MANRS_Conformance_Action4.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b0fc810d",
   "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": "549ffe64",
   "metadata": {},
   "source": [
    "# Are MANRS ASes conformant to Action 4?\n",
    "MANRS action 4 states that MANRS networks should originate prefixes that are RPKI or IRR valid.\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",
    "from matplotlib.ticker import MaxNLocator\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', 100)"
   ]
  },
  {
   "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:  #replace with new file\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": "d5c281dc",
   "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:   #replace with new file\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": "a3c7440d",
   "metadata": {},
   "outputs": [
    {
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       "[20940,\n",
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       " 20473]"
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     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "manrscdn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0e0359e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrsas = manrs + manrscdn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ace67d33",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "849"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(manrs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3b3ba88b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "21"
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     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(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": 9,
   "id": "d2912349",
   "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": 10,
   "id": "21e9a47a",
   "metadata": {},
   "outputs": [],
   "source": [
    "cust_deg = pd.DataFrame(as_cust.items(), columns=['asn', 'cust'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7c227853",
   "metadata": {},
   "outputs": [],
   "source": [
    "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": 12,
   "id": "77c02e84",
   "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",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "      <th>3</th>\n",
       "      <td>5</td>\n",
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       "      <th>4</th>\n",
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       "      <th>11413</th>\n",
       "      <td>399895</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11414</th>\n",
       "      <td>399998</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>11415</th>\n",
       "      <td>400282</td>\n",
       "      <td>1</td>\n",
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       "      <th>11416</th>\n",
       "      <td>401307</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11417 rows × 2 columns</p>\n",
       "</div>"
      ],
      "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": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cust_deg"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0ae2b2e",
   "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": 13,
   "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": 14,
   "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": 15,
   "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": "ca1473f0",
   "metadata": {},
   "source": [
    "# RPKI and IRR statuses of prefixes originated 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": 16,
   "id": "a14d4d66",
   "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": 17,
   "id": "33a4d6f4",
   "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",
    "        origindf = df[df.asn_id == df.originasn_id]\n",
    "        return origindf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4ce62f55",
   "metadata": {},
   "outputs": [],
   "source": [
    "origindf = process_ihr(ihrurl)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "bf35bdb6",
   "metadata": {},
   "outputs": [],
   "source": [
    "origindf = origindf[origindf.af == 4]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59738ae1",
   "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",
    "`originasn_id`: the AS announcing the `prefix`  \n",
    "`asn_id`: same as `originasn_id`  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f7ae63a2",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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       "      <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",
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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>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Neustar</td>\n",
       "      <td>t</td>\n",
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       "      <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",
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       "      <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>397224</td>\n",
       "      <td>US</td>\n",
       "      <td>397224</td>\n",
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       "      <th>691990</th>\n",
       "      <td>1415697047</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>397224</td>\n",
       "      <td>US</td>\n",
       "      <td>397224</td>\n",
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       "      <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>5294722</th>\n",
       "      <td>1411094442</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.6.73.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Sify IP address space</td>\n",
       "      <td>f</td>\n",
       "      <td>9583</td>\n",
       "      <td>IN</td>\n",
       "      <td>9583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294723</th>\n",
       "      <td>1411094441</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.32.0.0/19</td>\n",
       "      <td>1.000000</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>4788</td>\n",
       "      <td>MY</td>\n",
       "      <td>4788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294724</th>\n",
       "      <td>1411094440</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.72.0.0/23</td>\n",
       "      <td>1.000000</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>9605</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294725</th>\n",
       "      <td>1411094439</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.66.90.0/24</td>\n",
       "      <td>1.000000</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>9605</td>\n",
       "      <td>JP</td>\n",
       "      <td>9605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294726</th>\n",
       "      <td>1411094438</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>1.6.164.0/22</td>\n",
       "      <td>1.000000</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>Sify IP address space</td>\n",
       "      <td>f</td>\n",
       "      <td>9583</td>\n",
       "      <td>IN</td>\n",
       "      <td>9583</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>925224 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                 timebin            prefix      hege  af  \\\n",
       "691982   1415697055  2022-05-01 00:00:00+00   165.156.17.0/24  0.027211   4   \n",
       "691984   1415697053  2022-05-01 00:00:00+00  156.154.101.0/24  0.027211   4   \n",
       "691986   1415697051  2022-05-01 00:00:00+00      64.6.65.0/24  0.040816   4   \n",
       "691988   1415697049  2022-05-01 00:00:00+00   156.154.64.0/24  0.040816   4   \n",
       "691990   1415697047  2022-05-01 00:00:00+00   204.74.112.0/24  0.040816   4   \n",
       "...             ...                     ...               ...       ...  ..   \n",
       "5294722  1411094442  2022-05-01 00:00:00+00       1.6.73.0/24  1.000000   4   \n",
       "5294723  1411094441  2022-05-01 00:00:00+00       1.32.0.0/19  1.000000   4   \n",
       "5294724  1411094440  2022-05-01 00:00:00+00       1.72.0.0/23  1.000000   4   \n",
       "5294725  1411094439  2022-05-01 00:00:00+00      1.66.90.0/24  1.000000   4   \n",
       "5294726  1411094438  2022-05-01 00:00:00+00      1.6.164.0/22  1.000000   4   \n",
       "\n",
       "         visibility rpki_status irr_status delegated_prefix_status  \\\n",
       "691982    11.475410    NotFound      Valid                assigned   \n",
       "691984    11.475410    NotFound      Valid                assigned   \n",
       "691986    12.568306    NotFound      Valid                assigned   \n",
       "691988    12.568306    NotFound      Valid                assigned   \n",
       "691990    12.568306    NotFound      Valid                assigned   \n",
       "...             ...         ...        ...                     ...   \n",
       "5294722   99.453552       Valid      Valid                assigned   \n",
       "5294723   98.907104       Valid      Valid                assigned   \n",
       "5294724   99.453552    NotFound      Valid                assigned   \n",
       "5294725   99.453552    NotFound      Valid                assigned   \n",
       "5294726   98.907104       Valid      Valid                assigned   \n",
       "\n",
       "        delegated_asn_status  \\\n",
       "691982              assigned   \n",
       "691984              assigned   \n",
       "691986              assigned   \n",
       "691988              assigned   \n",
       "691990              assigned   \n",
       "...                      ...   \n",
       "5294722             assigned   \n",
       "5294723             assigned   \n",
       "5294724             assigned   \n",
       "5294725             assigned   \n",
       "5294726             assigned   \n",
       "\n",
       "                                                     descr moas  asn_id  \\\n",
       "691982                                             Neustar    t  397224   \n",
       "691984                                             Neustar    t  397224   \n",
       "691986                                             Neustar    t  397224   \n",
       "691988                                             Neustar    t  397224   \n",
       "691990                                             Neustar    t  397224   \n",
       "...                                                    ...  ...     ...   \n",
       "5294722                              Sify IP address space    f    9583   \n",
       "5294723  Telekom Malaysia Berhad\\nCore IP & NGN\\n17th F...    f    4788   \n",
       "5294724                         NTT DoCoMo, Inc. expire=24    f    9605   \n",
       "5294725                         NTT DoCoMo, Inc. expire=24    f    9605   \n",
       "5294726                              Sify IP address space    f    9583   \n",
       "\n",
       "        country_id  originasn_id  \n",
       "691982          US        397224  \n",
       "691984          US        397224  \n",
       "691986          US        397224  \n",
       "691988          US        397224  \n",
       "691990          US        397224  \n",
       "...            ...           ...  \n",
       "5294722         IN          9583  \n",
       "5294723         MY          4788  \n",
       "5294724         JP          9605  \n",
       "5294725         JP          9605  \n",
       "5294726         IN          9583  \n",
       "\n",
       "[925224 rows x 15 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "origindf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e4ca58d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_origin = origindf[origindf.originasn_id.isin(manrsas)]\n",
    "non_manrs_origin = origindf[~origindf.originasn_id.isin(manrsas)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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_origin['nettype'] = manrs_origin['originasn_id'].apply(lambda x: 'CDN' if x in manrscdn else 'ISP')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "10c15841",
   "metadata": {},
   "outputs": [],
   "source": [
    "small_manrs_origin = manrs_origin[manrs_origin.originasn_id.isin(small)]\n",
    "medium_manrs_origin = manrs_origin[manrs_origin.originasn_id.isin(medium)]\n",
    "large_manrs_origin = manrs_origin[manrs_origin.originasn_id.isin(large)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "67a5eebc",
   "metadata": {},
   "outputs": [],
   "source": [
    "small_non_manrs_origin = non_manrs_origin[non_manrs_origin.originasn_id.isin(small)]\n",
    "medium_non_manrs_origin = non_manrs_origin[non_manrs_origin.originasn_id.isin(medium)]\n",
    "large_non_manrs_origin = non_manrs_origin[non_manrs_origin.originasn_id.isin(large)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d7d56c4c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "a5e465c1",
   "metadata": {},
   "source": [
    "## RPKI: Check if announced prefixes are RPKI valid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "20954fe1",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_origin_rpki = manrs_origin.groupby(['originasn_id', 'rpki_status']).size().unstack(fill_value=0).reset_index()\n",
    "manrs_origin_rpki['rpki_percent'] = (1-manrs_origin_rpki['NotFound']/manrs_origin_rpki[['Invalid', 'Invalid,more-specific', 'Valid', 'NotFound']].sum(axis=1))*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "bcf9d360",
   "metadata": {},
   "outputs": [],
   "source": [
    "non_manrs_origin_rpki = non_manrs_origin.groupby(['originasn_id', 'rpki_status']).size().unstack(fill_value=0).reset_index()\n",
    "non_manrs_origin_rpki['rpki_percent'] = (1-non_manrs_origin_rpki['NotFound']/non_manrs_origin_rpki[['Invalid', 'Invalid,more-specific', 'Valid', 'NotFound']].sum(axis=1))*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "afbbf0d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "small_manrs_origin_rpki = manrs_origin_rpki[manrs_origin_rpki.originasn_id.isin(small)]\n",
    "medium_manrs_origin_rpki = manrs_origin_rpki[manrs_origin_rpki.originasn_id.isin(medium)]\n",
    "large_manrs_origin_rpki = manrs_origin_rpki[manrs_origin_rpki.originasn_id.isin(large)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f8c82784",
   "metadata": {},
   "outputs": [],
   "source": [
    "small_non_manrs_origin_rpki = non_manrs_origin_rpki[non_manrs_origin_rpki.originasn_id.isin(small)]\n",
    "medium_non_manrs_origin_rpki = non_manrs_origin_rpki[non_manrs_origin_rpki.originasn_id.isin(medium)]\n",
    "large_non_manrs_origin_rpki = non_manrs_origin_rpki[non_manrs_origin_rpki.originasn_id.isin(large)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bad537a1",
   "metadata": {},
   "source": [
    "### Are MANRS ASes more likely to originate RPKI valid prefixes than non_MANRS ASes?\n",
    "\n",
    "The code snippet corresponds to figure 5(a) in the paper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "4092ce61",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_origin_rpki['valid_percent'] = (manrs_origin_rpki['Valid']/manrs_origin_rpki[['Invalid','Invalid,more-specific','Valid', 'NotFound']].sum(axis=1))*100\n",
    "non_manrs_origin_rpki['valid_percent'] = (non_manrs_origin_rpki['Valid']/non_manrs_origin_rpki[['Invalid','Invalid,more-specific','Valid', 'NotFound']].sum(axis=1))*100\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "0022003d",
   "metadata": {},
   "outputs": [],
   "source": [
    "small_manrs_origin_rpki['valid_percent'] = (small_manrs_origin_rpki['Valid']/small_manrs_origin_rpki[['NotFound','Invalid','Invalid,more-specific','Valid']].sum(axis=1))*100\n",
    "small_non_manrs_origin_rpki['valid_percent'] = (small_non_manrs_origin_rpki['Valid']/small_non_manrs_origin_rpki[['NotFound','Invalid','Invalid,more-specific','Valid']].sum(axis=1))*100\n",
    "\n",
    "medium_manrs_origin_rpki['valid_percent'] = (medium_manrs_origin_rpki['Valid']/medium_manrs_origin_rpki[['NotFound','Invalid','Invalid,more-specific','Valid']].sum(axis=1))*100\n",
    "medium_non_manrs_origin_rpki['valid_percent'] = (medium_non_manrs_origin_rpki['Valid']/medium_non_manrs_origin_rpki[['NotFound','Invalid','Invalid,more-specific','Valid']].sum(axis=1))*100\n",
    "\n",
    "large_manrs_origin_rpki['valid_percent'] = (large_manrs_origin_rpki['Valid']/large_manrs_origin_rpki[['NotFound','Invalid','Invalid,more-specific','Valid']].sum(axis=1))*100\n",
    "large_non_manrs_origin_rpki['valid_percent'] = (large_non_manrs_origin_rpki['Valid']/large_non_manrs_origin_rpki[['NotFound','Invalid','Invalid,more-specific','Valid']].sum(axis=1))*100\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "f6ef3369",
   "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_origin_rpki['valid_percent']), np.linspace(0,1,len(small_manrs_origin_rpki)), label='small MANRS', linestyle='-')\n",
    "plt.plot(np.sort(small_non_manrs_origin_rpki['valid_percent']), np.linspace(0,1,len(small_non_manrs_origin_rpki)), label='small non-MANRS', linestyle='-')\n",
    "plt.plot(np.sort(medium_manrs_origin_rpki['valid_percent']), np.linspace(0,1,len(medium_manrs_origin_rpki)), label='medium MANRS', linestyle='--')\n",
    "plt.plot(np.sort(medium_non_manrs_origin_rpki['valid_percent']), np.linspace(0,1,len(medium_non_manrs_origin_rpki)), label='medium non-MANRS', linestyle='--')\n",
    "plt.plot(np.sort(large_manrs_origin_rpki['valid_percent']), np.linspace(0,1,len(large_manrs_origin_rpki)), label='large MANRS', linestyle='-.')\n",
    "plt.plot(np.sort(large_non_manrs_origin_rpki['valid_percent']), np.linspace(0,1,len(large_non_manrs_origin_rpki)), label='large non-MANRS', linestyle='-.')\n",
    "plt.xlabel('Percent of Originated RPKI Valid Prefixes', fontsize=12)\n",
    "plt.ylabel('CDF', fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "#plt.xlim(80, 105)\n",
    "plt.legend(loc=2)\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55502ec4",
   "metadata": {},
   "source": [
    "### Spot check: which ASes originated no RPKI valid prefixes? \n",
    "\n",
    "#### Parse CAIDA as2org dataset\n",
    "CAIDA as2org dataset can be downloaded from: \n",
    "https://www.caida.org/catalog/datasets/as-organizations/\n",
    "\n",
    "The code below maps AS numbers to organization names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "c201acb6",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = '20220401.as-org2info.txt.gz'   #replace with new file\n",
    "mapping = {}\n",
    "companyname = {}\n",
    "org2as = defaultdict(list)\n",
    "\n",
    "with gzip.open(path, 'rt') as as2org:\n",
    "    for line in as2org:\n",
    "        l = line.strip('\\n').split('|')\n",
    "        asn = None\n",
    "        if l[0].isdigit():\n",
    "            asn = l[0]\n",
    "            mapping[int(asn)] = l[3]\n",
    "        elif len(l) == 5:\n",
    "            companyname[l[0]] = (l[2], l[3])\n",
    "    for i in mapping:\n",
    "        orgname = companyname[mapping[i]]\n",
    "        mapping[i] = orgname\n",
    "        org2as[orgname].append(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "8d6a8808",
   "metadata": {
    "scrolled": true
   },
   "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": [
    "large_non_manrs_origin_rpki['company'] = large_non_manrs_origin_rpki['originasn_id'].apply(lambda x: mapping[x] if x in mapping else None)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d37c75b0",
   "metadata": {},
   "source": [
    "#### **Only non-MANRS ASes originate no RPKI valid prefixes**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "a7090733",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>rpki_status</th>\n",
       "      <th>originasn_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>valid_percent</th>\n",
       "      <th>company</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>577</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>675</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>(Bell Canada, CA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>917</th>\n",
       "      <td>2828</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>112</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>(Verizon Business, US)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1028</th>\n",
       "      <td>3216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>788</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>(PJSC \"Vimpelcom\", RU)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>3255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>316</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>(State Enterprise Scientific and Telecommunica...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2764</th>\n",
       "      <td>8167</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>340</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>(BRASIL TELECOM COMUNICACAO MULTIMIDIA S.A, BR)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3422</th>\n",
       "      <td>9318</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>643</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>(SK Broadband Co Ltd, KR)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11947</th>\n",
       "      <td>23106</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>(AMERICAN TOWER DO BRASIL-COMUNICAÇÂO MULTIMÍD...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12492</th>\n",
       "      <td>23947</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>18.181818</td>\n",
       "      <td>0.0</td>\n",
       "      <td>(PT.Mora Telematika Indonesia, ID)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15696</th>\n",
       "      <td>29076</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>(Filanco LLC, RU)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15791</th>\n",
       "      <td>29226</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>(JSC Mastertel, RU)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38161</th>\n",
       "      <td>61832</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>(Fortel Fortaleza Telecomunicacoes Ltda, BR)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "rpki_status  originasn_id  Invalid  Invalid,more-specific  NotFound  Valid  \\\n",
       "235                   577        0                      0       675      0   \n",
       "917                  2828        0                      0       112      0   \n",
       "1028                 3216        0                      0       788      0   \n",
       "1054                 3255        0                      0       316      0   \n",
       "2764                 8167        0                      0       340      0   \n",
       "3422                 9318        0                      0       643      0   \n",
       "11947               23106        0                      0        31      0   \n",
       "12492               23947        2                      0         9      0   \n",
       "15696               29076        0                      0        56      0   \n",
       "15791               29226        0                      0        17      0   \n",
       "38161               61832        0                      0        10      0   \n",
       "\n",
       "rpki_status  rpki_percent  valid_percent  \\\n",
       "235              0.000000            0.0   \n",
       "917              0.000000            0.0   \n",
       "1028             0.000000            0.0   \n",
       "1054             0.000000            0.0   \n",
       "2764             0.000000            0.0   \n",
       "3422             0.000000            0.0   \n",
       "11947            0.000000            0.0   \n",
       "12492           18.181818            0.0   \n",
       "15696            0.000000            0.0   \n",
       "15791            0.000000            0.0   \n",
       "38161            0.000000            0.0   \n",
       "\n",
       "rpki_status                                            company  \n",
       "235                                          (Bell Canada, CA)  \n",
       "917                                     (Verizon Business, US)  \n",
       "1028                                    (PJSC \"Vimpelcom\", RU)  \n",
       "1054         (State Enterprise Scientific and Telecommunica...  \n",
       "2764           (BRASIL TELECOM COMUNICACAO MULTIMIDIA S.A, BR)  \n",
       "3422                                 (SK Broadband Co Ltd, KR)  \n",
       "11947        (AMERICAN TOWER DO BRASIL-COMUNICAÇÂO MULTIMÍD...  \n",
       "12492                       (PT.Mora Telematika Indonesia, ID)  \n",
       "15696                                        (Filanco LLC, RU)  \n",
       "15791                                      (JSC Mastertel, RU)  \n",
       "38161             (Fortel Fortaleza Telecomunicacoes Ltda, BR)  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "large_non_manrs_origin_rpki[large_non_manrs_origin_rpki.valid_percent == 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "e2768983",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>rpki_status</th>\n",
       "      <th>originasn_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>valid_percent</th>\n",
       "      <th>company</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10411</th>\n",
       "      <td>20764</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>(CJSC RASCOM, RU)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30285</th>\n",
       "      <td>50607</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
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       "      <th>36101</th>\n",
       "      <td>58717</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>(Summit Communication Limited, BD)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38362</th>\n",
       "      <td>62081</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>(Stowarzyszenie e-Poludnie, PL)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50345</th>\n",
       "      <td>201054</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>(Stowarzyszenie e-Poludnie, PL)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "rpki_status  originasn_id  Invalid  Invalid,more-specific  NotFound  Valid  \\\n",
       "10411               20764        0                      0         0      5   \n",
       "30285               50607        0                      0         0      2   \n",
       "36101               58717        0                      0         0     32   \n",
       "38362               62081        0                      0         0      1   \n",
       "50345              201054        0                      0         0      1   \n",
       "\n",
       "rpki_status  rpki_percent  valid_percent                             company  \n",
       "10411               100.0          100.0                   (CJSC RASCOM, RU)  \n",
       "30285               100.0          100.0     (Stowarzyszenie e-Poludnie, PL)  \n",
       "36101               100.0          100.0  (Summit Communication Limited, BD)  \n",
       "38362               100.0          100.0     (Stowarzyszenie e-Poludnie, PL)  \n",
       "50345               100.0          100.0     (Stowarzyszenie e-Poludnie, PL)  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "large_non_manrs_origin_rpki[large_non_manrs_origin_rpki.valid_percent == 100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "73f838bb",
   "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": [
    "large_manrs_origin_rpki['totalPO'] = large_manrs_origin_rpki[['NotFound','Invalid','Invalid,more-specific','Valid']].sum(axis=1)\n",
    "large_non_manrs_origin_rpki['totalPO'] = large_non_manrs_origin_rpki[['NotFound','Invalid','Invalid,more-specific','Valid']].sum(axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63cd819a",
   "metadata": {},
   "source": [
    "### How many RPKI valids, invalids do each type of networks originate?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d7cf103",
   "metadata": {},
   "source": [
    "#### medium MANRS networks that originated RPKI invalid prefixes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "9a07ef2b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4181 TDS Telecom\n",
      "7725 Comcast\n",
      "12735 TurkNet Iletisim Hizmetleri A.S.\n",
      "16509 Amazon Web Services\n",
      "20940 Akamai Technologies\n",
      "21700 Neptune Networks\n",
      "23688 Link3 Technologies Ltd.\n",
      "33287 Comcast\n",
      "33659 Comcast\n",
      "33662 Comcast\n",
      "33667 Comcast\n",
      "33668 Comcast\n",
      "47787 EDGOO NETWORKS LDA\n",
      "59414 cloudscale.ch\n"
     ]
    }
   ],
   "source": [
    "med_invalid_ASN = medium_manrs_origin_rpki[medium_manrs_origin_rpki.Invalid > 0]['originasn_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": 38,
   "id": "4d8b6435",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>timebin</th>\n",
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       "      <th>705730</th>\n",
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       "      <td>0.360544</td>\n",
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       "      <td>20940</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>705744</th>\n",
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       "      <td>36.065574</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>UniRed - Infointernet - RED_36\\nTelefonica Dat...</td>\n",
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       "      <td>20940</td>\n",
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       "      <td>20940</td>\n",
       "      <td>CDN</td>\n",
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       "      <th>1218161</th>\n",
       "      <td>1415170828</td>\n",
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       "      <td>50.207.86.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>95.628415</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>33667</td>\n",
       "      <td>US</td>\n",
       "      <td>33667</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1539864</th>\n",
       "      <td>1414849266</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>130.156.192.0/20</td>\n",
       "      <td>0.346939</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>NJEDge.Net INC\\n625 Broad Street, Suite 260\\nN...</td>\n",
       "      <td>f</td>\n",
       "      <td>33659</td>\n",
       "      <td>US</td>\n",
       "      <td>33659</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1587056</th>\n",
       "      <td>1414802083</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.130.0/24</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>LATNET</td>\n",
       "      <td>f</td>\n",
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       "      <td>LV</td>\n",
       "      <td>21700</td>\n",
       "      <td>ISP</td>\n",
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       "    <tr>\n",
       "      <th>1968948</th>\n",
       "      <td>1414420163</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.9.104.0/24</td>\n",
       "      <td>0.639456</td>\n",
       "      <td>4</td>\n",
       "      <td>50.819672</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>route object for 103.9.104.0/24</td>\n",
       "      <td>f</td>\n",
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       "      <td>23688</td>\n",
       "      <td>ISP</td>\n",
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       "      <td>103.9.104.0/23</td>\n",
       "      <td>0.639456</td>\n",
       "      <td>4</td>\n",
       "      <td>50.819672</td>\n",
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       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>route object for 103.9.104.0/23</td>\n",
       "      <td>f</td>\n",
       "      <td>23688</td>\n",
       "      <td>BD</td>\n",
       "      <td>23688</td>\n",
       "      <td>ISP</td>\n",
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       "      <td>1413945169</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>50.229.207.0/24</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>Comcast Cable Communications, Inc.\\n1800 Bisho...</td>\n",
       "      <td>f</td>\n",
       "      <td>33287</td>\n",
       "      <td>US</td>\n",
       "      <td>33287</td>\n",
       "      <td>ISP</td>\n",
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       "    <tr>\n",
       "      <th>2722588</th>\n",
       "      <td>1413666921</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.158.0/24</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>LATNET</td>\n",
       "      <td>f</td>\n",
       "      <td>21700</td>\n",
       "      <td>LV</td>\n",
       "      <td>21700</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2722592</th>\n",
       "      <td>1413666917</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.128.0/24</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>NaN</td>\n",
       "      <td>f</td>\n",
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       "      <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",
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       "      <td>47787</td>\n",
       "      <td>DE</td>\n",
       "      <td>47787</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2826671</th>\n",
       "      <td>1413562813</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.138.0/24</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>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>21700</td>\n",
       "      <td>LV</td>\n",
       "      <td>21700</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>1413558597</td>\n",
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       "      <td>83.147.244.0/22</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>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>12735</td>\n",
       "      <td>TR</td>\n",
       "      <td>12735</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2873396</th>\n",
       "      <td>1413515670</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.157.0/24</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>LATNET</td>\n",
       "      <td>f</td>\n",
       "      <td>21700</td>\n",
       "      <td>LV</td>\n",
       "      <td>21700</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2875845</th>\n",
       "      <td>1413512636</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.107.56.0/24</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>PROXY ROUTE FOR MICROTEL</td>\n",
       "      <td>f</td>\n",
       "      <td>16509</td>\n",
       "      <td>SG</td>\n",
       "      <td>16509</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2958677</th>\n",
       "      <td>1413430375</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>50.223.155.0/24</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>Comcast Cable Communications, Inc.\\n1800 Bisho...</td>\n",
       "      <td>f</td>\n",
       "      <td>33668</td>\n",
       "      <td>US</td>\n",
       "      <td>33668</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2984894</th>\n",
       "      <td>1413403999</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>50.218.59.0/24</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>33287</td>\n",
       "      <td>US</td>\n",
       "      <td>33287</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3087777</th>\n",
       "      <td>1413301364</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>45.95.48.0/22</td>\n",
       "      <td>1.000000</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>47787</td>\n",
       "      <td>DE</td>\n",
       "      <td>47787</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3204373</th>\n",
       "      <td>1413185542</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.212.119.0/24</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>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>16509</td>\n",
       "      <td>GB</td>\n",
       "      <td>16509</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3484956</th>\n",
       "      <td>1412903885</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>200.60.136.0/24</td>\n",
       "      <td>0.360544</td>\n",
       "      <td>4</td>\n",
       "      <td>36.065574</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>UniRed - Infointernet - RED_36\\nTelefonica Dat...</td>\n",
       "      <td>f</td>\n",
       "      <td>20940</td>\n",
       "      <td>PE</td>\n",
       "      <td>20940</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3486203</th>\n",
       "      <td>1412903306</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>158.51.108.0/24</td>\n",
       "      <td>0.489796</td>\n",
       "      <td>4</td>\n",
       "      <td>40.983607</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Amazon EC2 Prefix</td>\n",
       "      <td>f</td>\n",
       "      <td>16509</td>\n",
       "      <td>US</td>\n",
       "      <td>16509</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3494986</th>\n",
       "      <td>1412893665</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.9.105.0/24</td>\n",
       "      <td>0.639456</td>\n",
       "      <td>4</td>\n",
       "      <td>50.819672</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>route object for 103.9.105.0/24</td>\n",
       "      <td>f</td>\n",
       "      <td>23688</td>\n",
       "      <td>BD</td>\n",
       "      <td>23688</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3782813</th>\n",
       "      <td>1412606084</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>107.1.33.0/24</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>Comcast Cable Communications, Inc.\\n1800 Bisho...</td>\n",
       "      <td>f</td>\n",
       "      <td>33287</td>\n",
       "      <td>US</td>\n",
       "      <td>33287</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3783017</th>\n",
       "      <td>1412605838</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>50.217.18.0/24</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>Comcast Cable Communications, Inc.\\n1800 Bisho...</td>\n",
       "      <td>f</td>\n",
       "      <td>33662</td>\n",
       "      <td>US</td>\n",
       "      <td>33662</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3819869</th>\n",
       "      <td>1412569069</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>50.221.158.0/24</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>Comcast Cable Communications, Inc.\\n1800 Bisho...</td>\n",
       "      <td>f</td>\n",
       "      <td>33668</td>\n",
       "      <td>US</td>\n",
       "      <td>33668</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3819893</th>\n",
       "      <td>1412569045</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>50.217.130.0/24</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>Comcast Cable Communications, Inc.\\n1800 Bisho...</td>\n",
       "      <td>f</td>\n",
       "      <td>7725</td>\n",
       "      <td>US</td>\n",
       "      <td>7725</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3820367</th>\n",
       "      <td>1412569142</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>50.231.253.0/24</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>Comcast Cable Communications, Inc.\\n1800 Bisho...</td>\n",
       "      <td>f</td>\n",
       "      <td>33662</td>\n",
       "      <td>US</td>\n",
       "      <td>33662</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4169571</th>\n",
       "      <td>1412219535</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.148.0/24</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>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>21700</td>\n",
       "      <td>LV</td>\n",
       "      <td>21700</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4205429</th>\n",
       "      <td>1412183521</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.114.0/24</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>LATNET</td>\n",
       "      <td>f</td>\n",
       "      <td>21700</td>\n",
       "      <td>LV</td>\n",
       "      <td>21700</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4346536</th>\n",
       "      <td>1412042329</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.115.102.0/24</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>Proxy-registered route object</td>\n",
       "      <td>f</td>\n",
       "      <td>16509</td>\n",
       "      <td>HK</td>\n",
       "      <td>16509</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4391346</th>\n",
       "      <td>1411998163</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>141.11.71.0/24</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>16509</td>\n",
       "      <td>IN</td>\n",
       "      <td>16509</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4452970</th>\n",
       "      <td>1411936539</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.120.174.0/24</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>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>16509</td>\n",
       "      <td>GB</td>\n",
       "      <td>16509</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4524488</th>\n",
       "      <td>1411864509</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>193.38.53.0/24</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>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>16509</td>\n",
       "      <td>IN</td>\n",
       "      <td>16509</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4525659</th>\n",
       "      <td>1411863352</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.170.41.0/24</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>16509</td>\n",
       "      <td>IN</td>\n",
       "      <td>16509</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4739913</th>\n",
       "      <td>1411649596</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>217.117.65.0/24</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>16509</td>\n",
       "      <td>UA</td>\n",
       "      <td>16509</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4832989</th>\n",
       "      <td>1411555948</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.150.0/24</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>MIKROTIKLS</td>\n",
       "      <td>f</td>\n",
       "      <td>21700</td>\n",
       "      <td>LV</td>\n",
       "      <td>21700</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4923794</th>\n",
       "      <td>1411465171</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.163.0/24</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>LATNET</td>\n",
       "      <td>f</td>\n",
       "      <td>21700</td>\n",
       "      <td>LV</td>\n",
       "      <td>21700</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4923804</th>\n",
       "      <td>1411465161</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.125.0/24</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>LATNET</td>\n",
       "      <td>f</td>\n",
       "      <td>21700</td>\n",
       "      <td>LV</td>\n",
       "      <td>21700</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4925298</th>\n",
       "      <td>1411463659</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>141.11.12.0/22</td>\n",
       "      <td>1.000000</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>16509</td>\n",
       "      <td>US</td>\n",
       "      <td>16509</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5007067</th>\n",
       "      <td>1411381888</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>159.148.126.0/24</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>LATNET</td>\n",
       "      <td>f</td>\n",
       "      <td>21700</td>\n",
       "      <td>LV</td>\n",
       "      <td>21700</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5053474</th>\n",
       "      <td>1411335509</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>217.143.0.0/16</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>4181</td>\n",
       "      <td>US</td>\n",
       "      <td>4181</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5188114</th>\n",
       "      <td>1411201019</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.88.185.0/24</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>16509</td>\n",
       "      <td>GB</td>\n",
       "      <td>16509</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5199445</th>\n",
       "      <td>1411190017</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>45.151.213.0/24</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>Ravana Net1 Switzerland</td>\n",
       "      <td>f</td>\n",
       "      <td>59414</td>\n",
       "      <td>CH</td>\n",
       "      <td>59414</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5271186</th>\n",
       "      <td>1411117846</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>23.216.13.0/24</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>Akamai Technologies</td>\n",
       "      <td>f</td>\n",
       "      <td>20940</td>\n",
       "      <td>US</td>\n",
       "      <td>20940</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                 timebin            prefix      hege  af  \\\n",
       "705730   1415683351  2022-05-01 00:00:00+00   200.60.190.0/24  0.360544   4   \n",
       "705744   1415683337  2022-05-01 00:00:00+00   200.60.136.0/23  0.360544   4   \n",
       "1218161  1415170828  2022-05-01 00:00:00+00    50.207.86.0/24  1.000000   4   \n",
       "1539864  1414849266  2022-05-01 00:00:00+00  130.156.192.0/20  0.346939   4   \n",
       "1587056  1414802083  2022-05-01 00:00:00+00  159.148.130.0/24  1.000000   4   \n",
       "1968948  1414420163  2022-05-01 00:00:00+00    103.9.104.0/24  0.639456   4   \n",
       "2120580  1414267989  2022-05-01 00:00:00+00    103.9.104.0/23  0.639456   4   \n",
       "2443586  1413945169  2022-05-01 00:00:00+00   50.229.207.0/24  1.000000   4   \n",
       "2722588  1413666921  2022-05-01 00:00:00+00  159.148.158.0/24  1.000000   4   \n",
       "2722592  1413666917  2022-05-01 00:00:00+00  159.148.128.0/24  1.000000   4   \n",
       "2806097  1413582774  2022-05-01 00:00:00+00    45.94.244.0/22  1.000000   4   \n",
       "2826671  1413562813  2022-05-01 00:00:00+00  159.148.138.0/24  1.000000   4   \n",
       "2830912  1413558597  2022-05-01 00:00:00+00   83.147.244.0/22  1.000000   4   \n",
       "2873396  1413515670  2022-05-01 00:00:00+00  159.148.157.0/24  1.000000   4   \n",
       "2875845  1413512636  2022-05-01 00:00:00+00   103.107.56.0/24  1.000000   4   \n",
       "2958677  1413430375  2022-05-01 00:00:00+00   50.223.155.0/24  1.000000   4   \n",
       "2984894  1413403999  2022-05-01 00:00:00+00    50.218.59.0/24  1.000000   4   \n",
       "3087777  1413301364  2022-05-01 00:00:00+00     45.95.48.0/22  1.000000   4   \n",
       "3204373  1413185542  2022-05-01 00:00:00+00  185.212.119.0/24  1.000000   4   \n",
       "3484956  1412903885  2022-05-01 00:00:00+00   200.60.136.0/24  0.360544   4   \n",
       "3486203  1412903306  2022-05-01 00:00:00+00   158.51.108.0/24  0.489796   4   \n",
       "3494986  1412893665  2022-05-01 00:00:00+00    103.9.105.0/24  0.639456   4   \n",
       "3782813  1412606084  2022-05-01 00:00:00+00     107.1.33.0/24  1.000000   4   \n",
       "3783017  1412605838  2022-05-01 00:00:00+00    50.217.18.0/24  1.000000   4   \n",
       "3819869  1412569069  2022-05-01 00:00:00+00   50.221.158.0/24  1.000000   4   \n",
       "3819893  1412569045  2022-05-01 00:00:00+00   50.217.130.0/24  1.000000   4   \n",
       "3820367  1412569142  2022-05-01 00:00:00+00   50.231.253.0/24  1.000000   4   \n",
       "4169571  1412219535  2022-05-01 00:00:00+00  159.148.148.0/24  1.000000   4   \n",
       "4205429  1412183521  2022-05-01 00:00:00+00  159.148.114.0/24  1.000000   4   \n",
       "4346536  1412042329  2022-05-01 00:00:00+00  103.115.102.0/24  1.000000   4   \n",
       "4391346  1411998163  2022-05-01 00:00:00+00    141.11.71.0/24  1.000000   4   \n",
       "4452970  1411936539  2022-05-01 00:00:00+00  185.120.174.0/24  1.000000   4   \n",
       "4524488  1411864509  2022-05-01 00:00:00+00    193.38.53.0/24  1.000000   4   \n",
       "4525659  1411863352  2022-05-01 00:00:00+00   185.170.41.0/24  1.000000   4   \n",
       "4739913  1411649596  2022-05-01 00:00:00+00   217.117.65.0/24  1.000000   4   \n",
       "4832989  1411555948  2022-05-01 00:00:00+00  159.148.150.0/24  1.000000   4   \n",
       "4923794  1411465171  2022-05-01 00:00:00+00  159.148.163.0/24  1.000000   4   \n",
       "4923804  1411465161  2022-05-01 00:00:00+00  159.148.125.0/24  1.000000   4   \n",
       "4925298  1411463659  2022-05-01 00:00:00+00    141.11.12.0/22  1.000000   4   \n",
       "5007067  1411381888  2022-05-01 00:00:00+00  159.148.126.0/24  1.000000   4   \n",
       "5053474  1411335509  2022-05-01 00:00:00+00    217.143.0.0/16  1.000000   4   \n",
       "5188114  1411201019  2022-05-01 00:00:00+00   185.88.185.0/24  1.000000   4   \n",
       "5199445  1411190017  2022-05-01 00:00:00+00   45.151.213.0/24  1.000000   4   \n",
       "5271186  1411117846  2022-05-01 00:00:00+00    23.216.13.0/24  1.000000   4   \n",
       "\n",
       "         visibility rpki_status             irr_status  \\\n",
       "705730    36.065574     Invalid                Invalid   \n",
       "705744    36.065574     Invalid                Invalid   \n",
       "1218161   95.628415     Invalid                Invalid   \n",
       "1539864   34.972678     Invalid                Invalid   \n",
       "1587056   98.907104     Invalid                Invalid   \n",
       "1968948   50.819672     Invalid                Invalid   \n",
       "2120580   50.819672     Invalid                Invalid   \n",
       "2443586   97.267760     Invalid                Invalid   \n",
       "2722588   98.907104     Invalid                Invalid   \n",
       "2722592   98.907104     Invalid                Invalid   \n",
       "2806097   98.907104     Invalid                Invalid   \n",
       "2826671   98.907104     Invalid                Invalid   \n",
       "2830912   98.907104     Invalid                Invalid   \n",
       "2873396   98.907104     Invalid                Invalid   \n",
       "2875845   98.907104     Invalid                Invalid   \n",
       "2958677   97.814208     Invalid                Invalid   \n",
       "2984894   96.721311     Invalid                Invalid   \n",
       "3087777   98.360656     Invalid                Invalid   \n",
       "3204373   98.907104     Invalid                Invalid   \n",
       "3484956   36.065574     Invalid                Invalid   \n",
       "3486203   40.983607     Invalid                  Valid   \n",
       "3494986   50.819672     Invalid                Invalid   \n",
       "3782813   97.814208     Invalid                Invalid   \n",
       "3783017   97.814208     Invalid                Invalid   \n",
       "3819869   97.814208     Invalid                Invalid   \n",
       "3819893   97.267760     Invalid                Invalid   \n",
       "3820367   97.267760     Invalid                Invalid   \n",
       "4169571   98.907104     Invalid                Invalid   \n",
       "4205429   98.907104     Invalid                Invalid   \n",
       "4346536   98.907104     Invalid                Invalid   \n",
       "4391346   99.453552     Invalid                Invalid   \n",
       "4452970   98.907104     Invalid                Invalid   \n",
       "4524488   98.907104     Invalid                Invalid   \n",
       "4525659   99.453552     Invalid                Invalid   \n",
       "4739913   99.453552     Invalid                Invalid   \n",
       "4832989   98.907104     Invalid                Invalid   \n",
       "4923794   98.907104     Invalid                Invalid   \n",
       "4923804   98.907104     Invalid                Invalid   \n",
       "4925298   98.360656     Invalid                Invalid   \n",
       "5007067   98.907104     Invalid                Invalid   \n",
       "5053474   98.907104     Invalid                Invalid   \n",
       "5188114   99.453552     Invalid                Invalid   \n",
       "5199445   99.453552     Invalid                Invalid   \n",
       "5271186   99.453552     Invalid  Invalid,more-specific   \n",
       "\n",
       "        delegated_prefix_status delegated_asn_status  \\\n",
       "705730                 assigned             assigned   \n",
       "705744                 assigned             assigned   \n",
       "1218161                assigned             assigned   \n",
       "1539864                assigned             assigned   \n",
       "1587056                assigned             assigned   \n",
       "1968948                assigned             assigned   \n",
       "2120580                assigned             assigned   \n",
       "2443586                assigned             assigned   \n",
       "2722588                assigned             assigned   \n",
       "2722592                assigned             assigned   \n",
       "2806097                assigned             assigned   \n",
       "2826671                assigned             assigned   \n",
       "2830912                assigned             assigned   \n",
       "2873396                assigned             assigned   \n",
       "2875845                assigned             assigned   \n",
       "2958677                assigned             assigned   \n",
       "2984894                assigned             assigned   \n",
       "3087777                assigned             assigned   \n",
       "3204373                assigned             assigned   \n",
       "3484956                assigned             assigned   \n",
       "3486203                assigned             assigned   \n",
       "3494986                assigned             assigned   \n",
       "3782813                assigned             assigned   \n",
       "3783017                assigned             assigned   \n",
       "3819869                assigned             assigned   \n",
       "3819893                assigned             assigned   \n",
       "3820367                assigned             assigned   \n",
       "4169571                assigned             assigned   \n",
       "4205429                assigned             assigned   \n",
       "4346536                assigned             assigned   \n",
       "4391346                assigned             assigned   \n",
       "4452970                assigned             assigned   \n",
       "4524488                assigned             assigned   \n",
       "4525659                assigned             assigned   \n",
       "4739913                assigned             assigned   \n",
       "4832989                assigned             assigned   \n",
       "4923794                assigned             assigned   \n",
       "4923804                assigned             assigned   \n",
       "4925298                assigned             assigned   \n",
       "5007067                assigned             assigned   \n",
       "5053474                assigned             assigned   \n",
       "5188114                assigned             assigned   \n",
       "5199445                assigned             assigned   \n",
       "5271186                assigned             assigned   \n",
       "\n",
       "                                                     descr moas  asn_id  \\\n",
       "705730                       Proxy-registered route object    f   20940   \n",
       "705744   UniRed - Infointernet - RED_36\\nTelefonica Dat...    f   20940   \n",
       "1218161  Comcast Cable Communications, Inc.\\n1800 Bisho...    f   33667   \n",
       "1539864  NJEDge.Net INC\\n625 Broad Street, Suite 260\\nN...    f   33659   \n",
       "1587056                                             LATNET    f   21700   \n",
       "1968948                    route object for 103.9.104.0/24    f   23688   \n",
       "2120580                    route object for 103.9.104.0/23    f   23688   \n",
       "2443586  Comcast Cable Communications, Inc.\\n1800 Bisho...    f   33287   \n",
       "2722588                                             LATNET    f   21700   \n",
       "2722592                                                NaN    f   21700   \n",
       "2806097                                                NaN    f   47787   \n",
       "2826671                                                NaN    f   21700   \n",
       "2830912                                                NaN    f   12735   \n",
       "2873396                                             LATNET    f   21700   \n",
       "2875845                           PROXY ROUTE FOR MICROTEL    f   16509   \n",
       "2958677  Comcast Cable Communications, Inc.\\n1800 Bisho...    f   33668   \n",
       "2984894  Comcast Cable Communications, Inc.\\n1800 Bisho...    f   33287   \n",
       "3087777                                                NaN    f   47787   \n",
       "3204373                                                NaN    f   16509   \n",
       "3484956  UniRed - Infointernet - RED_36\\nTelefonica Dat...    f   20940   \n",
       "3486203                                  Amazon EC2 Prefix    f   16509   \n",
       "3494986                    route object for 103.9.105.0/24    f   23688   \n",
       "3782813  Comcast Cable Communications, Inc.\\n1800 Bisho...    f   33287   \n",
       "3783017  Comcast Cable Communications, Inc.\\n1800 Bisho...    f   33662   \n",
       "3819869  Comcast Cable Communications, Inc.\\n1800 Bisho...    f   33668   \n",
       "3819893  Comcast Cable Communications, Inc.\\n1800 Bisho...    f    7725   \n",
       "3820367  Comcast Cable Communications, Inc.\\n1800 Bisho...    f   33662   \n",
       "4169571                                                NaN    f   21700   \n",
       "4205429                                             LATNET    f   21700   \n",
       "4346536                      Proxy-registered route object    f   16509   \n",
       "4391346                                                NaN    f   16509   \n",
       "4452970                                                NaN    f   16509   \n",
       "4524488                                                NaN    f   16509   \n",
       "4525659                                                NaN    f   16509   \n",
       "4739913                                                NaN    f   16509   \n",
       "4832989                                         MIKROTIKLS    f   21700   \n",
       "4923794                                             LATNET    f   21700   \n",
       "4923804                                             LATNET    f   21700   \n",
       "4925298                                                NaN    f   16509   \n",
       "5007067                                             LATNET    f   21700   \n",
       "5053474                                                NaN    f    4181   \n",
       "5188114                                                NaN    f   16509   \n",
       "5199445                            Ravana Net1 Switzerland    f   59414   \n",
       "5271186                                Akamai Technologies    f   20940   \n",
       "\n",
       "        country_id  originasn_id nettype  \n",
       "705730          PE         20940     CDN  \n",
       "705744          PE         20940     CDN  \n",
       "1218161         US         33667     ISP  \n",
       "1539864         US         33659     ISP  \n",
       "1587056         LV         21700     ISP  \n",
       "1968948         BD         23688     ISP  \n",
       "2120580         BD         23688     ISP  \n",
       "2443586         US         33287     ISP  \n",
       "2722588         LV         21700     ISP  \n",
       "2722592         LV         21700     ISP  \n",
       "2806097         DE         47787     ISP  \n",
       "2826671         LV         21700     ISP  \n",
       "2830912         TR         12735     ISP  \n",
       "2873396         LV         21700     ISP  \n",
       "2875845         SG         16509     CDN  \n",
       "2958677         US         33668     ISP  \n",
       "2984894         US         33287     ISP  \n",
       "3087777         DE         47787     ISP  \n",
       "3204373         GB         16509     CDN  \n",
       "3484956         PE         20940     CDN  \n",
       "3486203         US         16509     CDN  \n",
       "3494986         BD         23688     ISP  \n",
       "3782813         US         33287     ISP  \n",
       "3783017         US         33662     ISP  \n",
       "3819869         US         33668     ISP  \n",
       "3819893         US          7725     ISP  \n",
       "3820367         US         33662     ISP  \n",
       "4169571         LV         21700     ISP  \n",
       "4205429         LV         21700     ISP  \n",
       "4346536         HK         16509     CDN  \n",
       "4391346         IN         16509     CDN  \n",
       "4452970         GB         16509     CDN  \n",
       "4524488         IN         16509     CDN  \n",
       "4525659         IN         16509     CDN  \n",
       "4739913         UA         16509     CDN  \n",
       "4832989         LV         21700     ISP  \n",
       "4923794         LV         21700     ISP  \n",
       "4923804         LV         21700     ISP  \n",
       "4925298         US         16509     CDN  \n",
       "5007067         LV         21700     ISP  \n",
       "5053474         US          4181     ISP  \n",
       "5188114         GB         16509     CDN  \n",
       "5199445         CH         59414     CDN  \n",
       "5271186         US         20940     CDN  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_origin[manrs_origin.originasn_id.isin(med_invalid_ASN) & (manrs_origin.rpki_status == 'Invalid')]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3ac9f24",
   "metadata": {},
   "source": [
    "#### medium MANRS networks that originated RPKI Invalid Prefix Length prefixes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "ec8f3ed1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7843 Charter Communications\n",
      "7922 Comcast\n",
      "8075 Microsoft\n",
      "23674 Nayatel Pvt. Ltd\n",
      "28294 Univox\n",
      "33363 Charter Communications\n",
      "48362 Stadtwerke Feldkirch\n"
     ]
    }
   ],
   "source": [
    "med_invalid_len = medium_manrs_origin_rpki[medium_manrs_origin_rpki['Invalid,more-specific'] > 0]['originasn_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": 40,
   "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>nettype</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>718348</th>\n",
       "      <td>1415670555</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>92.249.22.0/24</td>\n",
       "      <td>0.034014</td>\n",
       "      <td>4</td>\n",
       "      <td>11.475410</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>48362</td>\n",
       "      <td>AT</td>\n",
       "      <td>48362</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526355</th>\n",
       "      <td>1414862791</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>101.50.84.0/22</td>\n",
       "      <td>0.387755</td>\n",
       "      <td>4</td>\n",
       "      <td>36.612022</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Nayatel Route Object 101.50.64.0/18</td>\n",
       "      <td>f</td>\n",
       "      <td>23674</td>\n",
       "      <td>PK</td>\n",
       "      <td>23674</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1549420</th>\n",
       "      <td>1414839426</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>179.107.208.0/21</td>\n",
       "      <td>0.435374</td>\n",
       "      <td>4</td>\n",
       "      <td>40.983607</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Univox</td>\n",
       "      <td>f</td>\n",
       "      <td>28294</td>\n",
       "      <td>BR</td>\n",
       "      <td>28294</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1963005</th>\n",
       "      <td>1414426153</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>92.249.20.0/24</td>\n",
       "      <td>0.034014</td>\n",
       "      <td>4</td>\n",
       "      <td>11.475410</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>48362</td>\n",
       "      <td>AT</td>\n",
       "      <td>48362</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3983079</th>\n",
       "      <td>1412405880</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>68.207.192.0/19</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>RR-Route</td>\n",
       "      <td>f</td>\n",
       "      <td>33363</td>\n",
       "      <td>US</td>\n",
       "      <td>33363</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4021161</th>\n",
       "      <td>1412368244</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>68.207.160.0/20</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>RR-Route</td>\n",
       "      <td>f</td>\n",
       "      <td>33363</td>\n",
       "      <td>US</td>\n",
       "      <td>33363</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4375107</th>\n",
       "      <td>1412014402</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>50.221.163.0/24</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>Comcast Cable Communications, Inc.\\n1800 Bisho...</td>\n",
       "      <td>f</td>\n",
       "      <td>7922</td>\n",
       "      <td>US</td>\n",
       "      <td>7922</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4446146</th>\n",
       "      <td>1411942869</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>20.136.0.0/17</td>\n",
       "      <td>1.000000</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>Microsoft</td>\n",
       "      <td>f</td>\n",
       "      <td>8075</td>\n",
       "      <td>US</td>\n",
       "      <td>8075</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4731809</th>\n",
       "      <td>1411657216</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>50.221.162.0/24</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>Comcast Cable Communications, Inc.\\n1800 Bisho...</td>\n",
       "      <td>f</td>\n",
       "      <td>7922</td>\n",
       "      <td>US</td>\n",
       "      <td>7922</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5255123</th>\n",
       "      <td>1411133970</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>131.150.38.0/24</td>\n",
       "      <td>1.000000</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>RR-TBONE</td>\n",
       "      <td>f</td>\n",
       "      <td>7843</td>\n",
       "      <td>US</td>\n",
       "      <td>7843</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                 timebin            prefix      hege  af  \\\n",
       "718348   1415670555  2022-05-01 00:00:00+00    92.249.22.0/24  0.034014   4   \n",
       "1526355  1414862791  2022-05-01 00:00:00+00    101.50.84.0/22  0.387755   4   \n",
       "1549420  1414839426  2022-05-01 00:00:00+00  179.107.208.0/21  0.435374   4   \n",
       "1963005  1414426153  2022-05-01 00:00:00+00    92.249.20.0/24  0.034014   4   \n",
       "3983079  1412405880  2022-05-01 00:00:00+00   68.207.192.0/19  1.000000   4   \n",
       "4021161  1412368244  2022-05-01 00:00:00+00   68.207.160.0/20  1.000000   4   \n",
       "4375107  1412014402  2022-05-01 00:00:00+00   50.221.163.0/24  1.000000   4   \n",
       "4446146  1411942869  2022-05-01 00:00:00+00     20.136.0.0/17  1.000000   4   \n",
       "4731809  1411657216  2022-05-01 00:00:00+00   50.221.162.0/24  1.000000   4   \n",
       "5255123  1411133970  2022-05-01 00:00:00+00   131.150.38.0/24  1.000000   4   \n",
       "\n",
       "         visibility            rpki_status             irr_status  \\\n",
       "718348    11.475410  Invalid,more-specific  Invalid,more-specific   \n",
       "1526355   36.612022  Invalid,more-specific  Invalid,more-specific   \n",
       "1549420   40.983607  Invalid,more-specific                  Valid   \n",
       "1963005   11.475410  Invalid,more-specific  Invalid,more-specific   \n",
       "3983079   99.453552  Invalid,more-specific  Invalid,more-specific   \n",
       "4021161   98.907104  Invalid,more-specific  Invalid,more-specific   \n",
       "4375107   99.453552  Invalid,more-specific  Invalid,more-specific   \n",
       "4446146   98.360656  Invalid,more-specific  Invalid,more-specific   \n",
       "4731809   99.453552  Invalid,more-specific  Invalid,more-specific   \n",
       "5255123   98.360656  Invalid,more-specific  Invalid,more-specific   \n",
       "\n",
       "        delegated_prefix_status delegated_asn_status  \\\n",
       "718348                 assigned             assigned   \n",
       "1526355                assigned             assigned   \n",
       "1549420                assigned             assigned   \n",
       "1963005                assigned             assigned   \n",
       "3983079                assigned             assigned   \n",
       "4021161                assigned             assigned   \n",
       "4375107                assigned             assigned   \n",
       "4446146                assigned             assigned   \n",
       "4731809                assigned             assigned   \n",
       "5255123                assigned             assigned   \n",
       "\n",
       "                                                     descr moas  asn_id  \\\n",
       "718348                                                 NaN    f   48362   \n",
       "1526355                Nayatel Route Object 101.50.64.0/18    f   23674   \n",
       "1549420                                             Univox    f   28294   \n",
       "1963005                                                NaN    f   48362   \n",
       "3983079                                           RR-Route    f   33363   \n",
       "4021161                                           RR-Route    f   33363   \n",
       "4375107  Comcast Cable Communications, Inc.\\n1800 Bisho...    f    7922   \n",
       "4446146                                          Microsoft    f    8075   \n",
       "4731809  Comcast Cable Communications, Inc.\\n1800 Bisho...    f    7922   \n",
       "5255123                                           RR-TBONE    f    7843   \n",
       "\n",
       "        country_id  originasn_id nettype  \n",
       "718348          AT         48362     ISP  \n",
       "1526355         PK         23674     ISP  \n",
       "1549420         BR         28294     ISP  \n",
       "1963005         AT         48362     ISP  \n",
       "3983079         US         33363     ISP  \n",
       "4021161         US         33363     ISP  \n",
       "4375107         US          7922     ISP  \n",
       "4446146         US          8075     CDN  \n",
       "4731809         US          7922     ISP  \n",
       "5255123         US          7843     ISP  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_origin[manrs_origin.originasn_id.isin(med_invalid_len) & (manrs_origin.rpki_status == 'Invalid,more-specific')]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1842f8d4",
   "metadata": {},
   "source": [
    "#### large MANRS networks that originated RPKI Invalid prefixes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "62b1ee7f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "174 Cogent Communications Inc.\n",
      "3356 CenturyLink\n",
      "5511 Orange - Open Transit Internet\n",
      "13335 Cloudflare\n",
      "20115 Charter Communications\n",
      "20473 Vultr\n",
      "53062 GGNET TELECOM\n"
     ]
    }
   ],
   "source": [
    "large_invalid_ASN = large_manrs_origin_rpki[large_manrs_origin_rpki.Invalid > 0]['originasn_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": 42,
   "id": "023135ab",
   "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>nettype</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>699120</th>\n",
       "      <td>1415689926</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>178.171.100.0/24</td>\n",
       "      <td>0.632653</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>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>174</td>\n",
       "      <td>GB</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1545909</th>\n",
       "      <td>1414843588</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>45.84.242.0/24</td>\n",
       "      <td>0.632653</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>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>174</td>\n",
       "      <td>US</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1557276</th>\n",
       "      <td>1414831811</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>216.173.83.0/24</td>\n",
       "      <td>0.061224</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>H4Y Technologies LLC</td>\n",
       "      <td>t</td>\n",
       "      <td>174</td>\n",
       "      <td>US</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2114870</th>\n",
       "      <td>1414274639</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>98.154.77.0/24</td>\n",
       "      <td>0.006803</td>\n",
       "      <td>4</td>\n",
       "      <td>8.743169</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>RR-Route</td>\n",
       "      <td>t</td>\n",
       "      <td>20115</td>\n",
       "      <td>US</td>\n",
       "      <td>20115</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2121627</th>\n",
       "      <td>1414268231</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>85.239.55.0/24</td>\n",
       "      <td>0.700680</td>\n",
       "      <td>4</td>\n",
       "      <td>56.830601</td>\n",
       "      <td>Invalid</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>174</td>\n",
       "      <td>RU</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2121642</th>\n",
       "      <td>1414268216</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>45.84.243.0/24</td>\n",
       "      <td>0.632653</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>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>174</td>\n",
       "      <td>US</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2788378</th>\n",
       "      <td>1413600735</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>81.52.168.0/24</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>DZ</td>\n",
       "      <td>f</td>\n",
       "      <td>5511</td>\n",
       "      <td>FR</td>\n",
       "      <td>5511</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2788386</th>\n",
       "      <td>1413600727</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>81.52.167.0/24</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>DZ</td>\n",
       "      <td>f</td>\n",
       "      <td>5511</td>\n",
       "      <td>FR</td>\n",
       "      <td>5511</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2852917</th>\n",
       "      <td>1413536054</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>45.235.18.0/24</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>GEGNET</td>\n",
       "      <td>f</td>\n",
       "      <td>53062</td>\n",
       "      <td>BR</td>\n",
       "      <td>53062</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3201517</th>\n",
       "      <td>1413187992</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>193.163.89.0/24</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>174</td>\n",
       "      <td>RU</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3204163</th>\n",
       "      <td>1413184889</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.101.21.0/24</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>174</td>\n",
       "      <td>DE</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4323445</th>\n",
       "      <td>1412067282</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>81.52.166.0/24</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>DZ</td>\n",
       "      <td>f</td>\n",
       "      <td>5511</td>\n",
       "      <td>FR</td>\n",
       "      <td>5511</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4337908</th>\n",
       "      <td>1412050822</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>194.26.129.0/24</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>174</td>\n",
       "      <td>SC</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4338491</th>\n",
       "      <td>1412050465</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>193.163.207.0/24</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>174</td>\n",
       "      <td>RU</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4340734</th>\n",
       "      <td>1412048775</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.152.95.0/24</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>174</td>\n",
       "      <td>NL</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4341785</th>\n",
       "      <td>1412047202</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>178.20.213.0/24</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>174</td>\n",
       "      <td>MX</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4346576</th>\n",
       "      <td>1412042289</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>103.21.244.0/24</td>\n",
       "      <td>0.687075</td>\n",
       "      <td>4</td>\n",
       "      <td>56.284153</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Cloudflare Hong Kong, LLC\\n101 Townsend Street</td>\n",
       "      <td>f</td>\n",
       "      <td>13335</td>\n",
       "      <td>US</td>\n",
       "      <td>13335</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4349302</th>\n",
       "      <td>1412040207</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>85.239.39.0/24</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>174</td>\n",
       "      <td>NO</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4351937</th>\n",
       "      <td>1412036890</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>45.159.22.0/24</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>174</td>\n",
       "      <td>ES</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4384920</th>\n",
       "      <td>1412004217</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>194.104.128.0/24</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>174</td>\n",
       "      <td>SC</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4385876</th>\n",
       "      <td>1412003579</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>193.163.92.0/24</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>174</td>\n",
       "      <td>RU</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4387471</th>\n",
       "      <td>1412002038</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.152.94.0/24</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>174</td>\n",
       "      <td>TR</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4395974</th>\n",
       "      <td>1411993535</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>85.239.52.0/23</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>97.814208</td>\n",
       "      <td>Invalid</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>174</td>\n",
       "      <td>RU</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4396143</th>\n",
       "      <td>1411992942</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>83.97.117.0/24</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>174</td>\n",
       "      <td>RU</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4401773</th>\n",
       "      <td>1411987302</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>193.233.250.0/24</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>174</td>\n",
       "      <td>RU</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4401776</th>\n",
       "      <td>1411987299</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>193.233.251.0/24</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>174</td>\n",
       "      <td>RU</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4405009</th>\n",
       "      <td>1411984500</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.212.115.0/24</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>174</td>\n",
       "      <td>RU</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4423747</th>\n",
       "      <td>1411965353</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>37.72.141.0/24</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>174</td>\n",
       "      <td>RU</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4453723</th>\n",
       "      <td>1411935139</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>178.20.31.0/24</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>174</td>\n",
       "      <td>GB</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4463240</th>\n",
       "      <td>1411925741</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>85.239.48.0/22</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>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>174</td>\n",
       "      <td>RU</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4470086</th>\n",
       "      <td>1411918934</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>45.159.21.0/24</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>174</td>\n",
       "      <td>ES</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4507124</th>\n",
       "      <td>1411882014</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>81.52.169.0/24</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>DZ</td>\n",
       "      <td>f</td>\n",
       "      <td>5511</td>\n",
       "      <td>FR</td>\n",
       "      <td>5511</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4525920</th>\n",
       "      <td>1411863589</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.202.108.0/24</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>174</td>\n",
       "      <td>ES</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4537197</th>\n",
       "      <td>1411852312</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>64.43.73.0/24</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>Welt-Net Madrid</td>\n",
       "      <td>f</td>\n",
       "      <td>174</td>\n",
       "      <td>CH</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4537577</th>\n",
       "      <td>1411851404</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>47.19.10.0/24</td>\n",
       "      <td>0.646259</td>\n",
       "      <td>4</td>\n",
       "      <td>52.459016</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>BayNetworks\\nNortelNetworks\\n4401 Great Americ...</td>\n",
       "      <td>f</td>\n",
       "      <td>174</td>\n",
       "      <td>US</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4635834</th>\n",
       "      <td>1411753675</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>85.239.37.0/24</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>174</td>\n",
       "      <td>ES</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4742236</th>\n",
       "      <td>1411646835</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>193.233.249.0/24</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>174</td>\n",
       "      <td>RU</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4742248</th>\n",
       "      <td>1411646823</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>193.233.248.0/24</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>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>174</td>\n",
       "      <td>RU</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4742335</th>\n",
       "      <td>1411646736</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>193.200.12.0/23</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>174</td>\n",
       "      <td>RU</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4752116</th>\n",
       "      <td>1411636841</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>85.239.38.0/24</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>174</td>\n",
       "      <td>PL</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4944701</th>\n",
       "      <td>1411444207</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>193.106.197.0/24</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>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>20473</td>\n",
       "      <td>TR</td>\n",
       "      <td>20473</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5187453</th>\n",
       "      <td>1411201378</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.152.92.0/24</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>174</td>\n",
       "      <td>PL</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5189951</th>\n",
       "      <td>1411199558</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>173.241.94.0/24</td>\n",
       "      <td>0.646259</td>\n",
       "      <td>4</td>\n",
       "      <td>52.459016</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>174</td>\n",
       "      <td>US</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5194402</th>\n",
       "      <td>1411194746</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>94.154.113.0/24</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>174</td>\n",
       "      <td>RU</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5195665</th>\n",
       "      <td>1411193242</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>85.239.36.0/24</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>174</td>\n",
       "      <td>DE</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5196322</th>\n",
       "      <td>1411192703</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>83.147.52.0/22</td>\n",
       "      <td>0.625850</td>\n",
       "      <td>4</td>\n",
       "      <td>49.180328</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>3356</td>\n",
       "      <td>US</td>\n",
       "      <td>3356</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5197905</th>\n",
       "      <td>1411191594</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>77.243.89.0/24</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>174</td>\n",
       "      <td>MX</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5198301</th>\n",
       "      <td>1411190303</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>46.253.131.0/24</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>174</td>\n",
       "      <td>RU</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5205526</th>\n",
       "      <td>1411183579</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.152.93.0/24</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>174</td>\n",
       "      <td>FR</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5207487</th>\n",
       "      <td>1411182022</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>178.20.215.0/24</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>174</td>\n",
       "      <td>MX</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5280976</th>\n",
       "      <td>1411108533</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>185.101.20.0/24</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>174</td>\n",
       "      <td>DE</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5281914</th>\n",
       "      <td>1411107097</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>178.20.214.0/24</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>174</td>\n",
       "      <td>MX</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5281922</th>\n",
       "      <td>1411107089</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>178.20.29.0/24</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>174</td>\n",
       "      <td>GB</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5290579</th>\n",
       "      <td>1411098485</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>77.243.91.0/24</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>174</td>\n",
       "      <td>MX</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5290582</th>\n",
       "      <td>1411098482</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>77.243.88.0/24</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>174</td>\n",
       "      <td>MX</td>\n",
       "      <td>174</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                 timebin            prefix      hege  af  \\\n",
       "699120   1415689926  2022-05-01 00:00:00+00  178.171.100.0/24  0.632653   4   \n",
       "1545909  1414843588  2022-05-01 00:00:00+00    45.84.242.0/24  0.632653   4   \n",
       "1557276  1414831811  2022-05-01 00:00:00+00   216.173.83.0/24  0.061224   4   \n",
       "2114870  1414274639  2022-05-01 00:00:00+00    98.154.77.0/24  0.006803   4   \n",
       "2121627  1414268231  2022-05-01 00:00:00+00    85.239.55.0/24  0.700680   4   \n",
       "2121642  1414268216  2022-05-01 00:00:00+00    45.84.243.0/24  0.632653   4   \n",
       "2788378  1413600735  2022-05-01 00:00:00+00    81.52.168.0/24  1.000000   4   \n",
       "2788386  1413600727  2022-05-01 00:00:00+00    81.52.167.0/24  1.000000   4   \n",
       "2852917  1413536054  2022-05-01 00:00:00+00    45.235.18.0/24  1.000000   4   \n",
       "3201517  1413187992  2022-05-01 00:00:00+00   193.163.89.0/24  1.000000   4   \n",
       "3204163  1413184889  2022-05-01 00:00:00+00   185.101.21.0/24  1.000000   4   \n",
       "4323445  1412067282  2022-05-01 00:00:00+00    81.52.166.0/24  1.000000   4   \n",
       "4337908  1412050822  2022-05-01 00:00:00+00   194.26.129.0/24  1.000000   4   \n",
       "4338491  1412050465  2022-05-01 00:00:00+00  193.163.207.0/24  1.000000   4   \n",
       "4340734  1412048775  2022-05-01 00:00:00+00   185.152.95.0/24  1.000000   4   \n",
       "4341785  1412047202  2022-05-01 00:00:00+00   178.20.213.0/24  1.000000   4   \n",
       "4346576  1412042289  2022-05-01 00:00:00+00   103.21.244.0/24  0.687075   4   \n",
       "4349302  1412040207  2022-05-01 00:00:00+00    85.239.39.0/24  1.000000   4   \n",
       "4351937  1412036890  2022-05-01 00:00:00+00    45.159.22.0/24  1.000000   4   \n",
       "4384920  1412004217  2022-05-01 00:00:00+00  194.104.128.0/24  1.000000   4   \n",
       "4385876  1412003579  2022-05-01 00:00:00+00   193.163.92.0/24  1.000000   4   \n",
       "4387471  1412002038  2022-05-01 00:00:00+00   185.152.94.0/24  1.000000   4   \n",
       "4395974  1411993535  2022-05-01 00:00:00+00    85.239.52.0/23  1.000000   4   \n",
       "4396143  1411992942  2022-05-01 00:00:00+00    83.97.117.0/24  1.000000   4   \n",
       "4401773  1411987302  2022-05-01 00:00:00+00  193.233.250.0/24  1.000000   4   \n",
       "4401776  1411987299  2022-05-01 00:00:00+00  193.233.251.0/24  1.000000   4   \n",
       "4405009  1411984500  2022-05-01 00:00:00+00  185.212.115.0/24  1.000000   4   \n",
       "4423747  1411965353  2022-05-01 00:00:00+00    37.72.141.0/24  1.000000   4   \n",
       "4453723  1411935139  2022-05-01 00:00:00+00    178.20.31.0/24  1.000000   4   \n",
       "4463240  1411925741  2022-05-01 00:00:00+00    85.239.48.0/22  1.000000   4   \n",
       "4470086  1411918934  2022-05-01 00:00:00+00    45.159.21.0/24  1.000000   4   \n",
       "4507124  1411882014  2022-05-01 00:00:00+00    81.52.169.0/24  1.000000   4   \n",
       "4525920  1411863589  2022-05-01 00:00:00+00  185.202.108.0/24  1.000000   4   \n",
       "4537197  1411852312  2022-05-01 00:00:00+00     64.43.73.0/24  1.000000   4   \n",
       "4537577  1411851404  2022-05-01 00:00:00+00     47.19.10.0/24  0.646259   4   \n",
       "4635834  1411753675  2022-05-01 00:00:00+00    85.239.37.0/24  1.000000   4   \n",
       "4742236  1411646835  2022-05-01 00:00:00+00  193.233.249.0/24  1.000000   4   \n",
       "4742248  1411646823  2022-05-01 00:00:00+00  193.233.248.0/24  1.000000   4   \n",
       "4742335  1411646736  2022-05-01 00:00:00+00   193.200.12.0/23  1.000000   4   \n",
       "4752116  1411636841  2022-05-01 00:00:00+00    85.239.38.0/24  1.000000   4   \n",
       "4944701  1411444207  2022-05-01 00:00:00+00  193.106.197.0/24  1.000000   4   \n",
       "5187453  1411201378  2022-05-01 00:00:00+00   185.152.92.0/24  1.000000   4   \n",
       "5189951  1411199558  2022-05-01 00:00:00+00   173.241.94.0/24  0.646259   4   \n",
       "5194402  1411194746  2022-05-01 00:00:00+00   94.154.113.0/24  1.000000   4   \n",
       "5195665  1411193242  2022-05-01 00:00:00+00    85.239.36.0/24  1.000000   4   \n",
       "5196322  1411192703  2022-05-01 00:00:00+00    83.147.52.0/22  0.625850   4   \n",
       "5197905  1411191594  2022-05-01 00:00:00+00    77.243.89.0/24  1.000000   4   \n",
       "5198301  1411190303  2022-05-01 00:00:00+00   46.253.131.0/24  1.000000   4   \n",
       "5205526  1411183579  2022-05-01 00:00:00+00   185.152.93.0/24  1.000000   4   \n",
       "5207487  1411182022  2022-05-01 00:00:00+00   178.20.215.0/24  1.000000   4   \n",
       "5280976  1411108533  2022-05-01 00:00:00+00   185.101.20.0/24  1.000000   4   \n",
       "5281914  1411107097  2022-05-01 00:00:00+00   178.20.214.0/24  1.000000   4   \n",
       "5281922  1411107089  2022-05-01 00:00:00+00    178.20.29.0/24  1.000000   4   \n",
       "5290579  1411098485  2022-05-01 00:00:00+00    77.243.91.0/24  1.000000   4   \n",
       "5290582  1411098482  2022-05-01 00:00:00+00    77.243.88.0/24  1.000000   4   \n",
       "\n",
       "         visibility rpki_status             irr_status  \\\n",
       "699120    51.366120     Invalid                Invalid   \n",
       "1545909   51.366120     Invalid                Invalid   \n",
       "1557276   14.207650     Invalid                Invalid   \n",
       "2114870    8.743169     Invalid                Invalid   \n",
       "2121627   56.830601     Invalid  Invalid,more-specific   \n",
       "2121642   51.366120     Invalid                Invalid   \n",
       "2788378   98.907104     Invalid                Invalid   \n",
       "2788386   98.907104     Invalid                Invalid   \n",
       "2852917   99.453552     Invalid                  Valid   \n",
       "3201517   99.453552     Invalid                Invalid   \n",
       "3204163   99.453552     Invalid                Invalid   \n",
       "4323445   98.907104     Invalid                Invalid   \n",
       "4337908   99.453552     Invalid                Invalid   \n",
       "4338491   99.453552     Invalid                Invalid   \n",
       "4340734   99.453552     Invalid                Invalid   \n",
       "4341785   99.453552     Invalid                Invalid   \n",
       "4346576   56.284153     Invalid  Invalid,more-specific   \n",
       "4349302   99.453552     Invalid                Invalid   \n",
       "4351937   97.814208     Invalid                Invalid   \n",
       "4384920   99.453552     Invalid                Invalid   \n",
       "4385876   99.453552     Invalid                Invalid   \n",
       "4387471   99.453552     Invalid                Invalid   \n",
       "4395974   97.814208     Invalid  Invalid,more-specific   \n",
       "4396143   99.453552     Invalid                Invalid   \n",
       "4401773   99.453552     Invalid                Invalid   \n",
       "4401776   99.453552     Invalid                Invalid   \n",
       "4405009   99.453552     Invalid                Invalid   \n",
       "4423747   99.453552     Invalid                Invalid   \n",
       "4453723   99.453552     Invalid                Invalid   \n",
       "4463240   98.907104     Invalid                  Valid   \n",
       "4470086   97.814208     Invalid                Invalid   \n",
       "4507124   98.907104     Invalid                Invalid   \n",
       "4525920   99.453552     Invalid                Invalid   \n",
       "4537197   99.453552     Invalid                Invalid   \n",
       "4537577   52.459016     Invalid                Invalid   \n",
       "4635834   99.453552     Invalid                Invalid   \n",
       "4742236   99.453552     Invalid                Invalid   \n",
       "4742248   98.907104     Invalid                  Valid   \n",
       "4742335   99.453552     Invalid                Invalid   \n",
       "4752116   99.453552     Invalid                Invalid   \n",
       "4944701   98.907104     Invalid                Invalid   \n",
       "5187453   99.453552     Invalid                Invalid   \n",
       "5189951   52.459016     Invalid               NotFound   \n",
       "5194402   99.453552     Invalid                Invalid   \n",
       "5195665   99.453552     Invalid                Invalid   \n",
       "5196322   49.180328     Invalid                  Valid   \n",
       "5197905   99.453552     Invalid                Invalid   \n",
       "5198301   99.453552     Invalid                Invalid   \n",
       "5205526   99.453552     Invalid                Invalid   \n",
       "5207487   99.453552     Invalid                Invalid   \n",
       "5280976   99.453552     Invalid                Invalid   \n",
       "5281914   99.453552     Invalid                Invalid   \n",
       "5281922   99.453552     Invalid                Invalid   \n",
       "5290579   99.453552     Invalid                Invalid   \n",
       "5290582   99.453552     Invalid                Invalid   \n",
       "\n",
       "        delegated_prefix_status delegated_asn_status  \\\n",
       "699120                 assigned             assigned   \n",
       "1545909                assigned             assigned   \n",
       "1557276                assigned             assigned   \n",
       "2114870                assigned             assigned   \n",
       "2121627                assigned             assigned   \n",
       "2121642                assigned             assigned   \n",
       "2788378                assigned             assigned   \n",
       "2788386                assigned             assigned   \n",
       "2852917                assigned             assigned   \n",
       "3201517                assigned             assigned   \n",
       "3204163                assigned             assigned   \n",
       "4323445                assigned             assigned   \n",
       "4337908                assigned             assigned   \n",
       "4338491                assigned             assigned   \n",
       "4340734                assigned             assigned   \n",
       "4341785                assigned             assigned   \n",
       "4346576                assigned             assigned   \n",
       "4349302                assigned             assigned   \n",
       "4351937                assigned             assigned   \n",
       "4384920                assigned             assigned   \n",
       "4385876                assigned             assigned   \n",
       "4387471                assigned             assigned   \n",
       "4395974                assigned             assigned   \n",
       "4396143                assigned             assigned   \n",
       "4401773                assigned             assigned   \n",
       "4401776                assigned             assigned   \n",
       "4405009                assigned             assigned   \n",
       "4423747                assigned             assigned   \n",
       "4453723                assigned             assigned   \n",
       "4463240                assigned             assigned   \n",
       "4470086                assigned             assigned   \n",
       "4507124                assigned             assigned   \n",
       "4525920                assigned             assigned   \n",
       "4537197                assigned             assigned   \n",
       "4537577                assigned             assigned   \n",
       "4635834                assigned             assigned   \n",
       "4742236                assigned             assigned   \n",
       "4742248                assigned             assigned   \n",
       "4742335                assigned             assigned   \n",
       "4752116                assigned             assigned   \n",
       "4944701                assigned             assigned   \n",
       "5187453                assigned             assigned   \n",
       "5189951                assigned             assigned   \n",
       "5194402                assigned             assigned   \n",
       "5195665                assigned             assigned   \n",
       "5196322                assigned             assigned   \n",
       "5197905                assigned             assigned   \n",
       "5198301                assigned             assigned   \n",
       "5205526                assigned             assigned   \n",
       "5207487                assigned             assigned   \n",
       "5280976                assigned             assigned   \n",
       "5281914                assigned             assigned   \n",
       "5281922                assigned             assigned   \n",
       "5290579                assigned             assigned   \n",
       "5290582                assigned             assigned   \n",
       "\n",
       "                                                     descr moas  asn_id  \\\n",
       "699120                                                 NaN    f     174   \n",
       "1545909                                                NaN    f     174   \n",
       "1557276                               H4Y Technologies LLC    t     174   \n",
       "2114870                                           RR-Route    t   20115   \n",
       "2121627                                                NaN    f     174   \n",
       "2121642                                                NaN    f     174   \n",
       "2788378                                                 DZ    f    5511   \n",
       "2788386                                                 DZ    f    5511   \n",
       "2852917                                             GEGNET    f   53062   \n",
       "3201517                                                NaN    f     174   \n",
       "3204163                                                NaN    f     174   \n",
       "4323445                                                 DZ    f    5511   \n",
       "4337908                                                NaN    f     174   \n",
       "4338491                                                NaN    f     174   \n",
       "4340734                                                NaN    f     174   \n",
       "4341785                                                NaN    f     174   \n",
       "4346576     Cloudflare Hong Kong, LLC\\n101 Townsend Street    f   13335   \n",
       "4349302                                                NaN    f     174   \n",
       "4351937                                                NaN    f     174   \n",
       "4384920                                                NaN    f     174   \n",
       "4385876                                                NaN    f     174   \n",
       "4387471                                                NaN    f     174   \n",
       "4395974                                                NaN    f     174   \n",
       "4396143                                                NaN    f     174   \n",
       "4401773                                                NaN    f     174   \n",
       "4401776                                                NaN    f     174   \n",
       "4405009                                                NaN    f     174   \n",
       "4423747                                                NaN    f     174   \n",
       "4453723                                                NaN    f     174   \n",
       "4463240                                                NaN    f     174   \n",
       "4470086                                                NaN    f     174   \n",
       "4507124                                                 DZ    f    5511   \n",
       "4525920                                                NaN    f     174   \n",
       "4537197                                    Welt-Net Madrid    f     174   \n",
       "4537577  BayNetworks\\nNortelNetworks\\n4401 Great Americ...    f     174   \n",
       "4635834                                                NaN    f     174   \n",
       "4742236                                                NaN    f     174   \n",
       "4742248                                                NaN    f     174   \n",
       "4742335                                                NaN    f     174   \n",
       "4752116                                                NaN    f     174   \n",
       "4944701                                                NaN    f   20473   \n",
       "5187453                                                NaN    f     174   \n",
       "5189951                                                NaN    f     174   \n",
       "5194402                                                NaN    f     174   \n",
       "5195665                                                NaN    f     174   \n",
       "5196322                                                NaN    f    3356   \n",
       "5197905                                                NaN    f     174   \n",
       "5198301                                                NaN    f     174   \n",
       "5205526                                                NaN    f     174   \n",
       "5207487                                                NaN    f     174   \n",
       "5280976                                                NaN    f     174   \n",
       "5281914                                                NaN    f     174   \n",
       "5281922                                                NaN    f     174   \n",
       "5290579                                                NaN    f     174   \n",
       "5290582                                                NaN    f     174   \n",
       "\n",
       "        country_id  originasn_id nettype  \n",
       "699120          GB           174     ISP  \n",
       "1545909         US           174     ISP  \n",
       "1557276         US           174     ISP  \n",
       "2114870         US         20115     ISP  \n",
       "2121627         RU           174     ISP  \n",
       "2121642         US           174     ISP  \n",
       "2788378         FR          5511     ISP  \n",
       "2788386         FR          5511     ISP  \n",
       "2852917         BR         53062     ISP  \n",
       "3201517         RU           174     ISP  \n",
       "3204163         DE           174     ISP  \n",
       "4323445         FR          5511     ISP  \n",
       "4337908         SC           174     ISP  \n",
       "4338491         RU           174     ISP  \n",
       "4340734         NL           174     ISP  \n",
       "4341785         MX           174     ISP  \n",
       "4346576         US         13335     CDN  \n",
       "4349302         NO           174     ISP  \n",
       "4351937         ES           174     ISP  \n",
       "4384920         SC           174     ISP  \n",
       "4385876         RU           174     ISP  \n",
       "4387471         TR           174     ISP  \n",
       "4395974         RU           174     ISP  \n",
       "4396143         RU           174     ISP  \n",
       "4401773         RU           174     ISP  \n",
       "4401776         RU           174     ISP  \n",
       "4405009         RU           174     ISP  \n",
       "4423747         RU           174     ISP  \n",
       "4453723         GB           174     ISP  \n",
       "4463240         RU           174     ISP  \n",
       "4470086         ES           174     ISP  \n",
       "4507124         FR          5511     ISP  \n",
       "4525920         ES           174     ISP  \n",
       "4537197         CH           174     ISP  \n",
       "4537577         US           174     ISP  \n",
       "4635834         ES           174     ISP  \n",
       "4742236         RU           174     ISP  \n",
       "4742248         RU           174     ISP  \n",
       "4742335         RU           174     ISP  \n",
       "4752116         PL           174     ISP  \n",
       "4944701         TR         20473     CDN  \n",
       "5187453         PL           174     ISP  \n",
       "5189951         US           174     ISP  \n",
       "5194402         RU           174     ISP  \n",
       "5195665         DE           174     ISP  \n",
       "5196322         US          3356     ISP  \n",
       "5197905         MX           174     ISP  \n",
       "5198301         RU           174     ISP  \n",
       "5205526         FR           174     ISP  \n",
       "5207487         MX           174     ISP  \n",
       "5280976         DE           174     ISP  \n",
       "5281914         MX           174     ISP  \n",
       "5281922         GB           174     ISP  \n",
       "5290579         MX           174     ISP  \n",
       "5290582         MX           174     ISP  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_origin[manrs_origin.originasn_id.isin(large_invalid_ASN) & (manrs_origin.rpki_status == 'Invalid')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "93bfa086",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8220 Colt Technology Services\n",
      "13335 Cloudflare\n",
      "20115 Charter Communications\n"
     ]
    }
   ],
   "source": [
    "large_invalid_len = large_manrs_origin_rpki[large_manrs_origin_rpki['Invalid,more-specific'] > 0]['originasn_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": 44,
   "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>nettype</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>860103</th>\n",
       "      <td>1415528778</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>172.68.46.0/24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>101 Townsend Street, San Francisco, California...</td>\n",
       "      <td>f</td>\n",
       "      <td>13335</td>\n",
       "      <td>US</td>\n",
       "      <td>13335</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1963043</th>\n",
       "      <td>1414426058</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>172.68.83.0/24</td>\n",
       "      <td>0.129252</td>\n",
       "      <td>4</td>\n",
       "      <td>18.579235</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>101 Townsend Street, San Francisco, California...</td>\n",
       "      <td>f</td>\n",
       "      <td>13335</td>\n",
       "      <td>US</td>\n",
       "      <td>13335</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4154065</th>\n",
       "      <td>1412235444</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>194.223.140.0/22</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>COLT ASIA</td>\n",
       "      <td>f</td>\n",
       "      <td>8220</td>\n",
       "      <td>JP</td>\n",
       "      <td>8220</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4154068</th>\n",
       "      <td>1412235441</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>194.223.136.0/22</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>COLT ASIA</td>\n",
       "      <td>f</td>\n",
       "      <td>8220</td>\n",
       "      <td>SG</td>\n",
       "      <td>8220</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4288783</th>\n",
       "      <td>1412100726</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>68.191.206.0/24</td>\n",
       "      <td>1.000000</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>Charter Aggregate</td>\n",
       "      <td>f</td>\n",
       "      <td>20115</td>\n",
       "      <td>US</td>\n",
       "      <td>20115</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4481847</th>\n",
       "      <td>1411907149</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>194.223.144.0/20</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>97.267760</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>COLT ASIA</td>\n",
       "      <td>f</td>\n",
       "      <td>8220</td>\n",
       "      <td>JP</td>\n",
       "      <td>8220</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4484677</th>\n",
       "      <td>1411904317</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>141.101.90.0/24</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>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>13335</td>\n",
       "      <td>US</td>\n",
       "      <td>13335</td>\n",
       "      <td>CDN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4654139</th>\n",
       "      <td>1411734427</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>193.82.32.0/19</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>GB-COLT</td>\n",
       "      <td>f</td>\n",
       "      <td>8220</td>\n",
       "      <td>SG</td>\n",
       "      <td>8220</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4908338</th>\n",
       "      <td>1411480661</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>194.223.128.0/21</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>COLT ASIA</td>\n",
       "      <td>f</td>\n",
       "      <td>8220</td>\n",
       "      <td>SG</td>\n",
       "      <td>8220</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4991381</th>\n",
       "      <td>1411397723</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>193.82.0.0/19</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>97.267760</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>GB-COLT</td>\n",
       "      <td>f</td>\n",
       "      <td>8220</td>\n",
       "      <td>JP</td>\n",
       "      <td>8220</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5042995</th>\n",
       "      <td>1411345720</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>68.119.188.0/22</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>Charter Aggregate</td>\n",
       "      <td>f</td>\n",
       "      <td>20115</td>\n",
       "      <td>US</td>\n",
       "      <td>20115</td>\n",
       "      <td>ISP</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                 timebin            prefix      hege  af  \\\n",
       "860103   1415528778  2022-05-01 00:00:00+00    172.68.46.0/24  1.000000   4   \n",
       "1963043  1414426058  2022-05-01 00:00:00+00    172.68.83.0/24  0.129252   4   \n",
       "4154065  1412235444  2022-05-01 00:00:00+00  194.223.140.0/22  1.000000   4   \n",
       "4154068  1412235441  2022-05-01 00:00:00+00  194.223.136.0/22  1.000000   4   \n",
       "4288783  1412100726  2022-05-01 00:00:00+00   68.191.206.0/24  1.000000   4   \n",
       "4481847  1411907149  2022-05-01 00:00:00+00  194.223.144.0/20  1.000000   4   \n",
       "4484677  1411904317  2022-05-01 00:00:00+00   141.101.90.0/24  1.000000   4   \n",
       "4654139  1411734427  2022-05-01 00:00:00+00    193.82.32.0/19  1.000000   4   \n",
       "4908338  1411480661  2022-05-01 00:00:00+00  194.223.128.0/21  1.000000   4   \n",
       "4991381  1411397723  2022-05-01 00:00:00+00     193.82.0.0/19  1.000000   4   \n",
       "5042995  1411345720  2022-05-01 00:00:00+00   68.119.188.0/22  1.000000   4   \n",
       "\n",
       "         visibility            rpki_status             irr_status  \\\n",
       "860103    99.453552  Invalid,more-specific                  Valid   \n",
       "1963043   18.579235  Invalid,more-specific  Invalid,more-specific   \n",
       "4154065   96.721311  Invalid,more-specific  Invalid,more-specific   \n",
       "4154068   98.907104  Invalid,more-specific  Invalid,more-specific   \n",
       "4288783   98.360656  Invalid,more-specific  Invalid,more-specific   \n",
       "4481847   97.267760  Invalid,more-specific  Invalid,more-specific   \n",
       "4484677   98.907104  Invalid,more-specific  Invalid,more-specific   \n",
       "4654139   99.453552  Invalid,more-specific  Invalid,more-specific   \n",
       "4908338   99.453552  Invalid,more-specific  Invalid,more-specific   \n",
       "4991381   97.267760  Invalid,more-specific  Invalid,more-specific   \n",
       "5042995   98.907104  Invalid,more-specific  Invalid,more-specific   \n",
       "\n",
       "        delegated_prefix_status delegated_asn_status  \\\n",
       "860103                 assigned             assigned   \n",
       "1963043                assigned             assigned   \n",
       "4154065                assigned             assigned   \n",
       "4154068                assigned             assigned   \n",
       "4288783                assigned             assigned   \n",
       "4481847                assigned             assigned   \n",
       "4484677                assigned             assigned   \n",
       "4654139                assigned             assigned   \n",
       "4908338                assigned             assigned   \n",
       "4991381                assigned             assigned   \n",
       "5042995                assigned             assigned   \n",
       "\n",
       "                                                     descr moas  asn_id  \\\n",
       "860103   101 Townsend Street, San Francisco, California...    f   13335   \n",
       "1963043  101 Townsend Street, San Francisco, California...    f   13335   \n",
       "4154065                                          COLT ASIA    f    8220   \n",
       "4154068                                          COLT ASIA    f    8220   \n",
       "4288783                                  Charter Aggregate    f   20115   \n",
       "4481847                                          COLT ASIA    f    8220   \n",
       "4484677                                                NaN    f   13335   \n",
       "4654139                                            GB-COLT    f    8220   \n",
       "4908338                                          COLT ASIA    f    8220   \n",
       "4991381                                            GB-COLT    f    8220   \n",
       "5042995                                  Charter Aggregate    f   20115   \n",
       "\n",
       "        country_id  originasn_id nettype  \n",
       "860103          US         13335     CDN  \n",
       "1963043         US         13335     CDN  \n",
       "4154065         JP          8220     ISP  \n",
       "4154068         SG          8220     ISP  \n",
       "4288783         US         20115     ISP  \n",
       "4481847         JP          8220     ISP  \n",
       "4484677         US         13335     CDN  \n",
       "4654139         SG          8220     ISP  \n",
       "4908338         SG          8220     ISP  \n",
       "4991381         JP          8220     ISP  \n",
       "5042995         US         20115     ISP  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_origin[manrs_origin.originasn_id.isin(large_invalid_len) & (manrs_origin.rpki_status == 'Invalid,more-specific')]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c3b81e2",
   "metadata": {},
   "source": [
    "## IRR: Check if announced prefixes are IRR valid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "856ccd4d",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_origin_irr = manrs_origin.groupby(['originasn_id', 'irr_status']).size().unstack(fill_value=0).reset_index()\n",
    "manrs_origin_irr['irr_percent'] = (1-manrs_origin_irr['NotFound']/manrs_origin_irr[['Invalid', 'Invalid,more-specific', 'Valid', 'NotFound']].sum(axis=1))*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "674cd643",
   "metadata": {},
   "outputs": [],
   "source": [
    "non_manrs_origin_irr = non_manrs_origin.groupby(['originasn_id', 'irr_status']).size().unstack(fill_value=0).reset_index()\n",
    "non_manrs_origin_irr['irr_percent'] = (1-non_manrs_origin_irr['NotFound']/non_manrs_origin_irr[['Invalid', 'Invalid,more-specific', 'Valid', 'NotFound']].sum(axis=1))*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "07e6a318",
   "metadata": {},
   "outputs": [],
   "source": [
    "small_manrs_origin_irr = manrs_origin_irr[manrs_origin_irr.originasn_id.isin(small)]\n",
    "medium_manrs_origin_irr = manrs_origin_irr[manrs_origin_irr.originasn_id.isin(medium)]\n",
    "large_manrs_origin_irr = manrs_origin_irr[manrs_origin_irr.originasn_id.isin(large)]\n",
    "small_non_manrs_origin_irr = non_manrs_origin_irr[non_manrs_origin_irr.originasn_id.isin(small)]\n",
    "medium_non_manrs_origin_irr = non_manrs_origin_irr[non_manrs_origin_irr.originasn_id.isin(medium)]\n",
    "large_non_manrs_origin_irr = non_manrs_origin_irr[non_manrs_origin_irr.originasn_id.isin(large)]"
   ]
  },
  {
   "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 5(b) in the paper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "d0639d75",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_origin_irr['valid_percent'] = (manrs_origin_irr['Valid']/manrs_origin_irr[['NotFound','Invalid','Invalid,more-specific','Valid']].sum(axis=1))*100\n",
    "non_manrs_origin_irr['valid_percent'] = (non_manrs_origin_irr['Valid']/non_manrs_origin_irr[['NotFound','Invalid','Invalid,more-specific','Valid']].sum(axis=1))*100\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "b1263621",
   "metadata": {
    "scrolled": true
   },
   "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": [
    "small_manrs_origin_irr['valid_percent'] = (small_manrs_origin_irr['Valid']/small_manrs_origin_irr[['NotFound','Invalid','Invalid,more-specific','Valid']].sum(axis=1))*100\n",
    "small_non_manrs_origin_irr['valid_percent'] = (small_non_manrs_origin_irr['Valid']/small_non_manrs_origin_irr[['NotFound','Invalid','Invalid,more-specific','Valid']].sum(axis=1))*100\n",
    "\n",
    "medium_manrs_origin_irr['valid_percent'] = (medium_manrs_origin_irr['Valid']/medium_manrs_origin_irr[['NotFound','Invalid','Invalid,more-specific','Valid']].sum(axis=1))*100\n",
    "medium_non_manrs_origin_irr['valid_percent'] = (medium_non_manrs_origin_irr['Valid']/medium_non_manrs_origin_irr[['NotFound','Invalid','Invalid,more-specific','Valid']].sum(axis=1))*100\n",
    "\n",
    "large_manrs_origin_irr['valid_percent'] = (large_manrs_origin_irr['Valid']/large_manrs_origin_irr[['NotFound','Invalid','Invalid,more-specific','Valid']].sum(axis=1))*100\n",
    "large_non_manrs_origin_irr['valid_percent'] = (large_non_manrs_origin_irr['Valid']/large_non_manrs_origin_irr[['NotFound','Invalid','Invalid,more-specific','Valid']].sum(axis=1))*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "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": 51,
   "id": "c7efe678",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6369 4489 86\n"
     ]
    }
   ],
   "source": [
    "print(len(small_non_manrs), len(medium_non_manrs), len(large_non_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_origin_irr['valid_percent']), np.linspace(0,1,len(small_manrs_origin_irr)), label='small MANRS ({})'.format(len(small_manrs_origin_irr)), linestyle='-')\n",
    "plt.plot(np.sort(small_non_manrs_origin_irr['valid_percent']), np.linspace(0,1,len(small_non_manrs_origin_irr)), label='small non-MANRS ({})'.format(len(small_non_manrs_origin_irr)), linestyle='-')\n",
    "plt.plot(np.sort(medium_manrs_origin_irr['valid_percent']), np.linspace(0,1,len(medium_manrs_origin_irr)), label='medium MANRS ({})'.format(len(medium_manrs_origin_irr)), linestyle='--')\n",
    "plt.plot(np.sort(medium_non_manrs_origin_irr['valid_percent']), np.linspace(0,1,len(medium_non_manrs_origin_irr)), label='medium non-MANRS ({})'.format(len(medium_non_manrs_origin_irr)), linestyle='--')\n",
    "plt.plot(np.sort(large_manrs_origin_irr['valid_percent']), np.linspace(0,1,len(large_manrs_origin_irr)), label='large MANRS ({})'.format(len(large_manrs_origin_irr)), linestyle='-.')\n",
    "plt.plot(np.sort(large_non_manrs_origin_irr['valid_percent']), np.linspace(0,1,len(large_non_manrs_origin_irr)), label='large non-MANRS ({})'.format(len(large_non_manrs_origin_irr)), linestyle='-.')\n",
    "plt.xlabel('Percent of originated IRR Valid 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.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c18dadd4",
   "metadata": {},
   "source": [
    "## MANRS ASes that register only in IRR but not in RPKI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "c1b6824f",
   "metadata": {},
   "outputs": [],
   "source": [
    "small_manrs_irr_only = small_manrs_origin_irr[['originasn_id','irr_percent']].merge(small_manrs_origin_rpki[['originasn_id','rpki_percent','valid_percent']])\n",
    "small_non_manrs_irr_only = small_non_manrs_origin_irr[['originasn_id','irr_percent']].merge(small_non_manrs_origin_rpki[['originasn_id','rpki_percent','valid_percent']])\n",
    "\n",
    "\n",
    "medium_manrs_irr_only = medium_manrs_origin_irr[['originasn_id','irr_percent']].merge(medium_manrs_origin_rpki[['originasn_id','rpki_percent','valid_percent']])\n",
    "medium_non_manrs_irr_only = medium_non_manrs_origin_irr[['originasn_id','irr_percent']].merge(medium_non_manrs_origin_rpki[['originasn_id','rpki_percent','valid_percent']])\n",
    "\n",
    "\n",
    "large_manrs_irr_only = large_manrs_origin_irr[['originasn_id','irr_percent']].merge(large_manrs_origin_rpki[['originasn_id','rpki_percent','valid_percent']])\n",
    "large_non_manrs_irr_only = large_non_manrs_origin_irr[['originasn_id','irr_percent']].merge(large_non_manrs_origin_rpki[['originasn_id','rpki_percent','valid_percent']])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "bd93037c",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>originasn_id</th>\n",
       "      <th>irr_percent</th>\n",
       "      <th>rpki_percent</th>\n",
       "      <th>valid_percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5503</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6509</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>11650</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>14361</td>\n",
       "      <td>98.765432</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>16094</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23028</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>26134</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>28154</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>34225</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>35457</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>38634</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>41018</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>52545</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>53061</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>61583</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>61802</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>61895</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>61951</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>262565</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>262657</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>262720</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>263032</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>263057</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>263929</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>264244</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>264513</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>265093</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>267408</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>269104</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>269661</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>271915</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>328073</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>328271</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     originasn_id  irr_percent  rpki_percent  valid_percent\n",
       "6            5503   100.000000           0.0            0.0\n",
       "7            6509   100.000000           0.0            0.0\n",
       "13          11650   100.000000           0.0            0.0\n",
       "16          14361    98.765432           0.0            0.0\n",
       "19          16094   100.000000           0.0            0.0\n",
       "23          23028   100.000000           0.0            0.0\n",
       "27          26134   100.000000           0.0            0.0\n",
       "34          28154   100.000000           0.0            0.0\n",
       "44          34225   100.000000           0.0            0.0\n",
       "46          35457   100.000000           0.0            0.0\n",
       "53          38634   100.000000           0.0            0.0\n",
       "55          41018   100.000000           0.0            0.0\n",
       "67          52545   100.000000           0.0            0.0\n",
       "70          53061   100.000000           0.0            0.0\n",
       "77          61583   100.000000           0.0            0.0\n",
       "78          61802   100.000000           0.0            0.0\n",
       "80          61895   100.000000           0.0            0.0\n",
       "81          61951   100.000000           0.0            0.0\n",
       "98         262565   100.000000           0.0            0.0\n",
       "99         262657   100.000000           0.0            0.0\n",
       "100        262720   100.000000           0.0            0.0\n",
       "102        263032   100.000000           0.0            0.0\n",
       "103        263057   100.000000           0.0            0.0\n",
       "104        263929   100.000000           0.0            0.0\n",
       "105        264244   100.000000           0.0            0.0\n",
       "106        264513   100.000000           0.0            0.0\n",
       "108        265093   100.000000           0.0            0.0\n",
       "113        267408   100.000000           0.0            0.0\n",
       "115        269104   100.000000           0.0            0.0\n",
       "117        269661   100.000000           0.0            0.0\n",
       "119        271915   100.000000           0.0            0.0\n",
       "122        328073   100.000000           0.0            0.0\n",
       "123        328271   100.000000           0.0            0.0"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "small_manrs_irr_only[(small_manrs_irr_only.irr_percent > 0) & (small_manrs_irr_only.rpki_percent == 0)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "8ae2daf3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>originasn_id</th>\n",
       "      <th>irr_percent</th>\n",
       "      <th>rpki_percent</th>\n",
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       "      <th>3</th>\n",
       "      <td>271</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>100.000000</td>\n",
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       "      <td>0.0</td>\n",
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       "      <th>7</th>\n",
       "      <td>557</td>\n",
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       "      <th>22</th>\n",
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       "      <td>99.930955</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>7342</td>\n",
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       "      <td>0.0</td>\n",
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       "      <th>56</th>\n",
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       "      <td>0.0</td>\n",
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       "      <th>75</th>\n",
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       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>84</th>\n",
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       "      <td>100.000000</td>\n",
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       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>98</th>\n",
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       "      <th>101</th>\n",
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       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>103</th>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>15706</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>19782</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>20928</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>25818</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>26806</td>\n",
       "      <td>85.714286</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>28130</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>28140</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>28169</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>28666</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>30985</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>33666</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>37125</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>37282</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>37457</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>37697</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>38794</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>43404</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>45796</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>50265</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>53152</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>53167</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>61785</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>262760</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>262880</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>263047</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>263327</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>263462</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>263616</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>263959</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>265066</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>265950</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>266013</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>266388</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>266525</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>266968</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>267562</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>328594</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     originasn_id  irr_percent  rpki_percent  valid_percent\n",
       "3             271   100.000000           0.0            0.0\n",
       "4             293   100.000000           0.0            0.0\n",
       "7             557   100.000000           0.0            0.0\n",
       "22           2572   100.000000           0.0            0.0\n",
       "34           4538    99.930955           0.0            0.0\n",
       "48           7342   100.000000           0.0            0.0\n",
       "56           7850   100.000000           0.0            0.0\n",
       "75          10886   100.000000           0.0            0.0\n",
       "84          11714   100.000000           0.0            0.0\n",
       "98          14041   100.000000           0.0            0.0\n",
       "101         14325   100.000000           0.0            0.0\n",
       "103         14877   100.000000           0.0            0.0\n",
       "109         15706   100.000000           0.0            0.0\n",
       "115         19782   100.000000           0.0            0.0\n",
       "119         20928   100.000000           0.0            0.0\n",
       "140         25818   100.000000           0.0            0.0\n",
       "142         26806    85.714286           0.0            0.0\n",
       "150         28130   100.000000           0.0            0.0\n",
       "151         28140   100.000000           0.0            0.0\n",
       "153         28169   100.000000           0.0            0.0\n",
       "160         28666   100.000000           0.0            0.0\n",
       "165         30985   100.000000           0.0            0.0\n",
       "183         33666   100.000000           0.0            0.0\n",
       "196         37125   100.000000           0.0            0.0\n",
       "198         37282   100.000000           0.0            0.0\n",
       "199         37457   100.000000           0.0            0.0\n",
       "200         37697   100.000000           0.0            0.0\n",
       "205         38794   100.000000           0.0            0.0\n",
       "214         43404   100.000000           0.0            0.0\n",
       "221         45796   100.000000           0.0            0.0\n",
       "228         50265   100.000000           0.0            0.0\n",
       "240         53152   100.000000           0.0            0.0\n",
       "241         53167   100.000000           0.0            0.0\n",
       "259         61785   100.000000           0.0            0.0\n",
       "277        262760   100.000000           0.0            0.0\n",
       "278        262880   100.000000           0.0            0.0\n",
       "281        263047   100.000000           0.0            0.0\n",
       "283        263327   100.000000           0.0            0.0\n",
       "285        263462   100.000000           0.0            0.0\n",
       "287        263616   100.000000           0.0            0.0\n",
       "289        263959   100.000000           0.0            0.0\n",
       "294        265066   100.000000           0.0            0.0\n",
       "299        265950   100.000000           0.0            0.0\n",
       "300        266013   100.000000           0.0            0.0\n",
       "303        266388   100.000000           0.0            0.0\n",
       "306        266525   100.000000           0.0            0.0\n",
       "307        266968   100.000000           0.0            0.0\n",
       "308        267562   100.000000           0.0            0.0\n",
       "309        328594   100.000000           0.0            0.0"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "medium_manrs_irr_only[(medium_manrs_irr_only.irr_percent > 0) & (medium_manrs_irr_only.rpki_percent == 0)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "16154ab4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>originasn_id</th>\n",
       "      <th>irr_percent</th>\n",
       "      <th>rpki_percent</th>\n",
       "      <th>valid_percent</th>\n",
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      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [originasn_id, irr_percent, rpki_percent, valid_percent]\n",
       "Index: []"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "large_manrs_irr_only[(large_manrs_irr_only.irr_percent > 0) & (large_manrs_irr_only.rpki_percent == 0)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43628eed",
   "metadata": {},
   "source": [
    "# **MANRS Action 4 Conformance**\n",
    "Conformance analysis is separate for ASes in the MANRS Network Operators Program and MANRS CDN Program"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "e6a10255",
   "metadata": {},
   "outputs": [],
   "source": [
    "def irr_or_rpki(r):\n",
    "    if r['irr_status'] == 'Valid' or r['rpki_status'] == 'Valid' or r['irr_status'] == 'Invalid,more-specific':\n",
    "        return True\n",
    "    return False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "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_origin['either_status'] = manrs_origin.apply(irr_or_rpki, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "ed771aaf",
   "metadata": {},
   "outputs": [],
   "source": [
    "non_manrs_origin['either_status'] = non_manrs_origin.apply(irr_or_rpki, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "66eb5ce3",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_origin_either = manrs_origin.groupby(['originasn_id', 'either_status']).size().unstack(fill_value=0).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "91cc0774",
   "metadata": {},
   "outputs": [],
   "source": [
    "non_manrs_origin_either = non_manrs_origin.groupby(['originasn_id', 'either_status']).size().unstack(fill_value=0).reset_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "124ee877",
   "metadata": {},
   "source": [
    "## Terminology: Explanation of column names\n",
    "`either_status`: Index of each row  \n",
    "`originasn_id`: A MANRS AS  \n",
    "`False`: Number of prefixes announced by the `originasn_id` that is neither RPKI valid nor IRR valid. MANRS ASes that announce such prefixes maybe non-conformant.  \n",
    "`True`: Number of prefixes announnced by the `originasn_id` that is either RPKI valid or IRR valid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "3a55b4bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>either_status</th>\n",
       "      <th>originasn_id</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>174</td>\n",
       "      <td>1345</td>\n",
       "      <td>2169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>278</td>\n",
       "      <td>3</td>\n",
       "      <td>143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>376</td>\n",
       "      <td>2</td>\n",
       "      <td>185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>680</td>\n",
       "      <td>2</td>\n",
       "      <td>284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1103</td>\n",
       "      <td>1</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1136</td>\n",
       "      <td>3</td>\n",
       "      <td>435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1221</td>\n",
       "      <td>146</td>\n",
       "      <td>214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1299</td>\n",
       "      <td>4</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1653</td>\n",
       "      <td>3</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1916</td>\n",
       "      <td>2</td>\n",
       "      <td>160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2614</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2914</td>\n",
       "      <td>2</td>\n",
       "      <td>231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>3292</td>\n",
       "      <td>7</td>\n",
       "      <td>143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>3356</td>\n",
       "      <td>439</td>\n",
       "      <td>268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>3549</td>\n",
       "      <td>719</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>4134</td>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>4181</td>\n",
       "      <td>2</td>\n",
       "      <td>1476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>4538</td>\n",
       "      <td>4</td>\n",
       "      <td>4341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>4764</td>\n",
       "      <td>5</td>\n",
       "      <td>448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>4809</td>\n",
       "      <td>1</td>\n",
       "      <td>289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>5511</td>\n",
       "      <td>13</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>5607</td>\n",
       "      <td>4</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>6461</td>\n",
       "      <td>181</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>7015</td>\n",
       "      <td>45</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>7016</td>\n",
       "      <td>13</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>7725</td>\n",
       "      <td>6</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>7843</td>\n",
       "      <td>5</td>\n",
       "      <td>142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>7850</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>7922</td>\n",
       "      <td>94</td>\n",
       "      <td>220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>8075</td>\n",
       "      <td>1</td>\n",
       "      <td>221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>9002</td>\n",
       "      <td>1</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>9541</td>\n",
       "      <td>3</td>\n",
       "      <td>566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>10796</td>\n",
       "      <td>5</td>\n",
       "      <td>668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>11351</td>\n",
       "      <td>4</td>\n",
       "      <td>159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>11426</td>\n",
       "      <td>5</td>\n",
       "      <td>217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>11427</td>\n",
       "      <td>3</td>\n",
       "      <td>218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>11955</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>12271</td>\n",
       "      <td>5</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>12735</td>\n",
       "      <td>1</td>\n",
       "      <td>464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>13367</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>14361</td>\n",
       "      <td>1</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>15296</td>\n",
       "      <td>2</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>15404</td>\n",
       "      <td>1</td>\n",
       "      <td>147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>15706</td>\n",
       "      <td>3</td>\n",
       "      <td>215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>16509</td>\n",
       "      <td>22</td>\n",
       "      <td>6254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>16735</td>\n",
       "      <td>1</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>16787</td>\n",
       "      <td>1</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>16796</td>\n",
       "      <td>3</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>16814</td>\n",
       "      <td>1</td>\n",
       "      <td>194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>19115</td>\n",
       "      <td>2</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>20001</td>\n",
       "      <td>10</td>\n",
       "      <td>235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>20115</td>\n",
       "      <td>45</td>\n",
       "      <td>2208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>20214</td>\n",
       "      <td>6</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>20473</td>\n",
       "      <td>9</td>\n",
       "      <td>915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>20940</td>\n",
       "      <td>53</td>\n",
       "      <td>3910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>21412</td>\n",
       "      <td>1</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>21508</td>\n",
       "      <td>7</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>21700</td>\n",
       "      <td>11</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>22122</td>\n",
       "      <td>2</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>22258</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>22909</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>23688</td>\n",
       "      <td>3</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>26134</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>26415</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>26806</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>27750</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>29422</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>29470</td>\n",
       "      <td>1</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>33287</td>\n",
       "      <td>22</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>33363</td>\n",
       "      <td>9</td>\n",
       "      <td>444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>33489</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>33490</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>33491</td>\n",
       "      <td>20</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>33588</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>33650</td>\n",
       "      <td>5</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>33651</td>\n",
       "      <td>14</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>33652</td>\n",
       "      <td>4</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>33657</td>\n",
       "      <td>15</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>33659</td>\n",
       "      <td>7</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>33660</td>\n",
       "      <td>5</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>33661</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>33662</td>\n",
       "      <td>11</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>33665</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>33666</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>33667</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>33668</td>\n",
       "      <td>14</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>33763</td>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>37457</td>\n",
       "      <td>8</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>39650</td>\n",
       "      <td>3</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>45474</td>\n",
       "      <td>3</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>47787</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>59414</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>131621</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>135327</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>135375</td>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>140443</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590</th>\n",
       "      <td>210122</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637</th>\n",
       "      <td>263661</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>266525</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>396955</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "either_status  originasn_id  False  True\n",
       "8                       174   1345  2169\n",
       "11                      278      3   143\n",
       "13                      376      2   185\n",
       "18                      680      2   284\n",
       "20                     1103      1    98\n",
       "21                     1136      3   435\n",
       "23                     1221    146   214\n",
       "25                     1299      4   132\n",
       "27                     1653      3    49\n",
       "30                     1916      2   160\n",
       "44                     2614      2    97\n",
       "47                     2914      2   231\n",
       "50                     3292      7   143\n",
       "53                     3356    439   268\n",
       "55                     3549    719    53\n",
       "61                     4134      1   756\n",
       "62                     4181      2  1476\n",
       "63                     4538      4  4341\n",
       "65                     4764      5   448\n",
       "67                     4809      1   289\n",
       "73                     5511     13    65\n",
       "75                     5607      4    31\n",
       "78                     6461    181    24\n",
       "82                     7015     45    59\n",
       "83                     7016     13    38\n",
       "90                     7725      6    35\n",
       "93                     7843      5   142\n",
       "94                     7850      1    24\n",
       "98                     7922     94   220\n",
       "100                    8075      1   221\n",
       "113                    9002      1    41\n",
       "119                    9541      3   566\n",
       "124                   10796      5   668\n",
       "135                   11351      4   159\n",
       "136                   11426      5   217\n",
       "137                   11427      3   218\n",
       "144                   11955      3    32\n",
       "145                   12271      5   180\n",
       "152                   12735      1   464\n",
       "160                   13367      6     9\n",
       "168                   14361      1    80\n",
       "174                   15296      2    63\n",
       "175                   15404      1   147\n",
       "181                   15706      3   215\n",
       "187                   16509     22  6254\n",
       "188                   16735      1    37\n",
       "189                   16787      1    58\n",
       "190                   16796      3    41\n",
       "191                   16814      1   194\n",
       "196                   19115      2    42\n",
       "200                   20001     10   235\n",
       "202                   20115     45  2208\n",
       "204                   20214      6    32\n",
       "205                   20473      9   915\n",
       "208                   20940     53  3910\n",
       "212                   21412      1    44\n",
       "213                   21508      7    17\n",
       "215                   21700     11    14\n",
       "218                   22122      2    78\n",
       "219                   22258      4     5\n",
       "225                   22909      6    11\n",
       "228                   23688      3   112\n",
       "244                   26134      1    25\n",
       "245                   26415      1     7\n",
       "248                   26806      1     6\n",
       "253                   27750      6     2\n",
       "284                   29422      1    22\n",
       "286                   29470      1    40\n",
       "303                   33287     22    38\n",
       "304                   33363      9   444\n",
       "305                   33489      3    11\n",
       "306                   33490      9    13\n",
       "307                   33491     20   104\n",
       "308                   33588      1    30\n",
       "309                   33650      5    31\n",
       "310                   33651     14    84\n",
       "311                   33652      4    41\n",
       "313                   33657     15    56\n",
       "314                   33659      7    41\n",
       "315                   33660      5    19\n",
       "316                   33661      6    12\n",
       "317                   33662     11    28\n",
       "318                   33665      1     0\n",
       "319                   33666      3     0\n",
       "320                   33667     20    20\n",
       "321                   33668     14    27\n",
       "322                   33763      1    89\n",
       "358                   37457      8    43\n",
       "371                   39650      3    35\n",
       "395                   45474      3    90\n",
       "403                   47787      3    11\n",
       "488                   59414      1     8\n",
       "528                  131621      1     2\n",
       "533                  135327      1     5\n",
       "536                  135375      2    16\n",
       "549                  140443      1    14\n",
       "590                  210122      2     2\n",
       "637                  263661      1    11\n",
       "694                  266525      1     3\n",
       "765                  396955      1     9"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_origin_either[manrs_origin_either[False] > 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "6967f274",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_origin_either['valid_percent'] = manrs_origin_either[True]/(manrs_origin_either[False] + manrs_origin_either[True])*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "71ebba16",
   "metadata": {},
   "outputs": [],
   "source": [
    "manrs_origin_either['company'] = manrs_origin_either['originasn_id'].apply(lambda x: manrs_org[x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "a5ebb80c",
   "metadata": {},
   "outputs": [],
   "source": [
    "non_manrs_origin_either['valid_percent'] = non_manrs_origin_either[True]/(non_manrs_origin_either[False] + non_manrs_origin_either[True])*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "7803ac73",
   "metadata": {},
   "outputs": [],
   "source": [
    "small_manrs_origin_either = manrs_origin_either[manrs_origin_either.originasn_id.isin(small)]\n",
    "medium_manrs_origin_either = manrs_origin_either[manrs_origin_either.originasn_id.isin(medium)]\n",
    "large_manrs_origin_either = manrs_origin_either[manrs_origin_either.originasn_id.isin(large)]\n",
    "small_non_manrs_origin_either = non_manrs_origin_either[non_manrs_origin_either.originasn_id.isin(small)]\n",
    "medium_non_manrs_origin_either = non_manrs_origin_either[non_manrs_origin_either.originasn_id.isin(medium)]\n",
    "large_non_manrs_origin_either = non_manrs_origin_either[non_manrs_origin_either.originasn_id.isin(large)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee18d51f",
   "metadata": {},
   "source": [
    "## **Non-conformant MANRS ASes in the Network Operators Program**\n",
    "\n",
    "An AS is non-conformant if it announces less than **90%** prefixes that are either RPKI valid or IRR valid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "54dcdf04",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>either_status</th>\n",
       "      <th>originasn_id</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>valid_percent</th>\n",
       "      <th>company</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>135327</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>83.333333</td>\n",
       "      <td>Cherry World Communication Pvt Ltd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>135375</td>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>88.888889</td>\n",
       "      <td>Today Communication Co. Ltd</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "either_status  originasn_id  False  True  valid_percent  \\\n",
       "533                  135327      1     5      83.333333   \n",
       "536                  135375      2    16      88.888889   \n",
       "\n",
       "either_status                             company  \n",
       "533            Cherry World Communication Pvt Ltd  \n",
       "536                   Today Communication Co. Ltd  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "small_manrs_origin_either[(small_manrs_origin_either.originasn_id.isin(manrs)) & (small_manrs_origin_either.valid_percent < 90)]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "aa816098",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>either_status</th>\n",
       "      <th>originasn_id</th>\n",
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       "      <th>True</th>\n",
       "      <th>valid_percent</th>\n",
       "      <th>company</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>5607</td>\n",
       "      <td>4</td>\n",
       "      <td>31</td>\n",
       "      <td>88.571429</td>\n",
       "      <td>Sky</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>7016</td>\n",
       "      <td>13</td>\n",
       "      <td>38</td>\n",
       "      <td>74.509804</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>7725</td>\n",
       "      <td>6</td>\n",
       "      <td>35</td>\n",
       "      <td>85.365854</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>7922</td>\n",
       "      <td>94</td>\n",
       "      <td>220</td>\n",
       "      <td>70.063694</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>13367</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>20214</td>\n",
       "      <td>6</td>\n",
       "      <td>32</td>\n",
       "      <td>84.210526</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>21508</td>\n",
       "      <td>7</td>\n",
       "      <td>17</td>\n",
       "      <td>70.833333</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>21700</td>\n",
       "      <td>11</td>\n",
       "      <td>14</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>Neptune Networks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>22258</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>55.555556</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>22909</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>64.705882</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>26806</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>85.714286</td>\n",
       "      <td>Saskatchewan Research Network Inc. (SRNET</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>27750</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>RedCLARA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>33287</td>\n",
       "      <td>22</td>\n",
       "      <td>38</td>\n",
       "      <td>63.333333</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>33489</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>78.571429</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>33490</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>59.090909</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>33650</td>\n",
       "      <td>5</td>\n",
       "      <td>31</td>\n",
       "      <td>86.111111</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>33657</td>\n",
       "      <td>15</td>\n",
       "      <td>56</td>\n",
       "      <td>78.873239</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>33659</td>\n",
       "      <td>7</td>\n",
       "      <td>41</td>\n",
       "      <td>85.416667</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>33660</td>\n",
       "      <td>5</td>\n",
       "      <td>19</td>\n",
       "      <td>79.166667</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>33661</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>33662</td>\n",
       "      <td>11</td>\n",
       "      <td>28</td>\n",
       "      <td>71.794872</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>33666</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>33667</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>33668</td>\n",
       "      <td>14</td>\n",
       "      <td>27</td>\n",
       "      <td>65.853659</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>37457</td>\n",
       "      <td>8</td>\n",
       "      <td>43</td>\n",
       "      <td>84.313725</td>\n",
       "      <td>Telkom Internet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>47787</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>78.571429</td>\n",
       "      <td>EDGOO NETWORKS LDA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>266525</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>MAXNET</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "either_status  originasn_id  False  True  valid_percent  \\\n",
       "75                     5607      4    31      88.571429   \n",
       "83                     7016     13    38      74.509804   \n",
       "90                     7725      6    35      85.365854   \n",
       "98                     7922     94   220      70.063694   \n",
       "160                   13367      6     9      60.000000   \n",
       "204                   20214      6    32      84.210526   \n",
       "213                   21508      7    17      70.833333   \n",
       "215                   21700     11    14      56.000000   \n",
       "219                   22258      4     5      55.555556   \n",
       "225                   22909      6    11      64.705882   \n",
       "248                   26806      1     6      85.714286   \n",
       "253                   27750      6     2      25.000000   \n",
       "303                   33287     22    38      63.333333   \n",
       "305                   33489      3    11      78.571429   \n",
       "306                   33490      9    13      59.090909   \n",
       "309                   33650      5    31      86.111111   \n",
       "313                   33657     15    56      78.873239   \n",
       "314                   33659      7    41      85.416667   \n",
       "315                   33660      5    19      79.166667   \n",
       "316                   33661      6    12      66.666667   \n",
       "317                   33662     11    28      71.794872   \n",
       "319                   33666      3     0       0.000000   \n",
       "320                   33667     20    20      50.000000   \n",
       "321                   33668     14    27      65.853659   \n",
       "358                   37457      8    43      84.313725   \n",
       "403                   47787      3    11      78.571429   \n",
       "694                  266525      1     3      75.000000   \n",
       "\n",
       "either_status                                    company  \n",
       "75                                                   Sky  \n",
       "83                                               Comcast  \n",
       "90                                               Comcast  \n",
       "98                                               Comcast  \n",
       "160                                              Comcast  \n",
       "204                                              Comcast  \n",
       "213                                              Comcast  \n",
       "215                                     Neptune Networks  \n",
       "219                                              Comcast  \n",
       "225                                              Comcast  \n",
       "248            Saskatchewan Research Network Inc. (SRNET  \n",
       "253                                             RedCLARA  \n",
       "303                                              Comcast  \n",
       "305                                              Comcast  \n",
       "306                                              Comcast  \n",
       "309                                              Comcast  \n",
       "313                                              Comcast  \n",
       "314                                              Comcast  \n",
       "315                                              Comcast  \n",
       "316                                              Comcast  \n",
       "317                                              Comcast  \n",
       "319                                              Comcast  \n",
       "320                                              Comcast  \n",
       "321                                              Comcast  \n",
       "358                                      Telkom Internet  \n",
       "403                                   EDGOO NETWORKS LDA  \n",
       "694                                               MAXNET  "
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "medium_manrs_origin_either[(medium_manrs_origin_either.originasn_id.isin(manrs)) & (medium_manrs_origin_either.valid_percent < 90)]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "578e7585",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>either_status</th>\n",
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       "      <th>8</th>\n",
       "      <td>174</td>\n",
       "      <td>1345</td>\n",
       "      <td>2169</td>\n",
       "      <td>61.724530</td>\n",
       "      <td>Cogent Communications Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1221</td>\n",
       "      <td>146</td>\n",
       "      <td>214</td>\n",
       "      <td>59.444444</td>\n",
       "      <td>Telstra Corporation Ltd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>3356</td>\n",
       "      <td>439</td>\n",
       "      <td>268</td>\n",
       "      <td>37.906648</td>\n",
       "      <td>CenturyLink</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>3549</td>\n",
       "      <td>719</td>\n",
       "      <td>53</td>\n",
       "      <td>6.865285</td>\n",
       "      <td>CenturyLink</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>5511</td>\n",
       "      <td>13</td>\n",
       "      <td>65</td>\n",
       "      <td>83.333333</td>\n",
       "      <td>Orange - Open Transit Internet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>6461</td>\n",
       "      <td>181</td>\n",
       "      <td>24</td>\n",
       "      <td>11.707317</td>\n",
       "      <td>Zayo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>7015</td>\n",
       "      <td>45</td>\n",
       "      <td>59</td>\n",
       "      <td>56.730769</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>33491</td>\n",
       "      <td>20</td>\n",
       "      <td>104</td>\n",
       "      <td>83.870968</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>33651</td>\n",
       "      <td>14</td>\n",
       "      <td>84</td>\n",
       "      <td>85.714286</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "either_status  originasn_id  False  True  valid_percent  \\\n",
       "8                       174   1345  2169      61.724530   \n",
       "23                     1221    146   214      59.444444   \n",
       "53                     3356    439   268      37.906648   \n",
       "55                     3549    719    53       6.865285   \n",
       "73                     5511     13    65      83.333333   \n",
       "78                     6461    181    24      11.707317   \n",
       "82                     7015     45    59      56.730769   \n",
       "307                   33491     20   104      83.870968   \n",
       "310                   33651     14    84      85.714286   \n",
       "\n",
       "either_status                         company  \n",
       "8                  Cogent Communications Inc.  \n",
       "23                    Telstra Corporation Ltd  \n",
       "53                                CenturyLink  \n",
       "55                                CenturyLink  \n",
       "73             Orange - Open Transit Internet  \n",
       "78                                       Zayo  \n",
       "82                                    Comcast  \n",
       "307                                   Comcast  \n",
       "310                                   Comcast  "
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "large_manrs_origin_either[(large_manrs_origin_either.originasn_id.isin(manrs)) & (large_manrs_origin_either.valid_percent < 90)]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "2675da00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "849"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(manrs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6cd8d0cd",
   "metadata": {},
   "source": [
    "## **Non-conformant MANRS ASes in the Network Operators Program**\n",
    "\n",
    "An AS is non-conformant if it announces less than **100%** prefixes that are either RPKI valid or IRR valid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "29fa40a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>either_status</th>\n",
       "      <th>originasn_id</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>valid_percent</th>\n",
       "      <th>company</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [originasn_id, False, True, valid_percent, company]\n",
       "Index: []"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "small_manrs_origin_either[(small_manrs_origin_either.originasn_id.isin(manrscdn)) & (small_manrs_origin_either.valid_percent < 100)]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "f870d33e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>either_status</th>\n",
       "      <th>originasn_id</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>valid_percent</th>\n",
       "      <th>company</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>8075</td>\n",
       "      <td>1</td>\n",
       "      <td>221</td>\n",
       "      <td>99.549550</td>\n",
       "      <td>Microsoft</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>16509</td>\n",
       "      <td>22</td>\n",
       "      <td>6254</td>\n",
       "      <td>99.649458</td>\n",
       "      <td>Amazon Web Services</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>20940</td>\n",
       "      <td>53</td>\n",
       "      <td>3910</td>\n",
       "      <td>98.662629</td>\n",
       "      <td>Akamai Technologies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>59414</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>88.888889</td>\n",
       "      <td>cloudscale.ch</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "either_status  originasn_id  False  True  valid_percent              company\n",
       "100                    8075      1   221      99.549550            Microsoft\n",
       "187                   16509     22  6254      99.649458  Amazon Web Services\n",
       "208                   20940     53  3910      98.662629  Akamai Technologies\n",
       "488                   59414      1     8      88.888889        cloudscale.ch"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "medium_manrs_origin_either[(medium_manrs_origin_either.originasn_id.isin(manrscdn)) & (medium_manrs_origin_either.valid_percent < 100)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "8c7b9f37",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>205</th>\n",
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       "      <td>9</td>\n",
       "      <td>915</td>\n",
       "      <td>99.025974</td>\n",
       "      <td>Vultr</td>\n",
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       "  </tbody>\n",
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      "text/plain": [
       "either_status  originasn_id  False  True  valid_percent company\n",
       "205                   20473      9   915      99.025974   Vultr"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "large_manrs_origin_either[(large_manrs_origin_either.originasn_id.isin(manrscdn)) & (large_manrs_origin_either.valid_percent < 100)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8f0418c",
   "metadata": {},
   "source": [
    "## Case studies\n",
    "\n",
    "In Table 1 in the paper, ISP1-3 and CDN1-3 are the companies:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09e81eae",
   "metadata": {},
   "source": [
    "### ISP1: comcast case"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "5f07c6d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "comcast = manrs_origin_either[manrs_origin_either.company == 'Comcast']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "ea77d5b1",
   "metadata": {},
   "outputs": [
    {
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       "      <th>delegated_asn_status</th>\n",
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       "      <th>moas</th>\n",
       "      <th>asn_id</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5165310</th>\n",
       "      <td>1411223304</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>104.243.67.0/24</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>100.0</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Invalid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>EZZI.net ROUTE</td>\n",
       "      <td>f</td>\n",
       "      <td>7922</td>\n",
       "      <td>US</td>\n",
       "      <td>7922</td>\n",
       "      <td>ISP</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                 timebin           prefix  hege  af  \\\n",
       "5165310  1411223304  2022-05-01 00:00:00+00  104.243.67.0/24   1.0   4   \n",
       "\n",
       "         visibility rpki_status irr_status delegated_prefix_status  \\\n",
       "5165310       100.0    NotFound    Invalid                assigned   \n",
       "\n",
       "        delegated_asn_status           descr moas  asn_id country_id  \\\n",
       "5165310             assigned  EZZI.net ROUTE    f    7922         US   \n",
       "\n",
       "         originasn_id nettype  either_status  \n",
       "5165310          7922     ISP          False  "
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_origin[manrs_origin.prefix == '104.243.67.0/24']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "617a8073",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>7015</td>\n",
       "      <td>45</td>\n",
       "      <td>59</td>\n",
       "      <td>56.730769</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>7016</td>\n",
       "      <td>13</td>\n",
       "      <td>38</td>\n",
       "      <td>74.509804</td>\n",
       "      <td>Comcast</td>\n",
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       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>7725</td>\n",
       "      <td>6</td>\n",
       "      <td>35</td>\n",
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       "      <th>98</th>\n",
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       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>13367</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>Comcast</td>\n",
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       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>20214</td>\n",
       "      <td>6</td>\n",
       "      <td>32</td>\n",
       "      <td>84.210526</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>21508</td>\n",
       "      <td>7</td>\n",
       "      <td>17</td>\n",
       "      <td>70.833333</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>22258</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>55.555556</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>22909</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>64.705882</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>33287</td>\n",
       "      <td>22</td>\n",
       "      <td>38</td>\n",
       "      <td>63.333333</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>33489</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>78.571429</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>33490</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>59.090909</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>33491</td>\n",
       "      <td>20</td>\n",
       "      <td>104</td>\n",
       "      <td>83.870968</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>33650</td>\n",
       "      <td>5</td>\n",
       "      <td>31</td>\n",
       "      <td>86.111111</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>33651</td>\n",
       "      <td>14</td>\n",
       "      <td>84</td>\n",
       "      <td>85.714286</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>33657</td>\n",
       "      <td>15</td>\n",
       "      <td>56</td>\n",
       "      <td>78.873239</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>33659</td>\n",
       "      <td>7</td>\n",
       "      <td>41</td>\n",
       "      <td>85.416667</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>33660</td>\n",
       "      <td>5</td>\n",
       "      <td>19</td>\n",
       "      <td>79.166667</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>33661</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>33662</td>\n",
       "      <td>11</td>\n",
       "      <td>28</td>\n",
       "      <td>71.794872</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>33665</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>33666</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>33667</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>33668</td>\n",
       "      <td>14</td>\n",
       "      <td>27</td>\n",
       "      <td>65.853659</td>\n",
       "      <td>Comcast</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "either_status  originasn_id  False  True  valid_percent  company\n",
       "82                     7015     45    59      56.730769  Comcast\n",
       "83                     7016     13    38      74.509804  Comcast\n",
       "90                     7725      6    35      85.365854  Comcast\n",
       "98                     7922     94   220      70.063694  Comcast\n",
       "160                   13367      6     9      60.000000  Comcast\n",
       "204                   20214      6    32      84.210526  Comcast\n",
       "213                   21508      7    17      70.833333  Comcast\n",
       "219                   22258      4     5      55.555556  Comcast\n",
       "225                   22909      6    11      64.705882  Comcast\n",
       "303                   33287     22    38      63.333333  Comcast\n",
       "305                   33489      3    11      78.571429  Comcast\n",
       "306                   33490      9    13      59.090909  Comcast\n",
       "307                   33491     20   104      83.870968  Comcast\n",
       "309                   33650      5    31      86.111111  Comcast\n",
       "310                   33651     14    84      85.714286  Comcast\n",
       "313                   33657     15    56      78.873239  Comcast\n",
       "314                   33659      7    41      85.416667  Comcast\n",
       "315                   33660      5    19      79.166667  Comcast\n",
       "316                   33661      6    12      66.666667  Comcast\n",
       "317                   33662     11    28      71.794872  Comcast\n",
       "318                   33665      1     0       0.000000  Comcast\n",
       "319                   33666      3     0       0.000000  Comcast\n",
       "320                   33667     20    20      50.000000  Comcast\n",
       "321                   33668     14    27      65.853659  Comcast"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "comcast[comcast.valid_percent < 90]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "24c9bab0",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">7922</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>79</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Invalid,more-specific</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NotFound</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">11025</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Invalid,more-specific</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">13367</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NotFound</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">20214</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">21508</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">22258</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22909</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">33287</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NotFound</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33489</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33490</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">33491</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Invalid,more-specific</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">33650</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NotFound</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">33651</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NotFound</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">33652</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NotFound</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33654</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">33657</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NotFound</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">33659</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NotFound</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33660</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">33661</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NotFound</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">33662</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NotFound</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33665</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33666</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">33667</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NotFound</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">33668</th>\n",
       "      <th>Invalid</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NotFound</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36733</th>\n",
       "      <th>Valid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "rpki_status                         Invalid  Invalid,more-specific  NotFound  \\\n",
       "originasn_id irr_status                                                        \n",
       "7015         Invalid                      0                      0        43   \n",
       "             NotFound                     0                      0         2   \n",
       "             Valid                        0                      0         1   \n",
       "7016         Invalid                      0                      0        10   \n",
       "             NotFound                     0                      0         3   \n",
       "             Valid                        0                      0         2   \n",
       "7725         Invalid                      1                      0         5   \n",
       "             Valid                        0                      0         7   \n",
       "7922         Invalid                      0                      0        79   \n",
       "             Invalid,more-specific        0                      2         0   \n",
       "             NotFound                     0                      0        15   \n",
       "             Valid                        0                      0         6   \n",
       "11025        Invalid                      0                      0         0   \n",
       "             Invalid,more-specific        0                      0         0   \n",
       "             Valid                        0                      0         0   \n",
       "13367        Invalid                      0                      0         5   \n",
       "             NotFound                     0                      0         1   \n",
       "20214        Invalid                      0                      0         6   \n",
       "             Valid                        0                      0         2   \n",
       "21508        Invalid                      0                      0         7   \n",
       "             Valid                        0                      0         2   \n",
       "22258        Invalid                      0                      0         4   \n",
       "             Valid                        0                      0         2   \n",
       "22909        Invalid                      0                      0         6   \n",
       "33287        Invalid                      3                      0        17   \n",
       "             NotFound                     0                      0         2   \n",
       "             Valid                        0                      0         1   \n",
       "33489        Invalid                      0                      0         3   \n",
       "33490        Invalid                      0                      0         9   \n",
       "33491        Invalid                      0                      0        20   \n",
       "             Invalid,more-specific        0                      0         1   \n",
       "33650        Invalid                      0                      0         3   \n",
       "             NotFound                     0                      0         2   \n",
       "             Valid                        0                      0         6   \n",
       "33651        Invalid                      0                      0        13   \n",
       "             NotFound                     0                      0         1   \n",
       "             Valid                        0                      0         8   \n",
       "33652        Invalid                      0                      0         2   \n",
       "             NotFound                     0                      0         2   \n",
       "             Valid                        0                      0         2   \n",
       "33654        Invalid                      0                      0         0   \n",
       "33657        Invalid                      0                      0        15   \n",
       "             NotFound                     0                      0         0   \n",
       "             Valid                        0                      0         4   \n",
       "33659        Invalid                      1                      0         4   \n",
       "             NotFound                     0                      0         2   \n",
       "             Valid                        0                      0         5   \n",
       "33660        Invalid                      0                      0         5   \n",
       "33661        Invalid                      0                      0         5   \n",
       "             NotFound                     0                      0         1   \n",
       "33662        Invalid                      2                      0         7   \n",
       "             NotFound                     0                      0         2   \n",
       "             Valid                        0                      0         0   \n",
       "33665        Invalid                      0                      0         1   \n",
       "33666        Invalid                      0                      0         3   \n",
       "33667        Invalid                      1                      0        18   \n",
       "             NotFound                     0                      0         1   \n",
       "             Valid                        0                      0         1   \n",
       "33668        Invalid                      2                      0        11   \n",
       "             NotFound                     0                      0         1   \n",
       "             Valid                        0                      0         2   \n",
       "36733        Valid                        0                      0         0   \n",
       "\n",
       "rpki_status                         Valid  \n",
       "originasn_id irr_status                    \n",
       "7015         Invalid                   58  \n",
       "             NotFound                   0  \n",
       "             Valid                      0  \n",
       "7016         Invalid                   36  \n",
       "             NotFound                   0  \n",
       "             Valid                      0  \n",
       "7725         Invalid                   28  \n",
       "             Valid                      0  \n",
       "7922         Invalid                   31  \n",
       "             Invalid,more-specific      8  \n",
       "             NotFound                   1  \n",
       "             Valid                    172  \n",
       "11025        Invalid                    2  \n",
       "             Invalid,more-specific      5  \n",
       "             Valid                      3  \n",
       "13367        Invalid                    9  \n",
       "             NotFound                   0  \n",
       "20214        Invalid                   30  \n",
       "             Valid                      0  \n",
       "21508        Invalid                   15  \n",
       "             Valid                      0  \n",
       "22258        Invalid                    3  \n",
       "             Valid                      0  \n",
       "22909        Invalid                   11  \n",
       "33287        Invalid                   37  \n",
       "             NotFound                   0  \n",
       "             Valid                      0  \n",
       "33489        Invalid                   11  \n",
       "33490        Invalid                   13  \n",
       "33491        Invalid                  103  \n",
       "             Invalid,more-specific      0  \n",
       "33650        Invalid                   25  \n",
       "             NotFound                   0  \n",
       "             Valid                      0  \n",
       "33651        Invalid                   76  \n",
       "             NotFound                   0  \n",
       "             Valid                      0  \n",
       "33652        Invalid                   39  \n",
       "             NotFound                   0  \n",
       "             Valid                      0  \n",
       "33654        Invalid                    1  \n",
       "33657        Invalid                   50  \n",
       "             NotFound                   2  \n",
       "             Valid                      0  \n",
       "33659        Invalid                   36  \n",
       "             NotFound                   0  \n",
       "             Valid                      0  \n",
       "33660        Invalid                   19  \n",
       "33661        Invalid                   12  \n",
       "             NotFound                   0  \n",
       "33662        Invalid                   27  \n",
       "             NotFound                   0  \n",
       "             Valid                      1  \n",
       "33665        Invalid                    0  \n",
       "33666        Invalid                    0  \n",
       "33667        Invalid                   19  \n",
       "             NotFound                   0  \n",
       "             Valid                      0  \n",
       "33668        Invalid                   25  \n",
       "             NotFound                   0  \n",
       "             Valid                      0  \n",
       "36733        Valid                      1  "
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_origin[manrs_origin.originasn_id.isin(comcast.originasn_id)].groupby(['originasn_id', 'irr_status', 'rpki_status']).size().unstack(fill_value=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aaeccbba",
   "metadata": {},
   "source": [
    "### CDN1: akamai case"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "e72cd32e",
   "metadata": {},
   "outputs": [],
   "source": [
    "akamai = manrs_origin_either[manrs_origin_either.company == 'Akamai Technologies']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "77007383",
   "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",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>either_status</th>\n",
       "      <th>originasn_id</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>valid_percent</th>\n",
       "      <th>company</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>20940</td>\n",
       "      <td>53</td>\n",
       "      <td>3910</td>\n",
       "      <td>98.662629</td>\n",
       "      <td>Akamai Technologies</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "either_status  originasn_id  False  True  valid_percent              company\n",
       "208                   20940     53  3910      98.662629  Akamai Technologies"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "akamai"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "aa7190cd",
   "metadata": {},
   "outputs": [
    {
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       "      <td>20940</td>\n",
       "      <td>CDN</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>705744</th>\n",
       "      <td>1415683337</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
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       "      <td>Invalid</td>\n",
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       "      <td>assigned</td>\n",
       "      <td>UniRed - Infointernet - RED_36\\nTelefonica Dat...</td>\n",
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       "      <td>PE</td>\n",
       "      <td>20940</td>\n",
       "      <td>CDN</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>3484956</th>\n",
       "      <td>1412903885</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
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       "      <td>0.360544</td>\n",
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       "      <td>20940</td>\n",
       "      <td>PE</td>\n",
       "      <td>20940</td>\n",
       "      <td>CDN</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5271186</th>\n",
       "      <td>1411117846</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>23.216.13.0/24</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>Akamai Technologies</td>\n",
       "      <td>f</td>\n",
       "      <td>20940</td>\n",
       "      <td>US</td>\n",
       "      <td>20940</td>\n",
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       "      <td>True</td>\n",
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       "                 id                 timebin           prefix      hege  af  \\\n",
       "705730   1415683351  2022-05-01 00:00:00+00  200.60.190.0/24  0.360544   4   \n",
       "705744   1415683337  2022-05-01 00:00:00+00  200.60.136.0/23  0.360544   4   \n",
       "3484956  1412903885  2022-05-01 00:00:00+00  200.60.136.0/24  0.360544   4   \n",
       "5271186  1411117846  2022-05-01 00:00:00+00   23.216.13.0/24  1.000000   4   \n",
       "\n",
       "         visibility rpki_status             irr_status  \\\n",
       "705730    36.065574     Invalid                Invalid   \n",
       "705744    36.065574     Invalid                Invalid   \n",
       "3484956   36.065574     Invalid                Invalid   \n",
       "5271186   99.453552     Invalid  Invalid,more-specific   \n",
       "\n",
       "        delegated_prefix_status delegated_asn_status  \\\n",
       "705730                 assigned             assigned   \n",
       "705744                 assigned             assigned   \n",
       "3484956                assigned             assigned   \n",
       "5271186                assigned             assigned   \n",
       "\n",
       "                                                     descr moas  asn_id  \\\n",
       "705730                       Proxy-registered route object    f   20940   \n",
       "705744   UniRed - Infointernet - RED_36\\nTelefonica Dat...    f   20940   \n",
       "3484956  UniRed - Infointernet - RED_36\\nTelefonica Dat...    f   20940   \n",
       "5271186                                Akamai Technologies    f   20940   \n",
       "\n",
       "        country_id  originasn_id nettype  either_status  \n",
       "705730          PE         20940     CDN          False  \n",
       "705744          PE         20940     CDN          False  \n",
       "3484956         PE         20940     CDN          False  \n",
       "5271186         US         20940     CDN           True  "
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_origin[(manrs_origin.originasn_id == 20940) & (manrs_origin.rpki_status.str.contains('Invalid'))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "a7447cfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "        vertical-align: top;\n",
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       "\n",
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th rowspan=\"2\" valign=\"top\">34164</th>\n",
       "      <th>NotFound</th>\n",
       "      <td>13</td>\n",
       "      <td>19</td>\n",
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       "      <td>118</td>\n",
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       "      <th>Valid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "irr_status                Invalid  Invalid,more-specific  NotFound  Valid\n",
       "originasn_id rpki_status                                                 \n",
       "34164        NotFound          13                     19         1    118\n",
       "             Valid              0                      0         0     15"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "non_manrs_origin[non_manrs_origin.originasn_id==34164].groupby(['originasn_id', 'rpki_status', 'irr_status']).size().unstack(fill_value=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04c3c120",
   "metadata": {},
   "source": [
    "### CDN2: amazon case"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "ee0ec16d",
   "metadata": {},
   "outputs": [],
   "source": [
    "amazon = manrs_origin_either[manrs_origin_either.company == 'Amazon Web Services']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "1cd4816d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>Amazon - Cloudfront</td>\n",
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       "      <td>16509</td>\n",
       "      <td>US</td>\n",
       "      <td>16509</td>\n",
       "      <td>CDN</td>\n",
       "      <td>True</td>\n",
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       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>65.8.136.0/22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Invalid,more-specific</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>AWS CloudFront Global</td>\n",
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       "      <td>US</td>\n",
       "      <td>16509</td>\n",
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       "    <tr>\n",
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       "      <td>1415199894</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>52.85.227.0/24</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Amazon - CloudFront TD</td>\n",
       "      <td>f</td>\n",
       "      <td>16509</td>\n",
       "      <td>US</td>\n",
       "      <td>16509</td>\n",
       "      <td>CDN</td>\n",
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       "    <tr>\n",
       "      <th>1189621</th>\n",
       "      <td>1415199888</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>13.225.128.0/21</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Amazon - Cloudfront</td>\n",
       "      <td>f</td>\n",
       "      <td>16509</td>\n",
       "      <td>US</td>\n",
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       "      <td>CDN</td>\n",
       "      <td>True</td>\n",
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       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>5294465</th>\n",
       "      <td>1411095044</td>\n",
       "      <td>2022-05-01 00:00:00+00</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>Amazon EC2 Prefix</td>\n",
       "      <td>f</td>\n",
       "      <td>16509</td>\n",
       "      <td>US</td>\n",
       "      <td>16509</td>\n",
       "      <td>CDN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294469</th>\n",
       "      <td>1411095040</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>15.193.0.0/24</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Amazon EC2 BOM prefix</td>\n",
       "      <td>f</td>\n",
       "      <td>16509</td>\n",
       "      <td>IN</td>\n",
       "      <td>16509</td>\n",
       "      <td>CDN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294472</th>\n",
       "      <td>1411095037</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>15.177.89.0/24</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Amazon EC2 DUB prefix</td>\n",
       "      <td>f</td>\n",
       "      <td>16509</td>\n",
       "      <td>IE</td>\n",
       "      <td>16509</td>\n",
       "      <td>CDN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294474</th>\n",
       "      <td>1411095035</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>15.161.0.0/16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Amazon EC2 MXP prefix</td>\n",
       "      <td>f</td>\n",
       "      <td>16509</td>\n",
       "      <td>IT</td>\n",
       "      <td>16509</td>\n",
       "      <td>CDN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5294477</th>\n",
       "      <td>1411095032</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>15.158.103.0/24</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Amazon - CloudFront</td>\n",
       "      <td>f</td>\n",
       "      <td>16509</td>\n",
       "      <td>US</td>\n",
       "      <td>16509</td>\n",
       "      <td>CDN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6276 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                 timebin           prefix  hege  af  \\\n",
       "1152144  1415236935  2022-05-01 00:00:00+00  52.124.231.0/24   1.0   4   \n",
       "1152149  1415236930  2022-05-01 00:00:00+00  13.225.121.0/24   1.0   4   \n",
       "1155353  1415234156  2022-05-01 00:00:00+00    65.8.136.0/22   1.0   4   \n",
       "1189615  1415199894  2022-05-01 00:00:00+00   52.85.227.0/24   1.0   4   \n",
       "1189621  1415199888  2022-05-01 00:00:00+00  13.225.128.0/21   1.0   4   \n",
       "...             ...                     ...              ...   ...  ..   \n",
       "5294465  1411095044  2022-05-01 00:00:00+00   15.197.13.0/24   1.0   4   \n",
       "5294469  1411095040  2022-05-01 00:00:00+00    15.193.0.0/24   1.0   4   \n",
       "5294472  1411095037  2022-05-01 00:00:00+00   15.177.89.0/24   1.0   4   \n",
       "5294474  1411095035  2022-05-01 00:00:00+00    15.161.0.0/16   1.0   4   \n",
       "5294477  1411095032  2022-05-01 00:00:00+00  15.158.103.0/24   1.0   4   \n",
       "\n",
       "         visibility rpki_status             irr_status  \\\n",
       "1152144   99.453552       Valid                  Valid   \n",
       "1152149   98.907104       Valid                  Valid   \n",
       "1155353   99.453552       Valid  Invalid,more-specific   \n",
       "1189615   99.453552       Valid                  Valid   \n",
       "1189621   99.453552       Valid                  Valid   \n",
       "...             ...         ...                    ...   \n",
       "5294465   98.907104       Valid                  Valid   \n",
       "5294469  100.000000       Valid                  Valid   \n",
       "5294472  100.000000       Valid                  Valid   \n",
       "5294474  100.000000       Valid                  Valid   \n",
       "5294477  100.000000       Valid                  Valid   \n",
       "\n",
       "        delegated_prefix_status delegated_asn_status                   descr  \\\n",
       "1152144                assigned             assigned     Amazon - Cloudfront   \n",
       "1152149                assigned             assigned     Amazon - Cloudfront   \n",
       "1155353                assigned             assigned   AWS CloudFront Global   \n",
       "1189615                assigned             assigned  Amazon - CloudFront TD   \n",
       "1189621                assigned             assigned     Amazon - Cloudfront   \n",
       "...                         ...                  ...                     ...   \n",
       "5294465                assigned             assigned       Amazon EC2 Prefix   \n",
       "5294469                assigned             assigned   Amazon EC2 BOM prefix   \n",
       "5294472                assigned             assigned   Amazon EC2 DUB prefix   \n",
       "5294474                assigned             assigned   Amazon EC2 MXP prefix   \n",
       "5294477                assigned             assigned     Amazon - CloudFront   \n",
       "\n",
       "        moas  asn_id country_id  originasn_id nettype  either_status  \n",
       "1152144    f   16509         US         16509     CDN           True  \n",
       "1152149    f   16509         US         16509     CDN           True  \n",
       "1155353    f   16509         US         16509     CDN           True  \n",
       "1189615    f   16509         US         16509     CDN           True  \n",
       "1189621    f   16509         US         16509     CDN           True  \n",
       "...      ...     ...        ...           ...     ...            ...  \n",
       "5294465    f   16509         US         16509     CDN           True  \n",
       "5294469    f   16509         IN         16509     CDN           True  \n",
       "5294472    f   16509         IE         16509     CDN           True  \n",
       "5294474    f   16509         IT         16509     CDN           True  \n",
       "5294477    f   16509         US         16509     CDN           True  \n",
       "\n",
       "[6276 rows x 17 columns]"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_origin[manrs_origin.originasn_id.isin(amazon.originasn_id)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "cd2eca7c",
   "metadata": {},
   "outputs": [
    {
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       "      <td>16509</td>\n",
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       "      <td>16509</td>\n",
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       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>98.360656</td>\n",
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       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>99.453552</td>\n",
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       "      <td>f</td>\n",
       "      <td>16509</td>\n",
       "      <td>GB</td>\n",
       "      <td>16509</td>\n",
       "      <td>CDN</td>\n",
       "      <td>False</td>\n",
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      "text/plain": [
       "                 id                 timebin            prefix      hege  af  \\\n",
       "2875845  1413512636  2022-05-01 00:00:00+00   103.107.56.0/24  1.000000   4   \n",
       "3204373  1413185542  2022-05-01 00:00:00+00  185.212.119.0/24  1.000000   4   \n",
       "3486203  1412903306  2022-05-01 00:00:00+00   158.51.108.0/24  0.489796   4   \n",
       "4346536  1412042329  2022-05-01 00:00:00+00  103.115.102.0/24  1.000000   4   \n",
       "4391346  1411998163  2022-05-01 00:00:00+00    141.11.71.0/24  1.000000   4   \n",
       "4452970  1411936539  2022-05-01 00:00:00+00  185.120.174.0/24  1.000000   4   \n",
       "4524488  1411864509  2022-05-01 00:00:00+00    193.38.53.0/24  1.000000   4   \n",
       "4525659  1411863352  2022-05-01 00:00:00+00   185.170.41.0/24  1.000000   4   \n",
       "4739913  1411649596  2022-05-01 00:00:00+00   217.117.65.0/24  1.000000   4   \n",
       "4925298  1411463659  2022-05-01 00:00:00+00    141.11.12.0/22  1.000000   4   \n",
       "5188114  1411201019  2022-05-01 00:00:00+00   185.88.185.0/24  1.000000   4   \n",
       "\n",
       "         visibility rpki_status irr_status delegated_prefix_status  \\\n",
       "2875845   98.907104     Invalid    Invalid                assigned   \n",
       "3204373   98.907104     Invalid    Invalid                assigned   \n",
       "3486203   40.983607     Invalid      Valid                assigned   \n",
       "4346536   98.907104     Invalid    Invalid                assigned   \n",
       "4391346   99.453552     Invalid    Invalid                assigned   \n",
       "4452970   98.907104     Invalid    Invalid                assigned   \n",
       "4524488   98.907104     Invalid    Invalid                assigned   \n",
       "4525659   99.453552     Invalid    Invalid                assigned   \n",
       "4739913   99.453552     Invalid    Invalid                assigned   \n",
       "4925298   98.360656     Invalid    Invalid                assigned   \n",
       "5188114   99.453552     Invalid    Invalid                assigned   \n",
       "\n",
       "        delegated_asn_status                          descr moas  asn_id  \\\n",
       "2875845             assigned       PROXY ROUTE FOR MICROTEL    f   16509   \n",
       "3204373             assigned                            NaN    f   16509   \n",
       "3486203             assigned              Amazon EC2 Prefix    f   16509   \n",
       "4346536             assigned  Proxy-registered route object    f   16509   \n",
       "4391346             assigned                            NaN    f   16509   \n",
       "4452970             assigned                            NaN    f   16509   \n",
       "4524488             assigned                            NaN    f   16509   \n",
       "4525659             assigned                            NaN    f   16509   \n",
       "4739913             assigned                            NaN    f   16509   \n",
       "4925298             assigned                            NaN    f   16509   \n",
       "5188114             assigned                            NaN    f   16509   \n",
       "\n",
       "        country_id  originasn_id nettype  either_status  \n",
       "2875845         SG         16509     CDN          False  \n",
       "3204373         GB         16509     CDN          False  \n",
       "3486203         US         16509     CDN           True  \n",
       "4346536         HK         16509     CDN          False  \n",
       "4391346         IN         16509     CDN          False  \n",
       "4452970         GB         16509     CDN          False  \n",
       "4524488         IN         16509     CDN          False  \n",
       "4525659         IN         16509     CDN          False  \n",
       "4739913         UA         16509     CDN          False  \n",
       "4925298         US         16509     CDN          False  \n",
       "5188114         GB         16509     CDN          False  "
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_origin[(manrs_origin.originasn_id == 16509) & (manrs_origin.rpki_status.str.contains('Invalid'))]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff1e09e9",
   "metadata": {},
   "source": [
    "### CDN3: vultr case"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "b0e493b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "vultr = manrs_origin_either[manrs_origin_either.company == 'Vultr']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "296de900",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Choopa, LLC - POL1</td>\n",
       "      <td>f</td>\n",
       "      <td>20473</td>\n",
       "      <td>PL</td>\n",
       "      <td>20473</td>\n",
       "      <td>CDN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056279</th>\n",
       "      <td>1415332605</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>139.180.176.0/21</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>98.907104</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Customer Route</td>\n",
       "      <td>f</td>\n",
       "      <td>20473</td>\n",
       "      <td>AU</td>\n",
       "      <td>20473</td>\n",
       "      <td>CDN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056297</th>\n",
       "      <td>1415332587</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>108.61.251.0/24</td>\n",
       "      <td>1.0</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>108.61.251.0/24</td>\n",
       "      <td>f</td>\n",
       "      <td>20473</td>\n",
       "      <td>AU</td>\n",
       "      <td>20473</td>\n",
       "      <td>CDN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056451</th>\n",
       "      <td>1415332580</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>108.61.227.0/24</td>\n",
       "      <td>1.0</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>CHOOPA</td>\n",
       "      <td>f</td>\n",
       "      <td>20473</td>\n",
       "      <td>AU</td>\n",
       "      <td>20473</td>\n",
       "      <td>CDN</td>\n",
       "      <td>True</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>5284095</th>\n",
       "      <td>1411105000</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>140.82.32.0/21</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Customer Route</td>\n",
       "      <td>f</td>\n",
       "      <td>20473</td>\n",
       "      <td>DE</td>\n",
       "      <td>20473</td>\n",
       "      <td>CDN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5286131</th>\n",
       "      <td>1411102553</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>108.61.103.0/24</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>AS20473</td>\n",
       "      <td>f</td>\n",
       "      <td>20473</td>\n",
       "      <td>NL</td>\n",
       "      <td>20473</td>\n",
       "      <td>CDN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5286173</th>\n",
       "      <td>1411102511</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>108.61.170.0/23</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>108.61.170.0/23</td>\n",
       "      <td>f</td>\n",
       "      <td>20473</td>\n",
       "      <td>DE</td>\n",
       "      <td>20473</td>\n",
       "      <td>CDN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5286191</th>\n",
       "      <td>1411102493</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>108.61.198.0/23</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>Amsterdam, NL</td>\n",
       "      <td>f</td>\n",
       "      <td>20473</td>\n",
       "      <td>NL</td>\n",
       "      <td>20473</td>\n",
       "      <td>CDN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5292477</th>\n",
       "      <td>1411096606</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>45.63.116.0/22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Valid</td>\n",
       "      <td>assigned</td>\n",
       "      <td>assigned</td>\n",
       "      <td>AS20473</td>\n",
       "      <td>f</td>\n",
       "      <td>20473</td>\n",
       "      <td>DE</td>\n",
       "      <td>20473</td>\n",
       "      <td>CDN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>924 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                 timebin            prefix  hege  af  \\\n",
       "780020   1415609136  2022-05-01 00:00:00+00   173.199.83.0/24   1.0   4   \n",
       "818054   1415571030  2022-05-01 00:00:00+00   108.61.107.0/24   1.0   4   \n",
       "1056279  1415332605  2022-05-01 00:00:00+00  139.180.176.0/21   1.0   4   \n",
       "1056297  1415332587  2022-05-01 00:00:00+00   108.61.251.0/24   1.0   4   \n",
       "1056451  1415332580  2022-05-01 00:00:00+00   108.61.227.0/24   1.0   4   \n",
       "...             ...                     ...               ...   ...  ..   \n",
       "5284095  1411105000  2022-05-01 00:00:00+00    140.82.32.0/21   1.0   4   \n",
       "5286131  1411102553  2022-05-01 00:00:00+00   108.61.103.0/24   1.0   4   \n",
       "5286173  1411102511  2022-05-01 00:00:00+00   108.61.170.0/23   1.0   4   \n",
       "5286191  1411102493  2022-05-01 00:00:00+00   108.61.198.0/23   1.0   4   \n",
       "5292477  1411096606  2022-05-01 00:00:00+00    45.63.116.0/22   1.0   4   \n",
       "\n",
       "         visibility rpki_status irr_status delegated_prefix_status  \\\n",
       "780020   100.000000       Valid      Valid                assigned   \n",
       "818054   100.000000       Valid      Valid                assigned   \n",
       "1056279   98.907104    NotFound      Valid                assigned   \n",
       "1056297   98.907104       Valid      Valid                assigned   \n",
       "1056451   98.907104       Valid      Valid                assigned   \n",
       "...             ...         ...        ...                     ...   \n",
       "5284095  100.000000       Valid      Valid                assigned   \n",
       "5286131  100.000000       Valid      Valid                assigned   \n",
       "5286173  100.000000       Valid      Valid                assigned   \n",
       "5286191  100.000000       Valid      Valid                assigned   \n",
       "5292477  100.000000       Valid      Valid                assigned   \n",
       "\n",
       "        delegated_asn_status                                            descr  \\\n",
       "780020              assigned  auto-generated route object for 173.199.83.0/24   \n",
       "818054              assigned                               Choopa, LLC - POL1   \n",
       "1056279             assigned                                   Customer Route   \n",
       "1056297             assigned                                  108.61.251.0/24   \n",
       "1056451             assigned                                           CHOOPA   \n",
       "...                      ...                                              ...   \n",
       "5284095             assigned                                   Customer Route   \n",
       "5286131             assigned                                          AS20473   \n",
       "5286173             assigned                                  108.61.170.0/23   \n",
       "5286191             assigned                                    Amsterdam, NL   \n",
       "5292477             assigned                                          AS20473   \n",
       "\n",
       "        moas  asn_id country_id  originasn_id nettype  either_status  \n",
       "780020     f   20473         PL         20473     CDN           True  \n",
       "818054     f   20473         PL         20473     CDN           True  \n",
       "1056279    f   20473         AU         20473     CDN           True  \n",
       "1056297    f   20473         AU         20473     CDN           True  \n",
       "1056451    f   20473         AU         20473     CDN           True  \n",
       "...      ...     ...        ...           ...     ...            ...  \n",
       "5284095    f   20473         DE         20473     CDN           True  \n",
       "5286131    f   20473         NL         20473     CDN           True  \n",
       "5286173    f   20473         DE         20473     CDN           True  \n",
       "5286191    f   20473         NL         20473     CDN           True  \n",
       "5292477    f   20473         DE         20473     CDN           True  \n",
       "\n",
       "[924 rows x 17 columns]"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_origin[manrs_origin.originasn_id.isin(vultr.originasn_id)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "05c41231",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>nettype</th>\n",
       "      <th>either_status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4944701</th>\n",
       "      <td>1411444207</td>\n",
       "      <td>2022-05-01 00:00:00+00</td>\n",
       "      <td>193.106.197.0/24</td>\n",
       "      <td>1.0</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>20473</td>\n",
       "      <td>TR</td>\n",
       "      <td>20473</td>\n",
       "      <td>CDN</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                 timebin            prefix  hege  af  \\\n",
       "4944701  1411444207  2022-05-01 00:00:00+00  193.106.197.0/24   1.0   4   \n",
       "\n",
       "         visibility rpki_status irr_status delegated_prefix_status  \\\n",
       "4944701   98.907104     Invalid    Invalid                assigned   \n",
       "\n",
       "        delegated_asn_status descr moas  asn_id country_id  originasn_id  \\\n",
       "4944701             assigned   NaN    f   20473         TR         20473   \n",
       "\n",
       "        nettype  either_status  \n",
       "4944701     CDN          False  "
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manrs_origin[(manrs_origin.originasn_id == 20473) & (manrs_origin.rpki_status.str.contains('Invalid'))]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f691086",
   "metadata": {},
   "source": [
    "### ISP3: level3 case"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "1a9ab011",
   "metadata": {},
   "outputs": [],
   "source": [
    "level3 = manrs_origin_either[manrs_origin_either.company == 'CenturyLink']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f288e83e",
   "metadata": {},
   "source": [
    "### ISP2: cogent case"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "09cf1ec5",
   "metadata": {},
   "outputs": [],
   "source": [
    "cogent = manrs_origin_either[manrs_origin_either.company == 'Cogent Communications Inc.']"
   ]
  }
 ],
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