validator_network_full.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Genesis Set Permission Tree Data Collection\n",
    "### Using https://github.com/0L-Analytics/permission-tree-monitoring API for Permission Tree of Validators on 0L\n",
    "#### Credit to: https://github.com/0L-Analytics/permission-tree-monitoring/commits?author=agouin for building the API"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Shows relationship of Genesis Set to their first generation validators"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import pandas as pd\n",
    "import csv\n",
    "import json\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import string\n",
    "import matplotlib.patches as mpatches\n",
    "\n",
    "from utils import load_addresses_list, get_permission_tree, get_epoch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get Account addresses into a list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['E57CF27B3381574151B4FCEA65BDA0D2',\n",
       " 'E8A1BF5E60FA00C2B792098B12FDE964',\n",
       " 'B5B5BA58B8E9916FE449D1F989383834',\n",
       " 'EA10EA06C0FDAB689DA9DCF78FC90F4E',\n",
       " 'BDB8AD37341CEC0817FD8E2474E25031',\n",
       " '44BFFCEB6AC69D098959E4F463FB7005',\n",
       " '252F0B551C80CD9E951D82C6F70792AE',\n",
       " 'D0D62AE27A4E84B559DA089A1B15A79F',\n",
       " '34E5ADDEC49DED4CC638DAD8CD992858',\n",
       " '5ABEDEC612EA01B9F6F2EAAD7187BFEF',\n",
       " 'E4E9FB27D7A8150162614EBDD282E195',\n",
       " 'D1C9CE9308B0BDC6DC2BA6A7B5DA8C2B',\n",
       " 'CCB020E30B1C014F45664761F0B740C7',\n",
       " 'C0A1F4D49658CF2FE5402E10F496BB80',\n",
       " '7E56B29CB23A49368BE593E5CFC9712E',\n",
       " '46A7A744B5D33C47F6B20766F8088B10',\n",
       " '7EC16859C24200D8E074809D252AC740',\n",
       " '64B21681CE1C34854498ED92D76432A2',\n",
       " 'ECAF65ADD1B785B0495E3099F4045EC0',\n",
       " '304A03C0B4ACDFDCE54BFAF39D4E0448',\n",
       " 'B1471DC5764695ABB4CADF16E26BD4C7',\n",
       " 'D67F3FF22BD719EB5BE2DF6577C9B42D',\n",
       " '8421CB22E56F687395F5973BBF0CBDFB']"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = 'address.csv'\n",
    "all_addresses = load_addresses_list(path)\n",
    "all_addresses"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get Permission Tree for the addresses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "genesis_tree = get_permission_tree(all_addresses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'E57CF27B3381574151B4FCEA65BDA0D2': {'address': 'e57cf27b3381574151b4fcea65bda0d2',\n",
       "  'operator_address': '76484d6025e1310f3c89f4467e024a24',\n",
       "  'parent': 'd0d62ae27a4e84b559da089a1b15a79f',\n",
       "  'epoch_onboarded': 20,\n",
       "  'version_onboarded': 5021771,\n",
       "  'generation': 1,\n",
       "  'children': []},\n",
       " 'E8A1BF5E60FA00C2B792098B12FDE964': {'address': 'e8a1bf5e60fa00c2b792098b12fde964',\n",
       "  'operator_address': '9f395754547c76fda1577edd53a959d9',\n",
       "  'parent': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "  'epoch_onboarded': 16,\n",
       "  'version_onboarded': 3596612,\n",
       "  'generation': 1,\n",
       "  'children': [{'address': '59c6262930e3ebb3398d5b88790c090c',\n",
       "    'operator_address': 'ca949aa34965a5984c2bffff69237216',\n",
       "    'parent': 'e8a1bf5e60fa00c2b792098b12fde964',\n",
       "    'epoch_onboarded': 38,\n",
       "    'version_onboarded': 9628061,\n",
       "    'generation': 2}]},\n",
       " 'B5B5BA58B8E9916FE449D1F989383834': {'address': 'b5b5ba58b8e9916fe449d1f989383834',\n",
       "  'operator_address': '8ab6489146a5ebc6890dd532bc249545',\n",
       "  'parent': '8421cb22e56f687395f5973bbf0cbdfb',\n",
       "  'epoch_onboarded': 18,\n",
       "  'version_onboarded': 4336088,\n",
       "  'generation': 1,\n",
       "  'children': []},\n",
       " 'EA10EA06C0FDAB689DA9DCF78FC90F4E': {'address': 'ea10ea06c0fdab689da9dcf78fc90f4e',\n",
       "  'operator_address': 'dc75c1d21c5cab6a8f8978678a4af699',\n",
       "  'parent': 'ccb020e30b1c014f45664761f0b740c7',\n",
       "  'epoch_onboarded': 16,\n",
       "  'version_onboarded': 3637438,\n",
       "  'generation': 1,\n",
       "  'children': [{'address': '93a91b21218aff3ceb211eb02b27cbe0',\n",
       "    'operator_address': '8f6ccc18d8d162f06d6e4c3b50d81c1c',\n",
       "    'parent': 'ea10ea06c0fdab689da9dcf78fc90f4e',\n",
       "    'epoch_onboarded': 35,\n",
       "    'version_onboarded': 8848822,\n",
       "    'generation': 2}]},\n",
       " 'BDB8AD37341CEC0817FD8E2474E25031': {'address': 'bdb8ad37341cec0817fd8e2474e25031',\n",
       "  'operator_address': '148c808f4063d03966c10f61dd6f3711',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'e985cbb111a6e7210f1f07aa1f8a75dd',\n",
       "    'operator_address': 'ee58c4a2938cf3d892e85fb2cc039245',\n",
       "    'parent': 'bdb8ad37341cec0817fd8e2474e25031',\n",
       "    'epoch_onboarded': 23,\n",
       "    'version_onboarded': 5850341,\n",
       "    'generation': 1}]},\n",
       " '44BFFCEB6AC69D098959E4F463FB7005': {'address': '44bffceb6ac69d098959e4f463fb7005',\n",
       "  'operator_address': 'd888258f1516b4f82680d36e9a1f16e8',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'a6be3ad55806f2f65cd1776322aede1a',\n",
       "    'operator_address': '1d281e527124c0ebb466a553a3d5063e',\n",
       "    'parent': '44bffceb6ac69d098959e4f463fb7005',\n",
       "    'epoch_onboarded': 21,\n",
       "    'version_onboarded': 5218882,\n",
       "    'generation': 1},\n",
       "   {'address': '9401af0f29d2afd49b8e48a0c361f661',\n",
       "    'operator_address': 'fbfbaebb74e2d4c54d73c66dc329d909',\n",
       "    'parent': '44bffceb6ac69d098959e4f463fb7005',\n",
       "    'epoch_onboarded': 41,\n",
       "    'version_onboarded': 10126552,\n",
       "    'generation': 1}]},\n",
       " '252F0B551C80CD9E951D82C6F70792AE': {'address': '252f0b551c80cd9e951d82c6f70792ae',\n",
       "  'operator_address': 'f973667c742b6e877d11398fbe5697d5',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'd340c54f3a05c06835b1401c3575b70d',\n",
       "    'operator_address': '5e8aaaee8c44288d82c54b1770b67756',\n",
       "    'parent': '252f0b551c80cd9e951d82c6f70792ae',\n",
       "    'epoch_onboarded': 21,\n",
       "    'version_onboarded': 5306913,\n",
       "    'generation': 1},\n",
       "   {'address': '987d7486a6db70993eeab79124bc6606',\n",
       "    'operator_address': 'ca3c5e7218645ab53781c0b58b2401d6',\n",
       "    'parent': '252f0b551c80cd9e951d82c6f70792ae',\n",
       "    'epoch_onboarded': 37,\n",
       "    'version_onboarded': 9325961,\n",
       "    'generation': 1},\n",
       "   {'address': '0761bca303f0baac640765d3ddf172be',\n",
       "    'operator_address': 'c48e191e56ff1013a3a27814bf060b02',\n",
       "    'parent': '252f0b551c80cd9e951d82c6f70792ae',\n",
       "    'epoch_onboarded': 113,\n",
       "    'version_onboarded': 26016904,\n",
       "    'generation': 1}]},\n",
       " 'D0D62AE27A4E84B559DA089A1B15A79F': {'address': 'd0d62ae27a4e84b559da089a1b15a79f',\n",
       "  'operator_address': 'e7fd87b088f4fc19bc51038a90d70e55',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'e57cf27b3381574151b4fcea65bda0d2',\n",
       "    'operator_address': '76484d6025e1310f3c89f4467e024a24',\n",
       "    'parent': 'd0d62ae27a4e84b559da089a1b15a79f',\n",
       "    'epoch_onboarded': 20,\n",
       "    'version_onboarded': 5021771,\n",
       "    'generation': 1},\n",
       "   {'address': '4152478106c9080141da1a7176292b8c',\n",
       "    'operator_address': '878e65b64d7dd4c5f535b52e5f5b01a5',\n",
       "    'parent': 'd0d62ae27a4e84b559da089a1b15a79f',\n",
       "    'epoch_onboarded': 44,\n",
       "    'version_onboarded': 10768284,\n",
       "    'generation': 1}]},\n",
       " '34E5ADDEC49DED4CC638DAD8CD992858': {'address': '34e5addec49ded4cc638dad8cd992858',\n",
       "  'operator_address': '4271fb7a96e4dd0aa2ac6e8122be235a',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'c051bd516ca491cdf88c0a0656a552b0',\n",
       "    'operator_address': 'f1ea95ffab3f82f1d35aaaf3bccbb4a1',\n",
       "    'parent': '34e5addec49ded4cc638dad8cd992858',\n",
       "    'epoch_onboarded': 22,\n",
       "    'version_onboarded': 5505531,\n",
       "    'generation': 1},\n",
       "   {'address': 'b0b8497a2ebe3d5802e7317d3a5804f2',\n",
       "    'operator_address': '4c54ecbc4af6326ce40e307e8f4657d2',\n",
       "    'parent': '34e5addec49ded4cc638dad8cd992858',\n",
       "    'epoch_onboarded': 45,\n",
       "    'version_onboarded': 10946719,\n",
       "    'generation': 1},\n",
       "   {'address': 'bf9914712cf46865c1a94b409a6f6bce',\n",
       "    'operator_address': '7e3dadc0aa57df60a2254b05bc4cf6a7',\n",
       "    'parent': '34e5addec49ded4cc638dad8cd992858',\n",
       "    'epoch_onboarded': 114,\n",
       "    'version_onboarded': 26281795,\n",
       "    'generation': 1}]},\n",
       " '5ABEDEC612EA01B9F6F2EAAD7187BFEF': {'address': '5abedec612ea01b9f6f2eaad7187bfef',\n",
       "  'operator_address': 'fa87af326d8dee1d97971ed86d6f1b35',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': '71cd7dac2332c0200059af45818b95f8',\n",
       "    'operator_address': '4f3fdf3c284665f43469a6e317ea878b',\n",
       "    'parent': '5abedec612ea01b9f6f2eaad7187bfef',\n",
       "    'epoch_onboarded': 22,\n",
       "    'version_onboarded': 5592315,\n",
       "    'generation': 1},\n",
       "   {'address': 'f26fa56d696b2e085dd10793d235de9b',\n",
       "    'operator_address': 'e0efa5e19cecb19a7be8b2637eeb2f73',\n",
       "    'parent': '5abedec612ea01b9f6f2eaad7187bfef',\n",
       "    'epoch_onboarded': 59,\n",
       "    'version_onboarded': 13526707,\n",
       "    'generation': 1}]},\n",
       " 'E4E9FB27D7A8150162614EBDD282E195': {'address': 'e4e9fb27d7a8150162614ebdd282e195',\n",
       "  'operator_address': '088e7f751692c42777f511a0e93625df',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': '012338b54ba4625adcc313394d87819c',\n",
       "    'operator_address': '59357260c14bc6576749d87eb627d727',\n",
       "    'parent': 'e4e9fb27d7a8150162614ebdd282e195',\n",
       "    'epoch_onboarded': 29,\n",
       "    'version_onboarded': 7402709,\n",
       "    'generation': 1}]},\n",
       " 'D1C9CE9308B0BDC6DC2BA6A7B5DA8C2B': {'address': 'd1c9ce9308b0bdc6dc2ba6a7b5da8c2b',\n",
       "  'operator_address': 'b5e1013e9ab7a874c5282844627c99ac',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': '355ae7b5f391782006ef88580bbeaf22',\n",
       "    'operator_address': 'aec2461c0c9d8188fd6ae01d9d9f785e',\n",
       "    'parent': 'd1c9ce9308b0bdc6dc2ba6a7b5da8c2b',\n",
       "    'epoch_onboarded': 21,\n",
       "    'version_onboarded': 5279596,\n",
       "    'generation': 1}]},\n",
       " 'CCB020E30B1C014F45664761F0B740C7': {'address': 'ccb020e30b1c014f45664761f0b740c7',\n",
       "  'operator_address': 'bc5ac6b47a669f9eb4b9805a5e8505c2',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'ea10ea06c0fdab689da9dcf78fc90f4e',\n",
       "    'operator_address': 'dc75c1d21c5cab6a8f8978678a4af699',\n",
       "    'parent': 'ccb020e30b1c014f45664761f0b740c7',\n",
       "    'epoch_onboarded': 16,\n",
       "    'version_onboarded': 3637438,\n",
       "    'generation': 1},\n",
       "   {'address': '9d0a8f2f51a2cb0d4eceeb1fd269431d',\n",
       "    'operator_address': '17bbd0e9ba88b569ca5e3bd3c6f04952',\n",
       "    'parent': 'ccb020e30b1c014f45664761f0b740c7',\n",
       "    'epoch_onboarded': 31,\n",
       "    'version_onboarded': 7958699,\n",
       "    'generation': 1}]},\n",
       " 'C0A1F4D49658CF2FE5402E10F496BB80': {'address': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "  'operator_address': '98b52dbcccf7757601b3540986ecd2dd',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'e8a1bf5e60fa00c2b792098b12fde964',\n",
       "    'operator_address': '9f395754547c76fda1577edd53a959d9',\n",
       "    'parent': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "    'epoch_onboarded': 16,\n",
       "    'version_onboarded': 3596612,\n",
       "    'generation': 1},\n",
       "   {'address': 'e264023342b41accdbb61a190b6cb2a7',\n",
       "    'operator_address': 'b32c7497340a36797e421b35fa708a61',\n",
       "    'parent': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "    'epoch_onboarded': 33,\n",
       "    'version_onboarded': 8505948,\n",
       "    'generation': 1},\n",
       "   {'address': 'c44a50622c2d465e6c15982b8e127349',\n",
       "    'operator_address': '6b4124692f988f8accb3584d11915b16',\n",
       "    'parent': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "    'epoch_onboarded': 48,\n",
       "    'version_onboarded': 11757665,\n",
       "    'generation': 1},\n",
       "   {'address': '754903132f75c0b1f5e5be29fb0ca6cd',\n",
       "    'operator_address': 'b4b363e99dcaf5a7c4e49eddf768480b',\n",
       "    'parent': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "    'epoch_onboarded': 80,\n",
       "    'version_onboarded': 19028152,\n",
       "    'generation': 1},\n",
       "   {'address': '1ec9ce93756b92ab1a2665c629b37bfb',\n",
       "    'operator_address': 'aab75b47a98d702541c5d6c40136d2d7',\n",
       "    'parent': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "    'epoch_onboarded': 94,\n",
       "    'version_onboarded': 22000252,\n",
       "    'generation': 1},\n",
       "   {'address': 'd96e89e270a5273d94bc8ab7953754f9',\n",
       "    'operator_address': '0525084a3d2d2a8fe1d9f56bf37aabf5',\n",
       "    'parent': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "    'epoch_onboarded': 108,\n",
       "    'version_onboarded': 24993453,\n",
       "    'generation': 1}]},\n",
       " '7E56B29CB23A49368BE593E5CFC9712E': {'address': '7e56b29cb23a49368be593e5cfc9712e',\n",
       "  'operator_address': '4d18b6f0481115ea32c96b81d4c35041',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': '0ef85e1723530edd76f2bb13614ac5c5',\n",
       "    'operator_address': 'c6c3414f37d81f68f8447ddfeaf588ac',\n",
       "    'parent': '7e56b29cb23a49368be593e5cfc9712e',\n",
       "    'epoch_onboarded': 37,\n",
       "    'version_onboarded': 9271787,\n",
       "    'generation': 1}]},\n",
       " '46A7A744B5D33C47F6B20766F8088B10': {'address': '46a7a744b5d33c47f6b20766f8088b10',\n",
       "  'operator_address': 'e5ff39b2bca1b7d4c154a07f8d2699a9',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'bcb79d7c813062f41b221e58b21203b4',\n",
       "    'operator_address': 'e3b89d3dc8e4fbe83ba29ada5e04f169',\n",
       "    'parent': '46a7a744b5d33c47f6b20766f8088b10',\n",
       "    'epoch_onboarded': 22,\n",
       "    'version_onboarded': 5482926,\n",
       "    'generation': 1},\n",
       "   {'address': 'd4df0e0d9777a35bb094df319231fc5f',\n",
       "    'operator_address': 'ffd343118f13fbd59ef2e2c37f17ef37',\n",
       "    'parent': '46a7a744b5d33c47f6b20766f8088b10',\n",
       "    'epoch_onboarded': 73,\n",
       "    'version_onboarded': 17126177,\n",
       "    'generation': 1}]},\n",
       " '7EC16859C24200D8E074809D252AC740': {'address': '7ec16859c24200d8e074809d252ac740',\n",
       "  'operator_address': 'c8336044cdf1878d9738ed0a041b235e',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'aa7b724a51a8bd8e55208fef969209b3',\n",
       "    'operator_address': 'c54a7a74ff2f16e3fa581b897aad7ed3',\n",
       "    'parent': '7ec16859c24200d8e074809d252ac740',\n",
       "    'epoch_onboarded': 28,\n",
       "    'version_onboarded': 7106562,\n",
       "    'generation': 1},\n",
       "   {'address': '5d1de3da6351f8ee592139cfd461ae10',\n",
       "    'operator_address': 'dff296e4bd2b559a431351967648a4f0',\n",
       "    'parent': '7ec16859c24200d8e074809d252ac740',\n",
       "    'epoch_onboarded': 69,\n",
       "    'version_onboarded': 16247827,\n",
       "    'generation': 1}]},\n",
       " '64B21681CE1C34854498ED92D76432A2': {'address': '64b21681ce1c34854498ed92d76432a2',\n",
       "  'operator_address': '23e2a43dd91667ce668ce107705f4c75',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': '84417cef5647097127e1bc24fd1002c6',\n",
       "    'operator_address': 'f8961ea426908f153ed40105801b508b',\n",
       "    'parent': '64b21681ce1c34854498ed92d76432a2',\n",
       "    'epoch_onboarded': 18,\n",
       "    'version_onboarded': 4349485,\n",
       "    'generation': 1},\n",
       "   {'address': '1c03e956dd7afc612e4efe240c23365d',\n",
       "    'operator_address': '2c6a483d3f6560b90f4df22949ab83db',\n",
       "    'parent': '64b21681ce1c34854498ed92d76432a2',\n",
       "    'epoch_onboarded': 35,\n",
       "    'version_onboarded': 8818948,\n",
       "    'generation': 1}]},\n",
       " 'ECAF65ADD1B785B0495E3099F4045EC0': {'address': 'ecaf65add1b785b0495e3099f4045ec0',\n",
       "  'operator_address': '00a7c9b758095176d29e5936ba9fb1d6',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': '69a385e1744e33fbb24a42ecbd1603e3',\n",
       "    'operator_address': 'a25a563e5029210d60a1ed53e9761fcf',\n",
       "    'parent': 'ecaf65add1b785b0495e3099f4045ec0',\n",
       "    'epoch_onboarded': 21,\n",
       "    'version_onboarded': 5306020,\n",
       "    'generation': 1},\n",
       "   {'address': '779fd01dfe608a4288b4b514d17da48b',\n",
       "    'operator_address': 'ce81608c152527388c0a50d14f66ad87',\n",
       "    'parent': 'ecaf65add1b785b0495e3099f4045ec0',\n",
       "    'epoch_onboarded': 44,\n",
       "    'version_onboarded': 10727211,\n",
       "    'generation': 1}]},\n",
       " '304A03C0B4ACDFDCE54BFAF39D4E0448': {'address': '304a03c0b4acdfdce54bfaf39d4e0448',\n",
       "  'operator_address': '62aa596a51b1ec2ba96beb8e15284987',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': '49d3c58668e4accc43b8a77a9f2835fa',\n",
       "    'operator_address': '584e89e24a5d439b7aaccec92be8a663',\n",
       "    'parent': '304a03c0b4acdfdce54bfaf39d4e0448',\n",
       "    'epoch_onboarded': 20,\n",
       "    'version_onboarded': 4960009,\n",
       "    'generation': 1},\n",
       "   {'address': 'd1281de242839fc939745996882c5fc2',\n",
       "    'operator_address': 'dfe8a91b9e8ee3bdda336487a5b646a8',\n",
       "    'parent': '304a03c0b4acdfdce54bfaf39d4e0448',\n",
       "    'epoch_onboarded': 36,\n",
       "    'version_onboarded': 9050655,\n",
       "    'generation': 1}]},\n",
       " 'B1471DC5764695ABB4CADF16E26BD4C7': {'address': 'b1471dc5764695abb4cadf16e26bd4c7',\n",
       "  'operator_address': 'facc653d707bd500044dcb99bf4c3d5b',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': '5322609dde43e08ad6da6964574941fd',\n",
       "    'operator_address': '1d641c2fd254dad8680047c4c5e42764',\n",
       "    'parent': 'b1471dc5764695abb4cadf16e26bd4c7',\n",
       "    'epoch_onboarded': 24,\n",
       "    'version_onboarded': 6006235,\n",
       "    'generation': 1}]},\n",
       " 'D67F3FF22BD719EB5BE2DF6577C9B42D': {'address': 'd67f3ff22bd719eb5be2df6577c9b42d',\n",
       "  'operator_address': '55171e51b261d902964dd128a057c23a',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': '50040b551a28645e5c684a646db8e646',\n",
       "    'operator_address': 'ae4582dda8cc5601d6c81b4a27a46b58',\n",
       "    'parent': 'd67f3ff22bd719eb5be2df6577c9b42d',\n",
       "    'epoch_onboarded': 20,\n",
       "    'version_onboarded': 4960325,\n",
       "    'generation': 1},\n",
       "   {'address': 'ba28f081de02fc6cc3bf9879d6033911',\n",
       "    'operator_address': 'c001106b430f2660732102f2875d1059',\n",
       "    'parent': 'd67f3ff22bd719eb5be2df6577c9b42d',\n",
       "    'epoch_onboarded': 47,\n",
       "    'version_onboarded': 11456602,\n",
       "    'generation': 1}]},\n",
       " '8421CB22E56F687395F5973BBF0CBDFB': {'address': '8421cb22e56f687395f5973bbf0cbdfb',\n",
       "  'operator_address': '9d1ad001bb1a77d6deebee8eb206596c',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'b5b5ba58b8e9916fe449d1f989383834',\n",
       "    'operator_address': '8ab6489146a5ebc6890dd532bc249545',\n",
       "    'parent': '8421cb22e56f687395f5973bbf0cbdfb',\n",
       "    'epoch_onboarded': 18,\n",
       "    'version_onboarded': 4336088,\n",
       "    'generation': 1},\n",
       "   {'address': 'b295da228c6808199d92dc813975755c',\n",
       "    'operator_address': '4ba0442bef452b7f68cdc83d5b7c3c8f',\n",
       "    'parent': '8421cb22e56f687395f5973bbf0cbdfb',\n",
       "    'epoch_onboarded': 35,\n",
       "    'version_onboarded': 8908782,\n",
       "    'generation': 1}]}}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genesis_tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('almost_genesis.json', 'w') as outfile:\n",
    "    json.dump(genesis_tree, outfile)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## TODO:\n",
    "\n",
    "- [ ] Create networkx object to show parent-child relationship at current epoch\n",
    "\n",
    "- [ ] Create viz to show genesis parent-child relationship change at each epoch\n",
    "\n",
    "- [ x ] Would only show genesis-child, need to then query API to 1st generation child to 2nd generation child relationship\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "23"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(genesis_tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for keys, values in genesis_tree.items():\n",
    "#     if values['children']:\n",
    "#         print('yes')\n",
    "        # genesis_only = [x for x in genesis_tree.values()['children'] != []]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filter superset of addresses for genesis set only\n",
    "### Puts into a list and loses the extra address key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "genesis_only = [values for values in genesis_tree.values() if values['parent']=='00000000000000000000000000000000']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'address': 'bdb8ad37341cec0817fd8e2474e25031',\n",
       "  'operator_address': '148c808f4063d03966c10f61dd6f3711',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'e985cbb111a6e7210f1f07aa1f8a75dd',\n",
       "    'operator_address': 'ee58c4a2938cf3d892e85fb2cc039245',\n",
       "    'parent': 'bdb8ad37341cec0817fd8e2474e25031',\n",
       "    'epoch_onboarded': 23,\n",
       "    'version_onboarded': 5850341,\n",
       "    'generation': 1}]},\n",
       " {'address': '44bffceb6ac69d098959e4f463fb7005',\n",
       "  'operator_address': 'd888258f1516b4f82680d36e9a1f16e8',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'a6be3ad55806f2f65cd1776322aede1a',\n",
       "    'operator_address': '1d281e527124c0ebb466a553a3d5063e',\n",
       "    'parent': '44bffceb6ac69d098959e4f463fb7005',\n",
       "    'epoch_onboarded': 21,\n",
       "    'version_onboarded': 5218882,\n",
       "    'generation': 1},\n",
       "   {'address': '9401af0f29d2afd49b8e48a0c361f661',\n",
       "    'operator_address': 'fbfbaebb74e2d4c54d73c66dc329d909',\n",
       "    'parent': '44bffceb6ac69d098959e4f463fb7005',\n",
       "    'epoch_onboarded': 41,\n",
       "    'version_onboarded': 10126552,\n",
       "    'generation': 1}]},\n",
       " {'address': '252f0b551c80cd9e951d82c6f70792ae',\n",
       "  'operator_address': 'f973667c742b6e877d11398fbe5697d5',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'd340c54f3a05c06835b1401c3575b70d',\n",
       "    'operator_address': '5e8aaaee8c44288d82c54b1770b67756',\n",
       "    'parent': '252f0b551c80cd9e951d82c6f70792ae',\n",
       "    'epoch_onboarded': 21,\n",
       "    'version_onboarded': 5306913,\n",
       "    'generation': 1},\n",
       "   {'address': '987d7486a6db70993eeab79124bc6606',\n",
       "    'operator_address': 'ca3c5e7218645ab53781c0b58b2401d6',\n",
       "    'parent': '252f0b551c80cd9e951d82c6f70792ae',\n",
       "    'epoch_onboarded': 37,\n",
       "    'version_onboarded': 9325961,\n",
       "    'generation': 1},\n",
       "   {'address': '0761bca303f0baac640765d3ddf172be',\n",
       "    'operator_address': 'c48e191e56ff1013a3a27814bf060b02',\n",
       "    'parent': '252f0b551c80cd9e951d82c6f70792ae',\n",
       "    'epoch_onboarded': 113,\n",
       "    'version_onboarded': 26016904,\n",
       "    'generation': 1}]},\n",
       " {'address': 'd0d62ae27a4e84b559da089a1b15a79f',\n",
       "  'operator_address': 'e7fd87b088f4fc19bc51038a90d70e55',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'e57cf27b3381574151b4fcea65bda0d2',\n",
       "    'operator_address': '76484d6025e1310f3c89f4467e024a24',\n",
       "    'parent': 'd0d62ae27a4e84b559da089a1b15a79f',\n",
       "    'epoch_onboarded': 20,\n",
       "    'version_onboarded': 5021771,\n",
       "    'generation': 1},\n",
       "   {'address': '4152478106c9080141da1a7176292b8c',\n",
       "    'operator_address': '878e65b64d7dd4c5f535b52e5f5b01a5',\n",
       "    'parent': 'd0d62ae27a4e84b559da089a1b15a79f',\n",
       "    'epoch_onboarded': 44,\n",
       "    'version_onboarded': 10768284,\n",
       "    'generation': 1}]},\n",
       " {'address': '34e5addec49ded4cc638dad8cd992858',\n",
       "  'operator_address': '4271fb7a96e4dd0aa2ac6e8122be235a',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'c051bd516ca491cdf88c0a0656a552b0',\n",
       "    'operator_address': 'f1ea95ffab3f82f1d35aaaf3bccbb4a1',\n",
       "    'parent': '34e5addec49ded4cc638dad8cd992858',\n",
       "    'epoch_onboarded': 22,\n",
       "    'version_onboarded': 5505531,\n",
       "    'generation': 1},\n",
       "   {'address': 'b0b8497a2ebe3d5802e7317d3a5804f2',\n",
       "    'operator_address': '4c54ecbc4af6326ce40e307e8f4657d2',\n",
       "    'parent': '34e5addec49ded4cc638dad8cd992858',\n",
       "    'epoch_onboarded': 45,\n",
       "    'version_onboarded': 10946719,\n",
       "    'generation': 1},\n",
       "   {'address': 'bf9914712cf46865c1a94b409a6f6bce',\n",
       "    'operator_address': '7e3dadc0aa57df60a2254b05bc4cf6a7',\n",
       "    'parent': '34e5addec49ded4cc638dad8cd992858',\n",
       "    'epoch_onboarded': 114,\n",
       "    'version_onboarded': 26281795,\n",
       "    'generation': 1}]},\n",
       " {'address': '5abedec612ea01b9f6f2eaad7187bfef',\n",
       "  'operator_address': 'fa87af326d8dee1d97971ed86d6f1b35',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': '71cd7dac2332c0200059af45818b95f8',\n",
       "    'operator_address': '4f3fdf3c284665f43469a6e317ea878b',\n",
       "    'parent': '5abedec612ea01b9f6f2eaad7187bfef',\n",
       "    'epoch_onboarded': 22,\n",
       "    'version_onboarded': 5592315,\n",
       "    'generation': 1},\n",
       "   {'address': 'f26fa56d696b2e085dd10793d235de9b',\n",
       "    'operator_address': 'e0efa5e19cecb19a7be8b2637eeb2f73',\n",
       "    'parent': '5abedec612ea01b9f6f2eaad7187bfef',\n",
       "    'epoch_onboarded': 59,\n",
       "    'version_onboarded': 13526707,\n",
       "    'generation': 1}]},\n",
       " {'address': 'e4e9fb27d7a8150162614ebdd282e195',\n",
       "  'operator_address': '088e7f751692c42777f511a0e93625df',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': '012338b54ba4625adcc313394d87819c',\n",
       "    'operator_address': '59357260c14bc6576749d87eb627d727',\n",
       "    'parent': 'e4e9fb27d7a8150162614ebdd282e195',\n",
       "    'epoch_onboarded': 29,\n",
       "    'version_onboarded': 7402709,\n",
       "    'generation': 1}]},\n",
       " {'address': 'd1c9ce9308b0bdc6dc2ba6a7b5da8c2b',\n",
       "  'operator_address': 'b5e1013e9ab7a874c5282844627c99ac',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': '355ae7b5f391782006ef88580bbeaf22',\n",
       "    'operator_address': 'aec2461c0c9d8188fd6ae01d9d9f785e',\n",
       "    'parent': 'd1c9ce9308b0bdc6dc2ba6a7b5da8c2b',\n",
       "    'epoch_onboarded': 21,\n",
       "    'version_onboarded': 5279596,\n",
       "    'generation': 1}]},\n",
       " {'address': 'ccb020e30b1c014f45664761f0b740c7',\n",
       "  'operator_address': 'bc5ac6b47a669f9eb4b9805a5e8505c2',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'ea10ea06c0fdab689da9dcf78fc90f4e',\n",
       "    'operator_address': 'dc75c1d21c5cab6a8f8978678a4af699',\n",
       "    'parent': 'ccb020e30b1c014f45664761f0b740c7',\n",
       "    'epoch_onboarded': 16,\n",
       "    'version_onboarded': 3637438,\n",
       "    'generation': 1},\n",
       "   {'address': '9d0a8f2f51a2cb0d4eceeb1fd269431d',\n",
       "    'operator_address': '17bbd0e9ba88b569ca5e3bd3c6f04952',\n",
       "    'parent': 'ccb020e30b1c014f45664761f0b740c7',\n",
       "    'epoch_onboarded': 31,\n",
       "    'version_onboarded': 7958699,\n",
       "    'generation': 1}]},\n",
       " {'address': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "  'operator_address': '98b52dbcccf7757601b3540986ecd2dd',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'e8a1bf5e60fa00c2b792098b12fde964',\n",
       "    'operator_address': '9f395754547c76fda1577edd53a959d9',\n",
       "    'parent': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "    'epoch_onboarded': 16,\n",
       "    'version_onboarded': 3596612,\n",
       "    'generation': 1},\n",
       "   {'address': 'e264023342b41accdbb61a190b6cb2a7',\n",
       "    'operator_address': 'b32c7497340a36797e421b35fa708a61',\n",
       "    'parent': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "    'epoch_onboarded': 33,\n",
       "    'version_onboarded': 8505948,\n",
       "    'generation': 1},\n",
       "   {'address': 'c44a50622c2d465e6c15982b8e127349',\n",
       "    'operator_address': '6b4124692f988f8accb3584d11915b16',\n",
       "    'parent': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "    'epoch_onboarded': 48,\n",
       "    'version_onboarded': 11757665,\n",
       "    'generation': 1},\n",
       "   {'address': '754903132f75c0b1f5e5be29fb0ca6cd',\n",
       "    'operator_address': 'b4b363e99dcaf5a7c4e49eddf768480b',\n",
       "    'parent': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "    'epoch_onboarded': 80,\n",
       "    'version_onboarded': 19028152,\n",
       "    'generation': 1},\n",
       "   {'address': '1ec9ce93756b92ab1a2665c629b37bfb',\n",
       "    'operator_address': 'aab75b47a98d702541c5d6c40136d2d7',\n",
       "    'parent': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "    'epoch_onboarded': 94,\n",
       "    'version_onboarded': 22000252,\n",
       "    'generation': 1},\n",
       "   {'address': 'd96e89e270a5273d94bc8ab7953754f9',\n",
       "    'operator_address': '0525084a3d2d2a8fe1d9f56bf37aabf5',\n",
       "    'parent': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "    'epoch_onboarded': 108,\n",
       "    'version_onboarded': 24993453,\n",
       "    'generation': 1}]},\n",
       " {'address': '7e56b29cb23a49368be593e5cfc9712e',\n",
       "  'operator_address': '4d18b6f0481115ea32c96b81d4c35041',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': '0ef85e1723530edd76f2bb13614ac5c5',\n",
       "    'operator_address': 'c6c3414f37d81f68f8447ddfeaf588ac',\n",
       "    'parent': '7e56b29cb23a49368be593e5cfc9712e',\n",
       "    'epoch_onboarded': 37,\n",
       "    'version_onboarded': 9271787,\n",
       "    'generation': 1}]},\n",
       " {'address': '46a7a744b5d33c47f6b20766f8088b10',\n",
       "  'operator_address': 'e5ff39b2bca1b7d4c154a07f8d2699a9',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'bcb79d7c813062f41b221e58b21203b4',\n",
       "    'operator_address': 'e3b89d3dc8e4fbe83ba29ada5e04f169',\n",
       "    'parent': '46a7a744b5d33c47f6b20766f8088b10',\n",
       "    'epoch_onboarded': 22,\n",
       "    'version_onboarded': 5482926,\n",
       "    'generation': 1},\n",
       "   {'address': 'd4df0e0d9777a35bb094df319231fc5f',\n",
       "    'operator_address': 'ffd343118f13fbd59ef2e2c37f17ef37',\n",
       "    'parent': '46a7a744b5d33c47f6b20766f8088b10',\n",
       "    'epoch_onboarded': 73,\n",
       "    'version_onboarded': 17126177,\n",
       "    'generation': 1}]},\n",
       " {'address': '7ec16859c24200d8e074809d252ac740',\n",
       "  'operator_address': 'c8336044cdf1878d9738ed0a041b235e',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'aa7b724a51a8bd8e55208fef969209b3',\n",
       "    'operator_address': 'c54a7a74ff2f16e3fa581b897aad7ed3',\n",
       "    'parent': '7ec16859c24200d8e074809d252ac740',\n",
       "    'epoch_onboarded': 28,\n",
       "    'version_onboarded': 7106562,\n",
       "    'generation': 1},\n",
       "   {'address': '5d1de3da6351f8ee592139cfd461ae10',\n",
       "    'operator_address': 'dff296e4bd2b559a431351967648a4f0',\n",
       "    'parent': '7ec16859c24200d8e074809d252ac740',\n",
       "    'epoch_onboarded': 69,\n",
       "    'version_onboarded': 16247827,\n",
       "    'generation': 1}]},\n",
       " {'address': '64b21681ce1c34854498ed92d76432a2',\n",
       "  'operator_address': '23e2a43dd91667ce668ce107705f4c75',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': '84417cef5647097127e1bc24fd1002c6',\n",
       "    'operator_address': 'f8961ea426908f153ed40105801b508b',\n",
       "    'parent': '64b21681ce1c34854498ed92d76432a2',\n",
       "    'epoch_onboarded': 18,\n",
       "    'version_onboarded': 4349485,\n",
       "    'generation': 1},\n",
       "   {'address': '1c03e956dd7afc612e4efe240c23365d',\n",
       "    'operator_address': '2c6a483d3f6560b90f4df22949ab83db',\n",
       "    'parent': '64b21681ce1c34854498ed92d76432a2',\n",
       "    'epoch_onboarded': 35,\n",
       "    'version_onboarded': 8818948,\n",
       "    'generation': 1}]},\n",
       " {'address': 'ecaf65add1b785b0495e3099f4045ec0',\n",
       "  'operator_address': '00a7c9b758095176d29e5936ba9fb1d6',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': '69a385e1744e33fbb24a42ecbd1603e3',\n",
       "    'operator_address': 'a25a563e5029210d60a1ed53e9761fcf',\n",
       "    'parent': 'ecaf65add1b785b0495e3099f4045ec0',\n",
       "    'epoch_onboarded': 21,\n",
       "    'version_onboarded': 5306020,\n",
       "    'generation': 1},\n",
       "   {'address': '779fd01dfe608a4288b4b514d17da48b',\n",
       "    'operator_address': 'ce81608c152527388c0a50d14f66ad87',\n",
       "    'parent': 'ecaf65add1b785b0495e3099f4045ec0',\n",
       "    'epoch_onboarded': 44,\n",
       "    'version_onboarded': 10727211,\n",
       "    'generation': 1}]},\n",
       " {'address': '304a03c0b4acdfdce54bfaf39d4e0448',\n",
       "  'operator_address': '62aa596a51b1ec2ba96beb8e15284987',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': '49d3c58668e4accc43b8a77a9f2835fa',\n",
       "    'operator_address': '584e89e24a5d439b7aaccec92be8a663',\n",
       "    'parent': '304a03c0b4acdfdce54bfaf39d4e0448',\n",
       "    'epoch_onboarded': 20,\n",
       "    'version_onboarded': 4960009,\n",
       "    'generation': 1},\n",
       "   {'address': 'd1281de242839fc939745996882c5fc2',\n",
       "    'operator_address': 'dfe8a91b9e8ee3bdda336487a5b646a8',\n",
       "    'parent': '304a03c0b4acdfdce54bfaf39d4e0448',\n",
       "    'epoch_onboarded': 36,\n",
       "    'version_onboarded': 9050655,\n",
       "    'generation': 1}]},\n",
       " {'address': 'b1471dc5764695abb4cadf16e26bd4c7',\n",
       "  'operator_address': 'facc653d707bd500044dcb99bf4c3d5b',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': '5322609dde43e08ad6da6964574941fd',\n",
       "    'operator_address': '1d641c2fd254dad8680047c4c5e42764',\n",
       "    'parent': 'b1471dc5764695abb4cadf16e26bd4c7',\n",
       "    'epoch_onboarded': 24,\n",
       "    'version_onboarded': 6006235,\n",
       "    'generation': 1}]},\n",
       " {'address': 'd67f3ff22bd719eb5be2df6577c9b42d',\n",
       "  'operator_address': '55171e51b261d902964dd128a057c23a',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': '50040b551a28645e5c684a646db8e646',\n",
       "    'operator_address': 'ae4582dda8cc5601d6c81b4a27a46b58',\n",
       "    'parent': 'd67f3ff22bd719eb5be2df6577c9b42d',\n",
       "    'epoch_onboarded': 20,\n",
       "    'version_onboarded': 4960325,\n",
       "    'generation': 1},\n",
       "   {'address': 'ba28f081de02fc6cc3bf9879d6033911',\n",
       "    'operator_address': 'c001106b430f2660732102f2875d1059',\n",
       "    'parent': 'd67f3ff22bd719eb5be2df6577c9b42d',\n",
       "    'epoch_onboarded': 47,\n",
       "    'version_onboarded': 11456602,\n",
       "    'generation': 1}]},\n",
       " {'address': '8421cb22e56f687395f5973bbf0cbdfb',\n",
       "  'operator_address': '9d1ad001bb1a77d6deebee8eb206596c',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'b5b5ba58b8e9916fe449d1f989383834',\n",
       "    'operator_address': '8ab6489146a5ebc6890dd532bc249545',\n",
       "    'parent': '8421cb22e56f687395f5973bbf0cbdfb',\n",
       "    'epoch_onboarded': 18,\n",
       "    'version_onboarded': 4336088,\n",
       "    'generation': 1},\n",
       "   {'address': 'b295da228c6808199d92dc813975755c',\n",
       "    'operator_address': '4ba0442bef452b7f68cdc83d5b7c3c8f',\n",
       "    'parent': '8421cb22e56f687395f5973bbf0cbdfb',\n",
       "    'epoch_onboarded': 35,\n",
       "    'version_onboarded': 8908782,\n",
       "    'generation': 1}]}]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genesis_only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('genesis_only.json', 'w') as outfile:\n",
    "    json.dump(genesis_only, outfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "19"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(genesis_only)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Puts into a list and but preserves the extra address key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "genesis_only_key = [[keys, values] for [keys,values] in genesis_tree.items() if values['parent']=='00000000000000000000000000000000']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['BDB8AD37341CEC0817FD8E2474E25031',\n",
       "  {'address': 'bdb8ad37341cec0817fd8e2474e25031',\n",
       "   'operator_address': '148c808f4063d03966c10f61dd6f3711',\n",
       "   'parent': '00000000000000000000000000000000',\n",
       "   'epoch_onboarded': 0,\n",
       "   'version_onboarded': 0,\n",
       "   'generation': 0,\n",
       "   'children': [{'address': 'e985cbb111a6e7210f1f07aa1f8a75dd',\n",
       "     'operator_address': 'ee58c4a2938cf3d892e85fb2cc039245',\n",
       "     'parent': 'bdb8ad37341cec0817fd8e2474e25031',\n",
       "     'epoch_onboarded': 23,\n",
       "     'version_onboarded': 5850341,\n",
       "     'generation': 1}]}],\n",
       " ['44BFFCEB6AC69D098959E4F463FB7005',\n",
       "  {'address': '44bffceb6ac69d098959e4f463fb7005',\n",
       "   'operator_address': 'd888258f1516b4f82680d36e9a1f16e8',\n",
       "   'parent': '00000000000000000000000000000000',\n",
       "   'epoch_onboarded': 0,\n",
       "   'version_onboarded': 0,\n",
       "   'generation': 0,\n",
       "   'children': [{'address': 'a6be3ad55806f2f65cd1776322aede1a',\n",
       "     'operator_address': '1d281e527124c0ebb466a553a3d5063e',\n",
       "     'parent': '44bffceb6ac69d098959e4f463fb7005',\n",
       "     'epoch_onboarded': 21,\n",
       "     'version_onboarded': 5218882,\n",
       "     'generation': 1},\n",
       "    {'address': '9401af0f29d2afd49b8e48a0c361f661',\n",
       "     'operator_address': 'fbfbaebb74e2d4c54d73c66dc329d909',\n",
       "     'parent': '44bffceb6ac69d098959e4f463fb7005',\n",
       "     'epoch_onboarded': 41,\n",
       "     'version_onboarded': 10126552,\n",
       "     'generation': 1}]}],\n",
       " ['252F0B551C80CD9E951D82C6F70792AE',\n",
       "  {'address': '252f0b551c80cd9e951d82c6f70792ae',\n",
       "   'operator_address': 'f973667c742b6e877d11398fbe5697d5',\n",
       "   'parent': '00000000000000000000000000000000',\n",
       "   'epoch_onboarded': 0,\n",
       "   'version_onboarded': 0,\n",
       "   'generation': 0,\n",
       "   'children': [{'address': 'd340c54f3a05c06835b1401c3575b70d',\n",
       "     'operator_address': '5e8aaaee8c44288d82c54b1770b67756',\n",
       "     'parent': '252f0b551c80cd9e951d82c6f70792ae',\n",
       "     'epoch_onboarded': 21,\n",
       "     'version_onboarded': 5306913,\n",
       "     'generation': 1},\n",
       "    {'address': '987d7486a6db70993eeab79124bc6606',\n",
       "     'operator_address': 'ca3c5e7218645ab53781c0b58b2401d6',\n",
       "     'parent': '252f0b551c80cd9e951d82c6f70792ae',\n",
       "     'epoch_onboarded': 37,\n",
       "     'version_onboarded': 9325961,\n",
       "     'generation': 1},\n",
       "    {'address': '0761bca303f0baac640765d3ddf172be',\n",
       "     'operator_address': 'c48e191e56ff1013a3a27814bf060b02',\n",
       "     'parent': '252f0b551c80cd9e951d82c6f70792ae',\n",
       "     'epoch_onboarded': 113,\n",
       "     'version_onboarded': 26016904,\n",
       "     'generation': 1}]}],\n",
       " ['D0D62AE27A4E84B559DA089A1B15A79F',\n",
       "  {'address': 'd0d62ae27a4e84b559da089a1b15a79f',\n",
       "   'operator_address': 'e7fd87b088f4fc19bc51038a90d70e55',\n",
       "   'parent': '00000000000000000000000000000000',\n",
       "   'epoch_onboarded': 0,\n",
       "   'version_onboarded': 0,\n",
       "   'generation': 0,\n",
       "   'children': [{'address': 'e57cf27b3381574151b4fcea65bda0d2',\n",
       "     'operator_address': '76484d6025e1310f3c89f4467e024a24',\n",
       "     'parent': 'd0d62ae27a4e84b559da089a1b15a79f',\n",
       "     'epoch_onboarded': 20,\n",
       "     'version_onboarded': 5021771,\n",
       "     'generation': 1},\n",
       "    {'address': '4152478106c9080141da1a7176292b8c',\n",
       "     'operator_address': '878e65b64d7dd4c5f535b52e5f5b01a5',\n",
       "     'parent': 'd0d62ae27a4e84b559da089a1b15a79f',\n",
       "     'epoch_onboarded': 44,\n",
       "     'version_onboarded': 10768284,\n",
       "     'generation': 1}]}],\n",
       " ['34E5ADDEC49DED4CC638DAD8CD992858',\n",
       "  {'address': '34e5addec49ded4cc638dad8cd992858',\n",
       "   'operator_address': '4271fb7a96e4dd0aa2ac6e8122be235a',\n",
       "   'parent': '00000000000000000000000000000000',\n",
       "   'epoch_onboarded': 0,\n",
       "   'version_onboarded': 0,\n",
       "   'generation': 0,\n",
       "   'children': [{'address': 'c051bd516ca491cdf88c0a0656a552b0',\n",
       "     'operator_address': 'f1ea95ffab3f82f1d35aaaf3bccbb4a1',\n",
       "     'parent': '34e5addec49ded4cc638dad8cd992858',\n",
       "     'epoch_onboarded': 22,\n",
       "     'version_onboarded': 5505531,\n",
       "     'generation': 1},\n",
       "    {'address': 'b0b8497a2ebe3d5802e7317d3a5804f2',\n",
       "     'operator_address': '4c54ecbc4af6326ce40e307e8f4657d2',\n",
       "     'parent': '34e5addec49ded4cc638dad8cd992858',\n",
       "     'epoch_onboarded': 45,\n",
       "     'version_onboarded': 10946719,\n",
       "     'generation': 1},\n",
       "    {'address': 'bf9914712cf46865c1a94b409a6f6bce',\n",
       "     'operator_address': '7e3dadc0aa57df60a2254b05bc4cf6a7',\n",
       "     'parent': '34e5addec49ded4cc638dad8cd992858',\n",
       "     'epoch_onboarded': 114,\n",
       "     'version_onboarded': 26281795,\n",
       "     'generation': 1}]}],\n",
       " ['5ABEDEC612EA01B9F6F2EAAD7187BFEF',\n",
       "  {'address': '5abedec612ea01b9f6f2eaad7187bfef',\n",
       "   'operator_address': 'fa87af326d8dee1d97971ed86d6f1b35',\n",
       "   'parent': '00000000000000000000000000000000',\n",
       "   'epoch_onboarded': 0,\n",
       "   'version_onboarded': 0,\n",
       "   'generation': 0,\n",
       "   'children': [{'address': '71cd7dac2332c0200059af45818b95f8',\n",
       "     'operator_address': '4f3fdf3c284665f43469a6e317ea878b',\n",
       "     'parent': '5abedec612ea01b9f6f2eaad7187bfef',\n",
       "     'epoch_onboarded': 22,\n",
       "     'version_onboarded': 5592315,\n",
       "     'generation': 1},\n",
       "    {'address': 'f26fa56d696b2e085dd10793d235de9b',\n",
       "     'operator_address': 'e0efa5e19cecb19a7be8b2637eeb2f73',\n",
       "     'parent': '5abedec612ea01b9f6f2eaad7187bfef',\n",
       "     'epoch_onboarded': 59,\n",
       "     'version_onboarded': 13526707,\n",
       "     'generation': 1}]}],\n",
       " ['E4E9FB27D7A8150162614EBDD282E195',\n",
       "  {'address': 'e4e9fb27d7a8150162614ebdd282e195',\n",
       "   'operator_address': '088e7f751692c42777f511a0e93625df',\n",
       "   'parent': '00000000000000000000000000000000',\n",
       "   'epoch_onboarded': 0,\n",
       "   'version_onboarded': 0,\n",
       "   'generation': 0,\n",
       "   'children': [{'address': '012338b54ba4625adcc313394d87819c',\n",
       "     'operator_address': '59357260c14bc6576749d87eb627d727',\n",
       "     'parent': 'e4e9fb27d7a8150162614ebdd282e195',\n",
       "     'epoch_onboarded': 29,\n",
       "     'version_onboarded': 7402709,\n",
       "     'generation': 1}]}],\n",
       " ['D1C9CE9308B0BDC6DC2BA6A7B5DA8C2B',\n",
       "  {'address': 'd1c9ce9308b0bdc6dc2ba6a7b5da8c2b',\n",
       "   'operator_address': 'b5e1013e9ab7a874c5282844627c99ac',\n",
       "   'parent': '00000000000000000000000000000000',\n",
       "   'epoch_onboarded': 0,\n",
       "   'version_onboarded': 0,\n",
       "   'generation': 0,\n",
       "   'children': [{'address': '355ae7b5f391782006ef88580bbeaf22',\n",
       "     'operator_address': 'aec2461c0c9d8188fd6ae01d9d9f785e',\n",
       "     'parent': 'd1c9ce9308b0bdc6dc2ba6a7b5da8c2b',\n",
       "     'epoch_onboarded': 21,\n",
       "     'version_onboarded': 5279596,\n",
       "     'generation': 1}]}],\n",
       " ['CCB020E30B1C014F45664761F0B740C7',\n",
       "  {'address': 'ccb020e30b1c014f45664761f0b740c7',\n",
       "   'operator_address': 'bc5ac6b47a669f9eb4b9805a5e8505c2',\n",
       "   'parent': '00000000000000000000000000000000',\n",
       "   'epoch_onboarded': 0,\n",
       "   'version_onboarded': 0,\n",
       "   'generation': 0,\n",
       "   'children': [{'address': 'ea10ea06c0fdab689da9dcf78fc90f4e',\n",
       "     'operator_address': 'dc75c1d21c5cab6a8f8978678a4af699',\n",
       "     'parent': 'ccb020e30b1c014f45664761f0b740c7',\n",
       "     'epoch_onboarded': 16,\n",
       "     'version_onboarded': 3637438,\n",
       "     'generation': 1},\n",
       "    {'address': '9d0a8f2f51a2cb0d4eceeb1fd269431d',\n",
       "     'operator_address': '17bbd0e9ba88b569ca5e3bd3c6f04952',\n",
       "     'parent': 'ccb020e30b1c014f45664761f0b740c7',\n",
       "     'epoch_onboarded': 31,\n",
       "     'version_onboarded': 7958699,\n",
       "     'generation': 1}]}],\n",
       " ['C0A1F4D49658CF2FE5402E10F496BB80',\n",
       "  {'address': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "   'operator_address': '98b52dbcccf7757601b3540986ecd2dd',\n",
       "   'parent': '00000000000000000000000000000000',\n",
       "   'epoch_onboarded': 0,\n",
       "   'version_onboarded': 0,\n",
       "   'generation': 0,\n",
       "   'children': [{'address': 'e8a1bf5e60fa00c2b792098b12fde964',\n",
       "     'operator_address': '9f395754547c76fda1577edd53a959d9',\n",
       "     'parent': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "     'epoch_onboarded': 16,\n",
       "     'version_onboarded': 3596612,\n",
       "     'generation': 1},\n",
       "    {'address': 'e264023342b41accdbb61a190b6cb2a7',\n",
       "     'operator_address': 'b32c7497340a36797e421b35fa708a61',\n",
       "     'parent': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "     'epoch_onboarded': 33,\n",
       "     'version_onboarded': 8505948,\n",
       "     'generation': 1},\n",
       "    {'address': 'c44a50622c2d465e6c15982b8e127349',\n",
       "     'operator_address': '6b4124692f988f8accb3584d11915b16',\n",
       "     'parent': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "     'epoch_onboarded': 48,\n",
       "     'version_onboarded': 11757665,\n",
       "     'generation': 1},\n",
       "    {'address': '754903132f75c0b1f5e5be29fb0ca6cd',\n",
       "     'operator_address': 'b4b363e99dcaf5a7c4e49eddf768480b',\n",
       "     'parent': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "     'epoch_onboarded': 80,\n",
       "     'version_onboarded': 19028152,\n",
       "     'generation': 1},\n",
       "    {'address': '1ec9ce93756b92ab1a2665c629b37bfb',\n",
       "     'operator_address': 'aab75b47a98d702541c5d6c40136d2d7',\n",
       "     'parent': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "     'epoch_onboarded': 94,\n",
       "     'version_onboarded': 22000252,\n",
       "     'generation': 1},\n",
       "    {'address': 'd96e89e270a5273d94bc8ab7953754f9',\n",
       "     'operator_address': '0525084a3d2d2a8fe1d9f56bf37aabf5',\n",
       "     'parent': 'c0a1f4d49658cf2fe5402e10f496bb80',\n",
       "     'epoch_onboarded': 108,\n",
       "     'version_onboarded': 24993453,\n",
       "     'generation': 1}]}],\n",
       " ['7E56B29CB23A49368BE593E5CFC9712E',\n",
       "  {'address': '7e56b29cb23a49368be593e5cfc9712e',\n",
       "   'operator_address': '4d18b6f0481115ea32c96b81d4c35041',\n",
       "   'parent': '00000000000000000000000000000000',\n",
       "   'epoch_onboarded': 0,\n",
       "   'version_onboarded': 0,\n",
       "   'generation': 0,\n",
       "   'children': [{'address': '0ef85e1723530edd76f2bb13614ac5c5',\n",
       "     'operator_address': 'c6c3414f37d81f68f8447ddfeaf588ac',\n",
       "     'parent': '7e56b29cb23a49368be593e5cfc9712e',\n",
       "     'epoch_onboarded': 37,\n",
       "     'version_onboarded': 9271787,\n",
       "     'generation': 1}]}],\n",
       " ['46A7A744B5D33C47F6B20766F8088B10',\n",
       "  {'address': '46a7a744b5d33c47f6b20766f8088b10',\n",
       "   'operator_address': 'e5ff39b2bca1b7d4c154a07f8d2699a9',\n",
       "   'parent': '00000000000000000000000000000000',\n",
       "   'epoch_onboarded': 0,\n",
       "   'version_onboarded': 0,\n",
       "   'generation': 0,\n",
       "   'children': [{'address': 'bcb79d7c813062f41b221e58b21203b4',\n",
       "     'operator_address': 'e3b89d3dc8e4fbe83ba29ada5e04f169',\n",
       "     'parent': '46a7a744b5d33c47f6b20766f8088b10',\n",
       "     'epoch_onboarded': 22,\n",
       "     'version_onboarded': 5482926,\n",
       "     'generation': 1},\n",
       "    {'address': 'd4df0e0d9777a35bb094df319231fc5f',\n",
       "     'operator_address': 'ffd343118f13fbd59ef2e2c37f17ef37',\n",
       "     'parent': '46a7a744b5d33c47f6b20766f8088b10',\n",
       "     'epoch_onboarded': 73,\n",
       "     'version_onboarded': 17126177,\n",
       "     'generation': 1}]}],\n",
       " ['7EC16859C24200D8E074809D252AC740',\n",
       "  {'address': '7ec16859c24200d8e074809d252ac740',\n",
       "   'operator_address': 'c8336044cdf1878d9738ed0a041b235e',\n",
       "   'parent': '00000000000000000000000000000000',\n",
       "   'epoch_onboarded': 0,\n",
       "   'version_onboarded': 0,\n",
       "   'generation': 0,\n",
       "   'children': [{'address': 'aa7b724a51a8bd8e55208fef969209b3',\n",
       "     'operator_address': 'c54a7a74ff2f16e3fa581b897aad7ed3',\n",
       "     'parent': '7ec16859c24200d8e074809d252ac740',\n",
       "     'epoch_onboarded': 28,\n",
       "     'version_onboarded': 7106562,\n",
       "     'generation': 1},\n",
       "    {'address': '5d1de3da6351f8ee592139cfd461ae10',\n",
       "     'operator_address': 'dff296e4bd2b559a431351967648a4f0',\n",
       "     'parent': '7ec16859c24200d8e074809d252ac740',\n",
       "     'epoch_onboarded': 69,\n",
       "     'version_onboarded': 16247827,\n",
       "     'generation': 1}]}],\n",
       " ['64B21681CE1C34854498ED92D76432A2',\n",
       "  {'address': '64b21681ce1c34854498ed92d76432a2',\n",
       "   'operator_address': '23e2a43dd91667ce668ce107705f4c75',\n",
       "   'parent': '00000000000000000000000000000000',\n",
       "   'epoch_onboarded': 0,\n",
       "   'version_onboarded': 0,\n",
       "   'generation': 0,\n",
       "   'children': [{'address': '84417cef5647097127e1bc24fd1002c6',\n",
       "     'operator_address': 'f8961ea426908f153ed40105801b508b',\n",
       "     'parent': '64b21681ce1c34854498ed92d76432a2',\n",
       "     'epoch_onboarded': 18,\n",
       "     'version_onboarded': 4349485,\n",
       "     'generation': 1},\n",
       "    {'address': '1c03e956dd7afc612e4efe240c23365d',\n",
       "     'operator_address': '2c6a483d3f6560b90f4df22949ab83db',\n",
       "     'parent': '64b21681ce1c34854498ed92d76432a2',\n",
       "     'epoch_onboarded': 35,\n",
       "     'version_onboarded': 8818948,\n",
       "     'generation': 1}]}],\n",
       " ['ECAF65ADD1B785B0495E3099F4045EC0',\n",
       "  {'address': 'ecaf65add1b785b0495e3099f4045ec0',\n",
       "   'operator_address': '00a7c9b758095176d29e5936ba9fb1d6',\n",
       "   'parent': '00000000000000000000000000000000',\n",
       "   'epoch_onboarded': 0,\n",
       "   'version_onboarded': 0,\n",
       "   'generation': 0,\n",
       "   'children': [{'address': '69a385e1744e33fbb24a42ecbd1603e3',\n",
       "     'operator_address': 'a25a563e5029210d60a1ed53e9761fcf',\n",
       "     'parent': 'ecaf65add1b785b0495e3099f4045ec0',\n",
       "     'epoch_onboarded': 21,\n",
       "     'version_onboarded': 5306020,\n",
       "     'generation': 1},\n",
       "    {'address': '779fd01dfe608a4288b4b514d17da48b',\n",
       "     'operator_address': 'ce81608c152527388c0a50d14f66ad87',\n",
       "     'parent': 'ecaf65add1b785b0495e3099f4045ec0',\n",
       "     'epoch_onboarded': 44,\n",
       "     'version_onboarded': 10727211,\n",
       "     'generation': 1}]}],\n",
       " ['304A03C0B4ACDFDCE54BFAF39D4E0448',\n",
       "  {'address': '304a03c0b4acdfdce54bfaf39d4e0448',\n",
       "   'operator_address': '62aa596a51b1ec2ba96beb8e15284987',\n",
       "   'parent': '00000000000000000000000000000000',\n",
       "   'epoch_onboarded': 0,\n",
       "   'version_onboarded': 0,\n",
       "   'generation': 0,\n",
       "   'children': [{'address': '49d3c58668e4accc43b8a77a9f2835fa',\n",
       "     'operator_address': '584e89e24a5d439b7aaccec92be8a663',\n",
       "     'parent': '304a03c0b4acdfdce54bfaf39d4e0448',\n",
       "     'epoch_onboarded': 20,\n",
       "     'version_onboarded': 4960009,\n",
       "     'generation': 1},\n",
       "    {'address': 'd1281de242839fc939745996882c5fc2',\n",
       "     'operator_address': 'dfe8a91b9e8ee3bdda336487a5b646a8',\n",
       "     'parent': '304a03c0b4acdfdce54bfaf39d4e0448',\n",
       "     'epoch_onboarded': 36,\n",
       "     'version_onboarded': 9050655,\n",
       "     'generation': 1}]}],\n",
       " ['B1471DC5764695ABB4CADF16E26BD4C7',\n",
       "  {'address': 'b1471dc5764695abb4cadf16e26bd4c7',\n",
       "   'operator_address': 'facc653d707bd500044dcb99bf4c3d5b',\n",
       "   'parent': '00000000000000000000000000000000',\n",
       "   'epoch_onboarded': 0,\n",
       "   'version_onboarded': 0,\n",
       "   'generation': 0,\n",
       "   'children': [{'address': '5322609dde43e08ad6da6964574941fd',\n",
       "     'operator_address': '1d641c2fd254dad8680047c4c5e42764',\n",
       "     'parent': 'b1471dc5764695abb4cadf16e26bd4c7',\n",
       "     'epoch_onboarded': 24,\n",
       "     'version_onboarded': 6006235,\n",
       "     'generation': 1}]}],\n",
       " ['D67F3FF22BD719EB5BE2DF6577C9B42D',\n",
       "  {'address': 'd67f3ff22bd719eb5be2df6577c9b42d',\n",
       "   'operator_address': '55171e51b261d902964dd128a057c23a',\n",
       "   'parent': '00000000000000000000000000000000',\n",
       "   'epoch_onboarded': 0,\n",
       "   'version_onboarded': 0,\n",
       "   'generation': 0,\n",
       "   'children': [{'address': '50040b551a28645e5c684a646db8e646',\n",
       "     'operator_address': 'ae4582dda8cc5601d6c81b4a27a46b58',\n",
       "     'parent': 'd67f3ff22bd719eb5be2df6577c9b42d',\n",
       "     'epoch_onboarded': 20,\n",
       "     'version_onboarded': 4960325,\n",
       "     'generation': 1},\n",
       "    {'address': 'ba28f081de02fc6cc3bf9879d6033911',\n",
       "     'operator_address': 'c001106b430f2660732102f2875d1059',\n",
       "     'parent': 'd67f3ff22bd719eb5be2df6577c9b42d',\n",
       "     'epoch_onboarded': 47,\n",
       "     'version_onboarded': 11456602,\n",
       "     'generation': 1}]}],\n",
       " ['8421CB22E56F687395F5973BBF0CBDFB',\n",
       "  {'address': '8421cb22e56f687395f5973bbf0cbdfb',\n",
       "   'operator_address': '9d1ad001bb1a77d6deebee8eb206596c',\n",
       "   'parent': '00000000000000000000000000000000',\n",
       "   'epoch_onboarded': 0,\n",
       "   'version_onboarded': 0,\n",
       "   'generation': 0,\n",
       "   'children': [{'address': 'b5b5ba58b8e9916fe449d1f989383834',\n",
       "     'operator_address': '8ab6489146a5ebc6890dd532bc249545',\n",
       "     'parent': '8421cb22e56f687395f5973bbf0cbdfb',\n",
       "     'epoch_onboarded': 18,\n",
       "     'version_onboarded': 4336088,\n",
       "     'generation': 1},\n",
       "    {'address': 'b295da228c6808199d92dc813975755c',\n",
       "     'operator_address': '4ba0442bef452b7f68cdc83d5b7c3c8f',\n",
       "     'parent': '8421cb22e56f687395f5973bbf0cbdfb',\n",
       "     'epoch_onboarded': 35,\n",
       "     'version_onboarded': 8908782,\n",
       "     'generation': 1}]}]]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genesis_only_key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['BDB8AD37341CEC0817FD8E2474E25031',\n",
       " {'address': 'bdb8ad37341cec0817fd8e2474e25031',\n",
       "  'operator_address': '148c808f4063d03966c10f61dd6f3711',\n",
       "  'parent': '00000000000000000000000000000000',\n",
       "  'epoch_onboarded': 0,\n",
       "  'version_onboarded': 0,\n",
       "  'generation': 0,\n",
       "  'children': [{'address': 'e985cbb111a6e7210f1f07aa1f8a75dd',\n",
       "    'operator_address': 'ee58c4a2938cf3d892e85fb2cc039245',\n",
       "    'parent': 'bdb8ad37341cec0817fd8e2474e25031',\n",
       "    'epoch_onboarded': 23,\n",
       "    'version_onboarded': 5850341,\n",
       "    'generation': 1}]}]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genesis_only_key[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "G = nx.DiGraph()\n",
    "for node in genesis_only:\n",
    "    for keys, values in node.items():       \n",
    "        G.add_node(node['address'], children = node['children'], epoch_onboarded = 0, generation = 0) # epoch_onboarded = values['epoch_onboarded']) not true for genesis\n",
    "        # print(G)\n",
    "    \n",
    "# from_dict_of_dicts(genesis_tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'children': [{'address': '0ef85e1723530edd76f2bb13614ac5c5', 'operator_address': 'c6c3414f37d81f68f8447ddfeaf588ac', 'parent': '7e56b29cb23a49368be593e5cfc9712e', 'epoch_onboarded': 37, 'version_onboarded': 9271787, 'generation': 1}], 'epoch_onboarded': 0, 'generation': 0}\n"
     ]
    }
   ],
   "source": [
    "print(G.nodes['7e56b29cb23a49368be593e5cfc9712e'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'address': '0ef85e1723530edd76f2bb13614ac5c5',\n",
       "  'operator_address': 'c6c3414f37d81f68f8447ddfeaf588ac',\n",
       "  'parent': '7e56b29cb23a49368be593e5cfc9712e',\n",
       "  'epoch_onboarded': 37,\n",
       "  'version_onboarded': 9271787,\n",
       "  'generation': 1}]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G.nodes['7e56b29cb23a49368be593e5cfc9712e']['children']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'address': 'ea10ea06c0fdab689da9dcf78fc90f4e',\n",
       "  'operator_address': 'dc75c1d21c5cab6a8f8978678a4af699',\n",
       "  'parent': 'ccb020e30b1c014f45664761f0b740c7',\n",
       "  'epoch_onboarded': 16,\n",
       "  'version_onboarded': 3637438,\n",
       "  'generation': 1},\n",
       " {'address': '9d0a8f2f51a2cb0d4eceeb1fd269431d',\n",
       "  'operator_address': '17bbd0e9ba88b569ca5e3bd3c6f04952',\n",
       "  'parent': 'ccb020e30b1c014f45664761f0b740c7',\n",
       "  'epoch_onboarded': 31,\n",
       "  'version_onboarded': 7958699,\n",
       "  'generation': 1}]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G.nodes['ccb020e30b1c014f45664761f0b740c7']['children']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Genesis Child Count\n",
      "bdb8ad37341cec0817fd8e2474e25031    1\n",
      "44bffceb6ac69d098959e4f463fb7005    2\n",
      "252f0b551c80cd9e951d82c6f70792ae    3\n",
      "d0d62ae27a4e84b559da089a1b15a79f    2\n",
      "34e5addec49ded4cc638dad8cd992858    3\n",
      "5abedec612ea01b9f6f2eaad7187bfef    2\n",
      "e4e9fb27d7a8150162614ebdd282e195    1\n",
      "d1c9ce9308b0bdc6dc2ba6a7b5da8c2b    1\n",
      "ccb020e30b1c014f45664761f0b740c7    2\n",
      "c0a1f4d49658cf2fe5402e10f496bb80    6\n",
      "7e56b29cb23a49368be593e5cfc9712e    1\n",
      "46a7a744b5d33c47f6b20766f8088b10    2\n",
      "7ec16859c24200d8e074809d252ac740    2\n",
      "64b21681ce1c34854498ed92d76432a2    2\n",
      "ecaf65add1b785b0495e3099f4045ec0    2\n",
      "304a03c0b4acdfdce54bfaf39d4e0448    2\n",
      "b1471dc5764695abb4cadf16e26bd4c7    1\n",
      "d67f3ff22bd719eb5be2df6577c9b42d    2\n",
      "8421cb22e56f687395f5973bbf0cbdfb    2\n"
     ]
    }
   ],
   "source": [
    "C = nx.DiGraph()\n",
    "print('Genesis Child Count')\n",
    "for node in G:\n",
    "    C.add_node(node, data=True)\n",
    "    # print(node)\n",
    "    if 'children' in G.nodes[node]:\n",
    "        print(node, '  ',len(G.nodes[node]['children']))\n",
    "        for child in G.nodes[node]['children']:\n",
    "            C.add_node(child['address'])\n",
    "            C.add_node(child['address'], epoch_onboarded= child['epoch_onboarded'], generation = 1)\n",
    "            C.add_edge(node,child['address'])\n",
    "            # print(child)\n",
    "    else:\n",
    "        print('0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Genesis Child Count\n",
      "bdb8ad37341cec0817fd8e2474e25031    1\n",
      "44bffceb6ac69d098959e4f463fb7005    2\n",
      "252f0b551c80cd9e951d82c6f70792ae    3\n",
      "d0d62ae27a4e84b559da089a1b15a79f    2\n",
      "34e5addec49ded4cc638dad8cd992858    3\n",
      "5abedec612ea01b9f6f2eaad7187bfef    2\n",
      "e4e9fb27d7a8150162614ebdd282e195    1\n",
      "d1c9ce9308b0bdc6dc2ba6a7b5da8c2b    1\n",
      "ccb020e30b1c014f45664761f0b740c7    2\n",
      "c0a1f4d49658cf2fe5402e10f496bb80    6\n",
      "7e56b29cb23a49368be593e5cfc9712e    1\n",
      "46a7a744b5d33c47f6b20766f8088b10    2\n",
      "7ec16859c24200d8e074809d252ac740    2\n",
      "64b21681ce1c34854498ed92d76432a2    2\n",
      "ecaf65add1b785b0495e3099f4045ec0    2\n",
      "304a03c0b4acdfdce54bfaf39d4e0448    2\n",
      "b1471dc5764695abb4cadf16e26bd4c7    1\n",
      "d67f3ff22bd719eb5be2df6577c9b42d    2\n",
      "8421cb22e56f687395f5973bbf0cbdfb    2\n"
     ]
    }
   ],
   "source": [
    "C = nx.DiGraph()\n",
    "print('Genesis Child Count')\n",
    "\n",
    "gen1_list = []\n",
    "for node,d in G.nodes(data=True):\n",
    "    C.add_node(node, data=True)\n",
    "    # print(node)\n",
    "    if 'children' in G.nodes[node]:\n",
    "        print(node, '  ',len(G.nodes[node]['children']))\n",
    "        for child in G.nodes[node]['children']:\n",
    "            # C.add_node(child['address'])\n",
    "            C.add_node(child['address'], epoch_onboarded= child['epoch_onboarded'], generation = 1)\n",
    "            C.add_edge(node,child['address'])\n",
    "\n",
    "            gen1_list.append(child['address'])\n",
    "            # print(child)\n",
    "    else:\n",
    "        print('0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "gen_1_tree = get_permission_tree(gen1_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'e985cbb111a6e7210f1f07aa1f8a75dd': {'address': 'e985cbb111a6e7210f1f07aa1f8a75dd',\n",
       "  'operator_address': 'ee58c4a2938cf3d892e85fb2cc039245',\n",
       "  'parent': 'bdb8ad37341cec0817fd8e2474e25031',\n",
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       " 'd1281de242839fc939745996882c5fc2': {'address': 'd1281de242839fc939745996882c5fc2',\n",
       "  'operator_address': 'dfe8a91b9e8ee3bdda336487a5b646a8',\n",
       "  'parent': '304a03c0b4acdfdce54bfaf39d4e0448',\n",
       "  'epoch_onboarded': 36,\n",
       "  'version_onboarded': 9050655,\n",
       "  'generation': 1,\n",
       "  'children': [{'address': '756d518db499a22c1dad0e2ee353c21d',\n",
       "    'operator_address': 'f4373a844aff1be9db80dc114469c780',\n",
       "    'parent': 'd1281de242839fc939745996882c5fc2',\n",
       "    'epoch_onboarded': 45,\n",
       "    'version_onboarded': 11065008,\n",
       "    'generation': 4},\n",
       "   {'address': '4b08c148f5e80962be1e5755f0d2ed29',\n",
       "    'operator_address': 'b73188196d33eb2198070536cc147178',\n",
       "    'parent': 'd1281de242839fc939745996882c5fc2',\n",
       "    'epoch_onboarded': 66,\n",
       "    'version_onboarded': 15233143,\n",
       "    'generation': 4}]},\n",
       " '5322609dde43e08ad6da6964574941fd': {'address': '5322609dde43e08ad6da6964574941fd',\n",
       "  'operator_address': '1d641c2fd254dad8680047c4c5e42764',\n",
       "  'parent': 'b1471dc5764695abb4cadf16e26bd4c7',\n",
       "  'epoch_onboarded': 24,\n",
       "  'version_onboarded': 6006235,\n",
       "  'generation': 1,\n",
       "  'children': []},\n",
       " '50040b551a28645e5c684a646db8e646': {'address': '50040b551a28645e5c684a646db8e646',\n",
       "  'operator_address': 'ae4582dda8cc5601d6c81b4a27a46b58',\n",
       "  'parent': 'd67f3ff22bd719eb5be2df6577c9b42d',\n",
       "  'epoch_onboarded': 20,\n",
       "  'version_onboarded': 4960325,\n",
       "  'generation': 1,\n",
       "  'children': [{'address': 'ec96dec1be938e14dc148be9bc5ed7f3',\n",
       "    'operator_address': 'abe72a40a1ad44aca90427bbcd6cdf77',\n",
       "    'parent': '50040b551a28645e5c684a646db8e646',\n",
       "    'epoch_onboarded': 38,\n",
       "    'version_onboarded': 9495043,\n",
       "    'generation': 2},\n",
       "   {'address': 'd871c61a37f26ee71e3f156e5f201118',\n",
       "    'operator_address': 'cf39c6554fac586bc95d71a93e921d76',\n",
       "    'parent': '50040b551a28645e5c684a646db8e646',\n",
       "    'epoch_onboarded': 70,\n",
       "    'version_onboarded': 16464658,\n",
       "    'generation': 2}]},\n",
       " 'ba28f081de02fc6cc3bf9879d6033911': {'address': 'ba28f081de02fc6cc3bf9879d6033911',\n",
       "  'operator_address': 'c001106b430f2660732102f2875d1059',\n",
       "  'parent': 'd67f3ff22bd719eb5be2df6577c9b42d',\n",
       "  'epoch_onboarded': 47,\n",
       "  'version_onboarded': 11456602,\n",
       "  'generation': 1,\n",
       "  'children': [{'address': '86ea91e266287d11011f5c0b3963d2ea',\n",
       "    'operator_address': '82114a456a2f72dd1642c28e9ec08ca7',\n",
       "    'parent': 'ba28f081de02fc6cc3bf9879d6033911',\n",
       "    'epoch_onboarded': 74,\n",
       "    'version_onboarded': 17591125,\n",
       "    'generation': 7},\n",
       "   {'address': 'a4987f392e32442229f15fb73dac5e50',\n",
       "    'operator_address': '24b9f75f008646fd7338016636917527',\n",
       "    'parent': 'ba28f081de02fc6cc3bf9879d6033911',\n",
       "    'epoch_onboarded': 113,\n",
       "    'version_onboarded': 26091502,\n",
       "    'generation': 7}]},\n",
       " 'b5b5ba58b8e9916fe449d1f989383834': {'address': 'b5b5ba58b8e9916fe449d1f989383834',\n",
       "  'operator_address': '8ab6489146a5ebc6890dd532bc249545',\n",
       "  'parent': '8421cb22e56f687395f5973bbf0cbdfb',\n",
       "  'epoch_onboarded': 18,\n",
       "  'version_onboarded': 4336088,\n",
       "  'generation': 1,\n",
       "  'children': []},\n",
       " 'b295da228c6808199d92dc813975755c': {'address': 'b295da228c6808199d92dc813975755c',\n",
       "  'operator_address': '4ba0442bef452b7f68cdc83d5b7c3c8f',\n",
       "  'parent': '8421cb22e56f687395f5973bbf0cbdfb',\n",
       "  'epoch_onboarded': 35,\n",
       "  'version_onboarded': 8908782,\n",
       "  'generation': 1,\n",
       "  'children': []}}"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gen_1_tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'address': '97a31d6d14fc8024a34b1630e9c4f638', 'operator_address': 'f120fb81dde9db4a1f81e0d01d2936e2', 'parent': 'a6be3ad55806f2f65cd1776322aede1a', 'epoch_onboarded': 36, 'version_onboarded': 9042418, 'generation': 2}]\n",
      "[{'address': '70a016df0643121bfc80ef1c87e4c189', 'operator_address': 'fcf3f5197c2231b9c2f4b139b94866a0', 'parent': '987d7486a6db70993eeab79124bc6606', 'epoch_onboarded': 51, 'version_onboarded': 12215818, 'generation': 2}]\n",
      "[{'address': '88c0b80b70314fec169492561c9b20b5', 'operator_address': '8efe761c1cb3b5b44068512f9275f5dd', 'parent': '71cd7dac2332c0200059af45818b95f8', 'epoch_onboarded': 102, 'version_onboarded': 23761741, 'generation': 2}]\n",
      "[{'address': '78233906ce0643d1852a7d4899a7666f', 'operator_address': '4a06455bee983e8bbde0597fb0dd4a21', 'parent': 'f26fa56d696b2e085dd10793d235de9b', 'epoch_onboarded': 105, 'version_onboarded': 24567211, 'generation': 2}]\n",
      "[{'address': '987be6e871faeedfe255b4305b4c6d02', 'operator_address': '91185ed5a1976f2e01be08ee96e4d9d2', 'parent': '012338b54ba4625adcc313394d87819c', 'epoch_onboarded': 43, 'version_onboarded': 10541773, 'generation': 2}, {'address': '012345062ce76e68f1ac6d5506527aa1', 'operator_address': '05081ce8364ae12596742d579368ef6c', 'parent': '012338b54ba4625adcc313394d87819c', 'epoch_onboarded': 63, 'version_onboarded': 14433972, 'generation': 2}]\n",
      "[{'address': 'e77ddb76c9afcb3d5511e46cbc89023d', 'operator_address': '6aec566836b3c8a3d10288d90d62078b', 'parent': '355ae7b5f391782006ef88580bbeaf22', 'epoch_onboarded': 36, 'version_onboarded': 9058798, 'generation': 2}, {'address': '903e3503d075d385b72c6136cfdfed47', 'operator_address': '3c71c1f6eecd72ac163d21dab1ca513e', 'parent': '355ae7b5f391782006ef88580bbeaf22', 'epoch_onboarded': 81, 'version_onboarded': 19260994, 'generation': 2}]\n",
      "[{'address': '93a91b21218aff3ceb211eb02b27cbe0', 'operator_address': '8f6ccc18d8d162f06d6e4c3b50d81c1c', 'parent': 'ea10ea06c0fdab689da9dcf78fc90f4e', 'epoch_onboarded': 35, 'version_onboarded': 8848822, 'generation': 2}]\n",
      "[{'address': '59c6262930e3ebb3398d5b88790c090c', 'operator_address': 'ca949aa34965a5984c2bffff69237216', 'parent': 'e8a1bf5e60fa00c2b792098b12fde964', 'epoch_onboarded': 38, 'version_onboarded': 9628061, 'generation': 2}]\n",
      "[{'address': '6a9f0fa0b6bd687f4343d8880b40f697', 'operator_address': 'f0eb80e19c587c661d573b691873c2af', 'parent': 'bcb79d7c813062f41b221e58b21203b4', 'epoch_onboarded': 48, 'version_onboarded': 11600572, 'generation': 2}]\n",
      "[{'address': 'c067823aa108fb83f9f1015b429c0865', 'operator_address': '96e7330adb6a9d74d0d7c847f99ec48d', 'parent': 'aa7b724a51a8bd8e55208fef969209b3', 'epoch_onboarded': 54, 'version_onboarded': 12491864, 'generation': 3}]\n",
      "[{'address': '34b5d5e56ec27d954ac5d40b24d11422', 'operator_address': '443d5d5338d5979645dfc8f750c17768', 'parent': '84417cef5647097127e1bc24fd1002c6', 'epoch_onboarded': 35, 'version_onboarded': 8846607, 'generation': 2}]\n",
      "[{'address': 'd54e2c10b1810c2654184569b8ba2e96', 'operator_address': '04e65951a45c8ad54a927372da38a241', 'parent': '1c03e956dd7afc612e4efe240c23365d', 'epoch_onboarded': 56, 'version_onboarded': 12969530, 'generation': 2}, {'address': 'cb4afd9650005226e65e107030027471', 'operator_address': '494b963e4022ebd6482373efe080d90e', 'parent': '1c03e956dd7afc612e4efe240c23365d', 'epoch_onboarded': 101, 'version_onboarded': 23533517, 'generation': 2}]\n",
      "[{'address': 'b8c866350ef33ba748955b7d1ca24130', 'operator_address': '1fd7816f7bb0afd65b7d133c5923385f', 'parent': '69a385e1744e33fbb24a42ecbd1603e3', 'epoch_onboarded': 45, 'version_onboarded': 10998080, 'generation': 2}]\n",
      "[{'address': '7756310e875636763d16f080bb236cab', 'operator_address': '23738f9e7d61505f726fe490e4a9e8ec', 'parent': '49d3c58668e4accc43b8a77a9f2835fa', 'epoch_onboarded': 38, 'version_onboarded': 9495400, 'generation': 2}]\n",
      "[{'address': '756d518db499a22c1dad0e2ee353c21d', 'operator_address': 'f4373a844aff1be9db80dc114469c780', 'parent': 'd1281de242839fc939745996882c5fc2', 'epoch_onboarded': 45, 'version_onboarded': 11065008, 'generation': 4}, {'address': '4b08c148f5e80962be1e5755f0d2ed29', 'operator_address': 'b73188196d33eb2198070536cc147178', 'parent': 'd1281de242839fc939745996882c5fc2', 'epoch_onboarded': 66, 'version_onboarded': 15233143, 'generation': 4}]\n",
      "[{'address': 'ec96dec1be938e14dc148be9bc5ed7f3', 'operator_address': 'abe72a40a1ad44aca90427bbcd6cdf77', 'parent': '50040b551a28645e5c684a646db8e646', 'epoch_onboarded': 38, 'version_onboarded': 9495043, 'generation': 2}, {'address': 'd871c61a37f26ee71e3f156e5f201118', 'operator_address': 'cf39c6554fac586bc95d71a93e921d76', 'parent': '50040b551a28645e5c684a646db8e646', 'epoch_onboarded': 70, 'version_onboarded': 16464658, 'generation': 2}]\n",
      "[{'address': '86ea91e266287d11011f5c0b3963d2ea', 'operator_address': '82114a456a2f72dd1642c28e9ec08ca7', 'parent': 'ba28f081de02fc6cc3bf9879d6033911', 'epoch_onboarded': 74, 'version_onboarded': 17591125, 'generation': 7}, {'address': 'a4987f392e32442229f15fb73dac5e50', 'operator_address': '24b9f75f008646fd7338016636917527', 'parent': 'ba28f081de02fc6cc3bf9879d6033911', 'epoch_onboarded': 113, 'version_onboarded': 26091502, 'generation': 7}]\n"
     ]
    }
   ],
   "source": [
    "C_2 = nx.DiGraph()\n",
    "gen2_list = []\n",
    "\n",
    "for n, d in C.nodes(data=True):\n",
    "    C_2.add_node(n, data=True)\n",
    "    for keys, values in gen_1_tree.items():   \n",
    "        if n == keys and values['children']:    \n",
    "            print(values['children'])\n",
    "\n",
    "            C_2.add_node(n,data=True)\n",
    "            for child in values['children']: \n",
    "                C_2.add_node(child['address'], epoch_onboarded= child['epoch_onboarded'], generation = 2)\n",
    "                C_2.add_edge(n,child['address'])\n",
    "                gen2_list.append(child['address'])\n",
    "\n",
    "                "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "gen_2_tree = get_permission_tree(gen2_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'97a31d6d14fc8024a34b1630e9c4f638': {'address': '97a31d6d14fc8024a34b1630e9c4f638', 'operator_address': 'f120fb81dde9db4a1f81e0d01d2936e2', 'parent': 'a6be3ad55806f2f65cd1776322aede1a', 'epoch_onboarded': 36, 'version_onboarded': 9042418, 'generation': 2, 'children': []}, '70a016df0643121bfc80ef1c87e4c189': {'address': '70a016df0643121bfc80ef1c87e4c189', 'operator_address': 'fcf3f5197c2231b9c2f4b139b94866a0', 'parent': '987d7486a6db70993eeab79124bc6606', 'epoch_onboarded': 51, 'version_onboarded': 12215818, 'generation': 2, 'children': []}, '88c0b80b70314fec169492561c9b20b5': {'address': '88c0b80b70314fec169492561c9b20b5', 'operator_address': '8efe761c1cb3b5b44068512f9275f5dd', 'parent': '71cd7dac2332c0200059af45818b95f8', 'epoch_onboarded': 102, 'version_onboarded': 23761741, 'generation': 2, 'children': []}, '78233906ce0643d1852a7d4899a7666f': {'address': '78233906ce0643d1852a7d4899a7666f', 'operator_address': '4a06455bee983e8bbde0597fb0dd4a21', 'parent': 'f26fa56d696b2e085dd10793d235de9b', 'epoch_onboarded': 105, 'version_onboarded': 24567211, 'generation': 2, 'children': []}, '987be6e871faeedfe255b4305b4c6d02': {'address': '987be6e871faeedfe255b4305b4c6d02', 'operator_address': '91185ed5a1976f2e01be08ee96e4d9d2', 'parent': '012338b54ba4625adcc313394d87819c', 'epoch_onboarded': 43, 'version_onboarded': 10541773, 'generation': 2, 'children': []}, '012345062ce76e68f1ac6d5506527aa1': {'address': '012345062ce76e68f1ac6d5506527aa1', 'operator_address': '05081ce8364ae12596742d579368ef6c', 'parent': '012338b54ba4625adcc313394d87819c', 'epoch_onboarded': 63, 'version_onboarded': 14433972, 'generation': 2, 'children': []}, 'e77ddb76c9afcb3d5511e46cbc89023d': {'address': 'e77ddb76c9afcb3d5511e46cbc89023d', 'operator_address': '6aec566836b3c8a3d10288d90d62078b', 'parent': '355ae7b5f391782006ef88580bbeaf22', 'epoch_onboarded': 36, 'version_onboarded': 9058798, 'generation': 2, 'children': [{'address': '56641e58aba97fa6b7ea833f83444392', 'operator_address': 'cfcae8403fa7bed93de913b77c92e559', 'parent': 'e77ddb76c9afcb3d5511e46cbc89023d', 'epoch_onboarded': 65, 'version_onboarded': 14906760, 'generation': 3}]}, '903e3503d075d385b72c6136cfdfed47': {'address': '903e3503d075d385b72c6136cfdfed47', 'operator_address': '3c71c1f6eecd72ac163d21dab1ca513e', 'parent': '355ae7b5f391782006ef88580bbeaf22', 'epoch_onboarded': 81, 'version_onboarded': 19260994, 'generation': 2, 'children': []}, '93a91b21218aff3ceb211eb02b27cbe0': {'address': '93a91b21218aff3ceb211eb02b27cbe0', 'operator_address': '8f6ccc18d8d162f06d6e4c3b50d81c1c', 'parent': 'ea10ea06c0fdab689da9dcf78fc90f4e', 'epoch_onboarded': 35, 'version_onboarded': 8848822, 'generation': 2, 'children': []}, '59c6262930e3ebb3398d5b88790c090c': {'address': '59c6262930e3ebb3398d5b88790c090c', 'operator_address': 'ca949aa34965a5984c2bffff69237216', 'parent': 'e8a1bf5e60fa00c2b792098b12fde964', 'epoch_onboarded': 38, 'version_onboarded': 9628061, 'generation': 2, 'children': []}, '6a9f0fa0b6bd687f4343d8880b40f697': {'address': '6a9f0fa0b6bd687f4343d8880b40f697', 'operator_address': 'f0eb80e19c587c661d573b691873c2af', 'parent': 'bcb79d7c813062f41b221e58b21203b4', 'epoch_onboarded': 48, 'version_onboarded': 11600572, 'generation': 2, 'children': [{'address': '4c95e7b998b4e66ef666fe12930a4d5c', 'operator_address': '39ba269cc2449ca7e91696ffe3f354c8', 'parent': '6a9f0fa0b6bd687f4343d8880b40f697', 'epoch_onboarded': 68, 'version_onboarded': 15900940, 'generation': 3}, {'address': 'b1baaa259104fbb80d38a8ac6f584ada', 'operator_address': '338ee10a1fcfb4b14b8b30cd30624975', 'parent': '6a9f0fa0b6bd687f4343d8880b40f697', 'epoch_onboarded': 87, 'version_onboarded': 20430795, 'generation': 3}, {'address': 'a453c89d37bef4613de96cdb50f41a66', 'operator_address': '4b13a0b8ae02e413edb794e09cb2389a', 'parent': '6a9f0fa0b6bd687f4343d8880b40f697', 'epoch_onboarded': 101, 'version_onboarded': 23550206, 'generation': 3}, {'address': '5f82ff7fb963fb8c0f4262318b1f39fa', 'operator_address': '5c8a726efc5f2635086f8782667723dc', 'parent': '6a9f0fa0b6bd687f4343d8880b40f697', 'epoch_onboarded': 117, 'version_onboarded': 26881121, 'generation': 3}]}, 'c067823aa108fb83f9f1015b429c0865': {'address': 'c067823aa108fb83f9f1015b429c0865', 'operator_address': '96e7330adb6a9d74d0d7c847f99ec48d', 'parent': 'aa7b724a51a8bd8e55208fef969209b3', 'epoch_onboarded': 54, 'version_onboarded': 12491864, 'generation': 3, 'children': []}, '34b5d5e56ec27d954ac5d40b24d11422': {'address': '34b5d5e56ec27d954ac5d40b24d11422', 'operator_address': '443d5d5338d5979645dfc8f750c17768', 'parent': '84417cef5647097127e1bc24fd1002c6', 'epoch_onboarded': 35, 'version_onboarded': 8846607, 'generation': 2, 'children': []}, 'd54e2c10b1810c2654184569b8ba2e96': {'address': 'd54e2c10b1810c2654184569b8ba2e96', 'operator_address': '04e65951a45c8ad54a927372da38a241', 'parent': '1c03e956dd7afc612e4efe240c23365d', 'epoch_onboarded': 56, 'version_onboarded': 12969530, 'generation': 2, 'children': []}, 'cb4afd9650005226e65e107030027471': {'address': 'cb4afd9650005226e65e107030027471', 'operator_address': '494b963e4022ebd6482373efe080d90e', 'parent': '1c03e956dd7afc612e4efe240c23365d', 'epoch_onboarded': 101, 'version_onboarded': 23533517, 'generation': 2, 'children': []}, 'b8c866350ef33ba748955b7d1ca24130': {'address': 'b8c866350ef33ba748955b7d1ca24130', 'operator_address': '1fd7816f7bb0afd65b7d133c5923385f', 'parent': '69a385e1744e33fbb24a42ecbd1603e3', 'epoch_onboarded': 45, 'version_onboarded': 10998080, 'generation': 2, 'children': []}, '7756310e875636763d16f080bb236cab': {'address': '7756310e875636763d16f080bb236cab', 'operator_address': '23738f9e7d61505f726fe490e4a9e8ec', 'parent': '49d3c58668e4accc43b8a77a9f2835fa', 'epoch_onboarded': 38, 'version_onboarded': 9495400, 'generation': 2, 'children': []}, '756d518db499a22c1dad0e2ee353c21d': {'address': '756d518db499a22c1dad0e2ee353c21d', 'operator_address': 'f4373a844aff1be9db80dc114469c780', 'parent': 'd1281de242839fc939745996882c5fc2', 'epoch_onboarded': 45, 'version_onboarded': 11065008, 'generation': 4, 'children': [{'address': '048ccb33bf48a0f333023e0e8ecce568', 'operator_address': '2384738fd12a6a2b09232ba6096edc6e', 'parent': '756d518db499a22c1dad0e2ee353c21d', 'epoch_onboarded': 50, 'version_onboarded': 12126440, 'generation': 5}, {'address': 'c60aa211476fa7b451fb77ee9df81594', 'operator_address': 'f711e48164e79ae19fd6b2fa1ded3ff8', 'parent': '756d518db499a22c1dad0e2ee353c21d', 'epoch_onboarded': 102, 'version_onboarded': 23955059, 'generation': 5}]}, '4b08c148f5e80962be1e5755f0d2ed29': {'address': '4b08c148f5e80962be1e5755f0d2ed29', 'operator_address': 'b73188196d33eb2198070536cc147178', 'parent': 'd1281de242839fc939745996882c5fc2', 'epoch_onboarded': 66, 'version_onboarded': 15233143, 'generation': 4, 'children': [{'address': 'dcd39098898a16933829978cb4e7eff6', 'operator_address': 'd434e5a57e995e246a9c17e8fd92ba10', 'parent': '4b08c148f5e80962be1e5755f0d2ed29', 'epoch_onboarded': 107, 'version_onboarded': 24777550, 'generation': 5}]}, 'ec96dec1be938e14dc148be9bc5ed7f3': {'address': 'ec96dec1be938e14dc148be9bc5ed7f3', 'operator_address': 'abe72a40a1ad44aca90427bbcd6cdf77', 'parent': '50040b551a28645e5c684a646db8e646', 'epoch_onboarded': 38, 'version_onboarded': 9495043, 'generation': 2, 'children': [{'address': 'a786d07652f5353fb1d440339c043d1a', 'operator_address': 'f705b69caa264c7e36937dae2ec33658', 'parent': 'ec96dec1be938e14dc148be9bc5ed7f3', 'epoch_onboarded': 69, 'version_onboarded': 16042107, 'generation': 3}, {'address': '7f10901425237ee607afa9cc80e5df3e', 'operator_address': 'fadc578289ea90517dece3fe9139e79c', 'parent': 'ec96dec1be938e14dc148be9bc5ed7f3', 'epoch_onboarded': 108, 'version_onboarded': 25005349, 'generation': 3}]}, 'd871c61a37f26ee71e3f156e5f201118': {'address': 'd871c61a37f26ee71e3f156e5f201118', 'operator_address': 'cf39c6554fac586bc95d71a93e921d76', 'parent': '50040b551a28645e5c684a646db8e646', 'epoch_onboarded': 70, 'version_onboarded': 16464658, 'generation': 2, 'children': []}, '86ea91e266287d11011f5c0b3963d2ea': {'address': '86ea91e266287d11011f5c0b3963d2ea', 'operator_address': '82114a456a2f72dd1642c28e9ec08ca7', 'parent': 'ba28f081de02fc6cc3bf9879d6033911', 'epoch_onboarded': 74, 'version_onboarded': 17591125, 'generation': 7, 'children': []}, 'a4987f392e32442229f15fb73dac5e50': {'address': 'a4987f392e32442229f15fb73dac5e50', 'operator_address': '24b9f75f008646fd7338016636917527', 'parent': 'ba28f081de02fc6cc3bf9879d6033911', 'epoch_onboarded': 113, 'version_onboarded': 26091502, 'generation': 7, 'children': []}}\n"
     ]
    }
   ],
   "source": [
    "print(gen_2_tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "H = nx.compose(G,C)\n",
    "H_2 = nx.compose(H,C_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'address': '56641e58aba97fa6b7ea833f83444392', 'operator_address': 'cfcae8403fa7bed93de913b77c92e559', 'parent': 'e77ddb76c9afcb3d5511e46cbc89023d', 'epoch_onboarded': 65, 'version_onboarded': 14906760, 'generation': 3}]\n",
      "[{'address': '4c95e7b998b4e66ef666fe12930a4d5c', 'operator_address': '39ba269cc2449ca7e91696ffe3f354c8', 'parent': '6a9f0fa0b6bd687f4343d8880b40f697', 'epoch_onboarded': 68, 'version_onboarded': 15900940, 'generation': 3}, {'address': 'b1baaa259104fbb80d38a8ac6f584ada', 'operator_address': '338ee10a1fcfb4b14b8b30cd30624975', 'parent': '6a9f0fa0b6bd687f4343d8880b40f697', 'epoch_onboarded': 87, 'version_onboarded': 20430795, 'generation': 3}, {'address': 'a453c89d37bef4613de96cdb50f41a66', 'operator_address': '4b13a0b8ae02e413edb794e09cb2389a', 'parent': '6a9f0fa0b6bd687f4343d8880b40f697', 'epoch_onboarded': 101, 'version_onboarded': 23550206, 'generation': 3}, {'address': '5f82ff7fb963fb8c0f4262318b1f39fa', 'operator_address': '5c8a726efc5f2635086f8782667723dc', 'parent': '6a9f0fa0b6bd687f4343d8880b40f697', 'epoch_onboarded': 117, 'version_onboarded': 26881121, 'generation': 3}]\n",
      "[{'address': '048ccb33bf48a0f333023e0e8ecce568', 'operator_address': '2384738fd12a6a2b09232ba6096edc6e', 'parent': '756d518db499a22c1dad0e2ee353c21d', 'epoch_onboarded': 50, 'version_onboarded': 12126440, 'generation': 5}, {'address': 'c60aa211476fa7b451fb77ee9df81594', 'operator_address': 'f711e48164e79ae19fd6b2fa1ded3ff8', 'parent': '756d518db499a22c1dad0e2ee353c21d', 'epoch_onboarded': 102, 'version_onboarded': 23955059, 'generation': 5}]\n",
      "[{'address': 'dcd39098898a16933829978cb4e7eff6', 'operator_address': 'd434e5a57e995e246a9c17e8fd92ba10', 'parent': '4b08c148f5e80962be1e5755f0d2ed29', 'epoch_onboarded': 107, 'version_onboarded': 24777550, 'generation': 5}]\n",
      "[{'address': 'a786d07652f5353fb1d440339c043d1a', 'operator_address': 'f705b69caa264c7e36937dae2ec33658', 'parent': 'ec96dec1be938e14dc148be9bc5ed7f3', 'epoch_onboarded': 69, 'version_onboarded': 16042107, 'generation': 3}, {'address': '7f10901425237ee607afa9cc80e5df3e', 'operator_address': 'fadc578289ea90517dece3fe9139e79c', 'parent': 'ec96dec1be938e14dc148be9bc5ed7f3', 'epoch_onboarded': 108, 'version_onboarded': 25005349, 'generation': 3}]\n"
     ]
    }
   ],
   "source": [
    "C_3 = nx.DiGraph()\n",
    "gen3_list = []\n",
    "\n",
    "for n, d in C_2.nodes(data=True):\n",
    "    C_3.add_node(n, data=True)\n",
    "    for keys, values in gen_2_tree.items():   \n",
    "        if n == keys and values['children']:    \n",
    "            print(values['children'])\n",
    "\n",
    "            C_3.add_node(n,data=True)\n",
    "            for child in values['children']: \n",
    "                C_3.add_node(child['address'], epoch_onboarded= child['epoch_onboarded'], generation = 3)\n",
    "                C_3.add_edge(n,child['address'])\n",
    "                gen3_list.append(child['address'])\n",
    "\n",
    "                "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "H_3 = nx.compose(H_2,C_3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "gen_3_tree = get_permission_tree(gen3_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'address': 'ed27fceea43e882d39f7e89422b3a3f1', 'operator_address': '5515dfb0ed71b3d6ed129de884366b17', 'parent': '4c95e7b998b4e66ef666fe12930a4d5c', 'epoch_onboarded': 87, 'version_onboarded': 20465634, 'generation': 4}, {'address': '9909f6edb2a0684adecd7b448b989e4f', 'operator_address': 'da0bbf6f48010c4080fa04222e5ba155', 'parent': '4c95e7b998b4e66ef666fe12930a4d5c', 'epoch_onboarded': 101, 'version_onboarded': 23593253, 'generation': 4}, {'address': '45558bad546e6159020871f7e5d094d7', 'operator_address': '8bbd842055e8c0312c2158ec4f3c5865', 'parent': '4c95e7b998b4e66ef666fe12930a4d5c', 'epoch_onboarded': 118, 'version_onboarded': 27177256, 'generation': 4}]\n",
      "[{'address': '1a3f012f133e40cf0ffdb565f5087d34', 'operator_address': 'eb765d9a3c86a5d08ae2e1c61c4b2e07', 'parent': 'b1baaa259104fbb80d38a8ac6f584ada', 'epoch_onboarded': 102, 'version_onboarded': 23751111, 'generation': 4}, {'address': 'ac08d4529653d5944b39e155ca9e32b8', 'operator_address': 'c5b630e82988ecdd4bcefcfae1b0ac59', 'parent': 'b1baaa259104fbb80d38a8ac6f584ada', 'epoch_onboarded': 118, 'version_onboarded': 27178045, 'generation': 4}]\n",
      "[{'address': '1969a7a00e28134ae50346263bf3d1fb', 'operator_address': 'c55df528ba1434560f98ad9ad4e1f656', 'parent': 'a453c89d37bef4613de96cdb50f41a66', 'epoch_onboarded': 119, 'version_onboarded': 27191917, 'generation': 4}]\n",
      "[{'address': 'adcb1d42a46292ae89e938bd982f2867', 'operator_address': '69638548b5c6e8cf8eb8ad3f2c8e096a', 'parent': '048ccb33bf48a0f333023e0e8ecce568', 'epoch_onboarded': 67, 'version_onboarded': 15559562, 'generation': 4}, {'address': '5a8fc2f30445ad0f5f4dd0e7e8ae0271', 'operator_address': '87b82603918e87dd334d43a7b8cc87e8', 'parent': '048ccb33bf48a0f333023e0e8ecce568', 'epoch_onboarded': 103, 'version_onboarded': 23968388, 'generation': 4}]\n"
     ]
    }
   ],
   "source": [
    "C_4 = nx.DiGraph()\n",
    "gen_4_list = []\n",
    "\n",
    "for n, d in C_3.nodes(data=True):\n",
    "    C_4.add_node(n, data=True)\n",
    "    for keys, values in gen_3_tree.items():   \n",
    "        if n == keys and values['children']:    \n",
    "            print(values['children'])\n",
    "\n",
    "            C_4.add_node(n,data=True)\n",
    "            for child in values['children']: \n",
    "                C_4.add_node(child['address'], epoch_onboarded= child['epoch_onboarded'], generation = 4)\n",
    "                C_4.add_edge(n,child['address'])\n",
    "                gen_4_list.append(child['address'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "H_4 = nx.compose(H_3,C_4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'address': 'bb4dfa1a57eb330687b283da402d1a67', 'operator_address': 'dcea06ecc0b6d7852bc4f9d3a1c69b8d', 'parent': 'ed27fceea43e882d39f7e89422b3a3f1', 'epoch_onboarded': 102, 'version_onboarded': 23751577, 'generation': 5}, {'address': '6310ce55a22b2e7d39c5da4589442ab0', 'operator_address': 'ed82917453398774e38bf67973edba80', 'parent': 'ed27fceea43e882d39f7e89422b3a3f1', 'epoch_onboarded': 118, 'version_onboarded': 27191763, 'generation': 5}]\n",
      "[{'address': '8123b6171e1e4cd704b68e1840881e21', 'operator_address': 'a30fc070b03dc0d9f36d27f7a9ba0339', 'parent': '9909f6edb2a0684adecd7b448b989e4f', 'epoch_onboarded': 119, 'version_onboarded': 27220589, 'generation': 5}]\n",
      "[{'address': 'f7f481f4126444b8ccf4984495ba6921', 'operator_address': 'f0bc45ad6250728adf27ec6d4f708018', 'parent': '1a3f012f133e40cf0ffdb565f5087d34', 'epoch_onboarded': 119, 'version_onboarded': 27220774, 'generation': 5}]\n"
     ]
    }
   ],
   "source": [
    "gen_4_tree = get_permission_tree(gen_4_list)\n",
    "C_5 = nx.DiGraph()\n",
    "gen_5_list = []\n",
    "\n",
    "for n, d in C_4.nodes(data=True):\n",
    "    C_5.add_node(n, data=True)\n",
    "    for keys, values in gen_4_tree.items():   \n",
    "        if n == keys and values['children']:    \n",
    "            print(values['children'])\n",
    "\n",
    "            C_5.add_node(n,data=True)\n",
    "            for child in values['children']: \n",
    "                C_5.add_node(child['address'], epoch_onboarded= child['epoch_onboarded'], generation = 5)\n",
    "                C_5.add_edge(n,child['address'])\n",
    "                gen_5_list.append(child['address'])\n",
    "H_5 = nx.compose(H_4,C_5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# if you want epoch_boarded list\n",
    "\n",
    "# epoch_onboarded=nx.get_node_attributes(H_5,'epoch_onboarded')\n",
    "# print(epoch_onboarded)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "color_map = ['red' if H.nodes[node]['epoch_onboarded'] == 0 else 'green' for node in H]    \n",
    "pos = nx.nx_agraph.graphviz_layout(H, prog=\"twopi\", args=\"\")\n",
    "plt.figure(figsize=(8, 8))\n",
    "nx.draw(H, pos, node_size=40, alpha=0.5, node_color=color_map, with_labels=False)\n",
    "plt.axis(\"equal\")\n",
    "plt.title('Gen 0 (in red) to Gen 1 (in green) Validator Network')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "120\n"
     ]
    }
   ],
   "source": [
    "epoch_list = get_epoch()\n",
    "current_epoch = epoch_list[0]['epoch']\n",
    "print(current_epoch)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "color_map = ['red' if H_2.nodes[node]['epoch_onboarded'] == 0 else 'green' if H_2.nodes[node]['generation'] ==1 else 'blue' for node in H_2]    \n",
    "# color_map = ['red' if H_2.nodes[node]['epoch_onboarded'] == 0 else 'blue' for node in H_2]    \n",
    "\n",
    "pos = nx.nx_agraph.graphviz_layout(H_2, prog=\"twopi\", args=\"\")\n",
    "plt.figure(figsize=(8, 8))\n",
    "nx.draw(H_2, pos, node_size=40, alpha=0.5, node_color=color_map, with_labels=False)\n",
    "plt.axis(\"equal\")\n",
    "plt.title('Gen 0 (in red) to Gen 1 (in green) and Gen 2 (in blue) Validator Network as of Epoch ' + str(current_epoch))\n",
    "plt.savefig(\"validatorset_\" + str(current_epoch) + \".png\", bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "color_map = ['red' if H_5.nodes[node]['epoch_onboarded'] == 0 else 'green' if H_5.nodes[node]['generation'] ==1 else 'blue' if H_5.nodes[node]['generation'] ==2 \\\n",
    "    else 'magenta' if H_5.nodes[node]['generation'] ==3 else 'c' if H_5.nodes[node]['generation'] ==4 else 'y' for node in H_5]    \n",
    "red_patch = mpatches.Patch(color='red', label='Gen 0')\n",
    "green_patch = mpatches.Patch(color='green', label='Gen 1')\n",
    "blue_patch = mpatches.Patch(color='blue', label='Gen 2')\n",
    "magenta_patch = mpatches.Patch(color='magenta', label='Gen 3')\n",
    "cyan_patch = mpatches.Patch(color='c', label='Gen 4')\n",
    "y_patch = mpatches.Patch(color='y', label='Gen 5')\n",
    "pos = nx.nx_agraph.graphviz_layout(H_5, prog=\"twopi\", args=\"\")\n",
    "plt.figure(figsize=(10, 8))\n",
    "nx.draw(H_5, pos, node_size=40, alpha=0.5, node_color=color_map, with_labels=False)\n",
    "plt.axis(\"equal\")\n",
    "plt.title('Validator Network as of Epoch ' + str(current_epoch))\n",
    "plt.legend(handles=[red_patch, green_patch, blue_patch, magenta_patch, cyan_patch, y_patch])\n",
    "plt.savefig(\"validatorset_\" + str(current_epoch) + \".png\", bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "color_map = ['red' if H_5.nodes[node]['epoch_onboarded'] == 0 else 'green' if H_5.nodes[node]['generation'] ==1 else 'blue' if H_5.nodes[node]['generation'] ==2 \\\n",
    "    else 'magenta' if H_5.nodes[node]['generation'] ==3 else 'c' if H_5.nodes[node]['generation'] ==4 else 'y' for node in H_5]    \n",
    "red_patch = mpatches.Patch(color='red', label='Gen 0')\n",
    "green_patch = mpatches.Patch(color='green', label='Gen 1')\n",
    "blue_patch = mpatches.Patch(color='blue', label='Gen 2')\n",
    "magenta_patch = mpatches.Patch(color='magenta', label='Gen 3')\n",
    "cyan_patch = mpatches.Patch(color='c', label='Gen 4')\n",
    "y_patch = mpatches.Patch(color='y', label='Gen 5')\n",
    "\n",
    "H_X = nx.relabel_nodes(H_5, lambda x: x[0:5])\n",
    "\n",
    "pos = nx.nx_agraph.graphviz_layout(H_X, prog=\"twopi\", args=\"\")\n",
    "plt.figure(figsize=(14, 12))\n",
    "nx.draw(H_X, pos, node_size=40,verticalalignment='bottom', alpha=0.5, node_color=color_map, with_labels=True)\n",
    "plt.axis(\"equal\")\n",
    "plt.title('Validator Network as of Epoch ' + str(current_epoch))\n",
    "plt.legend(handles=[red_patch, green_patch, blue_patch, magenta_patch, cyan_patch, y_patch])\n",
    "plt.savefig(\"validatorset_\" + str(current_epoch) + \"_labeled\"+ \".png\", bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "As of Epoch  120\n",
      "____________________________________\n",
      "Number of candidate validators =  103\n",
      "Gen 0 Validators =  19\n",
      "Gen 1 Validators =  39\n",
      "Gen 2 Validators =  23\n",
      "Gen 3 Validators =  10\n",
      "Gen 4 Validators =  8\n",
      "Gen 5 Validators =  4\n"
     ]
    }
   ],
   "source": [
    "print('As of Epoch ', current_epoch)\n",
    "print(\"____________________________________\")\n",
    "print('Number of candidate validators = ',len(H_5))\n",
    "print('Gen 0 Validators = ', color_map.count('red'))\n",
    "print('Gen 1 Validators = ', color_map.count('green'))\n",
    "print('Gen 2 Validators = ', color_map.count('blue'))\n",
    "print('Gen 3 Validators = ', color_map.count('magenta'))\n",
    "print('Gen 4 Validators = ', color_map.count('c'))\n",
    "print('Gen 5 Validators = ', color_map.count('y'))"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "0f0121f3087aeba530c63e0db60f5171c3cec0582e3d1e3d78c528d6eb18d107"
  },
  "kernelspec": {
   "display_name": "Python 3.8.8 64-bit ('base': conda)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}