example_notebooks/detect_entity_networks.ipynb

{
 "cells": [
  {
   "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/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "\n",
    "sys.path.append(\"..\")\n",
    "import os\n",
    "from intelligence_toolkit.detect_entity_networks.api import DetectEntityNetworks\n",
    "from intelligence_toolkit.AI.openai_configuration import OpenAIConfiguration\n",
    "import polars as pl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded data\n"
     ]
    }
   ],
   "source": [
    "# Create the workflow object\n",
    "den = DetectEntityNetworks()\n",
    "# Set the AI configuration\n",
    "ai_configuration = OpenAIConfiguration(\n",
    "    {\n",
    "        \"api_type\": \"OpenAI\",\n",
    "        \"api_key\": os.environ[\"OPENAI_API_KEY\"],\n",
    "        \"model\": \"gpt-4o\",\n",
    "    }\n",
    ")\n",
    "den.set_ai_configuration(ai_configuration)\n",
    "\n",
    "data_path = \"../example_outputs/detect_entity_networks/company_grievances/company_grievances_input.csv\"\n",
    "entity_df = pl.read_csv(data_path)\n",
    "\n",
    "print(\"Loaded data\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Summary\n",
      "Number of entities: 3602, Number of attributes: 18549, Number of flags: 0, Number of groups: 0, Number of links: 41727\n"
     ]
    }
   ],
   "source": [
    "# set entity-attributes\n",
    "from intelligence_toolkit.detect_entity_networks.prepare_model import (\n",
    "    format_data_columns,\n",
    ")\n",
    "\n",
    "\n",
    "entity_id_column = \"name\"\n",
    "columns_to_link = [\"address\", \"city\", \"email\", \"phone\", \"owner\"]\n",
    "entity_df = format_data_columns(entity_df, columns_to_link, entity_id_column)\n",
    "den.add_attribute_links(entity_df, entity_id_column, columns_to_link)\n",
    "\n",
    "summary = den.get_model_summary_value()\n",
    "print(\"Summary\")\n",
    "print(summary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Summary\n",
      "Number of entities: 3602, Number of attributes: 18549, Number of flags: 8108, Number of groups: 0, Number of links: 41727\n"
     ]
    }
   ],
   "source": [
    "# set flags\n",
    "from intelligence_toolkit.detect_entity_networks.classes import FlagAggregatorType\n",
    "\n",
    "\n",
    "entity_id_column = \"name\"\n",
    "columns_to_link = [\n",
    "    \"safety_grievances\",\n",
    "    \"pay_grievances\",\n",
    "    \"conditions_grievances\",\n",
    "    \"treatment_grievances\",\n",
    "    \"workload_grievances\",\n",
    "]\n",
    "flag_format = FlagAggregatorType.Count\n",
    "den.add_flag_links(entity_df, entity_id_column, columns_to_link, flag_format)\n",
    "summary = den.get_model_summary_value()\n",
    "print(\"Summary\")\n",
    "print(summary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Summary\n",
      "Number of entities: 3602, Number of attributes: 18549, Number of flags: 8108, Number of groups: 634, Number of links: 41727\n"
     ]
    }
   ],
   "source": [
    "# set groups\n",
    "entity_id_column = \"name\"\n",
    "columns_to_link = [\"sector\", \"country\"]\n",
    "den.add_group_links(entity_df, entity_id_column, columns_to_link)\n",
    "\n",
    "summary = den.get_model_summary_value()\n",
    "print(\"Summary\")\n",
    "print(summary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 600/600 [00:12<00:00, 46.22it/s] \n",
      "100%|██████████| 600/600 [00:14<00:00, 41.83it/s] \n",
      "100%|██████████| 600/600 [00:08<00:00, 73.08it/s] \n",
      "100%|██████████| 600/600 [00:29<00:00, 20.37it/s]\n",
      "100%|██████████| 600/600 [00:30<00:00, 19.36it/s]\n",
      "100%|██████████| 600/600 [00:26<00:00, 22.25it/s]\n",
      "100%|██████████| 2/2 [00:00<00:00,  3.68it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 0 existing texts\n",
      "Got 3602 new texts\n",
      "Number of nodes indexed: 3602\n"
     ]
    }
   ],
   "source": [
    "await den.index_nodes([\"ENTITY\"])\n",
    "if len(den.embedded_texts) > 0:\n",
    "    print(f\"Number of nodes indexed: {len(den.embedded_texts)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of links inferred: 2242\n",
      "shape: (3_547, 2)\n",
      "┌───────────────────────┬────────────────────────┐\n",
      "│ text                  ┆ similar                │\n",
      "│ ---                   ┆ ---                    │\n",
      "│ str                   ┆ str                    │\n",
      "╞═══════════════════════╪════════════════════════╡\n",
      "│ Adventure Gear        ┆ Adventure Gear Co      │\n",
      "│ Adventure Gear        ┆ Adventure Gear Company │\n",
      "│ Adventure Gear        ┆ AdventureGear          │\n",
      "│ Adventure Gear Co     ┆ Adventure Gear Company │\n",
      "│ Adventure Gear Co     ┆ AdventureGear Co       │\n",
      "│ …                     ┆ …                      │\n",
      "│ WindPower Corp        ┆ WindPower Inc          │\n",
      "│ WindPower Solutions   ┆ WindPower Solutons     │\n",
      "│ Windy Heights Limited ┆ Windy Heights Ltd      │\n",
      "│ WindyCity Energy      ┆ WindyCity Power        │\n",
      "│ Zephyr Energy Co      ┆ Zephyr Energy Inc      │\n",
      "└───────────────────────┴────────────────────────┘\n"
     ]
    }
   ],
   "source": [
    "# infer nodes with similar names\n",
    "\n",
    "threshold = 0.03\n",
    "den.infer_nodes(threshold)\n",
    "\n",
    "inferred_links_count = len(den.inferred_links)\n",
    "if inferred_links_count > 0:\n",
    "    print(f\"Number of links inferred: {inferred_links_count}\")\n",
    "    inferred_df = den.inferred_nodes_df()\n",
    "    print(inferred_df)\n",
    "else:\n",
    "    print(\"No inferred links\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " ('TasteBuds Co', 0, 12, 15, 0, 0, 0.0, 0.0),\n",
       " ('GourmetGoodies', 0, 12, 15, 0, 0, 0.0, 0.0),\n",
       " ('FlavorBurst Snax', 0, 12, 15, 0, 0, 0.0, 0.0),\n",
       " ('FlavorBurst Snacks', 0, 12, 15, 0, 0, 0.0, 0.0),\n",
       " ('CrispCraze Foods', 0, 12, 15, 0, 0, 0.0, 0.0),\n",
       " ('Flavorful Bites', 0, 12, 15, 0, 0, 0.0, 0.0),\n",
       " ('CrispCraze Foodz', 0, 12, 15, 0, 0, 0.0, 0.0),\n",
       " ('SnackWave Delights', 0, 12, 15, 0, 0, 0.0, 0.0),\n",
       " ('TasteWave Treats', 0, 12, 15, 0, 0, 0.0, 0.0),\n",
       " ('FlavorBurst Foods', 0, 12, 15, 0, 0, 0.0, 0.0),\n",
       " ('SportyLife', 0, 13, 13, 10, 2, 0.77, 0.18),\n",
       " ('Global Trade Corp', 0, 13, 13, 10, 2, 0.77, 0.18),\n",
       " ('PeakPerformance Sports', 5, 13, 13, 10, 2, 0.77, 0.18),\n",
       " ('Sporty Goods', 0, 13, 13, 10, 2, 0.77, 0.18),\n",
       " ('Sportify', 5, 13, 13, 10, 2, 0.77, 0.18),\n",
       " ('ActiveWear Ltd', 0, 13, 13, 10, 2, 0.77, 0.18),\n",
       " ('FitLife Equipment', 0, 13, 13, 10, 2, 0.77, 0.18),\n",
       " ('Peak Performance', 0, 13, 13, 10, 2, 0.77, 0.18),\n",
       " ('Athletic Gear Co', 0, 13, 13, 10, 2, 0.77, 0.18),\n",
       " ('Sports Gear Co', 0, 13, 13, 10, 2, 0.77, 0.18),\n",
       " ('Sportify Inc', 0, 13, 13, 10, 2, 0.77, 0.18),\n",
       " ('Fitness Fanatics', 0, 14, 8, 0, 0, 0.0, 0.0),\n",
       " ('Fitness Gurus', 0, 14, 8, 0, 0, 0.0, 0.0),\n",
       " ('Fitness Pros', 0, 14, 8, 0, 0, 0.0, 0.0),\n",
       " ('FitnessPro Gym', 0, 14, 8, 0, 0, 0.0, 0.0),\n",
       " ('Fitness First', 0, 14, 8, 0, 0, 0.0, 0.0),\n",
       " ('Fitness Hub', 0, 14, 8, 0, 0, 0.0, 0.0),\n",
       " ('Fitness Pro', 0, 14, 8, 0, 0, 0.0, 0.0),\n",
       " ('Fitness World', 0, 14, 8, 0, 0, 0.0, 0.0),\n",
       " ('Adventure Sports Co', 0, 15, 7, 5, 1, 0.71, 0.17),\n",
       " ('SportStar Equipment', 5, 15, 7, 5, 1, 0.71, 0.17),\n",
       " ('SportyGoods', 0, 15, 7, 5, 1, 0.71, 0.17),\n",
       " ('Sports United', 0, 15, 7, 5, 1, 0.71, 0.17),\n",
       " ('Sports Stars', 0, 15, 7, 5, 1, 0.71, 0.17),\n",
       " ('Sports Champions', 0, 15, 7, 5, 1, 0.71, 0.17),\n",
       " ('TerraFirma Earthworks', 0, 16, 7, 18, 2, 2.57, 0.4),\n",
       " ('RockSolid Mining Co', 0, 16, 7, 18, 2, 2.57, 0.4),\n",
       " ('Peak Performance Sports', 0, 16, 7, 18, 2, 2.57, 0.4),\n",
       " ('MountainPeak Mining', 0, 16, 7, 18, 2, 2.57, 0.4),\n",
       " ('Mountain Mining Co', 13, 16, 7, 18, 2, 2.57, 0.4),\n",
       " ('PeakPerformance Mining', 0, 16, 7, 18, 2, 2.57, 0.4),\n",
       " ('MediGroup', 0, 17, 24, 12, 2, 0.5, 0.09),\n",
       " ('HealthPro Services', 0, 17, 24, 12, 2, 0.5, 0.09),\n",
       " ('CareFirst Medical', 0, 17, 24, 12, 2, 0.5, 0.09),\n",
       " ('Wellness Innovators', 0, 17, 24, 12, 2, 0.5, 0.09),\n",
       " ('CareNet Group', 0, 17, 24, 12, 2, 0.5, 0.09),\n",
       " ('Care Health Services', 0, 17, 24, 12, 2, 0.5, 0.09),\n",
       " ('Care Solutions Group', 0, 17, 24, 12, 2, 0.5, 0.09),\n",
       " ('Good Health Services', 0, 17, 24, 12, 2, 0.5, 0.09),\n",
       " ('MediCare Pharmaceuticals', 0, 17, 24, 12, 2, 0.5, 0.09),\n",
       " ('Healthy Foods Inc', 0, 17, 24, 12, 2, 0.5, 0.09),\n",
       " ('Careful Health Services', 0, 17, 24, 12, 2, 0.5, 0.09),\n",
       " ('MediCare Supplies', 11, 17, 24, 12, 2, 0.5, 0.09),\n",
       " ('HealthGuard Services', 0, 17, 24, 12, 2, 0.5, 0.09),\n",
       " ('Wellness Innovations Inc', 0, 17, 24, 12, 2, 0.5, 0.09),\n",
       " ('TechnoHealth Corp', 0, 18, 27, 46, 3, 1.7, 0.12),\n",
       " ('WellnessFirst Clinics', 0, 18, 27, 46, 3, 1.7, 0.12),\n",
       " ('Wellness Clinic', 8, 18, 27, 46, 3, 1.7, 0.12),\n",
       " ('WellnessFirst Group', 0, 18, 27, 46, 3, 1.7, 0.12),\n",
       " ('Wellness Health Center', 0, 18, 27, 46, 3, 1.7, 0.12),\n",
       " ('WellnessFirst Medical', 11, 18, 27, 46, 3, 1.7, 0.12),\n",
       " ('Wellness First Clinic', 0, 18, 27, 46, 3, 1.7, 0.12),\n",
       " ('WellnessCare Group', 0, 18, 27, 46, 3, 1.7, 0.12),\n",
       " ('WellnessFirst HealthCare', 0, 18, 27, 46, 3, 1.7, 0.12),\n",
       " ('Wellness Care Group', 0, 18, 27, 46, 3, 1.7, 0.12),\n",
       " ('WellnessFirst', 0, 18, 27, 46, 3, 1.7, 0.12),\n",
       " ('WellnessFirst Health', 0, 18, 27, 46, 3, 1.7, 0.12),\n",
       " ('Wellness First', 0, 18, 27, 46, 3, 1.7, 0.12),\n",
       " ('WellnessFirst Healthcare', 0, 18, 27, 46, 3, 1.7, 0.12),\n",
       " ('WellnessCare Clinic', 0, 18, 27, 46, 3, 1.7, 0.12),\n",
       " ('WellnessCorp', 0, 18, 27, 46, 3, 1.7, 0.12),\n",
       " ('WellnessFirst Clinic', 0, 18, 27, 46, 3, 1.7, 0.12),\n",
       " ('HomeComfort Living', 0, 19, 16, 6, 1, 0.38, 0.07),\n",
       " ('SmartHomes Inc', 0, 19, 16, 6, 1, 0.38, 0.07),\n",
       " ('HomeComforts', 0, 19, 16, 6, 1, 0.38, 0.07),\n",
       " ('Home Comfortz', 0, 19, 16, 6, 1, 0.38, 0.07),\n",
       " ('Cozy Homes', 0, 19, 16, 6, 1, 0.38, 0.07),\n",
       " ('Home Comforts', 6, 19, 16, 6, 1, 0.38, 0.07),\n",
       " ('Smart Homes', 0, 19, 16, 6, 1, 0.38, 0.07),\n",
       " ('Smart Home Tech', 0, 19, 16, 6, 1, 0.38, 0.07),\n",
       " ('Comfortland Interiors', 0, 19, 16, 6, 1, 0.38, 0.07),\n",
       " ('HomeComfort', 0, 19, 16, 6, 1, 0.38, 0.07),\n",
       " ('SmartHomes', 0, 19, 16, 6, 1, 0.38, 0.07),\n",
       " ('Comfort Creations', 0, 19, 16, 6, 1, 0.38, 0.07),\n",
       " ('Homestead Comforts', 0, 19, 16, 6, 1, 0.38, 0.07),\n",
       " ('Eco Friendly Corp', 0, 19, 16, 6, 1, 0.38, 0.07),\n",
       " ('Constructive Enterprises', 0, 20, 11, 0, 0, 0.0, 0.0),\n",
       " ('Constructive Ventures', 0, 20, 11, 0, 0, 0.0, 0.0),\n",
       " ('Venture Innovations', 0, 20, 11, 0, 0, 0.0, 0.0),\n",
       " ('ConstructCo Enterprises', 0, 20, 11, 0, 0, 0.0, 0.0),\n",
       " ('ConstructCo Enterprizes', 0, 20, 11, 0, 0, 0.0, 0.0),\n",
       " ('Constructive Ventures Ltd', 0, 20, 11, 0, 0, 0.0, 0.0),\n",
       " ('Enterprise Builders Group', 0, 20, 11, 0, 0, 0.0, 0.0),\n",
       " ('Enterprise Construction Co', 0, 20, 11, 0, 0, 0.0, 0.0),\n",
       " ('BuildRight Solutions', 0, 20, 11, 0, 0, 0.0, 0.0),\n",
       " ('Balance Health Services', 0, 20, 11, 0, 0, 0.0, 0.0),\n",
       " ('Media Moguls', 15, 21, 10, 64, 5, 6.4, 1.0),\n",
       " ('Media Masters', 31, 21, 10, 64, 5, 6.4, 1.0),\n",
       " ('News Innovators', 0, 21, 10, 64, 5, 6.4, 1.0),\n",
       " ('Broadcast Pioneers', 0, 21, 10, 64, 5, 6.4, 1.0),\n",
       " ('Sunset Media', 0, 21, 10, 64, 5, 6.4, 1.0),\n",
       " ('MediaMoguls', 0, 21, 10, 64, 5, 6.4, 1.0),\n",
       " ('WaveMedia', 7, 21, 10, 64, 5, 6.4, 1.0),\n",
       " ('BroadcastWave', 4, 21, 10, 64, 5, 6.4, 1.0),\n",
       " ('PowerGuard', 0, 22, 21, 49, 6, 2.33, 0.4),\n",
       " ('MediaBuzz Productions', 7, 22, 21, 49, 6, 2.33, 0.4),\n",
       " ('Creative Media Group', 0, 22, 21, 49, 6, 2.33, 0.4),\n",
       " ('Creative Media Agency', 0, 22, 21, 49, 6, 2.33, 0.4),\n",
       " ('MediaWave Broadcasting', 6, 22, 21, 49, 6, 2.33, 0.4),\n",
       " ('MediaWave', 5, 22, 21, 49, 6, 2.33, 0.4),\n",
       " ('Media Buzz', 0, 22, 21, 49, 6, 2.33, 0.4),\n",
       " ('Aqua Holdings', 0, 22, 21, 49, 6, 2.33, 0.4),\n",
       " ('Media Connect', 0, 22, 21, 49, 6, 2.33, 0.4),\n",
       " ('Media Visionaries', 0, 22, 21, 49, 6, 2.33, 0.4),\n",
       " ('Media World', 10, 22, 21, 49, 6, 2.33, 0.4),\n",
       " ('MediaHouse', 0, 22, 21, 49, 6, 2.33, 0.4),\n",
       " ('Media Vision Group', 0, 22, 21, 49, 6, 2.33, 0.4),\n",
       " ('MediaWave Inc', 5, 22, 21, 49, 6, 2.33, 0.4),\n",
       " ('MediaSafe', 0, 22, 21, 49, 6, 2.33, 0.4),\n",
       " ('MediaStream Networks', 0, 22, 21, 49, 6, 2.33, 0.4),\n",
       " ('Media Vision', 0, 22, 21, 49, 6, 2.33, 0.4),\n",
       " ('Media House', 0, 22, 21, 49, 6, 2.33, 0.4),\n",
       " ('Digital Creations', 0, 23, 10, 7, 1, 0.7, 0.11),\n",
       " ('MediaPulse Studios', 0, 23, 10, 7, 1, 0.7, 0.11),\n",
       " ('MediaMagic', 0, 23, 10, 7, 1, 0.7, 0.11),\n",
       " ('MediaPulse', 0, 23, 10, 7, 1, 0.7, 0.11),\n",
       " ('Creative Solutions', 0, 23, 10, 7, 1, 0.7, 0.11),\n",
       " ('MediaBuild Productions', 0, 23, 10, 7, 1, 0.7, 0.11),\n",
       " ('MediaPulse Inc', 0, 23, 10, 7, 1, 0.7, 0.11),\n",
       " ('Digital Creators', 0, 23, 10, 7, 1, 0.7, 0.11),\n",
       " ('MediaPulse Group', 0, 23, 10, 7, 1, 0.7, 0.11),\n",
       " ('MediaHub', 10, 24, 12, 17, 3, 1.42, 0.33),\n",
       " ('NewsWave', 0, 24, 12, 17, 3, 1.42, 0.33),\n",
       " ('GreenMedia Productions', 0, 24, 12, 17, 3, 1.42, 0.33),\n",
       " ('MediaHub Network', 0, 24, 12, 17, 3, 1.42, 0.33),\n",
       " ('Ivy Productions', 0, 24, 12, 17, 3, 1.42, 0.33),\n",
       " ('MediaWorks', 1, 24, 12, 17, 3, 1.42, 0.33),\n",
       " ('MediaHub Inc', 0, 24, 12, 17, 3, 1.42, 0.33),\n",
       " ('BroadcastNet', 0, 24, 12, 17, 3, 1.42, 0.33),\n",
       " ('Media Hub', 0, 24, 12, 17, 3, 1.42, 0.33),\n",
       " ('Ivy Media Group', 0, 24, 12, 17, 3, 1.42, 0.33),\n",
       " ('MediaStream', 6, 24, 12, 17, 3, 1.42, 0.33),\n",
       " ('Starlight Media', 0, 25, 19, 30, 5, 1.58, 0.36),\n",
       " ('MediaHub Productions', 10, 25, 19, 30, 5, 1.58, 0.36),\n",
       " ('MediaMix', 0, 25, 19, 30, 5, 1.58, 0.36),\n",
       " ('Global Media Group', 0, 25, 19, 30, 5, 1.58, 0.36),\n",
       " ('Media Magic Ltd', 0, 25, 19, 30, 5, 1.58, 0.36),\n",
       " ('MediaWorks Studios', 0, 25, 19, 30, 5, 1.58, 0.36),\n",
       " ('MediaMinds Agency', 0, 25, 19, 30, 5, 1.58, 0.36),\n",
       " ('Media Pioneers Inc', 0, 25, 19, 30, 5, 1.58, 0.36),\n",
       " ('MediaMinds', 0, 25, 19, 30, 5, 1.58, 0.36),\n",
       " ('Media Magik', 0, 25, 19, 30, 5, 1.58, 0.36),\n",
       " ('Media Creators', 5, 25, 19, 30, 5, 1.58, 0.36),\n",
       " ('MediaMinds Productions', 0, 25, 19, 30, 5, 1.58, 0.36),\n",
       " ('Media Magic', 7, 25, 19, 30, 5, 1.58, 0.36),\n",
       " ('MediaBuzz', 0, 25, 19, 30, 5, 1.58, 0.36),\n",
       " ('Jordan Construction', 0, 26, 27, 4, 2, 0.15, 0.08),\n",
       " ('Constructo Logistics', 0, 26, 27, 4, 2, 0.15, 0.08),\n",
       " ('Creative Concepts', 0, 26, 27, 4, 2, 0.15, 0.08),\n",
       " ('Streamline Media', 0, 26, 27, 4, 2, 0.15, 0.08),\n",
       " ('Constructo Supply Co', 0, 26, 27, 4, 2, 0.15, 0.08),\n",
       " ('Buildland Constructors', 0, 26, 27, 4, 2, 0.15, 0.08),\n",
       " ('Constructo Builders', 0, 26, 27, 4, 2, 0.15, 0.08),\n",
       " ('FashionTrend', 0, 26, 27, 4, 2, 0.15, 0.08),\n",
       " ('Constructo Buildrs', 0, 26, 27, 4, 2, 0.15, 0.08),\n",
       " ('Creative Broadcasting', 0, 26, 27, 4, 2, 0.15, 0.08),\n",
       " ('Constructo Innovators', 0, 26, 27, 4, 2, 0.15, 0.08),\n",
       " ('Constructia Innovators', 0, 26, 27, 4, 2, 0.15, 0.08),\n",
       " ('StyleMasterz', 0, 26, 27, 4, 2, 0.15, 0.08),\n",
       " ('MetroBuild Associates', 0, 26, 27, 4, 2, 0.15, 0.08),\n",
       " ('Constructo Innovations', 0, 26, 27, 4, 2, 0.15, 0.08),\n",
       " ('Constructo Supplies', 0, 26, 27, 4, 2, 0.15, 0.08),\n",
       " ('Vogue Ventures', 0, 26, 27, 4, 2, 0.15, 0.08),\n",
       " ('BuildPro Materials', 0, 26, 27, 4, 2, 0.15, 0.08),\n",
       " ('Creative Broadcasts', 0, 26, 27, 4, 2, 0.15, 0.08),\n",
       " ('Construct Co', 0, 27, 11, 11, 2, 1.0, 0.22),\n",
       " ('Construction Pro', 0, 27, 11, 11, 2, 1.0, 0.22),\n",
       " ('Construct Pioneers', 0, 27, 11, 11, 2, 1.0, 0.22),\n",
       " ('Construct Experts', 0, 27, 11, 11, 2, 1.0, 0.22),\n",
       " ('Build Innovators', 0, 27, 11, 11, 2, 1.0, 0.22),\n",
       " ('Build It Smart', 0, 27, 11, 11, 2, 1.0, 0.22),\n",
       " ('AgriHarvest', 0, 27, 11, 11, 2, 1.0, 0.22),\n",
       " ('Build Smart', 0, 27, 11, 11, 2, 1.0, 0.22),\n",
       " ('Skyline Capital Partners', 0, 28, 15, 12, 1, 0.8, 0.07),\n",
       " ('Skyline Ventures LLC', 0, 28, 15, 12, 1, 0.8, 0.07),\n",
       " ('Skyline Holdings Incorporated', 0, 28, 15, 12, 1, 0.8, 0.07),\n",
       " ('Skyline Tech', 0, 28, 15, 12, 1, 0.8, 0.07),\n",
       " ('Skyline Manufacturing', 0, 28, 15, 12, 1, 0.8, 0.07),\n",
       " ('Skyline Financials', 0, 28, 15, 12, 1, 0.8, 0.07),\n",
       " ('Skyline Logistics', 0, 28, 15, 12, 1, 0.8, 0.07),\n",
       " ('Skyline Financial Group', 0, 28, 15, 12, 1, 0.8, 0.07),\n",
       " ('Skyline Investments', 0, 28, 15, 12, 1, 0.8, 0.07),\n",
       " ('Skyline Holdings', 0, 28, 15, 12, 1, 0.8, 0.07),\n",
       " ('Skyline Consulting', 0, 28, 15, 12, 1, 0.8, 0.07),\n",
       " ('Skyline Holdings Inc', 0, 28, 15, 12, 1, 0.8, 0.07),\n",
       " ('Skyline Capital', 0, 28, 15, 12, 1, 0.8, 0.07),\n",
       " ('Skyline Real Estate', 0, 28, 15, 12, 1, 0.8, 0.07),\n",
       " ('Build Quick Solutions', 0, 29, 4, 0, 0, 0.0, 0.0),\n",
       " ('Rapid Construction Co', 0, 29, 4, 0, 0, 0.0, 0.0),\n",
       " ('Quick Build Solutions', 0, 29, 4, 0, 0, 0.0, 0.0),\n",
       " ('Rapid Build Group', 0, 29, 4, 0, 0, 0.0, 0.0),\n",
       " ('SafeGuard Securty', 0, 30, 20, 53, 3, 2.65, 0.18),\n",
       " ('SafeGuard', 5, 30, 20, 53, 3, 2.65, 0.18),\n",
       " ('Guardians', 0, 30, 20, 53, 3, 2.65, 0.18),\n",
       " ('Rainforest Timber', 0, 30, 20, 53, 3, 2.65, 0.18),\n",
       " ('Safe Haven Security', 0, 30, 20, 53, 3, 2.65, 0.18),\n",
       " ('SafeHome Security', 0, 30, 20, 53, 3, 2.65, 0.18),\n",
       " ('SecureSafe Security', 0, 30, 20, 53, 3, 2.65, 0.18),\n",
       " ('Guardian Angels', 0, 30, 20, 53, 3, 2.65, 0.18),\n",
       " ('SecureGuard', 0, 30, 20, 53, 3, 2.65, 0.18),\n",
       " ('Protectorate Services', 0, 30, 20, 53, 3, 2.65, 0.18),\n",
       " ('SafeGuard Security', 16, 30, 20, 53, 3, 2.65, 0.18),\n",
       " ('SafeGuard Inc', 0, 30, 20, 53, 3, 2.65, 0.18),\n",
       " ('Secure Solutions', 0, 30, 20, 53, 3, 2.65, 0.18),\n",
       " ('Brick & Mortar Builders', 0, 30, 20, 53, 3, 2.65, 0.18),\n",
       " ('Rainforest Ventures', 0, 30, 20, 53, 3, 2.65, 0.18),\n",
       " ('BuildSafe Enterprises', 32, 30, 20, 53, 3, 2.65, 0.18),\n",
       " ('Guardians Inc', 0, 30, 20, 53, 3, 2.65, 0.18),\n",
       " ('SafeNet', 0, 30, 20, 53, 3, 2.65, 0.18),\n",
       " ('Cultural Creations', 0, 31, 5, 0, 0, 0.0, 0.0),\n",
       " ('Creative Souls', 0, 31, 5, 0, 0, 0.0, 0.0),\n",
       " ('Artistic Minds', 0, 31, 5, 0, 0, 0.0, 0.0),\n",
       " ('Innovative Visions', 0, 31, 5, 0, 0, 0.0, 0.0),\n",
       " ('Artistic Ventures', 0, 31, 5, 0, 0, 0.0, 0.0),\n",
       " ('SecureNet', 0, 32, 17, 26, 2, 1.53, 0.13),\n",
       " ('SafeBuild Co', 0, 32, 17, 26, 2, 1.53, 0.13),\n",
       " ('CyberTech Dynamics', 0, 32, 17, 26, 2, 1.53, 0.13),\n",
       " ('Secure Systems', 0, 32, 17, 26, 2, 1.53, 0.13),\n",
       " ('SecureNet Solutions', 0, 32, 17, 26, 2, 1.53, 0.13),\n",
       " ('SecureTech Solutions', 4, 32, 17, 26, 2, 1.53, 0.13),\n",
       " ('SecureNet IT', 0, 32, 17, 26, 2, 1.53, 0.13),\n",
       " ('Safe Haven', 0, 32, 17, 26, 2, 1.53, 0.13),\n",
       " ('SecureTech', 0, 32, 17, 26, 2, 1.53, 0.13),\n",
       " ('Secure Tech Solutions', 0, 32, 17, 26, 2, 1.53, 0.13),\n",
       " ('SecureTech Security', 0, 32, 17, 26, 2, 1.53, 0.13),\n",
       " ('SecureNet Systems', 0, 32, 17, 26, 2, 1.53, 0.13),\n",
       " ('SecureNet Cybersecurity', 0, 32, 17, 26, 2, 1.53, 0.13),\n",
       " ('SafeBuild Ltd', 22, 32, 17, 26, 2, 1.53, 0.13),\n",
       " ('SecureTech Systems', 0, 32, 17, 26, 2, 1.53, 0.13),\n",
       " ('CyberShield Inc', 0, 33, 8, 16, 1, 2.0, 0.14),\n",
       " ('SafeGuard Solutions', 0, 33, 8, 16, 1, 2.0, 0.14),\n",
       " ('NetSecure Corp', 0, 33, 8, 16, 1, 2.0, 0.14),\n",
       " ('SecureNet Ltd', 0, 33, 8, 16, 1, 2.0, 0.14),\n",
       " ('SecureNet Limited', 0, 33, 8, 16, 1, 2.0, 0.14),\n",
       " ('SkyNet Security', 0, 33, 8, 16, 1, 2.0, 0.14),\n",
       " ('SecureTech Partners', 0, 33, 8, 16, 1, 2.0, 0.14),\n",
       " ('PlatinumPeak Finance', 0, 34, 11, 0, 0, 0.0, 0.0),\n",
       " ('DesertSun Solar', 0, 34, 11, 0, 0, 0.0, 0.0),\n",
       " ('DesertTech Innovations', 0, 34, 11, 0, 0, 0.0, 0.0),\n",
       " ('Rays Solar Tech', 0, 34, 11, 0, 0, 0.0, 0.0),\n",
       " ('Sunland Solar Solutions', 0, 34, 11, 0, 0, 0.0, 0.0),\n",
       " ('SolarHarvest', 0, 34, 11, 0, 0, 0.0, 0.0),\n",
       " ('DesertSun Solr', 0, 34, 11, 0, 0, 0.0, 0.0),\n",
       " ('SolarFlare Energy', 0, 34, 11, 0, 0, 0.0, 0.0),\n",
       " ('MagentaMount Textiles', 0, 34, 11, 0, 0, 0.0, 0.0),\n",
       " ('Sunshine Power', 0, 34, 11, 0, 0, 0.0, 0.0),\n",
       " ('Leafland Woodworks', 0, 35, 10, 0, 0, 0.0, 0.0),\n",
       " ('Bark & Leaf Industries', 0, 35, 10, 0, 0, 0.0, 0.0),\n",
       " ('ForestWood Products', 0, 35, 10, 0, 0, 0.0, 0.0),\n",
       " ('ForestEdge Lumber Co', 0, 35, 10, 0, 0, 0.0, 0.0),\n",
       " ('Woodland Timber Supplies', 0, 35, 10, 0, 0, 0.0, 0.0),\n",
       " ('ForestEdge Lumber Company', 0, 35, 10, 0, 0, 0.0, 0.0),\n",
       " ('Bark & Branch Co', 0, 35, 10, 0, 0, 0.0, 0.0),\n",
       " ('ForestEdge Lumber', 0, 35, 10, 0, 0, 0.0, 0.0),\n",
       " ('Timberland Creations', 0, 35, 10, 0, 0, 0.0, 0.0),\n",
       " ('Timberland Crafts', 0, 35, 10, 0, 0, 0.0, 0.0),\n",
       " ('Redline Autos', 0, 36, 21, 71, 2, 3.38, 0.11),\n",
       " ('MotorLand Services', 0, 36, 21, 71, 2, 3.38, 0.11),\n",
       " ('Creative Engines', 0, 36, 21, 71, 2, 3.38, 0.11),\n",
       " ('Engine Creators', 0, 36, 21, 71, 2, 3.38, 0.11),\n",
       " ('Auto Dynamics International', 0, 36, 21, 71, 2, 3.38, 0.11),\n",
       " ('AutoCity Repairs', 0, 36, 21, 71, 2, 3.38, 0.11),\n",
       " ('Innovative Motors', 0, 36, 21, 71, 2, 3.38, 0.11),\n",
       " ('Green Sea Products', 0, 36, 21, 71, 2, 3.38, 0.11),\n",
       " ('Innovative Motors Inc', 0, 36, 21, 71, 2, 3.38, 0.11),\n",
       " ('Motor Innovators', 0, 36, 21, 71, 2, 3.38, 0.11),\n",
       " ('Auto Dynamics', 61, 36, 21, 71, 2, 3.38, 0.11),\n",
       " ('Drive Innovators', 0, 36, 21, 71, 2, 3.38, 0.11),\n",
       " ('Creative Engins', 0, 36, 21, 71, 2, 3.38, 0.11),\n",
       " ('BioTech Labs', 0, 36, 21, 71, 2, 3.38, 0.11),\n",
       " ('Drive Innovations', 0, 36, 21, 71, 2, 3.38, 0.11),\n",
       " ('Auto Pioneers', 0, 36, 21, 71, 2, 3.38, 0.11),\n",
       " ('FinTech Solutions', 3, 37, 25, 100, 10, 4.0, 0.67),\n",
       " ('FinTech Innovations', 2, 37, 25, 100, 10, 4.0, 0.67),\n",
       " ('SecureFin Investments', 0, 37, 25, 100, 10, 4.0, 0.67),\n",
       " ('FinancePros', 5, 37, 25, 100, 10, 4.0, 0.67),\n",
       " ('Finance Forward', 0, 37, 25, 100, 10, 4.0, 0.67),\n",
       " ('FinancePros Inc', 0, 37, 25, 100, 10, 4.0, 0.67),\n",
       " ('FinServe Financials', 0, 37, 25, 100, 10, 4.0, 0.67),\n",
       " ('Wealthy Insurance', 0, 37, 25, 100, 10, 4.0, 0.67),\n",
       " ('FinTech Innovate', 0, 37, 25, 100, 10, 4.0, 0.67),\n",
       " ('Finance First', 0, 37, 25, 100, 10, 4.0, 0.67),\n",
       " ('Capital Growth Ltd', 0, 37, 25, 100, 10, 4.0, 0.67),\n",
       " ('FinTech Solutons', 0, 37, 25, 100, 10, 4.0, 0.67),\n",
       " ('Asset Management Co', 0, 37, 25, 100, 10, 4.0, 0.67),\n",
       " ('FinTech Innovators', 0, 37, 25, 100, 10, 4.0, 0.67),\n",
       " ('TechFinance Innovations', 0, 37, 25, 100, 10, 4.0, 0.67),\n",
       " ('FinSecure Banking', 43, 37, 25, 100, 10, 4.0, 0.67),\n",
       " ('Finance Innovators Co', 0, 38, 27, 56, 8, 2.07, 0.42),\n",
       " ('Finance Guruz', 0, 38, 27, 56, 8, 2.07, 0.42),\n",
       " ('Riverbank Finance', 0, 38, 27, 56, 8, 2.07, 0.42),\n",
       " ('Finance Future', 0, 38, 27, 56, 8, 2.07, 0.42),\n",
       " ('Finance Gurus', 10, 38, 27, 56, 8, 2.07, 0.42),\n",
       " ('Finance Solutions', 0, 38, 27, 56, 8, 2.07, 0.42),\n",
       " ('Finance Solutions Group', 0, 38, 27, 56, 8, 2.07, 0.42),\n",
       " ('FinServe Group', 7, 38, 27, 56, 8, 2.07, 0.42),\n",
       " ('Finance Pros', 2, 38, 27, 56, 8, 2.07, 0.42),\n",
       " ('Pinnacle Finance', 0, 38, 27, 56, 8, 2.07, 0.42),\n",
       " ('Riverbank Financial', 0, 38, 27, 56, 8, 2.07, 0.42),\n",
       " ('Finance Secure Ltd', 0, 38, 27, 56, 8, 2.07, 0.42),\n",
       " ('Finance Focus', 0, 38, 27, 56, 8, 2.07, 0.42),\n",
       " ('Finance Experts', 7, 38, 27, 56, 8, 2.07, 0.42),\n",
       " ('Money Managers', 0, 38, 27, 56, 8, 2.07, 0.42),\n",
       " ('FinBuild Finance', 0, 38, 27, 56, 8, 2.07, 0.42),\n",
       " ('Finance Secure', 0, 38, 27, 56, 8, 2.07, 0.42),\n",
       " ('FinSecure', 7, 38, 27, 56, 8, 2.07, 0.42),\n",
       " ('EcoWealth Capital', 0, 39, 6, 0, 0, 0.0, 0.0),\n",
       " ('EcoFinance Solutions', 0, 39, 6, 0, 0, 0.0, 0.0),\n",
       " ('GreenWealth Advisors', 0, 39, 6, 0, 0, 0.0, 0.0),\n",
       " ('FinanceEco Solutions', 0, 39, 6, 0, 0, 0.0, 0.0),\n",
       " ('EcoWealth Holdings', 0, 39, 6, 0, 0, 0.0, 0.0),\n",
       " ('Richie Holdings', 0, 40, 9, 12, 2, 1.33, 0.29),\n",
       " ('SecureWealth', 0, 40, 9, 12, 2, 1.33, 0.29),\n",
       " ('Money Masters', 0, 40, 9, 12, 2, 1.33, 0.29),\n",
       " ('Global Finance Group', 0, 40, 9, 12, 2, 1.33, 0.29),\n",
       " ('Global Finance', 0, 40, 9, 12, 2, 1.33, 0.29),\n",
       " ('RichInvest', 0, 40, 9, 12, 2, 1.33, 0.29),\n",
       " ('Finance Wizards', 6, 40, 9, 12, 2, 1.33, 0.29),\n",
       " ('FinServe', 16, 41, 16, 81, 6, 5.06, 0.6),\n",
       " ('FinServe Banking', 2, 41, 16, 81, 6, 5.06, 0.6),\n",
       " ('FinTrust Bank', 0, 41, 16, 81, 6, 5.06, 0.6),\n",
       " ('FinGuard Bank', 0, 41, 16, 81, 6, 5.06, 0.6),\n",
       " ('FinServe Financial', 0, 41, 16, 81, 6, 5.06, 0.6),\n",
       " ('SecureFinance Group', 0, 41, 16, 81, 6, 5.06, 0.6),\n",
       " ('FinServe Bank', 0, 41, 16, 81, 6, 5.06, 0.6),\n",
       " ('SafeBank', 0, 41, 16, 81, 6, 5.06, 0.6),\n",
       " ('TechGuard', 0, 41, 16, 81, 6, 5.06, 0.6),\n",
       " ('CyberNet Solutions', 0, 42, 27, 109, 13, 4.04, 0.93),\n",
       " ('FinSecure Insurance', 4, 42, 27, 109, 13, 4.04, 0.93),\n",
       " ('FinSecure Loans', 5, 42, 27, 109, 13, 4.04, 0.93),\n",
       " ('SapphireSummit Holdings', 0, 42, 27, 109, 13, 4.04, 0.93),\n",
       " ('FinSecure Financial', 2, 42, 27, 109, 13, 4.04, 0.93),\n",
       " ('FinSecure Advisory', 1, 42, 27, 109, 13, 4.04, 0.93),\n",
       " ('FinSecure Bank', 11, 42, 27, 109, 13, 4.04, 0.93),\n",
       " ('FinSecure Inc', 0, 42, 27, 109, 13, 4.04, 0.93),\n",
       " ('Finance Wizards International', 6, 42, 27, 109, 13, 4.04, 0.93),\n",
       " ('SilverLine Transport', 0, 42, 27, 109, 13, 4.04, 0.93),\n",
       " ('Finance Sorcerers', 6, 42, 27, 109, 13, 4.04, 0.93),\n",
       " ('FinSecure Investments', 5, 42, 27, 109, 13, 4.04, 0.93),\n",
       " ('FinTech Pioneers', 11, 42, 27, 109, 13, 4.04, 0.93),\n",
       " ('FinSecure Group', 0, 42, 27, 109, 13, 4.04, 0.93),\n",
       " ('Silver Line Transport', 0, 42, 27, 109, 13, 4.04, 0.93),\n",
       " ('TechCorp Solutions', 0, 43, 33, 66, 3, 2.0, 0.1),\n",
       " ('Tech Solutions Partners', 0, 43, 33, 66, 3, 2.0, 0.1),\n",
       " ('Tech Solutions Inc', 2, 43, 33, 66, 3, 2.0, 0.1),\n",
       " ('Tech Solutions Group', 0, 43, 33, 66, 3, 2.0, 0.1),\n",
       " ('TechCorp Solutons', 0, 43, 33, 66, 3, 2.0, 0.1),\n",
       " ('Tech Solutons', 0, 43, 33, 66, 3, 2.0, 0.1),\n",
       " ('TechnoFarm', 0, 43, 33, 66, 3, 2.0, 0.1),\n",
       " ('Tech Solutions', 11, 43, 33, 66, 3, 2.0, 0.1),\n",
       " ('Tech Solutions Corp', 0, 43, 33, 66, 3, 2.0, 0.1),\n",
       " ('Tech Solutions Associates', 0, 43, 33, 66, 3, 2.0, 0.1),\n",
       " ('TechSolutions Inc', 0, 43, 33, 66, 3, 2.0, 0.1),\n",
       " ('TechSolutions Ltd', 0, 43, 33, 66, 3, 2.0, 0.1),\n",
       " ('Solution Tech', 0, 43, 33, 66, 3, 2.0, 0.1),\n",
       " ('TechSolutions', 0, 43, 33, 66, 3, 2.0, 0.1),\n",
       " ('TechSolutions Group', 0, 43, 33, 66, 3, 2.0, 0.1),\n",
       " ('TechCorp', 0, 43, 33, 66, 3, 2.0, 0.1),\n",
       " ('TechnoHarvest', 0, 43, 33, 66, 3, 2.0, 0.1),\n",
       " ('TechCorp Innovations', 0, 43, 33, 66, 3, 2.0, 0.1),\n",
       " ('Tech Solutons Inc', 0, 43, 33, 66, 3, 2.0, 0.1),\n",
       " ('AdventureSeekers', 0, 44, 23, 44, 2, 1.91, 0.1),\n",
       " ('Clean Energy Corp', 0, 44, 23, 44, 2, 1.91, 0.1),\n",
       " ('TravelWings', 0, 44, 23, 44, 2, 1.91, 0.1),\n",
       " ('EcoTravl Agency', 0, 44, 23, 44, 2, 1.91, 0.1),\n",
       " ('NatureAdventures', 0, 44, 23, 44, 2, 1.91, 0.1),\n",
       " ('TravelQuest Agency', 4, 44, 23, 44, 2, 1.91, 0.1),\n",
       " ('CleanAir Solutions', 0, 44, 23, 44, 2, 1.91, 0.1),\n",
       " ('Travel Ventures LLC', 0, 44, 23, 44, 2, 1.91, 0.1),\n",
       " ('Travel Ventures Inc', 0, 44, 23, 44, 2, 1.91, 0.1),\n",
       " ('EcoTravel Partners', 0, 44, 23, 44, 2, 1.91, 0.1),\n",
       " ('NatureQuest Travels', 0, 44, 23, 44, 2, 1.91, 0.1),\n",
       " ('EcoJourney Adventures', 0, 44, 23, 44, 2, 1.91, 0.1),\n",
       " ('Travel Pioneers', 0, 44, 23, 44, 2, 1.91, 0.1),\n",
       " ('Travel Ventures', 40, 44, 23, 44, 2, 1.91, 0.1),\n",
       " ('Clean Energi Corp', 0, 44, 23, 44, 2, 1.91, 0.1),\n",
       " ('Cultural Journeys', 0, 44, 23, 44, 2, 1.91, 0.1),\n",
       " ('Clean Energy Partners', 0, 44, 23, 44, 2, 1.91, 0.1),\n",
       " ('EcoClean Services', 0, 44, 23, 44, 2, 1.91, 0.1),\n",
       " ('GreenVoyage Tours', 0, 44, 23, 44, 2, 1.91, 0.1),\n",
       " ('TravelQuest Adventures', 8, 45, 21, 14, 2, 0.67, 0.11),\n",
       " ('TravelBuild Adventures', 0, 45, 21, 14, 2, 0.67, 0.11),\n",
       " ('Explorers Haven', 0, 45, 21, 14, 2, 0.67, 0.11),\n",
       " ('Quest Travel Services', 0, 45, 21, 14, 2, 0.67, 0.11),\n",
       " ('Quest Ventures', 0, 45, 21, 14, 2, 0.67, 0.11),\n",
       " ('Explorers Heaven', 0, 45, 21, 14, 2, 0.67, 0.11),\n",
       " ('Explorers Retreat', 0, 45, 21, 14, 2, 0.67, 0.11),\n",
       " ('Knowledge Tree Institute', 0, 45, 21, 14, 2, 0.67, 0.11),\n",
       " ('Clever Minds Academy', 0, 45, 21, 14, 2, 0.67, 0.11),\n",
       " ('TravelQuest Adventurez', 0, 45, 21, 14, 2, 0.67, 0.11),\n",
       " ('Quest Adventures', 0, 45, 21, 14, 2, 0.67, 0.11),\n",
       " ('Adventure Seekers', 0, 45, 21, 14, 2, 0.67, 0.11),\n",
       " ('Medical Care Ltd', 0, 45, 21, 14, 2, 0.67, 0.11),\n",
       " ('AutoDrive Rentals', 0, 45, 21, 14, 2, 0.67, 0.11),\n",
       " ('BlueSky Travel', 0, 45, 21, 14, 2, 0.67, 0.11),\n",
       " ('Hawks Nest Academy', 0, 45, 21, 14, 2, 0.67, 0.11),\n",
       " ('AdventureGear Co', 12, 46, 16, 27, 2, 1.69, 0.14),\n",
       " ('Adventure Gear Company', 0, 46, 16, 27, 2, 1.69, 0.14),\n",
       " ('Adventure Gear', 0, 46, 16, 27, 2, 1.69, 0.14),\n",
       " ('Adventure Outfitters', 0, 46, 16, 27, 2, 1.69, 0.14),\n",
       " ('Outdoor Supplies Inc', 0, 46, 16, 27, 2, 1.69, 0.14),\n",
       " ('Wanderlust', 0, 46, 16, 27, 2, 1.69, 0.14),\n",
       " ('AdventureGear', 0, 46, 16, 27, 2, 1.69, 0.14),\n",
       " ('Knowledge Trails', 0, 46, 16, 27, 2, 1.69, 0.14),\n",
       " ('Adventure Gear Co', 0, 46, 16, 27, 2, 1.69, 0.14),\n",
       " ('TravelWonders Co', 0, 46, 16, 27, 2, 1.69, 0.14),\n",
       " ('Explorer Equipment Ltd', 0, 46, 16, 27, 2, 1.69, 0.14),\n",
       " ('Adventure Supplies', 0, 46, 16, 27, 2, 1.69, 0.14),\n",
       " ('Adventure Outdoors', 15, 46, 16, 27, 2, 1.69, 0.14),\n",
       " ('Travel Explore', 0, 46, 16, 27, 2, 1.69, 0.14),\n",
       " ('WanderlustGuides', 0, 47, 11, 8, 1, 0.73, 0.1),\n",
       " ('Journey Planners', 0, 47, 11, 8, 1, 0.73, 0.1),\n",
       " ('JourneyPlanners', 0, 47, 11, 8, 1, 0.73, 0.1),\n",
       " ('ExpeditionExperts', 0, 47, 11, 8, 1, 0.73, 0.1),\n",
       " ('TravelExperts', 0, 47, 11, 8, 1, 0.73, 0.1),\n",
       " ('TravelXperts', 0, 47, 11, 8, 1, 0.73, 0.1),\n",
       " ('AdventureAdvisors', 0, 47, 11, 8, 1, 0.73, 0.1),\n",
       " ('Globetrotter Tours', 0, 47, 11, 8, 1, 0.73, 0.1),\n",
       " ('SkyBound Flightz', 2, 48, 11, 58, 7, 5.27, 1.75),\n",
       " ('BlueSky Aviation', 0, 48, 11, 58, 7, 5.27, 1.75),\n",
       " ('AeroLift Services', 1, 48, 11, 58, 7, 5.27, 1.75),\n",
       " ('SkyBound Flitez', 2, 48, 11, 58, 7, 5.27, 1.75),\n",
       " ('AeroLink Services', 2, 48, 11, 58, 7, 5.27, 1.75),\n",
       " ('Blue Sky Airways', 0, 48, 11, 58, 7, 5.27, 1.75),\n",
       " ('SkyBound Flights', 2, 48, 11, 58, 7, 5.27, 1.75),\n",
       " ('Tempest Dynamics', 0, 49, 8, 0, 0, 0.0, 0.0),\n",
       " ('BreezeFlow Systems', 0, 49, 8, 0, 0, 0.0, 0.0),\n",
       " ('BreezeFlow Systemz', 0, 49, 8, 0, 0, 0.0, 0.0),\n",
       " ('GaleForce Solutions', 0, 49, 8, 0, 0, 0.0, 0.0),\n",
       " ('WindFlow Solutions', 0, 49, 8, 0, 0, 0.0, 0.0),\n",
       " ('BlueSky Enterprises', 0, 50, 13, 13, 1, 1.0, 0.08),\n",
       " ('Blue Sky Tech', 0, 50, 13, 13, 1, 1.0, 0.08),\n",
       " ('BlueSky Technologies', 0, 50, 13, 13, 1, 1.0, 0.08),\n",
       " ('BlueSky Solutions', 0, 50, 13, 13, 1, 1.0, 0.08),\n",
       " ('BlueSky Tech', 0, 50, 13, 13, 1, 1.0, 0.08),\n",
       " ('BlueSky Innovations', 0, 50, 13, 13, 1, 1.0, 0.08),\n",
       " ('BlueSky Enterprizes', 0, 50, 13, 13, 1, 1.0, 0.08),\n",
       " ('Blue Sky Technologies', 0, 50, 13, 13, 1, 1.0, 0.08),\n",
       " ('Skyline Aviation', 0, 50, 13, 13, 1, 1.0, 0.08),\n",
       " ('CloudNine Technologies', 0, 50, 13, 13, 1, 1.0, 0.08),\n",
       " ('FlightInnovations', 0, 51, 21, 151, 3, 7.19, 0.17),\n",
       " ('Dynamic Air Services', 0, 51, 21, 151, 3, 7.19, 0.17),\n",
       " ('AeroDynamicz Inc', 0, 51, 21, 151, 3, 7.19, 0.17),\n",
       " ('AeroTech Solutions', 0, 51, 21, 151, 3, 7.19, 0.17),\n",
       " ('SkyNet Transport', 0, 51, 21, 151, 3, 7.19, 0.17),\n",
       " ('AeroDynamics Corp', 0, 51, 21, 151, 3, 7.19, 0.17),\n",
       " ('AeroTech Enterprises', 0, 51, 21, 151, 3, 7.19, 0.17),\n",
       " ('SkyTech Solutions', 0, 51, 21, 151, 3, 7.19, 0.17),\n",
       " ('Skyline Airlines', 0, 51, 21, 151, 3, 7.19, 0.17),\n",
       " ('SkyLine Towers', 0, 51, 21, 151, 3, 7.19, 0.17),\n",
       " ('Flight Innovations', 0, 51, 21, 151, 3, 7.19, 0.17),\n",
       " ('Innovative Dynamics', 0, 51, 21, 151, 3, 7.19, 0.17),\n",
       " ('Skyline Aeronautics', 0, 51, 21, 151, 3, 7.19, 0.17),\n",
       " ('AeroDynamics Inc', 0, 51, 21, 151, 3, 7.19, 0.17),\n",
       " ('SkyReach Innovations', 0, 52, 17, 1, 1, 0.06, 0.06),\n",
       " ('SkyWay Freight', 0, 52, 17, 1, 1, 0.06, 0.06),\n",
       " ('SkyReach Manufacturing', 0, 52, 17, 1, 1, 0.06, 0.06),\n",
       " ('SkyReach Solutions', 0, 52, 17, 1, 1, 0.06, 0.06),\n",
       " ('SkyReach Systemz', 0, 52, 17, 1, 1, 0.06, 0.06),\n",
       " ('SkyReach Development', 0, 52, 17, 1, 1, 0.06, 0.06),\n",
       " ('SkyReach Logistix', 0, 52, 17, 1, 1, 0.06, 0.06),\n",
       " ('SkyReach Research', 0, 52, 17, 1, 1, 0.06, 0.06),\n",
       " ('SkyReach Logistics', 0, 52, 17, 1, 1, 0.06, 0.06),\n",
       " ('SkyLift Carriers', 0, 52, 17, 1, 1, 0.06, 0.06),\n",
       " ('SkyReach Systems', 0, 52, 17, 1, 1, 0.06, 0.06),\n",
       " ('SkyBound Transport', 0, 52, 17, 1, 1, 0.06, 0.06),\n",
       " ('SkyReach Engineering', 0, 52, 17, 1, 1, 0.06, 0.06),\n",
       " ('SkyTech Innovations', 1, 52, 17, 1, 1, 0.06, 0.06),\n",
       " ('SkyReach Manufcturing', 0, 52, 17, 1, 1, 0.06, 0.06),\n",
       " ('Entertainment Empire Inc', 0, 53, 5, 12, 2, 2.4, 0.67),\n",
       " ('EntertainmentHub', 7, 53, 5, 12, 2, 2.4, 0.67),\n",
       " ('Entertainment Hub', 0, 53, 5, 12, 2, 2.4, 0.67),\n",
       " ('Entertainment World', 5, 53, 5, 12, 2, 2.4, 0.67),\n",
       " ('GameOn', 0, 53, 5, 12, 2, 2.4, 0.67),\n",
       " ('SkyHigh Innovations', 0, 54, 13, 0, 0, 0.0, 0.0),\n",
       " ('SkyHigh Venturez', 0, 54, 13, 0, 0, 0.0, 0.0),\n",
       " ('HighSky Logistics', 0, 54, 13, 0, 0, 0.0, 0.0),\n",
       " ('CloudReach Aviation', 0, 54, 13, 0, 0, 0.0, 0.0),\n",
       " ('CloudReach Investments', 0, 54, 13, 0, 0, 0.0, 0.0),\n",
       " ('HighSky Enterprises', 0, 54, 13, 0, 0, 0.0, 0.0),\n",
       " ('CloudReach Tech', 0, 54, 13, 0, 0, 0.0, 0.0),\n",
       " ('FlightLink Services', 0, 54, 13, 0, 0, 0.0, 0.0),\n",
       " ('SkyHigh Ventures', 0, 54, 13, 0, 0, 0.0, 0.0),\n",
       " ('CloudReach Ventures', 0, 54, 13, 0, 0, 0.0, 0.0),\n",
       " ('FlightSafe Security', 0, 54, 13, 0, 0, 0.0, 0.0),\n",
       " ('CloudReach Technologies', 0, 54, 13, 0, 0, 0.0, 0.0),\n",
       " ('CloudReach Airlines', 0, 54, 13, 0, 0, 0.0, 0.0),\n",
       " ('Wind Wonders', 0, 55, 5, 0, 0, 0.0, 0.0),\n",
       " ('WindyCity Energy', 0, 55, 5, 0, 0, 0.0, 0.0),\n",
       " ('Windy Energy Solutions', 0, 55, 5, 0, 0, 0.0, 0.0),\n",
       " ('LunarTech Systems', 0, 55, 5, 0, 0, 0.0, 0.0),\n",
       " ('Zephyr Power', 0, 56, 26, 0, 0, 0.0, 0.0),\n",
       " ('WindStream Solutions', 0, 56, 26, 0, 0, 0.0, 0.0),\n",
       " ('Breeze Airways', 0, 56, 26, 0, 0, 0.0, 0.0),\n",
       " ('Windy Heights', 0, 56, 26, 0, 0, 0.0, 0.0),\n",
       " ('Windy Heights Limited', 0, 56, 26, 0, 0, 0.0, 0.0),\n",
       " ('WindyCity Power', 0, 56, 26, 0, 0, 0.0, 0.0),\n",
       " ('FreshWave Air', 0, 56, 26, 0, 0, 0.0, 0.0),\n",
       " ('WindForce Inc', 0, 56, 26, 0, 0, 0.0, 0.0),\n",
       " ('FreshBreeze Aire', 0, 56, 26, 0, 0, 0.0, 0.0),\n",
       " ('FreshBreeze Air', 0, 56, 26, 0, 0, 0.0, 0.0),\n",
       " ('Aero Dynmics Inc', 0, 56, 26, 0, 0, 0.0, 0.0),\n",
       " ('EcoPower Ltd', 0, 56, 26, 0, 0, 0.0, 0.0),\n",
       " ('Skyward Innovations', 0, 56, 26, 0, 0, 0.0, 0.0),\n",
       " ('BreezeTech Innovations', 0, 56, 26, 0, 0, 0.0, 0.0),\n",
       " ('Flyland Air Services', 0, 56, 26, 0, 0, 0.0, 0.0),\n",
       " ('Windy Heights Ltd', 0, 56, 26, 0, 0, 0.0, 0.0),\n",
       " ('Aero Dynamics Inc', 0, 56, 26, 0, 0, 0.0, 0.0),\n",
       " ('BreezyTech Solutions', 0, 56, 26, 0, 0, 0.0, 0.0),\n",
       " ('Zephyr Energy Inc', 0, 57, 9, 0, 0, 0.0, 0.0),\n",
       " ('Zephyr Energy Co', 0, 57, 9, 0, 0, 0.0, 0.0),\n",
       " ('Breeze Energi Solutions', 0, 57, 9, 0, 0, 0.0, 0.0),\n",
       " ('BreezeTech Solutions', 0, 57, 9, 0, 0, 0.0, 0.0),\n",
       " ('Windstream Innovations', 0, 57, 9, 0, 0, 0.0, 0.0),\n",
       " ('Breeze Energy Solutions', 0, 57, 9, 0, 0, 0.0, 0.0),\n",
       " ('Gale Power Systems', 0, 57, 9, 0, 0, 0.0, 0.0),\n",
       " ('Estate Innovators', 0, 58, 12, 13, 2, 1.08, 0.2),\n",
       " ('RealEstate Group', 0, 58, 12, 13, 2, 1.08, 0.2),\n",
       " ('Property Insights', 0, 58, 12, 13, 2, 1.08, 0.2),\n",
       " ('Real Estate Experts Co', 0, 58, 12, 13, 2, 1.08, 0.2),\n",
       " ('Real Estate Visions', 0, 58, 12, 13, 2, 1.08, 0.2),\n",
       " ('Realty Dreams', 0, 58, 12, 13, 2, 1.08, 0.2),\n",
       " ('Real Estate Vision', 0, 58, 12, 13, 2, 1.08, 0.2),\n",
       " ('Real Estate Experts', 0, 58, 12, 13, 2, 1.08, 0.2),\n",
       " ('Real Estate Hub', 0, 58, 12, 13, 2, 1.08, 0.2),\n",
       " ('RealEstatePro', 3, 58, 12, 13, 2, 1.08, 0.2),\n",
       " ('Visionary Estates', 0, 58, 12, 13, 2, 1.08, 0.2),\n",
       " ('Real Estate Pros', 10, 58, 12, 13, 2, 1.08, 0.2),\n",
       " ('Edu Creators', 0, 59, 36, 31, 2, 0.86, 0.06),\n",
       " ('EduNet', 0, 59, 36, 31, 2, 0.86, 0.06),\n",
       " ('EduNation Center', 0, 59, 36, 31, 2, 0.86, 0.06),\n",
       " ('Constructive Builders', 0, 59, 36, 31, 2, 0.86, 0.06),\n",
       " ('Innovative Learning', 0, 59, 36, 31, 2, 0.86, 0.06),\n",
       " ('TeachWorld', 0, 59, 36, 31, 2, 0.86, 0.06),\n",
       " ('Edu Innovators', 6, 59, 36, 31, 2, 0.86, 0.06),\n",
       " ('BuildSmart Engineering', 0, 59, 36, 31, 2, 0.86, 0.06),\n",
       " ('Innovative Builders Co', 0, 59, 36, 31, 2, 0.86, 0.06),\n",
       " ('EduNation School', 0, 59, 36, 31, 2, 0.86, 0.06),\n",
       " ('Edu Pioneers', 0, 59, 36, 31, 2, 0.86, 0.06),\n",
       " ('Edu Creatives', 0, 59, 36, 31, 2, 0.86, 0.06),\n",
       " ('Knowledge Builders', 0, 59, 36, 31, 2, 0.86, 0.06),\n",
       " ('EduNet Solutions', 0, 59, 36, 31, 2, 0.86, 0.06),\n",
       " ('Learning Leaders', 0, 59, 36, 31, 2, 0.86, 0.06),\n",
       " ('BuildSmart Tech Ltd', 0, 59, 36, 31, 2, 0.86, 0.06),\n",
       " ('Edu Innovators Inc', 0, 59, 36, 31, 2, 0.86, 0.06),\n",
       " ('Learning Pioneers', 0, 59, 36, 31, 2, 0.86, 0.06),\n",
       " ('EduWorld Services', 0, 60, 23, 27, 2, 1.17, 0.1),\n",
       " ('EduInnov8', 0, 60, 23, 27, 2, 1.17, 0.1),\n",
       " ('CareWell Group', 0, 60, 23, 27, 2, 1.17, 0.1),\n",
       " ('Edu World', 0, 60, 23, 27, 2, 1.17, 0.1),\n",
       " ('EduInnovators', 0, 60, 23, 27, 2, 1.17, 0.1),\n",
       " ('EduWorld', 0, 60, 23, 27, 2, 1.17, 0.1),\n",
       " ('TeachSmart Enterprises', 0, 60, 23, 27, 2, 1.17, 0.1),\n",
       " ('Edu Innovate', 0, 60, 23, 27, 2, 1.17, 0.1),\n",
       " ('EduInnovate Institute', 0, 60, 23, 27, 2, 1.17, 0.1),\n",
       " ('EduWurld', 0, 60, 23, 27, 2, 1.17, 0.1),\n",
       " ('InnovateEdu', 0, 60, 23, 27, 2, 1.17, 0.1),\n",
       " ('InnovateEd Institutes', 0, 60, 23, 27, 2, 1.17, 0.1),\n",
       " ('LearnSmart Technologies', 0, 60, 23, 27, 2, 1.17, 0.1),\n",
       " ('EduInnovate', 0, 60, 23, 27, 2, 1.17, 0.1),\n",
       " ('EduWorld Academy', 0, 60, 23, 27, 2, 1.17, 0.1),\n",
       " ('BronzeShield Security', 0, 61, 3, 0, 0, 0.0, 0.0),\n",
       " ('SkyNet Communications', 0, 61, 3, 0, 0, 0.0, 0.0),\n",
       " ('VioletValley Wines', 0, 61, 3, 0, 0, 0.0, 0.0),\n",
       " ('GreenWorld Builders', 0, 62, 33, 114, 8, 3.45, 0.32),\n",
       " ('GourmetEssentials', 0, 62, 33, 114, 8, 3.45, 0.32),\n",
       " ('Aqua Tech Solutions', 0, 62, 33, 114, 8, 3.45, 0.32),\n",
       " ('AquaFlow Inc', 0, 62, 33, 114, 8, 3.45, 0.32),\n",
       " ('Skyland Charters', 31, 62, 33, 114, 8, 3.45, 0.32),\n",
       " ('GreenWave Energi', 0, 62, 33, 114, 8, 3.45, 0.32),\n",
       " ('HydroPower Solutions', 0, 62, 33, 114, 8, 3.45, 0.32),\n",
       " ('AquaTech Industries', 7, 62, 33, 114, 8, 3.45, 0.32),\n",
       " ('Streamline Utilities', 0, 62, 33, 114, 8, 3.45, 0.32),\n",
       " ('HydroFlw Systems', 0, 62, 33, 114, 8, 3.45, 0.32),\n",
       " ('AquaTech Services', 0, 62, 33, 114, 8, 3.45, 0.32),\n",
       " ('AquaTech Solutions', 0, 62, 33, 114, 8, 3.45, 0.32),\n",
       " ('Streamline Utilties', 0, 62, 33, 114, 8, 3.45, 0.32),\n",
       " ('HydroFlow Systems', 10, 62, 33, 114, 8, 3.45, 0.32),\n",
       " ('GreenWave Energy', 0, 62, 33, 114, 8, 3.45, 0.32),\n",
       " ('HydroTech Solutions', 0, 62, 33, 114, 8, 3.45, 0.32),\n",
       " ('AquaTech Systems', 0, 62, 33, 114, 8, 3.45, 0.32),\n",
       " ('DrinkWorld', 0, 62, 33, 114, 8, 3.45, 0.32),\n",
       " ('EcoVision Estates', 0, 63, 8, 34, 3, 4.25, 0.6),\n",
       " ('BeverageHub', 0, 63, 8, 34, 3, 4.25, 0.6),\n",
       " ('SunPower Innovations', 0, 63, 8, 34, 3, 4.25, 0.6),\n",
       " ('Skyland Cargo', 21, 63, 8, 34, 3, 4.25, 0.6),\n",
       " ('BeverageHub Inc', 0, 63, 8, 34, 3, 4.25, 0.6),\n",
       " ('Sustain Homes', 0, 64, 6, 0, 0, 0.0, 0.0),\n",
       " ('EcoLyfe Productz', 0, 64, 6, 0, 0, 0.0, 0.0),\n",
       " ('GreenLeaf Tech', 0, 64, 6, 0, 0, 0.0, 0.0),\n",
       " ('CopperCrest Mining', 0, 64, 6, 0, 0, 0.0, 0.0),\n",
       " ('CyanSea Fisheries', 0, 64, 6, 0, 0, 0.0, 0.0),\n",
       " ('WaterWurks Co', 0, 65, 22, 65, 5, 2.95, 0.29),\n",
       " ('FlowDynamics Inc', 0, 65, 22, 65, 5, 2.95, 0.29),\n",
       " ('FlowTech Innovations', 0, 65, 22, 65, 5, 2.95, 0.29),\n",
       " ('AquaFl0w Systems', 0, 65, 22, 65, 5, 2.95, 0.29),\n",
       " ('FlowTech Enterprises', 0, 65, 22, 65, 5, 2.95, 0.29),\n",
       " ('Streamline Solutions', 0, 65, 22, 65, 5, 2.95, 0.29),\n",
       " ('Flow Dynamics', 0, 65, 22, 65, 5, 2.95, 0.29),\n",
       " ('Waterway Enterprises Ltd', 9, 65, 22, 65, 5, 2.95, 0.29),\n",
       " ('HydroSolutons Ltd', 0, 65, 22, 65, 5, 2.95, 0.29),\n",
       " ('HydroSolutions Ltd', 0, 65, 22, 65, 5, 2.95, 0.29),\n",
       " ('ClearStream Solutions', 0, 65, 22, 65, 5, 2.95, 0.29),\n",
       " ('WaterWorks Co', 13, 65, 22, 65, 5, 2.95, 0.29),\n",
       " ('Streamline Services', 0, 65, 22, 65, 5, 2.95, 0.29),\n",
       " ('RiverTech Enterprises', 0, 65, 22, 65, 5, 2.95, 0.29),\n",
       " ('StreamTech Services', 0, 65, 22, 65, 5, 2.95, 0.29),\n",
       " ('Waterway Enterprises', 9, 65, 22, 65, 5, 2.95, 0.29),\n",
       " ('WaterWorks Inc', 0, 65, 22, 65, 5, 2.95, 0.29),\n",
       " ('WaterWorks', 0, 65, 22, 65, 5, 2.95, 0.29),\n",
       " ('RiverFlow Hydraulics', 0, 66, 7, 0, 0, 0.0, 0.0),\n",
       " ('RiverFlow Waterworks', 0, 66, 7, 0, 0, 0.0, 0.0),\n",
       " ('RiverFlow Logistics', 0, 66, 7, 0, 0, 0.0, 0.0),\n",
       " ('StarryNight Innovations', 0, 66, 7, 0, 0, 0.0, 0.0),\n",
       " ('UrbanGrow', 0, 66, 7, 0, 0, 0.0, 0.0),\n",
       " ('UrbanGrowers', 0, 66, 7, 0, 0, 0.0, 0.0),\n",
       " ('AzurePeak Finance', 0, 67, 5, 0, 0, 0.0, 0.0),\n",
       " ('PurplePeak Finances', 0, 67, 5, 0, 0, 0.0, 0.0),\n",
       " ('LavenderCrest Holdings', 0, 67, 5, 0, 0, 0.0, 0.0),\n",
       " ('PurplePeak Finance', 0, 67, 5, 0, 0, 0.0, 0.0),\n",
       " ('VioletSummit Investments', 0, 67, 5, 0, 0, 0.0, 0.0),\n",
       " ('AquaFlow Enterprises', 0, 68, 13, 87, 4, 6.69, 0.44),\n",
       " ('AquaWave Enterprises', 9, 68, 13, 87, 4, 6.69, 0.44),\n",
       " ('Skyland Jets', 32, 68, 13, 87, 4, 6.69, 0.44),\n",
       " ('Waterway Innovations', 0, 68, 13, 87, 4, 6.69, 0.44),\n",
       " ('AquaFlow Services', 0, 68, 13, 87, 4, 6.69, 0.44),\n",
       " ('AquaStream Enterprises', 0, 68, 13, 87, 4, 6.69, 0.44),\n",
       " ('AquaLife Services', 0, 68, 13, 87, 4, 6.69, 0.44),\n",
       " ('Skyland Jets Ltd', 34, 68, 13, 87, 4, 6.69, 0.44),\n",
       " ('SnackTime', 0, 68, 13, 87, 4, 6.69, 0.44),\n",
       " ('Visionary Productions', 0, 69, 8, 0, 0, 0.0, 0.0),\n",
       " ('Innovative Media Group', 0, 69, 8, 0, 0, 0.0, 0.0),\n",
       " ('Innovative Media', 0, 69, 8, 0, 0, 0.0, 0.0),\n",
       " ('Innovative Media Inc', 0, 69, 8, 0, 0, 0.0, 0.0),\n",
       " ('Dreamland Productions', 0, 69, 8, 0, 0, 0.0, 0.0),\n",
       " ('Innovative Creations', 0, 69, 8, 0, 0, 0.0, 0.0),\n",
       " ('Dreamland Studios', 0, 69, 8, 0, 0, 0.0, 0.0),\n",
       " ('Harvest Foods', 0, 70, 17, 26, 3, 1.53, 0.21),\n",
       " ('GreenField Enterprises', 0, 70, 17, 26, 3, 1.53, 0.21),\n",
       " ('Future Foods Inc', 0, 70, 17, 26, 3, 1.53, 0.21),\n",
       " ('AgriGrow Ltd', 0, 70, 17, 26, 3, 1.53, 0.21),\n",
       " ('Foodie Farms', 5, 70, 17, 26, 3, 1.53, 0.21),\n",
       " ('AgriGrowth Ltd', 11, 70, 17, 26, 3, 1.53, 0.21),\n",
       " ('HarvestGold Foods', 0, 70, 17, 26, 3, 1.53, 0.21),\n",
       " ('Future Foods Co', 0, 70, 17, 26, 3, 1.53, 0.21),\n",
       " ('AgriGuard', 0, 70, 17, 26, 3, 1.53, 0.21),\n",
       " ('Agriculture Advance', 0, 70, 17, 26, 3, 1.53, 0.21),\n",
       " ('AgriCorp', 0, 70, 17, 26, 3, 1.53, 0.21),\n",
       " ('AgriGrowth Corp', 0, 71, 17, 173, 6, 10.18, 0.55),\n",
       " ('AgriGrowth Inc', 10, 71, 17, 173, 6, 10.18, 0.55),\n",
       " ('AgriGroth', 0, 71, 17, 173, 6, 10.18, 0.55),\n",
       " ('Agri Growth Ltd', 0, 71, 17, 173, 6, 10.18, 0.55),\n",
       " ('AgriGroth Farms', 0, 71, 17, 173, 6, 10.18, 0.55),\n",
       " ('AgriGroth Corp', 0, 71, 17, 173, 6, 10.18, 0.55),\n",
       " ('AgriGrowth Co', 0, 71, 17, 173, 6, 10.18, 0.55),\n",
       " ('Harvest Solutions', 0, 71, 17, 173, 6, 10.18, 0.55),\n",
       " ('Agri Growth', 0, 71, 17, 173, 6, 10.18, 0.55),\n",
       " ('AgroFuture', 0, 72, 23, 83, 4, 3.61, 0.21),\n",
       " ('AgriGrowth Solutions', 0, 72, 23, 83, 4, 3.61, 0.21),\n",
       " ('AgriFuture Ltd', 0, 72, 23, 83, 4, 3.61, 0.21),\n",
       " ('AgriFuture Farms', 0, 72, 23, 83, 4, 3.61, 0.21),\n",
       " ('Sunny Acres', 0, 72, 23, 83, 4, 3.61, 0.21),\n",
       " ('AgriFuture', 0, 72, 23, 83, 4, 3.61, 0.21),\n",
       " ('AgriBuild Co', 0, 72, 23, 83, 4, 3.61, 0.21),\n",
       " ('AgriFuture Inc', 0, 72, 23, 83, 4, 3.61, 0.21),\n",
       " ('GreenFarms', 0, 72, 23, 83, 4, 3.61, 0.21),\n",
       " ('AgriFuture Corp', 0, 72, 23, 83, 4, 3.61, 0.21),\n",
       " ('Agri Future', 5, 72, 23, 83, 4, 3.61, 0.21),\n",
       " ('Green Fields', 0, 73, 34, 167, 6, 4.91, 0.21),\n",
       " ('Agriculture Innovators', 0, 73, 34, 167, 6, 4.91, 0.21),\n",
       " ('TechFarm', 0, 73, 34, 167, 6, 4.91, 0.21),\n",
       " ('AgriAdvance', 0, 73, 34, 167, 6, 4.91, 0.21),\n",
       " ('GreenFields Co', 5, 73, 34, 167, 6, 4.91, 0.21),\n",
       " ('Harvest Hub', 0, 73, 34, 167, 6, 4.91, 0.21),\n",
       " ('Agri Advance', 0, 73, 34, 167, 6, 4.91, 0.21),\n",
       " ('AgriHarvest Co', 0, 73, 34, 167, 6, 4.91, 0.21),\n",
       " ('Agriculture Innovators Inc', 0, 73, 34, 167, 6, 4.91, 0.21),\n",
       " ('AgriGrow', 0, 73, 34, 167, 6, 4.91, 0.21),\n",
       " ('GreenHarvest', 0, 73, 34, 167, 6, 4.91, 0.21),\n",
       " ('AgriGrowth', 48, 73, 34, 167, 6, 4.91, 0.21),\n",
       " ('TechFarmers', 0, 73, 34, 167, 6, 4.91, 0.21),\n",
       " ('AgriGro', 0, 73, 34, 167, 6, 4.91, 0.21),\n",
       " ('BioHarvest Farms', 0, 74, 27, 198, 9, 7.33, 0.5),\n",
       " ('FarmLand Produce', 6, 74, 27, 198, 9, 7.33, 0.5),\n",
       " ('EcoFarm Produce', 0, 74, 27, 198, 9, 7.33, 0.5),\n",
       " ('Global Traders', 0, 74, 27, 198, 9, 7.33, 0.5),\n",
       " ('GreenWave Transport', 0, 74, 27, 198, 9, 7.33, 0.5),\n",
       " ('Farmville Organics', 10, 74, 27, 198, 9, 7.33, 0.5),\n",
       " ('AgriGrowth Farms', 80, 74, 27, 198, 9, 7.33, 0.5),\n",
       " ('AgriGrowth Farmz', 0, 74, 27, 198, 9, 7.33, 0.5),\n",
       " ('Market Masters', 0, 74, 27, 198, 9, 7.33, 0.5),\n",
       " ('Harvest Farms Co', 0, 74, 27, 198, 9, 7.33, 0.5),\n",
       " ('AgriTech Farms', 0, 74, 27, 198, 9, 7.33, 0.5),\n",
       " ('AgriGrow Farms', 14, 74, 27, 198, 9, 7.33, 0.5),\n",
       " ('GreenLeaf Agro', 10, 74, 27, 198, 9, 7.33, 0.5),\n",
       " ('AgroTech Farms', 0, 74, 27, 198, 9, 7.33, 0.5),\n",
       " ('AgriGrowth Farm Co', 10, 74, 27, 198, 9, 7.33, 0.5),\n",
       " ('Harvest Time Inc', 0, 75, 4, 11, 1, 2.75, 0.33),\n",
       " ('Harvest Innovations Ltd', 0, 75, 4, 11, 1, 2.75, 0.33),\n",
       " ('HarvestTime Ltd', 0, 75, 4, 11, 1, 2.75, 0.33),\n",
       " ('HarvestHub', 0, 76, 19, 42, 3, 2.21, 0.19),\n",
       " ('AgriFuture Fields', 0, 76, 19, 42, 3, 2.21, 0.19),\n",
       " ('AgroTech Solutions', 0, 76, 19, 42, 3, 2.21, 0.19),\n",
       " ('Harvest Innovations', 11, 76, 19, 42, 3, 2.21, 0.19),\n",
       " ('GreenGrowth Farms', 0, 76, 19, 42, 3, 2.21, 0.19),\n",
       " ('AgroTech Innovations', 0, 77, 23, 22, 2, 0.96, 0.1),\n",
       " ('AgroTech Solutons', 0, 77, 23, 22, 2, 0.96, 0.1),\n",
       " ('Farmers Guild', 0, 77, 23, 22, 2, 0.96, 0.1),\n",
       " ('AgroTech Systems', 0, 77, 23, 22, 2, 0.96, 0.1),\n",
       " ('AgroTech', 0, 77, 23, 22, 2, 0.96, 0.1),\n",
       " ('Agri Solutions', 0, 77, 23, 22, 2, 0.96, 0.1),\n",
       " ('AgroTech Dynamics', 0, 77, 23, 22, 2, 0.96, 0.1),\n",
       " ('AgriTech Innovations', 7, 77, 23, 22, 2, 0.96, 0.1),\n",
       " ('AgriGreen Solutions', 0, 77, 23, 22, 2, 0.96, 0.1),\n",
       " ('AgriTech Solutions', 15, 77, 23, 22, 2, 0.96, 0.1),\n",
       " ('Rural Ventures', 0, 77, 23, 22, 2, 0.96, 0.1),\n",
       " ('AgriTech Solutons', 0, 77, 23, 22, 2, 0.96, 0.1),\n",
       " ('EcoHarvest Co', 1, 78, 16, 69, 11, 4.31, 2.2),\n",
       " ('GreenLeaf Produce', 8, 78, 16, 69, 11, 4.31, 2.2),\n",
       " ('GreenTech Farms', 0, 78, 16, 69, 11, 4.31, 2.2),\n",
       " ('GreenLeaf Farms', 16, 78, 16, 69, 11, 4.31, 2.2),\n",
       " ('LeafyGreen Ent', 2, 78, 16, 69, 11, 4.31, 2.2),\n",
       " ('LeafyGreen Enterprises', 4, 78, 16, 69, 11, 4.31, 2.2),\n",
       " ('GreenLeaf Farm Co', 6, 78, 16, 69, 11, 4.31, 2.2),\n",
       " ('TechAgri Corp', 0, 78, 16, 69, 11, 4.31, 2.2),\n",
       " ('GreenSprout Ltd', 4, 78, 16, 69, 11, 4.31, 2.2),\n",
       " ('Fresh Produce Ltd', 0, 79, 11, 24, 2, 2.18, 0.22),\n",
       " ('Green Earth Farms', 0, 79, 11, 24, 2, 2.18, 0.22),\n",
       " ('Earthly Farms', 0, 79, 11, 24, 2, 2.18, 0.22),\n",
       " ('FarmTech Solutions', 0, 80, 15, 7, 1, 0.47, 0.07),\n",
       " ('FarmTech', 0, 80, 15, 7, 1, 0.47, 0.07),\n",
       " ('FarmTech Innovations', 0, 80, 15, 7, 1, 0.47, 0.07),\n",
       " ('Agri Pioneers', 0, 80, 15, 7, 1, 0.47, 0.07),\n",
       " ('FarmTech Innovators', 0, 80, 15, 7, 1, 0.47, 0.07),\n",
       " ('FarmTech Solutons', 0, 80, 15, 7, 1, 0.47, 0.07),\n",
       " ('Farmers United Ltd', 0, 80, 15, 7, 1, 0.47, 0.07),\n",
       " ('Farmers United', 0, 80, 15, 7, 1, 0.47, 0.07),\n",
       " ('Blue Meadows Inc', 0, 80, 15, 7, 1, 0.47, 0.07),\n",
       " ('TechHarvest Ltd', 0, 81, 19, 0, 0, 0.0, 0.0),\n",
       " ('TechFarm Innovations', 0, 81, 19, 0, 0, 0.0, 0.0),\n",
       " ('GreenField Innovations', 0, 81, 19, 0, 0, 0.0, 0.0),\n",
       " ('FarmTech Enterprises', 0, 81, 19, 0, 0, 0.0, 0.0),\n",
       " ('AgriSolutions Group', 0, 81, 19, 0, 0, 0.0, 0.0),\n",
       " ('HarvestTech Co', 0, 81, 19, 0, 0, 0.0, 0.0),\n",
       " ('HarvestTech Inc', 0, 81, 19, 0, 0, 0.0, 0.0),\n",
       " ('Agro Ventures Ltd', 0, 82, 7, 0, 0, 0.0, 0.0),\n",
       " ('Agri Ventures', 0, 82, 7, 0, 0, 0.0, 0.0),\n",
       " ('Harvest Fields Co', 0, 82, 7, 0, 0, 0.0, 0.0),\n",
       " ('AgriLand Co', 0, 82, 7, 0, 0, 0.0, 0.0),\n",
       " ('AgriLand Ventures', 0, 82, 7, 0, 0, 0.0, 0.0),\n",
       " ('Harvesters Coop', 0, 82, 7, 0, 0, 0.0, 0.0),\n",
       " ('Farm Fresh Ltd', 0, 83, 4, 0, 0, 0.0, 0.0),\n",
       " ('Harvest Organics', 0, 83, 4, 0, 0, 0.0, 0.0),\n",
       " ('GreenHarvest Organics', 0, 83, 4, 0, 0, 0.0, 0.0),\n",
       " ('AgriWorld', 0, 84, 8, 0, 0, 0.0, 0.0),\n",
       " ('Green Feilds Ltd', 0, 84, 8, 0, 0, 0.0, 0.0),\n",
       " ('Green Fields International', 0, 84, 8, 0, 0, 0.0, 0.0),\n",
       " ('Green Fields Ltd', 0, 84, 8, 0, 0, 0.0, 0.0),\n",
       " ('Green Fields Logistics', 0, 84, 8, 0, 0, 0.0, 0.0),\n",
       " ('AgriWorld Enterprises', 0, 84, 8, 0, 0, 0.0, 0.0),\n",
       " ('AgroWorld', 0, 84, 8, 0, 0, 0.0, 0.0),\n",
       " ('Harvesters Co', 3, 85, 10, 3, 1, 0.3, 0.11),\n",
       " ('HarvestTime Co', 0, 85, 10, 3, 1, 0.3, 0.11),\n",
       " ('Sunrise Learning Center', 0, 85, 10, 3, 1, 0.3, 0.11),\n",
       " ('AgriLand Produce', 0, 85, 10, 3, 1, 0.3, 0.11),\n",
       " ('Harvest Co', 0, 85, 10, 3, 1, 0.3, 0.11),\n",
       " ('Horizon Learning Center', 0, 85, 10, 3, 1, 0.3, 0.11),\n",
       " ('Agri Coop', 0, 85, 10, 3, 1, 0.3, 0.11),\n",
       " ('Harvesters Inc', 0, 85, 10, 3, 1, 0.3, 0.11),\n",
       " ('Harvest Hills', 0, 86, 25, 0, 0, 0.0, 0.0),\n",
       " ('FieldWorks Inc', 0, 86, 25, 0, 0, 0.0, 0.0),\n",
       " ('BlueMeadows', 0, 86, 25, 0, 0, 0.0, 0.0),\n",
       " ('UrbanFarms', 0, 86, 25, 0, 0, 0.0, 0.0),\n",
       " ('AgroSolutions', 0, 86, 25, 0, 0, 0.0, 0.0),\n",
       " ('RuralHarvest', 0, 86, 25, 0, 0, 0.0, 0.0),\n",
       " ('EcoFarmers Ltd', 0, 86, 25, 0, 0, 0.0, 0.0),\n",
       " ('AgroInnovate', 0, 86, 25, 0, 0, 0.0, 0.0),\n",
       " ('Harvest Growers', 0, 86, 25, 0, 0, 0.0, 0.0),\n",
       " ('CropMasters', 0, 86, 25, 0, 0, 0.0, 0.0),\n",
       " ('AgroInnovate Ltd', 0, 86, 25, 0, 0, 0.0, 0.0),\n",
       " ('AgroInnov8', 0, 87, 9, 11, 2, 1.22, 0.29),\n",
       " ('Greenland Agriculture', 0, 87, 9, 11, 2, 1.22, 0.29),\n",
       " ('Harvest Gold Farms', 0, 87, 9, 11, 2, 1.22, 0.29),\n",
       " ('HarvestTime Farms', 6, 87, 9, 11, 2, 1.22, 0.29),\n",
       " ('FreshHarvest Farms', 0, 87, 9, 11, 2, 1.22, 0.29),\n",
       " ('HarvestFresh Farms', 5, 87, 9, 11, 2, 1.22, 0.29),\n",
       " ('HarvestGold Farms', 0, 87, 9, 11, 2, 1.22, 0.29),\n",
       " ('AgriInnovate', 0, 88, 12, 7, 1, 0.58, 0.09),\n",
       " ('Agri Innovators', 0, 88, 12, 7, 1, 0.58, 0.09),\n",
       " ('Agro Innovators', 0, 88, 12, 7, 1, 0.58, 0.09),\n",
       " ('AgriInnovate LLC', 0, 88, 12, 7, 1, 0.58, 0.09),\n",
       " ('Build It Fast', 0, 88, 12, 7, 1, 0.58, 0.09),\n",
       " ('Agri Innovate', 0, 88, 12, 7, 1, 0.58, 0.09),\n",
       " ('Build It Quick', 0, 88, 12, 7, 1, 0.58, 0.09),\n",
       " ('Build It Quik', 0, 88, 12, 7, 1, 0.58, 0.09),\n",
       " ('Farm Innovators', 0, 89, 5, 0, 0, 0.0, 0.0),\n",
       " ('FarmInnovate', 0, 89, 5, 0, 0, 0.0, 0.0),\n",
       " ('Harvest Bounty Ltd', 0, 89, 5, 0, 0, 0.0, 0.0),\n",
       " ('Harvest Pioneers', 0, 89, 5, 0, 0, 0.0, 0.0),\n",
       " ('UrbanFarmers', 0, 90, 4, 0, 0, 0.0, 0.0),\n",
       " ('UrbanFarmers Network', 0, 90, 4, 0, 0, 0.0, 0.0),\n",
       " ('Harvest Supplies', 0, 90, 4, 0, 0, 0.0, 0.0),\n",
       " ('GreenLeaf Gardens', 5, 91, 12, 24, 3, 2.0, 0.33),\n",
       " ('Green Thumb Gardens', 3, 91, 12, 24, 3, 2.0, 0.33),\n",
       " ('Green Gardens', 0, 91, 12, 24, 3, 2.0, 0.33),\n",
       " ('GreenThumb Gardenz', 0, 91, 12, 24, 3, 2.0, 0.33),\n",
       " ('GreenThumb Gardens', 0, 91, 12, 24, 3, 2.0, 0.33),\n",
       " ('GreenThumb', 0, 91, 12, 24, 3, 2.0, 0.33),\n",
       " ('Floras Farm', 0, 91, 12, 24, 3, 2.0, 0.33),\n",
       " ('Verdant Ventures', 0, 91, 12, 24, 3, 2.0, 0.33),\n",
       " ('Blooming Fields', 0, 91, 12, 24, 3, 2.0, 0.33),\n",
       " ('Bloom Enterprises', 0, 92, 9, 0, 0, 0.0, 0.0),\n",
       " ('Sprout Ventures', 0, 92, 9, 0, 0, 0.0, 0.0),\n",
       " ('Sprout Holdings', 0, 92, 9, 0, 0, 0.0, 0.0),\n",
       " ('Flora Innovations', 0, 92, 9, 0, 0, 0.0, 0.0),\n",
       " ('Sprout Solutons', 0, 92, 9, 0, 0, 0.0, 0.0),\n",
       " ('Green Growth Inc', 0, 92, 9, 0, 0, 0.0, 0.0),\n",
       " ('Agrarian Solutions', 0, 92, 9, 0, 0, 0.0, 0.0),\n",
       " ('Sprout Enterprises', 0, 92, 9, 0, 0, 0.0, 0.0),\n",
       " ('Sprout Solutions', 0, 92, 9, 0, 0, 0.0, 0.0),\n",
       " ('HarvestFields', 0, 93, 12, 4, 2, 0.33, 0.2),\n",
       " ('UrbanGreen Landscaping', 1, 93, 12, 4, 2, 0.33, 0.2),\n",
       " ('GreenThumb Landscaping', 0, 93, 12, 4, 2, 0.33, 0.2),\n",
       " ('GreenWorld Landscaping', 0, 93, 12, 4, 2, 0.33, 0.2),\n",
       " ('Green Growers', 0, 93, 12, 4, 2, 0.33, 0.2),\n",
       " ('Green Growth', 0, 93, 12, 4, 2, 0.33, 0.2),\n",
       " ('Green Thumb Landscaping', 0, 93, 12, 4, 2, 0.33, 0.2),\n",
       " ('GreenEarth Landscaping', 0, 93, 12, 4, 2, 0.33, 0.2),\n",
       " ('Leafy Greens Co', 0, 94, 17, 76, 9, 4.47, 1.12),\n",
       " ('Sustainable Ventures Ltd', 0, 94, 17, 76, 9, 4.47, 1.12),\n",
       " ('GreenLeaf Ventures', 8, 94, 17, 76, 9, 4.47, 1.12),\n",
       " ('GreenGrow', 0, 94, 17, 76, 9, 4.47, 1.12),\n",
       " ('Earths Bounty', 5, 94, 17, 76, 9, 4.47, 1.12),\n",
       " ('Verdant Growth Ltd', 0, 94, 17, 76, 9, 4.47, 1.12),\n",
       " ('GreenLeaf Organics International', 4, 94, 17, 76, 9, 4.47, 1.12),\n",
       " ('GreenLeaf Organics Ltd', 4, 94, 17, 76, 9, 4.47, 1.12),\n",
       " ('EcoHarvest', 6, 94, 17, 76, 9, 4.47, 1.12),\n",
       " ('GreenLeaf Organics', 38, 94, 17, 76, 9, 4.47, 1.12),\n",
       " ('GreenLeaf Organix', 3, 94, 17, 76, 9, 4.47, 1.12),\n",
       " ('GreenField Ventures', 0, 95, 14, 22, 4, 1.57, 0.4),\n",
       " ('EcoHarvest Farms', 7, 95, 14, 22, 4, 1.57, 0.4),\n",
       " ('Fields of Green Inc', 0, 95, 14, 22, 4, 1.57, 0.4),\n",
       " ('OrganicRoots Inc', 0, 95, 14, 22, 4, 1.57, 0.4),\n",
       " ('PolarTech Solutions', 0, 96, 15, 10, 3, 0.67, 0.25),\n",
       " ('Urban Green Landscapes', 0, 96, 15, 10, 3, 0.67, 0.25),\n",
       " ('EcoFarms', 0, 96, 15, 10, 3, 0.67, 0.25),\n",
       " ('EcoGrow', 0, 96, 15, 10, 3, 0.67, 0.25),\n",
       " ('EcoWind Turbines', 0, 96, 15, 10, 3, 0.67, 0.25),\n",
       " ('Eco Farms', 0, 96, 15, 10, 3, 0.67, 0.25),\n",
       " ('EcoFarm Organics', 2, 96, 15, 10, 3, 0.67, 0.25),\n",
       " ('EcoTech Farms', 0, 96, 15, 10, 3, 0.67, 0.25),\n",
       " ('EcoGrow Farms', 0, 96, 15, 10, 3, 0.67, 0.25),\n",
       " ('EcoGrowers', 0, 96, 15, 10, 3, 0.67, 0.25),\n",
       " ('Sprout & Seed Agriculture', 0, 96, 15, 10, 3, 0.67, 0.25),\n",
       " ('Food Delight', 0, 97, 9, 248, 1, 27.56, 0.12),\n",
       " ('Food Delightz', 0, 97, 9, 248, 1, 27.56, 0.12),\n",
       " ('Food Delights', 0, 97, 9, 248, 1, 27.56, 0.12),\n",
       " ('FoodDelight', 0, 97, 9, 248, 1, 27.56, 0.12),\n",
       " ('FoodieDelight', 0, 97, 9, 248, 1, 27.56, 0.12),\n",
       " ...]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "den.identify()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Networks identified: 426 (426 with multiple entities, maximum 19)\n",
      "Attributes removed because of high degree: 443\n",
      "shape: (443, 2)\n",
      "┌─────────────────────────┬─────────────────┐\n",
      "│ Attribute               ┆ Linked Entities │\n",
      "│ ---                     ┆ ---             │\n",
      "│ str                     ┆ i64             │\n",
      "╞═════════════════════════╪═════════════════╡\n",
      "│ owner==Chris Care       ┆ 11              │\n",
      "│ phone==2234567890       ┆ 11              │\n",
      "│ address==505 Journey Rd ┆ 11              │\n",
      "│ owner==Eli Green        ┆ 11              │\n",
      "│ phone==9876543220       ┆ 11              │\n",
      "│ …                       ┆ …               │\n",
      "│ city==Eco City          ┆ 189             │\n",
      "│ city==Construct City    ┆ 189             │\n",
      "│ city==Techville         ┆ 223             │\n",
      "│ phone==5566778899       ┆ 225             │\n",
      "│ phone==1122334455       ┆ 335             │\n",
      "└─────────────────────────┴─────────────────┘\n"
     ]
    }
   ],
   "source": [
    "print(den.get_records_summary())\n",
    "print(f\"Attributes removed because of high degree: {len(den.trimmed_attributes)}\")\n",
    "print(den.trimmed_attributes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr,\n",
       ".dataframe > tbody > tr {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (5, 8)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>entity_id</th><th>entity_flags</th><th>network_id</th><th>network_entities</th><th>network_flags</th><th>flagged</th><th>flags/entity</th><th>flagged/unflagged</th></tr><tr><td>str</td><td>i64</td><td>i64</td><td>i64</td><td>i64</td><td>i64</td><td>f64</td><td>f64</td></tr></thead><tbody><tr><td>&quot;Skyline Engine…</td><td>18</td><td>226</td><td>6</td><td>134</td><td>5</td><td>22.33</td><td>5.0</td></tr><tr><td>&quot;Skyline Engine…</td><td>18</td><td>226</td><td>6</td><td>134</td><td>5</td><td>22.33</td><td>5.0</td></tr><tr><td>&quot;Skyline Soluti…</td><td>19</td><td>226</td><td>6</td><td>134</td><td>5</td><td>22.33</td><td>5.0</td></tr><tr><td>&quot;Skyline Innova…</td><td>16</td><td>226</td><td>6</td><td>134</td><td>5</td><td>22.33</td><td>5.0</td></tr><tr><td>&quot;MediaWave Ente…</td><td>10</td><td>173</td><td>11</td><td>93</td><td>9</td><td>8.45</td><td>4.5</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (5, 8)\n",
       "┌────────────┬────────────┬────────────┬────────────┬────────────┬─────────┬───────────┬───────────┐\n",
       "│ entity_id  ┆ entity_fla ┆ network_id ┆ network_en ┆ network_fl ┆ flagged ┆ flags/ent ┆ flagged/u │\n",
       "│ ---        ┆ gs         ┆ ---        ┆ tities     ┆ ags        ┆ ---     ┆ ity       ┆ nflagged  │\n",
       "│ str        ┆ ---        ┆ i64        ┆ ---        ┆ ---        ┆ i64     ┆ ---       ┆ ---       │\n",
       "│            ┆ i64        ┆            ┆ i64        ┆ i64        ┆         ┆ f64       ┆ f64       │\n",
       "╞════════════╪════════════╪════════════╪════════════╪════════════╪═════════╪═══════════╪═══════════╡\n",
       "│ Skyline    ┆ 18         ┆ 226        ┆ 6          ┆ 134        ┆ 5       ┆ 22.33     ┆ 5.0       │\n",
       "│ Engineerin ┆            ┆            ┆            ┆            ┆         ┆           ┆           │\n",
       "│ g Ltd      ┆            ┆            ┆            ┆            ┆         ┆           ┆           │\n",
       "│ Skyline    ┆ 18         ┆ 226        ┆ 6          ┆ 134        ┆ 5       ┆ 22.33     ┆ 5.0       │\n",
       "│ Engineerin ┆            ┆            ┆            ┆            ┆         ┆           ┆           │\n",
       "│ g          ┆            ┆            ┆            ┆            ┆         ┆           ┆           │\n",
       "│ Skyline    ┆ 19         ┆ 226        ┆ 6          ┆ 134        ┆ 5       ┆ 22.33     ┆ 5.0       │\n",
       "│ Solutions  ┆            ┆            ┆            ┆            ┆         ┆           ┆           │\n",
       "│ Skyline    ┆ 16         ┆ 226        ┆ 6          ┆ 134        ┆ 5       ┆ 22.33     ┆ 5.0       │\n",
       "│ Innovation ┆            ┆            ┆            ┆            ┆         ┆           ┆           │\n",
       "│ s          ┆            ┆            ┆            ┆            ┆         ┆           ┆           │\n",
       "│ MediaWave  ┆ 10         ┆ 173        ┆ 11         ┆ 93         ┆ 9       ┆ 8.45      ┆ 4.5       │\n",
       "│ Entertainm ┆            ┆            ┆            ┆            ┆         ┆           ┆           │\n",
       "│ ent        ┆            ┆            ┆            ┆            ┆         ┆           ┆           │\n",
       "└────────────┴────────────┴────────────┴────────────┴────────────┴─────────┴───────────┴───────────┘"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# with entities\n",
    "den.get_entity_df().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr,\n",
       ".dataframe > tbody > tr {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (5, 10)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>entity_id</th><th>entity_flags</th><th>network_id</th><th>network_entities</th><th>network_flags</th><th>flagged</th><th>flags/entity</th><th>flagged/unflagged</th><th>sector</th><th>country</th></tr><tr><td>str</td><td>i64</td><td>i64</td><td>i64</td><td>i64</td><td>i64</td><td>f64</td><td>f64</td><td>str</td><td>str</td></tr></thead><tbody><tr><td>&quot;Skyline Engine…</td><td>18</td><td>226</td><td>6</td><td>134</td><td>5</td><td>22.33</td><td>5.0</td><td>&quot;Engineering&quot;</td><td>&quot;Buildland&quot;</td></tr><tr><td>&quot;Skyline Engine…</td><td>18</td><td>226</td><td>6</td><td>134</td><td>5</td><td>22.33</td><td>5.0</td><td>&quot;Engineering&quot;</td><td>&quot;BuildLand&quot;</td></tr><tr><td>&quot;Skyline Soluti…</td><td>19</td><td>226</td><td>6</td><td>134</td><td>5</td><td>22.33</td><td>5.0</td><td>&quot;Engineering&quot;</td><td>&quot;Buildland&quot;</td></tr><tr><td>&quot;Skyline Innova…</td><td>16</td><td>226</td><td>6</td><td>134</td><td>5</td><td>22.33</td><td>5.0</td><td>&quot;Engineering&quot;</td><td>&quot;Buildland&quot;</td></tr><tr><td>&quot;MediaWave Ente…</td><td>10</td><td>173</td><td>11</td><td>93</td><td>9</td><td>8.45</td><td>4.5</td><td>&quot;Media&quot;</td><td>&quot;Waveland&quot;</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (5, 10)\n",
       "┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐\n",
       "│ entity_id ┆ entity_fl ┆ network_i ┆ network_e ┆ … ┆ flags/ent ┆ flagged/u ┆ sector    ┆ country  │\n",
       "│ ---       ┆ ags       ┆ d         ┆ ntities   ┆   ┆ ity       ┆ nflagged  ┆ ---       ┆ ---      │\n",
       "│ str       ┆ ---       ┆ ---       ┆ ---       ┆   ┆ ---       ┆ ---       ┆ str       ┆ str      │\n",
       "│           ┆ i64       ┆ i64       ┆ i64       ┆   ┆ f64       ┆ f64       ┆           ┆          │\n",
       "╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡\n",
       "│ Skyline   ┆ 18        ┆ 226       ┆ 6         ┆ … ┆ 22.33     ┆ 5.0       ┆ Engineeri ┆ Buildlan │\n",
       "│ Engineeri ┆           ┆           ┆           ┆   ┆           ┆           ┆ ng        ┆ d        │\n",
       "│ ng Ltd    ┆           ┆           ┆           ┆   ┆           ┆           ┆           ┆          │\n",
       "│ Skyline   ┆ 18        ┆ 226       ┆ 6         ┆ … ┆ 22.33     ┆ 5.0       ┆ Engineeri ┆ BuildLan │\n",
       "│ Engineeri ┆           ┆           ┆           ┆   ┆           ┆           ┆ ng        ┆ d        │\n",
       "│ ng        ┆           ┆           ┆           ┆   ┆           ┆           ┆           ┆          │\n",
       "│ Skyline   ┆ 19        ┆ 226       ┆ 6         ┆ … ┆ 22.33     ┆ 5.0       ┆ Engineeri ┆ Buildlan │\n",
       "│ Solutions ┆           ┆           ┆           ┆   ┆           ┆           ┆ ng        ┆ d        │\n",
       "│ Skyline   ┆ 16        ┆ 226       ┆ 6         ┆ … ┆ 22.33     ┆ 5.0       ┆ Engineeri ┆ Buildlan │\n",
       "│ Innovatio ┆           ┆           ┆           ┆   ┆           ┆           ┆ ng        ┆ d        │\n",
       "│ ns        ┆           ┆           ┆           ┆   ┆           ┆           ┆           ┆          │\n",
       "│ MediaWave ┆ 10        ┆ 173       ┆ 11        ┆ … ┆ 8.45      ┆ 4.5       ┆ Media     ┆ Waveland │\n",
       "│ Entertain ┆           ┆           ┆           ┆   ┆           ┆           ┆           ┆          │\n",
       "│ ment      ┆           ┆           ┆           ┆   ┆           ┆           ┆           ┆          │\n",
       "└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# with entities and groups\n",
    "group_df = den.get_grouped_df()\n",
    "group_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr,\n",
       ".dataframe > tbody > tr {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (1, 10)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>entity_id</th><th>entity_flags</th><th>network_id</th><th>network_entities</th><th>network_flags</th><th>flagged</th><th>flags/entity</th><th>flagged/unflagged</th><th>sector</th><th>country</th></tr><tr><td>str</td><td>i64</td><td>i64</td><td>i64</td><td>i64</td><td>i64</td><td>f64</td><td>f64</td><td>str</td><td>str</td></tr></thead><tbody><tr><td>&quot;Earths Bounty&quot;</td><td>5</td><td>94</td><td>17</td><td>76</td><td>9</td><td>4.47</td><td>1.12</td><td>&quot;Agriculture&quot;</td><td>&quot;EcoLand&quot;</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (1, 10)\n",
       "┌────────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬─────────┐\n",
       "│ entity_id  ┆ entity_fl ┆ network_i ┆ network_e ┆ … ┆ flags/ent ┆ flagged/u ┆ sector    ┆ country │\n",
       "│ ---        ┆ ags       ┆ d         ┆ ntities   ┆   ┆ ity       ┆ nflagged  ┆ ---       ┆ ---     │\n",
       "│ str        ┆ ---       ┆ ---       ┆ ---       ┆   ┆ ---       ┆ ---       ┆ str       ┆ str     │\n",
       "│            ┆ i64       ┆ i64       ┆ i64       ┆   ┆ f64       ┆ f64       ┆           ┆         │\n",
       "╞════════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪═════════╡\n",
       "│ Earths     ┆ 5         ┆ 94        ┆ 17        ┆ … ┆ 4.47      ┆ 1.12      ┆ Agricultu ┆ EcoLand │\n",
       "│ Bounty     ┆           ┆           ┆           ┆   ┆           ┆           ┆ re        ┆         │\n",
       "└────────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴─────────┘"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "group_df.filter(pl.col(\"entity_id\") == \"Earths Bounty\").head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'##### Flag Exposure Paths\\n\\nThe selected entity **Earths Bounty** has **5** direct flags and is linked to **71** indirect flags via **6** paths from **8** related entities:\\n\\n**Path 1**\\n\\n```\\nENTITY==EcoHarvest [linked to 6 flags]\\nENTITY==GreenLeaf Organics [linked to 38 flags]\\nENTITY==GreenLeaf Organics Ltd [linked to 4 flags]\\nENTITY==GreenLeaf Organix [linked to 3 flags]\\nENTITY==GreenLeaf Ventures [linked to 8 flags]\\n--->\\n  city==Greenville [linked to 9 entities]\\n  --->\\n    ENTITY==Earths Bounty [linked to 5 flags]\\n```\\n\\n**Path 2**\\n\\n```\\nENTITY==EcoHarvest [linked to 6 flags]\\nENTITY==GreenLeaf Organics International [linked to 4 flags]\\nENTITY==GreenLeaf Organics Ltd [linked to 4 flags]\\nENTITY==GreenLeaf Ventures [linked to 8 flags]\\n--->\\n  owner==Jamie Earth [linked to 5 entities]\\n  --->\\n    ENTITY==Earths Bounty [linked to 5 flags]\\n```\\n\\n**Path 3**\\n\\n```\\nENTITY==EcoHarvest Co [linked to 1 flags]\\nENTITY==EcoHarvest Farms [linked to 7 flags]\\n--->\\n  ENTITY==EcoHarvest [linked to 6 flags]\\n  --->\\n    city==Greenville [linked to 9 entities]\\n    --->\\n      ENTITY==Earths Bounty [linked to 5 flags]\\n```\\n\\n**Path 4**\\n\\n```\\nENTITY==EcoHarvest Co [linked to 1 flags]\\nENTITY==EcoHarvest Farms [linked to 7 flags]\\n--->\\n  ENTITY==EcoHarvest [linked to 6 flags]\\n  --->\\n    owner==Jamie Earth [linked to 5 entities]\\n    --->\\n      ENTITY==Earths Bounty [linked to 5 flags]\\n```\\n\\n**Path 5**\\n\\n```\\nENTITY==GreenLeaf Ventures [linked to 8 flags]\\n--->\\n  phone==9876543214 [linked to 2 entities]\\n  --->\\n    ENTITY==Earths Bounty [linked to 5 flags]\\n```\\n\\n**Path 6**\\n\\n```\\nENTITY==GreenLeaf Organics [linked to 38 flags]\\n--->\\n  owner==Jordan Earth [linked to 2 entities]\\n  --->\\n    ENTITY==Earths Bounty [linked to 5 flags]\\n```\\n\\n'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "den.get_exposure_report(\"Earths Bounty\", 94)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "##### Evaluation of Entity Network 94\n",
      "\n",
      "In this network, we are examining the relationships and potential flag exposure among various entities connected through shared attributes such as city, owner, address, phone, and email. The network includes several entities, some of which are directly flagged, while others are indirectly linked to flags through their connections.\n",
      "\n",
      "### Entity Connections and Flag Exposure\n",
      "\n",
      "1. **Leafy Greens Co** is connected to the city of Greenville, and its owner is listed as Leafy Green. It shares an address at 34 Greenway. This entity does not have direct flags but is connected to other entities through shared attributes.\n",
      "\n",
      "2. **GreenGrow** is linked to the city of Greenville and has a phone number and owner named Pat Green. It does not have direct flags but is part of the network through these connections.\n",
      "\n",
      "3. **Earths Bounty** is directly flagged with 5 flags. It is connected to the city of Greenville and has an owner named Jordan Earth. This entity is significant in the network due to its direct flagging and its connections to other flagged entities.\n",
      "\n",
      "4. **Verdant Growth Ltd** shares a phone number with other entities and is connected to the city of Greenville. It does not have direct flags but is part of the network through these connections.\n",
      "\n",
      "5. **Sustainable Ventures** and its variations are connected through an owner named Olivia Green and a phone number. This entity does not have direct flags but is linked to other entities in the network.\n",
      "\n",
      "6. **Green Ventures** and its variations are linked to multiple attributes, including city, owner, and phone number. This entity is flagged with 8 flags and is a significant node in the network due to its connections.\n",
      "\n",
      "7. **GreenLeaf Organics** and its variations are heavily flagged with 38 flags. It is connected through multiple attributes, including city, owner, address, and phone number, making it a central entity in the network.\n",
      "\n",
      "8. **EcoHarvest** and its variations are flagged with 7 flags. It is connected through city and owner attributes, contributing to the network's complexity.\n",
      "\n",
      "### Analysis of Flag Exposure\n",
      "\n",
      "The selected entity, **Earths Bounty**, has direct exposure to 5 flags. It is also indirectly linked to 71 additional flags through various paths involving other entities. These connections are primarily through shared attributes such as city, owner, and phone number. The indirect flag exposure is significant due to the high number of flags associated with entities like GreenLeaf Organics and Green Ventures.\n",
      "\n",
      "The network's complexity is increased by the presence of multiple entities with similar names and shared attributes, which suggests potential overlaps or common ownership. This interconnectedness raises the level of interest in entities like Earths Bounty, as they are part of a broader network of flagged entities.\n",
      "\n",
      "### Conclusion\n",
      "\n",
      "In conclusion, the network demonstrates a complex web of relationships among entities, with Earths Bounty being a key node due to its direct and indirect flag exposure. The shared attributes among entities suggest potential overlaps, which could indicate common ownership or operational links. This analysis highlights the importance of understanding these connections to assess the risk and exposure of entities within the network.\n"
     ]
    }
   ],
   "source": [
    "# report\n",
    "selected_network = 94\n",
    "selected_entity = \"Earths Bounty\"\n",
    "report = den.generate_report(selected_network=selected_network)\n",
    "print(report)"
   ]
  }
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