
       "5294712         JP          9605     customer  \n",
       "5294713         JP          9605     customer  \n",
       "5294714         JP          9605     customer  \n",
       "5294716         MY          4788     customer  \n",
       "\n",
       "[3511146 rows x 16 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transitdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e4ca58d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_transit = transitdf[transitdf.asn_id.isin(manrsas)]\n",
    "non_manrs_transit = transitdf[~transitdf.asn_id.isin(manrsas)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "1cd2a739",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/c4du/miniconda3/lib/python3.9/site-packages/pandas/core/frame.py:3607: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self._set_item(key, value)\n"
     ]
    }
   ],
   "source": [
    "manrs_transit['nettype'] = manrs_transit['asn_id'].apply(lambda x: 'CDN' if x in manrscdn else 'ISP')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "10c15841",
   "metadata": {},
   "outputs": [],
   "source": [
    "small_manrs_transit = manrs_transit[manrs_transit.asn_id.isin(small)]\n",
    "medium_manrs_transit = manrs_transit[manrs_transit.asn_id.isin(medium)]\n",
    "large_manrs_transit = manrs_transit[manrs_transit.asn_id.isin(large)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "67a5eebc",
   "metadata": {},
   "outputs": [],
   "source": [
    "small_non_manrs_transit = non_manrs_transit[non_manrs_transit.asn_id.isin(small)]\n",
    "medium_non_manrs_transit = non_manrs_transit[non_manrs_transit.asn_id.isin(medium)]\n",
    "large_non_manrs_transit = non_manrs_transit[non_manrs_transit.asn_id.isin(large)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5e465c1",
   "metadata": {},
   "source": [
    "## RPKI: Check if propagated prefixes are RPKI invalid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "20954fe1",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_transit_rpki = manrs_transit.groupby(['asn_id', 'rpki_status']).size().unstack(fill_value=0).reset_index()\n",
    "manrs_transit_rpki['rpki_percent'] = (1-manrs_transit_rpki['NotFound']/manrs_transit_rpki[['Invalid', 'Invalid,more-specific', 'Valid', 'NotFound']].sum(axis=1))*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "420996c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_transit_rpki['totalPO'] = manrs_transit_rpki[['Invalid', 'Invalid,more-specific', 'Valid', 'NotFound']].sum(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "bcf9d360",
   "metadata": {},
   "outputs": [],
   "source": [
    "non_manrs_transit_rpki = non_manrs_transit.groupby(['asn_id', 'rpki_status']).size().unstack(fill_value=0).reset_index()\n",
    "non_manrs_transit_rpki['rpki_percent'] = (1-non_manrs_transit_rpki['NotFound']/non_manrs_transit_rpki[['Invalid', 'Invalid,more-specific', 'Valid', 'NotFound']].sum(axis=1))*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "029b0f34",
   "metadata": {},
   "outputs": [],
   "source": [
    "non_manrs_transit_rpki['totalPO'] = non_manrs_transit_rpki[['Invalid', 'Invalid,more-specific', 'Valid', 'NotFound']].sum(axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bad537a1",
   "metadata": {},
   "source": [
    "### Are MANRS ASes more likely to propagate RPKI valid prefixes than non_MANRS ASes?\n",
    "\n",
    "The code snippet corresponds to figure 7(a) in the paper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "4092ce61",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_transit_rpki['invalid_percent'] = (manrs_transit_rpki[['Invalid','Invalid,more-specific']].sum(axis=1)/manrs_transit_rpki[['Invalid','Invalid,more-specific','Valid', 'NotFound']].sum(axis=1))*100\n",
    "non_manrs_transit_rpki['invalid_percent'] = (non_manrs_transit_rpki[['Invalid','Invalid,more-specific']].sum(axis=1)/non_manrs_transit_rpki[['Invalid','Invalid,more-specific','Valid', 'NotFound']].sum(axis=1))*100\n",
    "#sibling_non_manrs_transit_rpki['invalid_percent'] = (sibling_non_manrs_transit_rpki['Valid']/sibling_non_manrs_transit_rpki[['Invalid','Invalid,more-specific','Valid']].sum(axis=1))*100\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "afbbf0d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "small_manrs_transit_rpki = manrs_transit_rpki[manrs_transit_rpki.asn_id.isin(small)]\n",
    "medium_manrs_transit_rpki = manrs_transit_rpki[manrs_transit_rpki.asn_id.isin(medium)]\n",
    "large_manrs_transit_rpki = manrs_transit_rpki[manrs_transit_rpki.asn_id.isin(large)]\n",
    "\n",
    "small_non_manrs_transit_rpki = non_manrs_transit_rpki[non_manrs_transit_rpki.asn_id.isin(small)]\n",
    "medium_non_manrs_transit_rpki = non_manrs_transit_rpki[non_manrs_transit_rpki.asn_id.isin(medium)]\n",
    "large_non_manrs_transit_rpki = non_manrs_transit_rpki[non_manrs_transit_rpki.asn_id.isin(large)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "f6ef3369",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "plt.plot(np.sort(small_manrs_transit_rpki['invalid_percent'].dropna()), np.linspace(0,1,len(small_manrs_transit_rpki['invalid_percent'].dropna())), label='small MANRS ({})'.format(len(small_manrs_transit_rpki.dropna())), linestyle='-')\n",
    "plt.plot(np.sort(small_non_manrs_transit_rpki['invalid_percent'].dropna()), np.linspace(0,1,len(small_non_manrs_transit_rpki['invalid_percent'].dropna())), label='small non-MANRS ({})'.format(len(small_non_manrs_transit_rpki)), linestyle='-')\n",
    "plt.plot(np.sort(medium_manrs_transit_rpki['invalid_percent'].dropna()), np.linspace(0,1,len(medium_manrs_transit_rpki['invalid_percent'].dropna())), label='medium MANRS ({})'.format(len(medium_manrs_transit_rpki)), linestyle='--')\n",
    "plt.plot(np.sort(medium_non_manrs_transit_rpki['invalid_percent'].dropna()), np.linspace(0,1,len(medium_non_manrs_transit_rpki['invalid_percent'].dropna())), label='medium non-MANRS ({})'.format(len(medium_non_manrs_transit_rpki)), linestyle='--')\n",
    "plt.plot(np.sort(large_manrs_transit_rpki['invalid_percent'].dropna()), np.linspace(0,1,len(large_manrs_transit_rpki['invalid_percent'].dropna())), label='large MANRS ({})'.format(len(large_manrs_transit_rpki)), linestyle='-.')\n",
    "plt.plot(np.sort(large_non_manrs_transit_rpki['invalid_percent'].dropna()), np.linspace(0,1,len(large_non_manrs_transit_rpki['invalid_percent'].dropna())), label='large non-MANRS ({})'.format(len(large_non_manrs_transit_rpki)), linestyle='-.')\n",
    "plt.xlabel('Percent of Propagated RPKI Invalid Prefixes', fontsize=12)\n",
    "plt.ylabel('CDF', fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "plt.xlim(-0.1, 2)\n",
    "plt.legend(prop={'size':11.5})\n",
    "plt.grid()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63cd819a",
   "metadata": {},
   "source": [
    "### Spot check: which MANRS ASes propagated RPKI valid prefixes? "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6531cff4",
   "metadata": {},
   "source": [
    "#### small networks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "c91ff897",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "36914 Kenya Education Network Trust\n"
     ]
    }
   ],
   "source": [
    "small_invalid_ASN = small_manrs_transit_rpki[small_manrs_transit_rpki.Invalid > 0]['asn_id']\n",
    "for i in small_invalid_ASN:\n",
    "    try:\n",
    "        print(i, manrs_org[int(i)])\n",
    "    except:\n",
    "        print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "31276fa7",
   "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>rpki_status</th>\n",
       "      <th>asn_id</th>\n",
       "      <th>Invalid</th>\n",
       "      <th>Invalid,more-specific</th>\n",
       "      <th>NotFound</th>\n",
       "      <th>Valid</th>\n",
       "      <th>rpki_percent</th>\n",
       "      <th>totalPO</th>\n",
       "      <th>invalid_percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>36914</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "rpki_status  asn_id  Invalid  Invalid,more-specific  NotFound  Valid  \\\n",
       "255           36914        1                      0         1      0   \n",
       "\n",
       "rpki_status  rpki_percent  totalPO  invalid_percent  \n",
       "255                  50.0        2             50.0  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "small_manrs_transit_rpki[small_manrs_transit_rpki.Invalid > 0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d7cf103",
   "metadata": {},
   "source": [
    "#### medium networks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "9a07ef2b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2603 NORDUnet\n",
      "3303 Swisscom Ltd\n",
      "4134 China Telecom\n",
      "4809 China Telecom\n",
      "7843 Charter Communications\n",
      "7922 Comcast\n",
      "8075 Microsoft\n",
      "8283 Netwerkvereniging ColoClue\n",
      "8767 M-net Telekommunikations GmbH\n",
      "10075 Fiber@Home Global Limited\n",
      "12735 TurkNet Iletisim Hizmetleri A.S.\n",
      "12779 IT.Gate S.p.A.\n",
      "12859 BIT BV\n",
      "16509 Amazon Web Services\n",
      "18809 Cable Onda\n",
      "21320 GEANT\n",
      "22548 NIC.BR - Nucleo de Inf. e Coord. do Ponto BR\n",
      "24961 myLoc managed IT AG\n",
      "28007 Gold Data\n",
      "31549 shatel\n",
      "33490 Comcast\n",
      "33650 Comcast\n",
      "33667 Comcast\n",
      "34553 Nathan Sales\n",
      "36925 Orange Morocco\n",
      "38193 TransWorld Associates Pvt Ltd\n",
      "39120 Convergenze S.p.A.\n",
      "41327 Fiber Telecom S.p.A.\n",
      "45796 United Information Highway\n",
      "47787 EDGOO NETWORKS LDA\n",
      "52468 Ufinet\n",
      "54825 Equinix Metal\n",
      "57695 Misaka Network Inc.\n",
      "136308 DeeNet Services Pvt Ltd\n",
      "139009 Windstream Communication Limited\n"
     ]
    }
   ],
   "source": [
    "med_invalid_ASN = medium_manrs_transit_rpki[medium_manrs_transit_rpki.Invalid > 0]['asn_id']\n",
    "for i in med_invalid_ASN:\n",
    "    try:\n",
    "        print(i, manrs_org[int(i)])\n",
    "    except:\n",
    "        print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "4d8b6435",
   "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>id</th>\n",
       "      <th>timebin</th>\n",
       "      <th>prefix</th>\n",
       "      <th>hege</th>\n",
       "      <th>af</th>\n",
       "      <th>visibility</th>\n",
       "      <th>rpki_status</th>\n",
       "      <th>irr_status</th>\n",
       "      <th>delegated_prefix_status</th>\n",
       "      <th>delegated_asn_status</th>\n",
       "      <th>descr</th>\n",
       "      <th>moas</th>\n",
       "      <th>asn_id</th>\n",
       "      <th>country_id</th>\n",
       "      <th>originasn_id</th>\n",
       "      <th>relationship</th>\n",
       "      <th>nettype</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>693752</th>\n",
       "      <td>1415695718</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>146.109.161.0/24</td>\n",
       "      <td>0.632653</td>\n",
       "      <td>4</td>\n",
       "      <td>54.644809</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>3303</td>\n",
       "      <td>CH</td>\n",
       "      <td>20743</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695168</th>\n",
       "      <td>1415693750</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>64.112.228.0/24</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>4</td>\n",
       "      <td>36.065574</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Proxy route-object for IP Services</td>\n",
       "      <td>f</td>\n",
       "      <td>33490</td>\n",
       "      <td>US</td>\n",
       "      <td>22171</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695169</th>\n",
       "      <td>1415693749</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>64.112.228.0/24</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>4</td>\n",
       "      <td>36.065574</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Proxy route-object for IP Services</td>\n",
       "      <td>f</td>\n",
       "      <td>7922</td>\n",
       "      <td>US</td>\n",
       "      <td>22171</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699371</th>\n",
       "      <td>1415689703</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.178.187.0/24</td>\n",
       "      <td>0.755102</td>\n",
       "      <td>4</td>\n",
       "      <td>57.377049</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Emran Hossain Oyon\\n268/3 Noyatola, Mogbazar</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>149649</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699523</th>\n",
       "      <td>1415689556</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.136.159.0/24</td>\n",
       "      <td>0.544218</td>\n",
       "      <td>4</td>\n",
       "      <td>61.748634</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Dhaka Fiber Net Ltd.</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>141731</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699589</th>\n",
       "      <td>1415689423</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>125.209.90.0/24</td>\n",
       "      <td>0.204082</td>\n",
       "      <td>4</td>\n",
       "      <td>50.273224</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>ETISALAT-ROUTE</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>135523</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699601</th>\n",
       "      <td>1415689411</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>111.223.8.0/22</td>\n",
       "      <td>0.455782</td>\n",
       "      <td>4</td>\n",
       "      <td>43.169399</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>POSDATA</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>109</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699615</th>\n",
       "      <td>1415689397</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>218.6.171.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>SICHUANIDC province network</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>139220</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700332</th>\n",
       "      <td>1415689177</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>203.147.108.0/23</td>\n",
       "      <td>0.027211</td>\n",
       "      <td>4</td>\n",
       "      <td>60.109290</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>APNIC RAND</td>\n",
       "      <td>f</td>\n",
       "      <td>22548</td>\n",
       "      <td>AU</td>\n",
       "      <td>24021</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702060</th>\n",
       "      <td>1415686946</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>118.184.128.0/21</td>\n",
       "      <td>0.455782</td>\n",
       "      <td>4</td>\n",
       "      <td>43.169399</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>CTJS NJ-IDC</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>137702</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>704127</th>\n",
       "      <td>1415684795</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>173.197.159.0/24</td>\n",
       "      <td>0.204082</td>\n",
       "      <td>4</td>\n",
       "      <td>22.950820</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>RR-Route</td>\n",
       "      <td>f</td>\n",
       "      <td>7843</td>\n",
       "      <td>US</td>\n",
       "      <td>29890</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>705874</th>\n",
       "      <td>1415683051</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>181.119.69.0/24</td>\n",
       "      <td>0.319728</td>\n",
       "      <td>4</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>This route object is for IFX Networks customer...</td>\n",
       "      <td>f</td>\n",
       "      <td>52468</td>\n",
       "      <td>CO</td>\n",
       "      <td>266725</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706315</th>\n",
       "      <td>1415683194</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>121.227.196.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>JS-CT SZ-IDC</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>140292</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>718667</th>\n",
       "      <td>1415670291</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>125.64.33.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>SICHUANIDC province network</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>139220</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>718692</th>\n",
       "      <td>1415670266</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>121.227.168.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>JS-CT SZ-IDC</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>140292</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722108</th>\n",
       "      <td>1415667401</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>146.109.145.0/24</td>\n",
       "      <td>0.646259</td>\n",
       "      <td>4</td>\n",
       "      <td>54.644809</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>3303</td>\n",
       "      <td>CH</td>\n",
       "      <td>20743</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747649</th>\n",
       "      <td>1415641505</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.150.153.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>PRISAC AVIATION TECHNOLOGIES PRIVATE LIMITED</td>\n",
       "      <td>f</td>\n",
       "      <td>136308</td>\n",
       "      <td>IN</td>\n",
       "      <td>133660</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>756920</th>\n",
       "      <td>1415632233</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>85.31.163.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>FIBTO Network</td>\n",
       "      <td>f</td>\n",
       "      <td>12779</td>\n",
       "      <td>IT</td>\n",
       "      <td>51569</td>\n",
       "      <td>peer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>774617</th>\n",
       "      <td>1415614442</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>194.27.188.0/22</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>ULAKNET</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>TR</td>\n",
       "      <td>24614</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781554</th>\n",
       "      <td>1415607881</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>203.150.134.0/24</td>\n",
       "      <td>0.027211</td>\n",
       "      <td>4</td>\n",
       "      <td>51.912568</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Provincial waterworks authority (PWA)</td>\n",
       "      <td>f</td>\n",
       "      <td>45796</td>\n",
       "      <td>TH</td>\n",
       "      <td>45752</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804308</th>\n",
       "      <td>1415584674</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.112.60.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>39120</td>\n",
       "      <td>IT</td>\n",
       "      <td>204176</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>858551</th>\n",
       "      <td>1415530605</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>181.214.182.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Digital Energy Technologies LTD.</td>\n",
       "      <td>f</td>\n",
       "      <td>28007</td>\n",
       "      <td>AU</td>\n",
       "      <td>272082</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>858915</th>\n",
       "      <td>1415530594</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>181.214.17.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Digital Energy Technologies LTD.</td>\n",
       "      <td>f</td>\n",
       "      <td>28007</td>\n",
       "      <td>BR</td>\n",
       "      <td>272082</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>871221</th>\n",
       "      <td>1415517868</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>213.209.129.0/24</td>\n",
       "      <td>0.210884</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>DE</td>\n",
       "      <td>208485</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897082</th>\n",
       "      <td>1415492369</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>45.206.36.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>DubaiÂ SkyÂ Internet</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>131471</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>915488</th>\n",
       "      <td>1415473567</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>77.90.155.0/24</td>\n",
       "      <td>0.210884</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>GB</td>\n",
       "      <td>208485</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>915496</th>\n",
       "      <td>1415473559</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>89.252.153.0/24</td>\n",
       "      <td>0.170068</td>\n",
       "      <td>4</td>\n",
       "      <td>97.814208</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>TR</td>\n",
       "      <td>213252</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>951503</th>\n",
       "      <td>1415438006</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>181.214.214.0/24</td>\n",
       "      <td>0.897959</td>\n",
       "      <td>4</td>\n",
       "      <td>68.306011</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>t</td>\n",
       "      <td>28007</td>\n",
       "      <td>AU</td>\n",
       "      <td>272082</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>962162</th>\n",
       "      <td>1415427347</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.74.29.0/24</td>\n",
       "      <td>0.258503</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>AL</td>\n",
       "      <td>208485</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1031826</th>\n",
       "      <td>1415357611</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>223.29.236.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>96.174863</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>QUBEE - Karachi Route object</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>9387</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1078166</th>\n",
       "      <td>1415310716</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>223.29.238.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>QUBEE - Karachi Route object</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>9387</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1147155</th>\n",
       "      <td>1415242304</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>50.223.149.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>96.721311</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Comcast Cable Communications, Inc.\\n1800 Bisho...</td>\n",
       "      <td>f</td>\n",
       "      <td>7922</td>\n",
       "      <td>US</td>\n",
       "      <td>32926</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1148173</th>\n",
       "      <td>1415241336</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>192.62.232.0/21</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Unisys - North America</td>\n",
       "      <td>f</td>\n",
       "      <td>7843</td>\n",
       "      <td>US</td>\n",
       "      <td>40264</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1308380</th>\n",
       "      <td>1415081073</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.58.0/24</td>\n",
       "      <td>0.836735</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>LV</td>\n",
       "      <td>57844</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1309639</th>\n",
       "      <td>1415079386</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>5.160.146.0/24</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>31549</td>\n",
       "      <td>IR</td>\n",
       "      <td>62048</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1353362</th>\n",
       "      <td>1415035525</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.234.0/24</td>\n",
       "      <td>0.836735</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>LATNET</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>LV</td>\n",
       "      <td>57844</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1353368</th>\n",
       "      <td>1415035519</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.26.0/24</td>\n",
       "      <td>0.836735</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>LATNET</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>LV</td>\n",
       "      <td>57844</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1356616</th>\n",
       "      <td>1415032502</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>77.90.178.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>8767</td>\n",
       "      <td>DE</td>\n",
       "      <td>42821</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1443593</th>\n",
       "      <td>1414945465</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>45.67.124.0/23</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>12779</td>\n",
       "      <td>IT</td>\n",
       "      <td>44084</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1506933</th>\n",
       "      <td>1414882206</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>95.175.64.0/19</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>UCC-ROUTE</td>\n",
       "      <td>f</td>\n",
       "      <td>47787</td>\n",
       "      <td>KW</td>\n",
       "      <td>203020</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1525676</th>\n",
       "      <td>1414863457</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.135.255.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>73.224044</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Md Abul Khaer\\n24/3 Chamelibag,\\nShantinagar, ...</td>\n",
       "      <td>t</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>139325</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526045</th>\n",
       "      <td>1414863025</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>216.241.10.0/24</td>\n",
       "      <td>0.673469</td>\n",
       "      <td>4</td>\n",
       "      <td>55.191257</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>IFX</td>\n",
       "      <td>f</td>\n",
       "      <td>52468</td>\n",
       "      <td>CL</td>\n",
       "      <td>52411</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526085</th>\n",
       "      <td>1414862967</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>135.180.164.0/24</td>\n",
       "      <td>0.319728</td>\n",
       "      <td>4</td>\n",
       "      <td>34.972678</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>reserved</td>\n",
       "      <td>Sonic.net</td>\n",
       "      <td>f</td>\n",
       "      <td>33667</td>\n",
       "      <td>US</td>\n",
       "      <td>10475</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526086</th>\n",
       "      <td>1414862966</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>135.180.164.0/24</td>\n",
       "      <td>0.340136</td>\n",
       "      <td>4</td>\n",
       "      <td>34.972678</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>reserved</td>\n",
       "      <td>Sonic.net</td>\n",
       "      <td>f</td>\n",
       "      <td>7922</td>\n",
       "      <td>US</td>\n",
       "      <td>10475</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526290</th>\n",
       "      <td>1414862856</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>118.188.20.0/22</td>\n",
       "      <td>0.414966</td>\n",
       "      <td>4</td>\n",
       "      <td>40.437158</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>regist for user</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>4847</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526297</th>\n",
       "      <td>1414862849</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>121.227.7.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>JS-CT SZ-IDC</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>140292</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526310</th>\n",
       "      <td>1414862836</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>121.228.130.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>JS-CT SZ-IDC</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>140292</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526313</th>\n",
       "      <td>1414862833</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>66.113.101.0/24</td>\n",
       "      <td>0.340136</td>\n",
       "      <td>4</td>\n",
       "      <td>34.972678</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Optic Fusion Route Object</td>\n",
       "      <td>f</td>\n",
       "      <td>33650</td>\n",
       "      <td>US</td>\n",
       "      <td>393387</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526314</th>\n",
       "      <td>1414862832</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>66.113.101.0/24</td>\n",
       "      <td>0.340136</td>\n",
       "      <td>4</td>\n",
       "      <td>34.972678</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Optic Fusion Route Object</td>\n",
       "      <td>f</td>\n",
       "      <td>7922</td>\n",
       "      <td>US</td>\n",
       "      <td>393387</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526796</th>\n",
       "      <td>1414862713</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>181.119.170.0/24</td>\n",
       "      <td>0.326531</td>\n",
       "      <td>4</td>\n",
       "      <td>34.426230</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>This route object is for a IFX Networks custom...</td>\n",
       "      <td>f</td>\n",
       "      <td>52468</td>\n",
       "      <td>AR</td>\n",
       "      <td>18747</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1539442</th>\n",
       "      <td>1414849710</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.49.142.0/24</td>\n",
       "      <td>0.544218</td>\n",
       "      <td>4</td>\n",
       "      <td>48.087432</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>8283</td>\n",
       "      <td>NL</td>\n",
       "      <td>211321</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1539604</th>\n",
       "      <td>1414849556</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>93.175.147.0/24</td>\n",
       "      <td>0.006803</td>\n",
       "      <td>4</td>\n",
       "      <td>55.737705</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>RIPE-NCC-RIS Routing Certification Beacon Pref...</td>\n",
       "      <td>f</td>\n",
       "      <td>12859</td>\n",
       "      <td>NL</td>\n",
       "      <td>12654</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1540316</th>\n",
       "      <td>1414849193</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>173.197.158.0/24</td>\n",
       "      <td>0.197279</td>\n",
       "      <td>4</td>\n",
       "      <td>23.497268</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>RR-RC-Meridian Bioscience-Ohio</td>\n",
       "      <td>f</td>\n",
       "      <td>7843</td>\n",
       "      <td>US</td>\n",
       "      <td>399807</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1549318</th>\n",
       "      <td>1414839689</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>197.230.70.0/24</td>\n",
       "      <td>0.687075</td>\n",
       "      <td>4</td>\n",
       "      <td>55.737705</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>GGC Orange Morocco Prefix</td>\n",
       "      <td>f</td>\n",
       "      <td>36925</td>\n",
       "      <td>MA</td>\n",
       "      <td>36040</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1549407</th>\n",
       "      <td>1414839439</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>181.119.82.0/24</td>\n",
       "      <td>0.319728</td>\n",
       "      <td>4</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>This route object is for IFX Networks customer...</td>\n",
       "      <td>f</td>\n",
       "      <td>52468</td>\n",
       "      <td>CO</td>\n",
       "      <td>266725</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1549951</th>\n",
       "      <td>1414839558</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>121.228.105.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>JS-CT SZ-IDC</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>140292</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1549954</th>\n",
       "      <td>1414839555</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>125.72.240.0/23</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>CHINANET Qinghai Province Network</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>140061</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1549966</th>\n",
       "      <td>1414839543</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>121.227.107.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>JS-CT SZ-IDC</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>140292</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1549972</th>\n",
       "      <td>1414839537</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>118.188.18.0/23</td>\n",
       "      <td>0.414966</td>\n",
       "      <td>4</td>\n",
       "      <td>40.437158</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>regist for user</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>4847</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1549979</th>\n",
       "      <td>1414839530</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.116.120.0/22</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>42.076503</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>regist for user</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>4847</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1550819</th>\n",
       "      <td>1414838689</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>121.46.68.0/22</td>\n",
       "      <td>0.585034</td>\n",
       "      <td>4</td>\n",
       "      <td>51.366120</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Bani Networks LTD &lt; Internet Service Provider &gt;</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>133034</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1661530</th>\n",
       "      <td>1414727498</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>194.27.196.0/22</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>ULAKNET</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>TR</td>\n",
       "      <td>24614</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1667976</th>\n",
       "      <td>1414721032</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>203.150.133.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>51.366120</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Provincial waterworks authority (PWA)</td>\n",
       "      <td>f</td>\n",
       "      <td>45796</td>\n",
       "      <td>TH</td>\n",
       "      <td>45752</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1744229</th>\n",
       "      <td>1414645280</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>125.72.242.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>CHINANET Qinghai Province Network</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>140061</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1748803</th>\n",
       "      <td>1414640081</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.112.61.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>39120</td>\n",
       "      <td>IT</td>\n",
       "      <td>204176</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1748814</th>\n",
       "      <td>1414640070</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.112.62.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>39120</td>\n",
       "      <td>IT</td>\n",
       "      <td>204176</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1755964</th>\n",
       "      <td>1414633156</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.54.0/24</td>\n",
       "      <td>0.836735</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>LATNET</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>LV</td>\n",
       "      <td>57844</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1755985</th>\n",
       "      <td>1414633135</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.236.0/24</td>\n",
       "      <td>0.836735</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>lvrtc proxy route object</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>LV</td>\n",
       "      <td>57844</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1755991</th>\n",
       "      <td>1414633129</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.109.0/24</td>\n",
       "      <td>0.836735</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>LATNET</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>LV</td>\n",
       "      <td>57844</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1762778</th>\n",
       "      <td>1414626313</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>141.11.171.0/24</td>\n",
       "      <td>0.081633</td>\n",
       "      <td>4</td>\n",
       "      <td>14.207650</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>57695</td>\n",
       "      <td>US</td>\n",
       "      <td>140096</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1790096</th>\n",
       "      <td>1414599352</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>161.129.43.0/24</td>\n",
       "      <td>0.755102</td>\n",
       "      <td>4</td>\n",
       "      <td>96.721311</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>UOVZ</td>\n",
       "      <td>f</td>\n",
       "      <td>57695</td>\n",
       "      <td>US</td>\n",
       "      <td>140096</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1799358</th>\n",
       "      <td>1414590116</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>203.150.135.0/24</td>\n",
       "      <td>0.027211</td>\n",
       "      <td>4</td>\n",
       "      <td>51.912568</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Provincial waterworks authority (PWA)</td>\n",
       "      <td>f</td>\n",
       "      <td>45796</td>\n",
       "      <td>TH</td>\n",
       "      <td>45752</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1837836</th>\n",
       "      <td>1414551673</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>181.214.183.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Digital Energy Technologies LTD.</td>\n",
       "      <td>f</td>\n",
       "      <td>28007</td>\n",
       "      <td>AU</td>\n",
       "      <td>272082</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1847678</th>\n",
       "      <td>1414541174</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.74.31.0/24</td>\n",
       "      <td>0.258503</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>AL</td>\n",
       "      <td>208485</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1847686</th>\n",
       "      <td>1414541166</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>77.90.150.0/24</td>\n",
       "      <td>0.217687</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>DE</td>\n",
       "      <td>208485</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1887841</th>\n",
       "      <td>1414501668</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>45.206.34.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NasstecÂ AirnetÂ NetworksÂ PrivateÂ Limited</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>ZA</td>\n",
       "      <td>131471</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1952657</th>\n",
       "      <td>1414436852</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.156.184.0/23</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>97.267760</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>ALLPASS</td>\n",
       "      <td>f</td>\n",
       "      <td>34553</td>\n",
       "      <td>TW</td>\n",
       "      <td>7480</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1953384</th>\n",
       "      <td>1414435720</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>104.207.34.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>97.814208</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>4809</td>\n",
       "      <td>HK</td>\n",
       "      <td>136038</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1956337</th>\n",
       "      <td>1414432519</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.219.234.0/24</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Nextgen Networks Limited\\nFloor 2, House 3, Ro...</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>135437</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1962902</th>\n",
       "      <td>1414426607</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>186.4.78.0/24</td>\n",
       "      <td>0.299320</td>\n",
       "      <td>4</td>\n",
       "      <td>33.879781</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>This route object is for a IFX Networks custom...</td>\n",
       "      <td>f</td>\n",
       "      <td>52468</td>\n",
       "      <td>AR</td>\n",
       "      <td>264688</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1962919</th>\n",
       "      <td>1414426590</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>181.119.122.0/24</td>\n",
       "      <td>0.319728</td>\n",
       "      <td>4</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>This route object is for IFX Networks customer...</td>\n",
       "      <td>f</td>\n",
       "      <td>52468</td>\n",
       "      <td>AR</td>\n",
       "      <td>266725</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1962926</th>\n",
       "      <td>1414426583</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>163.47.181.0/24</td>\n",
       "      <td>0.136054</td>\n",
       "      <td>4</td>\n",
       "      <td>18.032787</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>160 Varick st 12th FL\\nNew York NY 10014\\nUnit...</td>\n",
       "      <td>f</td>\n",
       "      <td>54825</td>\n",
       "      <td>US</td>\n",
       "      <td>18877</td>\n",
       "      <td>customer</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1963022</th>\n",
       "      <td>1414426079</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.108.160.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>42.076503</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Chinanet Shanghai</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>4812</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1968859</th>\n",
       "      <td>1414420285</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>146.109.153.0/24</td>\n",
       "      <td>0.727891</td>\n",
       "      <td>4</td>\n",
       "      <td>61.748634</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>3303</td>\n",
       "      <td>CH</td>\n",
       "      <td>20743</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1968930</th>\n",
       "      <td>1414420181</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.178.186.0/24</td>\n",
       "      <td>0.755102</td>\n",
       "      <td>4</td>\n",
       "      <td>57.377049</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Emran Hossain Oyon\\n268/3 Noyatola, Mogbazar</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>149649</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2075328</th>\n",
       "      <td>1414314156</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>115.167.76.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>TRANSWORLD via EMIX</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>136030</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2075356</th>\n",
       "      <td>1414314128</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>113.203.243.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>PTCL via EMIX</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>US</td>\n",
       "      <td>9387</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2077838</th>\n",
       "      <td>1414311215</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>125.209.92.0/24</td>\n",
       "      <td>0.204082</td>\n",
       "      <td>4</td>\n",
       "      <td>50.273224</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Multinet Route Object 125-92/24</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>135523</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2080080</th>\n",
       "      <td>1414308896</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.102.252.0/24</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Nextgen Networks Limited\\nFloor 2, House 3, Ro...</td>\n",
       "      <td>f</td>\n",
       "      <td>139009</td>\n",
       "      <td>US</td>\n",
       "      <td>138346</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114757</th>\n",
       "      <td>1414274339</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>188.17.226.0/24</td>\n",
       "      <td>0.312925</td>\n",
       "      <td>4</td>\n",
       "      <td>32.786885</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Rostelecom networks</td>\n",
       "      <td>f</td>\n",
       "      <td>4809</td>\n",
       "      <td>RU</td>\n",
       "      <td>28267</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114762</th>\n",
       "      <td>1414274334</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>186.179.120.0/24</td>\n",
       "      <td>0.360544</td>\n",
       "      <td>4</td>\n",
       "      <td>34.972678</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>LACNIC generated route for Cable Onda</td>\n",
       "      <td>f</td>\n",
       "      <td>18809</td>\n",
       "      <td>PA</td>\n",
       "      <td>21599</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2121145</th>\n",
       "      <td>1414268135</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>156.237.2.0/23</td>\n",
       "      <td>0.013605</td>\n",
       "      <td>4</td>\n",
       "      <td>9.836066</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>CMI IP Transit</td>\n",
       "      <td>f</td>\n",
       "      <td>4809</td>\n",
       "      <td>US</td>\n",
       "      <td>140107</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2121236</th>\n",
       "      <td>1414268044</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>203.150.136.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>51.366120</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Provincial waterworks authority (PWA)</td>\n",
       "      <td>f</td>\n",
       "      <td>45796</td>\n",
       "      <td>TH</td>\n",
       "      <td>45752</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2266693</th>\n",
       "      <td>1414123628</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>141.11.170.0/23</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>57695</td>\n",
       "      <td>US</td>\n",
       "      <td>140096</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2287609</th>\n",
       "      <td>1414101198</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.77.16.0/24</td>\n",
       "      <td>0.040816</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>ICC Communication Ltd.</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>58689</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2398181</th>\n",
       "      <td>1413990726</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>113.203.242.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>PTCL via EMIX</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>US</td>\n",
       "      <td>9387</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2500313</th>\n",
       "      <td>1413889196</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>213.209.156.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>8767</td>\n",
       "      <td>DE</td>\n",
       "      <td>42821</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2500375</th>\n",
       "      <td>1413889134</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>77.90.185.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>8767</td>\n",
       "      <td>DE</td>\n",
       "      <td>42821</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2500386</th>\n",
       "      <td>1413889123</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>77.90.139.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>DE-RAPIDNET-20140326</td>\n",
       "      <td>f</td>\n",
       "      <td>8767</td>\n",
       "      <td>DE</td>\n",
       "      <td>42821</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2556982</th>\n",
       "      <td>1413832003</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>194.27.240.0/20</td>\n",
       "      <td>0.360544</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>ULAKNET</td>\n",
       "      <td>f</td>\n",
       "      <td>21320</td>\n",
       "      <td>TR</td>\n",
       "      <td>24614</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2556985</th>\n",
       "      <td>1413832000</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>194.27.240.0/20</td>\n",
       "      <td>0.857143</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>ULAKNET</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>TR</td>\n",
       "      <td>24614</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2590418</th>\n",
       "      <td>1413798726</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>62.3.18.0/24</td>\n",
       "      <td>0.034014</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>24961</td>\n",
       "      <td>US</td>\n",
       "      <td>211975</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2628900</th>\n",
       "      <td>1413760082</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>212.23.219.0/24</td>\n",
       "      <td>0.034014</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Digital Energy Technologies LTD.</td>\n",
       "      <td>f</td>\n",
       "      <td>24961</td>\n",
       "      <td>LT</td>\n",
       "      <td>211975</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2628937</th>\n",
       "      <td>1413760045</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.105.193.0/24</td>\n",
       "      <td>0.034014</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>24961</td>\n",
       "      <td>BA</td>\n",
       "      <td>211975</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2801783</th>\n",
       "      <td>1413587254</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>85.31.165.0/24</td>\n",
       "      <td>0.292517</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>FIBTO Network</td>\n",
       "      <td>f</td>\n",
       "      <td>12779</td>\n",
       "      <td>IT</td>\n",
       "      <td>51569</td>\n",
       "      <td>peer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3347714</th>\n",
       "      <td>1413041782</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.248.0/24</td>\n",
       "      <td>0.836735</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>LATNET</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>LV</td>\n",
       "      <td>57844</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3379907</th>\n",
       "      <td>1413009246</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>45.45.197.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>PO Box 86272\\nTucson AZ 85754\\nUnited States</td>\n",
       "      <td>f</td>\n",
       "      <td>16509</td>\n",
       "      <td>US</td>\n",
       "      <td>14618</td>\n",
       "      <td>customer</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3411981</th>\n",
       "      <td>1412976988</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>5.253.228.0/22</td>\n",
       "      <td>0.197279</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>21320</td>\n",
       "      <td>US</td>\n",
       "      <td>209868</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3411982</th>\n",
       "      <td>1412976987</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>5.253.228.0/22</td>\n",
       "      <td>0.102041</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>2603</td>\n",
       "      <td>US</td>\n",
       "      <td>209868</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3420992</th>\n",
       "      <td>1412968025</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>77.90.191.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>8767</td>\n",
       "      <td>GB</td>\n",
       "      <td>42821</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3444252</th>\n",
       "      <td>1412945257</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.62.0/24</td>\n",
       "      <td>0.836735</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>LATNET</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>LV</td>\n",
       "      <td>57844</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3465164</th>\n",
       "      <td>1412923852</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>193.255.252.0/22</td>\n",
       "      <td>0.857143</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Sakarya University</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>TR</td>\n",
       "      <td>24614</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3465168</th>\n",
       "      <td>1412923848</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>193.255.252.0/22</td>\n",
       "      <td>0.353741</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Sakarya University</td>\n",
       "      <td>f</td>\n",
       "      <td>21320</td>\n",
       "      <td>TR</td>\n",
       "      <td>24614</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3484708</th>\n",
       "      <td>1412904637</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>141.11.170.0/24</td>\n",
       "      <td>0.081633</td>\n",
       "      <td>4</td>\n",
       "      <td>14.207650</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>57695</td>\n",
       "      <td>US</td>\n",
       "      <td>140096</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3484950</th>\n",
       "      <td>1412903891</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>197.230.59.0/24</td>\n",
       "      <td>0.693878</td>\n",
       "      <td>4</td>\n",
       "      <td>56.284153</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>GGC Orange Morocco Prefix</td>\n",
       "      <td>f</td>\n",
       "      <td>36925</td>\n",
       "      <td>MA</td>\n",
       "      <td>36040</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3485243</th>\n",
       "      <td>1412903784</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>118.188.24.0/23</td>\n",
       "      <td>0.414966</td>\n",
       "      <td>4</td>\n",
       "      <td>40.437158</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>regist for user</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>4847</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3494908</th>\n",
       "      <td>1412893743</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.178.186.0/23</td>\n",
       "      <td>0.755102</td>\n",
       "      <td>4</td>\n",
       "      <td>57.377049</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Emran Hossain Oyon\\n268/3 Noyatola, Mogbazar</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>149649</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3494977</th>\n",
       "      <td>1412893674</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.68.5.0/24</td>\n",
       "      <td>0.244898</td>\n",
       "      <td>4</td>\n",
       "      <td>56.284153</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Route object for 103.68.5.0/24</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>3</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3495451</th>\n",
       "      <td>1412894464</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>200.80.44.0/24</td>\n",
       "      <td>0.319728</td>\n",
       "      <td>4</td>\n",
       "      <td>33.879781</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Proxy-registered route object</td>\n",
       "      <td>f</td>\n",
       "      <td>52468</td>\n",
       "      <td>AR</td>\n",
       "      <td>52270</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3497823</th>\n",
       "      <td>1412891686</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>146.109.160.0/19</td>\n",
       "      <td>0.632653</td>\n",
       "      <td>4</td>\n",
       "      <td>54.644809</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>3303</td>\n",
       "      <td>CH</td>\n",
       "      <td>20743</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3521982</th>\n",
       "      <td>1412867021</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>203.150.132.0/24</td>\n",
       "      <td>0.027211</td>\n",
       "      <td>4</td>\n",
       "      <td>51.912568</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Provincial waterworks authority (PWA)</td>\n",
       "      <td>f</td>\n",
       "      <td>45796</td>\n",
       "      <td>TH</td>\n",
       "      <td>45752</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3569463</th>\n",
       "      <td>1412819584</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>85.31.160.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>FIBTO Network</td>\n",
       "      <td>f</td>\n",
       "      <td>12779</td>\n",
       "      <td>IT</td>\n",
       "      <td>51569</td>\n",
       "      <td>peer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3600507</th>\n",
       "      <td>1412788604</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>45.206.35.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>DubaiÂ SkyÂ Internet</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>ZA</td>\n",
       "      <td>131471</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3638906</th>\n",
       "      <td>1412750603</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>45.176.190.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>97.814208</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>EISIP SA de CV</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>MX</td>\n",
       "      <td>208485</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3647425</th>\n",
       "      <td>1412741521</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.185.224.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>97.814208</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Fardin Mahbub\\nJahurul Islam Road, East Vagolp...</td>\n",
       "      <td>f</td>\n",
       "      <td>139009</td>\n",
       "      <td>BD</td>\n",
       "      <td>141452</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3654043</th>\n",
       "      <td>1412734589</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>213.209.150.0/24</td>\n",
       "      <td>0.204082</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>GB</td>\n",
       "      <td>208485</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3664212</th>\n",
       "      <td>1412724614</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>104.207.35.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>97.814208</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>4809</td>\n",
       "      <td>HK</td>\n",
       "      <td>136038</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3667710</th>\n",
       "      <td>1412721754</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.219.234.0/23</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Nextgen Networks Limited\\nFloor 2, House 3, Ro...</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>135437</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3667715</th>\n",
       "      <td>1412721749</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.219.235.0/24</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Nextgen Networks Limited\\nFloor 2, House 3, Ro...</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>135437</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3677969</th>\n",
       "      <td>1412711531</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>123.0.30.0/24</td>\n",
       "      <td>0.591837</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>IIL IP Blocks</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>59341</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3724534</th>\n",
       "      <td>1412664558</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>223.29.239.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>QUBEE - Karachi Route object</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>9387</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3725374</th>\n",
       "      <td>1412664541</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>223.29.237.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>QUBEE - Karachi Route object</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>9387</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3829301</th>\n",
       "      <td>1412559857</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>194.69.96.0/19</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>97.814208</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Microsoft Corporate</td>\n",
       "      <td>f</td>\n",
       "      <td>8075</td>\n",
       "      <td>GB</td>\n",
       "      <td>3598</td>\n",
       "      <td>customer</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3875886</th>\n",
       "      <td>1412513563</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>213.209.146.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>8767</td>\n",
       "      <td>GB</td>\n",
       "      <td>42821</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3894344</th>\n",
       "      <td>1412494652</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>194.27.238.0/23</td>\n",
       "      <td>0.857143</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>ULAKNET</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>TR</td>\n",
       "      <td>24614</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3894348</th>\n",
       "      <td>1412494648</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>194.27.238.0/23</td>\n",
       "      <td>0.353741</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>ULAKNET</td>\n",
       "      <td>f</td>\n",
       "      <td>21320</td>\n",
       "      <td>TR</td>\n",
       "      <td>24614</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3894365</th>\n",
       "      <td>1412494631</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>193.140.252.0/23</td>\n",
       "      <td>0.857143</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Sakarya University</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>TR</td>\n",
       "      <td>24614</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3894369</th>\n",
       "      <td>1412494627</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>193.140.252.0/23</td>\n",
       "      <td>0.353741</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Sakarya University</td>\n",
       "      <td>f</td>\n",
       "      <td>21320</td>\n",
       "      <td>TR</td>\n",
       "      <td>24614</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3910357</th>\n",
       "      <td>1412478708</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.66.0/24</td>\n",
       "      <td>0.836735</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>LATNET</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>LV</td>\n",
       "      <td>57844</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3910370</th>\n",
       "      <td>1412478695</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.241.0/24</td>\n",
       "      <td>0.836735</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>LATNET</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>LV</td>\n",
       "      <td>57844</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3910376</th>\n",
       "      <td>1412478689</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.239.0/24</td>\n",
       "      <td>0.836735</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>ERNIS</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>LV</td>\n",
       "      <td>57844</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3913934</th>\n",
       "      <td>1412475558</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>77.90.152.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>8767</td>\n",
       "      <td>DE</td>\n",
       "      <td>42821</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3942067</th>\n",
       "      <td>1412446956</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>200.12.197.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>97.267760</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>MEGADATOS</td>\n",
       "      <td>f</td>\n",
       "      <td>16509</td>\n",
       "      <td>EC</td>\n",
       "      <td>14618</td>\n",
       "      <td>customer</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3968887</th>\n",
       "      <td>1412420106</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.27.176.0/23</td>\n",
       "      <td>0.034014</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>24961</td>\n",
       "      <td>US</td>\n",
       "      <td>211975</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3968892</th>\n",
       "      <td>1412420101</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>83.147.13.0/24</td>\n",
       "      <td>0.034014</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>IPXO</td>\n",
       "      <td>f</td>\n",
       "      <td>24961</td>\n",
       "      <td>ES</td>\n",
       "      <td>211975</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3968897</th>\n",
       "      <td>1412420096</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>141.11.168.0/23</td>\n",
       "      <td>0.034014</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>24961</td>\n",
       "      <td>US</td>\n",
       "      <td>211975</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3968902</th>\n",
       "      <td>1412420091</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>83.147.14.0/24</td>\n",
       "      <td>0.034014</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>IPXO</td>\n",
       "      <td>f</td>\n",
       "      <td>24961</td>\n",
       "      <td>ES</td>\n",
       "      <td>211975</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3969398</th>\n",
       "      <td>1412420111</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.22.56.0/24</td>\n",
       "      <td>0.034014</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>24961</td>\n",
       "      <td>US</td>\n",
       "      <td>211975</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4144889</th>\n",
       "      <td>1412244264</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>85.31.166.0/24</td>\n",
       "      <td>0.292517</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>FIBTO Network</td>\n",
       "      <td>f</td>\n",
       "      <td>12779</td>\n",
       "      <td>IT</td>\n",
       "      <td>51569</td>\n",
       "      <td>peer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4541239</th>\n",
       "      <td>1411848270</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>45.67.126.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>12779</td>\n",
       "      <td>IT</td>\n",
       "      <td>44084</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4548328</th>\n",
       "      <td>1411841181</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>87.251.24.0/24</td>\n",
       "      <td>0.034014</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>24961</td>\n",
       "      <td>TR</td>\n",
       "      <td>211975</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4608908</th>\n",
       "      <td>1411779760</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>83.147.23.0/24</td>\n",
       "      <td>0.034014</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>autogen</td>\n",
       "      <td>f</td>\n",
       "      <td>24961</td>\n",
       "      <td>US</td>\n",
       "      <td>211975</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4608993</th>\n",
       "      <td>1411780406</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>5.183.109.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>available</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>41327</td>\n",
       "      <td>IT</td>\n",
       "      <td>205422</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4899514</th>\n",
       "      <td>1411489412</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>85.31.162.0/24</td>\n",
       "      <td>0.292517</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>FIBTO Network</td>\n",
       "      <td>f</td>\n",
       "      <td>12779</td>\n",
       "      <td>IT</td>\n",
       "      <td>51569</td>\n",
       "      <td>peer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4983212</th>\n",
       "      <td>1411406297</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>85.31.167.0/24</td>\n",
       "      <td>0.292517</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>FIBTO Network</td>\n",
       "      <td>f</td>\n",
       "      <td>12779</td>\n",
       "      <td>IT</td>\n",
       "      <td>51569</td>\n",
       "      <td>peer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4983216</th>\n",
       "      <td>1411406293</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>85.31.164.0/24</td>\n",
       "      <td>0.292517</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>FIBTO Network</td>\n",
       "      <td>f</td>\n",
       "      <td>12779</td>\n",
       "      <td>IT</td>\n",
       "      <td>51569</td>\n",
       "      <td>peer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                 timebin            prefix      hege  af  \\\n",
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       "695169   1415693749  2022-05-01 00:00:00+00   64.112.228.0/24  0.333333   4   \n",
       "699371   1415689703  2022-05-01 00:00:00+00  103.178.187.0/24  0.755102   4   \n",
       "699523   1415689556  2022-05-01 00:00:00+00  103.136.159.0/24  0.544218   4   \n",
       "699589   1415689423  2022-05-01 00:00:00+00   125.209.90.0/24  0.204082   4   \n",
       "699601   1415689411  2022-05-01 00:00:00+00    111.223.8.0/22  0.455782   4   \n",
       "699615   1415689397  2022-05-01 00:00:00+00    218.6.171.0/24  0.435374   4   \n",
       "700332   1415689177  2022-05-01 00:00:00+00  203.147.108.0/23  0.027211   4   \n",
       "702060   1415686946  2022-05-01 00:00:00+00  118.184.128.0/21  0.455782   4   \n",
       "704127   1415684795  2022-05-01 00:00:00+00  173.197.159.0/24  0.204082   4   \n",
       "705874   1415683051  2022-05-01 00:00:00+00   181.119.69.0/24  0.319728   4   \n",
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       "718692   1415670266  2022-05-01 00:00:00+00  121.227.168.0/24  0.435374   4   \n",
       "722108   1415667401  2022-05-01 00:00:00+00  146.109.145.0/24  0.646259   4   \n",
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       "804308   1415584674  2022-05-01 00:00:00+00   185.112.60.0/24  1.000000   4   \n",
       "858551   1415530605  2022-05-01 00:00:00+00  181.214.182.0/24  1.000000   4   \n",
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       "871221   1415517868  2022-05-01 00:00:00+00  213.209.129.0/24  0.210884   4   \n",
       "897082   1415492369  2022-05-01 00:00:00+00    45.206.36.0/24  1.000000   4   \n",
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       "915496   1415473559  2022-05-01 00:00:00+00   89.252.153.0/24  0.170068   4   \n",
       "951503   1415438006  2022-05-01 00:00:00+00  181.214.214.0/24  0.897959   4   \n",
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       "1031826  1415357611  2022-05-01 00:00:00+00   223.29.236.0/24  1.000000   4   \n",
       "1078166  1415310716  2022-05-01 00:00:00+00   223.29.238.0/24  1.000000   4   \n",
       "1147155  1415242304  2022-05-01 00:00:00+00   50.223.149.0/24  1.000000   4   \n",
       "1148173  1415241336  2022-05-01 00:00:00+00   192.62.232.0/21  1.000000   4   \n",
       "1308380  1415081073  2022-05-01 00:00:00+00   159.148.58.0/24  0.836735   4   \n",
       "1309639  1415079386  2022-05-01 00:00:00+00    5.160.146.0/24  2.000000   4   \n",
       "1353362  1415035525  2022-05-01 00:00:00+00  159.148.234.0/24  0.836735   4   \n",
       "1353368  1415035519  2022-05-01 00:00:00+00   159.148.26.0/24  0.836735   4   \n",
       "1356616  1415032502  2022-05-01 00:00:00+00    77.90.178.0/24  1.000000   4   \n",
       "1443593  1414945465  2022-05-01 00:00:00+00    45.67.124.0/23  1.000000   4   \n",
       "1506933  1414882206  2022-05-01 00:00:00+00    95.175.64.0/19  1.000000   4   \n",
       "1525676  1414863457  2022-05-01 00:00:00+00  103.135.255.0/24  1.000000   4   \n",
       "1526045  1414863025  2022-05-01 00:00:00+00   216.241.10.0/24  0.673469   4   \n",
       "1526085  1414862967  2022-05-01 00:00:00+00  135.180.164.0/24  0.319728   4   \n",
       "1526086  1414862966  2022-05-01 00:00:00+00  135.180.164.0/24  0.340136   4   \n",
       "1526290  1414862856  2022-05-01 00:00:00+00   118.188.20.0/22  0.414966   4   \n",
       "1526297  1414862849  2022-05-01 00:00:00+00    121.227.7.0/24  0.435374   4   \n",
       "1526310  1414862836  2022-05-01 00:00:00+00  121.228.130.0/24  0.435374   4   \n",
       "1526313  1414862833  2022-05-01 00:00:00+00   66.113.101.0/24  0.340136   4   \n",
       "1526314  1414862832  2022-05-01 00:00:00+00   66.113.101.0/24  0.340136   4   \n",
       "1526796  1414862713  2022-05-01 00:00:00+00  181.119.170.0/24  0.326531   4   \n",
       "1539442  1414849710  2022-05-01 00:00:00+00   185.49.142.0/24  0.544218   4   \n",
       "1539604  1414849556  2022-05-01 00:00:00+00   93.175.147.0/24  0.006803   4   \n",
       "1540316  1414849193  2022-05-01 00:00:00+00  173.197.158.0/24  0.197279   4   \n",
       "1549318  1414839689  2022-05-01 00:00:00+00   197.230.70.0/24  0.687075   4   \n",
       "1549407  1414839439  2022-05-01 00:00:00+00   181.119.82.0/24  0.319728   4   \n",
       "1549951  1414839558  2022-05-01 00:00:00+00  121.228.105.0/24  0.435374   4   \n",
       "1549954  1414839555  2022-05-01 00:00:00+00   125.72.240.0/23  0.435374   4   \n",
       "1549966  1414839543  2022-05-01 00:00:00+00  121.227.107.0/24  0.435374   4   \n",
       "1549972  1414839537  2022-05-01 00:00:00+00   118.188.18.0/23  0.414966   4   \n",
       "1549979  1414839530  2022-05-01 00:00:00+00  103.116.120.0/22  0.435374   4   \n",
       "1550819  1414838689  2022-05-01 00:00:00+00    121.46.68.0/22  0.585034   4   \n",
       "1661530  1414727498  2022-05-01 00:00:00+00   194.27.196.0/22  1.000000   4   \n",
       "1667976  1414721032  2022-05-01 00:00:00+00  203.150.133.0/24  0.435374   4   \n",
       "1744229  1414645280  2022-05-01 00:00:00+00   125.72.242.0/24  0.435374   4   \n",
       "1748803  1414640081  2022-05-01 00:00:00+00   185.112.61.0/24  1.000000   4   \n",
       "1748814  1414640070  2022-05-01 00:00:00+00   185.112.62.0/24  1.000000   4   \n",
       "1755964  1414633156  2022-05-01 00:00:00+00   159.148.54.0/24  0.836735   4   \n",
       "1755985  1414633135  2022-05-01 00:00:00+00  159.148.236.0/24  0.836735   4   \n",
       "1755991  1414633129  2022-05-01 00:00:00+00  159.148.109.0/24  0.836735   4   \n",
       "1762778  1414626313  2022-05-01 00:00:00+00   141.11.171.0/24  0.081633   4   \n",
       "1790096  1414599352  2022-05-01 00:00:00+00   161.129.43.0/24  0.755102   4   \n",
       "1799358  1414590116  2022-05-01 00:00:00+00  203.150.135.0/24  0.027211   4   \n",
       "1837836  1414551673  2022-05-01 00:00:00+00  181.214.183.0/24  1.000000   4   \n",
       "1847678  1414541174  2022-05-01 00:00:00+00    109.74.31.0/24  0.258503   4   \n",
       "1847686  1414541166  2022-05-01 00:00:00+00    77.90.150.0/24  0.217687   4   \n",
       "1887841  1414501668  2022-05-01 00:00:00+00    45.206.34.0/24  1.000000   4   \n",
       "1952657  1414436852  2022-05-01 00:00:00+00  103.156.184.0/23  1.000000   4   \n",
       "1953384  1414435720  2022-05-01 00:00:00+00   104.207.34.0/24  1.000000   4   \n",
       "1956337  1414432519  2022-05-01 00:00:00+00  103.219.234.0/24  0.047619   4   \n",
       "1962902  1414426607  2022-05-01 00:00:00+00     186.4.78.0/24  0.299320   4   \n",
       "1962919  1414426590  2022-05-01 00:00:00+00  181.119.122.0/24  0.319728   4   \n",
       "1962926  1414426583  2022-05-01 00:00:00+00   163.47.181.0/24  0.136054   4   \n",
       "1963022  1414426079  2022-05-01 00:00:00+00  103.108.160.0/24  0.435374   4   \n",
       "1968859  1414420285  2022-05-01 00:00:00+00  146.109.153.0/24  0.727891   4   \n",
       "1968930  1414420181  2022-05-01 00:00:00+00  103.178.186.0/24  0.755102   4   \n",
       "2075328  1414314156  2022-05-01 00:00:00+00   115.167.76.0/24  1.000000   4   \n",
       "2075356  1414314128  2022-05-01 00:00:00+00  113.203.243.0/24  1.000000   4   \n",
       "2077838  1414311215  2022-05-01 00:00:00+00   125.209.92.0/24  0.204082   4   \n",
       "2080080  1414308896  2022-05-01 00:00:00+00  103.102.252.0/24  0.666667   4   \n",
       "2114757  1414274339  2022-05-01 00:00:00+00   188.17.226.0/24  0.312925   4   \n",
       "2114762  1414274334  2022-05-01 00:00:00+00  186.179.120.0/24  0.360544   4   \n",
       "2121145  1414268135  2022-05-01 00:00:00+00    156.237.2.0/23  0.013605   4   \n",
       "2121236  1414268044  2022-05-01 00:00:00+00  203.150.136.0/24  0.435374   4   \n",
       "2266693  1414123628  2022-05-01 00:00:00+00   141.11.170.0/23  1.000000   4   \n",
       "2287609  1414101198  2022-05-01 00:00:00+00    103.77.16.0/24  0.040816   4   \n",
       "2398181  1413990726  2022-05-01 00:00:00+00  113.203.242.0/24  1.000000   4   \n",
       "2500313  1413889196  2022-05-01 00:00:00+00  213.209.156.0/24  1.000000   4   \n",
       "2500375  1413889134  2022-05-01 00:00:00+00    77.90.185.0/24  1.000000   4   \n",
       "2500386  1413889123  2022-05-01 00:00:00+00    77.90.139.0/24  1.000000   4   \n",
       "2556982  1413832003  2022-05-01 00:00:00+00   194.27.240.0/20  0.360544   4   \n",
       "2556985  1413832000  2022-05-01 00:00:00+00   194.27.240.0/20  0.857143   4   \n",
       "2590418  1413798726  2022-05-01 00:00:00+00      62.3.18.0/24  0.034014   4   \n",
       "2628900  1413760082  2022-05-01 00:00:00+00   212.23.219.0/24  0.034014   4   \n",
       "2628937  1413760045  2022-05-01 00:00:00+00  109.105.193.0/24  0.034014   4   \n",
       "2801783  1413587254  2022-05-01 00:00:00+00    85.31.165.0/24  0.292517   4   \n",
       "3347714  1413041782  2022-05-01 00:00:00+00  159.148.248.0/24  0.836735   4   \n",
       "3379907  1413009246  2022-05-01 00:00:00+00    45.45.197.0/24  1.000000   4   \n",
       "3411981  1412976988  2022-05-01 00:00:00+00    5.253.228.0/22  0.197279   4   \n",
       "3411982  1412976987  2022-05-01 00:00:00+00    5.253.228.0/22  0.102041   4   \n",
       "3420992  1412968025  2022-05-01 00:00:00+00    77.90.191.0/24  1.000000   4   \n",
       "3444252  1412945257  2022-05-01 00:00:00+00   159.148.62.0/24  0.836735   4   \n",
       "3465164  1412923852  2022-05-01 00:00:00+00  193.255.252.0/22  0.857143   4   \n",
       "3465168  1412923848  2022-05-01 00:00:00+00  193.255.252.0/22  0.353741   4   \n",
       "3484708  1412904637  2022-05-01 00:00:00+00   141.11.170.0/24  0.081633   4   \n",
       "3484950  1412903891  2022-05-01 00:00:00+00   197.230.59.0/24  0.693878   4   \n",
       "3485243  1412903784  2022-05-01 00:00:00+00   118.188.24.0/23  0.414966   4   \n",
       "3494908  1412893743  2022-05-01 00:00:00+00  103.178.186.0/23  0.755102   4   \n",
       "3494977  1412893674  2022-05-01 00:00:00+00     103.68.5.0/24  0.244898   4   \n",
       "3495451  1412894464  2022-05-01 00:00:00+00    200.80.44.0/24  0.319728   4   \n",
       "3497823  1412891686  2022-05-01 00:00:00+00  146.109.160.0/19  0.632653   4   \n",
       "3521982  1412867021  2022-05-01 00:00:00+00  203.150.132.0/24  0.027211   4   \n",
       "3569463  1412819584  2022-05-01 00:00:00+00    85.31.160.0/24  1.000000   4   \n",
       "3600507  1412788604  2022-05-01 00:00:00+00    45.206.35.0/24  1.000000   4   \n",
       "3638906  1412750603  2022-05-01 00:00:00+00   45.176.190.0/24  1.000000   4   \n",
       "3647425  1412741521  2022-05-01 00:00:00+00  103.185.224.0/24  1.000000   4   \n",
       "3654043  1412734589  2022-05-01 00:00:00+00  213.209.150.0/24  0.204082   4   \n",
       "3664212  1412724614  2022-05-01 00:00:00+00   104.207.35.0/24  1.000000   4   \n",
       "3667710  1412721754  2022-05-01 00:00:00+00  103.219.234.0/23  0.047619   4   \n",
       "3667715  1412721749  2022-05-01 00:00:00+00  103.219.235.0/24  0.047619   4   \n",
       "3677969  1412711531  2022-05-01 00:00:00+00     123.0.30.0/24  0.591837   4   \n",
       "3724534  1412664558  2022-05-01 00:00:00+00   223.29.239.0/24  1.000000   4   \n",
       "3725374  1412664541  2022-05-01 00:00:00+00   223.29.237.0/24  1.000000   4   \n",
       "3829301  1412559857  2022-05-01 00:00:00+00    194.69.96.0/19  1.000000   4   \n",
       "3875886  1412513563  2022-05-01 00:00:00+00  213.209.146.0/24  1.000000   4   \n",
       "3894344  1412494652  2022-05-01 00:00:00+00   194.27.238.0/23  0.857143   4   \n",
       "3894348  1412494648  2022-05-01 00:00:00+00   194.27.238.0/23  0.353741   4   \n",
       "3894365  1412494631  2022-05-01 00:00:00+00  193.140.252.0/23  0.857143   4   \n",
       "3894369  1412494627  2022-05-01 00:00:00+00  193.140.252.0/23  0.353741   4   \n",
       "3910357  1412478708  2022-05-01 00:00:00+00   159.148.66.0/24  0.836735   4   \n",
       "3910370  1412478695  2022-05-01 00:00:00+00  159.148.241.0/24  0.836735   4   \n",
       "3910376  1412478689  2022-05-01 00:00:00+00  159.148.239.0/24  0.836735   4   \n",
       "3913934  1412475558  2022-05-01 00:00:00+00    77.90.152.0/24  1.000000   4   \n",
       "3942067  1412446956  2022-05-01 00:00:00+00   200.12.197.0/24  1.000000   4   \n",
       "3968887  1412420106  2022-05-01 00:00:00+00   185.27.176.0/23  0.034014   4   \n",
       "3968892  1412420101  2022-05-01 00:00:00+00    83.147.13.0/24  0.034014   4   \n",
       "3968897  1412420096  2022-05-01 00:00:00+00   141.11.168.0/23  0.034014   4   \n",
       "3968902  1412420091  2022-05-01 00:00:00+00    83.147.14.0/24  0.034014   4   \n",
       "3969398  1412420111  2022-05-01 00:00:00+00    185.22.56.0/24  0.034014   4   \n",
       "4144889  1412244264  2022-05-01 00:00:00+00    85.31.166.0/24  0.292517   4   \n",
       "4541239  1411848270  2022-05-01 00:00:00+00    45.67.126.0/24  1.000000   4   \n",
       "4548328  1411841181  2022-05-01 00:00:00+00    87.251.24.0/24  0.034014   4   \n",
       "4608908  1411779760  2022-05-01 00:00:00+00    83.147.23.0/24  0.034014   4   \n",
       "4608993  1411780406  2022-05-01 00:00:00+00    5.183.109.0/24  1.000000   4   \n",
       "4899514  1411489412  2022-05-01 00:00:00+00    85.31.162.0/24  0.292517   4   \n",
       "4983212  1411406297  2022-05-01 00:00:00+00    85.31.167.0/24  0.292517   4   \n",
       "4983216  1411406293  2022-05-01 00:00:00+00    85.31.164.0/24  0.292517   4   \n",
       "\n",
       "         visibility rpki_status             irr_status  \\\n",
       "693752    54.644809     Invalid                Invalid   \n",
       "695168    36.065574     Invalid  Invalid,more-specific   \n",
       "695169    36.065574     Invalid  Invalid,more-specific   \n",
       "699371    57.377049     Invalid                Invalid   \n",
       "699523    61.748634     Invalid                Invalid   \n",
       "699589    50.273224     Invalid                Invalid   \n",
       "699601    43.169399     Invalid                Invalid   \n",
       "699615    41.530055     Invalid                  Valid   \n",
       "700332    60.109290     Invalid                  Valid   \n",
       "702060    43.169399     Invalid                  Valid   \n",
       "704127    22.950820     Invalid                Invalid   \n",
       "705874    33.333333     Invalid                  Valid   \n",
       "706315    41.530055     Invalid                  Valid   \n",
       "718667    41.530055     Invalid                  Valid   \n",
       "718692    41.530055     Invalid                  Valid   \n",
       "722108    54.644809     Invalid                Invalid   \n",
       "747649    99.453552     Invalid                Invalid   \n",
       "756920    98.907104     Invalid                Invalid   \n",
       "774617    98.907104     Invalid                Invalid   \n",
       "781554    51.912568     Invalid                  Valid   \n",
       "804308    99.453552     Invalid                Invalid   \n",
       "858551    99.453552     Invalid  Invalid,more-specific   \n",
       "858915    98.907104     Invalid                  Valid   \n",
       "871221    98.360656     Invalid                Invalid   \n",
       "897082    98.907104     Invalid                Invalid   \n",
       "915488    98.360656     Invalid                Invalid   \n",
       "915496    97.814208     Invalid                Invalid   \n",
       "951503    68.306011     Invalid                Invalid   \n",
       "962162    98.360656     Invalid                Invalid   \n",
       "1031826   96.174863     Invalid  Invalid,more-specific   \n",
       "1078166   98.907104     Invalid  Invalid,more-specific   \n",
       "1147155   96.721311     Invalid                Invalid   \n",
       "1148173   99.453552     Invalid                Invalid   \n",
       "1308380   98.907104     Invalid                Invalid   \n",
       "1309639   98.907104     Invalid                Invalid   \n",
       "1353362   98.907104     Invalid                Invalid   \n",
       "1353368   98.907104     Invalid                Invalid   \n",
       "1356616   99.453552     Invalid                Invalid   \n",
       "1443593   99.453552     Invalid                Invalid   \n",
       "1506933   99.453552     Invalid                Invalid   \n",
       "1525676   73.224044     Invalid                Invalid   \n",
       "1526045   55.191257     Invalid                Invalid   \n",
       "1526085   34.972678     Invalid                Invalid   \n",
       "1526086   34.972678     Invalid                Invalid   \n",
       "1526290   40.437158     Invalid                  Valid   \n",
       "1526297   41.530055     Invalid                  Valid   \n",
       "1526310   41.530055     Invalid                  Valid   \n",
       "1526313   34.972678     Invalid                Invalid   \n",
       "1526314   34.972678     Invalid                Invalid   \n",
       "1526796   34.426230     Invalid  Invalid,more-specific   \n",
       "1539442   48.087432     Invalid                  Valid   \n",
       "1539604   55.737705     Invalid                  Valid   \n",
       "1540316   23.497268     Invalid                  Valid   \n",
       "1549318   55.737705     Invalid                Invalid   \n",
       "1549407   33.333333     Invalid                  Valid   \n",
       "1549951   41.530055     Invalid                  Valid   \n",
       "1549954   41.530055     Invalid                  Valid   \n",
       "1549966   41.530055     Invalid                  Valid   \n",
       "1549972   40.437158     Invalid                  Valid   \n",
       "1549979   42.076503     Invalid                  Valid   \n",
       "1550819   51.366120     Invalid                Invalid   \n",
       "1661530   98.907104     Invalid                Invalid   \n",
       "1667976   51.366120     Invalid                  Valid   \n",
       "1744229   41.530055     Invalid                  Valid   \n",
       "1748803   99.453552     Invalid                Invalid   \n",
       "1748814   99.453552     Invalid                Invalid   \n",
       "1755964   98.907104     Invalid                Invalid   \n",
       "1755985   98.907104     Invalid                Invalid   \n",
       "1755991   98.907104     Invalid                Invalid   \n",
       "1762778   14.207650     Invalid                Invalid   \n",
       "1790096   96.721311     Invalid                Invalid   \n",
       "1799358   51.912568     Invalid                  Valid   \n",
       "1837836   98.907104     Invalid  Invalid,more-specific   \n",
       "1847678   98.360656     Invalid                Invalid   \n",
       "1847686   98.360656     Invalid                Invalid   \n",
       "1887841   98.907104     Invalid                Invalid   \n",
       "1952657   97.267760     Invalid                  Valid   \n",
       "1953384   97.814208     Invalid                Invalid   \n",
       "1956337   98.360656     Invalid                Invalid   \n",
       "1962902   33.879781     Invalid                Invalid   \n",
       "1962919   33.333333     Invalid                  Valid   \n",
       "1962926   18.032787     Invalid                  Valid   \n",
       "1963022   42.076503     Invalid                  Valid   \n",
       "1968859   61.748634     Invalid                Invalid   \n",
       "1968930   57.377049     Invalid                Invalid   \n",
       "2075328   99.453552     Invalid                Invalid   \n",
       "2075356   99.453552     Invalid                  Valid   \n",
       "2077838   50.273224     Invalid                  Valid   \n",
       "2080080   98.360656     Invalid                Invalid   \n",
       "2114757   32.786885     Invalid                Invalid   \n",
       "2114762   34.972678     Invalid                Invalid   \n",
       "2121145    9.836066     Invalid                  Valid   \n",
       "2121236   51.366120     Invalid                  Valid   \n",
       "2266693   98.907104     Invalid                Invalid   \n",
       "2287609   98.360656     Invalid                Invalid   \n",
       "2398181   99.453552     Invalid                  Valid   \n",
       "2500313   99.453552     Invalid                Invalid   \n",
       "2500375   99.453552     Invalid                Invalid   \n",
       "2500386   99.453552     Invalid  Invalid,more-specific   \n",
       "2556982   98.907104     Invalid                Invalid   \n",
       "2556985   98.907104     Invalid                Invalid   \n",
       "2590418   98.907104     Invalid                Invalid   \n",
       "2628900   98.907104     Invalid                Invalid   \n",
       "2628937   98.907104     Invalid                Invalid   \n",
       "2801783   98.907104     Invalid                Invalid   \n",
       "3347714   98.907104     Invalid                Invalid   \n",
       "3379907   99.453552     Invalid                Invalid   \n",
       "3411981   98.907104     Invalid                Invalid   \n",
       "3411982   98.907104     Invalid                Invalid   \n",
       "3420992   99.453552     Invalid                Invalid   \n",
       "3444252   98.907104     Invalid                Invalid   \n",
       "3465164   98.360656     Invalid                  Valid   \n",
       "3465168   98.360656     Invalid                  Valid   \n",
       "3484708   14.207650     Invalid                Invalid   \n",
       "3484950   56.284153     Invalid                Invalid   \n",
       "3485243   40.437158     Invalid                  Valid   \n",
       "3494908   57.377049     Invalid                Invalid   \n",
       "3494977   56.284153     Invalid                Invalid   \n",
       "3495451   33.879781     Invalid                Invalid   \n",
       "3497823   54.644809     Invalid                Invalid   \n",
       "3521982   51.912568     Invalid                  Valid   \n",
       "3569463   98.907104     Invalid                Invalid   \n",
       "3600507   98.907104     Invalid                Invalid   \n",
       "3638906   97.814208     Invalid                Invalid   \n",
       "3647425   97.814208     Invalid                Invalid   \n",
       "3654043   98.360656     Invalid                Invalid   \n",
       "3664212   97.814208     Invalid                Invalid   \n",
       "3667710   98.360656     Invalid                Invalid   \n",
       "3667715   98.360656     Invalid                Invalid   \n",
       "3677969   98.907104     Invalid                Invalid   \n",
       "3724534   98.907104     Invalid  Invalid,more-specific   \n",
       "3725374   98.907104     Invalid  Invalid,more-specific   \n",
       "3829301   97.814208     Invalid                Invalid   \n",
       "3875886   99.453552     Invalid                Invalid   \n",
       "3894344   98.360656     Invalid                Invalid   \n",
       "3894348   98.360656     Invalid                Invalid   \n",
       "3894365   98.360656     Invalid                  Valid   \n",
       "3894369   98.360656     Invalid                  Valid   \n",
       "3910357   98.907104     Invalid                Invalid   \n",
       "3910370   98.907104     Invalid                Invalid   \n",
       "3910376   98.907104     Invalid                Invalid   \n",
       "3913934   99.453552     Invalid                Invalid   \n",
       "3942067   97.267760     Invalid                Invalid   \n",
       "3968887   98.907104     Invalid                Invalid   \n",
       "3968892   98.907104     Invalid                  Valid   \n",
       "3968897   98.907104     Invalid                Invalid   \n",
       "3968902   98.907104     Invalid                  Valid   \n",
       "3969398   98.907104     Invalid                Invalid   \n",
       "4144889   98.907104     Invalid                Invalid   \n",
       "4541239   99.453552     Invalid                Invalid   \n",
       "4548328   98.907104     Invalid                Invalid   \n",
       "4608908   98.907104     Invalid                Invalid   \n",
       "4608993   98.907104     Invalid                Invalid   \n",
       "4899514   98.907104     Invalid                Invalid   \n",
       "4983212   98.907104     Invalid                Invalid   \n",
       "4983216   98.907104     Invalid                Invalid   \n",
       "\n",
       "        delegated_prefix_status delegated_asn_status  \\\n",
       "693752                 assigned             assigned   \n",
       "695168                 assigned             assigned   \n",
       "695169                 assigned             assigned   \n",
       "699371                 assigned             assigned   \n",
       "699523                 assigned             assigned   \n",
       "699589                 assigned             assigned   \n",
       "699601                 assigned             assigned   \n",
       "699615                 assigned             assigned   \n",
       "700332                 assigned             assigned   \n",
       "702060                 assigned             assigned   \n",
       "704127                 assigned             assigned   \n",
       "705874                 assigned             assigned   \n",
       "706315                 assigned             assigned   \n",
       "718667                 assigned             assigned   \n",
       "718692                 assigned             assigned   \n",
       "722108                 assigned             assigned   \n",
       "747649                 assigned             assigned   \n",
       "756920                 assigned             assigned   \n",
       "774617                 assigned             assigned   \n",
       "781554                 assigned             assigned   \n",
       "804308                 assigned             assigned   \n",
       "858551                 assigned             assigned   \n",
       "858915                 assigned             assigned   \n",
       "871221                 assigned             assigned   \n",
       "897082                 assigned             assigned   \n",
       "915488                 assigned             assigned   \n",
       "915496                 assigned             assigned   \n",
       "951503                 assigned             assigned   \n",
       "962162                 assigned             assigned   \n",
       "1031826                assigned             assigned   \n",
       "1078166                assigned             assigned   \n",
       "1147155                assigned             assigned   \n",
       "1148173                assigned             assigned   \n",
       "1308380                assigned             assigned   \n",
       "1309639                assigned             assigned   \n",
       "1353362                assigned             assigned   \n",
       "1353368                assigned             assigned   \n",
       "1356616                assigned             assigned   \n",
       "1443593                assigned             assigned   \n",
       "1506933                assigned             assigned   \n",
       "1525676                assigned             assigned   \n",
       "1526045                assigned             assigned   \n",
       "1526085                assigned             reserved   \n",
       "1526086                assigned             reserved   \n",
       "1526290                assigned             assigned   \n",
       "1526297                assigned             assigned   \n",
       "1526310                assigned             assigned   \n",
       "1526313                assigned             assigned   \n",
       "1526314                assigned             assigned   \n",
       "1526796                assigned             assigned   \n",
       "1539442                assigned             assigned   \n",
       "1539604                assigned             assigned   \n",
       "1540316                assigned             assigned   \n",
       "1549318                assigned             assigned   \n",
       "1549407                assigned             assigned   \n",
       "1549951                assigned             assigned   \n",
       "1549954                assigned             assigned   \n",
       "1549966                assigned             assigned   \n",
       "1549972                assigned             assigned   \n",
       "1549979                assigned             assigned   \n",
       "1550819                assigned             assigned   \n",
       "1661530                assigned             assigned   \n",
       "1667976                assigned             assigned   \n",
       "1744229                assigned             assigned   \n",
       "1748803                assigned             assigned   \n",
       "1748814                assigned             assigned   \n",
       "1755964                assigned             assigned   \n",
       "1755985                assigned             assigned   \n",
       "1755991                assigned             assigned   \n",
       "1762778                assigned             assigned   \n",
       "1790096                assigned             assigned   \n",
       "1799358                assigned             assigned   \n",
       "1837836                assigned             assigned   \n",
       "1847678                assigned             assigned   \n",
       "1847686                assigned             assigned   \n",
       "1887841                assigned             assigned   \n",
       "1952657                assigned             assigned   \n",
       "1953384                assigned             assigned   \n",
       "1956337                assigned             assigned   \n",
       "1962902                assigned             assigned   \n",
       "1962919                assigned             assigned   \n",
       "1962926                assigned             assigned   \n",
       "1963022                assigned             assigned   \n",
       "1968859                assigned             assigned   \n",
       "1968930                assigned             assigned   \n",
       "2075328                assigned             assigned   \n",
       "2075356                assigned             assigned   \n",
       "2077838                assigned             assigned   \n",
       "2080080                assigned             assigned   \n",
       "2114757                assigned             assigned   \n",
       "2114762                assigned             assigned   \n",
       "2121145                assigned             assigned   \n",
       "2121236                assigned             assigned   \n",
       "2266693                assigned             assigned   \n",
       "2287609                assigned             assigned   \n",
       "2398181                assigned             assigned   \n",
       "2500313                assigned             assigned   \n",
       "2500375                assigned             assigned   \n",
       "2500386                assigned             assigned   \n",
       "2556982                assigned             assigned   \n",
       "2556985                assigned             assigned   \n",
       "2590418                assigned             assigned   \n",
       "2628900                assigned             assigned   \n",
       "2628937                assigned             assigned   \n",
       "2801783                assigned             assigned   \n",
       "3347714                assigned             assigned   \n",
       "3379907                assigned             assigned   \n",
       "3411981                assigned             assigned   \n",
       "3411982                assigned             assigned   \n",
       "3420992                assigned             assigned   \n",
       "3444252                assigned             assigned   \n",
       "3465164                assigned             assigned   \n",
       "3465168                assigned             assigned   \n",
       "3484708                assigned             assigned   \n",
       "3484950                assigned             assigned   \n",
       "3485243                assigned             assigned   \n",
       "3494908                assigned             assigned   \n",
       "3494977                assigned             assigned   \n",
       "3495451                assigned             assigned   \n",
       "3497823                assigned             assigned   \n",
       "3521982                assigned             assigned   \n",
       "3569463                assigned             assigned   \n",
       "3600507                assigned             assigned   \n",
       "3638906                assigned             assigned   \n",
       "3647425                assigned             assigned   \n",
       "3654043                assigned             assigned   \n",
       "3664212                assigned             assigned   \n",
       "3667710                assigned             assigned   \n",
       "3667715                assigned             assigned   \n",
       "3677969                assigned             assigned   \n",
       "3724534                assigned             assigned   \n",
       "3725374                assigned             assigned   \n",
       "3829301                assigned             assigned   \n",
       "3875886                assigned             assigned   \n",
       "3894344                assigned             assigned   \n",
       "3894348                assigned             assigned   \n",
       "3894365                assigned             assigned   \n",
       "3894369                assigned             assigned   \n",
       "3910357                assigned             assigned   \n",
       "3910370                assigned             assigned   \n",
       "3910376                assigned             assigned   \n",
       "3913934                assigned             assigned   \n",
       "3942067                assigned             assigned   \n",
       "3968887                assigned             assigned   \n",
       "3968892                assigned             assigned   \n",
       "3968897                assigned             assigned   \n",
       "3968902                assigned             assigned   \n",
       "3969398                assigned             assigned   \n",
       "4144889                assigned             assigned   \n",
       "4541239                assigned             assigned   \n",
       "4548328                assigned             assigned   \n",
       "4608908                assigned             assigned   \n",
       "4608993                assigned            available   \n",
       "4899514                assigned             assigned   \n",
       "4983212                assigned             assigned   \n",
       "4983216                assigned             assigned   \n",
       "\n",
       "                                                     descr moas  asn_id  \\\n",
       "693752                                                 NaN    f    3303   \n",
       "695168                  Proxy route-object for IP Services    f   33490   \n",
       "695169                  Proxy route-object for IP Services    f    7922   \n",
       "699371        Emran Hossain Oyon\\n268/3 Noyatola, Mogbazar    f   10075   \n",
       "699523                                Dhaka Fiber Net Ltd.    f   10075   \n",
       "699589                                      ETISALAT-ROUTE    f   38193   \n",
       "699601                                             POSDATA    f    4134   \n",
       "699615                         SICHUANIDC province network    f    4134   \n",
       "700332                                          APNIC RAND    f   22548   \n",
       "702060                                         CTJS NJ-IDC    f    4134   \n",
       "704127                                            RR-Route    f    7843   \n",
       "705874   This route object is for IFX Networks customer...    f   52468   \n",
       "706315                                        JS-CT SZ-IDC    f    4134   \n",
       "718667                         SICHUANIDC province network    f    4134   \n",
       "718692                                        JS-CT SZ-IDC    f    4134   \n",
       "722108                                                 NaN    f    3303   \n",
       "747649        PRISAC AVIATION TECHNOLOGIES PRIVATE LIMITED    f  136308   \n",
       "756920                                       FIBTO Network    f   12779   \n",
       "774617                                             ULAKNET    f   12735   \n",
       "781554               Provincial waterworks authority (PWA)    f   45796   \n",
       "804308                                                 NaN    f   39120   \n",
       "858551                    Digital Energy Technologies LTD.    f   28007   \n",
       "858915                    Digital Energy Technologies LTD.    f   28007   \n",
       "871221                                                 NaN    f   12735   \n",
       "897082                                DubaiÂ SkyÂ Internet    f   38193   \n",
       "915488                                                 NaN    f   12735   \n",
       "915496                                                 NaN    f   12735   \n",
       "951503                                                 NaN    t   28007   \n",
       "962162                                                 NaN    f   12735   \n",
       "1031826                       QUBEE - Karachi Route object    f   38193   \n",
       "1078166                       QUBEE - Karachi Route object    f   38193   \n",
       "1147155  Comcast Cable Communications, Inc.\\n1800 Bisho...    f    7922   \n",
       "1148173                             Unisys - North America    f    7843   \n",
       "1308380                                                NaN    f   12735   \n",
       "1309639                                                NaN    f   31549   \n",
       "1353362                                             LATNET    f   12735   \n",
       "1353368                                             LATNET    f   12735   \n",
       "1356616                                                NaN    f    8767   \n",
       "1443593                                                NaN    f   12779   \n",
       "1506933                                          UCC-ROUTE    f   47787   \n",
       "1525676  Md Abul Khaer\\n24/3 Chamelibag,\\nShantinagar, ...    t   10075   \n",
       "1526045                                                IFX    f   52468   \n",
       "1526085                                          Sonic.net    f   33667   \n",
       "1526086                                          Sonic.net    f    7922   \n",
       "1526290                                    regist for user    f    4134   \n",
       "1526297                                       JS-CT SZ-IDC    f    4134   \n",
       "1526310                                       JS-CT SZ-IDC    f    4134   \n",
       "1526313                          Optic Fusion Route Object    f   33650   \n",
       "1526314                          Optic Fusion Route Object    f    7922   \n",
       "1526796  This route object is for a IFX Networks custom...    f   52468   \n",
       "1539442                                                NaN    f    8283   \n",
       "1539604  RIPE-NCC-RIS Routing Certification Beacon Pref...    f   12859   \n",
       "1540316                     RR-RC-Meridian Bioscience-Ohio    f    7843   \n",
       "1549318                          GGC Orange Morocco Prefix    f   36925   \n",
       "1549407  This route object is for IFX Networks customer...    f   52468   \n",
       "1549951                                       JS-CT SZ-IDC    f    4134   \n",
       "1549954                  CHINANET Qinghai Province Network    f    4134   \n",
       "1549966                                       JS-CT SZ-IDC    f    4134   \n",
       "1549972                                    regist for user    f    4134   \n",
       "1549979                                    regist for user    f    4134   \n",
       "1550819    Bani Networks LTD < Internet Service Provider >    f   10075   \n",
       "1661530                                            ULAKNET    f   12735   \n",
       "1667976              Provincial waterworks authority (PWA)    f   45796   \n",
       "1744229                  CHINANET Qinghai Province Network    f    4134   \n",
       "1748803                                                NaN    f   39120   \n",
       "1748814                                                NaN    f   39120   \n",
       "1755964                                             LATNET    f   12735   \n",
       "1755985                           lvrtc proxy route object    f   12735   \n",
       "1755991                                             LATNET    f   12735   \n",
       "1762778                                                NaN    f   57695   \n",
       "1790096                                               UOVZ    f   57695   \n",
       "1799358              Provincial waterworks authority (PWA)    f   45796   \n",
       "1837836                   Digital Energy Technologies LTD.    f   28007   \n",
       "1847678                                                NaN    f   12735   \n",
       "1847686                                                NaN    f   12735   \n",
       "1887841        NasstecÂ AirnetÂ NetworksÂ PrivateÂ Limited    f   38193   \n",
       "1952657                                            ALLPASS    f   34553   \n",
       "1953384                                                NaN    f    4809   \n",
       "1956337  Nextgen Networks Limited\\nFloor 2, House 3, Ro...    f   10075   \n",
       "1962902  This route object is for a IFX Networks custom...    f   52468   \n",
       "1962919  This route object is for IFX Networks customer...    f   52468   \n",
       "1962926  160 Varick st 12th FL\\nNew York NY 10014\\nUnit...    f   54825   \n",
       "1963022                                  Chinanet Shanghai    f    4134   \n",
       "1968859                                                NaN    f    3303   \n",
       "1968930       Emran Hossain Oyon\\n268/3 Noyatola, Mogbazar    f   10075   \n",
       "2075328                                TRANSWORLD via EMIX    f   38193   \n",
       "2075356                                      PTCL via EMIX    f   38193   \n",
       "2077838                    Multinet Route Object 125-92/24    f   38193   \n",
       "2080080  Nextgen Networks Limited\\nFloor 2, House 3, Ro...    f  139009   \n",
       "2114757                                Rostelecom networks    f    4809   \n",
       "2114762              LACNIC generated route for Cable Onda    f   18809   \n",
       "2121145                                     CMI IP Transit    f    4809   \n",
       "2121236              Provincial waterworks authority (PWA)    f   45796   \n",
       "2266693                                                NaN    f   57695   \n",
       "2287609                             ICC Communication Ltd.    f   10075   \n",
       "2398181                                      PTCL via EMIX    f   38193   \n",
       "2500313                                                NaN    f    8767   \n",
       "2500375                                                NaN    f    8767   \n",
       "2500386                               DE-RAPIDNET-20140326    f    8767   \n",
       "2556982                                            ULAKNET    f   21320   \n",
       "2556985                                            ULAKNET    f   12735   \n",
       "2590418                                                NaN    f   24961   \n",
       "2628900                   Digital Energy Technologies LTD.    f   24961   \n",
       "2628937                                                NaN    f   24961   \n",
       "2801783                                      FIBTO Network    f   12779   \n",
       "3347714                                             LATNET    f   12735   \n",
       "3379907       PO Box 86272\\nTucson AZ 85754\\nUnited States    f   16509   \n",
       "3411981                                                NaN    f   21320   \n",
       "3411982                                                NaN    f    2603   \n",
       "3420992                                                NaN    f    8767   \n",
       "3444252                                             LATNET    f   12735   \n",
       "3465164                                 Sakarya University    f   12735   \n",
       "3465168                                 Sakarya University    f   21320   \n",
       "3484708                                                NaN    f   57695   \n",
       "3484950                          GGC Orange Morocco Prefix    f   36925   \n",
       "3485243                                    regist for user    f    4134   \n",
       "3494908       Emran Hossain Oyon\\n268/3 Noyatola, Mogbazar    f   10075   \n",
       "3494977                     Route object for 103.68.5.0/24    f   10075   \n",
       "3495451                      Proxy-registered route object    f   52468   \n",
       "3497823                                                NaN    f    3303   \n",
       "3521982              Provincial waterworks authority (PWA)    f   45796   \n",
       "3569463                                      FIBTO Network    f   12779   \n",
       "3600507                               DubaiÂ SkyÂ Internet    f   38193   \n",
       "3638906                                     EISIP SA de CV    f   12735   \n",
       "3647425  Fardin Mahbub\\nJahurul Islam Road, East Vagolp...    f  139009   \n",
       "3654043                                                NaN    f   12735   \n",
       "3664212                                                NaN    f    4809   \n",
       "3667710  Nextgen Networks Limited\\nFloor 2, House 3, Ro...    f   10075   \n",
       "3667715  Nextgen Networks Limited\\nFloor 2, House 3, Ro...    f   10075   \n",
       "3677969                                      IIL IP Blocks    f   10075   \n",
       "3724534                       QUBEE - Karachi Route object    f   38193   \n",
       "3725374                       QUBEE - Karachi Route object    f   38193   \n",
       "3829301                                Microsoft Corporate    f    8075   \n",
       "3875886                                                NaN    f    8767   \n",
       "3894344                                            ULAKNET    f   12735   \n",
       "3894348                                            ULAKNET    f   21320   \n",
       "3894365                                 Sakarya University    f   12735   \n",
       "3894369                                 Sakarya University    f   21320   \n",
       "3910357                                             LATNET    f   12735   \n",
       "3910370                                             LATNET    f   12735   \n",
       "3910376                                              ERNIS    f   12735   \n",
       "3913934                                                NaN    f    8767   \n",
       "3942067                                          MEGADATOS    f   16509   \n",
       "3968887                                                NaN    f   24961   \n",
       "3968892                                               IPXO    f   24961   \n",
       "3968897                                                NaN    f   24961   \n",
       "3968902                                               IPXO    f   24961   \n",
       "3969398                                                NaN    f   24961   \n",
       "4144889                                      FIBTO Network    f   12779   \n",
       "4541239                                                NaN    f   12779   \n",
       "4548328                                                NaN    f   24961   \n",
       "4608908                                            autogen    f   24961   \n",
       "4608993                                                NaN    f   41327   \n",
       "4899514                                      FIBTO Network    f   12779   \n",
       "4983212                                      FIBTO Network    f   12779   \n",
       "4983216                                      FIBTO Network    f   12779   \n",
       "\n",
       "        country_id  originasn_id relationship nettype  \n",
       "693752          CH         20743     customer     ISP  \n",
       "695168          US         22171     customer     ISP  \n",
       "695169          US         22171        norel     ISP  \n",
       "699371          BD        149649        norel     ISP  \n",
       "699523          BD        141731     customer     ISP  \n",
       "699589          PK        135523        norel     ISP  \n",
       "699601          CN           109        norel     ISP  \n",
       "699615          CN        139220        norel     ISP  \n",
       "700332          AU         24021        norel     ISP  \n",
       "702060          CN        137702     customer     ISP  \n",
       "704127          US         29890        norel     ISP  \n",
       "705874          CO        266725     customer     ISP  \n",
       "706315          CN        140292     customer     ISP  \n",
       "718667          CN        139220        norel     ISP  \n",
       "718692          CN        140292     customer     ISP  \n",
       "722108          CH         20743     customer     ISP  \n",
       "747649          IN        133660     customer     ISP  \n",
       "756920          IT         51569         peer     ISP  \n",
       "774617          TR         24614        norel     ISP  \n",
       "781554          TH         45752        norel     ISP  \n",
       "804308          IT        204176     customer     ISP  \n",
       "858551          AU        272082     customer     ISP  \n",
       "858915          BR        272082     customer     ISP  \n",
       "871221          DE        208485        norel     ISP  \n",
       "897082          PK        131471        norel     ISP  \n",
       "915488          GB        208485        norel     ISP  \n",
       "915496          TR        213252        norel     ISP  \n",
       "951503          AU        272082     customer     ISP  \n",
       "962162          AL        208485        norel     ISP  \n",
       "1031826         PK          9387     customer     ISP  \n",
       "1078166         PK          9387     customer     ISP  \n",
       "1147155         US         32926        norel     ISP  \n",
       "1148173         US         40264        norel     ISP  \n",
       "1308380         LV         57844     customer     ISP  \n",
       "1309639         IR         62048     customer     ISP  \n",
       "1353362         LV         57844     customer     ISP  \n",
       "1353368         LV         57844     customer     ISP  \n",
       "1356616         DE         42821     customer     ISP  \n",
       "1443593         IT         44084     customer     ISP  \n",
       "1506933         KW        203020     customer     ISP  \n",
       "1525676         BD        139325        norel     ISP  \n",
       "1526045         CL         52411        norel     ISP  \n",
       "1526085         US         10475     customer     ISP  \n",
       "1526086         US         10475        norel     ISP  \n",
       "1526290         CN          4847     customer     ISP  \n",
       "1526297         CN        140292     customer     ISP  \n",
       "1526310         CN        140292     customer     ISP  \n",
       "1526313         US        393387     customer     ISP  \n",
       "1526314         US        393387        norel     ISP  \n",
       "1526796         AR         18747     customer     ISP  \n",
       "1539442         NL        211321     customer     ISP  \n",
       "1539604         NL         12654     customer     ISP  \n",
       "1540316         US        399807        norel     ISP  \n",
       "1549318         MA         36040        norel     ISP  \n",
       "1549407         CO        266725     customer     ISP  \n",
       "1549951         CN        140292     customer     ISP  \n",
       "1549954         CN        140061     customer     ISP  \n",
       "1549966         CN        140292     customer     ISP  \n",
       "1549972         CN          4847     customer     ISP  \n",
       "1549979         CN          4847     customer     ISP  \n",
       "1550819         BD        133034        norel     ISP  \n",
       "1661530         TR         24614        norel     ISP  \n",
       "1667976         TH         45752        norel     ISP  \n",
       "1744229         CN        140061     customer     ISP  \n",
       "1748803         IT        204176     customer     ISP  \n",
       "1748814         IT        204176     customer     ISP  \n",
       "1755964         LV         57844     customer     ISP  \n",
       "1755985         LV         57844     customer     ISP  \n",
       "1755991         LV         57844     customer     ISP  \n",
       "1762778         US        140096     customer     ISP  \n",
       "1790096         US        140096     customer     ISP  \n",
       "1799358         TH         45752        norel     ISP  \n",
       "1837836         AU        272082     customer     ISP  \n",
       "1847678         AL        208485        norel     ISP  \n",
       "1847686         DE        208485        norel     ISP  \n",
       "1887841         ZA        131471        norel     ISP  \n",
       "1952657         TW          7480     customer     ISP  \n",
       "1953384         HK        136038     customer     ISP  \n",
       "1956337         BD        135437        norel     ISP  \n",
       "1962902         AR        264688        norel     ISP  \n",
       "1962919         AR        266725     customer     ISP  \n",
       "1962926         US         18877     customer     CDN  \n",
       "1963022         CN          4812     customer     ISP  \n",
       "1968859         CH         20743     customer     ISP  \n",
       "1968930         BD        149649        norel     ISP  \n",
       "2075328         PK        136030     customer     ISP  \n",
       "2075356         US          9387     customer     ISP  \n",
       "2077838         PK        135523        norel     ISP  \n",
       "2080080         US        138346     customer     ISP  \n",
       "2114757         RU         28267        norel     ISP  \n",
       "2114762         PA         21599     customer     ISP  \n",
       "2121145         US        140107        norel     ISP  \n",
       "2121236         TH         45752        norel     ISP  \n",
       "2266693         US        140096     customer     ISP  \n",
       "2287609         BD         58689        norel     ISP  \n",
       "2398181         US          9387     customer     ISP  \n",
       "2500313         DE         42821     customer     ISP  \n",
       "2500375         DE         42821     customer     ISP  \n",
       "2500386         DE         42821     customer     ISP  \n",
       "2556982         TR         24614        norel     ISP  \n",
       "2556985         TR         24614        norel     ISP  \n",
       "2590418         US        211975        norel     ISP  \n",
       "2628900         LT        211975        norel     ISP  \n",
       "2628937         BA        211975        norel     ISP  \n",
       "2801783         IT         51569         peer     ISP  \n",
       "3347714         LV         57844     customer     ISP  \n",
       "3379907         US         14618     customer     CDN  \n",
       "3411981         US        209868        norel     ISP  \n",
       "3411982         US        209868        norel     ISP  \n",
       "3420992         GB         42821     customer     ISP  \n",
       "3444252         LV         57844     customer     ISP  \n",
       "3465164         TR         24614        norel     ISP  \n",
       "3465168         TR         24614        norel     ISP  \n",
       "3484708         US        140096     customer     ISP  \n",
       "3484950         MA         36040        norel     ISP  \n",
       "3485243         CN          4847     customer     ISP  \n",
       "3494908         BD        149649        norel     ISP  \n",
       "3494977         BD             3        norel     ISP  \n",
       "3495451         AR         52270        norel     ISP  \n",
       "3497823         CH         20743     customer     ISP  \n",
       "3521982         TH         45752        norel     ISP  \n",
       "3569463         IT         51569         peer     ISP  \n",
       "3600507         ZA        131471        norel     ISP  \n",
       "3638906         MX        208485        norel     ISP  \n",
       "3647425         BD        141452     customer     ISP  \n",
       "3654043         GB        208485        norel     ISP  \n",
       "3664212         HK        136038     customer     ISP  \n",
       "3667710         BD        135437        norel     ISP  \n",
       "3667715         BD        135437        norel     ISP  \n",
       "3677969         BD         59341        norel     ISP  \n",
       "3724534         PK          9387     customer     ISP  \n",
       "3725374         PK          9387     customer     ISP  \n",
       "3829301         GB          3598     customer     CDN  \n",
       "3875886         GB         42821     customer     ISP  \n",
       "3894344         TR         24614        norel     ISP  \n",
       "3894348         TR         24614        norel     ISP  \n",
       "3894365         TR         24614        norel     ISP  \n",
       "3894369         TR         24614        norel     ISP  \n",
       "3910357         LV         57844     customer     ISP  \n",
       "3910370         LV         57844     customer     ISP  \n",
       "3910376         LV         57844     customer     ISP  \n",
       "3913934         DE         42821     customer     ISP  \n",
       "3942067         EC         14618     customer     CDN  \n",
       "3968887         US        211975        norel     ISP  \n",
       "3968892         ES        211975        norel     ISP  \n",
       "3968897         US        211975        norel     ISP  \n",
       "3968902         ES        211975        norel     ISP  \n",
       "3969398         US        211975        norel     ISP  \n",
       "4144889         IT         51569         peer     ISP  \n",
       "4541239         IT         44084     customer     ISP  \n",
       "4548328         TR        211975        norel     ISP  \n",
       "4608908         US        211975        norel     ISP  \n",
       "4608993         IT        205422     customer     ISP  \n",
       "4899514         IT         51569         peer     ISP  \n",
       "4983212         IT         51569         peer     ISP  \n",
       "4983216         IT         51569         peer     ISP  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_transit[manrs_transit.asn_id.isin(med_invalid_ASN) & (manrs_transit.rpki_status == 'Invalid')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "ec8f3ed1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3267 RUNNet\n",
      "3292 TDC\n",
      "4134 China Telecom\n",
      "6057 Antel\n",
      "7922 Comcast\n",
      "10075 Fiber@Home Global Limited\n",
      "16010 Magticom\n",
      "20562 Broadband Hosting B.V.\n",
      "24785 Broadband Hosting B.V.\n",
      "34428 GLPR\n",
      "35297 Dataline LLC\n",
      "38193 TransWorld Associates Pvt Ltd\n",
      "42337 Respina Networks & Beyond\n",
      "52468 Ufinet\n",
      "52871 USE Telecom\n",
      "52873 SOFTDADOS CONECTIVIDADE\n",
      "57695 Misaka Network Inc.\n",
      "63961 Bangladesh Research and Education Network\n",
      "139009 Windstream Communication Limited\n"
     ]
    }
   ],
   "source": [
    "med_invalid_len = medium_manrs_transit_rpki[medium_manrs_transit_rpki['Invalid,more-specific'] > 0]['asn_id']\n",
    "for i in med_invalid_len:\n",
    "    try:\n",
    "        print(i, manrs_org[int(i)])\n",
    "    except:\n",
    "        print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "41f1e292",
   "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>id</th>\n",
       "      <th>timebin</th>\n",
       "      <th>prefix</th>\n",
       "      <th>hege</th>\n",
       "      <th>af</th>\n",
       "      <th>visibility</th>\n",
       "      <th>rpki_status</th>\n",
       "      <th>irr_status</th>\n",
       "      <th>delegated_prefix_status</th>\n",
       "      <th>delegated_asn_status</th>\n",
       "      <th>descr</th>\n",
       "      <th>moas</th>\n",
       "      <th>asn_id</th>\n",
       "      <th>country_id</th>\n",
       "      <th>originasn_id</th>\n",
       "      <th>relationship</th>\n",
       "      <th>nettype</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>693183</th>\n",
       "      <td>1415695640</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>168.181.251.0/24</td>\n",
       "      <td>0.632653</td>\n",
       "      <td>4</td>\n",
       "      <td>50.273224</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>CLIENTE_MOB_LAN SOLUTIONS INFORMATICA LTDA.</td>\n",
       "      <td>f</td>\n",
       "      <td>6057</td>\n",
       "      <td>BR</td>\n",
       "      <td>265349</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693610</th>\n",
       "      <td>1415695860</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>181.79.0.0/16</td>\n",
       "      <td>0.326531</td>\n",
       "      <td>4</td>\n",
       "      <td>34.426230</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Globenet Customer - Ufinet - IFX Networks Arge...</td>\n",
       "      <td>f</td>\n",
       "      <td>52468</td>\n",
       "      <td>CO</td>\n",
       "      <td>18747</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693619</th>\n",
       "      <td>1415695851</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>181.79.0.0/17</td>\n",
       "      <td>0.326531</td>\n",
       "      <td>4</td>\n",
       "      <td>34.426230</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Globenet Customer - Ufinet - IFX Networks Arge...</td>\n",
       "      <td>f</td>\n",
       "      <td>52468</td>\n",
       "      <td>CO</td>\n",
       "      <td>18747</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699594</th>\n",
       "      <td>1415689418</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.137.24.0/23</td>\n",
       "      <td>0.380952</td>\n",
       "      <td>4</td>\n",
       "      <td>36.065574</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Pool for Internet Subscribers</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>18053</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699604</th>\n",
       "      <td>1415689408</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>118.107.143.0/24</td>\n",
       "      <td>0.380952</td>\n",
       "      <td>4</td>\n",
       "      <td>36.065574</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>TW1 via EMIX route</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>18053</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699837</th>\n",
       "      <td>1415689260</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>112.124.128.0/17</td>\n",
       "      <td>0.387755</td>\n",
       "      <td>4</td>\n",
       "      <td>44.808743</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Hangzhou Alibaba Advertising Co.,Ltd.</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>37963</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699841</th>\n",
       "      <td>1415689256</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>112.124.0.0/16</td>\n",
       "      <td>0.387755</td>\n",
       "      <td>4</td>\n",
       "      <td>44.808743</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Hangzhou Alibaba Advertising Co.,Ltd.</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>37963</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702050</th>\n",
       "      <td>1415686956</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>125.64.106.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>SICHUANIDC province network</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>38283</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702120</th>\n",
       "      <td>1415686886</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.96.0/20</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702124</th>\n",
       "      <td>1415686882</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.224.0/21</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>705847</th>\n",
       "      <td>1415683078</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>181.78.32.0/22</td>\n",
       "      <td>0.326531</td>\n",
       "      <td>4</td>\n",
       "      <td>34.426230</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Globenet Customer - Ufinet - IFX Networks Arge...</td>\n",
       "      <td>f</td>\n",
       "      <td>52468</td>\n",
       "      <td>AR</td>\n",
       "      <td>18747</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706249</th>\n",
       "      <td>1415683260</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>112.125.0.0/16</td>\n",
       "      <td>0.387755</td>\n",
       "      <td>4</td>\n",
       "      <td>44.808743</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Hangzhou Alibaba Advertising Co.,Ltd.</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>37963</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706274</th>\n",
       "      <td>1415683235</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>114.117.128.0/22</td>\n",
       "      <td>0.414966</td>\n",
       "      <td>4</td>\n",
       "      <td>40.983607</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>JS-CTÂ IDC-Customer</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706290</th>\n",
       "      <td>1415683219</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.144.0/21</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706294</th>\n",
       "      <td>1415683215</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.140.0/22</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706304</th>\n",
       "      <td>1415683205</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.160.0/21</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706308</th>\n",
       "      <td>1415683201</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.208.0/20</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706319</th>\n",
       "      <td>1415683190</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.0.0/20</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>CT BeiJing IDC</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706343</th>\n",
       "      <td>1415683166</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>125.64.108.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>SICHUANIDC province network</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>38283</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706442</th>\n",
       "      <td>1415682666</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>202.58.108.0/23</td>\n",
       "      <td>0.034014</td>\n",
       "      <td>4</td>\n",
       "      <td>57.377049</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Horizon &amp; Associates</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>134740</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706699</th>\n",
       "      <td>1415682443</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>168.181.250.0/23</td>\n",
       "      <td>0.632653</td>\n",
       "      <td>4</td>\n",
       "      <td>50.273224</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>CLARO S.A. Customer</td>\n",
       "      <td>f</td>\n",
       "      <td>6057</td>\n",
       "      <td>BR</td>\n",
       "      <td>265349</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706905</th>\n",
       "      <td>1415682249</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.198.254.0/23</td>\n",
       "      <td>0.027211</td>\n",
       "      <td>4</td>\n",
       "      <td>57.377049</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Horizon &amp; Associates</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>134740</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>707346</th>\n",
       "      <td>1415682163</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.81.70.0/23</td>\n",
       "      <td>0.714286</td>\n",
       "      <td>4</td>\n",
       "      <td>54.644809</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>CMI IP Transit</td>\n",
       "      <td>f</td>\n",
       "      <td>63961</td>\n",
       "      <td>BD</td>\n",
       "      <td>136134</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>718645</th>\n",
       "      <td>1415670313</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>114.117.132.0/22</td>\n",
       "      <td>0.414966</td>\n",
       "      <td>4</td>\n",
       "      <td>40.983607</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>JS-CTÂ IDC-Customer</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>718649</th>\n",
       "      <td>1415670309</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.204.0/22</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>718658</th>\n",
       "      <td>1415670300</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.240.0/21</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>718676</th>\n",
       "      <td>1415670282</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.64.0/20</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>718680</th>\n",
       "      <td>1415670278</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.48.0/20</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>719813</th>\n",
       "      <td>1415670102</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>45.172.246.0/24</td>\n",
       "      <td>0.340136</td>\n",
       "      <td>4</td>\n",
       "      <td>34.972678</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Proxy Object : Cliente ITS_Transito IP: SETE C...</td>\n",
       "      <td>f</td>\n",
       "      <td>52871</td>\n",
       "      <td>BR</td>\n",
       "      <td>268797</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782700</th>\n",
       "      <td>1415606768</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>115.186.72.0/23</td>\n",
       "      <td>0.462585</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Worldcall Multimedia Limited (WML)\\nPlot No. 1...</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>141342</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782708</th>\n",
       "      <td>1415606760</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>115.186.73.0/24</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Worldcall Multimedia Limited (WML)\\nPlot No. 1...</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>141342</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>786278</th>\n",
       "      <td>1415603197</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.104.84.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>PTCL VIA EMIX</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>133933</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986920</th>\n",
       "      <td>1415402188</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>115.186.74.0/24</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Worldcall Multimedia Limited (WML)\\nPlot No. 1...</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>141342</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1039656</th>\n",
       "      <td>1415349499</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.139.203.0/24</td>\n",
       "      <td>0.734694</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>GMS-8</td>\n",
       "      <td>f</td>\n",
       "      <td>35297</td>\n",
       "      <td>UA</td>\n",
       "      <td>42600</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1078688</th>\n",
       "      <td>1415310427</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>113.203.244.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>QUBEE - Karachi Route object</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>9387</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1127876</th>\n",
       "      <td>1415261263</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>113.203.245.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>QUBEE - Karachi Route object</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>9387</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1128119</th>\n",
       "      <td>1415260963</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>58.27.170.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>38264</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1433856</th>\n",
       "      <td>1414956059</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>95.38.201.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Fanava Group</td>\n",
       "      <td>f</td>\n",
       "      <td>42337</td>\n",
       "      <td>IR</td>\n",
       "      <td>41881</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526064</th>\n",
       "      <td>1414862988</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>170.80.141.0/24</td>\n",
       "      <td>0.557823</td>\n",
       "      <td>4</td>\n",
       "      <td>46.448087</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>IFX Transit client</td>\n",
       "      <td>f</td>\n",
       "      <td>52468</td>\n",
       "      <td>HN</td>\n",
       "      <td>264819</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526129</th>\n",
       "      <td>1414862923</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>112.126.128.0/17</td>\n",
       "      <td>0.367347</td>\n",
       "      <td>4</td>\n",
       "      <td>45.355191</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>CT BeiJing IDC</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>37963</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526156</th>\n",
       "      <td>1414862896</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>112.124.209.0/24</td>\n",
       "      <td>0.442177</td>\n",
       "      <td>4</td>\n",
       "      <td>43.169399</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Hangzhou Alibaba Advertising Co.,Ltd.</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>37963</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526166</th>\n",
       "      <td>1414862886</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.236.0/22</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526764</th>\n",
       "      <td>1414862745</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>181.79.128.0/17</td>\n",
       "      <td>0.326531</td>\n",
       "      <td>4</td>\n",
       "      <td>34.426230</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Globenet Customer - Ufinet - IFX Networks Arge...</td>\n",
       "      <td>f</td>\n",
       "      <td>52468</td>\n",
       "      <td>AR</td>\n",
       "      <td>18747</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526803</th>\n",
       "      <td>1414862706</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>181.78.32.0/21</td>\n",
       "      <td>0.326531</td>\n",
       "      <td>4</td>\n",
       "      <td>34.426230</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Globenet Customer - Ufinet - IFX Networks Arge...</td>\n",
       "      <td>f</td>\n",
       "      <td>52468</td>\n",
       "      <td>AR</td>\n",
       "      <td>18747</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1540052</th>\n",
       "      <td>1414849457</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>168.181.250.0/24</td>\n",
       "      <td>0.632653</td>\n",
       "      <td>4</td>\n",
       "      <td>50.273224</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>CLIENTE_MOB_LAN SOLUTIONS INFORMATICA LTDA.</td>\n",
       "      <td>f</td>\n",
       "      <td>6057</td>\n",
       "      <td>BR</td>\n",
       "      <td>265349</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1545590</th>\n",
       "      <td>1414843234</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>202.61.32.0/20</td>\n",
       "      <td>0.380952</td>\n",
       "      <td>4</td>\n",
       "      <td>36.065574</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Linkdotnet Telecom Limited\\nLINKdotNET/Mobilin...</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>23966</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1546578</th>\n",
       "      <td>1414842931</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>112.126.0.0/17</td>\n",
       "      <td>0.367347</td>\n",
       "      <td>4</td>\n",
       "      <td>45.355191</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>CT BeiJing IDC</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>37963</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1546582</th>\n",
       "      <td>1414842927</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>112.127.0.0/17</td>\n",
       "      <td>0.387755</td>\n",
       "      <td>4</td>\n",
       "      <td>44.808743</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Hangzhou Alibaba Advertising Co.,Ltd.</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>37963</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1549331</th>\n",
       "      <td>1414839515</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>118.107.141.0/24</td>\n",
       "      <td>0.380952</td>\n",
       "      <td>4</td>\n",
       "      <td>36.065574</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>TW1 via EMIX route</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>18053</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1549440</th>\n",
       "      <td>1414839406</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>91.151.189.0/24</td>\n",
       "      <td>0.238095</td>\n",
       "      <td>4</td>\n",
       "      <td>26.775956</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Culture for St.Petersburg</td>\n",
       "      <td>f</td>\n",
       "      <td>3267</td>\n",
       "      <td>RU</td>\n",
       "      <td>5433</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1549866</th>\n",
       "      <td>1414839643</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>170.80.142.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>40.983607</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>IFX Transit client</td>\n",
       "      <td>f</td>\n",
       "      <td>52468</td>\n",
       "      <td>HN</td>\n",
       "      <td>264819</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1549921</th>\n",
       "      <td>1414839588</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>125.64.109.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>SICHUANIDC province network</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>38283</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1549930</th>\n",
       "      <td>1414839579</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.184.0/21</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1549939</th>\n",
       "      <td>1414839570</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.176.0/21</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1549943</th>\n",
       "      <td>1414839566</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>112.125.128.0/17</td>\n",
       "      <td>0.374150</td>\n",
       "      <td>4</td>\n",
       "      <td>45.901639</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>CT BeiJing IDC</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>37963</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1549963</th>\n",
       "      <td>1414839546</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>125.64.107.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>SICHUANIDC province network</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>38283</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1550847</th>\n",
       "      <td>1414838661</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>119.148.22.0/24</td>\n",
       "      <td>0.190476</td>\n",
       "      <td>4</td>\n",
       "      <td>55.191257</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Agni Systems Limited\\nNavana Tower\\n11th Floor...</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>23923</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1744226</th>\n",
       "      <td>1414645283</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>125.64.104.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>SICHUANIDC province network</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>38283</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1744232</th>\n",
       "      <td>1414645277</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>125.64.110.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>SICHUANIDC province network</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>38283</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1744235</th>\n",
       "      <td>1414645274</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>125.64.34.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>SICHUANIDC province network</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>38283</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1744284</th>\n",
       "      <td>1414645225</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.96.0/24</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1769096</th>\n",
       "      <td>1414620031</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.104.85.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>PTCL VIA EMIX</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>133933</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1969002</th>\n",
       "      <td>1414420109</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>119.148.21.0/24</td>\n",
       "      <td>0.190476</td>\n",
       "      <td>4</td>\n",
       "      <td>55.191257</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Agni Systems Limited\\nNavana Tower\\n11th Floor...</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>23923</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1969080</th>\n",
       "      <td>1414420051</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>106.0.54.0/23</td>\n",
       "      <td>0.340136</td>\n",
       "      <td>4</td>\n",
       "      <td>56.830601</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Virgo Communication Ltd</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>58945</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1969091</th>\n",
       "      <td>1414420040</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>106.0.52.0/23</td>\n",
       "      <td>0.340136</td>\n",
       "      <td>4</td>\n",
       "      <td>56.830601</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Virgo Communication Ltd</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>58945</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1969261</th>\n",
       "      <td>1414419868</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>118.107.131.0/24</td>\n",
       "      <td>0.380952</td>\n",
       "      <td>4</td>\n",
       "      <td>36.065574</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>TW1 via EMIX route</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>18053</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1969519</th>\n",
       "      <td>1414419990</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>202.58.110.0/23</td>\n",
       "      <td>0.034014</td>\n",
       "      <td>4</td>\n",
       "      <td>57.377049</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Horizon &amp; Associates</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>134740</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1969764</th>\n",
       "      <td>1414419745</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>112.126.0.0/16</td>\n",
       "      <td>0.387755</td>\n",
       "      <td>4</td>\n",
       "      <td>44.808743</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Hangzhou Alibaba Advertising Co.,Ltd.</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>37963</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1971940</th>\n",
       "      <td>1414417489</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.32.0/20</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1971944</th>\n",
       "      <td>1414417485</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.172.0/22</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1971948</th>\n",
       "      <td>1414417481</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.168.0/22</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1971952</th>\n",
       "      <td>1414417477</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.152.0/21</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1971956</th>\n",
       "      <td>1414417473</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.112.0/20</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2039801</th>\n",
       "      <td>1414349322</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>115.186.72.0/24</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Worldcall Multimedia Limited (WML)\\nPlot No. 1...</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>141342</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114856</th>\n",
       "      <td>1414274240</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>91.239.206.0/24</td>\n",
       "      <td>0.414966</td>\n",
       "      <td>4</td>\n",
       "      <td>39.890710</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Project-Service Network</td>\n",
       "      <td>f</td>\n",
       "      <td>16010</td>\n",
       "      <td>GE</td>\n",
       "      <td>47810</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114987</th>\n",
       "      <td>1414274164</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>45.172.246.0/23</td>\n",
       "      <td>0.340136</td>\n",
       "      <td>4</td>\n",
       "      <td>34.972678</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Proxy Object : Cliente ITS_Transito IP: SETE C...</td>\n",
       "      <td>f</td>\n",
       "      <td>52871</td>\n",
       "      <td>BR</td>\n",
       "      <td>268797</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2115203</th>\n",
       "      <td>1414273881</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>208.71.38.0/24</td>\n",
       "      <td>0.251701</td>\n",
       "      <td>4</td>\n",
       "      <td>48.633880</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Import-Cust-Route-VXY-208.71.36.0/22</td>\n",
       "      <td>f</td>\n",
       "      <td>7922</td>\n",
       "      <td>US</td>\n",
       "      <td>23462</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2120910</th>\n",
       "      <td>1414267819</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.198.252.0/23</td>\n",
       "      <td>0.027211</td>\n",
       "      <td>4</td>\n",
       "      <td>57.377049</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Horizon &amp; Associates</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>134740</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2121848</th>\n",
       "      <td>1414267578</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>112.127.0.0/16</td>\n",
       "      <td>0.387755</td>\n",
       "      <td>4</td>\n",
       "      <td>44.808743</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Hangzhou Alibaba Advertising Co.,Ltd.</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>37963</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2123640</th>\n",
       "      <td>1414265340</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>125.64.32.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>SICHUANIDC province network</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>38283</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2123643</th>\n",
       "      <td>1414265337</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>125.64.39.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>SICHUANIDC province network</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>38283</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2123859</th>\n",
       "      <td>1414265278</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.200.0/22</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2123863</th>\n",
       "      <td>1414265274</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.80.0/20</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2123867</th>\n",
       "      <td>1414265270</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.16.0/20</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>CT BeiJing IDC</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2123871</th>\n",
       "      <td>1414265266</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.0.0/23</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>CT BeiJing IDC</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2123875</th>\n",
       "      <td>1414265262</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.8.0/23</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>CT BeiJing IDC</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2123882</th>\n",
       "      <td>1414265255</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.192.0/22</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2136362</th>\n",
       "      <td>1414252771</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>149.219.250.0/24</td>\n",
       "      <td>0.081633</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Koeln, DE</td>\n",
       "      <td>f</td>\n",
       "      <td>20562</td>\n",
       "      <td>DE</td>\n",
       "      <td>8303</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2136364</th>\n",
       "      <td>1414252769</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>149.219.250.0/24</td>\n",
       "      <td>0.108844</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Koeln, DE</td>\n",
       "      <td>f</td>\n",
       "      <td>24785</td>\n",
       "      <td>DE</td>\n",
       "      <td>8303</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2177380</th>\n",
       "      <td>1414211675</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.48.25.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>PTCL VIA EMIX</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>133933</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2265257</th>\n",
       "      <td>1414123644</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.116.72.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>96.721311</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Shanghai Huajuan Information Technology Co., L...</td>\n",
       "      <td>f</td>\n",
       "      <td>57695</td>\n",
       "      <td>HK</td>\n",
       "      <td>140096</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2302741</th>\n",
       "      <td>1414086155</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>115.186.75.0/24</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Worldcall Multimedia Limited (WML)\\nPlot No. 1...</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>141342</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2312237</th>\n",
       "      <td>1414076873</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.139.201.0/24</td>\n",
       "      <td>0.734694</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>GMS-6</td>\n",
       "      <td>f</td>\n",
       "      <td>35297</td>\n",
       "      <td>UA</td>\n",
       "      <td>42600</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2350239</th>\n",
       "      <td>1414038649</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.139.202.0/24</td>\n",
       "      <td>0.734694</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>GMS-7</td>\n",
       "      <td>f</td>\n",
       "      <td>35297</td>\n",
       "      <td>UA</td>\n",
       "      <td>42600</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2436108</th>\n",
       "      <td>1413953038</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>113.203.246.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>QUBEE - Karachi Route object</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>9387</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2445111</th>\n",
       "      <td>1413943931</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.20.205.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>3292</td>\n",
       "      <td>DK</td>\n",
       "      <td>48854</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3380031</th>\n",
       "      <td>1413008961</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>95.38.200.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Fanava Group</td>\n",
       "      <td>f</td>\n",
       "      <td>42337</td>\n",
       "      <td>IR</td>\n",
       "      <td>41881</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3485185</th>\n",
       "      <td>1412903842</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>170.80.140.0/24</td>\n",
       "      <td>0.455782</td>\n",
       "      <td>4</td>\n",
       "      <td>42.622951</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>IFX Transit client</td>\n",
       "      <td>f</td>\n",
       "      <td>52468</td>\n",
       "      <td>HN</td>\n",
       "      <td>264819</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3485194</th>\n",
       "      <td>1412903833</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>112.124.0.0/17</td>\n",
       "      <td>0.387755</td>\n",
       "      <td>4</td>\n",
       "      <td>44.808743</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Hangzhou Alibaba Advertising Co.,Ltd.</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>37963</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3485222</th>\n",
       "      <td>1412903805</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.248.0/21</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3485226</th>\n",
       "      <td>1412903801</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>112.125.0.0/17</td>\n",
       "      <td>0.374150</td>\n",
       "      <td>4</td>\n",
       "      <td>45.901639</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>CT BeiJing IDC</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>37963</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3485238</th>\n",
       "      <td>1412903789</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.0.0/21</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>CT BeiJing IDC</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3485246</th>\n",
       "      <td>1412903781</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>125.64.105.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>SICHUANIDC province network</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>38283</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3487233</th>\n",
       "      <td>1412901739</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>208.71.39.0/24</td>\n",
       "      <td>0.251701</td>\n",
       "      <td>4</td>\n",
       "      <td>48.633880</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Import-Cust-Route-VXY-208.71.36.0/22</td>\n",
       "      <td>f</td>\n",
       "      <td>7922</td>\n",
       "      <td>US</td>\n",
       "      <td>23462</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3494192</th>\n",
       "      <td>1412894665</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>112.127.128.0/17</td>\n",
       "      <td>0.387755</td>\n",
       "      <td>4</td>\n",
       "      <td>44.808743</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Hangzhou Alibaba Advertising Co.,Ltd.</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>37963</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3494200</th>\n",
       "      <td>1412894657</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.128.0/21</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3494204</th>\n",
       "      <td>1412894653</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.136.0/22</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3494208</th>\n",
       "      <td>1412894649</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.232.0/22</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3494212</th>\n",
       "      <td>1412894645</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.10.0/23</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>CT BeiJing IDC</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3494216</th>\n",
       "      <td>1412894641</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.244.196.0/22</td>\n",
       "      <td>0.421769</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Tencent Cloud Computing (Beijing) Co., Ltd\\n30...</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>45090</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3494346</th>\n",
       "      <td>1412894599</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>125.64.111.0/24</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>41.530055</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>SICHUANIDC province network</td>\n",
       "      <td>f</td>\n",
       "      <td>4134</td>\n",
       "      <td>CN</td>\n",
       "      <td>38283</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3495436</th>\n",
       "      <td>1412894479</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>45.165.124.0/24</td>\n",
       "      <td>0.251701</td>\n",
       "      <td>4</td>\n",
       "      <td>37.158470</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Proxy Object : Cliente ITS_Transito IP: Salati...</td>\n",
       "      <td>f</td>\n",
       "      <td>52873</td>\n",
       "      <td>BR</td>\n",
       "      <td>268700</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3525801</th>\n",
       "      <td>1412863611</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.126.14.0/23</td>\n",
       "      <td>0.945578</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Md Ashrafuzzaman\\n6No,Khankah Mosqu,Siddhirgan...</td>\n",
       "      <td>f</td>\n",
       "      <td>10075</td>\n",
       "      <td>BD</td>\n",
       "      <td>138454</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3525804</th>\n",
       "      <td>1412863608</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.126.14.0/23</td>\n",
       "      <td>0.319728</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Md Ashrafuzzaman\\n6No,Khankah Mosqu,Siddhirgan...</td>\n",
       "      <td>f</td>\n",
       "      <td>139009</td>\n",
       "      <td>BD</td>\n",
       "      <td>138454</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3526628</th>\n",
       "      <td>1412862440</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.48.24.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>PTCL VIA EMIX</td>\n",
       "      <td>f</td>\n",
       "      <td>38193</td>\n",
       "      <td>PK</td>\n",
       "      <td>133933</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3710115</th>\n",
       "      <td>1412679009</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.142.174.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>34428</td>\n",
       "      <td>IT</td>\n",
       "      <td>203180</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3745420</th>\n",
       "      <td>1412644085</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>188.191.236.0/24</td>\n",
       "      <td>0.034014</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>DYNAMIC</td>\n",
       "      <td>f</td>\n",
       "      <td>35297</td>\n",
       "      <td>UA</td>\n",
       "      <td>59497</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3746302</th>\n",
       "      <td>1412642613</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.142.172.0/23</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>34428</td>\n",
       "      <td>IT</td>\n",
       "      <td>203180</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3942585</th>\n",
       "      <td>1412446474</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>95.38.98.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Fanava Group</td>\n",
       "      <td>f</td>\n",
       "      <td>42337</td>\n",
       "      <td>IR</td>\n",
       "      <td>41881</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                 timebin            prefix      hege  af  \\\n",
       "693183   1415695640  2022-05-01 00:00:00+00  168.181.251.0/24  0.632653   4   \n",
       "693610   1415695860  2022-05-01 00:00:00+00     181.79.0.0/16  0.326531   4   \n",
       "693619   1415695851  2022-05-01 00:00:00+00     181.79.0.0/17  0.326531   4   \n",
       "699594   1415689418  2022-05-01 00:00:00+00   103.137.24.0/23  0.380952   4   \n",
       "699604   1415689408  2022-05-01 00:00:00+00  118.107.143.0/24  0.380952   4   \n",
       "699837   1415689260  2022-05-01 00:00:00+00  112.124.128.0/17  0.387755   4   \n",
       "699841   1415689256  2022-05-01 00:00:00+00    112.124.0.0/16  0.387755   4   \n",
       "702050   1415686956  2022-05-01 00:00:00+00   125.64.106.0/24  0.435374   4   \n",
       "702120   1415686886  2022-05-01 00:00:00+00   109.244.96.0/20  0.421769   4   \n",
       "702124   1415686882  2022-05-01 00:00:00+00  109.244.224.0/21  0.421769   4   \n",
       "705847   1415683078  2022-05-01 00:00:00+00    181.78.32.0/22  0.326531   4   \n",
       "706249   1415683260  2022-05-01 00:00:00+00    112.125.0.0/16  0.387755   4   \n",
       "706274   1415683235  2022-05-01 00:00:00+00  114.117.128.0/22  0.414966   4   \n",
       "706290   1415683219  2022-05-01 00:00:00+00  109.244.144.0/21  0.428571   4   \n",
       "706294   1415683215  2022-05-01 00:00:00+00  109.244.140.0/22  0.421769   4   \n",
       "706304   1415683205  2022-05-01 00:00:00+00  109.244.160.0/21  0.421769   4   \n",
       "706308   1415683201  2022-05-01 00:00:00+00  109.244.208.0/20  0.428571   4   \n",
       "706319   1415683190  2022-05-01 00:00:00+00    109.244.0.0/20  0.421769   4   \n",
       "706343   1415683166  2022-05-01 00:00:00+00   125.64.108.0/24  0.435374   4   \n",
       "706442   1415682666  2022-05-01 00:00:00+00   202.58.108.0/23  0.034014   4   \n",
       "706699   1415682443  2022-05-01 00:00:00+00  168.181.250.0/23  0.632653   4   \n",
       "706905   1415682249  2022-05-01 00:00:00+00  103.198.254.0/23  0.027211   4   \n",
       "707346   1415682163  2022-05-01 00:00:00+00    103.81.70.0/23  0.714286   4   \n",
       "718645   1415670313  2022-05-01 00:00:00+00  114.117.132.0/22  0.414966   4   \n",
       "718649   1415670309  2022-05-01 00:00:00+00  109.244.204.0/22  0.421769   4   \n",
       "718658   1415670300  2022-05-01 00:00:00+00  109.244.240.0/21  0.421769   4   \n",
       "718676   1415670282  2022-05-01 00:00:00+00   109.244.64.0/20  0.421769   4   \n",
       "718680   1415670278  2022-05-01 00:00:00+00   109.244.48.0/20  0.421769   4   \n",
       "719813   1415670102  2022-05-01 00:00:00+00   45.172.246.0/24  0.340136   4   \n",
       "782700   1415606768  2022-05-01 00:00:00+00   115.186.72.0/23  0.462585   4   \n",
       "782708   1415606760  2022-05-01 00:00:00+00   115.186.73.0/24  0.285714   4   \n",
       "786278   1415603197  2022-05-01 00:00:00+00   103.104.84.0/24  1.000000   4   \n",
       "986920   1415402188  2022-05-01 00:00:00+00   115.186.74.0/24  0.285714   4   \n",
       "1039656  1415349499  2022-05-01 00:00:00+00  185.139.203.0/24  0.734694   4   \n",
       "1078688  1415310427  2022-05-01 00:00:00+00  113.203.244.0/24  1.000000   4   \n",
       "1127876  1415261263  2022-05-01 00:00:00+00  113.203.245.0/24  1.000000   4   \n",
       "1128119  1415260963  2022-05-01 00:00:00+00    58.27.170.0/24  1.000000   4   \n",
       "1433856  1414956059  2022-05-01 00:00:00+00    95.38.201.0/24  1.000000   4   \n",
       "1526064  1414862988  2022-05-01 00:00:00+00   170.80.141.0/24  0.557823   4   \n",
       "1526129  1414862923  2022-05-01 00:00:00+00  112.126.128.0/17  0.367347   4   \n",
       "1526156  1414862896  2022-05-01 00:00:00+00  112.124.209.0/24  0.442177   4   \n",
       "1526166  1414862886  2022-05-01 00:00:00+00  109.244.236.0/22  0.421769   4   \n",
       "1526764  1414862745  2022-05-01 00:00:00+00   181.79.128.0/17  0.326531   4   \n",
       "1526803  1414862706  2022-05-01 00:00:00+00    181.78.32.0/21  0.326531   4   \n",
       "1540052  1414849457  2022-05-01 00:00:00+00  168.181.250.0/24  0.632653   4   \n",
       "1545590  1414843234  2022-05-01 00:00:00+00    202.61.32.0/20  0.380952   4   \n",
       "1546578  1414842931  2022-05-01 00:00:00+00    112.126.0.0/17  0.367347   4   \n",
       "1546582  1414842927  2022-05-01 00:00:00+00    112.127.0.0/17  0.387755   4   \n",
       "1549331  1414839515  2022-05-01 00:00:00+00  118.107.141.0/24  0.380952   4   \n",
       "1549440  1414839406  2022-05-01 00:00:00+00   91.151.189.0/24  0.238095   4   \n",
       "1549866  1414839643  2022-05-01 00:00:00+00   170.80.142.0/24  0.435374   4   \n",
       "1549921  1414839588  2022-05-01 00:00:00+00   125.64.109.0/24  0.435374   4   \n",
       "1549930  1414839579  2022-05-01 00:00:00+00  109.244.184.0/21  0.421769   4   \n",
       "1549939  1414839570  2022-05-01 00:00:00+00  109.244.176.0/21  0.421769   4   \n",
       "1549943  1414839566  2022-05-01 00:00:00+00  112.125.128.0/17  0.374150   4   \n",
       "1549963  1414839546  2022-05-01 00:00:00+00   125.64.107.0/24  0.435374   4   \n",
       "1550847  1414838661  2022-05-01 00:00:00+00   119.148.22.0/24  0.190476   4   \n",
       "1744226  1414645283  2022-05-01 00:00:00+00   125.64.104.0/24  0.435374   4   \n",
       "1744232  1414645277  2022-05-01 00:00:00+00   125.64.110.0/24  0.435374   4   \n",
       "1744235  1414645274  2022-05-01 00:00:00+00    125.64.34.0/24  0.435374   4   \n",
       "1744284  1414645225  2022-05-01 00:00:00+00   109.244.96.0/24  0.421769   4   \n",
       "1769096  1414620031  2022-05-01 00:00:00+00   103.104.85.0/24  1.000000   4   \n",
       "1969002  1414420109  2022-05-01 00:00:00+00   119.148.21.0/24  0.190476   4   \n",
       "1969080  1414420051  2022-05-01 00:00:00+00     106.0.54.0/23  0.340136   4   \n",
       "1969091  1414420040  2022-05-01 00:00:00+00     106.0.52.0/23  0.340136   4   \n",
       "1969261  1414419868  2022-05-01 00:00:00+00  118.107.131.0/24  0.380952   4   \n",
       "1969519  1414419990  2022-05-01 00:00:00+00   202.58.110.0/23  0.034014   4   \n",
       "1969764  1414419745  2022-05-01 00:00:00+00    112.126.0.0/16  0.387755   4   \n",
       "1971940  1414417489  2022-05-01 00:00:00+00   109.244.32.0/20  0.428571   4   \n",
       "1971944  1414417485  2022-05-01 00:00:00+00  109.244.172.0/22  0.421769   4   \n",
       "1971948  1414417481  2022-05-01 00:00:00+00  109.244.168.0/22  0.421769   4   \n",
       "1971952  1414417477  2022-05-01 00:00:00+00  109.244.152.0/21  0.421769   4   \n",
       "1971956  1414417473  2022-05-01 00:00:00+00  109.244.112.0/20  0.421769   4   \n",
       "2039801  1414349322  2022-05-01 00:00:00+00   115.186.72.0/24  0.285714   4   \n",
       "2114856  1414274240  2022-05-01 00:00:00+00   91.239.206.0/24  0.414966   4   \n",
       "2114987  1414274164  2022-05-01 00:00:00+00   45.172.246.0/23  0.340136   4   \n",
       "2115203  1414273881  2022-05-01 00:00:00+00    208.71.38.0/24  0.251701   4   \n",
       "2120910  1414267819  2022-05-01 00:00:00+00  103.198.252.0/23  0.027211   4   \n",
       "2121848  1414267578  2022-05-01 00:00:00+00    112.127.0.0/16  0.387755   4   \n",
       "2123640  1414265340  2022-05-01 00:00:00+00    125.64.32.0/24  0.435374   4   \n",
       "2123643  1414265337  2022-05-01 00:00:00+00    125.64.39.0/24  0.435374   4   \n",
       "2123859  1414265278  2022-05-01 00:00:00+00  109.244.200.0/22  0.421769   4   \n",
       "2123863  1414265274  2022-05-01 00:00:00+00   109.244.80.0/20  0.421769   4   \n",
       "2123867  1414265270  2022-05-01 00:00:00+00   109.244.16.0/20  0.421769   4   \n",
       "2123871  1414265266  2022-05-01 00:00:00+00    109.244.0.0/23  0.421769   4   \n",
       "2123875  1414265262  2022-05-01 00:00:00+00    109.244.8.0/23  0.421769   4   \n",
       "2123882  1414265255  2022-05-01 00:00:00+00  109.244.192.0/22  0.421769   4   \n",
       "2136362  1414252771  2022-05-01 00:00:00+00  149.219.250.0/24  0.081633   4   \n",
       "2136364  1414252769  2022-05-01 00:00:00+00  149.219.250.0/24  0.108844   4   \n",
       "2177380  1414211675  2022-05-01 00:00:00+00    103.48.25.0/24  1.000000   4   \n",
       "2265257  1414123644  2022-05-01 00:00:00+00   103.116.72.0/24  1.000000   4   \n",
       "2302741  1414086155  2022-05-01 00:00:00+00   115.186.75.0/24  0.285714   4   \n",
       "2312237  1414076873  2022-05-01 00:00:00+00  185.139.201.0/24  0.734694   4   \n",
       "2350239  1414038649  2022-05-01 00:00:00+00  185.139.202.0/24  0.734694   4   \n",
       "2436108  1413953038  2022-05-01 00:00:00+00  113.203.246.0/24  1.000000   4   \n",
       "2445111  1413943931  2022-05-01 00:00:00+00   185.20.205.0/24  1.000000   4   \n",
       "3380031  1413008961  2022-05-01 00:00:00+00    95.38.200.0/24  1.000000   4   \n",
       "3485185  1412903842  2022-05-01 00:00:00+00   170.80.140.0/24  0.455782   4   \n",
       "3485194  1412903833  2022-05-01 00:00:00+00    112.124.0.0/17  0.387755   4   \n",
       "3485222  1412903805  2022-05-01 00:00:00+00  109.244.248.0/21  0.421769   4   \n",
       "3485226  1412903801  2022-05-01 00:00:00+00    112.125.0.0/17  0.374150   4   \n",
       "3485238  1412903789  2022-05-01 00:00:00+00    109.244.0.0/21  0.421769   4   \n",
       "3485246  1412903781  2022-05-01 00:00:00+00   125.64.105.0/24  0.435374   4   \n",
       "3487233  1412901739  2022-05-01 00:00:00+00    208.71.39.0/24  0.251701   4   \n",
       "3494192  1412894665  2022-05-01 00:00:00+00  112.127.128.0/17  0.387755   4   \n",
       "3494200  1412894657  2022-05-01 00:00:00+00  109.244.128.0/21  0.421769   4   \n",
       "3494204  1412894653  2022-05-01 00:00:00+00  109.244.136.0/22  0.421769   4   \n",
       "3494208  1412894649  2022-05-01 00:00:00+00  109.244.232.0/22  0.421769   4   \n",
       "3494212  1412894645  2022-05-01 00:00:00+00   109.244.10.0/23  0.421769   4   \n",
       "3494216  1412894641  2022-05-01 00:00:00+00  109.244.196.0/22  0.421769   4   \n",
       "3494346  1412894599  2022-05-01 00:00:00+00   125.64.111.0/24  0.435374   4   \n",
       "3495436  1412894479  2022-05-01 00:00:00+00   45.165.124.0/24  0.251701   4   \n",
       "3525801  1412863611  2022-05-01 00:00:00+00   103.126.14.0/23  0.945578   4   \n",
       "3525804  1412863608  2022-05-01 00:00:00+00   103.126.14.0/23  0.319728   4   \n",
       "3526628  1412862440  2022-05-01 00:00:00+00    103.48.24.0/24  1.000000   4   \n",
       "3710115  1412679009  2022-05-01 00:00:00+00  185.142.174.0/24  1.000000   4   \n",
       "3745420  1412644085  2022-05-01 00:00:00+00  188.191.236.0/24  0.034014   4   \n",
       "3746302  1412642613  2022-05-01 00:00:00+00  185.142.172.0/23  1.000000   4   \n",
       "3942585  1412446474  2022-05-01 00:00:00+00     95.38.98.0/24  1.000000   4   \n",
       "\n",
       "         visibility            rpki_status             irr_status  \\\n",
       "693183    50.273224  Invalid,more-specific                  Valid   \n",
       "693610    34.426230  Invalid,more-specific                  Valid   \n",
       "693619    34.426230  Invalid,more-specific  Invalid,more-specific   \n",
       "699594    36.065574  Invalid,more-specific  Invalid,more-specific   \n",
       "699604    36.065574  Invalid,more-specific                Invalid   \n",
       "699837    44.808743  Invalid,more-specific  Invalid,more-specific   \n",
       "699841    44.808743  Invalid,more-specific  Invalid,more-specific   \n",
       "702050    41.530055  Invalid,more-specific                  Valid   \n",
       "702120    41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "702124    41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "705847    34.426230  Invalid,more-specific  Invalid,more-specific   \n",
       "706249    44.808743  Invalid,more-specific  Invalid,more-specific   \n",
       "706274    40.983607  Invalid,more-specific  Invalid,more-specific   \n",
       "706290    41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "706294    41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "706304    41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "706308    41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "706319    41.530055  Invalid,more-specific                  Valid   \n",
       "706343    41.530055  Invalid,more-specific                  Valid   \n",
       "706442    57.377049  Invalid,more-specific                  Valid   \n",
       "706699    50.273224  Invalid,more-specific                  Valid   \n",
       "706905    57.377049  Invalid,more-specific                  Valid   \n",
       "707346    54.644809  Invalid,more-specific  Invalid,more-specific   \n",
       "718645    40.983607  Invalid,more-specific  Invalid,more-specific   \n",
       "718649    41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "718658    41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "718676    41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "718680    41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "719813    34.972678  Invalid,more-specific                  Valid   \n",
       "782700    98.907104  Invalid,more-specific  Invalid,more-specific   \n",
       "782708    99.453552  Invalid,more-specific  Invalid,more-specific   \n",
       "786278    98.907104  Invalid,more-specific                  Valid   \n",
       "986920    99.453552  Invalid,more-specific  Invalid,more-specific   \n",
       "1039656   98.360656  Invalid,more-specific                  Valid   \n",
       "1078688   99.453552  Invalid,more-specific  Invalid,more-specific   \n",
       "1127876   99.453552  Invalid,more-specific  Invalid,more-specific   \n",
       "1128119   99.453552  Invalid,more-specific  Invalid,more-specific   \n",
       "1433856   98.907104  Invalid,more-specific  Invalid,more-specific   \n",
       "1526064   46.448087  Invalid,more-specific  Invalid,more-specific   \n",
       "1526129   45.355191  Invalid,more-specific                  Valid   \n",
       "1526156   43.169399  Invalid,more-specific  Invalid,more-specific   \n",
       "1526166   41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "1526764   34.426230  Invalid,more-specific  Invalid,more-specific   \n",
       "1526803   34.426230  Invalid,more-specific                  Valid   \n",
       "1540052   50.273224  Invalid,more-specific                  Valid   \n",
       "1545590   36.065574  Invalid,more-specific  Invalid,more-specific   \n",
       "1546578   45.355191  Invalid,more-specific                  Valid   \n",
       "1546582   44.808743  Invalid,more-specific  Invalid,more-specific   \n",
       "1549331   36.065574  Invalid,more-specific                Invalid   \n",
       "1549440   26.775956  Invalid,more-specific                  Valid   \n",
       "1549866   40.983607  Invalid,more-specific  Invalid,more-specific   \n",
       "1549921   41.530055  Invalid,more-specific                  Valid   \n",
       "1549930   41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "1549939   41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "1549943   45.901639  Invalid,more-specific                  Valid   \n",
       "1549963   41.530055  Invalid,more-specific                  Valid   \n",
       "1550847   55.191257  Invalid,more-specific  Invalid,more-specific   \n",
       "1744226   41.530055  Invalid,more-specific                  Valid   \n",
       "1744232   41.530055  Invalid,more-specific                  Valid   \n",
       "1744235   41.530055  Invalid,more-specific                  Valid   \n",
       "1744284   41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "1769096   98.907104  Invalid,more-specific                  Valid   \n",
       "1969002   55.191257  Invalid,more-specific  Invalid,more-specific   \n",
       "1969080   56.830601  Invalid,more-specific  Invalid,more-specific   \n",
       "1969091   56.830601  Invalid,more-specific  Invalid,more-specific   \n",
       "1969261   36.065574  Invalid,more-specific                Invalid   \n",
       "1969519   57.377049  Invalid,more-specific                  Valid   \n",
       "1969764   44.808743  Invalid,more-specific  Invalid,more-specific   \n",
       "1971940   41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "1971944   41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "1971948   41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "1971952   41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "1971956   41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "2039801   99.453552  Invalid,more-specific  Invalid,more-specific   \n",
       "2114856   39.890710  Invalid,more-specific                  Valid   \n",
       "2114987   34.972678  Invalid,more-specific                  Valid   \n",
       "2115203   48.633880  Invalid,more-specific  Invalid,more-specific   \n",
       "2120910   57.377049  Invalid,more-specific                  Valid   \n",
       "2121848   44.808743  Invalid,more-specific  Invalid,more-specific   \n",
       "2123640   41.530055  Invalid,more-specific                  Valid   \n",
       "2123643   41.530055  Invalid,more-specific                  Valid   \n",
       "2123859   41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "2123863   41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "2123867   41.530055  Invalid,more-specific                  Valid   \n",
       "2123871   41.530055  Invalid,more-specific                  Valid   \n",
       "2123875   41.530055  Invalid,more-specific                  Valid   \n",
       "2123882   41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "2136362   98.360656  Invalid,more-specific  Invalid,more-specific   \n",
       "2136364   98.360656  Invalid,more-specific  Invalid,more-specific   \n",
       "2177380   98.907104  Invalid,more-specific                  Valid   \n",
       "2265257   96.721311  Invalid,more-specific  Invalid,more-specific   \n",
       "2302741   99.453552  Invalid,more-specific  Invalid,more-specific   \n",
       "2312237   98.360656  Invalid,more-specific                  Valid   \n",
       "2350239   98.360656  Invalid,more-specific                  Valid   \n",
       "2436108   99.453552  Invalid,more-specific  Invalid,more-specific   \n",
       "2445111   99.453552  Invalid,more-specific  Invalid,more-specific   \n",
       "3380031   98.907104  Invalid,more-specific  Invalid,more-specific   \n",
       "3485185   42.622951  Invalid,more-specific  Invalid,more-specific   \n",
       "3485194   44.808743  Invalid,more-specific  Invalid,more-specific   \n",
       "3485222   41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "3485226   45.901639  Invalid,more-specific                  Valid   \n",
       "3485238   41.530055  Invalid,more-specific                  Valid   \n",
       "3485246   41.530055  Invalid,more-specific                  Valid   \n",
       "3487233   48.633880  Invalid,more-specific  Invalid,more-specific   \n",
       "3494192   44.808743  Invalid,more-specific  Invalid,more-specific   \n",
       "3494200   41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "3494204   41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "3494208   41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "3494212   41.530055  Invalid,more-specific                  Valid   \n",
       "3494216   41.530055  Invalid,more-specific  Invalid,more-specific   \n",
       "3494346   41.530055  Invalid,more-specific                  Valid   \n",
       "3495436   37.158470  Invalid,more-specific                  Valid   \n",
       "3525801   98.360656  Invalid,more-specific  Invalid,more-specific   \n",
       "3525804   98.360656  Invalid,more-specific  Invalid,more-specific   \n",
       "3526628   98.907104  Invalid,more-specific                  Valid   \n",
       "3710115   98.907104  Invalid,more-specific                  Valid   \n",
       "3745420   98.360656  Invalid,more-specific                  Valid   \n",
       "3746302   98.907104  Invalid,more-specific                  Valid   \n",
       "3942585   98.907104  Invalid,more-specific  Invalid,more-specific   \n",
       "\n",
       "        delegated_prefix_status delegated_asn_status  \\\n",
       "693183                 assigned             assigned   \n",
       "693610                 assigned             assigned   \n",
       "693619                 assigned             assigned   \n",
       "699594                 assigned             assigned   \n",
       "699604                 assigned             assigned   \n",
       "699837                 assigned             assigned   \n",
       "699841                 assigned             assigned   \n",
       "702050                 assigned             assigned   \n",
       "702120                 assigned             assigned   \n",
       "702124                 assigned             assigned   \n",
       "705847                 assigned             assigned   \n",
       "706249                 assigned             assigned   \n",
       "706274                 assigned             assigned   \n",
       "706290                 assigned             assigned   \n",
       "706294                 assigned             assigned   \n",
       "706304                 assigned             assigned   \n",
       "706308                 assigned             assigned   \n",
       "706319                 assigned             assigned   \n",
       "706343                 assigned             assigned   \n",
       "706442                 assigned             assigned   \n",
       "706699                 assigned             assigned   \n",
       "706905                 assigned             assigned   \n",
       "707346                 assigned             assigned   \n",
       "718645                 assigned             assigned   \n",
       "718649                 assigned             assigned   \n",
       "718658                 assigned             assigned   \n",
       "718676                 assigned             assigned   \n",
       "718680                 assigned             assigned   \n",
       "719813                 assigned             assigned   \n",
       "782700                 assigned             assigned   \n",
       "782708                 assigned             assigned   \n",
       "786278                 assigned             assigned   \n",
       "986920                 assigned             assigned   \n",
       "1039656                assigned             assigned   \n",
       "1078688                assigned             assigned   \n",
       "1127876                assigned             assigned   \n",
       "1128119                assigned             assigned   \n",
       "1433856                assigned             assigned   \n",
       "1526064                assigned             assigned   \n",
       "1526129                assigned             assigned   \n",
       "1526156                assigned             assigned   \n",
       "1526166                assigned             assigned   \n",
       "1526764                assigned             assigned   \n",
       "1526803                assigned             assigned   \n",
       "1540052                assigned             assigned   \n",
       "1545590                assigned             assigned   \n",
       "1546578                assigned             assigned   \n",
       "1546582                assigned             assigned   \n",
       "1549331                assigned             assigned   \n",
       "1549440                assigned             assigned   \n",
       "1549866                assigned             assigned   \n",
       "1549921                assigned             assigned   \n",
       "1549930                assigned             assigned   \n",
       "1549939                assigned             assigned   \n",
       "1549943                assigned             assigned   \n",
       "1549963                assigned             assigned   \n",
       "1550847                assigned             assigned   \n",
       "1744226                assigned             assigned   \n",
       "1744232                assigned             assigned   \n",
       "1744235                assigned             assigned   \n",
       "1744284                assigned             assigned   \n",
       "1769096                assigned             assigned   \n",
       "1969002                assigned             assigned   \n",
       "1969080                assigned             assigned   \n",
       "1969091                assigned             assigned   \n",
       "1969261                assigned             assigned   \n",
       "1969519                assigned             assigned   \n",
       "1969764                assigned             assigned   \n",
       "1971940                assigned             assigned   \n",
       "1971944                assigned             assigned   \n",
       "1971948                assigned             assigned   \n",
       "1971952                assigned             assigned   \n",
       "1971956                assigned             assigned   \n",
       "2039801                assigned             assigned   \n",
       "2114856                assigned             assigned   \n",
       "2114987                assigned             assigned   \n",
       "2115203                assigned             assigned   \n",
       "2120910                assigned             assigned   \n",
       "2121848                assigned             assigned   \n",
       "2123640                assigned             assigned   \n",
       "2123643                assigned             assigned   \n",
       "2123859                assigned             assigned   \n",
       "2123863                assigned             assigned   \n",
       "2123867                assigned             assigned   \n",
       "2123871                assigned             assigned   \n",
       "2123875                assigned             assigned   \n",
       "2123882                assigned             assigned   \n",
       "2136362                assigned             assigned   \n",
       "2136364                assigned             assigned   \n",
       "2177380                assigned             assigned   \n",
       "2265257                assigned             assigned   \n",
       "2302741                assigned             assigned   \n",
       "2312237                assigned             assigned   \n",
       "2350239                assigned             assigned   \n",
       "2436108                assigned             assigned   \n",
       "2445111                assigned             assigned   \n",
       "3380031                assigned             assigned   \n",
       "3485185                assigned             assigned   \n",
       "3485194                assigned             assigned   \n",
       "3485222                assigned             assigned   \n",
       "3485226                assigned             assigned   \n",
       "3485238                assigned             assigned   \n",
       "3485246                assigned             assigned   \n",
       "3487233                assigned             assigned   \n",
       "3494192                assigned             assigned   \n",
       "3494200                assigned             assigned   \n",
       "3494204                assigned             assigned   \n",
       "3494208                assigned             assigned   \n",
       "3494212                assigned             assigned   \n",
       "3494216                assigned             assigned   \n",
       "3494346                assigned             assigned   \n",
       "3495436                assigned             assigned   \n",
       "3525801                assigned             assigned   \n",
       "3525804                assigned             assigned   \n",
       "3526628                assigned             assigned   \n",
       "3710115                assigned             assigned   \n",
       "3745420                assigned             assigned   \n",
       "3746302                assigned             assigned   \n",
       "3942585                assigned             assigned   \n",
       "\n",
       "                                                     descr moas  asn_id  \\\n",
       "693183         CLIENTE_MOB_LAN SOLUTIONS INFORMATICA LTDA.    f    6057   \n",
       "693610   Globenet Customer - Ufinet - IFX Networks Arge...    f   52468   \n",
       "693619   Globenet Customer - Ufinet - IFX Networks Arge...    f   52468   \n",
       "699594                       Pool for Internet Subscribers    f   38193   \n",
       "699604                                  TW1 via EMIX route    f   38193   \n",
       "699837               Hangzhou Alibaba Advertising Co.,Ltd.    f    4134   \n",
       "699841               Hangzhou Alibaba Advertising Co.,Ltd.    f    4134   \n",
       "702050                         SICHUANIDC province network    f    4134   \n",
       "702120   Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "702124   Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "705847   Globenet Customer - Ufinet - IFX Networks Arge...    f   52468   \n",
       "706249               Hangzhou Alibaba Advertising Co.,Ltd.    f    4134   \n",
       "706274                                 JS-CTÂ IDC-Customer    f    4134   \n",
       "706290   Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "706294   Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "706304   Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "706308   Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "706319                                      CT BeiJing IDC    f    4134   \n",
       "706343                         SICHUANIDC province network    f    4134   \n",
       "706442                                Horizon & Associates    f   10075   \n",
       "706699                                 CLARO S.A. Customer    f    6057   \n",
       "706905                                Horizon & Associates    f   10075   \n",
       "707346                                      CMI IP Transit    f   63961   \n",
       "718645                                 JS-CTÂ IDC-Customer    f    4134   \n",
       "718649   Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "718658   Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "718676   Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "718680   Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "719813   Proxy Object : Cliente ITS_Transito IP: SETE C...    f   52871   \n",
       "782700   Worldcall Multimedia Limited (WML)\\nPlot No. 1...    f   38193   \n",
       "782708   Worldcall Multimedia Limited (WML)\\nPlot No. 1...    f   38193   \n",
       "786278                                       PTCL VIA EMIX    f   38193   \n",
       "986920   Worldcall Multimedia Limited (WML)\\nPlot No. 1...    f   38193   \n",
       "1039656                                              GMS-8    f   35297   \n",
       "1078688                       QUBEE - Karachi Route object    f   38193   \n",
       "1127876                       QUBEE - Karachi Route object    f   38193   \n",
       "1128119                                                NaN    f   38193   \n",
       "1433856                                       Fanava Group    f   42337   \n",
       "1526064                                 IFX Transit client    f   52468   \n",
       "1526129                                     CT BeiJing IDC    f    4134   \n",
       "1526156              Hangzhou Alibaba Advertising Co.,Ltd.    f    4134   \n",
       "1526166  Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "1526764  Globenet Customer - Ufinet - IFX Networks Arge...    f   52468   \n",
       "1526803  Globenet Customer - Ufinet - IFX Networks Arge...    f   52468   \n",
       "1540052        CLIENTE_MOB_LAN SOLUTIONS INFORMATICA LTDA.    f    6057   \n",
       "1545590  Linkdotnet Telecom Limited\\nLINKdotNET/Mobilin...    f   38193   \n",
       "1546578                                     CT BeiJing IDC    f    4134   \n",
       "1546582              Hangzhou Alibaba Advertising Co.,Ltd.    f    4134   \n",
       "1549331                                 TW1 via EMIX route    f   38193   \n",
       "1549440                          Culture for St.Petersburg    f    3267   \n",
       "1549866                                 IFX Transit client    f   52468   \n",
       "1549921                        SICHUANIDC province network    f    4134   \n",
       "1549930  Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "1549939  Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "1549943                                     CT BeiJing IDC    f    4134   \n",
       "1549963                        SICHUANIDC province network    f    4134   \n",
       "1550847  Agni Systems Limited\\nNavana Tower\\n11th Floor...    f   10075   \n",
       "1744226                        SICHUANIDC province network    f    4134   \n",
       "1744232                        SICHUANIDC province network    f    4134   \n",
       "1744235                        SICHUANIDC province network    f    4134   \n",
       "1744284  Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "1769096                                      PTCL VIA EMIX    f   38193   \n",
       "1969002  Agni Systems Limited\\nNavana Tower\\n11th Floor...    f   10075   \n",
       "1969080                            Virgo Communication Ltd    f   10075   \n",
       "1969091                            Virgo Communication Ltd    f   10075   \n",
       "1969261                                 TW1 via EMIX route    f   38193   \n",
       "1969519                               Horizon & Associates    f   10075   \n",
       "1969764              Hangzhou Alibaba Advertising Co.,Ltd.    f    4134   \n",
       "1971940  Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "1971944  Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "1971948  Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "1971952  Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "1971956  Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "2039801  Worldcall Multimedia Limited (WML)\\nPlot No. 1...    f   38193   \n",
       "2114856                            Project-Service Network    f   16010   \n",
       "2114987  Proxy Object : Cliente ITS_Transito IP: SETE C...    f   52871   \n",
       "2115203               Import-Cust-Route-VXY-208.71.36.0/22    f    7922   \n",
       "2120910                               Horizon & Associates    f   10075   \n",
       "2121848              Hangzhou Alibaba Advertising Co.,Ltd.    f    4134   \n",
       "2123640                        SICHUANIDC province network    f    4134   \n",
       "2123643                        SICHUANIDC province network    f    4134   \n",
       "2123859  Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "2123863  Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "2123867                                     CT BeiJing IDC    f    4134   \n",
       "2123871                                     CT BeiJing IDC    f    4134   \n",
       "2123875                                     CT BeiJing IDC    f    4134   \n",
       "2123882  Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "2136362                                          Koeln, DE    f   20562   \n",
       "2136364                                          Koeln, DE    f   24785   \n",
       "2177380                                      PTCL VIA EMIX    f   38193   \n",
       "2265257  Shanghai Huajuan Information Technology Co., L...    f   57695   \n",
       "2302741  Worldcall Multimedia Limited (WML)\\nPlot No. 1...    f   38193   \n",
       "2312237                                              GMS-6    f   35297   \n",
       "2350239                                              GMS-7    f   35297   \n",
       "2436108                       QUBEE - Karachi Route object    f   38193   \n",
       "2445111                                                NaN    f    3292   \n",
       "3380031                                       Fanava Group    f   42337   \n",
       "3485185                                 IFX Transit client    f   52468   \n",
       "3485194              Hangzhou Alibaba Advertising Co.,Ltd.    f    4134   \n",
       "3485222  Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "3485226                                     CT BeiJing IDC    f    4134   \n",
       "3485238                                     CT BeiJing IDC    f    4134   \n",
       "3485246                        SICHUANIDC province network    f    4134   \n",
       "3487233               Import-Cust-Route-VXY-208.71.36.0/22    f    7922   \n",
       "3494192              Hangzhou Alibaba Advertising Co.,Ltd.    f    4134   \n",
       "3494200  Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "3494204  Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "3494208  Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "3494212                                     CT BeiJing IDC    f    4134   \n",
       "3494216  Tencent Cloud Computing (Beijing) Co., Ltd\\n30...    f    4134   \n",
       "3494346                        SICHUANIDC province network    f    4134   \n",
       "3495436  Proxy Object : Cliente ITS_Transito IP: Salati...    f   52873   \n",
       "3525801  Md Ashrafuzzaman\\n6No,Khankah Mosqu,Siddhirgan...    f   10075   \n",
       "3525804  Md Ashrafuzzaman\\n6No,Khankah Mosqu,Siddhirgan...    f  139009   \n",
       "3526628                                      PTCL VIA EMIX    f   38193   \n",
       "3710115                                                NaN    f   34428   \n",
       "3745420                                            DYNAMIC    f   35297   \n",
       "3746302                                                NaN    f   34428   \n",
       "3942585                                       Fanava Group    f   42337   \n",
       "\n",
       "        country_id  originasn_id relationship nettype  \n",
       "693183          BR        265349     customer     ISP  \n",
       "693610          CO         18747     customer     ISP  \n",
       "693619          CO         18747     customer     ISP  \n",
       "699594          PK         18053     customer     ISP  \n",
       "699604          PK         18053     customer     ISP  \n",
       "699837          CN         37963        norel     ISP  \n",
       "699841          CN         37963        norel     ISP  \n",
       "702050          CN         38283     customer     ISP  \n",
       "702120          CN         45090        norel     ISP  \n",
       "702124          CN         45090        norel     ISP  \n",
       "705847          AR         18747     customer     ISP  \n",
       "706249          CN         37963        norel     ISP  \n",
       "706274          CN         45090        norel     ISP  \n",
       "706290          CN         45090        norel     ISP  \n",
       "706294          CN         45090        norel     ISP  \n",
       "706304          CN         45090        norel     ISP  \n",
       "706308          CN         45090        norel     ISP  \n",
       "706319          CN         45090        norel     ISP  \n",
       "706343          CN         38283     customer     ISP  \n",
       "706442          BD        134740     customer     ISP  \n",
       "706699          BR        265349     customer     ISP  \n",
       "706905          BD        134740     customer     ISP  \n",
       "707346          BD        136134     customer     ISP  \n",
       "718645          CN         45090        norel     ISP  \n",
       "718649          CN         45090        norel     ISP  \n",
       "718658          CN         45090        norel     ISP  \n",
       "718676          CN         45090        norel     ISP  \n",
       "718680          CN         45090        norel     ISP  \n",
       "719813          BR        268797     customer     ISP  \n",
       "782700          PK        141342        norel     ISP  \n",
       "782708          PK        141342        norel     ISP  \n",
       "786278          PK        133933     customer     ISP  \n",
       "986920          PK        141342        norel     ISP  \n",
       "1039656         UA         42600        norel     ISP  \n",
       "1078688         PK          9387     customer     ISP  \n",
       "1127876         PK          9387     customer     ISP  \n",
       "1128119         PK         38264     customer     ISP  \n",
       "1433856         IR         41881     customer     ISP  \n",
       "1526064         HN        264819        norel     ISP  \n",
       "1526129         CN         37963        norel     ISP  \n",
       "1526156         CN         37963        norel     ISP  \n",
       "1526166         CN         45090        norel     ISP  \n",
       "1526764         AR         18747     customer     ISP  \n",
       "1526803         AR         18747     customer     ISP  \n",
       "1540052         BR        265349     customer     ISP  \n",
       "1545590         PK         23966        norel     ISP  \n",
       "1546578         CN         37963        norel     ISP  \n",
       "1546582         CN         37963        norel     ISP  \n",
       "1549331         PK         18053     customer     ISP  \n",
       "1549440         RU          5433     customer     ISP  \n",
       "1549866         HN        264819        norel     ISP  \n",
       "1549921         CN         38283     customer     ISP  \n",
       "1549930         CN         45090        norel     ISP  \n",
       "1549939         CN         45090        norel     ISP  \n",
       "1549943         CN         37963        norel     ISP  \n",
       "1549963         CN         38283     customer     ISP  \n",
       "1550847         BD         23923        norel     ISP  \n",
       "1744226         CN         38283     customer     ISP  \n",
       "1744232         CN         38283     customer     ISP  \n",
       "1744235         CN         38283     customer     ISP  \n",
       "1744284         CN         45090        norel     ISP  \n",
       "1769096         PK        133933     customer     ISP  \n",
       "1969002         BD         23923        norel     ISP  \n",
       "1969080         BD         58945     customer     ISP  \n",
       "1969091         BD         58945     customer     ISP  \n",
       "1969261         PK         18053     customer     ISP  \n",
       "1969519         BD        134740     customer     ISP  \n",
       "1969764         CN         37963        norel     ISP  \n",
       "1971940         CN         45090        norel     ISP  \n",
       "1971944         CN         45090        norel     ISP  \n",
       "1971948         CN         45090        norel     ISP  \n",
       "1971952         CN         45090        norel     ISP  \n",
       "1971956         CN         45090        norel     ISP  \n",
       "2039801         PK        141342        norel     ISP  \n",
       "2114856         GE         47810     customer     ISP  \n",
       "2114987         BR        268797     customer     ISP  \n",
       "2115203         US         23462        norel     ISP  \n",
       "2120910         BD        134740     customer     ISP  \n",
       "2121848         CN         37963        norel     ISP  \n",
       "2123640         CN         38283     customer     ISP  \n",
       "2123643         CN         38283     customer     ISP  \n",
       "2123859         CN         45090        norel     ISP  \n",
       "2123863         CN         45090        norel     ISP  \n",
       "2123867         CN         45090        norel     ISP  \n",
       "2123871         CN         45090        norel     ISP  \n",
       "2123875         CN         45090        norel     ISP  \n",
       "2123882         CN         45090        norel     ISP  \n",
       "2136362         DE          8303        norel     ISP  \n",
       "2136364         DE          8303        norel     ISP  \n",
       "2177380         PK        133933     customer     ISP  \n",
       "2265257         HK        140096     customer     ISP  \n",
       "2302741         PK        141342        norel     ISP  \n",
       "2312237         UA         42600        norel     ISP  \n",
       "2350239         UA         42600        norel     ISP  \n",
       "2436108         PK          9387     customer     ISP  \n",
       "2445111         DK         48854     customer     ISP  \n",
       "3380031         IR         41881     customer     ISP  \n",
       "3485185         HN        264819        norel     ISP  \n",
       "3485194         CN         37963        norel     ISP  \n",
       "3485222         CN         45090        norel     ISP  \n",
       "3485226         CN         37963        norel     ISP  \n",
       "3485238         CN         45090        norel     ISP  \n",
       "3485246         CN         38283     customer     ISP  \n",
       "3487233         US         23462        norel     ISP  \n",
       "3494192         CN         37963        norel     ISP  \n",
       "3494200         CN         45090        norel     ISP  \n",
       "3494204         CN         45090        norel     ISP  \n",
       "3494208         CN         45090        norel     ISP  \n",
       "3494212         CN         45090        norel     ISP  \n",
       "3494216         CN         45090        norel     ISP  \n",
       "3494346         CN         38283     customer     ISP  \n",
       "3495436         BR        268700        norel     ISP  \n",
       "3525801         BD        138454     customer     ISP  \n",
       "3525804         BD        138454     customer     ISP  \n",
       "3526628         PK        133933     customer     ISP  \n",
       "3710115         IT        203180     customer     ISP  \n",
       "3745420         UA         59497     customer     ISP  \n",
       "3746302         IT        203180     customer     ISP  \n",
       "3942585         IR         41881     customer     ISP  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_transit[manrs_transit.asn_id.isin(med_invalid_len) & (manrs_transit.rpki_status == 'Invalid,more-specific')]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1842f8d4",
   "metadata": {},
   "source": [
    "#### large networks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "62b1ee7f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "174 Cogent Communications Inc.\n",
      "1299 Arelion\n",
      "2497 IIJ\n",
      "2516 KDDI\n",
      "2914 NTT Communications\n",
      "3356 CenturyLink\n",
      "3549 CenturyLink\n",
      "5511 Orange - Open Transit Internet\n",
      "6461 Zayo\n",
      "7015 Comcast\n",
      "8220 Colt Technology Services\n",
      "9002 RETN\n",
      "10796 Charter Communications\n",
      "14840 BR.Digital Provider\n",
      "16735 Algar Telecom\n",
      "20115 Charter Communications\n",
      "20473 Vultr\n",
      "53062 GGNET TELECOM\n"
     ]
    }
   ],
   "source": [
    "large_invalid_ASN = large_manrs_transit_rpki[large_manrs_transit_rpki.Invalid > 0]['asn_id']\n",
    "for i in large_invalid_ASN:\n",
    "    try:\n",
    "        print(i, manrs_org[int(i)])\n",
    "    except:\n",
    "        print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "023135ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>timebin</th>\n",
       "      <th>prefix</th>\n",
       "      <th>hege</th>\n",
       "      <th>af</th>\n",
       "      <th>visibility</th>\n",
       "      <th>rpki_status</th>\n",
       "      <th>irr_status</th>\n",
       "      <th>delegated_prefix_status</th>\n",
       "      <th>delegated_asn_status</th>\n",
       "      <th>descr</th>\n",
       "      <th>moas</th>\n",
       "      <th>asn_id</th>\n",
       "      <th>country_id</th>\n",
       "      <th>originasn_id</th>\n",
       "      <th>relationship</th>\n",
       "      <th>nettype</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>693117</th>\n",
       "      <td>1415695706</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>200.69.124.0/24</td>\n",
       "      <td>0.306122</td>\n",
       "      <td>4</td>\n",
       "      <td>52.459016</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>TIBA network to be announced</td>\n",
       "      <td>f</td>\n",
       "      <td>6461</td>\n",
       "      <td>CO</td>\n",
       "      <td>21578</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693168</th>\n",
       "      <td>1415695655</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>165.0.156.0/22</td>\n",
       "      <td>0.034014</td>\n",
       "      <td>4</td>\n",
       "      <td>25.683060</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>RSAWEB</td>\n",
       "      <td>f</td>\n",
       "      <td>6461</td>\n",
       "      <td>ZA</td>\n",
       "      <td>36994</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693172</th>\n",
       "      <td>1415695651</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>165.0.144.0/22</td>\n",
       "      <td>0.034014</td>\n",
       "      <td>4</td>\n",
       "      <td>25.683060</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>RSAWEB</td>\n",
       "      <td>f</td>\n",
       "      <td>6461</td>\n",
       "      <td>ZA</td>\n",
       "      <td>36994</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693176</th>\n",
       "      <td>1415695647</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>165.0.16.0/22</td>\n",
       "      <td>0.034014</td>\n",
       "      <td>4</td>\n",
       "      <td>25.683060</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>RSAWEB</td>\n",
       "      <td>f</td>\n",
       "      <td>6461</td>\n",
       "      <td>ZA</td>\n",
       "      <td>12091</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693180</th>\n",
       "      <td>1415695643</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>165.0.132.0/22</td>\n",
       "      <td>0.034014</td>\n",
       "      <td>4</td>\n",
       "      <td>25.683060</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>RSAWEB</td>\n",
       "      <td>f</td>\n",
       "      <td>6461</td>\n",
       "      <td>ZA</td>\n",
       "      <td>36994</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5285719</th>\n",
       "      <td>1411102944</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>109.235.232.0/24</td>\n",
       "      <td>0.741497</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Global Subnet</td>\n",
       "      <td>f</td>\n",
       "      <td>174</td>\n",
       "      <td>FR</td>\n",
       "      <td>8399</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5287653</th>\n",
       "      <td>1411101422</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>92.38.158.0/24</td>\n",
       "      <td>0.020408</td>\n",
       "      <td>4</td>\n",
       "      <td>96.721311</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>GCL-92-38-158</td>\n",
       "      <td>f</td>\n",
       "      <td>9002</td>\n",
       "      <td>LU</td>\n",
       "      <td>199524</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5289157</th>\n",
       "      <td>1411100352</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>85.254.180.0/23</td>\n",
       "      <td>0.238095</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>LATNET</td>\n",
       "      <td>f</td>\n",
       "      <td>3356</td>\n",
       "      <td>LV</td>\n",
       "      <td>34549</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5291370</th>\n",
       "      <td>1411097780</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>62.76.164.0/24</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>4</td>\n",
       "      <td>97.814208</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>1299</td>\n",
       "      <td>RU</td>\n",
       "      <td>49505</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5291371</th>\n",
       "      <td>1411097779</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>62.76.164.0/24</td>\n",
       "      <td>0.176871</td>\n",
       "      <td>4</td>\n",
       "      <td>97.814208</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>9002</td>\n",
       "      <td>RU</td>\n",
       "      <td>49505</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2673 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                 timebin            prefix      hege  af  \\\n",
       "693117   1415695706  2022-05-01 00:00:00+00   200.69.124.0/24  0.306122   4   \n",
       "693168   1415695655  2022-05-01 00:00:00+00    165.0.156.0/22  0.034014   4   \n",
       "693172   1415695651  2022-05-01 00:00:00+00    165.0.144.0/22  0.034014   4   \n",
       "693176   1415695647  2022-05-01 00:00:00+00     165.0.16.0/22  0.034014   4   \n",
       "693180   1415695643  2022-05-01 00:00:00+00    165.0.132.0/22  0.034014   4   \n",
       "...             ...                     ...               ...       ...  ..   \n",
       "5285719  1411102944  2022-05-01 00:00:00+00  109.235.232.0/24  0.741497   4   \n",
       "5287653  1411101422  2022-05-01 00:00:00+00    92.38.158.0/24  0.020408   4   \n",
       "5289157  1411100352  2022-05-01 00:00:00+00   85.254.180.0/23  0.238095   4   \n",
       "5291370  1411097780  2022-05-01 00:00:00+00    62.76.164.0/24  0.142857   4   \n",
       "5291371  1411097779  2022-05-01 00:00:00+00    62.76.164.0/24  0.176871   4   \n",
       "\n",
       "         visibility rpki_status irr_status delegated_prefix_status  \\\n",
       "693117    52.459016     Invalid      Valid                assigned   \n",
       "693168    25.683060     Invalid    Invalid                assigned   \n",
       "693172    25.683060     Invalid    Invalid                assigned   \n",
       "693176    25.683060     Invalid    Invalid                assigned   \n",
       "693180    25.683060     Invalid    Invalid                assigned   \n",
       "...             ...         ...        ...                     ...   \n",
       "5285719   99.453552     Invalid    Invalid                assigned   \n",
       "5287653   96.721311     Invalid      Valid                assigned   \n",
       "5289157   99.453552     Invalid    Invalid                assigned   \n",
       "5291370   97.814208     Invalid      Valid                assigned   \n",
       "5291371   97.814208     Invalid      Valid                assigned   \n",
       "\n",
       "        delegated_asn_status                         descr moas  asn_id  \\\n",
       "693117              assigned  TIBA network to be announced    f    6461   \n",
       "693168              assigned                        RSAWEB    f    6461   \n",
       "693172              assigned                        RSAWEB    f    6461   \n",
       "693176              assigned                        RSAWEB    f    6461   \n",
       "693180              assigned                        RSAWEB    f    6461   \n",
       "...                      ...                           ...  ...     ...   \n",
       "5285719             assigned                 Global Subnet    f     174   \n",
       "5287653             assigned                 GCL-92-38-158    f    9002   \n",
       "5289157             assigned                        LATNET    f    3356   \n",
       "5291370             assigned                           NaN    f    1299   \n",
       "5291371             assigned                           NaN    f    9002   \n",
       "\n",
       "        country_id  originasn_id relationship nettype  \n",
       "693117          CO         21578        norel     ISP  \n",
       "693168          ZA         36994        norel     ISP  \n",
       "693172          ZA         36994        norel     ISP  \n",
       "693176          ZA         12091        norel     ISP  \n",
       "693180          ZA         36994        norel     ISP  \n",
       "...            ...           ...          ...     ...  \n",
       "5285719         FR          8399     customer     ISP  \n",
       "5287653         LU        199524     customer     ISP  \n",
       "5289157         LV         34549     customer     ISP  \n",
       "5291370         RU         49505     customer     ISP  \n",
       "5291371         RU         49505     customer     ISP  \n",
       "\n",
       "[2673 rows x 17 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_transit[manrs_transit.asn_id.isin(large_invalid_ASN) & (manrs_transit.rpki_status == 'Invalid')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "93bfa086",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "174 Cogent Communications Inc.\n",
      "1299 Arelion\n",
      "2516 KDDI\n",
      "2914 NTT Communications\n",
      "3356 CenturyLink\n",
      "3549 CenturyLink\n",
      "5511 Orange - Open Transit Internet\n",
      "5617 Orange Polska\n",
      "6461 Zayo\n",
      "7015 Comcast\n",
      "9002 RETN\n",
      "13335 Cloudflare\n",
      "14840 BR.Digital Provider\n",
      "16735 Algar Telecom\n",
      "20473 Vultr\n",
      "53062 GGNET TELECOM\n"
     ]
    }
   ],
   "source": [
    "large_invalid_len = large_manrs_transit_rpki[large_manrs_transit_rpki['Invalid,more-specific'] > 0]['asn_id']\n",
    "for i in large_invalid_len:\n",
    "    try:\n",
    "        print(i, manrs_org[int(i)])\n",
    "    except:\n",
    "        print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "2511ed03",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>timebin</th>\n",
       "      <th>prefix</th>\n",
       "      <th>hege</th>\n",
       "      <th>af</th>\n",
       "      <th>visibility</th>\n",
       "      <th>rpki_status</th>\n",
       "      <th>irr_status</th>\n",
       "      <th>delegated_prefix_status</th>\n",
       "      <th>delegated_asn_status</th>\n",
       "      <th>descr</th>\n",
       "      <th>moas</th>\n",
       "      <th>asn_id</th>\n",
       "      <th>country_id</th>\n",
       "      <th>originasn_id</th>\n",
       "      <th>relationship</th>\n",
       "      <th>nettype</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>693132</th>\n",
       "      <td>1415695691</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>201.159.163.0/24</td>\n",
       "      <td>0.115646</td>\n",
       "      <td>4</td>\n",
       "      <td>51.912568</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>AS270793</td>\n",
       "      <td>f</td>\n",
       "      <td>6461</td>\n",
       "      <td>BR</td>\n",
       "      <td>270793</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693137</th>\n",
       "      <td>1415695686</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>45.179.218.0/23</td>\n",
       "      <td>0.312925</td>\n",
       "      <td>4</td>\n",
       "      <td>51.912568</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Customer American Tower</td>\n",
       "      <td>f</td>\n",
       "      <td>6461</td>\n",
       "      <td>BR</td>\n",
       "      <td>269193</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693184</th>\n",
       "      <td>1415695639</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>168.181.251.0/24</td>\n",
       "      <td>0.278912</td>\n",
       "      <td>4</td>\n",
       "      <td>50.273224</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>CLIENTE_MOB_LAN SOLUTIONS INFORMATICA LTDA.</td>\n",
       "      <td>f</td>\n",
       "      <td>6461</td>\n",
       "      <td>BR</td>\n",
       "      <td>265349</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693459</th>\n",
       "      <td>1415695427</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>216.2.194.0/24</td>\n",
       "      <td>0.306122</td>\n",
       "      <td>4</td>\n",
       "      <td>28.415301</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Proxy registration to prevent harm from ARIN-N...</td>\n",
       "      <td>f</td>\n",
       "      <td>6461</td>\n",
       "      <td>US</td>\n",
       "      <td>19720</td>\n",
       "      <td>norel</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693508</th>\n",
       "      <td>1415695378</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>216.126.148.0/22</td>\n",
       "      <td>0.591837</td>\n",
       "      <td>4</td>\n",
       "      <td>49.180328</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Proxy fbo Windstream Customer</td>\n",
       "      <td>f</td>\n",
       "      <td>6461</td>\n",
       "      <td>US</td>\n",
       "      <td>7029</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5291435</th>\n",
       "      <td>1411097720</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>61.246.214.0/24</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>4</td>\n",
       "      <td>53.551913</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>INDIA</td>\n",
       "      <td>f</td>\n",
       "      <td>6461</td>\n",
       "      <td>IN</td>\n",
       "      <td>9498</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5291500</th>\n",
       "      <td>1411097603</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>59.145.202.0/24</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>4</td>\n",
       "      <td>53.551913</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>INDIA</td>\n",
       "      <td>f</td>\n",
       "      <td>6461</td>\n",
       "      <td>IN</td>\n",
       "      <td>9498</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5291503</th>\n",
       "      <td>1411097600</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>59.145.238.0/24</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>4</td>\n",
       "      <td>53.551913</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>INDIA</td>\n",
       "      <td>f</td>\n",
       "      <td>6461</td>\n",
       "      <td>IN</td>\n",
       "      <td>9498</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5291527</th>\n",
       "      <td>1411097576</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>59.144.120.0/24</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>4</td>\n",
       "      <td>53.551913</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>INDIA</td>\n",
       "      <td>f</td>\n",
       "      <td>6461</td>\n",
       "      <td>IN</td>\n",
       "      <td>9498</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5291535</th>\n",
       "      <td>1411097568</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>59.144.63.0/24</td>\n",
       "      <td>0.088435</td>\n",
       "      <td>4</td>\n",
       "      <td>53.551913</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>INDIA</td>\n",
       "      <td>f</td>\n",
       "      <td>6461</td>\n",
       "      <td>IN</td>\n",
       "      <td>9498</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1120 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                 timebin            prefix      hege  af  \\\n",
       "693132   1415695691  2022-05-01 00:00:00+00  201.159.163.0/24  0.115646   4   \n",
       "693137   1415695686  2022-05-01 00:00:00+00   45.179.218.0/23  0.312925   4   \n",
       "693184   1415695639  2022-05-01 00:00:00+00  168.181.251.0/24  0.278912   4   \n",
       "693459   1415695427  2022-05-01 00:00:00+00    216.2.194.0/24  0.306122   4   \n",
       "693508   1415695378  2022-05-01 00:00:00+00  216.126.148.0/22  0.591837   4   \n",
       "...             ...                     ...               ...       ...  ..   \n",
       "5291435  1411097720  2022-05-01 00:00:00+00   61.246.214.0/24  0.142857   4   \n",
       "5291500  1411097603  2022-05-01 00:00:00+00   59.145.202.0/24  0.142857   4   \n",
       "5291503  1411097600  2022-05-01 00:00:00+00   59.145.238.0/24  0.142857   4   \n",
       "5291527  1411097576  2022-05-01 00:00:00+00   59.144.120.0/24  0.142857   4   \n",
       "5291535  1411097568  2022-05-01 00:00:00+00    59.144.63.0/24  0.088435   4   \n",
       "\n",
       "         visibility            rpki_status             irr_status  \\\n",
       "693132    51.912568  Invalid,more-specific  Invalid,more-specific   \n",
       "693137    51.912568  Invalid,more-specific  Invalid,more-specific   \n",
       "693184    50.273224  Invalid,more-specific                  Valid   \n",
       "693459    28.415301  Invalid,more-specific                Invalid   \n",
       "693508    49.180328  Invalid,more-specific                  Valid   \n",
       "...             ...                    ...                    ...   \n",
       "5291435   53.551913  Invalid,more-specific                  Valid   \n",
       "5291500   53.551913  Invalid,more-specific                  Valid   \n",
       "5291503   53.551913  Invalid,more-specific                  Valid   \n",
       "5291527   53.551913  Invalid,more-specific                  Valid   \n",
       "5291535   53.551913  Invalid,more-specific                  Valid   \n",
       "\n",
       "        delegated_prefix_status delegated_asn_status  \\\n",
       "693132                 assigned             assigned   \n",
       "693137                 assigned             assigned   \n",
       "693184                 assigned             assigned   \n",
       "693459                 assigned             assigned   \n",
       "693508                 assigned             assigned   \n",
       "...                         ...                  ...   \n",
       "5291435                assigned             assigned   \n",
       "5291500                assigned             assigned   \n",
       "5291503                assigned             assigned   \n",
       "5291527                assigned             assigned   \n",
       "5291535                assigned             assigned   \n",
       "\n",
       "                                                     descr moas  asn_id  \\\n",
       "693132                                            AS270793    f    6461   \n",
       "693137                             Customer American Tower    f    6461   \n",
       "693184         CLIENTE_MOB_LAN SOLUTIONS INFORMATICA LTDA.    f    6461   \n",
       "693459   Proxy registration to prevent harm from ARIN-N...    f    6461   \n",
       "693508                       Proxy fbo Windstream Customer    f    6461   \n",
       "...                                                    ...  ...     ...   \n",
       "5291435                                              INDIA    f    6461   \n",
       "5291500                                              INDIA    f    6461   \n",
       "5291503                                              INDIA    f    6461   \n",
       "5291527                                              INDIA    f    6461   \n",
       "5291535                                              INDIA    f    6461   \n",
       "\n",
       "        country_id  originasn_id relationship nettype  \n",
       "693132          BR        270793        norel     ISP  \n",
       "693137          BR        269193        norel     ISP  \n",
       "693184          BR        265349        norel     ISP  \n",
       "693459          US         19720        norel     ISP  \n",
       "693508          US          7029     customer     ISP  \n",
       "...            ...           ...          ...     ...  \n",
       "5291435         IN          9498     customer     ISP  \n",
       "5291500         IN          9498     customer     ISP  \n",
       "5291503         IN          9498     customer     ISP  \n",
       "5291527         IN          9498     customer     ISP  \n",
       "5291535         IN          9498     customer     ISP  \n",
       "\n",
       "[1120 rows x 17 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_transit[manrs_transit.asn_id.isin(large_invalid_len) & (manrs_transit.rpki_status == 'Invalid,more-specific')]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c3b81e2",
   "metadata": {},
   "source": [
    "## IRR: Check if propagated prefixes are IRR invalid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "856ccd4d",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_transit_irr = manrs_transit.groupby(['asn_id', 'irr_status']).size().unstack(fill_value=0).reset_index()\n",
    "manrs_transit_irr['irr_percent'] = (1-manrs_transit_irr['NotFound']/manrs_transit_irr[['Invalid', 'Invalid,more-specific', 'Valid', 'NotFound']].sum(axis=1))*100\n",
    "manrs_transit_irr['totalPO'] = manrs_transit_irr[['Invalid', 'Invalid,more-specific', 'Valid', 'NotFound']].sum(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "674cd643",
   "metadata": {},
   "outputs": [],
   "source": [
    "non_manrs_transit_irr = non_manrs_transit.groupby(['asn_id', 'irr_status']).size().unstack(fill_value=0).reset_index()\n",
    "non_manrs_transit_irr['irr_percent'] = (1-non_manrs_transit_irr['NotFound']/non_manrs_transit_irr[['Invalid', 'Invalid,more-specific', 'Valid', 'NotFound']].sum(axis=1))*100\n",
    "non_manrs_transit_irr['totalPO'] = non_manrs_transit_irr[['Invalid', 'Invalid,more-specific', 'Valid', 'NotFound']].sum(axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5322290a",
   "metadata": {},
   "source": [
    "### Are MANRS ASes more likely to originate IRR valid prefixes than non_MANRS ASes?\n",
    "\n",
    "The code snippet corresponds to figure 7(b) in the paper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "d0639d75",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_transit_irr['invalid_percent'] = (manrs_transit_irr[['Invalid']].sum(axis=1)/manrs_transit_irr[['Invalid','Invalid,more-specific','Valid']].sum(axis=1))*100\n",
    "non_manrs_transit_irr['invalid_percent'] = (non_manrs_transit_irr[['Invalid']].sum(axis=1)/non_manrs_transit_irr[['Invalid','Invalid,more-specific','Valid']].sum(axis=1))*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "07e6a318",
   "metadata": {},
   "outputs": [],
   "source": [
    "small_manrs_transit_irr = manrs_transit_irr[manrs_transit_irr.asn_id.isin(small)]\n",
    "medium_manrs_transit_irr = manrs_transit_irr[manrs_transit_irr.asn_id.isin(medium)]\n",
    "large_manrs_transit_irr = manrs_transit_irr[manrs_transit_irr.asn_id.isin(large)]\n",
    "small_non_manrs_transit_irr = non_manrs_transit_irr[non_manrs_transit_irr.asn_id.isin(small)]\n",
    "medium_non_manrs_transit_irr = non_manrs_transit_irr[non_manrs_transit_irr.asn_id.isin(medium)]\n",
    "large_non_manrs_transit_irr = non_manrs_transit_irr[non_manrs_transit_irr.asn_id.isin(large)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "f668e575",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "520 319 24\n"
     ]
    }
   ],
   "source": [
    "print(len(small_manrs), len(medium_manrs), len(large_manrs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "2c619702",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "plt.plot(np.sort(small_manrs_transit_irr['invalid_percent'].dropna()), np.linspace(0,1,len(small_manrs_transit_irr['invalid_percent'].dropna())), label='small MANRS ({})'.format(len(small_manrs_transit_irr.dropna())), linestyle='-')\n",
    "plt.plot(np.sort(small_non_manrs_transit_irr['invalid_percent'].dropna()), np.linspace(0,1,len(small_non_manrs_transit_irr['invalid_percent'].dropna())), label='small non-MANRS ({})'.format(len(small_non_manrs_transit_irr)), linestyle='-')\n",
    "plt.plot(np.sort(medium_manrs_transit_irr['invalid_percent'].dropna()), np.linspace(0,1,len(medium_manrs_transit_irr['invalid_percent'].dropna())), label='medium MANRS ({})'.format(len(medium_manrs_transit_irr)), linestyle='--')\n",
    "plt.plot(np.sort(medium_non_manrs_transit_irr['invalid_percent'].dropna()), np.linspace(0,1,len(medium_non_manrs_transit_irr['invalid_percent'].dropna())), label='medium non-MANRS ({})'.format(len(medium_non_manrs_transit_irr)), linestyle='--')\n",
    "plt.plot(np.sort(large_manrs_transit_irr['invalid_percent'].dropna()), np.linspace(0,1,len(large_manrs_transit_irr['invalid_percent'].dropna())), label='large MANRS ({})'.format(len(large_manrs_transit_irr)), linestyle='-.')\n",
    "plt.plot(np.sort(large_non_manrs_transit_irr['invalid_percent'].dropna()), np.linspace(0,1,len(large_non_manrs_transit_irr['invalid_percent'].dropna())), label='large non-MANRS ({})'.format(len(large_non_manrs_transit_irr)), linestyle='-.')\n",
    "plt.xlabel('Percent of Propagated IRR Invalid Prefixes', fontsize=12)\n",
    "plt.ylabel('CDF', fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "plt.legend(prop={'size':11})\n",
    "plt.xlim(-2,40)\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43628eed",
   "metadata": {},
   "source": [
    "# **MANRS Action 1 Conformance**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "e6a10255",
   "metadata": {},
   "outputs": [],
   "source": [
    "def irr_or_rpki(r):\n",
    "    if (r['irr_status'] == 'Invalid' and r['rpki_status'] == 'NotFound') or r['rpki_status'] == 'Invalid' or r['rpki_status'] == 'Invalid,more-specific':\n",
    "        return True\n",
    "    return False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "be594276",
   "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>id</th>\n",
       "      <th>timebin</th>\n",
       "      <th>prefix</th>\n",
       "      <th>hege</th>\n",
       "      <th>af</th>\n",
       "      <th>visibility</th>\n",
       "      <th>rpki_status</th>\n",
       "      <th>irr_status</th>\n",
       "      <th>delegated_prefix_status</th>\n",
       "      <th>delegated_asn_status</th>\n",
       "      <th>descr</th>\n",
       "      <th>moas</th>\n",
       "      <th>asn_id</th>\n",
       "      <th>country_id</th>\n",
       "      <th>originasn_id</th>\n",
       "      <th>relationship</th>\n",
       "      <th>nettype</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>691991</th>\n",
       "      <td>1415697046</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>46.200.62.0/24</td>\n",
       "      <td>0.006803</td>\n",
       "      <td>4</td>\n",
       "      <td>10.382514</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>AGGREGATE BLOCK FOR UKRTELECOM</td>\n",
       "      <td>f</td>\n",
       "      <td>9002</td>\n",
       "      <td>UA</td>\n",
       "      <td>6849</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691994</th>\n",
       "      <td>1415697043</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>66.94.13.0/24</td>\n",
       "      <td>0.006803</td>\n",
       "      <td>4</td>\n",
       "      <td>11.475410</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>x</td>\n",
       "      <td>f</td>\n",
       "      <td>9002</td>\n",
       "      <td>US</td>\n",
       "      <td>21928</td>\n",
       "      <td>peer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691996</th>\n",
       "      <td>1415697041</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>46.201.188.0/23</td>\n",
       "      <td>0.006803</td>\n",
       "      <td>4</td>\n",
       "      <td>10.382514</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>AGGREGATE BLOCK FOR UKRTELECOM</td>\n",
       "      <td>f</td>\n",
       "      <td>9002</td>\n",
       "      <td>UA</td>\n",
       "      <td>6849</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691999</th>\n",
       "      <td>1415697038</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>46.201.168.0/23</td>\n",
       "      <td>0.006803</td>\n",
       "      <td>4</td>\n",
       "      <td>10.382514</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>AGGREGATE BLOCK FOR UKRTELECOM</td>\n",
       "      <td>f</td>\n",
       "      <td>9002</td>\n",
       "      <td>UA</td>\n",
       "      <td>6849</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692001</th>\n",
       "      <td>1415697036</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>46.200.168.0/23</td>\n",
       "      <td>0.006803</td>\n",
       "      <td>4</td>\n",
       "      <td>10.382514</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>AGGREGATE BLOCK FOR UKRTELECOM</td>\n",
       "      <td>f</td>\n",
       "      <td>9002</td>\n",
       "      <td>UA</td>\n",
       "      <td>6849</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294709</th>\n",
       "      <td>1411094455</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.73.208.0/20</td>\n",
       "      <td>0.646259</td>\n",
       "      <td>4</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc.</td>\n",
       "      <td>f</td>\n",
       "      <td>2497</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294710</th>\n",
       "      <td>1411094454</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.73.208.0/20</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>4</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc.</td>\n",
       "      <td>f</td>\n",
       "      <td>3356</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294712</th>\n",
       "      <td>1411094452</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.66.92.0/24</td>\n",
       "      <td>0.258503</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc. expire=24</td>\n",
       "      <td>f</td>\n",
       "      <td>2497</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294713</th>\n",
       "      <td>1411094451</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.66.92.0/24</td>\n",
       "      <td>0.367347</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc. expire=24</td>\n",
       "      <td>f</td>\n",
       "      <td>2914</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294714</th>\n",
       "      <td>1411094450</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.66.92.0/24</td>\n",
       "      <td>0.006803</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NTT DoCoMo, Inc. expire=24</td>\n",
       "      <td>f</td>\n",
       "      <td>3356</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "      <td>customer</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1943153 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                 timebin           prefix      hege  af  \\\n",
       "691991   1415697046  2022-05-01 00:00:00+00   46.200.62.0/24  0.006803   4   \n",
       "691994   1415697043  2022-05-01 00:00:00+00    66.94.13.0/24  0.006803   4   \n",
       "691996   1415697041  2022-05-01 00:00:00+00  46.201.188.0/23  0.006803   4   \n",
       "691999   1415697038  2022-05-01 00:00:00+00  46.201.168.0/23  0.006803   4   \n",
       "692001   1415697036  2022-05-01 00:00:00+00  46.200.168.0/23  0.006803   4   \n",
       "...             ...                     ...              ...       ...  ..   \n",
       "5294709  1411094455  2022-05-01 00:00:00+00    1.73.208.0/20  0.646259   4   \n",
       "5294710  1411094454  2022-05-01 00:00:00+00    1.73.208.0/20  0.047619   4   \n",
       "5294712  1411094452  2022-05-01 00:00:00+00     1.66.92.0/24  0.258503   4   \n",
       "5294713  1411094451  2022-05-01 00:00:00+00     1.66.92.0/24  0.367347   4   \n",
       "5294714  1411094450  2022-05-01 00:00:00+00     1.66.92.0/24  0.006803   4   \n",
       "\n",
       "         visibility rpki_status             irr_status  \\\n",
       "691991    10.382514    NotFound  Invalid,more-specific   \n",
       "691994    11.475410       Valid                  Valid   \n",
       "691996    10.382514    NotFound  Invalid,more-specific   \n",
       "691999    10.382514    NotFound  Invalid,more-specific   \n",
       "692001    10.382514    NotFound  Invalid,more-specific   \n",
       "...             ...         ...                    ...   \n",
       "5294709  100.000000    NotFound                  Valid   \n",
       "5294710  100.000000    NotFound                  Valid   \n",
       "5294712   99.453552    NotFound                  Valid   \n",
       "5294713   99.453552    NotFound                  Valid   \n",
       "5294714   99.453552    NotFound                  Valid   \n",
       "\n",
       "        delegated_prefix_status delegated_asn_status  \\\n",
       "691991                 assigned             assigned   \n",
       "691994                 assigned             assigned   \n",
       "691996                 assigned             assigned   \n",
       "691999                 assigned             assigned   \n",
       "692001                 assigned             assigned   \n",
       "...                         ...                  ...   \n",
       "5294709                assigned             assigned   \n",
       "5294710                assigned             assigned   \n",
       "5294712                assigned             assigned   \n",
       "5294713                assigned             assigned   \n",
       "5294714                assigned             assigned   \n",
       "\n",
       "                                  descr moas  asn_id country_id  originasn_id  \\\n",
       "691991   AGGREGATE BLOCK FOR UKRTELECOM    f    9002         UA          6849   \n",
       "691994                                x    f    9002         US         21928   \n",
       "691996   AGGREGATE BLOCK FOR UKRTELECOM    f    9002         UA          6849   \n",
       "691999   AGGREGATE BLOCK FOR UKRTELECOM    f    9002         UA          6849   \n",
       "692001   AGGREGATE BLOCK FOR UKRTELECOM    f    9002         UA          6849   \n",
       "...                                 ...  ...     ...        ...           ...   \n",
       "5294709                NTT DoCoMo, Inc.    f    2497         JP          9605   \n",
       "5294710                NTT DoCoMo, Inc.    f    3356         JP          9605   \n",
       "5294712      NTT DoCoMo, Inc. expire=24    f    2497         JP          9605   \n",
       "5294713      NTT DoCoMo, Inc. expire=24    f    2914         JP          9605   \n",
       "5294714      NTT DoCoMo, Inc. expire=24    f    3356         JP          9605   \n",
       "\n",
       "        relationship nettype  \n",
       "691991      customer     ISP  \n",
       "691994          peer     ISP  \n",
       "691996      customer     ISP  \n",
       "691999      customer     ISP  \n",
       "692001      customer     ISP  \n",
       "...              ...     ...  \n",
       "5294709     customer     ISP  \n",
       "5294710     customer     ISP  \n",
       "5294712     customer     ISP  \n",
       "5294713     customer     ISP  \n",
       "5294714     customer     ISP  \n",
       "\n",
       "[1943153 rows x 17 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_transit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "4ed5d726",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/c4du/miniconda3/lib/python3.9/site-packages/pandas/core/frame.py:3607: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self._set_item(key, value)\n"
     ]
    }
   ],
   "source": [
    "manrs_transit['either_status'] = manrs_transit.apply(irr_or_rpki, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "ed771aaf",
   "metadata": {},
   "outputs": [],
   "source": [
    "non_manrs_transit['either_status'] = non_manrs_transit.apply(irr_or_rpki, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "66eb5ce3",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_transit_either = manrs_transit.groupby(['asn_id', 'either_status']).size().unstack(fill_value=0).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "91cc0774",
   "metadata": {},
   "outputs": [],
   "source": [
    "non_manrs_transit_either = non_manrs_transit.groupby(['asn_id', 'either_status']).size().unstack(fill_value=0).reset_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7540b3ca",
   "metadata": {},
   "source": [
    "## Terminology: Explanation of column names\n",
    "`either_status`: Index of each row  \n",
    "`originasn_id`: A MANRS AS  \n",
    "`True`: Number of prefixes announnced by the `originasn_id` that is RPKI Invalid, or (RPKI Not Found and IRR Invalid). These prefixes are supposed to be filtered out by MANRS ASes. MANRS ASes that propagate such prefixes maybe non-conformant.    \n",
    "`False`: Number of prefixes announced by the `originasn_id` that is opposite of `True`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "3a55b4bf",
   "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>either_status</th>\n",
       "      <th>asn_id</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>101</td>\n",
       "      <td>179</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>137</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>174</td>\n",
       "      <td>422993</td>\n",
       "      <td>34778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>237</td>\n",
       "      <td>181</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>271</td>\n",
       "      <td>103</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>328073</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>328271</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>328594</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>328748</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>396450</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>449 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "either_status  asn_id   False   True\n",
       "0                 101     179      0\n",
       "1                 137      45      0\n",
       "2                 174  422993  34778\n",
       "3                 237     181      8\n",
       "4                 271     103      1\n",
       "..                ...     ...    ...\n",
       "447            328073       3      0\n",
       "448            328271       2      0\n",
       "449            328594      42      0\n",
       "450            328748       8      0\n",
       "451            396450       3      0\n",
       "\n",
       "[449 rows x 3 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_transit_either[manrs_transit_either[False] > 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "6967f274",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_transit_either['invalid_percent'] = manrs_transit_either[True]/(manrs_transit_either[False] + manrs_transit_either[True])*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "a5ebb80c",
   "metadata": {},
   "outputs": [],
   "source": [
    "non_manrs_transit_either['invalid_percent'] = non_manrs_transit_either[True]/(non_manrs_transit_either[False] + non_manrs_transit_either[True])*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "7803ac73",
   "metadata": {},
   "outputs": [],
   "source": [
    "small_manrs_transit_either = manrs_transit_either[manrs_transit_either.asn_id.isin(small)]\n",
    "medium_manrs_transit_either = manrs_transit_either[manrs_transit_either.asn_id.isin(medium)]\n",
    "large_manrs_transit_either = manrs_transit_either[manrs_transit_either.asn_id.isin(large)]\n",
    "small_non_manrs_transit_either = non_manrs_transit_either[non_manrs_transit_either.asn_id.isin(small)]\n",
    "medium_non_manrs_transit_either = non_manrs_transit_either[non_manrs_transit_either.asn_id.isin(medium)]\n",
    "large_non_manrs_transit_either = non_manrs_transit_either[non_manrs_transit_either.asn_id.isin(large)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "458ac356",
   "metadata": {},
   "source": [
    "## Compare Conformance between MANRS and non-MANRS networks\n",
    "\n",
    "The code snippet corresponds to figure 8 in the paper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "3295d3ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_transit_either_rel = manrs_transit.groupby(['asn_id', 'relationship', 'either_status']).size().unstack(fill_value=0).reset_index()\n",
    "non_manrs_transit_either_rel = non_manrs_transit.groupby(['asn_id', 'relationship', 'either_status']).size().unstack(fill_value=0).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "157531ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_transit_either_rel['invalid_percent'] = manrs_transit_either_rel[True]/(manrs_transit_either_rel[False] + manrs_transit_either_rel[True])*100\n",
    "non_manrs_transit_either_rel['invalid_percent'] = non_manrs_transit_either_rel[True]/(non_manrs_transit_either_rel[False] + non_manrs_transit_either_rel[True])*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "8b068042",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_transit_either_rel = manrs_transit_either_rel[manrs_transit_either_rel.relationship != 'norel']\n",
    "manrs_transit_either_rel = manrs_transit_either_rel[manrs_transit_either_rel.relationship != 'provider']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "e2db3ba5",
   "metadata": {},
   "outputs": [],
   "source": [
    "non_manrs_transit_either_rel = non_manrs_transit_either_rel[non_manrs_transit_either_rel.relationship != 'norel']\n",
    "non_manrs_transit_either_rel = non_manrs_transit_either_rel[non_manrs_transit_either_rel.relationship != 'provider']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "13b348e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_transit_either_rel['totalPO'] = manrs_transit_either_rel[False] + manrs_transit_either_rel[True]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "f78c4d79",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_transit_either_rel_isp = manrs_transit_either_rel[manrs_transit_either_rel.relationship != 'peer']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "eccd3e0e",
   "metadata": {},
   "outputs": [],
   "source": [
    "non_manrs_transit_either_rel_isp = non_manrs_transit_either_rel[non_manrs_transit_either_rel.relationship != 'peer']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "827553c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "small_manrs_transit_either_rel_isp = manrs_transit_either_rel_isp[manrs_transit_either_rel_isp.asn_id.isin(small)]\n",
    "medium_manrs_transit_either_rel_isp = manrs_transit_either_rel_isp[manrs_transit_either_rel_isp.asn_id.isin(medium)]\n",
    "large_manrs_transit_either_rel_isp = manrs_transit_either_rel_isp[manrs_transit_either_rel_isp.asn_id.isin(large)]\n",
    "small_non_manrs_transit_either_rel_isp = non_manrs_transit_either_rel_isp[non_manrs_transit_either_rel_isp.asn_id.isin(small)]\n",
    "medium_non_manrs_transit_either_rel_isp = non_manrs_transit_either_rel_isp[non_manrs_transit_either_rel_isp.asn_id.isin(medium)]\n",
    "large_non_manrs_transit_either_rel_isp = non_manrs_transit_either_rel_isp[non_manrs_transit_either_rel_isp.asn_id.isin(large)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "f32a3afe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7GJk4ksaBjWka2JQw3zAARiSOYETiCC9HLDUEDoedsqIit5q6KT+vUu09j1a9+9Nl+CgspSXMmfEY/W+8g5ShVyOEIPPgPgzBoUQntsAQEoohOBRDSEjFcyj+wSFotM5EHhITx9CpD7qOHRQVTVBUtEffjxCC4iVLLnh7mfwlqR6xmG0s/Wwn6VtzUGtUGCN8CYs1YLM6L1W37RdH235xaHycl+69cQ/eIRyU2crQqDTo1DpMFhM7c3dSYi2hxFZCqbWUEmsJfeP7kmBMYE/eHj7a+hEmq4kjxUc4ajqKQzj4fPDndI7qzD0d7+F4yXHGtBhT5+9FalgqN7b84+vPCG/UhFZ9BmA1m3n7pjEIh8OtvKKo8AsKwhAcijEiCv9g50A8vgGBjHriGcIaNQGcyfyWNz++4JiwWhE2G6jVqHQ6hMOB7cQJhM2GsNnBbkPY7aiDQ9BGRuCwWCj7Z7NrubOcDV1iIrqmTbGbTOR99jk57713wedKJn9JqidKCspZ9O4WcjNM9B7bnDZ9Y139+k/S+/+7S4Q1EUJQWF5IhinD+SjOoFNkJzpGdORI0RHu+v0uZ1KvSO4CwYzuMxjVfBQHCw9yy2+3VNlnhF8ECcYEzHYze/P3YtAaaBXaimEJw2gS2ISmxqYA9I7rXSvvSbp0mE0mNiycR2FWJsPufRhFUTi05R8cZjPNW7cHm43OA4fi5++PMSGRgNAwdFYbPmYzigDz7t0oKhWqPOfYA4pKRVDaAUqXpVJitVK2eTOKrx6/Tp0Jn3o3AOkTbsBeWABWmys5Bw4ZQuTjjwGwO6UTorwc7KfamARPmkjUE08gysvZN2BglfcReucUIu67D0dREYcnT66yPvzBB9Dddhv2vLx/lfhBJn9JqhdyMor5+d2tlJfauPKudjRpG3be+xBCYLabMVlMFFuL0av1xBhiEEIwb+88TFYTxZZi1/Nl0ZcxvNlwCssLGTxvMCXWErf93dPxHjpGdMRX60uLkBauFtsGHwP+Gn/ahLUBICEogc8Gf+Zs1a3xx1/r7+rrDdA+vD0Lr1n470+S1KA4Skoo2bABYbWCzYawWhFWG74dO6BLSMCalUXhjz8hrBaExYqwWBBWK8aRI/Ft05q8r77mxLvvsj9AxwGjHza1iuj8YizjJqGLjGJIXCK5/3ubtP85e1aEVxy32d+bUPn5ceKFFzjx5VduMWkbNcI4wnmbqXDRz5Rt2oSi1YJKhaO0FN8OHU6VjYlBExqKotGgaDWg0aBr3ty1PmTCBFCpXOsVjQZ9G+f/jOLjQ/Tzz4FKfWp7tRpdQgIA6sBAGn3xBYpGjaJWg1qDolGjiXBe6dNGR5P4+zIUX18IDb2g8y+TvyR5WdahIn587R98fDVc+3AKYXEB572Pq+ZfxdHio9gqTZVxdcLVvND7BRRF4cX1L1JuLwfAX+uPQWtwtToP9Ank2qRrifaPJtYQS1xAHLGGWPy1/gCE+Ybxv77/q/HY/lp/ukR1Oe+YpUuTsNvB4cCalUXGlKrjAETNmI4uIQFbdjbZr1UM9KpWo/j4oGi1+HXujKZ5IruLcvg7IZJyu404YygdGjUjJDAIjb9zJD1D7z5ogoOd22q0p5JwxX354Ouuw9CzJ2g0KCoVPk2boqrUda7R55+dcQCi2P++csb3GfHgAzWuU9RqgkaNqnm9jw/+l3Wteb1Wizb2wkb2O0kmf0nystAYAy0ui6LT0CYYgnVnLCuEYG/+XpYeWsqevD281Ocl/LX+DG4yGLvDjsHHQIA2AIOPgSaBTVzbLbpmkatmfvrgKoqi8EiXR2rjrUmXEGGx4Cgtddbg7XZUfn6oAwMRNhuWgwcr7l3bOfrgAxiDgtF++QVN5n7nTMqaiqSs0aIJDgJAn5xM41V/4lAUDKFhWMvN/PHVp2z/ezWZ876krKiQxu060nPsDUQntqgSj19KR/xSah6ESpeUhC4pqcb1DX3kQZn8JckLHA7B30sO0aZPLHp/LX2vr/rhBacaMG3P2c5n2z9jR84OjpUcQ6WoSIlI4ZjpGEnBSdzT8Z4zHi/KP6o23obUwAiLBXtJCQ6TydnArKmzXUbO++9jy83DYS6jfM9eFI2GgMsHEnrLLTjKy9nbpSvC4t71LfT224l4YBr24mIOXD3c/TiRUah0OjRJSRRmnaAwO5PCLOfDPyiYriNGo6jVfPHENJp16soVd9yLRuvD/o3r8A8OoVGb9rQfNJT4Vm3r7Nw0NDL5S5IX5B0rYcPPB9H7a2nTx/3y3ZGiI8zfN5+fD/zMI10eYWDjgZTby9mVu4vWYa25rd1t9I/vT6jvhd3rkxouYbfjKCvDnpeHvbAQXVISKr0ey+HDmHfuQljKcZSXI8zlmLdvI+bllwE49uijFC1dhigtde3Lp2lTmi12zk5X8OOP2PMLUPn6ouh1OIpNKD7Oq1SKjw8hkyeh8vND5e+P4uMDajX65GTsNhtmm5XY118DtZptOzaTnZPFiYI81t42gbKiQrf4NTodCR1P3ULqN/k2AkOdd+sVlYo7PviyVs/fpUQmf0mqQ9ZyO1qdmrA4A+OfvIygSOdodEII1p9Yz+c7Pmf10dWoFBU9Ynq4EnynyE4sHnUxz38unQ/TylWYd+7Ev0cPfNu2wZqZSe7HnzgvqVc0fHOYTITcOBn/bt3InzuXzGeedTaeq6Tpgp/QN2+O6Y8/yXz++SrHCRo7Dr+Ujvh27Ig6OAS1MRCVIQCVwYAmNMRVLvEM/ckVRSHknnvYv2kdeccyMBcX0f/G2wH46X/Pk3/8KDe+6myZfmz9nxQWF6DS6Ulo1wFjRBTGiEjXs2+g0e1ye8ueff/VeZRqJpO/JNWR7CPF/PLeVlKGxyESC9lftB9LvoWxyWOxCRv/Wf0frHYrd3e4m5GJI+Wl+kvYsUcfxZ6Xh8rPD9+2bXAUF1O4cCGKVovio0XRalH5+eMwmwHw69wZw4AB6JonofLzR+XnByoFbYxzqODAYVfi17UrKp0Pil6PotOh8vFB5e9s1Bk8btwFxWmzWNi2fAnrf5yLKd85/LIhOIQ+N9yMWqOh3eVDMBcXucqP/r9nURSl3o/wdymQyV+SasnJiWiaBzcnfWsOiz76B7O6hHv+eYbcvccAiDXEMjZ5LFqVlvcGvkejwEbo1Gdu9CfVL6ZVqzH06glAyZo1mHfvQdhOdV8DhfB7nW0ycmfOpHTDRkR5OaK8HIelHHWgkUYffwTA0QceoHj5CoTZTPDEiQRPuB4AXWIiLdbVPM6+rmlT4t58o8b1mpAQNCEhNa4/X6cn/biWbRhy9wPEtGiJ1ufU32/TDp3ctmvojejqnCn7gjeVyV+SPEwIwZw9c/jvhv9iF3Y+i/mRtfMOoA6zk9fzb26IvY5mxmYkBiW6TRKTFFxzy2PJs+yFhWS98QaOYmfDtsBhVxI4aBDWrCyOP/a4szua3e5soe6wE3rTTaDXU37gABlT70HYbWB3YC8qwlFURMIvv6BLaErRL4spmDvX7Vjq4GBX8rdlZWPNyHDVvNWGALek7NelC5qoaNSBAQRedbVrYpf6wm6zsvX3iqSfl0tscmuGTn2I+NZtZWKva6ZseLX6hsLnQiZ/SfIQu8PO0kNL+XrX12zJ3kKvmF70Sh/Nmu8P0LR9GINubo1WN8TbYV5ShBDO++PFxQirFW2U81ZK3hdfUjD7WzRRUaj8/LD36O7axlFa6uwbrlajaDWo1BpnIzZApdeja9EcRaVG0aidg7TofFz3xyMfe5SIRx52dV9Do3FLipGPPAw8XGO8wePH18JZ+HfSt/6DKTeHNv0HAbBhwTyMEVEMvfvBC0v6e3+j2b6vwfwbCAcgnM9CnPb65DJxDmVOLhPVlKlU1m1ZxX4dNsjeAwEVt9lck91VPnZNz5x7Wde+a9rPuZat9CxOjR54vmTyl6TzsOzQMk6UnCCrLIvs0myyS7PpHNWZKe2nIBA88ucjxAXE8XjH/yPwz2QObc+j/eXx9Lg2scpQvdL5O9n10ZqZRf7XX+EoKcVRUoKjtARNZBRR//k/AA7fehtl27bhKCkBm3PgI79u3Wg883MAChctAo2Gxl9/jU/cqd4W2ogImnw7u/qDp6aijYkh7vXXa4zv5D30f23/CsjcwakP+UrJzZXAqPSzqL5sle2qJlMhHJhKLOTkl5NdYCYn30KhycK4QdEowO412RzKNNOm4AfUCCb0VOHnk4uy5y3YfaZjn56sKsruW0o8QFYAKIrzgQKKquK1yvk4fRnKqfJnLKMChdNeV1em4lntA+EtwGGHwJhT8UCl2M7lmYqfOY+yZylztlg0vvD0hY3RIZO/JJ2HF9e9SFZZFlqVlgi/CMJ8w9CqnCOGaVQaPr7iY1r7t2fxe9s5fCiPvuObu6bflSo4HM4ai8MODhulf/xC6ZqVOMotBF/RBW2wgZKt+8n/fROi3IrdVIY1rwh7cRnNXroRbaiBwp/WkfvDGgA0IQbUei1KYQj8+T8QAr+QEnw6RKHSa1DpnA+fcB9Y+hQIB43HhKEqzEX9yw1UTVxUW3PsWloCW31PW0eVclUTcg012Gq3q/TzBakmmbqSpjPx5ZXrOVISSLZZT06ZnhyzL+X2UwM/GbRWwvwsWHbvRKeBPsFqfMIEpO8HRcH/tP1Vf7zKP+NeNiaF3QG9SB7/7AW+R8mdTP6S5HHl9nIeX/k4cYY4Huj8AJ8P+ZxAn0CMOvcuSSddFn0ZWYeKKMopY8gdbUnoEF7NXs+TtQwspc7LkycflZLnqYfjtNc2yNpFzNEjsD7t1GXCk5dAHSd/tp9KOo5K611lBez7HbT6U+sd9lMxCHuVhF5lWeXn02QuCcOc7wMIAornoQ21Yj+sp3xnAIpaoNYK/APsqMMdKH8+B3oHgRY1vgPU+IVZnHnlpOUrAQjzA/wqlp2s+RWqYJ3zZ63DDvZyCOgIfmHVJ67TEqcpKxu/yKhqaqLV1EqrrKuhBltj0gSSh0FIsxqTePX7A+FwYCrIQ+fnj4/el2N7d7P2h2+54vZ7MISEsn/BPP6c9Tk+vn6ENWpCcqPGhMU3IaziWW8wuP1+/PC8E6mpJNfCfqVzJ5O/5Hl2GzislZJT5YRQQ6JySxwOgvK3wQGlUiKqfI+vpscFlLGWQmEGaHSuWHZYCki15rDBVsg2hwkLgmfVcbB3PY0qJ09XEnU+l1l0+GpKiBAOJjZT4bOuHNZWOqajmm2rezgqJV1LcUVN8MI1B0g7jw0U9amEqar42WEHuwWSBjnXq1QVz+rTnlU4rKDS60ClpmRfHta8MuxmGyV7slA0avSNwwi/KgVUKtIemY0tv4SA7m2JfeU5FJUaFIVARUWg63JtpUdFgvRRFHyqW3/6JV4PNkLbmZpKRD3oniYcDkoKCyjKzqQwO4uirEwKszMpys6iqOLZbrNx9bTHaN6tl3Pe99wcSosKMYSE0rrf5bTo0ZuA0HDZSO8SJpP/xUKISjUom3tt6vTlbusq1cKqJNkzbG8rA1s52Mxgt1atUTrs7sv3rwCtL+Tu48IvWZ7SAWDLv95NjWxAgUpFvlrNCY2af3x9mVKuwUel4Vd/DV/qFZLtCuMcanrZNXQXxaCY3BNipUd+eRjzto+nR5NVtIra7UxMbuVOJqOq2zoT6emPSuWsJWCMA98Q5z5VmkqPk0m30uvKz4qKv3YeoUfPPqficIvr9ERffTJwmM1YDh3GUVqCKCtD17IlmuBgSv76C9PKVdgyM7FlZWEvKqJ8716S1vyFJjiY3Ftvo2TVJtd+FF9ffDpfAX2djd6CJuhBgYDLB6GEN6/22JcaIYRr5Ds/YxBmk4mVs2fSontvGrVpz/F9e5j9pHujQT9jEIHhEUQ0aUZi1x4YwyOIaJoIQGyLlkz+7zunygYa6+7NSPWWTP4eorcWMEG9DGVd+mmJtJqk6bCC1exMsNZKj9NfW8ucta2TtU2vU0CtrSbRaJ1Jw2GFTpOdl6gjkp3LXWVVp35W1NUnqpOJTFGxectWOnRMOUONruYaX1Z5PmtztpJvKSbfUuR63NvmFhKNzVh4eClPrHcf7UytqBk0bDYtQ1tykzmP21VaAnzOfXY9o91Bi+/3ETewP4T5nn2DOmTZXwqGs99+EBYLtoIC7PkFCHMZvu3bA1Awbx7H/+8/bmXjPnifgH79sOXlk/f552gbN0IbHoE2Ph592zbYc3PRBAcT/ewz4HCgMhicQ79q3D9yTs6NfikRQlBWXOSqqRdmVdTgK34uys7CZimn07AR9Jt0G2ofLWnr/iIyIZFGbdoTEhvPwJvvJDAiAmN4JIFhEWj1em+/LekiI5O/h7Q68SO3aT+D36pZqVRTW9P6gkYPWj/nvVStL/gGuS/T+ILGxz1ZKqrTanbqU4n15OXXihqfexlNpUu1p9cYVVUTskZf8dA5W8OeLFdHCg4LaNLznMs7hINiSzFGnZF9R//i//5xtsjWKBqC9cEE6YMo0erAP5TkqE7c1f4ugvXBBOuDCdWH0iq0FX5a593NEP25D4aStjGTmKQg/I06eo+tnzVXVV4eJWvWYMvLw56bR/nBA2B3EP3M0wCceOZZChcuxFFc7NpGEx5O0so/ASj+fTkqgwF9cjKht9+Gys8PXaKzVhlwxSCSd2x3zjleDW10dC2/u4uDtdyMKT+P4KgYhMPBB3dMRDhOfaHX+xsIDI8kJCaOph06ERgeSUySsw+31kfHXZ9841a2w+Bhdf4epIZFJn8PUVXMo257IA2NzrdSrbfmS6nShTtYeJA1x9awN38vaflppBWk0S6sHZ8M/oQOER34+ZqfCdYHY9AaqtzXTApO+tcD6ggh+Oe3w6yZv5+2/ePoU08TP4Dv6r84/PPPVZZHPfUkikaDvnUrUKlQhwSjCQ5GHRziNq573Lvv1HhvWFXR/106s++ffwqH3caE519DpVZz+a134xdoJDA8AmNEJDo/D3URlKRzJJO/p/kGgVZ+INYGu8Pumov+6TVPsylzE0adkRbBLRiVNIp24e0A8NP60UjbqNbiEA7B6h/2sWXZEZI6R9BzVGKtHetc2XJzKV72O6WbNiLKzNiys7FlZRH7+muYu11G63FjUQcFoQ4LQ20wOOdOrxA0atQZ9y0bhZ2fopxsdq1cwd51qxk74yV89L50v3YsKs2pc95u4GAvRihJMvlLF4ECcwEfb/uYxQcX893V3xHmG8Z/LvsP/lp/ovyj6jQ52e0Oln+5i73rMmnbP47e1yWh1NHgPWXbd2Devg1rRgbW4yco37+f0Jtvwjh8OLbMTE5Mnw44h5PVJbfAr0tnFL0v9vBw/Lp0OcvepfMlHA7Kiosw5edRUpBPUXYme9f9xeHtW0AI4lu1pbSgAJ8oX5qcNsa9JHmbTP5SvffT/p/4cueXXN7ocspsZQAkBtd9bdtabufXj7ZxeEcel41IoNOQxh794iHsdux5eThKSrCXlDhHrispQZeUhE9cHIdvvhlHkXOGNG1cHD6NG6MKcDZK1CUm0uy3JWijo91q9QAcP+axGC8FDoedsqIiTHm56A0BGCMiKTMVc+iPpWREhBHXqg3H9+3h26cewWF3H7fAGBFJ91Hjad13AMYIOSujVH/J5C/Ve4Xlzm5PL/Z+Eb3GO62azSYri97dQlZ6Ef1vSKZVr5izb1QN67FjlKxdh72oEHthIaV/rcF4zTUEjxuL9ehR9l9R9XJw5H/+Q8gNE4h743UUHx90iYmog4Lcyig+Pvg0qr1bHQ2Bw27HbrWi1euxWSzs+ON3SgrynDX3itq7KT+P0sICV2O8LsNH0WfCTahUKvIP7KUg8zhxrdoQGBZB56uvxT8oBENIiPM5OITAsPB6NxmPJFVHJn+p3rA6rOSU5pBZmkmezTk3+JL0JXy87WNC9aFoVN75cy0zWZj/v78pyjGf96h9QggcJhOivBxNWBiZL75E8dKlzpWKgspgoGzzZoLHjUUTFkbU9KdQ+fu7PbRxzuGB/Xv0qI23d9Gz26yUFORTkp+PqSCPkry8iqSeT3B0DF1HjAbg/dtvILlnXwbePAVFpbDsk3dBUfALNOIfHIIhKJjwxk0xBDuTuX9wMGHxjQHQ+fnT4aa7aVMxyI9/UDC9x0/21luWpH9NJn+pTgkhOFh4ELVKTePAxuSZ87hr2V1klWaRU5aDqBggaETQCK7lWnrH9uaRLo8wInGE15K/3k9LTPNg+l4fQWzz4CrrhRBYDhxA16wZAFmvv0HZli1Yjx7Flp2NMJsx9O9P/PvvEXrLzQRccQWGvn1QGQxutUSVn1+9nNWtvjqetodFb75MUXZWlXWKosIvKAhF6exa1n30eEJinF+k1Botd7z/Bb6BRtQa+TEoXXrkX71UJ3bm7uSTbZ+wKXMTeeY8rmt+HU91f4oAbQBBuiBahLQgwi+CSL9IIv0iydmdAzhb7k9sNdGrsSsqhX7Xn5o3WwiB7dgxrFlZ2LKyKVq0iNING0hY/Aua4GDK9+zBUVyMb7t2aCIi0ISHo0tytlHw7dAB3w4dvPROGpaNi+ajKArdR1/vdundPzgEP6MRlcp97IGUocPdXhtCQusyXEmqV2Tyl+rE93u/Z8XhFQxtOpROkZ24LPoyALRqLR8M+qBK+dR9qXUcYfV2LtnNwZ/X0bpwBf5dujhHpHM42HfFYKjc2EtREFYrAPEfvO+laC8tQ6c+SGlhAYFhHpg8SZIuMTL5Sx4nhKDIUkRGcQZxAXEYdUa0Ki0tQlrwQu8XvB3eOSs/cIDjP/1OTlEAorwUpWJAG0WtJualF1EHBrpq9uqQENnQqw6UFOTz19xZ9Bo/GV9DgEz8knSBZPKXPGJv/l4+2PIBR4qPkFGcgclqAuDVvq9yRZMrGJYwjD5xfbwcZVUOi4X8r2dhOXwIy6FD2LKzSVi4EEVRyH79dWKWLyPWz49Gf6SiDjg11r/x6qu9GHXDV2YqJuvgfjIP7CPr4H6SLutJi+69MJeY2L5iGYmdu9G0Y+ez70iSpGrJ5C9dMCEEJquJAJ8AQvQh7MnbQ+PAxnSM6EisIZa4gDjahzsnhzk5+p63lKxdi+XIERxFRWgiozBeNQxht7OnQ0fnjIeAvnVr9C2SEeXlKHo9YXffTeitt+KTkOCW+CXPKi0qdEv0mQf3UZiV6VofGB5BfOu2AIREx3LHB1/Imekk6V+SyV+6IIXlhTyQ+gBWh5UvhnxBmG8Yi65ZVC+Hgi369VeO3j/N9dq/Vy+MVw1DUasxDh+OOjSE8HvuQXXazGj65GR+/XAbkZn5dLxCJn9PObRtM8LhoEn7FOw2Gx/dORm7zTk3hjEyisimibQdOITIhEQimiS4JXpFpZKJX5I8QCZ/6bxllWbx+MrH+Tvrbx7q/BAO4UCtqOtF4hc2G2VbtlC66W/Cbr8NgMxXXgEgasYMjFdfheLn5yof89KLZ9zf4V15+Afrai/gek44HFjMZqzlZgzBzsl+cjMOU1pUSHwrZ218z5qV5B3LwGo2Yykrw2ouw2I2YzE7f7aazfgGGhnzlLO9x1/fzUJRKTRpn4Jao+Hy26YSEBpGZNNE9AaD196rJF1KZPKXzsvSQ0t5cvWTWO1WZnSfwYjEEd4OCQBHSQmFCxZw4ulnXMtCJlyPyt+fuLffRuXjg09i4nl9QbFZ7FjNdvwCL46JmoQQ2KwWrGXO5Gs1l2EpK6Pw8EH2rtWQ0OkyNFoth7dv5cjObfQcMwGAf35dyIF/NrrKWysSt8Vchq28HACVWs39s35EURQ2LPiBw9u3cPt7nwOwPXUZ6Zs3odZq8dH7otX74uPri1avx8fXD0NwKAGhYa44h9w9za323qbf5XV4liRJApn8pfNgd9j5eOvHJAYl8mKvF4kPjPdaLNasLErXrcd49VUAHJo0GfOOHQCE3HwzobfcjMrfOU2qb+vWF3SMMpOz655vQO0m//LSUkx5Oc6EWyn5umrQFbXplCuHExgWwYF/NrBxwQ9cNe0x/AKNbFj4A+t+mIPFXOY2R3xl+36G29+bSUBoGEd372Dd/Dl0HzUOlVqNucSEubgIrd6XgLBwfPS+ziTu64uPXu9M5npfEAIUha4jr6PjkKtc+x4+7XFUGs05D5YTHHVhQyNLkuQ5MvlL50ytUvPhoA/RqXX4af3OvoEHCYeD0rVrKVm3nrLNmyldtw6AwKuGoSgKITdORhUQgG/79miCq47CdyHKii3AuSV/IQR7164m/1hGRa35VM3bWm7GUlZKz7ETady2A4e2bWb+y08z5qkXiGnekrT1f7Hk/TfOuH+tTk/zbr0IDIsAAQ6HA0fFffKw+Ma06jvgVK27osat1evx0fuyfdcuLuveAz+js7Z92bVj6DZqnOsqSPdR4+k+6txHFgyJiXWPTe+d+RYkSbpwMvlL50QIwVHTUeIC4rxyfHtuLodvvgUAfdu2BAwahG/7Uz0IaqPrXWnRyeSvPWM5c4mJX997nf0bnV9Iarr8raoYB8AYHknK0OH4GZ1fUuJbtWHYfY9UbKN329ZHr0er07uNIZCQ0oWElFNT9Dbt0ImmZ5gyNj2/iPDGTV2vTx/5TpKkS49M/tJZHSg8wCdbP2Fx+mK+GvoVbcLa1PoxVQUFFPz4I+Zt29G3bUPQyJHEvvEG/j26ow4MrPXjw6mav99Zav5qjYbinBz6TbqNDoOHnfXyd1BUNH0m3OR6bYyIktO/SpJUp2Tyl2pkdVh5Zf0rfLvnW3RqHeNajKNVaKtaP+7RBx4g/JfFHK94Hf7gAwAEDqk63W1tMZdYObIrH6j+sr/DbuefXxfSdsAV+Pj6MeGF11CpZY1akqSLg0z+UrWEENyz/B5WH13NhJYTuL3d7YToQ2rlWA6LhfI9e/Ft2wZht1P0y2KEWk3822/j36snKp+6b22/5fcjpG3IpHnXSLQ6Z1IXDgflpaXoDQZM+XmkfvkJWr0v7QYOlolfkqSLikz+ksvBwoP8ceQPxrccj06t4/JGl3N1wtUMSxjm8WOVbdtGwbx5WI8eo2TlSjSRkST9kYqiVhP17DNsdzhoNaC/x49bk9IiC8u/3EXrPrE0bRdG235xNEsJJzjKl/St/7Bvw1r2b1xLRNNmXPPIUwSGhXPdk8/TqE37OotRkiTJU2TylwD4eufXvLzhZQBah7WmS1QXRjcf7dFjWDMz0UZGUrJ+PUduvwNhNoNWi3/v3vildEQIgaIoBF93HfbUVI8euzo2i538zFLC4wPQ+2soK7ZgKbNhMZeRsXMT+zas5cDfGygvLUGj09G0fSead+/l2l4mfkmSLlYy+UtYHVZWHFlBgDaAecPnEW2I9uj+hRBkvfwKeTNn0uKfv/Hr0IGgUaMwDr8a3/Z1n0BLCsvZ/sdRtv95FJVKYdILPVBrVKQMcrD19w9Z/PZm7FYr+oBAErt2J7FLdxq364DW59Id6U+SpIalzpK/oighwKfAFUAO8LgQ4ptqyumAN4FrAC2wGpgihDhaV7FeSoQQPLX6KdafWM9jXR/zaOI3791L6dp15Hz0EfacHDTh4SAEio8PUU/+x2PHOVfZh4ud9/I3ZuJwCJq2C6P9gHhUamd/96LcbLIPpdP+8qEkdu1ObItW8l6+JEkNUl3W/N8FLEAk0AH4WVGULUKIHaeVuw/oDrQDCoGPgLeBa+su1EuHQBDuG87UDlOZ0HKCR/ed+8GHFP3yC6qAAMLuupOwKVNQ6rjxnsMhSN+Sw5blRziWVoBWp6ZNn1ja9o8jKMI5UJG5xITe30DHwVfRYdCVbn3qJUmSGqI6Sf6KovgDo4A2QggTsEpRlAXAROCx04o3BZYIITIrtp0DvFYXcV5qHMKBSlHxQOcHEEJc8H4sGUcx/fkHtuPHKftnM74pKYTecjNhU6cSeust6JKTvZJQSwrL+eG/myjKMRMQoqfn6ERa9ohG53dq0J6Dmzfx81uvMOqJZ4hObCETvyRJl4S6qvk3B2xCiL2Vlm0B+lZT9lPgTUVRYoACYAKwuNYjvIQUmAv4dPunzNkzh6sTrubJ7k9e0Ix81mPHSL9+ArYTJ1zLdC1aoDYaUQUEoDPW/dSrhdll5GQU06xjBH6BPsS2CKb7NaEkdAhDpT6V2E82LoxokkBi526ExnpvngJJkqS6pvybGt85H0RRegNzhRBRlZbdBkwQQvQ7rawR+BAYC9iBbcBAIUReNfu9HbgdIDIystO3335ba+/hbEr/ns2VRd+yvPc8VOr63Y5yZvZM/i79m87+nRkWNIxQTejZNxICzeHD6Netx2f/fspbtaRk6FBUpaXo163H1rgRlmbNQHvmoXDPlclkwnCO07ueTOQAR9c6KDoKLUYqrnv5bmXtdrJ3bSV//x6aXz3mkqjpn8+5lGomz6PnyHPpOf37998khOh8vtvVVZYyAaePyRoIFFdT9l1AB4QCJcAjOGv+l51eUAjxEc42AXTu3Fn069fPcxGfpzUHF0MR9OnTB422fk8B+8kvn9DV2JVPrvjknMrnfT2L3M8+xXbMOeaeb4cOGFq2IuyKK5wFRo70eIypqamc7fdptznYtymLLb8fof8NyYQ3CqC4nRlFUTAEu7fMF0Kwb+NaVs6aSf7xo8S3akvXlI74B3lmEqD67FzOpXR28jx6jjyX3ldXyX8voFEUJUkIkVaxrD1wemM/cDYG/L+TNX1FUd4GnlEUJUwIkVMn0TZwheWFRPhF1LheCEHx4sVooqLxS+mI4qPFt3Vr/G68Cd+UFHzbXNgUuZ5SZrKw48+jbEs9SmmRheAoP8rLnDPcBYRUnWGu4MRxfn3/DY7u3kFITBwjH3mShJSuF3SrQ5IkqSGok+QvhChRFOUHnEn8VpwJfgTQo5riG4BJiqKkAqXAXcAxmfg9wyEc3NPxHoosRVXWWY8fp+CHHyj8YT7Wo0cx9O+P3/vvETxmDMFjxnghWne5R01sXX6EPeszsVsdNGodQvsB8cS3CjljIl/xxUdkHzrI5bfeRdsBciheSZKkurw5fRfwGZAF5AJ3CiF2VLQHWCyEOHkD6CHgLSAN8AG24+zzL10gIQRf7PgCgeCmNjcxqPEgBO5tPYpXrCDjzrsA55S5ITfdROCwK70RbrVSZ+1mx8pjaLQqkrtF0a5/PCEx/mfdLu/YUQ78vYHuo8fTflD9eT+SJEneVGfJv+Iy/shqlq8EDJVe5+Js4S95gEM4eHbts3y/93uGNBni7NJntVIwdy5FCxbi26E9kY8/jiYsnIChQwiZMAG/zufddqTWHd6RR0xSEEPvaIvecO6NCv/5dSEqtUYmfkmSpErqd7N06V8pLC/kk22f8P3e77m17a3c0+5uct5+h5z33nOV8e3Y0fnctg1xr7/urVDPKmVIYwJC9OeV+AEOb9tMcs8+l0TDPkmSpHMlk38DJYRg3KJxZJgyuC5iMPd2vBfz1q3kfPghaDSE3X47obfegsrPz9uhnpM2fWLPqdyhbZtZ8/1sRj3+NFq9nn6TbyOiSUItRydJknRxkcm/ATlRcoJvdn3DXR3uQifUTM/rTeDXi1Eyf8bR/T/4tm9P4tLf0EREoGgurl99YXYpPr4afA3u3SiFEBzdtQNDSChBUdGoNRos5jKK83IIiYmjaYdOXopYkiSp/rq4MoBULSEEr//9OrN2zsKBg57ljQh+5A2MubkABF03Gipaw2tjYrwZ6gX77oWNJHePoveY5q5lW3//lY0L55N//CgpV46g/+TbiE1uzaSX3/JipJIkSfWfTP4NwL6CfXy+/XMub3Q5D3R6AOX/XqE4N5eQm28m/L57Ueku/qlo+01ogTHc1/V634a1LP3oHaITWzDkrmk079YTQPbdlyRJOgcy+TcAR7MPMGy9g3HHdMT1i8MybRoRjzyCT3zDGa8+qXOk6+fSwgJ+++htIpo0Y+zTL6HWeGZIYUmSpEuFTP4XMYfFQs577xEx83Mmmx1o2uwFhwNdQsNr4HZ0Tz4BYXoCQvT89tHbWMpKGTr1AZn4JUmSLoBM/hchh3Dwym//of+zSwjMKcUnJoag6U8Q0r03SgMcvU44BPNf20jTtkWU5G3iyI6t9Jt0K2Hxjb0dmiRJ0kVJJv+LUFp+GnMyFtA+KpimY28kfOrUBnuv226zgqIGbOxdMwv/ICN9JtxEytDh3g5NkiTpoiWT/0XElpvLtrtv5vPEo+iT/Un+9EsijE29HVat+ePrzzi8fQvjnn4VRdHR6aqH6DX2MlSqhnd1Q5IkqS41/MnMGwjL4cNsG3klPlv2clmGnjlXf0fTBpj4t634jfLSEgAimiTQtEMnbFYrAAFhcTLxS5IkeYCs+ddzwuEg78svyX79DXy1Wsyv/x9jBo1Fq254Dd0Ks07w24dvI+wO0Ohp2asfAAWZpQCo1A3z1oYkSVJdk8m/nhM2G7kffIhDqyFpwU8X7SA952LLsl9RFIWmHTuTt207AHabg2Uzd6LVqWnSNtTLEUqSJDUM8rJ/PSSEIPPFF3GUl4NWw9z7O3D9XWb+UTK8HVqtsVksbFv+G4mduxEQGuZavnrePjIPFjFgUkuM4RfHPASSJEn1naz51zNCCLJfe528L75E0zyJ92J28V35Ku5KuZuUyBRvh1crhMPBn7M+x1xcRPsrTk29m7Yxk20rMmg/IJ7EThFejFCSJKlhkcm/HhFCkP3Gm+R+/DH2nilM1X7P9r07uKnNTUxpP6VBduezWspZ/M6rpK37i45Dr6ZRm/audWFxBlr2iKb7qGZejFCSJKnhkcm/Hsl5+x1yP/wQ44gR7Js6lPz1L/Jy75e5MuHKs298ESotKuTHV57h+L699Jt0G52GjQCc9/mFEARH+TNgUksvRylJktTwyORfTwirlZK1awm8+mqiX3qRKASLYnuiUTXMX5HVbGb2kw9hys1l+LTHSbqsB+C8+vH7zJ1k5QhEP9Egr3ZIkiR5m2zwV08oWi1l/32Y2ztv4eE/H0alqBps4gfQ6vV0GnYNY6a/6Er8J4XEGNAZFZn4JUmSaknDzS4XASEEBd/NpXTDelZf2YgXMj4jSBfEtUnXeju0WnN4+xYURSG+dTs6XOF+O0MIZ02/85VNMKWmeydASZKkS4BM/l5izcriyO13UL57N5boEN5p8it9Ww3kmZ7PYNQZvR1erRAOB398/RkarQ/jnnnFrWZfVmxhwVub6Tk6ibgWwV6MUpIkqeGTyd8LhM3G0QcewHLoENEvvsh//H7FUHKY1/u/jkppeHdiSosKQQj8jEGMfORJND46t8TvcAiWfraD/OOl6Hzln6QkSVJtk5+0XlAw7wfKNm4i+vnnCbpmJM+Z+7GvYF+DS/x2m40tS3/hr7mzaJbSlaFTHyQgJKxKuQ2LDnJkVz79JyYT3ijAC5FKkiRdWmTyr0OWjAx84uIw9OtHzP/+h27IQBzCQZA+iM5Rnb0dnkcd2rqZFV98RG7GYRq360jXkddVX257Lht/SSe5RzStejbcoYslSZLqE5n868DJUfvyv/mGhEUL0UZHY7xqGJ9s+4SPt37MijEr8NM2jKFry0tL+fW919m3YQ3GyChGPPQfmnW+rNqW+zkZxSz9bAehcQb6jmvuhWglSZIuTTL514G8zz4j9+OPCRw2DE1kJAC/H/6dWbtmEe4X3mASv8Nh55e3/8vBzZvoNW4SnYaNROPjU23ZnAwTP72+Ga1OzZVT2qLxkVP1SpIk1RWZ/GuRLT+f7Ndep2DuXAKGDiHmlZdRVCrSC9OZtmIazYOb81yv57wdpsf89d0sDvy9gQE3T6Hj4KtqLJd71MRPb/yDxkfFyAc6EhjmW4dRSpIkSTL516LStWspmDuXoLFjiXz8MRS1s3a7OXszAsErfV8hwZjg5Sg94+junayb/x1tBw6mwxXDzlg295gJjVbFiGkd5Ux9kiRJXiCTv4coxWVkbQ3A8sT/oQkIIOqppwgYMoSmTZqgb+k+Pn2jgEa0Dm1Nk8Am3gm2FsS0aMngO++nZa++NY7MZ7c5UGtUNO8SRdP24WjlpX5JkiSvaFh9y7zIZ3sGuTsDKNu4CWtWFgCKolRJ/A7hICUyhdnDZjeIrn0Ohx1Tfh6KotCm3+WoNdpqyxVkljJr+loO78gFkIlfkiTJiy7+7FNfCAFAk18WEf/OO9WsFjy39jleWPcCQIMZt37Tzz8x84E7KcrOOmM5vUFLcJQ/hhB9HUUmSZIk1URe9q8jW7K3MGfPHMYnj3eNYd8QJHbphtVsJiAsvNr1xXlmfAO06P21XH1P+zqOTpIkSaqOrPl7iKVNPI0vzwZ19ZezjxQfAeD65OsbROK3Wa0IIQiOiqHHddW/p8LsUn747yZWfL3bCxFKkiRJNZHJ30NEoC9+YdYaE/tR01EAovyj6jKsWiGEYOlHb7PwtRcRDke1ZYpyyvjxtX+wWRx0HNS4jiOUJEmSzkQmfw9RZRVScMC32mRYWF7Ilzu/JDEoEb3m4r/nvT11KTv/XE5Yo8Yoqqp/QicTv9ViZ/j9HQiLM3ghSkmSJKkm8p6/h2j3ZXJ8fTCJ1SR/o87IU92eomNERy9E5hl5x46yb8Ma9q1fw/F9e2jUpj3dRo2rUq44z8yPr/+DxWxjxP0dCY+XE/VIkiTVNzL515EhTYd4O4TzlpV+gLR1q0lbv4bcjMMARCYk0nPsRDoMHoZK5d6+oTjPzI+v/U15qY0R93eQM/RJkiTVUzL514GX1r9Eu7B2XJlwpbdDOSOHw052+kEiExIBWD3nKw7+s4nYlq3oP/k2Ert0JzA8otpt7XYHP7+3FbPJyvD7OxLROLAuQ5ckSZLOg0z+tWzh/oXM2jWLmM71f7raTYt+5M9Zn3P7+zMJCAmj78RbGXzn/fgFGs+67bYVGeRmmBg6pS2RTWTilyRJqs9k8q8lNoeN6X9NZ8H+BbQLb8f45PHeDumsWnTvTWB4BHp/ZwO9kJjYc962Vc8YfHw1JHSovr+/JEmSVH/I5O8hlvaNaeX/p6uf/7Nrn2XB/gXc1vY27uxwJ1pV9cPe1geHt2/lxP69dBx6NS269z6vbR0OgbALfHw1tOpZ/69uSJIkSbKrn8cIfx36IBuKouAQDkL0IdzR7g7uTbm3Xid+gD1//cn6H+eiqWFc/jPZtiKDOS9swGyy1kJkkiRJUm2QNX8PUR/PJ2+vPwa7HY3Wh/tS7vN2SOck+9BB0tb/RXTz5Gr77J9NUJQf0YlGdP7yT0mSJOliIWv+HqI5mE3m30ZuXXorm7M2ezucc5KxcztzZjyGWqul38RbLmgfjVuH0n9CcoMYsliSJOlSIZO/h+RSCjjH8L8YpupNW/8X37/wJH5BwYx/9r+ExjU6r+13rj7GugUHcNirH95XkiRJqr/ktVoPyaWMOOCbIbOIDon3djhntPuvP/nlrf8R1SyJkY8+dU5d+Soz5ZtZPTeN8EYBssYvSZJ0EZLJ38OCdOeXSL1h/U/fExbfiOuefB6t/vzmGhBC8Mc3e3DYBf0nJqOoZPKXJEm62NT/69OSR5UU5JOdfoAWPfqcd+IHSNuYSfq2XC4bkYAx3K8WIpQkSZJqm6z5e0hESnsMobNRa3y8HcoZ6fwNXPv404TExJ33tmXFFlbOSSOyaSDtBtTvWxuSJElSzWTy9xBfvR/xeiu2C+guV1fsNhtqjYamHTpd0PYr5+zFUmaj/8RkVPJyvyRJ0kWrzjKVoighiqLMVxSlRFGUQ4qiXH+GsimKovypKIpJUZRMRVHqfaf54xkHWbw/FLvd5u1QquWw21nw2gukfvnJBW1/fF8BaRuz6DS0CaExBg9HJ0mSJNWluqz5vwtYgEigA/CzoihbhBA7KhdSFCUM+BWYBnwP+ADnf426jlkOn6DlBh2Oepr8FUUhODqWoIioC9r+n6WH0flr6Djo/LoESpIkSfVPnSR/RVH8gVFAGyGECVilKMoCYCLw2GnFHwCWCCFmVbwuB3bVRZwNmaJSXfBAPg67A5VKoW2/OLQ6tYcjkyRJkupaXdX8mwM2IcTeSsu2AH2rKdsN2KYoyl9AIrAOuFsIcfj0goqi3A7cDhAZGUlqaqqn4z5nVptzbPtVq1ah1dWvVvCHUpfgFxZJeJsOF7wPfQsoFTmkplb5NdQKk8nk1d9nQyLPpWfI8+g58lx6X10lfwNQdNqyQiCgmrJxQAowCNgGvALMBnqeXlAI8RHwEUDnzp1Fv379PBfxefp2lnNSnF69euHrX3/msxcOB2998haNE5pxIefHXGLFbLISFFm3X2hSU1MvKF6pKnkuPUOeR8+R59L76qrBnwk4PSMGAsXVlC0D5gshNgghzMDTQA9FUer/6Dn1UHFeDjarheDo2AvafuuKDL6ZsRZTfrmHI5MkSZK8pa5q/nsBjaIoSUKItIpl7YEd1ZTdCohKr0U1ZeqdqC6diIz4ot718z+x33m6Q2IvrM1k694xBIbpMQTrPBmWJEmS5EV1UvMXQpQAPwDPKIriryhKT2AE8FU1xT8HrlEUpYOiKFrgSWCVEKKwLmK9UDqtDyFaO6p61s9/y9LFGELDiG3R6oK29zfqSO4W7eGoJEmSJG+qy0x1F+ALZOG8h3+nEGKHoii9FUUxnSwkhFgOPAH8XFE2EahxTID64tih/fy8Jwyb1eLtUFxyM45weNtmOgy6EpX6/FrpOxyC3z7dwdG9+bUUnSRJkuQtddbPXwiRB4ysZvlKnA0CKy97H3i/biLzDOvRLFr944MQ9WeK282//Yxao6HtwMHnvW36lhzSNmTStH1YLUQmSZIkeVP9ukYteVTO4XSiEluc95S94BzUJzBMT7OO4bUQmSRJkuRNMvk3YHabFY3P+TdAPL6/kBMHCmk/MB6VWv6JSJIkNTRyYp8GrFnnbmh1599Kf/Oyw+j8NCR3lw39JEmSGiKZ/Buwy0Zed97bFOWUcWBzNimDG+Ojl38ekiRJDZG8push8d0uo9l1x+pNP/+961ZTWlhw3tvtWHkMBWjT58IGBZIkSZLqP5n8PUSlUuGjpl708zebTPz67uusnvP1eW1ns9rZufoYTduHExCir6XoJEmSJG+T13U9JOPAXhbtjuByqwWN1ru1f73BwIQXX0fvbzh74Ur2/52N2WSlTV9Z65ckSWrIZPL3EPuJXJpt09Sbfv6hsfHnvU3T9mEMvLElcS2CayEiSZIkqb7w/jVqyaMObd3M3Of+Q1F21nlv66PXkNwtGkWl1EJkkiRJUn0hk38Dc3j7ZjJ2bsM38PymFd64OJ2dq4/VUlSSJElSfSKTfwNzYn8a4Y0T0OrOvcGeEIIjO/PIPFCv506SJEmSPETe8/cURcF6fnPn1ApTXi6h8Y3OaxtFURj5QEfstvrRXkGSJEmqXbLm7yGNu3ej3XXH0Pp4t4tcaWEB/kHn3mBPCEF5qRVFUdBo68G3F0mSJKnWnTX5K4ry02mvR9deONK/YbdZMZeY8DMGnfM2GXvymfnoak7IS/6SJEmXjHOp+fc/7fVHtRHIxe5I2m4WbY7EZrV4LYaCzBMABIZFnPM221OPovFRExZ/fmMCSJIkSRevC7nsL/uBVcORnU+z3Wqv9vPPzTgMQFh843Mqb8o3c3BLNi17RstL/pIkSZeQC0n+wuNRSB6Re+QwKAohsXHnVH7L8gxAjuMvSZJ0qTmX1v7+iqIcrvTaeNprhBDn17xcqhUaHx+adep6Tt38zCYr2/88SlKXSALDfOsgOkmSJKm+OJfkP6DWo5A8osvwUXRh1DmV3bL8CLZyOylDzu0WgSRJktRwnDX5CyH+qItALnZCo8Z0kUyEZymzsS01g4SO4YTGyIZ+kiRJl5pzuuevKEqkoiivKIqyRlGUPRXPLyuKElXbAV4smnTtSpeR3u3n/+30R1j5zcyzltv2RwblpTY6yVq/JEnSJemsNf+KBL8JyAZ+Ao4BscDVwERFUToJIY7XapTSWTkcdqKaJREYHnnWskXZZTRuE0pE4/Mb/1+SJElqGM7lnv//AX8BY0WlfmyKokwHvq1YP7V2wrt4HNm9g/ztUQywWtBofer8+CqVmn6Tbjunsv0ntpRD+UqSJF3CzuWy/yDgKXFaB3YhhABmVKy/5Dnyimi6X+WVfv5CCI7u2YVwnPnYdquDgsxSANQaObKzJEnSpepcMkA0sLeGdXuBGM+FI12IgszjfPvUw2xbsfSM5XavPc43M9aSe9RUR5FJkiRJ9dE5zeonhLDXtFxRFDnoj5cV5+QAEBR55vaXTduHY7M4CInxr4uwJEmSpHrqXJK/r6IoX9awTgF0HoxHugAl+bkAGEJCz1jOL9CH9gPj6yIkSZIkqR47l+T//FnWv+CJQC52QqclLxCaeOHYxXkVyT84pNr1wiH4/YtdtOoVQ0xSUB1GJkmSJNVH55L8lwHDhRCPnr5CUZSXgfkej+oi1KRTZ7qHfYDNC/38929cR0hMHD6+ftWv/yebPetO0Ljtma8MSJIkSZeGc2nw9wTwZw3rVuDs6id5SW7GYY7t3UXbAVdUu95hd7B+4QGCo/xolnLuU/1KkiRJDde5JP8OwK81rFsGdPJYNBexwzu28utfUdisljo97rblS1CpNbTqU/0UDDtXHyf/RCndRjZDpZKzMUuSJEnnlvwDgZpGrdECAZ4L5+IlCktofLhu+/nbbTZ2/rmCZp274mcMqrLeYraxftFBohONNG0fVmdxSZIkSfXbuST/3UD115Sdy3d7LhzpfBzft4ey4iJa9a6+1r952RHKiiz0uDYRRZG1fkmSJMnpXBr8vQ58qCiKGvhRCOFQFEUFjATeBR6oxfikM4hLbs2tb39SbRe/ksJy/ll6mGYp4UQlGL0QnSRJklRfncuUvt9UTO7zBaBTFCUHCAPKgelCiNm1HKN0BsaI6gf22bDoIA6rg24jm9VxRJIkSVJ9d04DvAshXuPUTH4PVTzHViyXAOGn40RY3Q12WFpYwMLXXyJj5/Yq66zldtK35tC6byxBEdV3/5MkSZIuXec0vC+AEKIIWFKLsVzUmnRIoXvw+jrr528tLyfncDrlZSVV1ml1aq5/uhvCIUdeliRJkqo65+Qv1S/GiEhuev2DKstN+eX4Bmrx0ctfrSRJklQ9Oa+rhxzaupmlf0RjtZi9FoMQgsUfbmPR21u8FoMkSZJU/8nqoaeYyog7Xnfd6VbP+YoTB/Zx7WMz3LrxdR7aGCGv9kuSJElnIJP/RWr/pvXo/Q1uiV9RFJq2D/diVJIkSdLFQF72vwiVFhaQfeggjdt1dC3b/udR1i04gMNedyMMSpIkSRcnmfwvQsfS9gAQ27I1AAVZpaz+Po2sQ0Uocvx+SZIk6Sxk8veUAD8youvmZvuJfXtRVCoimzbD4RD8PnMXKrWK/jcky2F8JUmSpLOS9/w9pHHb9nQPXFMn/fxP7N9LWKMmaHV6/l5yiBMHCrn8plYYgutmjAFJkiTp4iZr/heZ8tJSju3ZRUxSMjkZJtYtPECzlHCad430dmiSJEnSRUImfw9J3/w3K5bVfj//nX/+jrXcTKveA1n2+U50flr6Xt9CXu6XJEmSzplM/h6ilJYTlVO7CVgIweYlPxOV2JxDuzTkHjXR/4ZkfA0+tXpcSZIkqWGR9/wvIkI46D56PKXFKtb+dIiWPaJp2i7M22FJkiRJF5k6q/krihKiKMp8RVFKFEU5pCjK9Wcp76Moyi5FUTLqKsb6TqVSk9yzLy26dSW5RzS9rkvydkiSJEnSRaguL/u/C1iASGAC8L6iKK3PUP5hILsuArtY7N+0jpyMw/gH6RgwsSU+vvLCjSRJknT+6iT5K4riD4wCnhRCmIQQq4AFwMQayjcFbgBerIv4PEEJMnCokQNFqZ1TKhwOfn7zVea//BmlRZZaOYYkSZJ0aairqmNzwCaE2Ftp2Ragbw3l3waeAMrOtFNFUW4HbgeIjIwkNTX130d6gQKi4xniv5rla9aiUnv+tAohiOlxPfkHHKxdvxqVpmG37jeZTF79fTYk8lx6hjyPniPPpffVVfI3AEWnLSsEAk4vqCjKNYBaCDFfUZR+Z9qpEOIj4COAzp07i379zli8Vq05uBiKoE+fPmi0tdT6vr/zS8Cl0K0vNTUVb/4+GxJ5Lj1DnkfPkefS++rqnr8JCDxtWSBQXHlBxe2BV4B76yguj0nftJHVv8TUSj//DYv+4vMHHqQg88QlkfglSZKk2lVXNf+9gEZRlCQhRFrFsvbAjtPKJQFNgJUVSc4HMCqKcgLoJoRIr5twz59SbiXk9GsbHlCcW8TqOTMR9gL0htO/P0mSJEnS+auTmr8QogT4AXhGURR/RVF6AiOAr04ruh2IBzpUPG4FMit+PlIXsdYnpvw8vnr8YeyW4/Qcewt6fz9vhyRJkiQ1AHXZ1e8uwBfIAmYDdwohdiiK0ltRFBOAEMImhDhx8gHkAY6K1/Y6jNXr8o5l8PXjD1JWmEWL3rfRdcRgb4ckSZIkNRB11lFcCJEHjKxm+UqcDQKr2yYViKvVwOqhE/v2Mu/F6VjKHATF3sAVt17p7ZAkSZKkBkSO7e8hqpBADjbzTD//v77/BrsNNP5jGXhTX3z0cjAfSZIkyXNkVvGQ+OTWdPddic0D3fxMeQXY7SG0vqw5TdrKsfslSZIkz5I1/3pGOAQFWUWo1Dp6jWnu7XAkSZKkBkjW/D0kff16NGtiaPOw+V8N8mMutRLVfAote0biFyin6pUkSZI8TyZ/D1FsdgweGN/H1+DD6Me6IIfykSRJkmqLTP71yPY/jxISXc7WpT/RdeQYQmJivR2SJNUJq9VKRkYGZrPnR8j0FKPRyK5du7wdRoMgz+X50ev1xMXFodVqPbZPmfzriYKsUlZ+u5fETmbSt/xNl+GjvB2SJNWZjIwMAgICaNKkSb0dwrq4uJiAgCrTkUgXQJ7LcyeEIDc3l4yMDJo2beqx/crkX08ERfgx5j9dCAr3Y9AtQ70djiTVKbPZXK8TvyR5i6IohIaGkp2d7dH9ytb+HqIKD2Z/sv1f9fMPjTGg1spfiXRpkolfkqpXG/8bMtN4SHxSMld1yLyglv6p3+zhuxc2UFZcxKf33sb+TetrIUJJkiRJcpLJvx6wlNmwlNk4snMbBZnH0ftXO9qxJEkNyI033shLL70EwMyZMxkyZIiXI/Ish8NBSkoKGRkZ/2o/+/fv57LLLvNQVNJJMvl7SPqaNWz7Lgar5fxbKwshUFQK6Vv+xsfXl6hEObiPJElOM2bMQFEUvv32W7flgwcPRlEU0tPT3ZZPmjQJf39/SkpK3Jb369cPo9FIfn6+276nTJkCQHp6OoqiYDAYMBgMJCUl8cknn7jt4/vvv6dNmzYEBAQQFRXF8OHDcTgc1cY9d+5c2rRpQ1ycc3qWvLw8xo4dS0hICK1atWLWrFmuskIIHn30UaKioggJCWHMmDEUFhYC0KxZM+Li4vj555/P46xJZyOTv4coAjTV/w+clXAACNI3/02jNh1Qa2Q7TEmSTklMTGT27Nmu11lZWezbtw8fH/fbjKWlpcyfPx+dTsePP/5YZT9qtZo33nijxuPodDpMJhMmk4m33nqLKVOmsHv3bgD27t3LHXfcwccff0xRURE7duxg+PDhNe7r008/Zdy4ca7X9913H3q9nuPHjzNv3jweeOABdu7cCcC8efOYO3cumzZtcnX5fPbZZ13bjh07lk8//fSM50g6PzL51wdCYLfmUpybTdOOnbwdjSRd8hwOB3fddRdhYWEEBwfTo0cPrFYr4Gx89e677xIfH094eDhz585l0aJFJCQkEBERwZw5c1z7+fjjj0lKSiIgIIAOHTqwatWqC4qnX79+bN682VVr/+677xg9enSVhmALFiwgMjKS+++/361mfdK9997LO++8Q0FBwVmPOXToUEJCQti6dSsAW7ZsoWXLlnTv3t3VAv3WW29FpaqaRsrLy1m5ciW9evVyLVu8eDGPPfYYOp2Oli1bMnLkSFeMhw4donfv3sTGxuLn58fIkSPdxgHo3bs3y5Ytw26/pGZ2r1Uy+dcDDofAWnYEgEat23s5GkmSfvvtNzZs2MDBgwfJycnhtddec0tya9asIS0tjffee48pU6bw3XffsX37dr744gumTp3qSlIxMTEsX76cgoICbr31VsaPH4/NZjvveNRqNSNHjmTevHkAzJ49m/Hjx1cpN2vWLMaOHcuYMWNYunRple5hycnJDB48mDfffPOMxxNCsGDBAnJycmjWrBkAKSkpbNq0iSeeeILVq1djsVhq3D4tLQ2j0UhgYKDbPoUQrtcOh4MdO3YAMHr0aPbs2cPhw4cxmUz88MMPDBo0yFU2Ojq62lsc0oWT15frASHAZs1DrdEQGBHh7XAkyaueXriDnceKam3/rWICmX516zOW0Wq1FBcXs3fvXlJSUujWrRvFxcWu9Y888gh6vZ5rr72WcePGMXXqVPz8/Bg6dCilpaUcO3aM+Ph4hg0b5tpm6tSpPPXUU6Snp5OYmHjecY8fP54nnniCyy+/nIKCAjp06OC2Pjc3lyVLlvD888+TnJxMy5Yt+e6777j77rvdyj355JP07t2b+++/v8oxysvLCQoKwmw2U15ezosvvkinTs6rkc2aNWPZsmW8+uqrfPDBB9jtdqZNm8aMGTOq7KewsBCDwb3h8hVXXMGLL77Ihx9+yLZt2/jhhx9c+46KiqJjx440btwYtVpNjx49uPPOO922DwgIcLUDkP49WfP3EHVUKPvb2i6on78QArulAGNEFCqVuhaikyTpfAwcOJDbbruNyZMnExsbWyXBRVR8SVer1Wi1WtdrAF9fX1djux9//JGUlBSCgoIICgqioKCA3NzcC4qpW7duHDlyhNdee83tXvpJ3333Hc2aNaNdu3YAjBkzptpL/y1btuTyyy/nrbfeqrJOp9NRUFBAcXExjz76KCtWrHCrrffs2ZMffviB3Nxc5s+fz1tvvcUvv/xSZT9GoxGTyeS27K233nIN5jR16lSuv/56YmOdQ5g//fTTpKWlkZ2dTXFxMSkpKdx4441u2xcXF2M0Gs9+oqRzImv+HhKX0Jzu6uXYLqCfv3CArTyPoGaNaiEySbq4nK1WXlcefPBBHnzwQfbv30///v3p2LEjI0aMOOfty8vLGT9+PAsWLGDAgAGo1WqCg4Pdkun5GjNmDC+++CJ79+6tsm7WrFmkp6cTFRXlOn5BQQEHDx6sMizsk08+Sd++fZk0aVK1x9FqtTz//PO0atWKn376iZEjR7qtVxSFAQMGMGDAAHbu3MmVV17ptj4pKYmCggKKiopcl/5Pto8AZyK/88476d69O+BsTzB+/HjCwsIAuPXWW+nbt69rfydOnEAIQZMmTc7xTElnI2v+HmJ32Ci3U2O3lzOJbmYkslkHErt2r4XIJEk6Xxs3bmTTpk3Y7XYCAgJQq9XVNmw7k/LyciwWC+Hh4QgheOWVVygq+ne3M6ZNm0ZqamqV2wbp6emsWbOGVatWsXnzZjZv3syuXbvo1asX33zzTZX9tG7dmgEDBvDFF1/UeCy1Ws20adN44YUXAFi1ahWfffYZOTk5AGzatIk///yTLl26VNlWp9PRu3dvVq9e7Vq2f/9+8vPzsVqtfP/996xcuZKbbroJgM6dOzNnzhzy8/OxWCx88skntG3b1rXtypUrGThwIGq1vDLqKTL5e0jG2g0cmBuD3VZzI5iadL6yCWOfuoe2/a+ohcgkSTpfhYWFTJ48GaPRSLt27bj++uvp16/fee0jMDCQ//73vwwcOJDo6GjMZjPx8fH/Kq6wsDD69OlTZfk333zDgAED6NSpE1FRUa7HlClTqr30D87af+U+/9WZPHkyBw8e5PfffycoKIjvv/+e5ORkAgICmDBhAs8884xbDb2yW265xa174rp160hOTiYoKIhPP/2Un3/+GT8/PwAeffRR4uPjSU5OJjIykh07dvDxxx+7tp0zZw633HLLWc+PdO6Uf3MJqj7p3Lmz2Lhxo9eO/+1tfWi/Mpsmm9bh6x949g0qsVrKEQ4HPnrfWoru4pOamnreH7ZS9S6Gc7lr1y5atmzp7TDOSM5Ed34cDgedO3dmwYIFroF+Tjqfc3ngwAHGjx/P2rVrL+n5H2r6H1EUZZMQovP57k/W/OuBOU/P4e3J15GbcdjboUiSJHmESqXi77//rpL4z1dCQgLr1q27pBN/bZAN/rxMCEFCSjLG8GsICAv3djiSJEnSJUAmfy9TFIUeo7oCXb0diiRJknSJkJf9PUQbG8GBjpbz6udvNlnZueoYmekHKSk4c8MbSZIkSfIUWfP3kJjGzejO0vPq57995VHW/XQAX995BEdFcM2j02sxQkmSJElykjV/Dym3Wsizqs+5n7/d5mBbagZxLYMozj1BcHRMLUcoSZIkSU4y+XvIiQ2byJwXec79/PdtyqK00ELzzgZs5eUER8fWcoSSJEmS5CSTvxcIIdjy+xGCo/zwN5oBMEZGezkqSZIk6VIhk78XHN9fSPbhYtoNiMeU5xwqM1B285OkS8qNN97ISy+9BMDMmTMZMmSIlyO6OK1bt85t9kRvuPHGG1m4cKFXYzhfMvl7wZbfj6Dz19CiWxTFuc7kHxAa5uWoJEm6lDVp0oSgoCDKy8tdy44ePYpara4yQqTJZMLf35/Jkye7LU9PT0dRFCZOnFhl32vXrgVgxowZhISEYDAYCAoKck0OdFJ5eTlTp04lOjqagIAAWrRowXvvvVdj3DNmzODBBx90O5afnx8GgwGDwcCUKVNc6z7++GMSEhIIDAykUaNGvPjii651s2bNcm1jMBjQ6/VuoxBmZWUxZMgQ/Pz8aNOmjev9gHMSqGeeeabGGOsjmfzrWFFOGQc3Z9O6dyxaHzUFmcfRGwLQ6vTeDk2SpEtceHi42xS9c+bMoVmzZlXKzZ8/H51Ox/z58ykrK3Nbp1ar+fnnn9m3b1+Nx5k0aRImk4kTJ07QqFEjbr31Vte6F154gf3797Nt2zYKCwuZP38+jRpVP+NpRkYGW7durfLlZPny5ZhMJkwmEx988IFr+aBBg/j7778pKipi/fr1zJo1i8WLFwMwYcIE1zYmk4m77rrLbTbDKVOmkJCQQG5uLg8//DCjRo1yfVFq27YtJSUlbN26tcb3XN/I5O8hukbRpHctR6U+c+/JrSsyUBSFtn3jsNts7N+0nkZt2tdRlJIknQuHw8Fdd91FWFgYwcHB9OjRA6vVCjgH5nr33XeJj493TVO7aNEiEhISiIiIYM6cOa79fPzxxyQlJREQEECHDh1YtWrVecdy4403cv/999O3b18CAwO55pprKC0tda1/8803adq0KREREdxxxx2uZDxz5kwGDRrEbbfdRmBgICkpKaSlpZ3xWOPHj3ebBXD27NmMHz++SrlZs2bxwAMPEB4eXuVyt0aj4c477+S5554763vT6/WMGTOGzZs3u5Zt3LiRUaNGERYWhkqlolWrVlx11VXVbr906VK6det2zjMunry6Ac62V4qicPDgwSrlHA4H3377LTfccAPgnItg0aJFTJ8+HV9fXyZPnkxAQACpqamubXr37s2SJUvOKY76QPbz95CouCZ0t/+K7SzJPyYpCJ2fBkOwjgN/b6CsqJBWffrXUZSSdBFY/Bic2FZ7+49qC0NfOmOR3377jQ0bNnDw4EH8/PzYsGGDW4JZs2YNaWlpLFy4kClTpjBs2DC2b9/OH3/8waRJkxg9ejRqtZqYmBiWL19OTEwM77//PuPHj+fgwYNoNOf30Tt37lyWLl1KfHw8ffr04auvvuKOO+5gyZIl/O9//2P58uVEREQwatQonn32Wdc0vKmpqcyZM4f333+fu+66i6eeesptpr3TDRo0iM8//5zi4mJOnDiB1WqlZcuW/PHHH64ymZmZLFu2jLfffhuTycSsWbMYM2aM234eeOABEhMT2b9/f7VXDk4qKSlh9uzZbmUuu+wyXnrpJRRFoU+fPiQlJdW4/Y4dO6pdP3LkSIQQ9OjRgzfeeIPGjRu71n3zzTfccccdmEwmEhISGDVqVJXtly9fjsPh4PLLLwcgLS2NoKAgIiMjXWXatm3Lzp07GTx4MADJycn8/fffNcZa38iav4eUmUs5YtaetZ9/QodwugxrCkDjdh0Y8fCTNGnfqS5ClCTpHGm1WoqLi9m7dy8qlYpu3bq5zSX/yCOPoNfrufbaaykoKGDq1Kn4+fkxdOhQSktLOXbsGADDhg0jPj4etVrN1KlTKSkpIT09/bzjGTt2LK1atSIgIICrr77adXl5zpw53HHHHSQlJWE0Gnnqqaf49ttvXdu1bduWa6+9Fo1Gw7hx4856WVqr1TJs2DDmz5/PN998U22tf86cObRr146kpCTGjBnDr7/+WmVq4NDQUKZMmcLzzz9f7XG+/vprgoKCCAgIYPny5XzxxReudU888QT33HMPH330Ea1ataJly5b89ddf1e6nsLAQg8Hgtuybb74hPT2dtLQ0GjVq5PoicNL1119PcXEx27ZtY/LkyVW2B+eVjbFjx7p+5yUlJQQGus/WGhgYiMlkcr0OCAigsLCw2jjrI1nz95Csv7cQvTKcsCctUMP9+5LCcopzzYQ3DkCtVqHWaEnsfFkdRypJ9dxZauV1YeDAgdx2221MnjyZvLw8br/9drdGZREREYDz/rZWq3W9BvD19aWkpASAH3/8kWeeeYYDBw4AUFRURG5uLomJiecVT+X9+/n5cfiwcwbQY8eO0bdvX9e6xo0bc/z48Rq3OxnXlClT+PrrrwH48MMPmTBhgqvc9ddfz4svvkh6ejpLliypknhPJkaAlJQUGjVqxNy5c7n99tvdyj344IMkJSXx5JNPVnk/N9xwA59++ilHjx7lyiuvZNeuXaSkpADO2wb33Xcf9913H8XFxbz00ktce+21HDt2rMrlfaPR6JaAAXr06AE4bym89tprGI1GDh48SEJCglu5Nm3asGTJEp577jm3hn9ms5kffviBpUuXupb5+/tTXFzstn1RUZHbF4fi4mKMRmOV91pfyZp/Hdr/dzbzXtmEpcxGaWEBf839hoITx8++oSRJde7BBx9k+/btrFy5ks8++4zly5ef1/bl5eWMHz+el19+mdzcXAoKCjAajW610H8rJiaGI0eOuF4fPnyY6OizjxnywQcfuBq2VU784Lx3vXPnTkJDQ6s0tNu3bx/r16/n5ZdfJioqiqioKI4cOcKsWbOqHCMsLIzbb7+9xto/QGxsLO+88w4PPfQQZrO5yvqAgAAef/xxMjMzycvLq7K+devWZ2zHoCjKGacCttls7N+/323ZwoULiYiIoGvXU5OtJSUlkZ+fT2ZmpmvZ9u3badWqlev1nj17aNu2bY3Hqm9k8q9DTdqFctU97fHRa8g5cpg182Zjys/1dliSJJ1m48aNbNq0CbvdTkBAAGq1+pwblZ1UXl6OxWIhPDwcIQSvvPIKRUVFHo3zuuuu46OPPmLfvn0UFRXx7LPPVrn/fr4URWHRokV8/vnnVdbNmjWLXr16sXPnTjZv3szmzZtZtWoVq1evdvsSctJDDz3EvHnzyM2t+XOud+/eNG7cmM8++wxwNmBctWoVZrMZi8XCO++8Q5MmTQgLq9od+vLLL2ft2rWu262HDx9mzZo1WK1WSkpKePjhh2natClNmzpvtX755ZdkZmYihGDz5s28++679O/v3uZq1qxZVb4QBQQEcNVVV/Hss89iNpv56quvKCoqcutlsHLlStf9/4uBTP51KDDUl8atQ1FrVDRq0457v5hLdFKyt8OSJOk0hYWFTJ48GaPRSLt27bj++uurdCc7m8DAQP773/8ycOBAoqOjMZvNxMfHezTOoUOHMm3aNAYOHEhiYiKNGzfmqaee+tf7bdu2bbUN6WbNmsWUKVNctf6oqCg6d+5M//79q21IGB4ezq233lrl0vzpHnzwQf773/9is9nQ6/VMnTqViIgIoqOj+f333/nxxx+r3S4+Pp62bdu6Wt0XFxdz++23ExQURJMmTdi/fz8//fSTq/a/YcMG2rVrR0BAAKNHj+aOO+5wGwcgPz+fxYsXV0n+AO+//z5paWmEhITw0ksvMW/ePHQ6HeC8CuDr60v79hdPzy3Fk5egvKlz585i48aNXjv+t7f1of3KbJpsWoevf2C1ZQqzS8nNKKFxW+cXAKlmqamp5/1hK1XvYjiXu3btomXLlt4O44yKi4vdBn2RLpwnz+XatWt59tln+fnnnz2yvwtx0003cc011zB8+PBaO0ZN/yOKomwSQnQ+3/3JDOQh+qZxHOlRdsZ+/unbcln84Tas5XaWffIu21OX1WGEkiRJDU+3bt28mvgBPv/881pN/LVBtvb3kMjoeLpb8s/azx/AbrOybflv6PyrdjGRJEmSpNoma/4eYiopYo9Jf9Z+/gAl+Xk47HaCo2LqIDJJkiRJcieTv4fkbtmBY1EIdpul5kIVzSus5c4uLT6+vnUQmSRJkiS5k8nfC6xm59jbWr1M/pIkSVLdk8nfCyyu5C9n8pMkSZLqnkz+XpB//CiAvOcvSZIkeYVM/l6Qm3EI30AjfsYgb4ciSZIkXYJk8vcQv8TGHO9TesZ+/nabsydA3tFDhDdqcsYxpyVJapimTJnCjBkzAOeIeddcc413A6rHXn75ZV555ZVaPUZqamq10/o2dHWW/BVFCVEUZb6iKCWKohxSFOX6Gso9rCjKdkVRihVFOagoysN1FeO/ER4Rw4CYAtRnSP7NUiK4amp7QBDRtOY5riVJujRMmDCB+fPn1+ox0tPTURSFIUOGuC2fPXs2iqK4voictHz5chRFqTK2/8yZM1EUhU8//dRt3/pKbZf69euHXq/HYDAQERHBxIkT3WbDO3ToEFdffTWNGjUiODiYLl26sHLlymrjLisr49133+XOO+90bdulSxeCg4MJCQlh5MiRbjMYZmVlMWTIEPz8/GjTpg1r1651rRs6dCgGg8H10Gg03HPPPa6YDx06xPbt28/ldDYYdVnzfxewAJHABOB9RVFaV1NOASYBwcAQYKqiKOPqLMoLVFiUz5ZCvzP28zeG+9K4TSg3vPgGfW+4uQ6jkyTpUubj48PevXvJzs52LZs9e3aN4/cHBwfzzTffVFkXHBzMCy+8gM1mq/FYM2fOxGQysXXrVrZu3eo2Xe6kSZNo3749aWlpnDhxgv/973/4+flVu5/58+fTrVs31zDAoaGhzJkzh7y8PDIzM2nZsiX333+/q/yUKVNISEggNzeXhx9+mFGjRlFeXg7A4sWLXbMYFhQUuL48nDRmzBjXxEKXijpJ/oqi+AOjgCeFECYhxCpgATDx9LJCiFeEEH8LIWxCiD3AT0DPuojz3yjYvhufxUFn7Oefk1FM+tacOoxKkqQLpSgK7777LvHx8YSHhzN//nwWLVpEQkICERERzJkzx1U2JyeHcePGER4eTrNmzdwmucnMzOSKK64gMDCQq666yq0mPHPmTFeNPDU1leTkUxN9nThxwu3W4OnxzJ07t8Z4qnsvo0eP5rvvvgMgLy+PrVu3Vpnzoby8nHnz5vH222+zYsUKt5o1QNeuXYmKiuLrr78+6/mLiopi8ODBbN682bVs48aN3Hjjjeh0OnQ6HX379qVTp07Vbr9kyRJ69+7tem0wGEhISEBRFIQQKIrCwYMHAedcAYsWLWL69On4+voyefJkAgICXBP+VLZ06VK0Wq3bbH69e/dmyZIlZ31PDUldDe/bHLAJIfZWWrYF6HumjRTnX35v4MNajK3O7Fp9nF1rjhES/jut+w6kZa9+3g5Jkuqlm369qcqywU0GMy55HGW2Mu5adleV9SMSRzAycST55nweSH2gyvqxLcYypOmQKsvPZM2aNaSlpbFw4ULuuOMOrrrqKrZv384ff/zBpEmTGD16NGq1mokTJ9K+fXuOHj1KWloaAwcOJCUlhRYtWnDXXXfRuHFjFixYQGpqKiNGjODxxx8/rziqi2fKlCkMGzas2niqM378eO655x7uvvtu5s2bx8iRIzGbzW5lFi1aREBAANdffz1vv/023377LdOmTXMrM336dO6++24mTqxSd3Nz9OhRFi9e7PYF47LLLmPKlCncdNNNDBo0iIiIiBq337FjB+PHj6+yPCgoiOLiYtRqNV988QUAaWlpBAUFERkZ6SrXtm1bdu7cWWWa3VmzZjF+/Hi3KZqTk5PZtWsXNpsNjebSGPW+rt6lATh9IutC4GzTOs3AeXWi6sTSgKIotwO3A0RGRlb7La+uWG1WAFatWoVWV/1lLGugILaHmYy/stm1axeZNV85u+SZTCav/j4bkovhXBqNRrcasd1ur1LGbDZTXFyM2WY+43pTuana9WXmMrdjnIu7774bq9XKoEGDKCws5KabbsJut9OrVy9KS0vZu3cvGo2G1atXM3v2bMrLy2nUqBHDhw/n22+/5d577+Wnn35i586dWK1WevbsSY8ePSgvL3e+F7MZm81GcXExpaWlOBwOV4wnp8GtHHPleAoKCqqNJy4uzu09nNxPYmIiOTk57Nixg6+++ooZM2Ywa9YsVywAX3zxBSNGjMBkMjFixAi++uorbr31Vtf5tdlsdO/eneDgYD755BN69uzpFqPdbueWW27h9ttvp7i4mMsuu4wHH3zQtf6zzz7jtddeY/r06UyaNIl+/frx/vvvEx0dXeXc5+fno1KpqvzOjhw5QlFREV9++SVRUVEUFxeTnZ2NwWBwK+vr60tubq7bspKSEn788Ud+/fXXKvsVQnD06FFCQkLO6W+jrpnNZs/+Hwshav0BdARKT1v2ILDwDNtMBQ4CcedyjE6dOglvmn1rb7GzRbIoNRV6NY6GYsWKFd4OocG4GM7lzp07vR1CFYA4fvy467VOpxMHDx50vQ4NDRW7du0S69atEyqVShiNRtfD399f3HfffeL48eNCpVK57ffGG28U06dPF0II8fnnn4vBgwcLIZy/pxYtWrjKHT9+XDg/os8vntMdPHhQ6HQ6IYQQTz/9tLjnnntEUlKSEEKIO+64wxVLfn6+0Ol0Yu3atUIIIQ4fPiwURRF79uypEuvixYtFUlKS2Ldvn2vfQgjRt29fMXv2bCGEEKtXrxYxMTFi9+7dVWIqKioSGRkZYsiQIeK6666rsl4IITp16iQWL15c7TohhMjJyRHR0dHC4XCITZs2iYiICLf1o0ePFq+99prbslmzZomWLVtW2VdeXp5QFEVYrdYaj+dtNf2PABvFBeTlumrwtxfQKIpSuXVJe2BHdYUVRbkZeAwYKITIqIP46sShHbnsXX/C22FIkuRBsbGxBAUFUVBQ4HqYTCbeeOMNwsLCUBSFY8eOucofOXKk2v34+/tTVlbmep2VleXxWMePH88777zDmDFjqqz7/vvvKS8vZ8SIEURFRdGlSxfAeZn8dEOGDCE4ONitbcPpevTowZQpU3j00UerXR8bG8vdd9/Nzp07q13funVr0tLSaty/zWbj+PHjlJaWkpSURH5+PpmZma7127dvp1WrVm7bzJo1iwkTJlTZ1549e0hOTr5kLvlDHTX4E0KUAD8AzyiK4q8oSk9gBPDV6WUVRZkAvAAMEkIcqIv4PMHQPIHcAaYz9vPftfoYf3w9ly8euhub5QwTAEmSdNGIjY2lS5cuTJ8+nbKyMmw2Gxs3bmTPnj1oNBqGDx/O008/TXl5Ob/99luNXduSkpLIzs5m9erVlJWV8fLLL3s81qSkJFJTU91ayZ80a9YsHnnkETZv3ux6vPXWW9W2+gfnvf/XX3/9jMe7++67WbZsGTt2OOt5jz/+OLt378bhcJCXl8fMmTNdXzJOd8UVV7Bq1SrX6z///JNNmzZht9vJz8/n4YcfpmvXrvj7+xMQEMBVV13Fs88+i9ls5quvvqKoqMitvUF2djZLly7l+uur9jJfuXJllbYBDV1ddvW7C/AFsoDZwJ1CiB2KovRWFMVUqdxzQCiwQVEUU8XjgzqM84KEhkXSK6LojP387TYBio2cI4cQ4uxT/0qSdHGYNWsW6enpNG3alIiICB566CFXN7N3332X/fv3ExYWxptvvsno0aOr3UdQUBCvvfYaI0eOpEWLFm4t3T2pT58+hIWFuS3LyMhg1apVTJ06laioKNfj5ptvJjs7m/Xr11fZz5VXXklCQsIZjxUSEsLkyZN56aWXACgqKuLKK68kNjaW1q1bYzAYePXVV6vd9tprr+Wvv/5yawNxww03YDQaadGiBWVlZa7eCwDvv/8+aWlphISE8NJLLzFv3jx0Op1r/XfffUeXLl1o2rRplWN999133HzzpdX9WnHeMrj4de7cWWzcuNFrx//ltZsJS/+N9q/sRaevvsHfwrc2k3UwlYJjy7j3q3lofXTVlpOc3Z5O74YkXZiL4Vzu2rWLli1bejuMMyouLnb1OZf+nXM9ly+99BIqlYpHHnmk1mL5448/ePPNN/nhhx9q7RieUNP/iKIom4QQnc93f5fODY5aVrRrH01XBuB4seYm/HabA0VxftlSkEP7SpIkncljjz1W68fo27cvffuesdd5gyTH9q9D1nI7DkcJPr5+aHx8vB2OJEmSdImSyb8OlRRaEPYiAsNrHthCkiRJkmqbTP51xOEQlBZZsFsKCQwL93Y4kiRJ0iVMJv86UlZkQTgEVksx/kHB3g5HkiRJuoTJBn8eEtgqiWLf/TX28zcVOLv92C1mfPz86zI0SZIkSXIja/4eEhwURtcQU439/MPiDIx/qgtxrdoQFt+4jqOTJEmSpFNkzd9DcnMyWZUVSBe7DY22akt+tUZFSEwAo//vGS9EJ0mSJEmnyJq/h5j2HiB0uQGHvfp+/od25LJ52UEayqBKkiRdmClTpjBjxgzAOTLgNddc492ALnEOh4OUlBQyMrw3jcyMGTN4++236/SYMvnXkX2bslj17Sd89ei98guAJEkATJgwgfnz53s7DI+YMWMGiqLw7bffui0fPHgwiqKQnp7utnzSpEn4+/tTUlLitrxfv34YjUby8/Pd9j1lyhQA0tPTURQFg8GAwWAgKSmJTz75xG0f33//PW3atCEgIICoqCiGDx+Ow1H9kOpz586lTZs2VaZCLiwsJCoqiiFDhriWbdiwgfbt2xMUFERERASTJ092TZkMztE027dvj8FgoG/fvm7v+dChQwwZMsQ1PPHSpUtd6+655x5effVVbLa6m+ddJv86MmBiMn0nDCS5Z18URY7uJ0lSw5OYmOg2019WVhb79u3D57RBzUpLS5k/fz46nY4ff/yxyn7UajVvvPFGjcfR6XSYTCZMJhNvvfUWU6ZMYffu3QDs3buXO+64g48//piioiJ27NjB8OHDa9zXp59+yrhx46osnz59OomJiW7LEhIS+PnnnykoKCA9PR0hBM8++ywAubm5jBo1ihdffJHCwkKuuuoqxo8f79r2hhtuoHPnzuTm5vLxxx8zbtw4cnJyAAgNDaVVq1b88ssvNcbpaTL51xFFUWjbfwBdR1Q/qYckSfWLoii8++67xMfHEx4ezvz581m0aBEJCQlEREQwZ84cV9mcnBzGjRtHeHg4zZo1c0uAmZmZXHHFFQQGBnLVVVe5JqoBmDlzpqtmmZqaSnJysmvdiRMn3CoKp8czd+7cGuOp7OR+n3zySYKDg2nevDlr1651rd+6dSs9evQgKCiIHj16sHXrVrdjvv/++zRq1IiIiAg+/PDDM56zfv36sXnzZlet/bvvvmP06NFVKjy//PILkZGR3H///dVOGXzvvffyzjvvUFBQcMbjAQwdOpSQkBBX3Fu2bKFly5Z0794dRVEIDQ3l1ltvRaWqmu7Ky8tZuXIlvXr1clu+fft2/vrrryqT/YSGhrquEAghUBSFgwcPArBmzRoSExO58sorUavVPPjgg2zevJm0tDSKi4tZvXo1TzzxBBqNhj59+tC5c2e3qz69e/dmyZIlZ32/niKTfx35+d2l7Pprn7fDkKSLwqGJk6o88iqmlnWUlVW7vuAH5wepLT+/2vVFF1CrWrNmDWlpabz33nvcf//9fPfdd2zfvp0vvviCqVOnYrfbAZg4cSJNmjTh6NGjLFiwgGnTprFnzx4A7rrrLho3bkxWVhZTp07l+++/v+DzUjmeKVOm1BjP6fbt20doaCjZ2dlMnjyZadOmAWCxWBg+fDg33ngj2dnZTJw4keHDh2OpNOX4qlWr2L17N/PmzWPatGlnTMhqtZqRI0cyb948AGbPnu1W+z3pu+++Y+zYsYwZM4alS5eSnZ3ttj45OZnBgwfz5ptvnvF8CCFYsGABOTk5NGvWDICUlBQ2bdrEE088werVq93ey+nS0tIwGo0EBga6Lb/33nt59dVXq/3CcPjwYYKCgjAYDMybN4+7777bFUvlW7onX5+czvjkspMcDofbuuTkZLcvXrVNJn8PCW6TjGVoAWpN1Zb+FrONPau/YfW3ddugQ5Kkf+eRRx5Br9dz7bXXUlhYyNSpU/Hz82Po0KGUlpZy7Ngxjh8/zurVq3n++efx8fGhdevWjB49mvnz52Oz2fjpp594+umn0ev1DBky5F9N1Vs5noKCgmrjqY7RaOS+++5Do9Ewfvx4V5JZu3YtGo2G22+/Ha1Wy5133olarXa7MvDoo4/i5+dH7969CQsLIy0t7Ywxjh8/nm+++Yb09HQKCgro0KGD2/rc3Fx+//13xo4dS3JyMi1btnSbmvekJ598krfffpvCwsIq68rLywkKCsLX15cRI0bwwgsv0KlTJwCaNWvGsmXL2L17N1dffTXh4eGuBpanKywsxGAwuC379ttviYiIqPH31KhRIwoKCsjMzOSxxx4jNjYWgG7durFnzx4WLFiAxWLhlVdewWKxUFpaSkBAAJdddhnPPfccFouF5cuX88cff1BaWurab0BAQLXvtbbIrn4eEhgYTHtjKbZqvike33cIYc8mNrm/FyKTpItP46++rHGdytf3jOs1wcFnXH8+IiKc83Co1Wq0Wq3rNYCvry8lJSUUFRVRUlJCaGioa53NZuPWW28lJycHIQQxMTGudfHx8bUaT3XCw8Ndl979/PxcSefYsWNV4mnUqBHHjx+vcsyT25aUlLBy5UqGDh0KOC9XL1682FWmW7duHDlyhNdee63ae+nfffcdTZs2pV27dgCMGTOGWbNmuWrQJ7Vs2ZLLL7+ct956q8o+dDodBQUFWK1WnnzySVasWMGjjz7qeo89e/akZ8+eCCFYsWIFo0ePpmvXrlx55ZVu+zEajW4N9kpKSpg+fTrLli2r9jxWFhERwdChQ5k4cSJr1qwhPDyc77//nkceeYSbbrqJ66+/ntatW7u+HMyaNYs777yTmJgYOnTowHXXXedaB85pjo1G41mP6yky+XtIdtYxlh8Lomc1/fzT1q8BoGmHy7wRmiRJtSg2NpagoCByc3OrrLPZbCiKwrFjx1xfAI4cOULjxlUH+vL396esrMz1Oisrq/aCrhATE1Oli9vhw4eJjo4+43a9e/d2S5qnGzNmDC+++CJ79+6tsm7WrFkcPnyYqKgowFmLLygo4ODBgzRt2tSt7JNPPknfvn2ZNGlStcfRarU8//zztGrVip9++omRI0e6rVcUhQEDBjBgwAB27txZJfknJSVRUFBAUVERgYGBpKWlcfDgQbp06QJAWVkZZrOZdu3aVXtJ3mazsX//ftfrQYMG8c8//wDOqwrNmjWjTZs2gLOxYOV7+r169eL66693vd6zZw9t27at9n3WBnnZ30NK9x0i+k+/avv5H966HkUdSXjj2Gq2lCTpYhYbG0uXLl2YPn06ZWVl2Gw2Nm7cyJ49e9BoNAwfPpynn36a8vJyfvvtN1auXFntfpKSksjOzmb16tWUlZXx8ssv13rsl112GeXl5XzyySfYbDY+/PBDbDYb3bp1+1f7nTZtGqmpqVVay6enp7NmzRqWLFnC5s2b2bx5M7t27aJXr158U9Gmo7LWrVszYMAAvvjiixqPpVarmTZtGi+88ALgbKPw2WefuVrSb9q0iT///NOV0CvT6XT07t2b1atXA9CmTRsOHz7siu2ZZ56hZ8+e/P777wD8/PPP7N69GyEEx48f58knn6R//1NXdDdv3ozNZiMvL48777yTG264wXVFaNeuXZSUlFBWVsabb75JSUmJ25eRlStXMnjw4HM6v54gk38tM+Xlkn/8AGptIn6BVdsDSJJ08Zs1axbp6ek0bdqUiIgIHnroIcrLnfN5vPvuu+zfv5+wsDDefPNNRo+uvsdPUFAQr732GiNHjqRFixb/qm3AudLpdCxYsIBPPvmE0NBQPv/8c3766acqXfPOV1hYGH369Kmy/JtvvmHAgAF07NiRqKgo12PKlCnVtvoHZ+2/cp//6kyePJmDBw/y+++/ExQUxPfff09ycjIBAQFMmDCBZ555hr59+1a77S233OLqnaHRaNziMhqN+Pj4EB7unIk1KyuLYcOGYTAY6NSpE/Hx8bz//vuufT333HMEBweTlJREWFiY2xe4n3/+2dVrYtmyZSxcuNB1myIvL4/t27dXuTJRm5SGMuBM586dxcaNG712/G9v60P7ldk02bQOX/9TLUcP/rORH16agU/gOKZ+OAFFJfv4n4vU1FT69evn7TAahIvhXO7atYuWLVt6O4wzKi4uJiAgwNthNAj16Vw6HA46d+7MggULqgz0U1eefvppgoODuffee2ssU9P/iKIom4QQnc/3mPKefy0rLXK23vQNMMrEL0mSVM+oVCr+/vtvr8Ywffr0Oj+mvOxfy8qKiwDwD6q7VpySJEmSdCYy+XtIaPvWqK7Kq9LP32wqBlT4B9WPS1ySJEmSJC/7e4jBP5AWBnOVfv6drrqGNv0GERgR5aXIJEmSJMmdrPl7SObxI/x2OBj7aV39fA0BBEVFo5L3+yVJkqR6QiZ/DzEfzCD+L98q/fzTNmzgm6c+5OjeM3dVkSRJkqS6IpN/Ldu7ZhWZ+5ZTXlJ38zRLkiRJ0pnI5F/Lrpx6H3d/+jkJHcO9HYokSeehSZMmbhPcSOduzpw53HXXXf96PzNmzODtt+WEaLVBJv9apqhU+Pj6eTsMSZIuQoqikJyc7LZszZo1KIrCjTfe6Lb8wIEDKIpSpc94amoqiqLw5JNPVtn3iRMnALjxxhvR6XQYDAZCQ0MZMWKE2wyBeXl53HDDDURERGA0GmnXrp1r2t7qPPPMMzz44IOAc8z6q666irCwMCIiIpg4cWK1s9elp6fj6+vLlClTXMvuueceXn31VWw2eeXU02Tyr2Vzn3ub2dNnejsMSZLqgMPhwOFweHSfdrvdNVkMwOzZs0lKSqpSbtasWQQHB1c7Rn5gYCDvvvsuBQUFNR7n6aefxmQyceDAAcrKynjooYdc66ZNm4aPjw/79+8nNzeXzz77jJCQkGr389dff+Hv70+zZs0A5wQ3Y8aMYf/+/Rw8eBCLxcJ//vOfKttNmzaNlJQUt2WhoaG0avX/7Z15dFRVtri/nYEkJCEDCSFMYZ4CD4GAqE1LP5AALSAoQtAA+rRVHFBRoW1EbUWwf41tw3u2vBZBJYA+BYQGGnQBKjaijIIo0MyEhFFCVSAEyPn9cW+KqqQyUlKE7G+tu1bdM+6776m77zln33PasmzZshLlViqHGn8fUadTByLuOO7xnf/p7CwOblvB2TNn/CiZoihXyqeffsqNN95IZGQkrVq1YtGiRa64UaNGMWbMGHr06EF4eDhHjhxh8eLFNGnShLi4OKZNm0ZoaCj79+8H4MSJEwwbNoz4+HiaNWvmWle+JNLS0lwG/dKlS3z66acMHjy4WLqMjAymTJlCVlYW3377rUdcYmIiffv25c033yzzWqOiorjjjjvYsmWLK2zDhg0MHz6cyMhIgoKCSElJ8djQxp0VK1Z47EvQtWtXRowYQVRUFOHh4TzwwAN89913xfIYY7jtttuKlde9e3eP3fAU36DG30eEhdakYegFAty+89+13topql6rzv4SS1EUHxAVFcWcOXPIycnhT3/6EyNGjPDYwnfevHn85S9/4cyZM9SoUYN7772Xd955h8zMTH766Sfy8/NdadPT02ncuDGZmZksXryYp556ip07d5ZY95AhQ/jkk08wxrBq1So6duxIdHS0R5qNGzdy4MAB0tLSuP32271ukjNhwgSmT5/udcjdnVOnTrFgwQJXzx2s3f/GjRvH3LlzOXToUKn5f/jhB68jE4X861//8pjKyM/P59lnn2Xq1Kle07du3drrdrrKlaGL/PiIrMP7WL6nNv956SJBwVbv/6d/fYUE1iWxeUM/S6coVYuFU8tea71x+zg69m7kSt/6pkTa3JzIOWc+/5yxvcR8g8Z2KjGuJHr06IHD4SAgIICBAwfSrFkzNm/eTK9evQDLQHfs2BGAZcuW0a1bN3r27AlYRrdw57esrCy+/vpr/vGPfxAYGEhycjJ33XUXCxcuZPz48V7rjo+Pp2XLlnz11VfMnTuXtLQ09u3b55EmIyODvn37EhkZyd13383o0aN54403CAwMdKVp06YNvXv35q9//SsTJ04sVs/LL7/M5MmTOXPmDG3atGHp0qWuuP/+7//mz3/+M6+//jrp6el06dKFWbNmed1oJicnh4iICK/XsmnTJqZNm8by5ctdYW+88Qb9+vXzeNlwJzIysswXFqXiaM/fR+QfzKbxdyGu7/zzcp0c37+HwOAmxNYL97N0iqJcCWvXrqVXr17ExsYSHR3Ntm3bPHr+7rvBZWdne5wnJia6RgQPHTpEbm4utWvXJjo6mujoaGbPnu1yvCuJ4cOHM2vWLD777DMGDBjgEVdQUMD8+fMZOnQoAP369SM3N9e1B707L7zwAtOmTeOMl6nIF198kZycHH788UfOnj3LwYMHXXE1a9Zk4sSJbN26lWPHjtGmTRtGjhzpVdaoqCicTmex8L179zJgwABmzpzpemnIzMzk3Xff9eoDUIjD4SAqSvdG8TXa8/+FyN6zGwAJqkft+t7fghVF8U5Fe+fu6cMialSqd18a6enpPPvsszz44IMEBwfTsWNH3LdDL9yXHaBu3bqsXr3adZ6VleVyAqxfvz7R0dEeLw7lYdCgQTzyyCMMGjSIsLAwj7hVq1aRlZXFY489xpgxYwDIy8sjIyOD3r17e6Rt27YtPXv2ZNq0aSXW1bp1a1555RWefPJJD0fDQmrXrs3YsWPp1q2b1/zJycns3r3bIyw7O5vU1FQmTpzIHXfcgcPhAOC7777j0KFDNG/eHACn00lBQQGHDh1yjTzs3LmT9u3bl6YepRJoz/8XInv3TkAIq9WAmrVqlJleUZRrF4fDQWxsLIGBgcybN4/t20ueVujbty/r1q1j9erV5Ofn89prr7leDurXr0+XLl148cUXOXfuHBcvXmTDhg2lzvmDNfS9evVqpkyZUiwuIyODtLQ0tm3bxpYtW9iyZQsff/wxCxcu5Ny5c8XSv/DCC2U6/qWlpXHixAmXl/2rr77Kpk2buHDhAk6nkxkzZtClSxeveXv37s3atWtd5zk5OfTp04f09HR+97vfFdPVvn37XHI//PDDDBkyhA8++MCV5quvviI1NbVUeZWKo8b/F2L/95sIDo0jrkFtj16BoihVj+nTp/PUU08RGxvLl19+yU033VRi2oSEBN577z3uu+8+6tWrR4sWLQgMDCQkJASwjPX+/ftp0qQJderU4ZlnnuH8+fNlytC1a1eP6QSwevgLFizg0UcfpW7duq5jwIAB1K1blyVLlhQrp127diV66hcSFBTEE088weTJkwFrauGee+4hNjaWpk2bkpmZyezZs73mveWWW3A4HOzZsweARYsWsXXrVv70pz8RERFBREQEiYmJAISEhHjIHRERQVhYmOszwlOnTrF9+3b69etXpn6UiiHuQ1dVmZSUFLNhwwa/1T//wV/T4avjNN64npysbDL+8DQhkb/hP3rezq/TWvlNrqrKmjVr6NGjh7/FuC6oCrr88ccfvTqPXUs4HA4iIyu+NffBgwdp2rQp58+f93DAu56ZP38+X375JW+99ZbX+PLq8uWXXyYmJoYnnnjC1yJWOUr6j4jIRmNMSkXL0zl/H1G3S2cS6rxHYFANJCCAJp26UiPiVhJbRPtbNEVRrjIrVqzglltuAeD555/nt7/9bbUx/ADDhg1j2LBhV1xO0dUKFd+hxt9HhATXIDb4EhcDAkho2pzB44p/SqMoSvVg9erVDBs2DGMMN998M3//+9/9LZKieKBz/j7iyIE9LN0ZR/be3Zw6kknBJd8u8akoStVhypQp/Pzzz5w+fZply5ZRv359f4ukKB5oz99HXMg8RtvNNVj38Twcx48R33Q0ly4WcMfTvv3kSFEURVGuFDX+Pqb78JFczDtPzokY9fJXFEVRrknU+PuYqDoJhIXXokHZSRVFURTFL+icvw/ZFxfF3k3fkbnrZ86eyS87g6IoiqL4Ae35+4gCA7vqxmK2bCZrfzCN28XR6762/hZLURRFUYqhPX8fEd64NZcCA0ho2pXzuRdp0iHO3yIpinIFNG7cmG+++cbfYiil0LdvX7799tsrKiMnJ4fk5GTy8vJ8JFXVQI2/jzifZ+3ml+uIIyBIaNg21s8SKYqilM3s2bMRkWL7Bjz00EOICGvWrPEInzhxIiJSbFvhUaNGERQUxK5duzzK7tOnj+tcRAgPDycxMZFGjRrx6quvepSxZs0aunTpQq1atYiLi6N3796cOHHCq9zr168nNzeXrl27AnD+/Hnuv/9+4uLiiI+P56GHHuLChQuu9JmZmQwcOJDIyEjq1KnD1KlTAWsXwj59+jBz5sxyauz6QI2/jzhzymqgB7adpEGrGGqE6oyKolQ3CgoKXDv4VSWaN2/OvHnzXOcXLlwocX2CuXPnEhMTw9y5c4vF1apVi0mTJpVa1549e8jKymLBggVMnjyZlStXAlYPfPDgwUycOJHTp0+zb98+7r///hLLmTlzpscqgtOnT2fHjh3s3r2bXbt2sXnzZmbMmAGAMYYBAwbQq1cvjh07xt69e+nbt68r79ChQ9X4K5WjwHkWgDMnztPkP3TIX1GuJz799FNuvPFGIiMjadWqFYsWLXLFjRo1ijFjxtCjRw/Cw8M5cuQIixcvpkmTJsTFxTFt2jRCQ0PZv38/ACdOnGDYsGHEx8fTrFkzD6Przv79+wkNDeVvf/sbderUoUGDBixevNgVf+DAAVJTU4mOjqZDhw4e2wg3btyYqVOn0rJlS2JjY5k4sfQVR5s1a0ZISAg7duwArOWJb775ZiIiPLcj/+abbzh69CiTJ08mIyOjWDkPPPAAixcv5t///nep9QGkpKSQnJzMli1bANi1axc1a9akf//+BAQEEBkZybBhw4iL8/48XbFiBd27dy+mj5iYGGJiYujTpw8//vgjAMuXLyciIoLHH3+csLAwIiIiaNv2sk9W586d2blzJ8eOHStT7usF7Z7+AjRW468oV8SHL48vM03TTl3p0n+wK33yrb1o16MXZ8/ksOQvk0vMN/TF4tvilkVUVBRz5szhhhtuYMmSJaSnp7Nv3z5q164NwLx581ixYgXt2rXj559/5t5772XhwoX86le/4qmnniI///LXP+np6XTo0IHMzEx2795Nz5496dSpE61aFd8ALD8/n71793L48GE+/PBDHn74YQYMGABY6+f36tWLJUuWsGLFCgYNGsSePXtcMi1btoz169dz/PhxOnbsyPDhw2ndunWJ15iWlsbcuXN59dVXmTdvHmlpaWzdutUjTUZGBgMGDGDYsGGMGTOGzZs307FjR1d8bGwsjzzyCJMmTWLWrFml6nT9+vVs376dcePGAdCyZUvOnj3LI488wl133UW3bt0IDw/3mtfpdHLw4EFatGjhChs5ciTPPfccJ0+exBjDsmXLmDBhAgDffvstjRo1IjU1lU2bNpGSksLbb79NUlISAIGBgTRv3pxt27bRs2fPUuW+XrhqPX8RiRWRhSKSKyIHRGR4CelERF4XkZP28bpUodVyajeoSURMqL/FUBTFh/To0YMWLVoQEBDAwIEDadasGZs3b3bFDxkyhI4dOxIcHMyyZcvo1q0bPXv2JCQkhAkTJlC4e2pWVhZff/01kyZNokaNGiQnJ3PXXXexcOFCr/UaY3jhhReoUaMGaWlpHD16lOPHj3Pw4EG+//57V1z//v3p1KkTS5cudeUdM2YMMTExtGzZks6dO7Nt27ZSr3Ho0KF89NFH5Obm8sUXX3gMiwNcvHiRDz/8kKFDhxIVFUXv3r29Dv2PHTuWRYsWsXfvXq/1tGrVioSEBLp168aoUaMYNGgQYL1gffnllzidTu655x7i4uJ49NFHPebtC8nJySEwMJDQ0MvP2ubNmxMdHU18fDx16tShRYsWDBw4EIAjR44wf/58nnnmGQ4fPswNN9zAvffe61FmZGQkOTk5peroeuJq9vz/B8gHEoAbgKUistUY80ORdL8D7gA6AAb4DNgHvH3VJK0EhmAAGrWJ8rMkilL1qWjv3D19zVpRlerdl8batWsZO3Ysu3fvpqCgAKfTycmTJ13xDRpcXtYrOzvb4zwxMZGAAKufdejQIXJzc129c7CM6gMPPOC13pCQEGrVqgVAUFAQwcHB5Obmkp2dTZ06dahRo4YrbVJSEllZWa7zOnXquH7XrFmT3NxcDh486BruTkpK4ocfLj9+69WrR4MGDfjDH/5AamoqISEhHrJ89tln5Ofnk5qaCsDdd9/N+PHjef31113XB1C7dm0eeughJk2a5DEsX8jOnTsJCwtjzpw5zJgxg/z8fJcRb9euHR988AEAGzduZMiQISQnJzN69GiPMqKiorh06RJ5eXmuvKNHj6ZmzZrk5ORQUFDAgw8+yPPPP8/kyZMJCwuje/fu3HbbbQBMmDCByMhInE6na2rD4XAQFVV9nt9XpecvIuHAncALxhinMWYtsBhI95J8JDDVGHPYGJMJTAVGXQ05rwRDFBBIw7bR/hZFURQfk56ezsiRIzl69CinT5+mffv2rt484LGUd926dcnMzHSdZ2VluZwA69evT3R0NKdPn3YdTqeTN998s0Ly1KtXj2PHjnlMJxw8eJDExMRS8zVq1Ain04nT6fQw/IWkpaUxbdo00tLSisVlZGRw9uxZkpKSqFu3Lk8++SSZmZl88cUXxdKOHTuWBQsWFPsioJCAgAAeffRR4uPjeftt7/26zp07M3jwYJcfgjsRERE0atSI3bt3u8K2bt3KfffdR2RkJFFRUYwYMcLlTJicnOy1jsJ7eOnSJfbs2UP79u29prseuVo9/5bARWPMLrewrcCtXtIm23Hu6bzeORH5HdZIAQkJCcU+SbmaJN7cirrZX7M760f2HttddgalVJxOp1/v5/VEVdBlVFQUDofD32J4YIwhNzcXh8PBmTNniI6O5uzZs3zyySds376dc+fO4XA4uHDhAufPn3fJ3717d5544gmWLl1Kt27deOmllxARnE4nSUlJdOzYkfHjx/P0008THBzM999/T2RkpMf8NVj3DSiml8Jy2rZty8SJE3nuuedYtWoVGzZsYObMmTgcDg/ZwRpdyMvL86rjvLw8Ll68iMPhoH///iQkJJCSkoLD4aCgoICzZ8+SnZ3NokWLeP/990lJSXHl/f3vf897771HSkqKhx5CQ0MZOXIk06dPp1OnTh71Op1OQkNDcTgcPProozz++OOkp6ezf/9+Vq5cyZ133kliYiK7d+/m008/ZezYsV7l/s1vfsPnn39O48aNAejQoQMzZ86kXbt2FBQU8O6779K6dWscDge33XYb48aNY9myZdx000289tprdOvWzaXfjRs30qxZM8LCwq65dlhIXl6eb//Hxphf/AC6A9lFwh4E1nhJewlo7XbeAmv4X0qro3PnzsbfrF692t8iXDeoLn1HVdDljh07/C1CMZKSksy6deuMMcbMnTvX1K1b10RFRZmHH37YdO/e3cybN88YY8zIkSPN5MmTPfIuWLDAJCUlmdq1a5s333zTBAUFmSNHjhhjjDlx4oQZMWKESUhIMDExMebWW281W7duLVb/vn37TEhIiEdYSEiI2bdvnzHGmL1795pevXqZqKgo0759e/P55597ld0YY1JTU82sWbO8XuesWbNMamqq17hWrVqZ1atXm4yMDNOiRYti8WvXrjXR0dEmLy+vmB6OHj1qatas6VE2YLKyssyZM2dcYcnJyeadd94xhw8fNoMHDzYJCQkmPDzcNGnSxLz88sumoKDAq2zr1q0z3bt396jvzjvvNLGxsSY2NtYMHjzYHD161BW/cuVK06JFC1OrVi3Tu3dvs3//flfc2LFjzfTp073Wc61Q0n8E2GAqY5crk6nClUBH4GyRsLHAEi9pc4CubuedAUdZdajxv75QXfqOqqDLa9H4F8XdYFWEAwcOmMDAQHPx4kUfS1R1qawui9KnTx+zfv36KyojJyfHtGnTxpw9e9YnMv1S+Nr4Xy1v/11AkIi4j2t1AIpPOllhHcqRTlEU5ZpkxYoVrrn1559/nt/+9rcEBgb6W6zrjuXLl7tW+KsstWrVYseOHYSFhflIqqrBVTH+xphcYAHwRxEJF5FbgIHAB16Svw88LSL1RaQe1gjB7Kshp6Ioii9YvXo1DRs2pEGDBpw6dYq33nrL3yIpigdX81O/0cC7wDHgJPCIMeYHEekOLDfGFC4lNQNoChR+lPqOHaYoilIlmDJlSrG18hXlWuKqGX9jzCms7/eLhn8FRLidG+A5+1AURVEUxcfo2v6KolwTGLfv5hVFucwv8d9Q468oit8JDQ11rcmuKMpljDGcPHnSYyljX6Ab+yiK4ncaNGjA4cOHOX78uL9FKRH3pWSVK0N1WTFCQ0M9loz2BWr8FUXxO8HBwTRp0sTfYpTKmjVrPHawUyqP6tL/6LC/oiiKolQz1PgriqIoSjVDjb+iKIqiVDPU+CuKoihKNUOul09rROQ4cMDPYsQBJ/wsw/WC6tJ3qC59g+rRd6gufUcrY0xkRTNdN97+xph4f8sgIhuMMSllp1TKQnXpO1SXvkH16DtUl75DRDZUJp8O+yuKoihKNUONv6IoiqJUM9T4+5b/9bcA1xGqS9+huvQNqkffobr0HZXS5XXj8KcoiqIoSvnQnr+iKIqiVDPU+CuKoihKNUONvw8QkVgRWSgiuSJyQESG+1umqoqIrBGRPBFx2sdOf8tUFRCRx0Rkg4icF5HZReJ6ishPInJWRFaLSJKfxKwSlKRLEWksIsatbTpF5AU/inpNIyIhIjLTfiY6RGSLiPR1i9d2WU5K02Vl2+V1852/n/kfIB9IAG4AlorIVmPMD36VqurymDHmHX8LUcU4ArwKpAJhhYEiEgcsAB4AlgCvAB8C3fwgY1XBqy7diDbGXLy6IlVJgoBDwK3AQaAf8JGItAecaLusCKXpspAKtUs1/leIiIQDdwLtjDFOYK2ILAbSgfF+FU6pNhhjFgCISArgvvH3YOAHY8z/2fEvASdEpLUx5qerLmgVoBRdKhXAGJMLvOQW9A8R2Qd0Bmqj7bLclKHLjZUpU4f9r5yWwEVjzC63sK1Asp/kuR6YLCInRORrEenhb2GqOMlY7RFwPUT2oO3zSjggIodFZJY9sqKUAxFJwHpe/oC2yyuiiC4LqVC7VON/5UQAZ4qE5QAVXmtZAWAc0BSoj/X96hIRaeZfkao0EVjt0R1tn5XjBNAFSMLqcUUCGX6VqIogIsFYunrP7tlru6wkXnRZqXapxv/KcQK1ioTVAhx+kKXKY4xZb4xxGGPOG2PeA77Gmt9SKoe2Tx9hjHEaYzYYYy4aY44CjwG9RUQNVimISADwAZZf1GN2sLbLSuBNl5Vtl2r8r5xdQJCItHAL64DncIxSeQwg/haiCvMDVnsEXD4qzdD26QsKV0jT52gJiIgAM7Gcoe80xlywo7RdVpBSdFmUcrVLbbRXiD1XtQD4o4iEi8gtwECstzOlAohItIikikioiASJyD3Ar4F/+lu2ax1bX6FAIBBYqENgIdBORO604ycC36tTVcmUpEsRuVFEWolIgIjUBqYBa4wxRYevlcv8DWgD9DfGnHML13ZZcbzqstLt0hijxxUeQCywCMjF+gxjuL9lqooHEA98hzX0dxr4BrjN33JVhQPLE9gUOV6y43oBPwHngDVAY3/Ley0fJekSSAP22f/zLOB9oK6/5b1WD6w5aAPkYQ3zFx732PHaLn2gy8q2S13bX1EURVGqGTrsryiKoijVDDX+iqIoilLNUOOvKIqiKNUMNf6KoiiKUs1Q468oiqIo1Qw1/oqiKIpSzVDjryiAiISJyBIRyRGR//O3PNcq9r7hzf0tR0UQkUEicsje57yjv+W5lhCRV+1NtLJFpJGto0B/y6X88qjxV8qFiOwXkXP2w+GoiMwWkQh/y1WIiLwkInOuoIi7sJbNrG2MGVJC+Rfs6z8tIv8SkZuuoL6rjoiMEpG1v2D5+0Wk19Wss5z8GXjMGBNhjNnsZ1lKpayXK1ufl+x2eEZEtojI7ZWsqxEwFmhrjKlrjDlo6+hSZeVXqg5q/JWK0N8YEwF0AlKACRXJLBbXaptLAnYZYy6WkuZD+/rjgbXAAnu9bQ+053TNkUQl14y/Ru/lOrsdRmOt9f6RiMQUTWQv71wajYCTxphjvhdRuda5Vh/EyjWMMSYTWA60AxCRbnZP+LSIbBWRHoVpRWSNiEwSka+Bs0BTEUkWkc9E5JQ9ivC8nTZARMaLyB4ROSkiH4lIrB3X2O4VjRSRg/ZQ5R/suD7A88BQu0e0FS+ISBtbntMi8oOIDLDDX8ZaW7ww/3+Vcf0XgPeAukBtexTkbyKyTERygd+UVJdd32wRedvWgUNEvhCRJLf4v9rD1GdEZKOIdHeLCxOR90TkZxH5UUSeE5HDbvGF+nOIyA4RGVR47cDbwE2Foxd2eIiI/NnW6VFbrjC38p4VkSwROSIi95eml7Io7R7a8YEi8ryb/BtFpKEdd7OIfCfWtMx3InKzW741IvKKiHxt51spInH2tTmx1ujfKiJ7CnVRxr0pei/323r4XkRyRWSmiCSIyHK7vs/FzfiKyP+JNYyeIyJfikhykfL/R0SW2nnXi71ltYh8aSfbat+joaXp0xhTALwLhAHNxBqd+lhE5ojIGWCUiETZ8maJSKZYw/yBYo3QfAbUs+ua7XZ/gkQkVqy94fvbskWIyL9FZIR93lou/4d3isjdbtfYz257DrvOZyrSTpSrhL/XLNajahzAfqCX/bshVk/qFaA+cBJr290A4Db7PN5OuwZrv4NkIAhrr+ksrOHGUPv8RjvtGKz1/BsAIcAMYJ4d1xhrbeu/Yz3sOgDngTZ2/EvAnFLkDwb+jfWSUAP4T6w9BFqVM78r3pbt/wEH7fPZWHuR32LrILKMumbb57+2y/orsNatrnuB2ra+xgLZQKgdNwX4Aoix9fQ9cNgt7xCgni3HUKz1vhPtuFHu9dhhfwEWY+1PEQksASbbcX2Ao1gveeHAXPseNC+rjbiFueosxz18FtgGtMLaybGDrYdY4Gcg3dZJmn1e262N7QFa2uWuAaa4yeCSuRztoOi9DLWv6xusaaH6wDFgE9DRjl8FvOhW3/22LkOAN4EtbnGzsf4fXe1ryQDme5O1BB276zMI6z/jAKKw2ugF4A5b9jCsDXRm2PevDvAt8JCdvweebafw/gTZ572x2l4d+559bIeHA4eA+2wZOmLtKd/Wjs8Cutu/Y4BO/n5+6eGlLflbAD2qxmE/AJ1YG+4cAN6yHy7jgA+KpF0BjLR/rwH+6BaXBmwuoY4fgZ5u54n2wyzI7cHUwC3+W2CY/fslSjfe3e0HWYBb2Dwub35TVv6XsPbQPo318F8FdLbjZgPvV6Cu2UUe+BHAJaBhCXX/DHSwf+8FUt3iHnB/gHvJuwUYaP8ehedLhmC9HDRzC7sJ2Gf/fhdPI9oS3xj/ku7hzkJZi5SRDnxbJGwdMMqtjU1wixsN/NPt3N34l+fevO/luu5xO/8E+Jvb+ePAohJ0Em3XH+VW/jtu8f2An7zJWkJ5o4CLWO3wBNZLSeFL+UvAl25pE7BersKK/P9W2797UIrxt8OmY72QZXL5ZWso8FURuWZgvwBhvew/BNQq6Tr08P9R1pyQorhzhzHmc/cAsYarhxQOD9oEA6vdzg+5/W6I1UvzRhKwUEQK3MIuYT3ECsl2+30Wy3CWh3rAIWMNlRZyAKsnV14+MsbcW0Kc+zWWpy5XemOMU0ROFeazh0n/yz43QC0gzr3sEurFHpZ9GutBDpZ+4vBOPFAT2CiXXRcEa5i8sK6NRa6hNC5i3Xt3grFe4Nwp6R6W1Dbqeam7qD7L2y4qdG/cOOr2+5yX8whw+QhMwhqBiQcK64nDGlGoiKwl8Y0x5lclxLnLnoSl/yy3+xuA9+srif8FHgNeM8acdCv3xsKpI5sgLm9jfieWP9AUEfkeGG+MWVeBOpWrgM75K1fKIayef7TbEW6MmeKWxhRJ37SUsvoWKSvUWD4GZWHKiD8CNBRPh8NGWD0aX+Bef3nqalj4Q6yvJmKBI2LN7z8H3A3EGGOisYxG4dM7C2u431s5SVjDs49h9dKige1ueYvq6ASW4Up203eUsZzJCutq6Ja+UYlXb3GQyy8dhTSh7JeGQg4BzbyEH8EyOO5U9t6V596U1ZZKYzgwEGu72igu66OYY+gvRNH/2nkgzu3+1jLGJJeQ1wP7ReZ/sbaIHS2Xv0I4BHxR5H8aYYx5BMAY850xZiDWdMEi4CPfXJriS9T4K1fKHKC/iKTajkShItJDRBqUkP4fQKKIPGk7ZEWKyI123NvAJNuIISLxIjKwnHIcBRpLyV8TrMfqZT0nIsFiOSX2B+aXs/yKUJ66+onIr0SkBpbvxDfGmENYc8UXgeNAkIhMxOr5F/IR8HsRiRGR+liGvpBwrIf/cQARuQ/bKdPmKNDArhO79/t34C8iUsfOU19EUt3qGiUibUWkJvBiGdf9IfCk7QwmIpKCNf9dXh2/A7wiIi3s/P8hIrWBZUBLERluO6MNBdpitaWK8ku3g0gsg3sSa1TltQrmP0rJL8cVwhiTBawEpopILbEcapuJyK3lLOJ5rPZ0P5aPy/v2C8E/sO5Huq3DYBHpIpYjZQ0RuUdEoozlGHuGy6MfyjWEGn/lirAN1kCsB8VxrF7Bs5TQtowxDiynwP5Yw5+7gd/Y0X/Fcj5bKSIOrPnMG72V44XChXlOisgmL/Xm23X2xerxvgWMMMb8VM7yy00565qLZUxPAZ2xnPzA8pf4J7ALq8ech+cw7R+Bw8A+4HPgYyxjgzFmBzAVaz78KNAe+Not7yosR81sETlhh43DcoD7xvYQ/xzL4Q5jzHIsh7VVdppVZVz634FZWE6DOVg9xj8YY/5ZRr5C3sB64ViJZTRmYs1XnwRux3J+PIk1MnK7MeZESQWVxFVoB+9j3bdMYAdWG64ILwHvifUlwt1lJS4HI7AcG3dg+Y58jOVLUyoi0hlr+miEsb77fx3rRWC8/R/uDQzDGknJtuND7OzpwH67PT0M3OOD61B8jBhzJSNciqJUFBGZjeVoVaF1Ekoo6xEsh7ny9uYURVG0568oVQkRSRSRW+wh3FZYveGF/pZLUZSqhXr7K0rVogbWZ1VNsD73mo81dK0oilJudNhfURRFUaoZOuyvKIqiKNUMNf6KoiiKUs1Q468oiqIo1Qw1/oqiKIpSzVDjryiKoijVDDX+iqIoilLN+P/2mc6+ult++wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "plt.plot(np.sort(small_manrs_transit_either_rel_isp['invalid_percent']), np.linspace(0,1,len(small_manrs_transit_either_rel_isp)), label='small MANRS ({})'.format(len(small_manrs_transit_either_rel_isp)), linestyle='-')\n",
    "plt.plot(np.sort(small_non_manrs_transit_either_rel_isp['invalid_percent']), np.linspace(0,1,len(small_non_manrs_transit_either_rel_isp)), label='small non-MANRS ({})'.format(len(small_non_manrs_transit_either_rel_isp)), linestyle='-')\n",
    "plt.plot(np.sort(medium_manrs_transit_either_rel_isp['invalid_percent']), np.linspace(0,1,len(medium_manrs_transit_either_rel_isp)), label='medium MANRS ({})'.format(len(medium_manrs_transit_either_rel_isp)), linestyle='--')\n",
    "plt.plot(np.sort(medium_non_manrs_transit_either_rel_isp['invalid_percent']), np.linspace(0,1,len(medium_non_manrs_transit_either_rel_isp)), label='medium non-MANRS ({})'.format(len(medium_non_manrs_transit_either_rel_isp)), linestyle='--')\n",
    "plt.plot(np.sort(large_manrs_transit_either_rel_isp['invalid_percent']), np.linspace(0,1,len(large_manrs_transit_either_rel_isp)), label='large MANRS ({})'.format(len(large_manrs_transit_either_rel_isp)), linestyle='-.')\n",
    "plt.plot(np.sort(large_non_manrs_transit_either_rel_isp['invalid_percent']), np.linspace(0,1,len(large_non_manrs_transit_either_rel_isp)), label='large non-MANRS ({})'.format(len(large_non_manrs_transit_either_rel_isp)), linestyle='-.')\n",
    "#plt.axvline(x=10, linestyle=':', color='blue', linewidth=1.25)\n",
    "#plt.text(7, -0.14, '10', color='blue', size=13)\n",
    "plt.xlabel('Percent of Propagated Unconformant Prefixes', fontsize=12)\n",
    "plt.ylabel('CDF', fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "plt.xlim(-2, 25)\n",
    "plt.legend(prop={'size':11.5})\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c379a635",
   "metadata": {},
   "source": [
    "## **Non-conformant MANRS ASes**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "dc0ae750",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/c4du/miniconda3/lib/python3.9/site-packages/pandas/core/frame.py:3607: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self._set_item(key, value)\n"
     ]
    }
   ],
   "source": [
    "manrs_transit_either_rel_isp['company'] = manrs_transit_either_rel_isp['asn_id'].apply(lambda x: manrs_org[x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "3a578596",
   "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>either_status</th>\n",
       "      <th>asn_id</th>\n",
       "      <th>relationship</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>invalid_percent</th>\n",
       "      <th>totalPO</th>\n",
       "      <th>company</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>36914</td>\n",
       "      <td>customer</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>Kenya Education Network Trust</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>271915</td>\n",
       "      <td>customer</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>3</td>\n",
       "      <td>TECNOLOGICA SIMEON COMPANY CHILE SPA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "either_status  asn_id relationship  False  True  invalid_percent  totalPO  \\\n",
       "424             36914     customer      1     1        50.000000        2   \n",
       "698            271915     customer      2     1        33.333333        3   \n",
       "\n",
       "either_status                               company  \n",
       "424                   Kenya Education Network Trust  \n",
       "698            TECNOLOGICA SIMEON COMPANY CHILE SPA  "
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_transit_either_rel_isp[(manrs_transit_either_rel_isp.asn_id.isin(small)) & (manrs_transit_either_rel_isp.invalid_percent>0)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "ce7efd14",
   "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>either_status</th>\n",
       "      <th>asn_id</th>\n",
       "      <th>relationship</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>invalid_percent</th>\n",
       "      <th>totalPO</th>\n",
       "      <th>company</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>237</td>\n",
       "      <td>customer</td>\n",
       "      <td>132</td>\n",
       "      <td>5</td>\n",
       "      <td>3.649635</td>\n",
       "      <td>137</td>\n",
       "      <td>Merit Network Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>271</td>\n",
       "      <td>customer</td>\n",
       "      <td>101</td>\n",
       "      <td>1</td>\n",
       "      <td>0.980392</td>\n",
       "      <td>102</td>\n",
       "      <td>BCNET</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>376</td>\n",
       "      <td>customer</td>\n",
       "      <td>52</td>\n",
       "      <td>1</td>\n",
       "      <td>1.886792</td>\n",
       "      <td>53</td>\n",
       "      <td>Réseau d'informations scientifiques du Québec ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1653</td>\n",
       "      <td>customer</td>\n",
       "      <td>72</td>\n",
       "      <td>2</td>\n",
       "      <td>2.702703</td>\n",
       "      <td>74</td>\n",
       "      <td>SUNET</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>1916</td>\n",
       "      <td>customer</td>\n",
       "      <td>178</td>\n",
       "      <td>3</td>\n",
       "      <td>1.657459</td>\n",
       "      <td>181</td>\n",
       "      <td>Rede Nacional de Ensino e Pesquisa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2110</td>\n",
       "      <td>customer</td>\n",
       "      <td>91</td>\n",
       "      <td>1</td>\n",
       "      <td>1.086957</td>\n",
       "      <td>92</td>\n",
       "      <td>BT Ireland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2518</td>\n",
       "      <td>customer</td>\n",
       "      <td>246</td>\n",
       "      <td>1</td>\n",
       "      <td>0.404858</td>\n",
       "      <td>247</td>\n",
       "      <td>BIGLOBE Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>2614</td>\n",
       "      <td>customer</td>\n",
       "      <td>66</td>\n",
       "      <td>1</td>\n",
       "      <td>1.492537</td>\n",
       "      <td>67</td>\n",
       "      <td>Agency ARNIEC - RoEduNet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>3267</td>\n",
       "      <td>customer</td>\n",
       "      <td>199</td>\n",
       "      <td>1</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>200</td>\n",
       "      <td>RUNNet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>3292</td>\n",
       "      <td>customer</td>\n",
       "      <td>467</td>\n",
       "      <td>9</td>\n",
       "      <td>1.890756</td>\n",
       "      <td>476</td>\n",
       "      <td>TDC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>3303</td>\n",
       "      <td>customer</td>\n",
       "      <td>746</td>\n",
       "      <td>6</td>\n",
       "      <td>0.797872</td>\n",
       "      <td>752</td>\n",
       "      <td>Swisscom Ltd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>3663</td>\n",
       "      <td>customer</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>10.526316</td>\n",
       "      <td>19</td>\n",
       "      <td>Nsight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>4134</td>\n",
       "      <td>customer</td>\n",
       "      <td>7663</td>\n",
       "      <td>114</td>\n",
       "      <td>1.465861</td>\n",
       "      <td>7777</td>\n",
       "      <td>China Telecom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>4538</td>\n",
       "      <td>customer</td>\n",
       "      <td>9</td>\n",
       "      <td>56</td>\n",
       "      <td>86.153846</td>\n",
       "      <td>65</td>\n",
       "      <td>CERNET</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>4764</td>\n",
       "      <td>customer</td>\n",
       "      <td>144</td>\n",
       "      <td>2</td>\n",
       "      <td>1.369863</td>\n",
       "      <td>146</td>\n",
       "      <td>Aussie Broadband</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>4809</td>\n",
       "      <td>customer</td>\n",
       "      <td>1199</td>\n",
       "      <td>13</td>\n",
       "      <td>1.072607</td>\n",
       "      <td>1212</td>\n",
       "      <td>China Telecom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>6057</td>\n",
       "      <td>customer</td>\n",
       "      <td>188</td>\n",
       "      <td>3</td>\n",
       "      <td>1.570681</td>\n",
       "      <td>191</td>\n",
       "      <td>Antel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>7016</td>\n",
       "      <td>customer</td>\n",
       "      <td>142</td>\n",
       "      <td>11</td>\n",
       "      <td>7.189542</td>\n",
       "      <td>153</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>7438</td>\n",
       "      <td>customer</td>\n",
       "      <td>119</td>\n",
       "      <td>3</td>\n",
       "      <td>2.459016</td>\n",
       "      <td>122</td>\n",
       "      <td>Pegaso PCS SA de CV (Telefonica Movistar Mexico)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>7575</td>\n",
       "      <td>customer</td>\n",
       "      <td>277</td>\n",
       "      <td>1</td>\n",
       "      <td>0.359712</td>\n",
       "      <td>278</td>\n",
       "      <td>AARNet Pty Ltd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>7725</td>\n",
       "      <td>customer</td>\n",
       "      <td>70</td>\n",
       "      <td>4</td>\n",
       "      <td>5.405405</td>\n",
       "      <td>74</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>7782</td>\n",
       "      <td>customer</td>\n",
       "      <td>128</td>\n",
       "      <td>5</td>\n",
       "      <td>3.759398</td>\n",
       "      <td>133</td>\n",
       "      <td>Alaska Communications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>7843</td>\n",
       "      <td>customer</td>\n",
       "      <td>67</td>\n",
       "      <td>2</td>\n",
       "      <td>2.898551</td>\n",
       "      <td>69</td>\n",
       "      <td>Charter Communications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>7922</td>\n",
       "      <td>customer</td>\n",
       "      <td>1265</td>\n",
       "      <td>30</td>\n",
       "      <td>2.316602</td>\n",
       "      <td>1295</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>8075</td>\n",
       "      <td>customer</td>\n",
       "      <td>111</td>\n",
       "      <td>1</td>\n",
       "      <td>0.892857</td>\n",
       "      <td>112</td>\n",
       "      <td>Microsoft</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>8283</td>\n",
       "      <td>customer</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>25</td>\n",
       "      <td>Netwerkvereniging ColoClue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>8767</td>\n",
       "      <td>customer</td>\n",
       "      <td>244</td>\n",
       "      <td>7</td>\n",
       "      <td>2.788845</td>\n",
       "      <td>251</td>\n",
       "      <td>M-net Telekommunikations GmbH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>10075</td>\n",
       "      <td>customer</td>\n",
       "      <td>746</td>\n",
       "      <td>10</td>\n",
       "      <td>1.322751</td>\n",
       "      <td>756</td>\n",
       "      <td>Fiber@Home Global Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>10881</td>\n",
       "      <td>customer</td>\n",
       "      <td>37</td>\n",
       "      <td>2</td>\n",
       "      <td>5.128205</td>\n",
       "      <td>39</td>\n",
       "      <td>PoP-PR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>11164</td>\n",
       "      <td>customer</td>\n",
       "      <td>366</td>\n",
       "      <td>1</td>\n",
       "      <td>0.272480</td>\n",
       "      <td>367</td>\n",
       "      <td>Internet2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>11260</td>\n",
       "      <td>customer</td>\n",
       "      <td>109</td>\n",
       "      <td>1</td>\n",
       "      <td>0.909091</td>\n",
       "      <td>110</td>\n",
       "      <td>Eastlink</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>11351</td>\n",
       "      <td>customer</td>\n",
       "      <td>252</td>\n",
       "      <td>9</td>\n",
       "      <td>3.448276</td>\n",
       "      <td>261</td>\n",
       "      <td>Charter Communications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>11426</td>\n",
       "      <td>customer</td>\n",
       "      <td>216</td>\n",
       "      <td>4</td>\n",
       "      <td>1.818182</td>\n",
       "      <td>220</td>\n",
       "      <td>Charter Communications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>11427</td>\n",
       "      <td>customer</td>\n",
       "      <td>439</td>\n",
       "      <td>14</td>\n",
       "      <td>3.090508</td>\n",
       "      <td>453</td>\n",
       "      <td>Charter Communications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>11556</td>\n",
       "      <td>customer</td>\n",
       "      <td>202</td>\n",
       "      <td>1</td>\n",
       "      <td>0.492611</td>\n",
       "      <td>203</td>\n",
       "      <td>Cable &amp; Wireless Panama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>12271</td>\n",
       "      <td>customer</td>\n",
       "      <td>82</td>\n",
       "      <td>2</td>\n",
       "      <td>2.380952</td>\n",
       "      <td>84</td>\n",
       "      <td>Charter Communications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>12735</td>\n",
       "      <td>customer</td>\n",
       "      <td>364</td>\n",
       "      <td>13</td>\n",
       "      <td>3.448276</td>\n",
       "      <td>377</td>\n",
       "      <td>TurkNet Iletisim Hizmetleri A.S.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>12779</td>\n",
       "      <td>customer</td>\n",
       "      <td>290</td>\n",
       "      <td>2</td>\n",
       "      <td>0.684932</td>\n",
       "      <td>292</td>\n",
       "      <td>IT.Gate S.p.A.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>12859</td>\n",
       "      <td>customer</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>8.333333</td>\n",
       "      <td>12</td>\n",
       "      <td>BIT BV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>13367</td>\n",
       "      <td>customer</td>\n",
       "      <td>67</td>\n",
       "      <td>7</td>\n",
       "      <td>9.459459</td>\n",
       "      <td>74</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>15296</td>\n",
       "      <td>customer</td>\n",
       "      <td>68</td>\n",
       "      <td>4</td>\n",
       "      <td>5.555556</td>\n",
       "      <td>72</td>\n",
       "      <td>cybera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>15706</td>\n",
       "      <td>customer</td>\n",
       "      <td>126</td>\n",
       "      <td>1</td>\n",
       "      <td>0.787402</td>\n",
       "      <td>127</td>\n",
       "      <td>Sudatel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>16010</td>\n",
       "      <td>customer</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "      <td>2.083333</td>\n",
       "      <td>48</td>\n",
       "      <td>Magticom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>16509</td>\n",
       "      <td>customer</td>\n",
       "      <td>639</td>\n",
       "      <td>5</td>\n",
       "      <td>0.776398</td>\n",
       "      <td>644</td>\n",
       "      <td>Amazon Web Services</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>16814</td>\n",
       "      <td>customer</td>\n",
       "      <td>141</td>\n",
       "      <td>5</td>\n",
       "      <td>3.424658</td>\n",
       "      <td>146</td>\n",
       "      <td>Iplan - NSS SA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>18809</td>\n",
       "      <td>customer</td>\n",
       "      <td>206</td>\n",
       "      <td>1</td>\n",
       "      <td>0.483092</td>\n",
       "      <td>207</td>\n",
       "      <td>Cable Onda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>20001</td>\n",
       "      <td>customer</td>\n",
       "      <td>284</td>\n",
       "      <td>24</td>\n",
       "      <td>7.792208</td>\n",
       "      <td>308</td>\n",
       "      <td>Charter Communications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>20080</td>\n",
       "      <td>customer</td>\n",
       "      <td>634</td>\n",
       "      <td>4</td>\n",
       "      <td>0.626959</td>\n",
       "      <td>638</td>\n",
       "      <td>AMPATH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>20562</td>\n",
       "      <td>customer</td>\n",
       "      <td>623</td>\n",
       "      <td>3</td>\n",
       "      <td>0.479233</td>\n",
       "      <td>626</td>\n",
       "      <td>Broadband Hosting B.V.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>20928</td>\n",
       "      <td>customer</td>\n",
       "      <td>89</td>\n",
       "      <td>3</td>\n",
       "      <td>3.260870</td>\n",
       "      <td>92</td>\n",
       "      <td>NOOR Data Networks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>20940</td>\n",
       "      <td>customer</td>\n",
       "      <td>3992</td>\n",
       "      <td>252</td>\n",
       "      <td>5.937795</td>\n",
       "      <td>4244</td>\n",
       "      <td>Akamai Technologies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>21320</td>\n",
       "      <td>customer</td>\n",
       "      <td>244</td>\n",
       "      <td>1</td>\n",
       "      <td>0.408163</td>\n",
       "      <td>245</td>\n",
       "      <td>GEANT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>21508</td>\n",
       "      <td>customer</td>\n",
       "      <td>44</td>\n",
       "      <td>2</td>\n",
       "      <td>4.347826</td>\n",
       "      <td>46</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>22258</td>\n",
       "      <td>customer</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>6</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>22356</td>\n",
       "      <td>customer</td>\n",
       "      <td>174</td>\n",
       "      <td>1</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>175</td>\n",
       "      <td>Durand do Brazil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>22742</td>\n",
       "      <td>customer</td>\n",
       "      <td>147</td>\n",
       "      <td>1</td>\n",
       "      <td>0.675676</td>\n",
       "      <td>148</td>\n",
       "      <td>Connecticut Education Network</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>22909</td>\n",
       "      <td>customer</td>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "      <td>5.263158</td>\n",
       "      <td>38</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>24785</td>\n",
       "      <td>customer</td>\n",
       "      <td>601</td>\n",
       "      <td>4</td>\n",
       "      <td>0.661157</td>\n",
       "      <td>605</td>\n",
       "      <td>Broadband Hosting B.V.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>26677</td>\n",
       "      <td>customer</td>\n",
       "      <td>104</td>\n",
       "      <td>5</td>\n",
       "      <td>4.587156</td>\n",
       "      <td>109</td>\n",
       "      <td>ORION</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>26806</td>\n",
       "      <td>customer</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>5.263158</td>\n",
       "      <td>19</td>\n",
       "      <td>Saskatchewan Research Network Inc. (SRNET</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>27750</td>\n",
       "      <td>customer</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>7.142857</td>\n",
       "      <td>14</td>\n",
       "      <td>RedCLARA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>27839</td>\n",
       "      <td>customer</td>\n",
       "      <td>26</td>\n",
       "      <td>6</td>\n",
       "      <td>18.750000</td>\n",
       "      <td>32</td>\n",
       "      <td>Comteco RL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>28007</td>\n",
       "      <td>customer</td>\n",
       "      <td>151</td>\n",
       "      <td>13</td>\n",
       "      <td>7.926829</td>\n",
       "      <td>164</td>\n",
       "      <td>Gold Data</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>28022</td>\n",
       "      <td>customer</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>43.750000</td>\n",
       "      <td>16</td>\n",
       "      <td>Costa Rica Internet Service Provider (CRISP S.A.)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>28263</td>\n",
       "      <td>customer</td>\n",
       "      <td>251</td>\n",
       "      <td>1</td>\n",
       "      <td>0.396825</td>\n",
       "      <td>252</td>\n",
       "      <td>Ensite Brasil Telecomunicações</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>28666</td>\n",
       "      <td>customer</td>\n",
       "      <td>91</td>\n",
       "      <td>3</td>\n",
       "      <td>3.191489</td>\n",
       "      <td>94</td>\n",
       "      <td>HostFiber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>29465</td>\n",
       "      <td>customer</td>\n",
       "      <td>88</td>\n",
       "      <td>9</td>\n",
       "      <td>9.278351</td>\n",
       "      <td>97</td>\n",
       "      <td>MTN NIGERIA Communication limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>30985</td>\n",
       "      <td>customer</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>5</td>\n",
       "      <td>Orange – Orange Mali</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>31549</td>\n",
       "      <td>customer</td>\n",
       "      <td>119</td>\n",
       "      <td>2</td>\n",
       "      <td>1.652893</td>\n",
       "      <td>121</td>\n",
       "      <td>shatel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>33287</td>\n",
       "      <td>customer</td>\n",
       "      <td>155</td>\n",
       "      <td>7</td>\n",
       "      <td>4.320988</td>\n",
       "      <td>162</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>33363</td>\n",
       "      <td>customer</td>\n",
       "      <td>92</td>\n",
       "      <td>23</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>115</td>\n",
       "      <td>Charter Communications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>33489</td>\n",
       "      <td>customer</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>16</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>33490</td>\n",
       "      <td>customer</td>\n",
       "      <td>64</td>\n",
       "      <td>4</td>\n",
       "      <td>5.882353</td>\n",
       "      <td>68</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>33588</td>\n",
       "      <td>customer</td>\n",
       "      <td>29</td>\n",
       "      <td>17</td>\n",
       "      <td>36.956522</td>\n",
       "      <td>46</td>\n",
       "      <td>Charter Communications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>33650</td>\n",
       "      <td>customer</td>\n",
       "      <td>73</td>\n",
       "      <td>9</td>\n",
       "      <td>10.975610</td>\n",
       "      <td>82</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>33652</td>\n",
       "      <td>customer</td>\n",
       "      <td>103</td>\n",
       "      <td>8</td>\n",
       "      <td>7.207207</td>\n",
       "      <td>111</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>33657</td>\n",
       "      <td>customer</td>\n",
       "      <td>145</td>\n",
       "      <td>20</td>\n",
       "      <td>12.121212</td>\n",
       "      <td>165</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>33659</td>\n",
       "      <td>customer</td>\n",
       "      <td>67</td>\n",
       "      <td>2</td>\n",
       "      <td>2.898551</td>\n",
       "      <td>69</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>33660</td>\n",
       "      <td>customer</td>\n",
       "      <td>72</td>\n",
       "      <td>4</td>\n",
       "      <td>5.263158</td>\n",
       "      <td>76</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>33661</td>\n",
       "      <td>customer</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>9.523810</td>\n",
       "      <td>21</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>33666</td>\n",
       "      <td>customer</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>54.545455</td>\n",
       "      <td>11</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>33667</td>\n",
       "      <td>customer</td>\n",
       "      <td>250</td>\n",
       "      <td>37</td>\n",
       "      <td>12.891986</td>\n",
       "      <td>287</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>33668</td>\n",
       "      <td>customer</td>\n",
       "      <td>151</td>\n",
       "      <td>4</td>\n",
       "      <td>2.580645</td>\n",
       "      <td>155</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>33763</td>\n",
       "      <td>customer</td>\n",
       "      <td>113</td>\n",
       "      <td>3</td>\n",
       "      <td>2.586207</td>\n",
       "      <td>116</td>\n",
       "      <td>Paratus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>34428</td>\n",
       "      <td>customer</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>6.896552</td>\n",
       "      <td>29</td>\n",
       "      <td>GLPR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>34553</td>\n",
       "      <td>customer</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>5</td>\n",
       "      <td>Nathan Sales</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>35297</td>\n",
       "      <td>customer</td>\n",
       "      <td>1171</td>\n",
       "      <td>1</td>\n",
       "      <td>0.085324</td>\n",
       "      <td>1172</td>\n",
       "      <td>Dataline LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>36944</td>\n",
       "      <td>customer</td>\n",
       "      <td>57</td>\n",
       "      <td>2</td>\n",
       "      <td>3.389831</td>\n",
       "      <td>59</td>\n",
       "      <td>UbuntuNet Alliance for Research and Education ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>37271</td>\n",
       "      <td>customer</td>\n",
       "      <td>741</td>\n",
       "      <td>1</td>\n",
       "      <td>0.134771</td>\n",
       "      <td>742</td>\n",
       "      <td>Workonline Communications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>37282</td>\n",
       "      <td>customer</td>\n",
       "      <td>321</td>\n",
       "      <td>12</td>\n",
       "      <td>3.603604</td>\n",
       "      <td>333</td>\n",
       "      <td>Main One Cable Company</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>38193</td>\n",
       "      <td>customer</td>\n",
       "      <td>1165</td>\n",
       "      <td>47</td>\n",
       "      <td>3.877888</td>\n",
       "      <td>1212</td>\n",
       "      <td>TransWorld Associates Pvt Ltd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>39120</td>\n",
       "      <td>customer</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "      <td>8.823529</td>\n",
       "      <td>34</td>\n",
       "      <td>Convergenze S.p.A.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>41327</td>\n",
       "      <td>customer</td>\n",
       "      <td>456</td>\n",
       "      <td>1</td>\n",
       "      <td>0.218818</td>\n",
       "      <td>457</td>\n",
       "      <td>Fiber Telecom S.p.A.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>42337</td>\n",
       "      <td>customer</td>\n",
       "      <td>727</td>\n",
       "      <td>3</td>\n",
       "      <td>0.410959</td>\n",
       "      <td>730</td>\n",
       "      <td>Respina Networks &amp; Beyond</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>42861</td>\n",
       "      <td>customer</td>\n",
       "      <td>79</td>\n",
       "      <td>1</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>80</td>\n",
       "      <td>Foton Telecom CJSC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>43754</td>\n",
       "      <td>customer</td>\n",
       "      <td>565</td>\n",
       "      <td>1</td>\n",
       "      <td>0.176678</td>\n",
       "      <td>566</td>\n",
       "      <td>Asiatech Co.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>45437</td>\n",
       "      <td>customer</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>4.347826</td>\n",
       "      <td>23</td>\n",
       "      <td>Real World Technology Solutions Pty Ltd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>45474</td>\n",
       "      <td>customer</td>\n",
       "      <td>215</td>\n",
       "      <td>5</td>\n",
       "      <td>2.272727</td>\n",
       "      <td>220</td>\n",
       "      <td>Nexusguard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>47787</td>\n",
       "      <td>customer</td>\n",
       "      <td>1094</td>\n",
       "      <td>29</td>\n",
       "      <td>2.582369</td>\n",
       "      <td>1123</td>\n",
       "      <td>EDGOO NETWORKS LDA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>48362</td>\n",
       "      <td>customer</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>8.695652</td>\n",
       "      <td>23</td>\n",
       "      <td>Stadtwerke Feldkirch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>50300</td>\n",
       "      <td>customer</td>\n",
       "      <td>115</td>\n",
       "      <td>1</td>\n",
       "      <td>0.862069</td>\n",
       "      <td>116</td>\n",
       "      <td>Custodian DC Ltd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>52468</td>\n",
       "      <td>customer</td>\n",
       "      <td>1191</td>\n",
       "      <td>23</td>\n",
       "      <td>1.894563</td>\n",
       "      <td>1214</td>\n",
       "      <td>Ufinet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>52871</td>\n",
       "      <td>customer</td>\n",
       "      <td>72</td>\n",
       "      <td>2</td>\n",
       "      <td>2.702703</td>\n",
       "      <td>74</td>\n",
       "      <td>USE Telecom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>52873</td>\n",
       "      <td>customer</td>\n",
       "      <td>308</td>\n",
       "      <td>9</td>\n",
       "      <td>2.839117</td>\n",
       "      <td>317</td>\n",
       "      <td>SOFTDADOS CONECTIVIDADE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>52980</td>\n",
       "      <td>customer</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>13.333333</td>\n",
       "      <td>15</td>\n",
       "      <td>Netion Soluções em Internet via Rádio Ltda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>54825</td>\n",
       "      <td>customer</td>\n",
       "      <td>55</td>\n",
       "      <td>2</td>\n",
       "      <td>3.508772</td>\n",
       "      <td>57</td>\n",
       "      <td>Equinix Metal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>57630</td>\n",
       "      <td>customer</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>2.564103</td>\n",
       "      <td>39</td>\n",
       "      <td>84 Grams AB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>57695</td>\n",
       "      <td>customer</td>\n",
       "      <td>71</td>\n",
       "      <td>7</td>\n",
       "      <td>8.974359</td>\n",
       "      <td>78</td>\n",
       "      <td>Misaka Network Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>589</th>\n",
       "      <td>63961</td>\n",
       "      <td>customer</td>\n",
       "      <td>66</td>\n",
       "      <td>1</td>\n",
       "      <td>1.492537</td>\n",
       "      <td>67</td>\n",
       "      <td>Bangladesh Research and Education Network</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>136308</td>\n",
       "      <td>customer</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>15</td>\n",
       "      <td>DeeNet Services Pvt Ltd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>139009</td>\n",
       "      <td>customer</td>\n",
       "      <td>264</td>\n",
       "      <td>3</td>\n",
       "      <td>1.123596</td>\n",
       "      <td>267</td>\n",
       "      <td>Windstream Communication Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631</th>\n",
       "      <td>262907</td>\n",
       "      <td>customer</td>\n",
       "      <td>195</td>\n",
       "      <td>4</td>\n",
       "      <td>2.010050</td>\n",
       "      <td>199</td>\n",
       "      <td>Brasil Tecnologia e Participaçoes LTDA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>659</th>\n",
       "      <td>264552</td>\n",
       "      <td>customer</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>Justweb telecomunicações LTDA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>266388</td>\n",
       "      <td>customer</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>8</td>\n",
       "      <td>ZAZ NATAL</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "either_status  asn_id relationship  False  True  invalid_percent  totalPO  \\\n",
       "7                 237     customer    132     5         3.649635      137   \n",
       "9                 271     customer    101     1         0.980392      102   \n",
       "15                376     customer     52     1         1.886792       53   \n",
       "36               1653     customer     72     2         2.702703       74   \n",
       "41               1916     customer    178     3         1.657459      181   \n",
       "44               2110     customer     91     1         1.086957       92   \n",
       "55               2518     customer    246     1         0.404858      247   \n",
       "62               2614     customer     66     1         1.492537       67   \n",
       "68               3267     customer    199     1         0.500000      200   \n",
       "70               3292     customer    467     9         1.890756      476   \n",
       "72               3303     customer    746     6         0.797872      752   \n",
       "82               3663     customer     17     2        10.526316       19   \n",
       "86               4134     customer   7663   114         1.465861     7777   \n",
       "93               4538     customer      9    56        86.153846       65   \n",
       "96               4764     customer    144     2         1.369863      146   \n",
       "99               4809     customer   1199    13         1.072607     1212   \n",
       "118              6057     customer    188     3         1.570681      191   \n",
       "127              7016     customer    142    11         7.189542      153   \n",
       "130              7438     customer    119     3         2.459016      122   \n",
       "132              7575     customer    277     1         0.359712      278   \n",
       "137              7725     customer     70     4         5.405405       74   \n",
       "139              7782     customer    128     5         3.759398      133   \n",
       "141              7843     customer     67     2         2.898551       69   \n",
       "145              7922     customer   1265    30         2.316602     1295   \n",
       "148              8075     customer    111     1         0.892857      112   \n",
       "156              8283     customer     23     2         8.000000       25   \n",
       "162              8767     customer    244     7         2.788845      251   \n",
       "177             10075     customer    746    10         1.322751      756   \n",
       "181             10881     customer     37     2         5.128205       39   \n",
       "184             11164     customer    366     1         0.272480      367   \n",
       "187             11260     customer    109     1         0.909091      110   \n",
       "189             11351     customer    252     9         3.448276      261   \n",
       "191             11426     customer    216     4         1.818182      220   \n",
       "193             11427     customer    439    14         3.090508      453   \n",
       "196             11556     customer    202     1         0.492611      203   \n",
       "199             12271     customer     82     2         2.380952       84   \n",
       "211             12735     customer    364    13         3.448276      377   \n",
       "213             12779     customer    290     2         0.684932      292   \n",
       "216             12859     customer     11     1         8.333333       12   \n",
       "222             13367     customer     67     7         9.459459       74   \n",
       "243             15296     customer     68     4         5.555556       72   \n",
       "249             15706     customer    126     1         0.787402      127   \n",
       "253             16010     customer     47     1         2.083333       48   \n",
       "257             16509     customer    639     5         0.776398      644   \n",
       "262             16814     customer    141     5         3.424658      146   \n",
       "265             18809     customer    206     1         0.483092      207   \n",
       "269             20001     customer    284    24         7.792208      308   \n",
       "271             20080     customer    634     4         0.626959      638   \n",
       "278             20562     customer    623     3         0.479233      626   \n",
       "281             20928     customer     89     3         3.260870       92   \n",
       "282             20940     customer   3992   252         5.937795     4244   \n",
       "284             21320     customer    244     1         0.408163      245   \n",
       "287             21508     customer     44     2         4.347826       46   \n",
       "292             22258     customer      4     2        33.333333        6   \n",
       "293             22356     customer    174     1         0.571429      175   \n",
       "298             22742     customer    147     1         0.675676      148   \n",
       "300             22909     customer     36     2         5.263158       38   \n",
       "312             24785     customer    601     4         0.661157      605   \n",
       "325             26677     customer    104     5         4.587156      109   \n",
       "326             26806     customer     18     1         5.263158       19   \n",
       "329             27750     customer     13     1         7.142857       14   \n",
       "331             27839     customer     26     6        18.750000       32   \n",
       "336             28007     customer    151    13         7.926829      164   \n",
       "338             28022     customer      9     7        43.750000       16   \n",
       "352             28263     customer    251     1         0.396825      252   \n",
       "361             28666     customer     91     3         3.191489       94   \n",
       "365             29465     customer     88     9         9.278351       97   \n",
       "371             30985     customer      4     1        20.000000        5   \n",
       "374             31549     customer    119     2         1.652893      121   \n",
       "381             33287     customer    155     7         4.320988      162   \n",
       "383             33363     customer     92    23        20.000000      115   \n",
       "384             33489     customer     14     2        12.500000       16   \n",
       "385             33490     customer     64     4         5.882353       68   \n",
       "389             33588     customer     29    17        36.956522       46   \n",
       "390             33650     customer     73     9        10.975610       82   \n",
       "393             33652     customer    103     8         7.207207      111   \n",
       "397             33657     customer    145    20        12.121212      165   \n",
       "399             33659     customer     67     2         2.898551       69   \n",
       "400             33660     customer     72     4         5.263158       76   \n",
       "401             33661     customer     19     2         9.523810       21   \n",
       "405             33666     customer      5     6        54.545455       11   \n",
       "406             33667     customer    250    37        12.891986      287   \n",
       "408             33668     customer    151     4         2.580645      155   \n",
       "410             33763     customer    113     3         2.586207      116   \n",
       "415             34428     customer     27     2         6.896552       29   \n",
       "416             34553     customer      4     1        20.000000        5   \n",
       "419             35297     customer   1171     1         0.085324     1172   \n",
       "429             36944     customer     57     2         3.389831       59   \n",
       "436             37271     customer    741     1         0.134771      742   \n",
       "438             37282     customer    321    12         3.603604      333   \n",
       "447             38193     customer   1165    47         3.877888     1212   \n",
       "454             39120     customer     31     3         8.823529       34   \n",
       "459             41327     customer    456     1         0.218818      457   \n",
       "465             42337     customer    727     3         0.410959      730   \n",
       "468             42861     customer     79     1         1.250000       80   \n",
       "473             43754     customer    565     1         0.176678      566   \n",
       "481             45437     customer     22     1         4.347826       23   \n",
       "482             45474     customer    215     5         2.272727      220   \n",
       "492             47787     customer   1094    29         2.582369     1123   \n",
       "497             48362     customer     21     2         8.695652       23   \n",
       "503             50300     customer    115     1         0.862069      116   \n",
       "509             52468     customer   1191    23         1.894563     1214   \n",
       "518             52871     customer     72     2         2.702703       74   \n",
       "520             52873     customer    308     9         2.839117      317   \n",
       "522             52980     customer     13     2        13.333333       15   \n",
       "539             54825     customer     55     2         3.508772       57   \n",
       "552             57630     customer     38     1         2.564103       39   \n",
       "554             57695     customer     71     7         8.974359       78   \n",
       "589             63961     customer     66     1         1.492537       67   \n",
       "597            136308     customer     14     1         6.666667       15   \n",
       "601            139009     customer    264     3         1.123596      267   \n",
       "631            262907     customer    195     4         2.010050      199   \n",
       "659            264552     customer      3     1        25.000000        4   \n",
       "678            266388     customer      7     1        12.500000        8   \n",
       "\n",
       "either_status                                            company  \n",
       "7                                             Merit Network Inc.  \n",
       "9                                                          BCNET  \n",
       "15             Réseau d'informations scientifiques du Québec ...  \n",
       "36                                                         SUNET  \n",
       "41                            Rede Nacional de Ensino e Pesquisa  \n",
       "44                                                    BT Ireland  \n",
       "55                                                  BIGLOBE Inc.  \n",
       "62                                      Agency ARNIEC - RoEduNet  \n",
       "68                                                        RUNNet  \n",
       "70                                                           TDC  \n",
       "72                                                  Swisscom Ltd  \n",
       "82                                                        Nsight  \n",
       "86                                                 China Telecom  \n",
       "93                                                        CERNET  \n",
       "96                                              Aussie Broadband  \n",
       "99                                                 China Telecom  \n",
       "118                                                        Antel  \n",
       "127                                                      Comcast  \n",
       "130             Pegaso PCS SA de CV (Telefonica Movistar Mexico)  \n",
       "132                                               AARNet Pty Ltd  \n",
       "137                                                      Comcast  \n",
       "139                                        Alaska Communications  \n",
       "141                                       Charter Communications  \n",
       "145                                                      Comcast  \n",
       "148                                                    Microsoft  \n",
       "156                                   Netwerkvereniging ColoClue  \n",
       "162                                M-net Telekommunikations GmbH  \n",
       "177                                    Fiber@Home Global Limited  \n",
       "181                                                       PoP-PR  \n",
       "184                                                    Internet2  \n",
       "187                                                     Eastlink  \n",
       "189                                       Charter Communications  \n",
       "191                                       Charter Communications  \n",
       "193                                       Charter Communications  \n",
       "196                                      Cable & Wireless Panama  \n",
       "199                                       Charter Communications  \n",
       "211                             TurkNet Iletisim Hizmetleri A.S.  \n",
       "213                                               IT.Gate S.p.A.  \n",
       "216                                                       BIT BV  \n",
       "222                                                      Comcast  \n",
       "243                                                       cybera  \n",
       "249                                                      Sudatel  \n",
       "253                                                     Magticom  \n",
       "257                                          Amazon Web Services  \n",
       "262                                               Iplan - NSS SA  \n",
       "265                                                   Cable Onda  \n",
       "269                                       Charter Communications  \n",
       "271                                                       AMPATH  \n",
       "278                                       Broadband Hosting B.V.  \n",
       "281                                           NOOR Data Networks  \n",
       "282                                          Akamai Technologies  \n",
       "284                                                        GEANT  \n",
       "287                                                      Comcast  \n",
       "292                                                      Comcast  \n",
       "293                                             Durand do Brazil  \n",
       "298                                Connecticut Education Network  \n",
       "300                                                      Comcast  \n",
       "312                                       Broadband Hosting B.V.  \n",
       "325                                                        ORION  \n",
       "326                    Saskatchewan Research Network Inc. (SRNET  \n",
       "329                                                     RedCLARA  \n",
       "331                                                   Comteco RL  \n",
       "336                                                    Gold Data  \n",
       "338            Costa Rica Internet Service Provider (CRISP S.A.)  \n",
       "352                               Ensite Brasil Telecomunicações  \n",
       "361                                                    HostFiber  \n",
       "365                            MTN NIGERIA Communication limited  \n",
       "371                                         Orange – Orange Mali  \n",
       "374                                                       shatel  \n",
       "381                                                      Comcast  \n",
       "383                                       Charter Communications  \n",
       "384                                                      Comcast  \n",
       "385                                                      Comcast  \n",
       "389                                       Charter Communications  \n",
       "390                                                      Comcast  \n",
       "393                                                      Comcast  \n",
       "397                                                      Comcast  \n",
       "399                                                      Comcast  \n",
       "400                                                      Comcast  \n",
       "401                                                      Comcast  \n",
       "405                                                      Comcast  \n",
       "406                                                      Comcast  \n",
       "408                                                      Comcast  \n",
       "410                                                      Paratus  \n",
       "415                                                         GLPR  \n",
       "416                                                 Nathan Sales  \n",
       "419                                                 Dataline LLC  \n",
       "429            UbuntuNet Alliance for Research and Education ...  \n",
       "436                                    Workonline Communications  \n",
       "438                                       Main One Cable Company  \n",
       "447                                TransWorld Associates Pvt Ltd  \n",
       "454                                           Convergenze S.p.A.  \n",
       "459                                         Fiber Telecom S.p.A.  \n",
       "465                                    Respina Networks & Beyond  \n",
       "468                                           Foton Telecom CJSC  \n",
       "473                                                 Asiatech Co.  \n",
       "481                      Real World Technology Solutions Pty Ltd  \n",
       "482                                                   Nexusguard  \n",
       "492                                           EDGOO NETWORKS LDA  \n",
       "497                                         Stadtwerke Feldkirch  \n",
       "503                                             Custodian DC Ltd  \n",
       "509                                                       Ufinet  \n",
       "518                                                  USE Telecom  \n",
       "520                                      SOFTDADOS CONECTIVIDADE  \n",
       "522                   Netion Soluções em Internet via Rádio Ltda  \n",
       "539                                                Equinix Metal  \n",
       "552                                                  84 Grams AB  \n",
       "554                                          Misaka Network Inc.  \n",
       "589                    Bangladesh Research and Education Network  \n",
       "597                                      DeeNet Services Pvt Ltd  \n",
       "601                             Windstream Communication Limited  \n",
       "631                       Brasil Tecnologia e Participaçoes LTDA  \n",
       "659                                Justweb telecomunicações LTDA  \n",
       "678                                                    ZAZ NATAL  "
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_transit_either_rel_isp[(manrs_transit_either_rel_isp.asn_id.isin(medium)) & (manrs_transit_either_rel_isp.invalid_percent>0)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "3a092a55",
   "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>either_status</th>\n",
       "      <th>asn_id</th>\n",
       "      <th>relationship</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>invalid_percent</th>\n",
       "      <th>totalPO</th>\n",
       "      <th>company</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>174</td>\n",
       "      <td>customer</td>\n",
       "      <td>140461</td>\n",
       "      <td>7841</td>\n",
       "      <td>5.287184</td>\n",
       "      <td>148302</td>\n",
       "      <td>Cogent Communications Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1221</td>\n",
       "      <td>customer</td>\n",
       "      <td>1816</td>\n",
       "      <td>74</td>\n",
       "      <td>3.915344</td>\n",
       "      <td>1890</td>\n",
       "      <td>Telstra Corporation Ltd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1299</td>\n",
       "      <td>customer</td>\n",
       "      <td>104044</td>\n",
       "      <td>2920</td>\n",
       "      <td>2.729890</td>\n",
       "      <td>106964</td>\n",
       "      <td>Arelion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2497</td>\n",
       "      <td>customer</td>\n",
       "      <td>3580</td>\n",
       "      <td>16</td>\n",
       "      <td>0.444939</td>\n",
       "      <td>3596</td>\n",
       "      <td>IIJ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2516</td>\n",
       "      <td>customer</td>\n",
       "      <td>1779</td>\n",
       "      <td>16</td>\n",
       "      <td>0.891365</td>\n",
       "      <td>1795</td>\n",
       "      <td>KDDI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>2914</td>\n",
       "      <td>customer</td>\n",
       "      <td>49652</td>\n",
       "      <td>1197</td>\n",
       "      <td>2.354029</td>\n",
       "      <td>50849</td>\n",
       "      <td>NTT Communications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>3356</td>\n",
       "      <td>customer</td>\n",
       "      <td>131945</td>\n",
       "      <td>7384</td>\n",
       "      <td>5.299686</td>\n",
       "      <td>139329</td>\n",
       "      <td>CenturyLink</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>3549</td>\n",
       "      <td>customer</td>\n",
       "      <td>5004</td>\n",
       "      <td>381</td>\n",
       "      <td>7.075209</td>\n",
       "      <td>5385</td>\n",
       "      <td>CenturyLink</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>5511</td>\n",
       "      <td>customer</td>\n",
       "      <td>11122</td>\n",
       "      <td>157</td>\n",
       "      <td>1.391967</td>\n",
       "      <td>11279</td>\n",
       "      <td>Orange - Open Transit Internet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>5617</td>\n",
       "      <td>customer</td>\n",
       "      <td>509</td>\n",
       "      <td>10</td>\n",
       "      <td>1.926782</td>\n",
       "      <td>519</td>\n",
       "      <td>Orange Polska</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>6461</td>\n",
       "      <td>customer</td>\n",
       "      <td>26047</td>\n",
       "      <td>2548</td>\n",
       "      <td>8.910649</td>\n",
       "      <td>28595</td>\n",
       "      <td>Zayo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>7015</td>\n",
       "      <td>customer</td>\n",
       "      <td>254</td>\n",
       "      <td>8</td>\n",
       "      <td>3.053435</td>\n",
       "      <td>262</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>9002</td>\n",
       "      <td>customer</td>\n",
       "      <td>14328</td>\n",
       "      <td>79</td>\n",
       "      <td>0.548345</td>\n",
       "      <td>14407</td>\n",
       "      <td>RETN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>10796</td>\n",
       "      <td>customer</td>\n",
       "      <td>652</td>\n",
       "      <td>23</td>\n",
       "      <td>3.407407</td>\n",
       "      <td>675</td>\n",
       "      <td>Charter Communications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>13335</td>\n",
       "      <td>customer</td>\n",
       "      <td>2099</td>\n",
       "      <td>5</td>\n",
       "      <td>0.237643</td>\n",
       "      <td>2104</td>\n",
       "      <td>Cloudflare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>14840</td>\n",
       "      <td>customer</td>\n",
       "      <td>1068</td>\n",
       "      <td>4</td>\n",
       "      <td>0.373134</td>\n",
       "      <td>1072</td>\n",
       "      <td>BR.Digital Provider</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>16735</td>\n",
       "      <td>customer</td>\n",
       "      <td>2746</td>\n",
       "      <td>135</td>\n",
       "      <td>4.685873</td>\n",
       "      <td>2881</td>\n",
       "      <td>Algar Telecom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>20115</td>\n",
       "      <td>customer</td>\n",
       "      <td>741</td>\n",
       "      <td>57</td>\n",
       "      <td>7.142857</td>\n",
       "      <td>798</td>\n",
       "      <td>Charter Communications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>20473</td>\n",
       "      <td>customer</td>\n",
       "      <td>1103</td>\n",
       "      <td>10</td>\n",
       "      <td>0.898473</td>\n",
       "      <td>1113</td>\n",
       "      <td>Vultr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>33491</td>\n",
       "      <td>customer</td>\n",
       "      <td>322</td>\n",
       "      <td>28</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>350</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>33651</td>\n",
       "      <td>customer</td>\n",
       "      <td>190</td>\n",
       "      <td>31</td>\n",
       "      <td>14.027149</td>\n",
       "      <td>221</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>37100</td>\n",
       "      <td>customer</td>\n",
       "      <td>1132</td>\n",
       "      <td>6</td>\n",
       "      <td>0.527241</td>\n",
       "      <td>1138</td>\n",
       "      <td>SEACOM Ltd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>53062</td>\n",
       "      <td>customer</td>\n",
       "      <td>1272</td>\n",
       "      <td>7</td>\n",
       "      <td>0.547303</td>\n",
       "      <td>1279</td>\n",
       "      <td>GGNET TELECOM</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "either_status  asn_id relationship   False  True  invalid_percent  totalPO  \\\n",
       "4                 174     customer  140461  7841         5.287184   148302   \n",
       "28               1221     customer    1816    74         3.915344     1890   \n",
       "32               1299     customer  104044  2920         2.729890   106964   \n",
       "50               2497     customer    3580    16         0.444939     3596   \n",
       "52               2516     customer    1779    16         0.891365     1795   \n",
       "64               2914     customer   49652  1197         2.354029    50849   \n",
       "76               3356     customer  131945  7384         5.299686   139329   \n",
       "79               3549     customer    5004   381         7.075209     5385   \n",
       "110              5511     customer   11122   157         1.391967    11279   \n",
       "116              5617     customer     509    10         1.926782      519   \n",
       "120              6461     customer   26047  2548         8.910649    28595   \n",
       "125              7015     customer     254     8         3.053435      262   \n",
       "165              9002     customer   14328    79         0.548345    14407   \n",
       "179             10796     customer     652    23         3.407407      675   \n",
       "220             13335     customer    2099     5         0.237643     2104   \n",
       "237             14840     customer    1068     4         0.373134     1072   \n",
       "258             16735     customer    2746   135         4.685873     2881   \n",
       "273             20115     customer     741    57         7.142857      798   \n",
       "276             20473     customer    1103    10         0.898473     1113   \n",
       "387             33491     customer     322    28         8.000000      350   \n",
       "391             33651     customer     190    31        14.027149      221   \n",
       "431             37100     customer    1132     6         0.527241     1138   \n",
       "529             53062     customer    1272     7         0.547303     1279   \n",
       "\n",
       "either_status                         company  \n",
       "4                  Cogent Communications Inc.  \n",
       "28                    Telstra Corporation Ltd  \n",
       "32                                    Arelion  \n",
       "50                                        IIJ  \n",
       "52                                       KDDI  \n",
       "64                         NTT Communications  \n",
       "76                                CenturyLink  \n",
       "79                                CenturyLink  \n",
       "110            Orange - Open Transit Internet  \n",
       "116                             Orange Polska  \n",
       "120                                      Zayo  \n",
       "125                                   Comcast  \n",
       "165                                      RETN  \n",
       "179                    Charter Communications  \n",
       "220                                Cloudflare  \n",
       "237                       BR.Digital Provider  \n",
       "258                             Algar Telecom  \n",
       "273                    Charter Communications  \n",
       "276                                     Vultr  \n",
       "387                                   Comcast  \n",
       "391                                   Comcast  \n",
       "431                                SEACOM Ltd  \n",
       "529                             GGNET TELECOM  "
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_transit_either_rel_isp[(manrs_transit_either_rel_isp.asn_id.isin(large)) & (manrs_transit_either_rel_isp.invalid_percent>0)]"
   ]
  }
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