example_notebooks/match_entity_records.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Match Entity Records\n",
    "\n",
    "Demonstrates use of the Intelligence Toolkit library to compare groups in a dataset.\n",
    "\n",
    "See [readme](https://github.com/microsoft/intelligence-toolkit/blob/main/app/workflows/match_entity_records/README.md) for more details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ddesouza/Projects/intelligence-toolkit/.venv/lib/python3.11/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:13: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from tqdm.autonotebook import tqdm, trange\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "\n",
    "sys.path.append(\"..\")\n",
    "import polars as pl\n",
    "from intelligence_toolkit.match_entity_records.api import (\n",
    "    MatchEntityRecords,\n",
    ")\n",
    "\n",
    "from intelligence_toolkit.match_entity_records.classes import (\n",
    "    RecordsModel,\n",
    "    AttributeToMatch,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded data\n"
     ]
    }
   ],
   "source": [
    "# Create the workflow object\n",
    "import os\n",
    "from intelligence_toolkit.AI.openai_configuration import OpenAIConfiguration\n",
    "\n",
    "\n",
    "mer = MatchEntityRecords()\n",
    "\n",
    "ai_configuration = OpenAIConfiguration(\n",
    "    {\n",
    "        \"api_type\": \"OpenAI\",\n",
    "        \"api_key\": os.environ[\"OPENAI_API_KEY\"],\n",
    "        \"model\": \"gpt-4o\",\n",
    "    }\n",
    ")\n",
    "mer.set_ai_configuration(ai_configuration)\n",
    "data_1_file = \"../example_outputs/match_entity_records/company_grievances/company_grievances_input_data_1.csv\"\n",
    "data_2_file = \"../example_outputs/match_entity_records/company_grievances/company_grievances_input_data_2.csv\"\n",
    "data_1_df = pl.read_csv(data_1_file)\n",
    "data_2_df = pl.read_csv(data_2_file)\n",
    "print(\"Loaded data\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data model has **2** datasets with **4000** total records.\n"
     ]
    }
   ],
   "source": [
    "data_1_info = RecordsModel(\n",
    "    dataframe=data_1_df,\n",
    "    name_column=\"employer_name\",\n",
    "    columns=[\"sector\", \"address\", \"city\", \"country\", \"email\", \"phone\", \"owner\"],\n",
    "    dataframe_name=\"D1\",\n",
    "    id_column=\"employer_id\",\n",
    ")\n",
    "data_2_info = RecordsModel(\n",
    "    dataframe=data_2_df,\n",
    "    name_column=\"company_name\",\n",
    "    columns=[\n",
    "        \"industry_sector\",\n",
    "        \"street_address\",\n",
    "        \"city_address\",\n",
    "        \"country_address\",\n",
    "        \"email_address\",\n",
    "        \"phone_number\",\n",
    "        \"company_owner\",\n",
    "    ],\n",
    "    dataframe_name=\"D2\",\n",
    "    id_column=\"company_id\",\n",
    ")\n",
    "\n",
    "mer.add_df_to_model(data_1_info)\n",
    "mer.add_df_to_model(data_2_info)\n",
    "\n",
    "print(\n",
    "    f\"Data model has **{len(mer.model_dfs)}** datasets with **{mer.total_records}** total records.\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 4000 existing texts\n",
      "Got 0 new texts\n"
     ]
    }
   ],
   "source": [
    "# Configure text embedding\n",
    "\n",
    "attributes = []\n",
    "attributes.append(AttributeToMatch({\"columns\": [\"address::D1\", \"street_address::D2\"]}))\n",
    "attributes.append(AttributeToMatch({\"columns\": [\"city::D1\", \"city_address::D2\"]}))\n",
    "attributes.append(AttributeToMatch({\"columns\": [\"country::D1\", \"country_address::D2\"]}))\n",
    "attributes.append(AttributeToMatch({\"columns\": [\"sector::D1\", \"industry_sector::D2\"]}))\n",
    "attributes.append(AttributeToMatch({\"columns\": [\"owner::D1\", \"company_owner::D2\"]}))\n",
    "attributes.append(AttributeToMatch({\"columns\": [\"phone::D1\", \"phone_number::D2\"]}))\n",
    "attributes.append(AttributeToMatch({\"columns\": [\"email::D1\", \"email_address::D2\"]}))\n",
    "\n",
    "# build model with datasets and columns\n",
    "mer.build_model_df(attributes)\n",
    "\n",
    "# embed sentences in model dataset\n",
    "await mer.embed_sentences()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Identified **664** record groups.'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set similarity thresholds\n",
    "embedding_threshold = 0.05\n",
    "jaccard_threshold = 0.75\n",
    "\n",
    "\n",
    "detected_model = mer.detect_record_groups(\n",
    "    embedding_threshold,\n",
    "    jaccard_threshold,\n",
    ")\n",
    "f\"Identified **{len(detected_model['Group ID'].unique())}** record groups.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr,\n",
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       "  text-align: right;\n",
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       "</style>\n",
       "<small>shape: (5, 13)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>Group ID</th><th>Dataset</th><th>Entity ID</th><th>Entity name</th><th>address</th><th>city</th><th>company_owner</th><th>country</th><th>email</th><th>industry_sector</th><th>phone</th><th>Group size</th><th>Name similarity</th></tr><tr><td>i64</td><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td><td>i64</td><td>f64</td></tr></thead><tbody><tr><td>696</td><td>&quot;D1&quot;</td><td>&quot;330&quot;</td><td>&quot;Casey Builders…</td><td>&quot;814 Builder St…</td><td>&quot;Constructopoli…</td><td>&quot;Jordan Casey&quot;</td><td>&quot;Buildland&quot;</td><td>&quot;contact@caseyb…</td><td>&quot;Construction&quot;</td><td>&quot;5566778899&quot;</td><td>2</td><td>0.75</td></tr><tr><td>696</td><td>&quot;D1&quot;</td><td>&quot;331&quot;</td><td>&quot;Casey Builders…</td><td>&quot;820 Builder Av…</td><td>&quot;Constructopoli…</td><td>&quot;Jamie Casey&quot;</td><td>&quot;Buildland&quot;</td><td>&quot;info@caseybuil…</td><td>&quot;Construction&quot;</td><td>&quot;5566778897&quot;</td><td>2</td><td>0.75</td></tr><tr><td>697</td><td>&quot;D1&quot;</td><td>&quot;436&quot;</td><td>&quot;Digital Dreams…</td><td>&quot;1400 Cyber St&quot;</td><td>&quot;Tech City&quot;</td><td>&quot;Taylor Digital…</td><td>&quot;Digitalia&quot;</td><td>&quot;info@digitaldr…</td><td>&quot;Technology&quot;</td><td>&quot;1012345678&quot;</td><td>2</td><td>0.75</td></tr><tr><td>697</td><td>&quot;D2&quot;</td><td>&quot;456&quot;</td><td>&quot;Digital Dreams…</td><td>&quot;88 Cyber Stree…</td><td>&quot;Tech City&quot;</td><td>&quot;Dream Weaver&quot;</td><td>&quot;Innovatia&quot;</td><td>&quot;support@digita…</td><td>&quot;Technology&quot;</td><td>&quot;5566778899&quot;</td><td>2</td><td>0.75</td></tr><tr><td>698</td><td>&quot;D1&quot;</td><td>&quot;518&quot;</td><td>&quot;EcoBuild Innov…</td><td>&quot;1414 Eco St&quot;</td><td>&quot;Green City&quot;</td><td>&quot;Sam Right&quot;</td><td>&quot;Constructia&quot;</td><td>&quot;contact@ecobui…</td><td>&quot;Construction&quot;</td><td>&quot;1122334455&quot;</td><td>2</td><td>0.75</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (5, 13)\n",
       "┌──────────┬─────────┬───────────┬─────────────┬───┬─────────────┬────────────┬───────┬────────────┐\n",
       "│ Group ID ┆ Dataset ┆ Entity ID ┆ Entity name ┆ … ┆ industry_se ┆ phone      ┆ Group ┆ Name       │\n",
       "│ ---      ┆ ---     ┆ ---       ┆ ---         ┆   ┆ ctor        ┆ ---        ┆ size  ┆ similarity │\n",
       "│ i64      ┆ str     ┆ str       ┆ str         ┆   ┆ ---         ┆ str        ┆ ---   ┆ ---        │\n",
       "│          ┆         ┆           ┆             ┆   ┆ str         ┆            ┆ i64   ┆ f64        │\n",
       "╞══════════╪═════════╪═══════════╪═════════════╪═══╪═════════════╪════════════╪═══════╪════════════╡\n",
       "│ 696      ┆ D1      ┆ 330       ┆ Casey       ┆ … ┆ Constructio ┆ 5566778899 ┆ 2     ┆ 0.75       │\n",
       "│          ┆         ┆           ┆ Builders    ┆   ┆ n           ┆            ┆       ┆            │\n",
       "│ 696      ┆ D1      ┆ 331       ┆ Casey       ┆ … ┆ Constructio ┆ 5566778897 ┆ 2     ┆ 0.75       │\n",
       "│          ┆         ┆           ┆ Builders    ┆   ┆ n           ┆            ┆       ┆            │\n",
       "│          ┆         ┆           ┆ Inc.        ┆   ┆             ┆            ┆       ┆            │\n",
       "│ 697      ┆ D1      ┆ 436       ┆ Digital     ┆ … ┆ Technology  ┆ 1012345678 ┆ 2     ┆ 0.75       │\n",
       "│          ┆         ┆           ┆ Dreams      ┆   ┆             ┆            ┆       ┆            │\n",
       "│ 697      ┆ D2      ┆ 456       ┆ Digital     ┆ … ┆ Technology  ┆ 5566778899 ┆ 2     ┆ 0.75       │\n",
       "│          ┆         ┆           ┆ Dreams Ltd. ┆   ┆             ┆            ┆       ┆            │\n",
       "│ 698      ┆ D1      ┆ 518       ┆ EcoBuild    ┆ … ┆ Constructio ┆ 1122334455 ┆ 2     ┆ 0.75       │\n",
       "│          ┆         ┆           ┆ Innovations ┆   ┆ n           ┆            ┆       ┆            │\n",
       "└──────────┴─────────┴───────────┴─────────────┴───┴─────────────┴────────────┴───────┴────────────┘"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "detected_model.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Group ID,Relatedness,Explanation\n",
      "0,3,\"Adventure Awaits and Adventure Tours share the same city and country, and similar industry sectors, but have different owners and contact information, indicating they are likely different entities.\"\n",
      "1,8,\"Adventure Gear, Adventure Gear Co., and Adventure Gear Company have similar names, addresses, and contact information, suggesting they are likely the same entity.\"\n",
      "2,2,\"Adventure Outdoors and Adventure Seekers have similar names and industry sectors, but different addresses, owners, and contact information, indicating they are likely different entities.\"\n",
      "3,5,\"Adventure Seekers and Adventure Seekers Travel have similar names and industry sectors, but different addresses and contact information, suggesting they might be related but are not the same entity.\"\n",
      "4,3,\"Adventure Tours and Adventure Tours Co. have similar names and industry sectors, but different addresses and contact information, indicating they are likely different entities.\"\n",
      "5,4,\"Adventure Travel Co., Adventure Travels, and Adventure Travelz have similar names and industry sectors, but different addresses and contact information, suggesting they might be related but are not the same entity.\"\n",
      "6,2,\"AdventureGear and AdventureGear Co. have similar names but different addresses, owners, and contact information, indicating they are likely different entities.\"\n",
      "7,1,\"AdventureGlobe Tours and AdventureWorld Tourz have similar names but different addresses, owners, and contact information, indicating they are likely different entities.\"\n",
      "8,3,\"Aero Ventures and AeroDynamics Corp have similar industry sectors but different names, addresses, and contact information, indicating they are likely different entities.\"\n",
      "9,6,\"AeroDynamics Inc. and AeroLink Services have similar industry sectors and contact information, suggesting they might be related but are not the same entity.\"\n",
      "10,4,\"AeroTech Dynamics and AeroTech Solutions have similar names and industry sectors, but different addresses and contact information, suggesting they might be related but are not the same entity.\"\n",
      "11,2,\"Agrarian Solutions and Agri Advance have similar industry sectors but different names, addresses, and contact information, indicating they are likely different entities.\"\n",
      "12,7,\"Agri Co-op, Agri Partners, and Agri Ventures have similar names, addresses, and industry sectors, suggesting they are likely related entities.\"\n",
      "13,5,\"Agri Future, AgriFuture Corp, and AgriFuture Corp. have similar names and industry sectors, but different addresses and contact information, suggesting they might be related but are not the same entity.\"\n",
      "14,8,\"AgriGroth, AgriGroth Farms, and AgriGrowth have similar names, addresses, and contact information, suggesting they are likely the same entity.\"\n",
      "15,3,\"AgriInnovate and AgriInnovate LLC have similar names and industry sectors, but different addresses and contact information, indicating they are likely different entities.\"\n",
      "16,6,\"AgriTech, AgriTech Innovations, and AgriTech Solutions have similar names and industry sectors, suggesting they might be related but are not the same entity.\"\n",
      "17,2,\"AgriWorld and AgriWorld Enterprises have similar names but different addresses, owners, and contact information, indicating they are likely different entities.\"\n",
      "18,1,\"AirConnect Solutions and Airland Express have different names, addresses, and contact information, indicating they are likely different entities.\"\n",
      "19,2,\"Airline Pioneers and Alpine Adventures have different names, addresses, and contact information, indicating they are likely different entities.\"\n",
      "20,3,\"Aqua Marine Logistics and Aqua Marine Services have similar names and industry sectors, but different addresses and contact information, indicating they are likely different entities.\"\n",
      "21,5,\"Aqua Pure Inc, Aqua Pure Water, and AquaPure have similar names and industry sectors, suggesting they might be related but are not the same entity.\"\n",
      "22,8,\"AquaFl0w Systems and AquaFlow Systems have similar names, addresses, and contact information, suggesting they are likely the same entity.\"\n",
      "23,3,\"AquaMarine and AquaPure have similar names and industry sectors, but different addresses and contact information, indicating they are likely different entities.\"\n",
      "24,6,\"AquaPure Industries, AquaPure Systems, and AquaPure Water have similar names and industry sectors, suggesting they might be related but are not the same entity.\"\n",
      "25,2,\"AquaPure Waters and AquaPure Waterworks have similar names but different addresses, owners, and contact information, indicating they are likely different entities.\"\n",
      "100,5,\"AquaPure Waterworks Ltd. and AquaTech Innovations Ltd. share the same address, city, company owner, and phone number, suggesting a possible connection. However, the email and industry sector differ, indicating they might be separate entities.\"\n",
      "101,3,\"AquaPure Waterz and AquaStream Enterprises have similar names and are in the same industry sector, but they have different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "102,2,\"AquaStream Enterprises and AquaTech have different addresses, company owners, and emails, indicating they are likely unrelated despite being in the same industry sector.\"\n",
      "103,6,\"AquaTech and AquaTech Innovations share a similar name and are in the same industry sector, but have different addresses, company owners, and emails, suggesting they might be related but are likely separate entities.\"\n",
      "104,8,\"AquaTech Innovations and AquaTech Innovations Ltd. share the same address, city, company owner, and phone number, indicating they are likely the same entity or closely related.\"\n",
      "105,9,\"AquaTech Innovations Ltd. and AquaTech Innovations share the same address, city, company owner, and phone number, strongly indicating they are the same entity.\"\n",
      "106,2,\"AquaTech Services and AquaTech Solutions have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "107,3,\"AquaTech Solutions and AquaTech have similar names and are in the same industry sector, but have different addresses, company owners, and emails, indicating they are likely unrelated.\"\n",
      "108,1,\"Aquatic Innovations and AquaTech Innovations have different addresses, company owners, and emails, indicating they are likely unrelated despite the similar name.\"\n",
      "109,1,\"Artisan Bites and Artisan Crafts have different addresses, company owners, and emails, indicating they are likely unrelated despite the similar name.\"\n",
      "110,2,\"Artisan Crafts and Artistic Cre8tions have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "111,7,\"Artistic Cre8tions and Artistic Creations share a similar name and email, but have different addresses and company owners, suggesting they might be related but are likely separate entities.\"\n",
      "112,8,\"Artistic Creations and Artistic Cre8tions share the same email and similar names, indicating they are likely the same entity or closely related.\"\n",
      "113,3,\"Artistic Designs and Artistic Expressions have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "114,2,\"Artistic Expressions and Artistic Minds have similar names but different addresses, company owners, and emails, indicating they are likely unrelated.\"\n",
      "115,9,\"Artistic Minds and Artistic Ventures share the same address, city, and phone number, indicating they are likely the same entity or closely related.\"\n",
      "116,9,\"Artistic Ventures and Artistic Minds share the same address, city, and phone number, strongly indicating they are the same entity.\"\n",
      "117,2,\"Artistry and Artistry Creations have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "118,3,\"Artistry Creations and Artistic Creations have similar names but different addresses, company owners, and emails, indicating they are likely unrelated.\"\n",
      "119,1,\"Athletic Gear Co. and Auto Advance have different addresses, company owners, and emails, indicating they are likely unrelated despite the similar name.\"\n",
      "120,2,\"Auto Advance and Auto Driv have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "121,7,\"Auto Driv and Auto Drive Ventures share a similar name and address, indicating they might be related but are likely separate entities.\"\n",
      "122,8,\"Auto Drive Ventures and Auto Driv share a similar name and address, indicating they are likely the same entity or closely related.\"\n",
      "123,6,\"Auto Dynamics and Auto Dynamics International share a similar name and company owner, but have different addresses and emails, suggesting they might be related but are likely separate entities.\"\n",
      "124,9,\"Auto Dynamics International and Auto Dynamics Plus share the same address, company owner, and phone number, strongly indicating they are the same entity.\"\n",
      "125,9,\"Auto Dynamics Plus and Auto Dynamics International share the same address, company owner, and phone number, indicating they are likely the same entity.\"\n",
      "126,7,\"Auto Dynmics and Auto Dynamics share a similar name and company owner, but have different addresses and emails, suggesting they might be related but are likely separate entities.\"\n",
      "127,2,\"Auto Innovate and Auto Innovate Inc. have similar names but different addresses, company owners, and emails, indicating they are likely unrelated.\"\n",
      "128,3,\"Auto Innovate Inc. and Auto Innovators have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "129,6,\"Auto Innovators and Auto Innovators Associates share a similar name and address, indicating they might be related but are likely separate entities.\"\n",
      "130,8,\"Auto Innovators Associates and Auto Innovators share a similar name and address, indicating they are likely the same entity or closely related.\"\n",
      "131,7,\"Auto Innovators Group and Auto Innovators share a similar name and address, indicating they might be related but are likely separate entities.\"\n",
      "132,8,\"Auto Innovators Inc. and Auto Innovators share a similar name and address, indicating they are likely the same entity or closely related.\"\n",
      "133,7,\"Auto Innovators Partners and Auto Innovators share a similar name and address, indicating they might be related but are likely separate entities.\"\n",
      "134,2,\"Auto Mechanics and Auto Solutions have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "135,3,\"Auto Solutions and Auto Mechanics have similar names but different addresses, company owners, and emails, indicating they are likely unrelated.\"\n",
      "136,6,\"AutoDriv Motors and AutoDrive share a similar name and address, indicating they might be related but are likely separate entities.\"\n",
      "137,8,\"AutoDrive and AutoDrive Corp. share a similar name and address, indicating they are likely the same entity or closely related.\"\n",
      "138,9,\"AutoDrive Corp. and AutoDrive share the same address, company owner, and phone number, strongly indicating they are the same entity.\"\n",
      "139,8,\"AutoDrive Inc and AutoDrive share a similar name and address, indicating they are likely the same entity or closely related.\"\n",
      "140,9,\"AutoDrive Inc. and AutoDrive share the same address, company owner, and phone number, indicating they are likely the same entity.\"\n",
      "141,7,\"AutoDrive Mechanics and AutoDrive share a similar name and address, indicating they might be related but are likely separate entities.\"\n",
      "142,8,\"AutoDrive Motors and AutoDrive share a similar name and address, indicating they are likely the same entity or closely related.\"\n",
      "143,9,\"AutoDrive Motors Inc. and AutoDrive share the same address, company owner, and phone number, strongly indicating they are the same entity.\"\n",
      "144,8,\"AutoDrive Parts and AutoDrive share a similar name and address, indicating they are likely the same entity or closely related.\"\n",
      "145,7,\"AutoDrive Rentals and AutoDrive share a similar name and address, indicating they might be related but are likely separate entities.\"\n",
      "146,8,\"AutoDrive Systems and AutoDrive share a similar name and address, indicating they are likely the same entity or closely related.\"\n",
      "147,2,\"AutoDrive Tech and AutoDrive have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "148,3,\"AutoMakers and AutoMakers Inc have similar names but different addresses, company owners, and emails, indicating they are likely unrelated.\"\n",
      "149,2,\"AutoMakers Inc and AutoMotive Hub have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "150,1,\"AutoMotive Hub and Auto Advance have different addresses, company owners, and emails, indicating they are likely unrelated despite the similar name.\"\n",
      "151,2,\"AutoMotive Solutions and AutoMotive Hub have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "152,6,\"AutoTech Innovations and AutoTech Motors share a similar name and address, indicating they might be related but are likely separate entities.\"\n",
      "153,8,\"AutoTech Motors and AutoTech Innovations share a similar name and address, indicating they are likely the same entity or closely related.\"\n",
      "154,1,\"AzurePeak Finance and Baker's Delight have different addresses, company owners, and emails, indicating they are likely unrelated despite the similar name.\"\n",
      "155,8,\"Baker's Delight and Baker's Haven share the same address, company owner, and phone number, indicating they are likely the same entity or closely related.\"\n",
      "156,9,\"Baker's Haven and Baker's Delight share the same address, company owner, and phone number, strongly indicating they are the same entity.\"\n",
      "157,1,\"Balance Health Services and Banking Wizards have different addresses, company owners, and emails, indicating they are likely unrelated despite the similar name.\"\n",
      "158,2,\"Banking Wizards and Bankland Innovations have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "159,1,\"Bankland Innovations and Bay Marine Services have different addresses, company owners, and emails, indicating they are likely unrelated despite the similar name.\"\n",
      "160,2,\"Bay Marine Services and BeverageHub have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "161,1,\"BeverageHub and Bio Health Labs have different addresses, company owners, and emails, indicating they are likely unrelated despite the similar name.\"\n",
      "162,2,\"Bio Health Labs and BioFuel Corp have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "163,8,\"BioFuel Corp and BioFuel Corp. share the same address, company owner, and phone number, indicating they are likely the same entity or closely related.\"\n",
      "164,9,\"BioFuel Corp. and BioFuel Corp share the same address, company owner, and phone number, strongly indicating they are the same entity.\"\n",
      "165,2,\"BioGene Research and BioGenetics have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "166,1,\"BioGenetics and BioHarvest have different addresses, company owners, and emails, indicating they are likely unrelated despite the similar name.\"\n",
      "167,8,\"BioHarvest and BioHarvest Corp. share the same address, company owner, and phone number, indicating they are likely the same entity or closely related.\"\n",
      "168,9,\"BioHarvest Corp. and BioHarvest share the same address, company owner, and phone number, strongly indicating they are the same entity.\"\n",
      "169,2,\"BioHealth Corp and BioHealth Labs have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "170,8,\"BioHealth Labs and BioHealth Corp share the same address, company owner, and phone number, indicating they are likely the same entity or closely related.\"\n",
      "171,2,\"BioLife and BioLife Sci have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "172,8,\"BioLife Sci and BioLife share the same address, company owner, and phone number, indicating they are likely the same entity or closely related.\"\n",
      "173,9,\"BioLife Sciences and BioLife share the same address, company owner, and phone number, strongly indicating they are the same entity.\"\n",
      "174,2,\"BioTech Labs and BioTech Solutions have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "175,8,\"BioTech Solutions and BioTech Labs share the same address, company owner, and phone number, indicating they are likely the same entity or closely related.\"\n",
      "176,1,\"BlackRock Mining and Bloom Enterprises have different addresses, company owners, and emails, indicating they are likely unrelated despite the similar name.\"\n",
      "177,8,\"Bloom Enterprises and Blooming Fields share the same address, company owner, and phone number, indicating they are likely the same entity or closely related.\"\n",
      "178,9,\"Blooming Fields and Bloom Enterprises share the same address, company owner, and phone number, strongly indicating they are the same entity.\"\n",
      "179,2,\"Blue Horizon Enterprises and Blue Ocean Airlines have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "180,1,\"Blue Ocean Airlines and Blue Ocean Corp have different addresses, company owners, and emails, indicating they are likely unrelated despite the similar name.\"\n",
      "181,8,\"Blue Ocean Corp and Blue Ocean Ltd. share the same address, company owner, and phone number, indicating they are likely the same entity or closely related.\"\n",
      "182,9,\"Blue Ocean Ltd. and Blue Ocean Corp share the same address, company owner, and phone number, strongly indicating they are the same entity.\"\n",
      "183,2,\"Blue Ocean Shipping and Blue Ocean Technologies have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "184,8,\"Blue Ocean Technologies and Blue Ocean Shipping share the same address, company owner, and phone number, indicating they are likely the same entity or closely related.\"\n",
      "185,9,\"Blue Ocean Ventures and Blue Ocean Technologies share the same address, company owner, and phone number, strongly indicating they are the same entity.\"\n",
      "186,2,\"Blue Sky Airlines and Blue Sky Energy have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "187,8,\"Blue Sky Energy and Blue Sky Airlines share the same address, company owner, and phone number, indicating they are likely the same entity or closely related.\"\n",
      "188,9,\"Blue Sky Technologies and Blue Sky Energy share the same address, company owner, and phone number, strongly indicating they are the same entity.\"\n",
      "189,2,\"BlueCurrent Power and BlueWave Energy have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "190,8,\"BlueOcean Shipping and BlueWave Marine share the same address, company owner, and phone number, indicating they are likely the same entity or closely related.\"\n",
      "191,9,\"BlueSky Airlines and BlueSky Aviation share the same address, company owner, and phone number, strongly indicating they are the same entity.\"\n",
      "192,2,\"BlueSky Aviation and BlueSky Innovations have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "193,8,\"BlueSky Innovations and BlueSky Solutions share the same address, company owner, and phone number, indicating they are likely the same entity or closely related.\"\n",
      "194,9,\"BlueSky Solutions and BlueSky Innovations share the same address, company owner, and phone number, strongly indicating they are the same entity.\"\n",
      "195,2,\"BlueSky Technologies and BlueWave Energy have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "196,8,\"BlueWave Energy and BlueWave Industries share the same address, company owner, and phone number, indicating they are likely the same entity or closely related.\"\n",
      "197,9,\"BlueWave Industries and BlueWave Energy share the same address, company owner, and phone number, strongly indicating they are the same entity.\"\n",
      "198,2,\"BlueWave Marine and BlueWave Services have similar names but different addresses, company owners, and emails, suggesting they are likely unrelated.\"\n",
      "199,8,\"BlueWave Services and BlueWave Marine share the same address, company owner, and phone number, indicating they are likely the same entity or closely related.\"\n",
      "200,3,\"BlueWave Technologies and BlueWave Utilities/Utility have similar names but differ in address, city, country, email, and industry sector.\"\n",
      "201,9,\"BlueWave Utilities and BlueWave Utility have similar names, same address, city, country, email, and phone number, indicating they are likely the same entity.\"\n",
      "202,9,\"BlueWave Utility and BlueWave Utilities have similar names, same address, city, country, email, and phone number, indicating they are likely the same entity.\"\n",
      "203,2,\"BreezeTech Innovations and BreezeTech Solutions have similar names but differ in address, city, company owner, country, email, and industry sector.\"\n",
      "204,8,\"BreezeTech Solutions and Breezy Power Corp. have similar names, same city, company owner, country, and industry sector, indicating they are likely related.\"\n",
      "205,8,\"Breezy Power Corp. and BreezeTech Solutions have similar names, same city, company owner, country, and industry sector, indicating they are likely related.\"\n",
      "206,2,\"BreezyTech Solutions and BreezeTech Innovations have similar names but differ in address, city, company owner, country, email, and industry sector.\"\n",
      "207,3,\"Bright Future and Bright Future Academy have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "208,3,\"Bright Future Academy and Bright Future Education have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "209,3,\"Bright Future Education and Bright Future Schools have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "210,3,\"Bright Future Schools and Bright Future Tech have similar names but differ in address, city, company owner, country, email, and industry sector.\"\n",
      "211,2,\"Bright Future Tech and Bright Future have similar names but differ in address, city, company owner, country, email, and industry sector.\"\n",
      "212,9,\"Bright Horizon Academy and Bright Horizons Daycare have similar names, same address, city, company owner, country, email, and phone number, indicating they are likely the same entity.\"\n",
      "213,9,\"Bright Horizons Daycare and Bright Horizon Academy have similar names, same address, city, company owner, country, email, and phone number, indicating they are likely the same entity.\"\n",
      "214,9,\"Bright Horizons Learning and Bright Horizon Academy have similar names, same city, company owner, country, and phone number, indicating they are likely related.\"\n",
      "215,9,\"Bright Horizonz Academy and Bright Horizon Academy have similar names, same address, city, company owner, country, email, and phone number, indicating they are likely the same entity.\"\n",
      "216,2,\"Bright Innovations and Bright Future have similar names but differ in address, city, company owner, country, email, and industry sector.\"\n",
      "217,3,\"Bright Minds and Bright Minds School have similar names but differ in address, city, company owner, country, email, and phone number.\"\n",
      "218,3,\"Bright Minds School and Bright Future Academy have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "219,2,\"BrightFutre Energy and Bright Future have similar names but differ in address, city, company owner, country, email, and industry sector.\"\n",
      "220,3,\"BrightFuture and Bright Future have similar names but differ in address, city, company owner, country, email, and phone number.\"\n",
      "221,8,\"BrightFuture Consulting and BrightFuture Education have similar names, same address, city, company owner, country, and phone number, indicating they are likely related.\"\n",
      "222,3,\"BrightFuture Edu and Bright Future have similar names but differ in address, city, company owner, country, email, and phone number.\"\n",
      "223,8,\"BrightFuture Education and BrightFuture Consulting have similar names, same address, city, company owner, country, and phone number, indicating they are likely related.\"\n",
      "224,2,\"BrightFuture Energy and Bright Future have similar names but differ in address, city, company owner, country, email, and industry sector.\"\n",
      "225,8,\"BrightFuture Enterprises and BrightFuture Consulting have similar names, same address, city, company owner, country, and phone number, indicating they are likely related.\"\n",
      "226,8,\"BrightFuture Holdings and BrightFuture Consulting have similar names, same address, city, company owner, country, and phone number, indicating they are likely related.\"\n",
      "227,8,\"BrightFuture Innovations and BrightFuture Consulting have similar names, same address, city, company owner, country, and phone number, indicating they are likely related.\"\n",
      "228,3,\"BrightFuture Institute and Bright Future have similar names but differ in address, city, company owner, country, email, and phone number.\"\n",
      "229,8,\"BrightFuture Ventures and BrightFuture Consulting have similar names, same address, city, company owner, country, and phone number, indicating they are likely related.\"\n",
      "230,3,\"BrightLearn and Bright Future have similar names but differ in address, city, company owner, country, email, and phone number.\"\n",
      "231,3,\"BrightPath Education and Bright Future have similar names but differ in address, city, company owner, country, email, and phone number.\"\n",
      "232,3,\"Broadcast Innovations and Broadcast Innovators have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "233,3,\"Broadcast Innovators and Broadcast Innovations have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "234,2,\"Broadcast Wonders and Broadcast Innovations have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "235,2,\"BroadcastWave and Broadcast Innovations have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "236,2,\"BrownField Agriculture and BlueWave Technologies have different names, address, city, company owner, country, email, and industry sector.\"\n",
      "237,3,\"Build & Construct and Build Better have similar names but differ in address, city, company owner, country, email, and phone number.\"\n",
      "238,3,\"Build Better and Build Better Homes have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "239,3,\"Build Better Homes and Build Better have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "240,3,\"Build Experts and Build Better have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "241,3,\"Build Innovators and Build Better have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "242,3,\"Build It and Build Better have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "243,3,\"Build It Fast and Build It have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "244,3,\"Build It Green and Build It have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "245,3,\"Build It Quik and Build It have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "246,3,\"Build Masters and Build Better have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "247,3,\"Build Smart and Build Better have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "248,2,\"BuildEco and Build Better have different names, address, city, company owner, country, email, and industry sector.\"\n",
      "249,3,\"BuildFuture Corp. and Build Better have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "250,3,\"BuildFuture Inc. and BuildFuture Corp. have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "251,3,\"BuildIt and Build It have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "252,3,\"BuildIt Construction and Build It have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "253,3,\"BuildIt Construktion and BuildIt Construction have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "254,3,\"BuildIt Corp and BuildIt have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "255,3,\"BuildIt Innovations and BuildIt have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "256,3,\"BuildIt Partners and BuildIt have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "257,3,\"BuildIt Solutions and BuildIt have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "258,2,\"BuildIt Supplies and BuildIt have different names, address, city, company owner, country, email, and industry sector.\"\n",
      "259,3,\"BuildLand Architects and BuildIt have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "260,3,\"BuildLand Innovations and BuildLand Architects have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "261,3,\"BuildLand Innovators and BuildLand Architects have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "262,3,\"BuildMaster and BuildIt have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "263,3,\"BuildMaster Corp and BuildMaster have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "264,3,\"BuildMaster Inc. and BuildMaster have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "265,3,\"BuildMaster Solutions and BuildMaster have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "266,3,\"BuildMasters and BuildMaster have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "267,3,\"BuildPro and BuildMaster have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "268,3,\"BuildPro Services and BuildPro have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "269,3,\"BuildRight and BuildPro have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "270,3,\"BuildRight Co. and BuildRight have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "271,3,\"BuildRight Construction and BuildRight have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "272,3,\"BuildRight Corp and BuildRight have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "273,3,\"BuildRight Corp. and BuildRight have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "274,3,\"BuildRight Ltd. and BuildRight have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "275,3,\"BuildRight Solutions and BuildRight have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "276,3,\"BuildRite Enterprises and BuildRight have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "277,3,\"BuildSmart and BuildRight have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "278,3,\"BuildSmart Co and BuildSmart have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "279,3,\"BuildSmart Co. and BuildSmart have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "280,3,\"BuildSmart Construction and BuildSmart have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "281,3,\"BuildSmart Construction Co. and BuildSmart have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "282,3,\"BuildSmart Constructors and BuildSmart have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "283,3,\"BuildSmart Corp. and BuildSmart have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "284,3,\"BuildSmart Developments and BuildSmart have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "285,3,\"BuildSmart Engineering and BuildSmart have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "286,3,\"BuildSmart Enterprises and BuildSmart have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "287,3,\"BuildSmart Group and BuildSmart have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "288,3,\"BuildSmart Inc and BuildSmart have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "289,3,\"BuildSmart Innovations Ltd. and BuildSmart have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "290,3,\"BuildSmart Solutions and BuildSmart have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "291,3,\"BuildSmart Solutons and BuildSmart have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "292,3,\"BuildStrong and BuildSmart have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "293,3,\"BuildTech and BuildSmart have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "294,3,\"BuildTech Solutions and BuildTech have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "295,3,\"BuildTech Systems and BuildTech have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "296,3,\"BuildVision and BuildTech have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "297,3,\"BuildVision Ltd and BuildVision have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "298,3,\"Builder's Choice and BuildVision have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "299,3,\"Builder's Haven and Builder's Choice have similar names but differ in address, company owner, country, email, and phone number.\"\n",
      "300,5,\"Entities are in the same industry and country, but have different owners and addresses.\"\n",
      "301,7,\"Entities share the same industry, city, and partial address, suggesting a possible connection.\"\n",
      "302,6,\"Entities are in the same industry and country, but have different owners and addresses.\"\n",
      "303,6,\"Entities are in the same industry and country, but have different owners and addresses.\"\n",
      "304,6,\"Entities are in the same industry and country, but have different owners and addresses.\"\n",
      "305,6,\"Entities are in the same industry and country, but have different owners and addresses.\"\n",
      "306,4,\"Entities are in the same industry but different countries and cities.\"\n",
      "307,8,\"Entities share the same industry and country, suggesting a strong connection.\"\n",
      "308,8,\"Entities share the same industry and country, suggesting a strong connection.\"\n",
      "309,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "310,4,\"Entities are in different industries and cities.\"\n",
      "311,7,\"Entities share the same industry and partial name, suggesting a possible connection.\"\n",
      "312,7,\"Entities share the same industry and partial name, suggesting a possible connection.\"\n",
      "313,7,\"Entities share the same industry and partial name, suggesting a possible connection.\"\n",
      "314,6,\"Entities are in the same industry and country, but have different owners and addresses.\"\n",
      "315,6,\"Entities are in the same industry and country, but have different owners and addresses.\"\n",
      "316,6,\"Entities are in the same industry and country, but have different owners and addresses.\"\n",
      "317,6,\"Entities are in the same industry and country, but have different owners and addresses.\"\n",
      "318,6,\"Entities are in the same industry and country, but have different owners and addresses.\"\n",
      "319,6,\"Entities are in the same industry and country, but have different owners and addresses.\"\n",
      "320,6,\"Entities are in the same industry and country, but have different owners and addresses.\"\n",
      "321,6,\"Entities are in the same industry and country, but have different owners and addresses.\"\n",
      "322,6,\"Entities are in the same industry and country, but have different owners and addresses.\"\n",
      "323,6,\"Entities are in the same industry and country, but have different owners and addresses.\"\n",
      "324,6,\"Entities are in the same industry and country, but have different owners and addresses.\"\n",
      "325,6,\"Entities are in the same industry and country, but have different owners and addresses.\"\n",
      "326,6,\"Entities are in the same industry and country, but have different owners and addresses.\"\n",
      "327,6,\"Entities are in the same industry and country, but have different owners and addresses.\"\n",
      "328,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "329,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "330,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "331,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "332,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "333,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "334,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "335,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "336,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "337,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "338,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "339,4,\"Entities are in different industries and cities.\"\n",
      "340,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "341,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "342,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "343,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "344,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "345,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "346,8,\"Entities share the same industry and country, suggesting a strong connection.\"\n",
      "347,4,\"Entities are in different industries and cities.\"\n",
      "348,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "349,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "350,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "351,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "352,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "353,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "354,4,\"Entities are in different industries and cities.\"\n",
      "355,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "356,4,\"Entities are in different industries and cities.\"\n",
      "357,8,\"Entities share the same industry and country, suggesting a strong connection.\"\n",
      "358,8,\"Entities share the same industry and country, suggesting a strong connection.\"\n",
      "359,8,\"Entities share the same industry and country, suggesting a strong connection.\"\n",
      "360,8,\"Entities share the same industry and country, suggesting a strong connection.\"\n",
      "361,8,\"Entities share the same industry and country, suggesting a strong connection.\"\n",
      "362,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "363,5,\"Entities are in the same industry but different countries and cities.\"\n",
      "364,4,\"Entities are in different industries and cities.\"\n",
      "365,4,\"Entities are in different industries and cities.\"\n",
      "366,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "367,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "368,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "369,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "370,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "371,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "372,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "373,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "374,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "375,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "376,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "377,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "378,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "379,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "380,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "381,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "382,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "383,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "384,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "385,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "386,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "387,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "388,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "389,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "390,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "391,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "392,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "393,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "394,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "395,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "396,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "397,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "398,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "399,8,\"Entities share the same industry, country, and partial name, suggesting a strong connection.\"\n",
      "400,0,\"Constructo Supply Co. and Cyan Construction Co. are unrelated; different names, addresses, owners, and sectors.\"\n",
      "401,0,\"Coral Reef Productions and CyanSea Fisheries are unrelated; different names, addresses, owners, and sectors.\"\n",
      "402,0,\"CraftTech Solutions and CyberTech Dynamics are unrelated; different names, addresses, owners, and sectors.\"\n",
      "403,0,\"Creative Arts Studio and Creative Broadcasting are unrelated; different names, addresses, owners, and sectors.\"\n",
      "404,5,\"Creative Broadcasting and Dreamland Studios share the same address and similar industry, suggesting a possible relation.\"\n",
      "405,6,\"Creative Broadcasts and Creative Broadcasting have similar names, same city, and industry, indicating a possible relation.\"\n",
      "406,0,\"Creative Designs and Creative Engines are unrelated; different names, addresses, owners, and sectors.\"\n",
      "407,9,\"Creative Engines and Creative Engins have identical details except for a minor spelling difference, indicating they are the same entity.\"\n",
      "408,9,\"Creative Engins and Creative Engines have identical details except for a minor spelling difference, indicating they are the same entity.\"\n",
      "409,0,\"Creative Media Studios and Creative Minds are unrelated; different names, addresses, owners, and sectors.\"\n",
      "410,0,\"Creative Minds and Creative Minds Inc. are unrelated; different addresses, owners, and sectors.\"\n",
      "411,0,\"Creative Minds Inc. and Creative Spaces are unrelated; different names, addresses, owners, and sectors.\"\n",
      "412,0,\"Creative Spaces and CrispCraze Foodz are unrelated; different names, addresses, owners, and sectors.\"\n",
      "413,0,\"CrispCraze Foodz and Culinary Arts are unrelated; different names, addresses, owners, and sectors.\"\n",
      "414,0,\"Culinary Arts and Culinary Concepts are unrelated; different names, addresses, owners, and sectors.\"\n",
      "415,8,\"Culinary Creations Inc. and Culinary Creations Ltd. have similar names, same address, owner, and sector, indicating they are likely the same entity.\"\n",
      "416,8,\"Culinary Creations Ltd. and Culinary Creations Inc. have similar names, same address, owner, and sector, indicating they are likely the same entity.\"\n",
      "417,0,\"Culinary Crew and Culinary Innovations are unrelated; different names, addresses, owners, and sectors.\"\n",
      "418,0,\"Culinary Innovations and Culinary Journeys are unrelated; different names, addresses, owners, and sectors.\"\n",
      "419,0,\"Culinary Journeys and Culinary Masters are unrelated; different names, addresses, owners, and sectors.\"\n",
      "420,0,\"Culinary Masters and Culinary Wonders are unrelated; different names, addresses, owners, and sectors.\"\n",
      "421,0,\"Culinary Wonders and CulinaryCrafts are unrelated; different names, addresses, owners, and sectors.\"\n",
      "422,0,\"CulinaryCrafts and CulinaryCreations are unrelated; different names, addresses, owners, and sectors.\"\n",
      "423,0,\"CulinaryCreations and Cultural Creations are unrelated; different names, addresses, owners, and sectors.\"\n",
      "424,0,\"Cultural Creations and Cure Clinic are unrelated; different names, addresses, owners, and sectors.\"\n",
      "425,0,\"Cure Clinic and Cyan Construction Co. are unrelated; different names, addresses, owners, and sectors.\"\n",
      "426,0,\"Cyan Construction Co. and CyanSea Fisheries are unrelated; different names, addresses, owners, and sectors.\"\n",
      "427,0,\"CyanSea Fisheries and CyberTech Dynamics are unrelated; different names, addresses, owners, and sectors.\"\n",
      "428,0,\"CyberTech Dynamics and Delicious Bites are unrelated; different names, addresses, owners, and sectors.\"\n",
      "429,0,\"Delicious Bites and Delightful Bites are unrelated; different names, addresses, owners, and sectors.\"\n",
      "430,0,\"Delightful Bites and Design Masters are unrelated; different names, addresses, owners, and sectors.\"\n",
      "431,0,\"Design Masters and Digital Creations are unrelated; different names, addresses, owners, and sectors.\"\n",
      "432,0,\"Digital Creations and Digital Creators are unrelated; different names, addresses, owners, and sectors.\"\n",
      "433,0,\"Digital Creators and Digital Dreams are unrelated; different names, addresses, owners, and sectors.\"\n",
      "434,0,\"Digital Dreams and Digital Dreems are unrelated; different names, addresses, owners, and sectors.\"\n",
      "435,0,\"Digital Dreems and Digital Dynamics are unrelated; different names, addresses, owners, and sectors.\"\n",
      "436,0,\"Digital Dynamics and Digital Dynmics are unrelated; different names, addresses, owners, and sectors.\"\n",
      "437,0,\"Digital Dynmics and Digital Enterprises are unrelated; different names, addresses, owners, and sectors.\"\n",
      "438,0,\"Digital Enterprises and Digital Harvest are unrelated; different names, addresses, owners, and sectors.\"\n",
      "439,0,\"Digital Harvest and Digital Horizons are unrelated; different names, addresses, owners, and sectors.\"\n",
      "440,0,\"Digital Horizons and Digital Innovators Co. are unrelated; different names, addresses, owners, and sectors.\"\n",
      "441,0,\"Digital Innovators Co. and Digital Media Group are unrelated; different names, addresses, owners, and sectors.\"\n",
      "442,0,\"Digital Media Group and Digital Pioneers are unrelated; different names, addresses, owners, and sectors.\"\n",
      "443,0,\"Digital Pioneers and Digital Solutions Corp. are unrelated; different names, addresses, owners, and sectors.\"\n",
      "444,0,\"Digital Solutions Corp. and Digital Solutions Inc. are unrelated; different names, addresses, owners, and sectors.\"\n",
      "445,0,\"Digital Solutions Inc. and Digital Solutions Ltd. are unrelated; different names, addresses, owners, and sectors.\"\n",
      "446,0,\"Digital Solutions Ltd. and Digital Ventures are unrelated; different names, addresses, owners, and sectors.\"\n",
      "447,0,\"Digital Ventures and DigitalSolutions are unrelated; different names, addresses, owners, and sectors.\"\n",
      "448,0,\"DigitalSolutions and DigitalWave are unrelated; different names, addresses, owners, and sectors.\"\n",
      "449,0,\"DigitalWave and Dreamland Studios are unrelated; different names, addresses, owners, and sectors.\"\n",
      "450,0,\"Dreamland Studios and DrinkWorld are unrelated; different names, addresses, owners, and sectors.\"\n",
      "451,0,\"DrinkWorld and Drive Dynamics are unrelated; different names, addresses, owners, and sectors.\"\n",
      "452,0,\"Drive Dynamics and Drive Innovations are unrelated; different names, addresses, owners, and sectors.\"\n",
      "453,0,\"Drive Innovations and Drive Innovators are unrelated; different names, addresses, owners, and sectors.\"\n",
      "454,0,\"Drive Innovators and DrivePro Services are unrelated; different names, addresses, owners, and sectors.\"\n",
      "455,0,\"DrivePro Services and DriveTech are unrelated; different names, addresses, owners, and sectors.\"\n",
      "456,0,\"DriveTech and DriveTech Innovations are unrelated; different names, addresses, owners, and sectors.\"\n",
      "457,0,\"DriveTech Innovations and DriveTech Solutions are unrelated; different names, addresses, owners, and sectors.\"\n",
      "458,0,\"DriveTech Solutions and Driver's Hub are unrelated; different names, addresses, owners, and sectors.\"\n",
      "459,0,\"Driver's Hub and Dynamic Air Services are unrelated; different names, addresses, owners, and sectors.\"\n",
      "460,0,\"Dynamic Air Services and Dynamic Solutions are unrelated; different names, addresses, owners, and sectors.\"\n",
      "461,0,\"Dynamic Solutions and Dynamic Tech Solutions are unrelated; different names, addresses, owners, and sectors.\"\n",
      "462,0,\"Dynamic Tech Solutions and Earth's Bounty are unrelated; different names, addresses, owners, and sectors.\"\n",
      "463,0,\"Earth's Bounty and Earthly Farms are unrelated; different names, addresses, owners, and sectors.\"\n",
      "464,0,\"Earthly Farms and Eco Adventures are unrelated; different names, addresses, owners, and sectors.\"\n",
      "465,0,\"Eco Adventures and Eco Builders are unrelated; different names, addresses, owners, and sectors.\"\n",
      "466,0,\"Eco Builders and Eco Builders Ltd. are unrelated; different names, addresses, owners, and sectors.\"\n",
      "467,0,\"Eco Builders Ltd. and Eco Buildrs are unrelated; different names, addresses, owners, and sectors.\"\n",
      "468,0,\"Eco Buildrs and Eco City Transport are unrelated; different names, addresses, owners, and sectors.\"\n",
      "469,0,\"Eco City Transport and Eco Construct are unrelated; different names, addresses, owners, and sectors.\"\n",
      "470,0,\"Eco Construct and Eco Energi Solutions are unrelated; different names, addresses, owners, and sectors.\"\n",
      "471,0,\"Eco Energi Solutions and Eco Energy are unrelated; different names, addresses, owners, and sectors.\"\n",
      "472,0,\"Eco Energy and Eco Energy Partners are unrelated; different names, addresses, owners, and sectors.\"\n",
      "473,0,\"Eco Energy Partners and Eco Energy Solutions are unrelated; different names, addresses, owners, and sectors.\"\n",
      "474,0,\"Eco Energy Solutions and Eco Enterprises are unrelated; different names, addresses, owners, and sectors.\"\n",
      "475,0,\"Eco Enterprises and Eco Farms are unrelated; different names, addresses, owners, and sectors.\"\n",
      "476,0,\"Eco Farms and Eco Food Corp are unrelated; different names, addresses, owners, and sectors.\"\n",
      "477,0,\"Eco Food Corp and Eco Freight Services are unrelated; different names, addresses, owners, and sectors.\"\n",
      "478,0,\"Eco Freight Services and Eco Friendly Corp. are unrelated; different names, addresses, owners, and sectors.\"\n",
      "479,0,\"Eco Friendly Corp. and Eco Friendly Energy are unrelated; different names, addresses, owners, and sectors.\"\n",
      "480,0,\"Eco Friendly Energy and Eco Friendly Goods are unrelated; different names, addresses, owners, and sectors.\"\n",
      "481,0,\"Eco Friendly Goods and Eco Futur are unrelated; different names, addresses, owners, and sectors.\"\n",
      "482,0,\"Eco Futur and Eco Future are unrelated; different names, addresses, owners, and sectors.\"\n",
      "483,0,\"Eco Future and Eco Green Solutions are unrelated; different names, addresses, owners, and sectors.\"\n",
      "484,0,\"Eco Green Solutions and Eco Homes are unrelated; different names, addresses, owners, and sectors.\"\n",
      "485,0,\"Eco Homes and Eco Innovations Ltd are unrelated; different names, addresses, owners, and sectors.\"\n",
      "486,0,\"Eco Innovations Ltd and Eco Innovations Ltd. are unrelated; different names, addresses, owners, and sectors.\"\n",
      "487,0,\"Eco Innovations Ltd. and Eco Innovations Subsidiary are unrelated; different names, addresses, owners, and sectors.\"\n",
      "488,0,\"Eco Innovations Subsidiary and Eco Innovators are unrelated; different names, addresses, owners, and sectors.\"\n",
      "489,0,\"Eco Innovators and Eco Light Systems are unrelated; different names, addresses, owners, and sectors.\"\n",
      "490,0,\"Eco Light Systems and Eco Living are unrelated; different names, addresses, owners, and sectors.\"\n",
      "491,9,\"Eco Living and Eco Livng have identical details except for a minor spelling difference, indicating they are the same entity.\"\n",
      "492,9,\"Eco Livng and Eco Living have identical details except for a minor spelling difference, indicating they are the same entity.\"\n",
      "493,0,\"Eco Power Innovations and Eco Power Solutions are unrelated; different names, addresses, owners, and sectors.\"\n",
      "494,0,\"Eco Power Solutions and Eco Power Solutons are unrelated; different names, addresses, owners, and sectors.\"\n",
      "495,0,\"Eco Power Solutons and Eco Retailers are unrelated; different names, addresses, owners, and sectors.\"\n",
      "496,0,\"Eco Retailers and Eco Solutions are unrelated; different names, addresses, owners, and sectors.\"\n",
      "497,0,\"Eco Solutions and Eco Solutions Inc. are unrelated; different names, addresses, owners, and sectors.\"\n",
      "498,0,\"Eco Solutions Inc. and Constructo Supply Co. are unrelated; different names, addresses, owners, and sectors.\"\n"
     ]
    }
   ],
   "source": [
    "# Generates AI report on selected data\n",
    "report = await mer.evaluate_groups()\n",
    "print(report)"
   ]
  }
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