on-chain-data-by-address/inspecting-public-addresses.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7798b3c1",
   "metadata": {},
   "source": [
    "# Extracting on-chain data from a list of Ethereum public addresses"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19fb6516",
   "metadata": {},
   "source": [
    "In this notebook, we leverage [Etherscan API](https://docs.etherscan.io/api-endpoints/accounts), [Infura API](https://infura.io/dashboard), and [web3.py library](https://web3py.readthedocs.io/en/stable/) to extract the following information from a list of public addresses (retrieved from the file defined on `ADDRESS_LIST`):\n",
    "\n",
    "1. Current ETH balance\n",
    "2. Token transfers and swaps\n",
    "3. Current tokens balance\n",
    "\n",
    "💡 **Please add your [Etherscan API](https://etherscan.io/myapikey?msg=apikeyremove) and [Infura API](https://infura.io/dashboard) info and the public address list to the `.env` file.**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "707497f6",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>\n",
    "\n",
    "## 0. Setup\n",
    "\n",
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86e1739e",
   "metadata": {},
   "source": [
    "### Installing dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "df03d05c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import requests\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from web3 import Web3\n",
    "from pathlib import Path\n",
    "from dotenv import load_dotenv\n",
    "from urllib.parse import urljoin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a4780ee6",
   "metadata": {},
   "outputs": [],
   "source": [
    "load_dotenv()\n",
    "env_path = Path('.')/'.env'\n",
    "load_dotenv(dotenv_path=env_path)\n",
    " \n",
    "ETHERSCAN_API = os.getenv(\"ETHERSCAN_API\")\n",
    "ETHERSCAN_ENDPOINT = os.getenv(\"ETHERSCAN_ENDPOINT\")\n",
    "INFURA_URL = os.getenv(\"INFURA_URL\")\n",
    "ADDRESS_LIST = os.getenv(\"ADDRESS_LIST\")\n",
    "OUTPUT_DIR = os.getenv(\"OUTPUT_DIR\")\n",
    "\n",
    "if not (bool(ETHERSCAN_ENDPOINT) and bool(ETHERSCAN_API) and bool(ADDRESS_LIST) and bool(INFURA_URL) and bool(OUTPUT_DIR)):\n",
    "    raise Exception('Please add config to .env file')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a03feb57",
   "metadata": {},
   "source": [
    "<br>\n",
    "\n",
    "### Defining util methods "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "72e4d180",
   "metadata": {},
   "outputs": [],
   "source": [
    "def send_request(query, less_log=False) -> dict:\n",
    "    \n",
    "    \n",
    "    url = urljoin(ETHERSCAN_ENDPOINT, query)\n",
    "    \n",
    "    if not less_log:\n",
    "        print('Sending request to: {}'.format(url))\n",
    "    \n",
    "    try:\n",
    "        r = requests.get(url)\n",
    "        \n",
    "    except requests.exceptions.HTTPError  as e:\n",
    "        raise Exception('Error querying to {0}: {1}'.format(url, e.response.text))\n",
    "    \n",
    "    if r.status_code == 200:\n",
    "        return r.json()\n",
    "    else:\n",
    "        raise Exception('Query failed - return code:{}.'.format(r.status_code))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "79f04789",
   "metadata": {},
   "outputs": [],
   "source": [
    "def wei_to_eth(num) -> float:\n",
    "    return num / 1000000000000000000 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b2c9378e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def handle_KeyError(response, key) -> str:    \n",
    "    try:\n",
    "        return response[key]\n",
    "    except KeyError as e:\n",
    "         raise Exception('Response cannot be parsed.'.format(e))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8fa9130d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def open_file(filename) -> list:\n",
    "    try:\n",
    "        with open(filename,'r') as f:\n",
    "            return f.readlines()\n",
    "    except IOError as e:\n",
    "         raise Exception('Could not open {0}: {1}'.format(filename, e))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5721f4d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_addresses_str(address_list) -> str:\n",
    "    return ','.join([_.strip() for _ in address_list])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "58275b26",
   "metadata": {},
   "outputs": [],
   "source": [
    "def save_df(df, output_path):\n",
    "    try:\n",
    "        df.to_csv(output_path, sep='\\t', encoding='utf-8', index=False, header=True)\n",
    "    except Exception as e:\n",
    "         raise Exception('Could not save data to {0}: {1}'.format(output_path, e))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20d6d570",
   "metadata": {},
   "source": [
    "\n",
    "<br>\n",
    "<br>\n",
    "\n",
    "## 1. Querying current account balance for each address\n",
    "\n",
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "96ca25c0",
   "metadata": {},
   "source": [
    "#### 💡 This is a global variable which will be used all accross this notebook:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d073e778",
   "metadata": {},
   "outputs": [],
   "source": [
    "ADDRESS_LIST_DATA = open_file(ADDRESS_LIST)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0d78e8fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_balance_addresses():\n",
    "    \n",
    "    balance_df = pd.DataFrame()\n",
    "    addresses = get_addresses_str(ADDRESS_LIST_DATA)\n",
    "    \n",
    "    query = '?module=account&action=balancemulti&address={0}&tag=latest&apikey={1}'.format(addresses, ETHERSCAN_API)\n",
    "    response = send_request(query)\n",
    "    \n",
    "    if handle_KeyError(response, 'message') == 'OK':\n",
    "        \n",
    "        for item in handle_KeyError(response, 'result'):   \n",
    "            \n",
    "            account = handle_KeyError(item,'account')\n",
    "            balance = wei_to_eth(int(handle_KeyError(item,'balance')))\n",
    "            \n",
    "            balance_df = balance_df.append({'account': account, 'balance (ETH)': balance}, ignore_index=True)\n",
    "            print('💰 Account {0} has {1} ETH\\n'.format(account, balance))\n",
    "            \n",
    "        return balance_df\n",
    "    \n",
    "    else:\n",
    "        print('🚨 Could not retrieve balance for {}'.format(account))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8fcb332b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sending request to: https://api.etherscan.io/api?module=account&action=balancemulti&address=0x2ee8D80de1c389f1254e94bc44D2d1Bc391eD402,0x486d582eed105cef4e4aa270c93b1e03fe5b04f3,0x0000000000000000000000000000000000000000,0xad05b50b71d1c05e3309e9f99e633a21741b77d9,0x5a64f54ca8af1eafbcb31fec17042fc05c10aa14,0xFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF,FGTRY45YTHGFBGFHG&tag=latest&apikey=A597SW8N2GJUNNTQXEYNEVAC8KCNBW51QD\n",
      "💰 Account 0x2ee8D80de1c389f1254e94bc44D2d1Bc391eD402 has 3.8311828412450466 ETH\n",
      "\n",
      "💰 Account 0x486d582eed105cef4e4aa270c93b1e03fe5b04f3 has 0.9389552956046704 ETH\n",
      "\n",
      "💰 Account 0x0000000000000000000000000000000000000000 has 11359.137243443307 ETH\n",
      "\n",
      "💰 Account 0xad05b50b71d1c05e3309e9f99e633a21741b77d9 has 0.08897079431294584 ETH\n",
      "\n",
      "💰 Account 0x5a64f54ca8af1eafbcb31fec17042fc05c10aa14 has 0.111729086716969 ETH\n",
      "\n",
      "💰 Account 0xFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF has 0.3484970361548874 ETH\n",
      "\n",
      "💰 Account FGTRY45YTHGFBGFHG has 0.0 ETH\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>account</th>\n",
       "      <th>balance (ETH)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0x2ee8D80de1c389f1254e94bc44D2d1Bc391eD402</td>\n",
       "      <td>3.831183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>0.938955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>11359.137243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0xad05b50b71d1c05e3309e9f99e633a21741b77d9</td>\n",
       "      <td>0.088971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0x5a64f54ca8af1eafbcb31fec17042fc05c10aa14</td>\n",
       "      <td>0.111729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0xFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF</td>\n",
       "      <td>0.348497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>FGTRY45YTHGFBGFHG</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      account  balance (ETH)\n",
       "0  0x2ee8D80de1c389f1254e94bc44D2d1Bc391eD402       3.831183\n",
       "1  0x486d582eed105cef4e4aa270c93b1e03fe5b04f3       0.938955\n",
       "2  0x0000000000000000000000000000000000000000   11359.137243\n",
       "3  0xad05b50b71d1c05e3309e9f99e633a21741b77d9       0.088971\n",
       "4  0x5a64f54ca8af1eafbcb31fec17042fc05c10aa14       0.111729\n",
       "5  0xFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF       0.348497\n",
       "6                           FGTRY45YTHGFBGFHG       0.000000"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "account_balance = get_balance_addresses()\n",
    "\n",
    "account_balance"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75645aad",
   "metadata": {},
   "source": [
    "#### 💡 We will use account_balance to add a column with total balance to our next dataframes below."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79fea9ce",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>\n",
    "\n",
    "### Saving dataframe to disk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "de42fc8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "output_path = os.path.join(OUTPUT_DIR, 'account_balance.csv')\n",
    "save_df(account_balance, output_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a0cafd3",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "\n",
    "## 2. Querying token transfers and swaps history\n",
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fadecaba",
   "metadata": {},
   "source": [
    "### ERC-20 tokens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "bb47b351",
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_erc20_list(response):\n",
    "    \n",
    "    result = pd.DataFrame(handle_KeyError(response, 'result'))\n",
    "    \n",
    "    result[\"timeStamp\"] = pd.to_datetime(handle_KeyError(result, 'timeStamp'), unit='s')    \n",
    "    result[\"value\"] = wei_to_eth(handle_KeyError(result, 'value').apply(np.int))\n",
    "\n",
    "    del result[\"blockNumber\"]\n",
    "    del result[\"hash\"]\n",
    "    del result[\"nonce\"]\n",
    "    del result[\"blockHash\"]\n",
    "    del result[\"tokenDecimal\"]\n",
    "    del result[\"transactionIndex\"]\n",
    "    del result[\"cumulativeGasUsed\"]\n",
    "    del result[\"input\"]\n",
    "    del result[\"confirmations\"]\n",
    "    del result[\"gas\"]\n",
    "    del result[\"gasPrice\"]\n",
    "    del result[\"gasUsed\"]\n",
    "    \n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "81eeb9ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_erc20_transfer_data(account):\n",
    "    \n",
    "    query = '?module=account&action=tokentx&address={0}&sort=asc&apikey={1}'.format(account.strip(), ETHERSCAN_API)\n",
    "    response = send_request(query)\n",
    "    \n",
    "    if handle_KeyError(response, 'message') == 'OK':\n",
    "        return parse_erc20_list(response)\n",
    "    \n",
    "    else:\n",
    "        print('ERROR for{0}: {1}'.format(account, handle_KeyError(response, 'result')))\n",
    "        return None"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2313840",
   "metadata": {},
   "source": [
    "#### Let's check how the ERC20 transfer/swap data looks in the dataframe for one test account"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9d336fc9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sending request to: https://api.etherscan.io/api?module=account&action=tokentx&address=0x2ee8D80de1c389f1254e94bc44D2d1Bc391eD402&sort=asc&apikey=A597SW8N2GJUNNTQXEYNEVAC8KCNBW51QD\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timeStamp</th>\n",
       "      <th>from</th>\n",
       "      <th>contractAddress</th>\n",
       "      <th>to</th>\n",
       "      <th>value</th>\n",
       "      <th>tokenName</th>\n",
       "      <th>tokenSymbol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-04-10 22:46:43</td>\n",
       "      <td>0xe060724dccc684959dc31ffdcdaff2cc600281a8</td>\n",
       "      <td>0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>Wrapped Ether</td>\n",
       "      <td>WETH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-04-10 22:46:43</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2</td>\n",
       "      <td>0x5b3256965e7c3cf26e11fcaf296dfc8807c01073</td>\n",
       "      <td>0.001250</td>\n",
       "      <td>Wrapped Ether</td>\n",
       "      <td>WETH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-06-02 20:16:01</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2</td>\n",
       "      <td>0x74de5d4fcbf63e00296fd95d33236b9794016631</td>\n",
       "      <td>0.081300</td>\n",
       "      <td>Wrapped Ether</td>\n",
       "      <td>WETH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-06-02 20:16:01</td>\n",
       "      <td>0x74de5d4fcbf63e00296fd95d33236b9794016631</td>\n",
       "      <td>0x6b175474e89094c44da98b954eedeac495271d0f</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>221.654593</td>\n",
       "      <td>Dai Stablecoin</td>\n",
       "      <td>DAI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-06-02 20:17:40</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x6b175474e89094c44da98b954eedeac495271d0f</td>\n",
       "      <td>0x4120c8c41656bae68d7e79872641fc8d716c3d42</td>\n",
       "      <td>221.654593</td>\n",
       "      <td>Dai Stablecoin</td>\n",
       "      <td>DAI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2021-07-09 23:16:50</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2</td>\n",
       "      <td>0x74de5d4fcbf63e00296fd95d33236b9794016631</td>\n",
       "      <td>0.320000</td>\n",
       "      <td>Wrapped Ether</td>\n",
       "      <td>WETH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2021-07-10 03:17:44</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2</td>\n",
       "      <td>0x74de5d4fcbf63e00296fd95d33236b9794016631</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>Wrapped Ether</td>\n",
       "      <td>WETH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2021-07-10 03:19:27</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2</td>\n",
       "      <td>0x74de5d4fcbf63e00296fd95d33236b9794016631</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>Wrapped Ether</td>\n",
       "      <td>WETH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2021-08-02 23:00:35</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2</td>\n",
       "      <td>0x74de5d4fcbf63e00296fd95d33236b9794016631</td>\n",
       "      <td>0.290000</td>\n",
       "      <td>Wrapped Ether</td>\n",
       "      <td>WETH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2021-08-10 21:41:25</td>\n",
       "      <td>0x5abfbe56553a5d794330eaccf556ca1d2a55647c</td>\n",
       "      <td>0x795065dcc9f64b5614c407a6efdc400da6221fb0</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.368371</td>\n",
       "      <td>SushiSwap LP Token</td>\n",
       "      <td>SLP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2021-08-10 21:45:24</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x795065dcc9f64b5614c407a6efdc400da6221fb0</td>\n",
       "      <td>0xc2edad668740f1aa35e4d8f227fb8e17dca888cd</td>\n",
       "      <td>0.368371</td>\n",
       "      <td>SushiSwap LP Token</td>\n",
       "      <td>SLP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2021-08-10 21:47:55</td>\n",
       "      <td>0x7a0a6906de7714d27413f5092ed1a0636a3fbc9a</td>\n",
       "      <td>0x06325440d014e39736583c165c2963ba99faf14e</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.049080</td>\n",
       "      <td>Curve.fi ETH/stETH</td>\n",
       "      <td>steCRV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2021-08-11 03:40:40</td>\n",
       "      <td>0x5abfbe56553a5d794330eaccf556ca1d2a55647c</td>\n",
       "      <td>0x795065dcc9f64b5614c407a6efdc400da6221fb0</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>2.144834</td>\n",
       "      <td>SushiSwap LP Token</td>\n",
       "      <td>SLP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2021-08-18 00:55:14</td>\n",
       "      <td>0x391e8501b626c623d39474afca6f9e46c2686649</td>\n",
       "      <td>0x6b175474e89094c44da98b954eedeac495271d0f</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>30.195074</td>\n",
       "      <td>Dai Stablecoin</td>\n",
       "      <td>DAI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2021-08-29 23:34:10</td>\n",
       "      <td>0xc2edad668740f1aa35e4d8f227fb8e17dca888cd</td>\n",
       "      <td>0x6b3595068778dd592e39a122f4f5a5cf09c90fe2</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.103542</td>\n",
       "      <td>SushiToken</td>\n",
       "      <td>SUSHI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2021-08-29 23:34:10</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x795065dcc9f64b5614c407a6efdc400da6221fb0</td>\n",
       "      <td>0xc2edad668740f1aa35e4d8f227fb8e17dca888cd</td>\n",
       "      <td>2.144834</td>\n",
       "      <td>SushiSwap LP Token</td>\n",
       "      <td>SLP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2021-09-02 23:46:24</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x06325440d014e39736583c165c2963ba99faf14e</td>\n",
       "      <td>0x182b723a58739a9c974cfdb385ceadb237453c28</td>\n",
       "      <td>0.049080</td>\n",
       "      <td>Curve.fi ETH/stETH</td>\n",
       "      <td>steCRV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2021-09-02 23:46:24</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x182b723a58739a9c974cfdb385ceadb237453c28</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.049080</td>\n",
       "      <td>Curve.fi steCRV Gauge Deposit</td>\n",
       "      <td>steCRV-gauge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2021-10-09 20:51:28</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x6b175474e89094c44da98b954eedeac495271d0f</td>\n",
       "      <td>0xe78388b4ce79068e89bf8aa7f218ef6b9ab0e9d0</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>Dai Stablecoin</td>\n",
       "      <td>DAI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2021-10-09 20:52:47</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2</td>\n",
       "      <td>0xe78388b4ce79068e89bf8aa7f218ef6b9ab0e9d0</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>Wrapped Ether</td>\n",
       "      <td>WETH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2021-10-29 20:03:07</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x93c0d19a989cb4762522e782158d10265895977c</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>Humans of Web3: We're all gonna make it</td>\n",
       "      <td>WAGMI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2021-11-11 06:06:10</td>\n",
       "      <td>0xc18360217d8f7ab5e7c516566761ea12ce7f9d72</td>\n",
       "      <td>0xc18360217d8f7ab5e7c516566761ea12ce7f9d72</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>307.274724</td>\n",
       "      <td>Ethereum Name Service</td>\n",
       "      <td>ENS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2021-11-19 05:56:31</td>\n",
       "      <td>0x5f65f7b609678448494de4c87521cdf6cef1e932</td>\n",
       "      <td>0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>Matic Token</td>\n",
       "      <td>MATIC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2021-11-19 07:09:30</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0</td>\n",
       "      <td>0x401f6c983ea34274ec46f84d70b31c151321188b</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>Matic Token</td>\n",
       "      <td>MATIC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2021-12-02 09:05:51</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xc18360217d8f7ab5e7c516566761ea12ce7f9d72</td>\n",
       "      <td>0xb9c4a5522a2f8ba9e2ff7063df8c02ed443337a3</td>\n",
       "      <td>307.274724</td>\n",
       "      <td>Ethereum Name Service</td>\n",
       "      <td>ENS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2021-12-15 09:21:53</td>\n",
       "      <td>0x22bc0693163ec3cee5ded3c2ee55ddbcb2ba9bbe</td>\n",
       "      <td>0x90275c752ff8e020cdeec4dec43318cf569fd445</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>Jenil Thakker</td>\n",
       "      <td>JENIL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2021-12-25 06:38:37</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x3b484b82567a09e2588a13d54d032153f0c0aee0</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>13785835.356500</td>\n",
       "      <td>SOS</td>\n",
       "      <td>SOS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2021-12-27 11:06:59</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x3b484b82567a09e2588a13d54d032153f0c0aee0</td>\n",
       "      <td>0xb84c45174bfc6b8f3eaecbae11dee63114f5c1b2</td>\n",
       "      <td>13785835.356500</td>\n",
       "      <td>SOS</td>\n",
       "      <td>SOS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2021-12-27 11:06:59</td>\n",
       "      <td>0x69b81152c5a8d35a67b32a4d3772795d96cae4da</td>\n",
       "      <td>0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Olympus</td>\n",
       "      <td>OHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2021-12-27 11:16:09</td>\n",
       "      <td>0xc2edad668740f1aa35e4d8f227fb8e17dca888cd</td>\n",
       "      <td>0x6b3595068778dd592e39a122f4f5a5cf09c90fe2</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>2.304358</td>\n",
       "      <td>SushiToken</td>\n",
       "      <td>SUSHI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2021-12-27 11:16:09</td>\n",
       "      <td>0xc2edad668740f1aa35e4d8f227fb8e17dca888cd</td>\n",
       "      <td>0x795065dcc9f64b5614c407a6efdc400da6221fb0</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>2.513205</td>\n",
       "      <td>SushiSwap LP Token</td>\n",
       "      <td>SLP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2021-12-27 11:20:22</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5</td>\n",
       "      <td>0xb63cac384247597756545b500253ff8e607a8020</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Olympus</td>\n",
       "      <td>OHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2021-12-27 11:20:22</td>\n",
       "      <td>0x0ab87046fbb341d058f17cbc4c1133f25a20a52f</td>\n",
       "      <td>0x0ab87046fbb341d058f17cbc4c1133f25a20a52f</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.004418</td>\n",
       "      <td>Governance OHM</td>\n",
       "      <td>gOHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2021-12-27 11:33:32</td>\n",
       "      <td>0x69b81152c5a8d35a67b32a4d3772795d96cae4da</td>\n",
       "      <td>0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Olympus</td>\n",
       "      <td>OHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2021-12-27 12:21:01</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5</td>\n",
       "      <td>0xb63cac384247597756545b500253ff8e607a8020</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Olympus</td>\n",
       "      <td>OHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2021-12-27 12:21:01</td>\n",
       "      <td>0x0ab87046fbb341d058f17cbc4c1133f25a20a52f</td>\n",
       "      <td>0x0ab87046fbb341d058f17cbc4c1133f25a20a52f</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.000917</td>\n",
       "      <td>Governance OHM</td>\n",
       "      <td>gOHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2021-12-27 14:39:38</td>\n",
       "      <td>0x527f4624109988022318c10df40c33968b72bf8e</td>\n",
       "      <td>0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>Matic Token</td>\n",
       "      <td>MATIC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2021-12-28 09:37:17</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x0ab87046fbb341d058f17cbc4c1133f25a20a52f</td>\n",
       "      <td>0xf382ee4c0c752c41d083cbf2106506884787c190</td>\n",
       "      <td>0.005336</td>\n",
       "      <td>Governance OHM</td>\n",
       "      <td>gOHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2022-02-06 22:39:19</td>\n",
       "      <td>0x34b13f8cd184f55d0bd4dd1fe6c07d46f245c7ed</td>\n",
       "      <td>0x1494ca1f11d487c2bbe4543e90080aeba4ba3c2b</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>1.009998</td>\n",
       "      <td>DefiPulse Index</td>\n",
       "      <td>DPI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2022-02-07 20:21:48</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x9500b696f00ae82ca97d06379cf0a2b60b467040</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>300.000000</td>\n",
       "      <td>Balance</td>\n",
       "      <td>LFG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2022-02-13 06:56:07</td>\n",
       "      <td>0x4787297da1fb12244c72e0ef175cbcf324cb5234</td>\n",
       "      <td>0xc69e8504fdfbe3fa8857b4928331846f3760ffcc</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>Midsummer Governance Token</td>\n",
       "      <td>REEL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2022-02-13 20:57:57</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0</td>\n",
       "      <td>0x401f6c983ea34274ec46f84d70b31c151321188b</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>Matic Token</td>\n",
       "      <td>MATIC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2022-02-16 17:44:19</td>\n",
       "      <td>0x0b31dc6eedf9aa38d34980085b96a9669d96be9b</td>\n",
       "      <td>0x0ab87046fbb341d058f17cbc4c1133f25a20a52f</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.389643</td>\n",
       "      <td>Governance OHM</td>\n",
       "      <td>gOHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2022-02-16 17:44:52</td>\n",
       "      <td>0xf382ee4c0c752c41d083cbf2106506884787c190</td>\n",
       "      <td>0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>Matic Token</td>\n",
       "      <td>MATIC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2022-02-16 17:45:31</td>\n",
       "      <td>0xf382ee4c0c752c41d083cbf2106506884787c190</td>\n",
       "      <td>0x0ab87046fbb341d058f17cbc4c1133f25a20a52f</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.135216</td>\n",
       "      <td>Governance OHM</td>\n",
       "      <td>gOHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2022-02-16 18:17:25</td>\n",
       "      <td>0x70b0969a069516e117aa777fc87b819d0334a419</td>\n",
       "      <td>0x7e9d8f07a64e363e97a648904a89fb4cd5fb94cd</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>Forefront</td>\n",
       "      <td>FF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2022-02-16 18:22:02</td>\n",
       "      <td>0x5f65f7b609678448494de4c87521cdf6cef1e932</td>\n",
       "      <td>0xa0b86991c6218b36c1d19d4a2e9eb0ce3606eb48</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>USD Coin</td>\n",
       "      <td>USDC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2022-02-16 18:22:02</td>\n",
       "      <td>0x5f65f7b609678448494de4c87521cdf6cef1e932</td>\n",
       "      <td>0x18aaa7115705e8be94bffebde57af9bfc265b998</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>56.680566</td>\n",
       "      <td>Audius</td>\n",
       "      <td>AUDIO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2022-02-16 18:42:22</td>\n",
       "      <td>0x5f65f7b609678448494de4c87521cdf6cef1e932</td>\n",
       "      <td>0x1f9840a85d5af5bf1d1762f925bdaddc4201f984</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>5.820733</td>\n",
       "      <td>Uniswap</td>\n",
       "      <td>UNI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2022-02-16 18:43:40</td>\n",
       "      <td>0x5f65f7b609678448494de4c87521cdf6cef1e932</td>\n",
       "      <td>0xc944e90c64b2c07662a292be6244bdf05cda44a7</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>69.796663</td>\n",
       "      <td>Graph Token</td>\n",
       "      <td>GRT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2022-02-16 18:45:45</td>\n",
       "      <td>0x5f65f7b609678448494de4c87521cdf6cef1e932</td>\n",
       "      <td>0x58b6a8a3302369daec383334672404ee733ab239</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>10.549045</td>\n",
       "      <td>Livepeer Token</td>\n",
       "      <td>LPT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2022-02-16 19:33:54</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xa0b86991c6218b36c1d19d4a2e9eb0ce3606eb48</td>\n",
       "      <td>0x40ec5b33f54e0e8a33a975908c5ba1c14e5bbbdf</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>USD Coin</td>\n",
       "      <td>USDC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2022-02-16 22:20:26</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x0ab87046fbb341d058f17cbc4c1133f25a20a52f</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0.515395</td>\n",
       "      <td>Governance OHM</td>\n",
       "      <td>gOHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2022-02-16 22:20:26</td>\n",
       "      <td>0xb63cac384247597756545b500253ff8e607a8020</td>\n",
       "      <td>0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Olympus</td>\n",
       "      <td>OHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2022-02-16 23:35:38</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5</td>\n",
       "      <td>0x584ec2562b937c4ac0452184d8d83346382b5d3a</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Olympus</td>\n",
       "      <td>OHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2022-02-19 12:31:24</td>\n",
       "      <td>0x5b98ffed5fc15bee1d3a4e6190c3504620d75c5f</td>\n",
       "      <td>0xf0035f8146a62cb2554be61b4baca6425a13f0c9</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>100.000000</td>\n",
       "      <td></td>\n",
       "      <td>DDD</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             timeStamp                                        from  \\\n",
       "0  2021-04-10 22:46:43  0xe060724dccc684959dc31ffdcdaff2cc600281a8   \n",
       "1  2021-04-10 22:46:43  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "2  2021-06-02 20:16:01  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "3  2021-06-02 20:16:01  0x74de5d4fcbf63e00296fd95d33236b9794016631   \n",
       "4  2021-06-02 20:17:40  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "5  2021-07-09 23:16:50  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "6  2021-07-10 03:17:44  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "7  2021-07-10 03:19:27  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "8  2021-08-02 23:00:35  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "9  2021-08-10 21:41:25  0x5abfbe56553a5d794330eaccf556ca1d2a55647c   \n",
       "10 2021-08-10 21:45:24  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "11 2021-08-10 21:47:55  0x7a0a6906de7714d27413f5092ed1a0636a3fbc9a   \n",
       "12 2021-08-11 03:40:40  0x5abfbe56553a5d794330eaccf556ca1d2a55647c   \n",
       "13 2021-08-18 00:55:14  0x391e8501b626c623d39474afca6f9e46c2686649   \n",
       "14 2021-08-29 23:34:10  0xc2edad668740f1aa35e4d8f227fb8e17dca888cd   \n",
       "15 2021-08-29 23:34:10  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "16 2021-09-02 23:46:24  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "17 2021-09-02 23:46:24  0x0000000000000000000000000000000000000000   \n",
       "18 2021-10-09 20:51:28  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "19 2021-10-09 20:52:47  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "20 2021-10-29 20:03:07  0x0000000000000000000000000000000000000000   \n",
       "21 2021-11-11 06:06:10  0xc18360217d8f7ab5e7c516566761ea12ce7f9d72   \n",
       "22 2021-11-19 05:56:31  0x5f65f7b609678448494de4c87521cdf6cef1e932   \n",
       "23 2021-11-19 07:09:30  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "24 2021-12-02 09:05:51  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "25 2021-12-15 09:21:53  0x22bc0693163ec3cee5ded3c2ee55ddbcb2ba9bbe   \n",
       "26 2021-12-25 06:38:37  0x0000000000000000000000000000000000000000   \n",
       "27 2021-12-27 11:06:59  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "28 2021-12-27 11:06:59  0x69b81152c5a8d35a67b32a4d3772795d96cae4da   \n",
       "29 2021-12-27 11:16:09  0xc2edad668740f1aa35e4d8f227fb8e17dca888cd   \n",
       "30 2021-12-27 11:16:09  0xc2edad668740f1aa35e4d8f227fb8e17dca888cd   \n",
       "31 2021-12-27 11:20:22  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "32 2021-12-27 11:20:22  0x0ab87046fbb341d058f17cbc4c1133f25a20a52f   \n",
       "33 2021-12-27 11:33:32  0x69b81152c5a8d35a67b32a4d3772795d96cae4da   \n",
       "34 2021-12-27 12:21:01  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "35 2021-12-27 12:21:01  0x0ab87046fbb341d058f17cbc4c1133f25a20a52f   \n",
       "36 2021-12-27 14:39:38  0x527f4624109988022318c10df40c33968b72bf8e   \n",
       "37 2021-12-28 09:37:17  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "38 2022-02-06 22:39:19  0x34b13f8cd184f55d0bd4dd1fe6c07d46f245c7ed   \n",
       "39 2022-02-07 20:21:48  0x0000000000000000000000000000000000000000   \n",
       "40 2022-02-13 06:56:07  0x4787297da1fb12244c72e0ef175cbcf324cb5234   \n",
       "41 2022-02-13 20:57:57  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "42 2022-02-16 17:44:19  0x0b31dc6eedf9aa38d34980085b96a9669d96be9b   \n",
       "43 2022-02-16 17:44:52  0xf382ee4c0c752c41d083cbf2106506884787c190   \n",
       "44 2022-02-16 17:45:31  0xf382ee4c0c752c41d083cbf2106506884787c190   \n",
       "45 2022-02-16 18:17:25  0x70b0969a069516e117aa777fc87b819d0334a419   \n",
       "46 2022-02-16 18:22:02  0x5f65f7b609678448494de4c87521cdf6cef1e932   \n",
       "47 2022-02-16 18:22:02  0x5f65f7b609678448494de4c87521cdf6cef1e932   \n",
       "48 2022-02-16 18:42:22  0x5f65f7b609678448494de4c87521cdf6cef1e932   \n",
       "49 2022-02-16 18:43:40  0x5f65f7b609678448494de4c87521cdf6cef1e932   \n",
       "50 2022-02-16 18:45:45  0x5f65f7b609678448494de4c87521cdf6cef1e932   \n",
       "51 2022-02-16 19:33:54  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "52 2022-02-16 22:20:26  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "53 2022-02-16 22:20:26  0xb63cac384247597756545b500253ff8e607a8020   \n",
       "54 2022-02-16 23:35:38  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "55 2022-02-19 12:31:24  0x5b98ffed5fc15bee1d3a4e6190c3504620d75c5f   \n",
       "\n",
       "                               contractAddress  \\\n",
       "0   0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2   \n",
       "1   0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2   \n",
       "2   0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2   \n",
       "3   0x6b175474e89094c44da98b954eedeac495271d0f   \n",
       "4   0x6b175474e89094c44da98b954eedeac495271d0f   \n",
       "5   0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2   \n",
       "6   0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2   \n",
       "7   0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2   \n",
       "8   0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2   \n",
       "9   0x795065dcc9f64b5614c407a6efdc400da6221fb0   \n",
       "10  0x795065dcc9f64b5614c407a6efdc400da6221fb0   \n",
       "11  0x06325440d014e39736583c165c2963ba99faf14e   \n",
       "12  0x795065dcc9f64b5614c407a6efdc400da6221fb0   \n",
       "13  0x6b175474e89094c44da98b954eedeac495271d0f   \n",
       "14  0x6b3595068778dd592e39a122f4f5a5cf09c90fe2   \n",
       "15  0x795065dcc9f64b5614c407a6efdc400da6221fb0   \n",
       "16  0x06325440d014e39736583c165c2963ba99faf14e   \n",
       "17  0x182b723a58739a9c974cfdb385ceadb237453c28   \n",
       "18  0x6b175474e89094c44da98b954eedeac495271d0f   \n",
       "19  0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2   \n",
       "20  0x93c0d19a989cb4762522e782158d10265895977c   \n",
       "21  0xc18360217d8f7ab5e7c516566761ea12ce7f9d72   \n",
       "22  0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0   \n",
       "23  0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0   \n",
       "24  0xc18360217d8f7ab5e7c516566761ea12ce7f9d72   \n",
       "25  0x90275c752ff8e020cdeec4dec43318cf569fd445   \n",
       "26  0x3b484b82567a09e2588a13d54d032153f0c0aee0   \n",
       "27  0x3b484b82567a09e2588a13d54d032153f0c0aee0   \n",
       "28  0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5   \n",
       "29  0x6b3595068778dd592e39a122f4f5a5cf09c90fe2   \n",
       "30  0x795065dcc9f64b5614c407a6efdc400da6221fb0   \n",
       "31  0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5   \n",
       "32  0x0ab87046fbb341d058f17cbc4c1133f25a20a52f   \n",
       "33  0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5   \n",
       "34  0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5   \n",
       "35  0x0ab87046fbb341d058f17cbc4c1133f25a20a52f   \n",
       "36  0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0   \n",
       "37  0x0ab87046fbb341d058f17cbc4c1133f25a20a52f   \n",
       "38  0x1494ca1f11d487c2bbe4543e90080aeba4ba3c2b   \n",
       "39  0x9500b696f00ae82ca97d06379cf0a2b60b467040   \n",
       "40  0xc69e8504fdfbe3fa8857b4928331846f3760ffcc   \n",
       "41  0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0   \n",
       "42  0x0ab87046fbb341d058f17cbc4c1133f25a20a52f   \n",
       "43  0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0   \n",
       "44  0x0ab87046fbb341d058f17cbc4c1133f25a20a52f   \n",
       "45  0x7e9d8f07a64e363e97a648904a89fb4cd5fb94cd   \n",
       "46  0xa0b86991c6218b36c1d19d4a2e9eb0ce3606eb48   \n",
       "47  0x18aaa7115705e8be94bffebde57af9bfc265b998   \n",
       "48  0x1f9840a85d5af5bf1d1762f925bdaddc4201f984   \n",
       "49  0xc944e90c64b2c07662a292be6244bdf05cda44a7   \n",
       "50  0x58b6a8a3302369daec383334672404ee733ab239   \n",
       "51  0xa0b86991c6218b36c1d19d4a2e9eb0ce3606eb48   \n",
       "52  0x0ab87046fbb341d058f17cbc4c1133f25a20a52f   \n",
       "53  0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5   \n",
       "54  0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5   \n",
       "55  0xf0035f8146a62cb2554be61b4baca6425a13f0c9   \n",
       "\n",
       "                                            to            value  \\\n",
       "0   0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.050000   \n",
       "1   0x5b3256965e7c3cf26e11fcaf296dfc8807c01073         0.001250   \n",
       "2   0x74de5d4fcbf63e00296fd95d33236b9794016631         0.081300   \n",
       "3   0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402       221.654593   \n",
       "4   0x4120c8c41656bae68d7e79872641fc8d716c3d42       221.654593   \n",
       "5   0x74de5d4fcbf63e00296fd95d33236b9794016631         0.320000   \n",
       "6   0x74de5d4fcbf63e00296fd95d33236b9794016631         0.010000   \n",
       "7   0x74de5d4fcbf63e00296fd95d33236b9794016631         0.010000   \n",
       "8   0x74de5d4fcbf63e00296fd95d33236b9794016631         0.290000   \n",
       "9   0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.368371   \n",
       "10  0xc2edad668740f1aa35e4d8f227fb8e17dca888cd         0.368371   \n",
       "11  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.049080   \n",
       "12  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         2.144834   \n",
       "13  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402        30.195074   \n",
       "14  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.103542   \n",
       "15  0xc2edad668740f1aa35e4d8f227fb8e17dca888cd         2.144834   \n",
       "16  0x182b723a58739a9c974cfdb385ceadb237453c28         0.049080   \n",
       "17  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.049080   \n",
       "18  0xe78388b4ce79068e89bf8aa7f218ef6b9ab0e9d0        30.000000   \n",
       "19  0xe78388b4ce79068e89bf8aa7f218ef6b9ab0e9d0         0.040000   \n",
       "20  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         5.000000   \n",
       "21  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402       307.274724   \n",
       "22  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402        19.000000   \n",
       "23  0x401f6c983ea34274ec46f84d70b31c151321188b        19.000000   \n",
       "24  0xb9c4a5522a2f8ba9e2ff7063df8c02ed443337a3       307.274724   \n",
       "25  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402       500.000000   \n",
       "26  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402  13785835.356500   \n",
       "27  0xb84c45174bfc6b8f3eaecbae11dee63114f5c1b2  13785835.356500   \n",
       "28  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.000000   \n",
       "29  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         2.304358   \n",
       "30  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         2.513205   \n",
       "31  0xb63cac384247597756545b500253ff8e607a8020         0.000000   \n",
       "32  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.004418   \n",
       "33  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.000000   \n",
       "34  0xb63cac384247597756545b500253ff8e607a8020         0.000000   \n",
       "35  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.000917   \n",
       "36  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402        50.000000   \n",
       "37  0xf382ee4c0c752c41d083cbf2106506884787c190         0.005336   \n",
       "38  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         1.009998   \n",
       "39  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402       300.000000   \n",
       "40  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402        50.000000   \n",
       "41  0x401f6c983ea34274ec46f84d70b31c151321188b         1.000000   \n",
       "42  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.389643   \n",
       "43  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         6.000000   \n",
       "44  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.135216   \n",
       "45  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         1.000000   \n",
       "46  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.000000   \n",
       "47  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402        56.680566   \n",
       "48  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         5.820733   \n",
       "49  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402        69.796663   \n",
       "50  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402        10.549045   \n",
       "51  0x40ec5b33f54e0e8a33a975908c5ba1c14e5bbbdf         0.000000   \n",
       "52  0x0000000000000000000000000000000000000000         0.515395   \n",
       "53  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.000000   \n",
       "54  0x584ec2562b937c4ac0452184d8d83346382b5d3a         0.000000   \n",
       "55  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402       100.000000   \n",
       "\n",
       "                                  tokenName   tokenSymbol  \n",
       "0                             Wrapped Ether          WETH  \n",
       "1                             Wrapped Ether          WETH  \n",
       "2                             Wrapped Ether          WETH  \n",
       "3                            Dai Stablecoin           DAI  \n",
       "4                            Dai Stablecoin           DAI  \n",
       "5                             Wrapped Ether          WETH  \n",
       "6                             Wrapped Ether          WETH  \n",
       "7                             Wrapped Ether          WETH  \n",
       "8                             Wrapped Ether          WETH  \n",
       "9                        SushiSwap LP Token           SLP  \n",
       "10                       SushiSwap LP Token           SLP  \n",
       "11                       Curve.fi ETH/stETH        steCRV  \n",
       "12                       SushiSwap LP Token           SLP  \n",
       "13                           Dai Stablecoin           DAI  \n",
       "14                               SushiToken         SUSHI  \n",
       "15                       SushiSwap LP Token           SLP  \n",
       "16                       Curve.fi ETH/stETH        steCRV  \n",
       "17            Curve.fi steCRV Gauge Deposit  steCRV-gauge  \n",
       "18                           Dai Stablecoin           DAI  \n",
       "19                            Wrapped Ether          WETH  \n",
       "20  Humans of Web3: We're all gonna make it         WAGMI  \n",
       "21                    Ethereum Name Service           ENS  \n",
       "22                              Matic Token         MATIC  \n",
       "23                              Matic Token         MATIC  \n",
       "24                    Ethereum Name Service           ENS  \n",
       "25                            Jenil Thakker         JENIL  \n",
       "26                                      SOS           SOS  \n",
       "27                                      SOS           SOS  \n",
       "28                                  Olympus           OHM  \n",
       "29                               SushiToken         SUSHI  \n",
       "30                       SushiSwap LP Token           SLP  \n",
       "31                                  Olympus           OHM  \n",
       "32                           Governance OHM          gOHM  \n",
       "33                                  Olympus           OHM  \n",
       "34                                  Olympus           OHM  \n",
       "35                           Governance OHM          gOHM  \n",
       "36                              Matic Token         MATIC  \n",
       "37                           Governance OHM          gOHM  \n",
       "38                          DefiPulse Index           DPI  \n",
       "39                                  Balance           LFG  \n",
       "40               Midsummer Governance Token          REEL  \n",
       "41                              Matic Token         MATIC  \n",
       "42                           Governance OHM          gOHM  \n",
       "43                              Matic Token         MATIC  \n",
       "44                           Governance OHM          gOHM  \n",
       "45                                Forefront            FF  \n",
       "46                                 USD Coin          USDC  \n",
       "47                                   Audius         AUDIO  \n",
       "48                                  Uniswap           UNI  \n",
       "49                              Graph Token           GRT  \n",
       "50                           Livepeer Token           LPT  \n",
       "51                                 USD Coin          USDC  \n",
       "52                           Governance OHM          gOHM  \n",
       "53                                  Olympus           OHM  \n",
       "54                                  Olympus           OHM  \n",
       "55                                                    DDD  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "account = '0x2ee8D80de1c389f1254e94bc44D2d1Bc391eD402'\n",
    "\n",
    "get_erc20_transfer_data(account)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33c127b1",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>\n",
    "\n",
    "### ERC-721 tokens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "25fe2857",
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_nft_list(response):\n",
    "\n",
    "    result = pd.DataFrame(handle_KeyError(response, 'result'))\n",
    "    result['timeStamp'] = pd.to_datetime(handle_KeyError(result, 'timeStamp'), unit='s') \n",
    "\n",
    "    del result[\"blockNumber\"]\n",
    "    del result[\"hash\"]\n",
    "    del result[\"nonce\"]\n",
    "    del result[\"blockHash\"]\n",
    "    del result[\"tokenDecimal\"]\n",
    "    del result[\"transactionIndex\"]\n",
    "    del result[\"cumulativeGasUsed\"]\n",
    "    del result[\"input\"]\n",
    "    del result[\"confirmations\"]\n",
    "    del result[\"gas\"]\n",
    "    del result[\"gasPrice\"]\n",
    "    del result[\"gasUsed\"]\n",
    "    \n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "34852cae",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_erc721_transfer_data(account):\n",
    "    \n",
    "    query = '?module=account&action=tokennfttx&address={0}&apikey={1}'.format(account, ETHERSCAN_API)\n",
    "    response = send_request(query)\n",
    "    \n",
    "    if handle_KeyError(response, 'message') == 'OK':\n",
    "        return parse_nft_list(response)\n",
    "\n",
    "    else:\n",
    "        print('ERROR for{0}: {1}'.format(account, handle_KeyError(response, 'result')))\n",
    "        return None"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e8e15a2",
   "metadata": {},
   "source": [
    "#### Let's check how the ERC721 transfer/swap data looks in the dataframe for one test account"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "50cd12bc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sending request to: https://api.etherscan.io/api?module=account&action=tokennfttx&address=0x2ee8D80de1c389f1254e94bc44D2d1Bc391eD402&apikey=A597SW8N2GJUNNTQXEYNEVAC8KCNBW51QD\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timeStamp</th>\n",
       "      <th>from</th>\n",
       "      <th>contractAddress</th>\n",
       "      <th>to</th>\n",
       "      <th>tokenID</th>\n",
       "      <th>tokenName</th>\n",
       "      <th>tokenSymbol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-03-04 08:28:07</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x60f80121c31a0d46b5279700f9df786054aa5ee5</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>256163</td>\n",
       "      <td>Rarible</td>\n",
       "      <td>RARI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-03-20 10:05:42</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x60f80121c31a0d46b5279700f9df786054aa5ee5</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>539811</td>\n",
       "      <td>Rarible</td>\n",
       "      <td>RARI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-03-21 01:49:30</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x60f80121c31a0d46b5279700f9df786054aa5ee5</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>550421</td>\n",
       "      <td>Rarible</td>\n",
       "      <td>RARI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-03-21 01:57:56</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x60f80121c31a0d46b5279700f9df786054aa5ee5</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>550473</td>\n",
       "      <td>Rarible</td>\n",
       "      <td>RARI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-07-09 23:30:53</td>\n",
       "      <td>0x52e9c1e1f6d15700ee602ef72519d995df127ec9</td>\n",
       "      <td>0xc3f733ca98e0dad0386979eb96fb1722a1a05e69</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>24215</td>\n",
       "      <td>Acclimated​MoonCats</td>\n",
       "      <td>????</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2021-07-10 03:14:53</td>\n",
       "      <td>0xa72bc016be8f075fdf24964fd62c422101574bb4</td>\n",
       "      <td>0x6f0365ca2c1dd63473f898a60f878a07e0f68a26</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>1326</td>\n",
       "      <td>TopDogBeachClub</td>\n",
       "      <td>TDBC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2021-07-10 03:20:31</td>\n",
       "      <td>0xf0aaf3c768a884fbbe0986fe95c44d10ec1f0b54</td>\n",
       "      <td>0xf78296dfcf01a2612c2c847f68ad925801eeed80</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>9682</td>\n",
       "      <td>FuckingPickles</td>\n",
       "      <td>FUCKINGPICKLES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2021-07-28 18:51:51</td>\n",
       "      <td>0xf76af70bc1ea5f49fe5583ab80493e116d602a34</td>\n",
       "      <td>0xe785e82358879f061bc3dcac6f0444462d4b5330</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>5801</td>\n",
       "      <td>World Of Women</td>\n",
       "      <td>WOW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2021-08-01 15:19:12</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xc3f733ca98e0dad0386979eb96fb1722a1a05e69</td>\n",
       "      <td>0xeeaf86e05a95261290a871dd8cdb9470d5d3c9b7</td>\n",
       "      <td>24215</td>\n",
       "      <td>Acclimated​MoonCats</td>\n",
       "      <td>????</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2021-08-05 01:55:44</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xe785e82358879f061bc3dcac6f0444462d4b5330</td>\n",
       "      <td>0xfc840af78a496b52e378dfa94838402e1b7f71dd</td>\n",
       "      <td>5801</td>\n",
       "      <td>World Of Women</td>\n",
       "      <td>WOW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2021-08-17 03:41:33</td>\n",
       "      <td>0x283af0b28c62c092c9727f1ee09c02ca627eb7f5</td>\n",
       "      <td>0x57f1887a8bf19b14fc0df6fd9b2acc9af147ea85</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>1092067224118186052578599679827953193439613160...</td>\n",
       "      <td>Ethereum Name Service</td>\n",
       "      <td>ENS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2021-09-01 04:53:34</td>\n",
       "      <td>0xd532962fd7976880fdff92db9cbe48a7369b1fc0</td>\n",
       "      <td>0x75bd294f5adae8428ddcd1431ae2e0d4f5a05707</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>2530</td>\n",
       "      <td>The Divine Order Of the Zodiac</td>\n",
       "      <td>THEDIVINEZODIAC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2021-09-02 09:53:22</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xf78296dfcf01a2612c2c847f68ad925801eeed80</td>\n",
       "      <td>0xe18a94a1e60903b1ec39d9104bed27d9a73ad9e2</td>\n",
       "      <td>9682</td>\n",
       "      <td>FuckingPickles</td>\n",
       "      <td>FUCKINGPICKLES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2021-09-28 00:37:16</td>\n",
       "      <td>0x283af0b28c62c092c9727f1ee09c02ca627eb7f5</td>\n",
       "      <td>0x57f1887a8bf19b14fc0df6fd9b2acc9af147ea85</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>1090155860509973459163909480925753433246756316...</td>\n",
       "      <td>Ethereum Name Service</td>\n",
       "      <td>ENS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2021-10-06 19:16:23</td>\n",
       "      <td>0xe2152db627d58b2867cc29060567bf3eeb41a3e4</td>\n",
       "      <td>0x3769c5700da07fe5b8eee86be97e061f961ae340</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>3688</td>\n",
       "      <td>Gawds</td>\n",
       "      <td>GAWDS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2021-10-27 00:07:37</td>\n",
       "      <td>0xe2152db627d58b2867cc29060567bf3eeb41a3e4</td>\n",
       "      <td>0x25ed58c027921e14d86380ea2646e3a1b5c55a8b</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>2247</td>\n",
       "      <td>Devs for Revolution</td>\n",
       "      <td>DEVS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2021-11-05 15:34:56</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0xb333780a39e55940ce4a5d564fe93ec096ebf1fd</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>1</td>\n",
       "      <td>Falling</td>\n",
       "      <td>ROSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2021-11-16 02:41:24</td>\n",
       "      <td>0xab915162db74d70b7c2e2ae57be147ebbd9e18f5</td>\n",
       "      <td>0xd0c540d08bf79a7b265ebb08b00c7fed45af1171</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>189</td>\n",
       "      <td>NoFunToads</td>\n",
       "      <td>TOADS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2021-11-19 04:56:35</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x57f1887a8bf19b14fc0df6fd9b2acc9af147ea85</td>\n",
       "      <td>0x4787297da1fb12244c72e0ef175cbcf324cb5234</td>\n",
       "      <td>1090155860509973459163909480925753433246756316...</td>\n",
       "      <td>Ethereum Name Service</td>\n",
       "      <td>ENS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2021-11-28 04:50:12</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x1e988ba4692e52bc50b375bcc8585b95c48aad77</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>2912</td>\n",
       "      <td>Bufficorn Buidl Brigade</td>\n",
       "      <td>BBB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2021-12-04 18:41:17</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x5180db8f5c931aae63c74266b211f580155ecac8</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>1554</td>\n",
       "      <td>Crypto Coven</td>\n",
       "      <td>WITCH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2021-12-04 18:54:19</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x5180db8f5c931aae63c74266b211f580155ecac8</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>1620</td>\n",
       "      <td>Crypto Coven</td>\n",
       "      <td>WITCH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2021-12-08 23:59:32</td>\n",
       "      <td>0x283af0b28c62c092c9727f1ee09c02ca627eb7f5</td>\n",
       "      <td>0x57f1887a8bf19b14fc0df6fd9b2acc9af147ea85</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>5766912134032764848752165911890556851767065997...</td>\n",
       "      <td>Ethereum Name Service</td>\n",
       "      <td>ENS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2021-12-09 00:38:11</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x57f1887a8bf19b14fc0df6fd9b2acc9af147ea85</td>\n",
       "      <td>0x655389d8e8691ba2a95ff5bf4cf22e0cb2704805</td>\n",
       "      <td>5766912134032764848752165911890556851767065997...</td>\n",
       "      <td>Ethereum Name Service</td>\n",
       "      <td>ENS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2021-12-12 03:30:25</td>\n",
       "      <td>0x283af0b28c62c092c9727f1ee09c02ca627eb7f5</td>\n",
       "      <td>0x57f1887a8bf19b14fc0df6fd9b2acc9af147ea85</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>3331808032864179603064051513544481682606000443...</td>\n",
       "      <td>Ethereum Name Service</td>\n",
       "      <td>ENS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2021-12-17 12:05:41</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x9213256fe89fa0428e8546910a8d78180dbbdc38</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>1</td>\n",
       "      <td>Storyteller Card</td>\n",
       "      <td>FILMMAKER</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2021-12-18 06:11:33</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x9213256fe89fa0428e8546910a8d78180dbbdc38</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>1337</td>\n",
       "      <td>Storyteller Card</td>\n",
       "      <td>FILMMAKER</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2021-12-21 06:37:07</td>\n",
       "      <td>0x527f4624109988022318c10df40c33968b72bf8e</td>\n",
       "      <td>0xa2c7c9cb7113e8c7f4ecf651bacb1ca31ebe78c4</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>40</td>\n",
       "      <td>Lore</td>\n",
       "      <td>LORE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2021-12-26 11:46:48</td>\n",
       "      <td>0x54ba5aec1e53fe3e7807bb78d7078c1fde60f142</td>\n",
       "      <td>0x00c396383400a1ef2eb401052dbf5d989b2da481</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>8357</td>\n",
       "      <td>Cypher City</td>\n",
       "      <td>CYPHER</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2021-12-26 12:58:27</td>\n",
       "      <td>0x283af0b28c62c092c9727f1ee09c02ca627eb7f5</td>\n",
       "      <td>0x57f1887a8bf19b14fc0df6fd9b2acc9af147ea85</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>1139814705121879296971820908181814866020716641...</td>\n",
       "      <td>Ethereum Name Service</td>\n",
       "      <td>ENS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2021-12-26 13:02:07</td>\n",
       "      <td>0x283af0b28c62c092c9727f1ee09c02ca627eb7f5</td>\n",
       "      <td>0x57f1887a8bf19b14fc0df6fd9b2acc9af147ea85</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>1136507392198468116511838409631784929695416878...</td>\n",
       "      <td>Ethereum Name Service</td>\n",
       "      <td>ENS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2022-01-20 02:55:42</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x5180db8f5c931aae63c74266b211f580155ecac8</td>\n",
       "      <td>0x8a758d10108b19560850b1fd5e45f142c8dd5e5f</td>\n",
       "      <td>1620</td>\n",
       "      <td>Crypto Coven</td>\n",
       "      <td>WITCH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2022-01-20 16:09:46</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x5180db8f5c931aae63c74266b211f580155ecac8</td>\n",
       "      <td>0x758e2c95a6bd788e7e71ac04bfaf2c3e9e3e5e54</td>\n",
       "      <td>1554</td>\n",
       "      <td>Crypto Coven</td>\n",
       "      <td>WITCH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2022-01-26 06:54:16</td>\n",
       "      <td>0x283af0b28c62c092c9727f1ee09c02ca627eb7f5</td>\n",
       "      <td>0x57f1887a8bf19b14fc0df6fd9b2acc9af147ea85</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>4451444166281795723445962487211662770096908131...</td>\n",
       "      <td>Ethereum Name Service</td>\n",
       "      <td>ENS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2022-02-07 20:21:48</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x834ebe76d6e0331fe86071963cad42c98199fc7c</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>734</td>\n",
       "      <td>Crowdfunded Mirror Editions</td>\n",
       "      <td>CROWDFUND_EDITIONS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2022-02-07 23:52:47</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0xda22422592ee3623c8d3c40fe0059cdecf30ca79</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>15937</td>\n",
       "      <td>Censored</td>\n",
       "      <td>████████</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2022-02-17 16:06:22</td>\n",
       "      <td>0x828ef26d34c64a6210ed38b8807805312fc8c9fd</td>\n",
       "      <td>0x00c396383400a1ef2eb401052dbf5d989b2da481</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>3274</td>\n",
       "      <td>Cypher City</td>\n",
       "      <td>CYPHER</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2022-02-17 19:52:18</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x2ed2c16b073f573cedecffd943fd6ae966cdb9ce</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>325</td>\n",
       "      <td>Cypher City Pets</td>\n",
       "      <td>PETS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2022-02-17 19:52:46</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x2ed2c16b073f573cedecffd943fd6ae966cdb9ce</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>326</td>\n",
       "      <td>Cypher City Pets</td>\n",
       "      <td>PETS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2022-02-18 00:05:05</td>\n",
       "      <td>0xb919c1e902013d4d46a6d9d94c005f90f50c70b9</td>\n",
       "      <td>0x00c396383400a1ef2eb401052dbf5d989b2da481</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>1038</td>\n",
       "      <td>Cypher City</td>\n",
       "      <td>CYPHER</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2022-02-18 00:07:15</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x00c396383400a1ef2eb401052dbf5d989b2da481</td>\n",
       "      <td>0x9333a04d60674a54daad70de2ef415ed01dfbdeb</td>\n",
       "      <td>1038</td>\n",
       "      <td>Cypher City</td>\n",
       "      <td>CYPHER</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             timeStamp                                        from  \\\n",
       "0  2021-03-04 08:28:07  0x0000000000000000000000000000000000000000   \n",
       "1  2021-03-20 10:05:42  0x0000000000000000000000000000000000000000   \n",
       "2  2021-03-21 01:49:30  0x0000000000000000000000000000000000000000   \n",
       "3  2021-03-21 01:57:56  0x0000000000000000000000000000000000000000   \n",
       "4  2021-07-09 23:30:53  0x52e9c1e1f6d15700ee602ef72519d995df127ec9   \n",
       "5  2021-07-10 03:14:53  0xa72bc016be8f075fdf24964fd62c422101574bb4   \n",
       "6  2021-07-10 03:20:31  0xf0aaf3c768a884fbbe0986fe95c44d10ec1f0b54   \n",
       "7  2021-07-28 18:51:51  0xf76af70bc1ea5f49fe5583ab80493e116d602a34   \n",
       "8  2021-08-01 15:19:12  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "9  2021-08-05 01:55:44  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "10 2021-08-17 03:41:33  0x283af0b28c62c092c9727f1ee09c02ca627eb7f5   \n",
       "11 2021-09-01 04:53:34  0xd532962fd7976880fdff92db9cbe48a7369b1fc0   \n",
       "12 2021-09-02 09:53:22  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "13 2021-09-28 00:37:16  0x283af0b28c62c092c9727f1ee09c02ca627eb7f5   \n",
       "14 2021-10-06 19:16:23  0xe2152db627d58b2867cc29060567bf3eeb41a3e4   \n",
       "15 2021-10-27 00:07:37  0xe2152db627d58b2867cc29060567bf3eeb41a3e4   \n",
       "16 2021-11-05 15:34:56  0x0000000000000000000000000000000000000000   \n",
       "17 2021-11-16 02:41:24  0xab915162db74d70b7c2e2ae57be147ebbd9e18f5   \n",
       "18 2021-11-19 04:56:35  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "19 2021-11-28 04:50:12  0x0000000000000000000000000000000000000000   \n",
       "20 2021-12-04 18:41:17  0x0000000000000000000000000000000000000000   \n",
       "21 2021-12-04 18:54:19  0x0000000000000000000000000000000000000000   \n",
       "22 2021-12-08 23:59:32  0x283af0b28c62c092c9727f1ee09c02ca627eb7f5   \n",
       "23 2021-12-09 00:38:11  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "24 2021-12-12 03:30:25  0x283af0b28c62c092c9727f1ee09c02ca627eb7f5   \n",
       "25 2021-12-17 12:05:41  0x0000000000000000000000000000000000000000   \n",
       "26 2021-12-18 06:11:33  0x0000000000000000000000000000000000000000   \n",
       "27 2021-12-21 06:37:07  0x527f4624109988022318c10df40c33968b72bf8e   \n",
       "28 2021-12-26 11:46:48  0x54ba5aec1e53fe3e7807bb78d7078c1fde60f142   \n",
       "29 2021-12-26 12:58:27  0x283af0b28c62c092c9727f1ee09c02ca627eb7f5   \n",
       "30 2021-12-26 13:02:07  0x283af0b28c62c092c9727f1ee09c02ca627eb7f5   \n",
       "31 2022-01-20 02:55:42  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "32 2022-01-20 16:09:46  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "33 2022-01-26 06:54:16  0x283af0b28c62c092c9727f1ee09c02ca627eb7f5   \n",
       "34 2022-02-07 20:21:48  0x0000000000000000000000000000000000000000   \n",
       "35 2022-02-07 23:52:47  0x0000000000000000000000000000000000000000   \n",
       "36 2022-02-17 16:06:22  0x828ef26d34c64a6210ed38b8807805312fc8c9fd   \n",
       "37 2022-02-17 19:52:18  0x0000000000000000000000000000000000000000   \n",
       "38 2022-02-17 19:52:46  0x0000000000000000000000000000000000000000   \n",
       "39 2022-02-18 00:05:05  0xb919c1e902013d4d46a6d9d94c005f90f50c70b9   \n",
       "40 2022-02-18 00:07:15  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "\n",
       "                               contractAddress  \\\n",
       "0   0x60f80121c31a0d46b5279700f9df786054aa5ee5   \n",
       "1   0x60f80121c31a0d46b5279700f9df786054aa5ee5   \n",
       "2   0x60f80121c31a0d46b5279700f9df786054aa5ee5   \n",
       "3   0x60f80121c31a0d46b5279700f9df786054aa5ee5   \n",
       "4   0xc3f733ca98e0dad0386979eb96fb1722a1a05e69   \n",
       "5   0x6f0365ca2c1dd63473f898a60f878a07e0f68a26   \n",
       "6   0xf78296dfcf01a2612c2c847f68ad925801eeed80   \n",
       "7   0xe785e82358879f061bc3dcac6f0444462d4b5330   \n",
       "8   0xc3f733ca98e0dad0386979eb96fb1722a1a05e69   \n",
       "9   0xe785e82358879f061bc3dcac6f0444462d4b5330   \n",
       "10  0x57f1887a8bf19b14fc0df6fd9b2acc9af147ea85   \n",
       "11  0x75bd294f5adae8428ddcd1431ae2e0d4f5a05707   \n",
       "12  0xf78296dfcf01a2612c2c847f68ad925801eeed80   \n",
       "13  0x57f1887a8bf19b14fc0df6fd9b2acc9af147ea85   \n",
       "14  0x3769c5700da07fe5b8eee86be97e061f961ae340   \n",
       "15  0x25ed58c027921e14d86380ea2646e3a1b5c55a8b   \n",
       "16  0xb333780a39e55940ce4a5d564fe93ec096ebf1fd   \n",
       "17  0xd0c540d08bf79a7b265ebb08b00c7fed45af1171   \n",
       "18  0x57f1887a8bf19b14fc0df6fd9b2acc9af147ea85   \n",
       "19  0x1e988ba4692e52bc50b375bcc8585b95c48aad77   \n",
       "20  0x5180db8f5c931aae63c74266b211f580155ecac8   \n",
       "21  0x5180db8f5c931aae63c74266b211f580155ecac8   \n",
       "22  0x57f1887a8bf19b14fc0df6fd9b2acc9af147ea85   \n",
       "23  0x57f1887a8bf19b14fc0df6fd9b2acc9af147ea85   \n",
       "24  0x57f1887a8bf19b14fc0df6fd9b2acc9af147ea85   \n",
       "25  0x9213256fe89fa0428e8546910a8d78180dbbdc38   \n",
       "26  0x9213256fe89fa0428e8546910a8d78180dbbdc38   \n",
       "27  0xa2c7c9cb7113e8c7f4ecf651bacb1ca31ebe78c4   \n",
       "28  0x00c396383400a1ef2eb401052dbf5d989b2da481   \n",
       "29  0x57f1887a8bf19b14fc0df6fd9b2acc9af147ea85   \n",
       "30  0x57f1887a8bf19b14fc0df6fd9b2acc9af147ea85   \n",
       "31  0x5180db8f5c931aae63c74266b211f580155ecac8   \n",
       "32  0x5180db8f5c931aae63c74266b211f580155ecac8   \n",
       "33  0x57f1887a8bf19b14fc0df6fd9b2acc9af147ea85   \n",
       "34  0x834ebe76d6e0331fe86071963cad42c98199fc7c   \n",
       "35  0xda22422592ee3623c8d3c40fe0059cdecf30ca79   \n",
       "36  0x00c396383400a1ef2eb401052dbf5d989b2da481   \n",
       "37  0x2ed2c16b073f573cedecffd943fd6ae966cdb9ce   \n",
       "38  0x2ed2c16b073f573cedecffd943fd6ae966cdb9ce   \n",
       "39  0x00c396383400a1ef2eb401052dbf5d989b2da481   \n",
       "40  0x00c396383400a1ef2eb401052dbf5d989b2da481   \n",
       "\n",
       "                                            to  \\\n",
       "0   0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "1   0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "2   0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "3   0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "4   0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "5   0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "6   0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "7   0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "8   0xeeaf86e05a95261290a871dd8cdb9470d5d3c9b7   \n",
       "9   0xfc840af78a496b52e378dfa94838402e1b7f71dd   \n",
       "10  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "11  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "12  0xe18a94a1e60903b1ec39d9104bed27d9a73ad9e2   \n",
       "13  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "14  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "15  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "16  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "17  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "18  0x4787297da1fb12244c72e0ef175cbcf324cb5234   \n",
       "19  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "20  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "21  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "22  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "23  0x655389d8e8691ba2a95ff5bf4cf22e0cb2704805   \n",
       "24  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "25  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "26  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "27  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "28  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "29  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "30  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "31  0x8a758d10108b19560850b1fd5e45f142c8dd5e5f   \n",
       "32  0x758e2c95a6bd788e7e71ac04bfaf2c3e9e3e5e54   \n",
       "33  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "34  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "35  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "36  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "37  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "38  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "39  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "40  0x9333a04d60674a54daad70de2ef415ed01dfbdeb   \n",
       "\n",
       "                                              tokenID  \\\n",
       "0                                              256163   \n",
       "1                                              539811   \n",
       "2                                              550421   \n",
       "3                                              550473   \n",
       "4                                               24215   \n",
       "5                                                1326   \n",
       "6                                                9682   \n",
       "7                                                5801   \n",
       "8                                               24215   \n",
       "9                                                5801   \n",
       "10  1092067224118186052578599679827953193439613160...   \n",
       "11                                               2530   \n",
       "12                                               9682   \n",
       "13  1090155860509973459163909480925753433246756316...   \n",
       "14                                               3688   \n",
       "15                                               2247   \n",
       "16                                                  1   \n",
       "17                                                189   \n",
       "18  1090155860509973459163909480925753433246756316...   \n",
       "19                                               2912   \n",
       "20                                               1554   \n",
       "21                                               1620   \n",
       "22  5766912134032764848752165911890556851767065997...   \n",
       "23  5766912134032764848752165911890556851767065997...   \n",
       "24  3331808032864179603064051513544481682606000443...   \n",
       "25                                                  1   \n",
       "26                                               1337   \n",
       "27                                                 40   \n",
       "28                                               8357   \n",
       "29  1139814705121879296971820908181814866020716641...   \n",
       "30  1136507392198468116511838409631784929695416878...   \n",
       "31                                               1620   \n",
       "32                                               1554   \n",
       "33  4451444166281795723445962487211662770096908131...   \n",
       "34                                                734   \n",
       "35                                              15937   \n",
       "36                                               3274   \n",
       "37                                                325   \n",
       "38                                                326   \n",
       "39                                               1038   \n",
       "40                                               1038   \n",
       "\n",
       "                         tokenName         tokenSymbol  \n",
       "0                          Rarible                RARI  \n",
       "1                          Rarible                RARI  \n",
       "2                          Rarible                RARI  \n",
       "3                          Rarible                RARI  \n",
       "4              Acclimated​MoonCats                ????  \n",
       "5                  TopDogBeachClub                TDBC  \n",
       "6                   FuckingPickles      FUCKINGPICKLES  \n",
       "7                   World Of Women                 WOW  \n",
       "8              Acclimated​MoonCats                ????  \n",
       "9                   World Of Women                 WOW  \n",
       "10           Ethereum Name Service                 ENS  \n",
       "11  The Divine Order Of the Zodiac     THEDIVINEZODIAC  \n",
       "12                  FuckingPickles      FUCKINGPICKLES  \n",
       "13           Ethereum Name Service                 ENS  \n",
       "14                           Gawds               GAWDS  \n",
       "15             Devs for Revolution                DEVS  \n",
       "16                         Falling                ROSE  \n",
       "17                      NoFunToads               TOADS  \n",
       "18           Ethereum Name Service                 ENS  \n",
       "19         Bufficorn Buidl Brigade                 BBB  \n",
       "20                    Crypto Coven               WITCH  \n",
       "21                    Crypto Coven               WITCH  \n",
       "22           Ethereum Name Service                 ENS  \n",
       "23           Ethereum Name Service                 ENS  \n",
       "24           Ethereum Name Service                 ENS  \n",
       "25                Storyteller Card           FILMMAKER  \n",
       "26                Storyteller Card           FILMMAKER  \n",
       "27                            Lore                LORE  \n",
       "28                     Cypher City              CYPHER  \n",
       "29           Ethereum Name Service                 ENS  \n",
       "30           Ethereum Name Service                 ENS  \n",
       "31                    Crypto Coven               WITCH  \n",
       "32                    Crypto Coven               WITCH  \n",
       "33           Ethereum Name Service                 ENS  \n",
       "34     Crowdfunded Mirror Editions  CROWDFUND_EDITIONS  \n",
       "35                        Censored            ████████  \n",
       "36                     Cypher City              CYPHER  \n",
       "37                Cypher City Pets                PETS  \n",
       "38                Cypher City Pets                PETS  \n",
       "39                     Cypher City              CYPHER  \n",
       "40                     Cypher City              CYPHER  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "account = '0x2ee8D80de1c389f1254e94bc44D2d1Bc391eD402'\n",
    "\n",
    "get_erc721_transfer_data(account)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "882f8c66",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>\n",
    "\n",
    "### Looping over all the accounts and saving everything to a dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "38862a08",
   "metadata": {},
   "outputs": [],
   "source": [
    "def save_transfers_data_to_df():\n",
    "    \n",
    "    accounts = open_file(ADDRESS_LIST)\n",
    "    \n",
    "    list_keys = ['account', 'erc-20 transfers', 'erc-721 transfers']\n",
    "    transfer_df = pd.DataFrame({list_keys[i]: [] for i in range(len(list_keys))})\n",
    "    \n",
    "    for account in accounts:\n",
    "        \n",
    "        account = account.strip()\n",
    "        erc20_transfer_data = get_erc20_transfer_data(account) \n",
    "        erc721_transfer_data = get_erc20_transfer_data(account) \n",
    "        \n",
    "        if type(erc20_transfer_data) != type(pd.DataFrame()):\n",
    "            erc20_transfer_data = None\n",
    "            \n",
    "        if type(erc721_transfer_data) != type(pd.DataFrame()):\n",
    "            erc721_transfer_data = None\n",
    "        \n",
    "        transfer_df = transfer_df.append(\n",
    "            {'account': account, \n",
    "             'erc-20 transfers': erc20_transfer_data,\n",
    "             'erc-721 transfers': erc721_transfer_data}, \n",
    "            ignore_index=True)\n",
    "    \n",
    "    return transfer_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0df8de9f",
   "metadata": {},
   "source": [
    "#### 💡 Note that will use this dataframe in the next section (finding tokens balance)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "de9e12c1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sending request to: https://api.etherscan.io/api?module=account&action=tokentx&address=0x2ee8D80de1c389f1254e94bc44D2d1Bc391eD402&sort=asc&apikey=A597SW8N2GJUNNTQXEYNEVAC8KCNBW51QD\n",
      "Sending request to: https://api.etherscan.io/api?module=account&action=tokentx&address=0x2ee8D80de1c389f1254e94bc44D2d1Bc391eD402&sort=asc&apikey=A597SW8N2GJUNNTQXEYNEVAC8KCNBW51QD\n",
      "Sending request to: https://api.etherscan.io/api?module=account&action=tokentx&address=0x486d582eed105cef4e4aa270c93b1e03fe5b04f3&sort=asc&apikey=A597SW8N2GJUNNTQXEYNEVAC8KCNBW51QD\n",
      "Sending request to: https://api.etherscan.io/api?module=account&action=tokentx&address=0x486d582eed105cef4e4aa270c93b1e03fe5b04f3&sort=asc&apikey=A597SW8N2GJUNNTQXEYNEVAC8KCNBW51QD\n",
      "Sending request to: https://api.etherscan.io/api?module=account&action=tokentx&address=0x0000000000000000000000000000000000000000&sort=asc&apikey=A597SW8N2GJUNNTQXEYNEVAC8KCNBW51QD\n",
      "Sending request to: https://api.etherscan.io/api?module=account&action=tokentx&address=0x0000000000000000000000000000000000000000&sort=asc&apikey=A597SW8N2GJUNNTQXEYNEVAC8KCNBW51QD\n",
      "Sending request to: https://api.etherscan.io/api?module=account&action=tokentx&address=0xad05b50b71d1c05e3309e9f99e633a21741b77d9&sort=asc&apikey=A597SW8N2GJUNNTQXEYNEVAC8KCNBW51QD\n",
      "Sending request to: https://api.etherscan.io/api?module=account&action=tokentx&address=0xad05b50b71d1c05e3309e9f99e633a21741b77d9&sort=asc&apikey=A597SW8N2GJUNNTQXEYNEVAC8KCNBW51QD\n",
      "Sending request to: https://api.etherscan.io/api?module=account&action=tokentx&address=0x5a64f54ca8af1eafbcb31fec17042fc05c10aa14&sort=asc&apikey=A597SW8N2GJUNNTQXEYNEVAC8KCNBW51QD\n",
      "Sending request to: https://api.etherscan.io/api?module=account&action=tokentx&address=0x5a64f54ca8af1eafbcb31fec17042fc05c10aa14&sort=asc&apikey=A597SW8N2GJUNNTQXEYNEVAC8KCNBW51QD\n",
      "Sending request to: https://api.etherscan.io/api?module=account&action=tokentx&address=0xFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF&sort=asc&apikey=A597SW8N2GJUNNTQXEYNEVAC8KCNBW51QD\n",
      "Sending request to: https://api.etherscan.io/api?module=account&action=tokentx&address=0xFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF&sort=asc&apikey=A597SW8N2GJUNNTQXEYNEVAC8KCNBW51QD\n",
      "Sending request to: https://api.etherscan.io/api?module=account&action=tokentx&address=FGTRY45YTHGFBGFHG&sort=asc&apikey=A597SW8N2GJUNNTQXEYNEVAC8KCNBW51QD\n",
      "ERROR forFGTRY45YTHGFBGFHG: Error! Invalid address format\n",
      "Sending request to: https://api.etherscan.io/api?module=account&action=tokentx&address=FGTRY45YTHGFBGFHG&sort=asc&apikey=A597SW8N2GJUNNTQXEYNEVAC8KCNBW51QD\n",
      "ERROR forFGTRY45YTHGFBGFHG: Error! Invalid address format\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>account</th>\n",
       "      <th>erc-20 transfers</th>\n",
       "      <th>erc-721 transfers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0x2ee8D80de1c389f1254e94bc44D2d1Bc391eD402</td>\n",
       "      <td>timeStamp                        ...</td>\n",
       "      <td>timeStamp                        ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>timeStamp                        ...</td>\n",
       "      <td>timeStamp                        ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>timeStamp                      ...</td>\n",
       "      <td>timeStamp                      ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0xad05b50b71d1c05e3309e9f99e633a21741b77d9</td>\n",
       "      <td>timeStamp                        ...</td>\n",
       "      <td>timeStamp                        ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0x5a64f54ca8af1eafbcb31fec17042fc05c10aa14</td>\n",
       "      <td>timeStamp                        ...</td>\n",
       "      <td>timeStamp                        ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0xFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF</td>\n",
       "      <td>timeStamp                      ...</td>\n",
       "      <td>timeStamp                      ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>FGTRY45YTHGFBGFHG</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      account  \\\n",
       "0  0x2ee8D80de1c389f1254e94bc44D2d1Bc391eD402   \n",
       "1  0x486d582eed105cef4e4aa270c93b1e03fe5b04f3   \n",
       "2  0x0000000000000000000000000000000000000000   \n",
       "3  0xad05b50b71d1c05e3309e9f99e633a21741b77d9   \n",
       "4  0x5a64f54ca8af1eafbcb31fec17042fc05c10aa14   \n",
       "5  0xFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF   \n",
       "6                           FGTRY45YTHGFBGFHG   \n",
       "\n",
       "                                    erc-20 transfers  \\\n",
       "0               timeStamp                        ...   \n",
       "1               timeStamp                        ...   \n",
       "2                 timeStamp                      ...   \n",
       "3               timeStamp                        ...   \n",
       "4               timeStamp                        ...   \n",
       "5                 timeStamp                      ...   \n",
       "6                                               None   \n",
       "\n",
       "                                   erc-721 transfers  \n",
       "0               timeStamp                        ...  \n",
       "1               timeStamp                        ...  \n",
       "2                 timeStamp                      ...  \n",
       "3               timeStamp                        ...  \n",
       "4               timeStamp                        ...  \n",
       "5                 timeStamp                      ...  \n",
       "6                                               None  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transfer_df = save_transfers_data_to_df()\n",
    "\n",
    "transfer_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c7b5ecd",
   "metadata": {},
   "source": [
    "#### 💡 To access any account transfer data, simply grab its column number:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "600fffc3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timeStamp</th>\n",
       "      <th>from</th>\n",
       "      <th>contractAddress</th>\n",
       "      <th>to</th>\n",
       "      <th>value</th>\n",
       "      <th>tokenName</th>\n",
       "      <th>tokenSymbol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-04-14 15:39:52</td>\n",
       "      <td>0xef784caf2d2001fb8fbb9678f9a0a1b83cd582dc</td>\n",
       "      <td>0xb47e3cd837ddf8e4c57f05d70ab865de6e193bbb</td>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>1.000000e-18</td>\n",
       "      <td>CRYPTOPUNKS</td>\n",
       "      <td>Ͼ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-09-14 19:19:17</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>1.000000e-09</td>\n",
       "      <td>CharPunk.Com</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-10-09 13:59:27</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>1.000000e-09</td>\n",
       "      <td>CharPunk.Com</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-10-10 16:40:56</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>1.000000e-09</td>\n",
       "      <td>CharPunk.Com</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-10-13 20:53:42</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>1.000000e-09</td>\n",
       "      <td>CharPunk.Com</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2021-10-16 11:35:44</td>\n",
       "      <td>0xcbdeb4ff6cb834a83bf438d26a2fb5e6f53319b7</td>\n",
       "      <td>0xcbdeb4ff6cb834a83bf438d26a2fb5e6f53319b7</td>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>1.000000e-09</td>\n",
       "      <td>PunkETH.io</td>\n",
       "      <td>NFT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2021-10-18 10:10:45</td>\n",
       "      <td>0xcbdeb4ff6cb834a83bf438d26a2fb5e6f53319b7</td>\n",
       "      <td>0xcbdeb4ff6cb834a83bf438d26a2fb5e6f53319b7</td>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>1.000000e-09</td>\n",
       "      <td>PunkETH.io</td>\n",
       "      <td>NFT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2021-10-18 23:00:41</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>1.000000e-09</td>\n",
       "      <td>CharPunk.Com</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2021-10-21 17:47:11</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>1.000000e-09</td>\n",
       "      <td>CharPunk.Com</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2021-10-26 00:03:57</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>1.000000e-09</td>\n",
       "      <td>CharPunk.Com</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2021-10-31 15:52:43</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>1.000000e-09</td>\n",
       "      <td>CharPunk.Com</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2021-11-02 13:08:16</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>1.000000e-09</td>\n",
       "      <td>CharPunk.Com</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2021-11-04 18:17:02</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>1.000000e-09</td>\n",
       "      <td>CharPunk.Com</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2021-11-13 11:41:40</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>1.000000e-09</td>\n",
       "      <td>CharPunk.Com</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2021-11-27 13:13:14</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>1.000000e-09</td>\n",
       "      <td>CharPunk.Com</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2021-12-11 19:47:15</td>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>0xb47e3cd837ddf8e4c57f05d70ab865de6e193bbb</td>\n",
       "      <td>0xfb7ccdb074b12e1c3bb3680b79473eea76a85c2f</td>\n",
       "      <td>1.000000e-18</td>\n",
       "      <td>CRYPTOPUNKS</td>\n",
       "      <td>Ͼ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2021-12-12 02:39:22</td>\n",
       "      <td>0x1cf7ab0872fd5fa15c55ed67404b255757ca0f1a</td>\n",
       "      <td>0xbd9515ff22188ecebaac76946cc9c7afcb52b6b3</td>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>2.800000e-17</td>\n",
       "      <td>Kitty Token</td>\n",
       "      <td>KITT</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             timeStamp                                        from  \\\n",
       "0  2021-04-14 15:39:52  0xef784caf2d2001fb8fbb9678f9a0a1b83cd582dc   \n",
       "1  2021-09-14 19:19:17  0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "2  2021-10-09 13:59:27  0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "3  2021-10-10 16:40:56  0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "4  2021-10-13 20:53:42  0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "5  2021-10-16 11:35:44  0xcbdeb4ff6cb834a83bf438d26a2fb5e6f53319b7   \n",
       "6  2021-10-18 10:10:45  0xcbdeb4ff6cb834a83bf438d26a2fb5e6f53319b7   \n",
       "7  2021-10-18 23:00:41  0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "8  2021-10-21 17:47:11  0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "9  2021-10-26 00:03:57  0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "10 2021-10-31 15:52:43  0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "11 2021-11-02 13:08:16  0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "12 2021-11-04 18:17:02  0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "13 2021-11-13 11:41:40  0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "14 2021-11-27 13:13:14  0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "15 2021-12-11 19:47:15  0x486d582eed105cef4e4aa270c93b1e03fe5b04f3   \n",
       "16 2021-12-12 02:39:22  0x1cf7ab0872fd5fa15c55ed67404b255757ca0f1a   \n",
       "\n",
       "                               contractAddress  \\\n",
       "0   0xb47e3cd837ddf8e4c57f05d70ab865de6e193bbb   \n",
       "1   0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "2   0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "3   0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "4   0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "5   0xcbdeb4ff6cb834a83bf438d26a2fb5e6f53319b7   \n",
       "6   0xcbdeb4ff6cb834a83bf438d26a2fb5e6f53319b7   \n",
       "7   0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "8   0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "9   0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "10  0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "11  0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "12  0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "13  0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "14  0x434d5875534d19fc7105281cf61dbfd1c93c8cb1   \n",
       "15  0xb47e3cd837ddf8e4c57f05d70ab865de6e193bbb   \n",
       "16  0xbd9515ff22188ecebaac76946cc9c7afcb52b6b3   \n",
       "\n",
       "                                            to         value     tokenName  \\\n",
       "0   0x486d582eed105cef4e4aa270c93b1e03fe5b04f3  1.000000e-18   CRYPTOPUNKS   \n",
       "1   0x486d582eed105cef4e4aa270c93b1e03fe5b04f3  1.000000e-09  CharPunk.Com   \n",
       "2   0x486d582eed105cef4e4aa270c93b1e03fe5b04f3  1.000000e-09  CharPunk.Com   \n",
       "3   0x486d582eed105cef4e4aa270c93b1e03fe5b04f3  1.000000e-09  CharPunk.Com   \n",
       "4   0x486d582eed105cef4e4aa270c93b1e03fe5b04f3  1.000000e-09  CharPunk.Com   \n",
       "5   0x486d582eed105cef4e4aa270c93b1e03fe5b04f3  1.000000e-09    PunkETH.io   \n",
       "6   0x486d582eed105cef4e4aa270c93b1e03fe5b04f3  1.000000e-09    PunkETH.io   \n",
       "7   0x486d582eed105cef4e4aa270c93b1e03fe5b04f3  1.000000e-09  CharPunk.Com   \n",
       "8   0x486d582eed105cef4e4aa270c93b1e03fe5b04f3  1.000000e-09  CharPunk.Com   \n",
       "9   0x486d582eed105cef4e4aa270c93b1e03fe5b04f3  1.000000e-09  CharPunk.Com   \n",
       "10  0x486d582eed105cef4e4aa270c93b1e03fe5b04f3  1.000000e-09  CharPunk.Com   \n",
       "11  0x486d582eed105cef4e4aa270c93b1e03fe5b04f3  1.000000e-09  CharPunk.Com   \n",
       "12  0x486d582eed105cef4e4aa270c93b1e03fe5b04f3  1.000000e-09  CharPunk.Com   \n",
       "13  0x486d582eed105cef4e4aa270c93b1e03fe5b04f3  1.000000e-09  CharPunk.Com   \n",
       "14  0x486d582eed105cef4e4aa270c93b1e03fe5b04f3  1.000000e-09  CharPunk.Com   \n",
       "15  0xfb7ccdb074b12e1c3bb3680b79473eea76a85c2f  1.000000e-18   CRYPTOPUNKS   \n",
       "16  0x486d582eed105cef4e4aa270c93b1e03fe5b04f3  2.800000e-17   Kitty Token   \n",
       "\n",
       "   tokenSymbol  \n",
       "0            Ͼ  \n",
       "1            C  \n",
       "2            C  \n",
       "3            C  \n",
       "4            C  \n",
       "5          NFT  \n",
       "6          NFT  \n",
       "7            C  \n",
       "8            C  \n",
       "9            C  \n",
       "10           C  \n",
       "11           C  \n",
       "12           C  \n",
       "13           C  \n",
       "14           C  \n",
       "15           Ͼ  \n",
       "16        KITT  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transfer_df.at[1, 'erc-20 transfers']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "2155569c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timeStamp</th>\n",
       "      <th>from</th>\n",
       "      <th>contractAddress</th>\n",
       "      <th>to</th>\n",
       "      <th>value</th>\n",
       "      <th>tokenName</th>\n",
       "      <th>tokenSymbol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-04-10 22:46:43</td>\n",
       "      <td>0xe060724dccc684959dc31ffdcdaff2cc600281a8</td>\n",
       "      <td>0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>Wrapped Ether</td>\n",
       "      <td>WETH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-04-10 22:46:43</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2</td>\n",
       "      <td>0x5b3256965e7c3cf26e11fcaf296dfc8807c01073</td>\n",
       "      <td>0.001250</td>\n",
       "      <td>Wrapped Ether</td>\n",
       "      <td>WETH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-06-02 20:16:01</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2</td>\n",
       "      <td>0x74de5d4fcbf63e00296fd95d33236b9794016631</td>\n",
       "      <td>0.081300</td>\n",
       "      <td>Wrapped Ether</td>\n",
       "      <td>WETH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-06-02 20:16:01</td>\n",
       "      <td>0x74de5d4fcbf63e00296fd95d33236b9794016631</td>\n",
       "      <td>0x6b175474e89094c44da98b954eedeac495271d0f</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>221.654593</td>\n",
       "      <td>Dai Stablecoin</td>\n",
       "      <td>DAI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-06-02 20:17:40</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x6b175474e89094c44da98b954eedeac495271d0f</td>\n",
       "      <td>0x4120c8c41656bae68d7e79872641fc8d716c3d42</td>\n",
       "      <td>221.654593</td>\n",
       "      <td>Dai Stablecoin</td>\n",
       "      <td>DAI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2021-07-09 23:16:50</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2</td>\n",
       "      <td>0x74de5d4fcbf63e00296fd95d33236b9794016631</td>\n",
       "      <td>0.320000</td>\n",
       "      <td>Wrapped Ether</td>\n",
       "      <td>WETH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2021-07-10 03:17:44</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2</td>\n",
       "      <td>0x74de5d4fcbf63e00296fd95d33236b9794016631</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>Wrapped Ether</td>\n",
       "      <td>WETH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2021-07-10 03:19:27</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2</td>\n",
       "      <td>0x74de5d4fcbf63e00296fd95d33236b9794016631</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>Wrapped Ether</td>\n",
       "      <td>WETH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2021-08-02 23:00:35</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2</td>\n",
       "      <td>0x74de5d4fcbf63e00296fd95d33236b9794016631</td>\n",
       "      <td>0.290000</td>\n",
       "      <td>Wrapped Ether</td>\n",
       "      <td>WETH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2021-08-10 21:41:25</td>\n",
       "      <td>0x5abfbe56553a5d794330eaccf556ca1d2a55647c</td>\n",
       "      <td>0x795065dcc9f64b5614c407a6efdc400da6221fb0</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.368371</td>\n",
       "      <td>SushiSwap LP Token</td>\n",
       "      <td>SLP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2021-08-10 21:45:24</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x795065dcc9f64b5614c407a6efdc400da6221fb0</td>\n",
       "      <td>0xc2edad668740f1aa35e4d8f227fb8e17dca888cd</td>\n",
       "      <td>0.368371</td>\n",
       "      <td>SushiSwap LP Token</td>\n",
       "      <td>SLP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2021-08-10 21:47:55</td>\n",
       "      <td>0x7a0a6906de7714d27413f5092ed1a0636a3fbc9a</td>\n",
       "      <td>0x06325440d014e39736583c165c2963ba99faf14e</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.049080</td>\n",
       "      <td>Curve.fi ETH/stETH</td>\n",
       "      <td>steCRV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2021-08-11 03:40:40</td>\n",
       "      <td>0x5abfbe56553a5d794330eaccf556ca1d2a55647c</td>\n",
       "      <td>0x795065dcc9f64b5614c407a6efdc400da6221fb0</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>2.144834</td>\n",
       "      <td>SushiSwap LP Token</td>\n",
       "      <td>SLP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2021-08-18 00:55:14</td>\n",
       "      <td>0x391e8501b626c623d39474afca6f9e46c2686649</td>\n",
       "      <td>0x6b175474e89094c44da98b954eedeac495271d0f</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>30.195074</td>\n",
       "      <td>Dai Stablecoin</td>\n",
       "      <td>DAI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2021-08-29 23:34:10</td>\n",
       "      <td>0xc2edad668740f1aa35e4d8f227fb8e17dca888cd</td>\n",
       "      <td>0x6b3595068778dd592e39a122f4f5a5cf09c90fe2</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.103542</td>\n",
       "      <td>SushiToken</td>\n",
       "      <td>SUSHI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2021-08-29 23:34:10</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x795065dcc9f64b5614c407a6efdc400da6221fb0</td>\n",
       "      <td>0xc2edad668740f1aa35e4d8f227fb8e17dca888cd</td>\n",
       "      <td>2.144834</td>\n",
       "      <td>SushiSwap LP Token</td>\n",
       "      <td>SLP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2021-09-02 23:46:24</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x06325440d014e39736583c165c2963ba99faf14e</td>\n",
       "      <td>0x182b723a58739a9c974cfdb385ceadb237453c28</td>\n",
       "      <td>0.049080</td>\n",
       "      <td>Curve.fi ETH/stETH</td>\n",
       "      <td>steCRV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2021-09-02 23:46:24</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x182b723a58739a9c974cfdb385ceadb237453c28</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.049080</td>\n",
       "      <td>Curve.fi steCRV Gauge Deposit</td>\n",
       "      <td>steCRV-gauge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2021-10-09 20:51:28</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x6b175474e89094c44da98b954eedeac495271d0f</td>\n",
       "      <td>0xe78388b4ce79068e89bf8aa7f218ef6b9ab0e9d0</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>Dai Stablecoin</td>\n",
       "      <td>DAI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2021-10-09 20:52:47</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2</td>\n",
       "      <td>0xe78388b4ce79068e89bf8aa7f218ef6b9ab0e9d0</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>Wrapped Ether</td>\n",
       "      <td>WETH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2021-10-29 20:03:07</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x93c0d19a989cb4762522e782158d10265895977c</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>Humans of Web3: We're all gonna make it</td>\n",
       "      <td>WAGMI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2021-11-11 06:06:10</td>\n",
       "      <td>0xc18360217d8f7ab5e7c516566761ea12ce7f9d72</td>\n",
       "      <td>0xc18360217d8f7ab5e7c516566761ea12ce7f9d72</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>307.274724</td>\n",
       "      <td>Ethereum Name Service</td>\n",
       "      <td>ENS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2021-11-19 05:56:31</td>\n",
       "      <td>0x5f65f7b609678448494de4c87521cdf6cef1e932</td>\n",
       "      <td>0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>Matic Token</td>\n",
       "      <td>MATIC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2021-11-19 07:09:30</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0</td>\n",
       "      <td>0x401f6c983ea34274ec46f84d70b31c151321188b</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>Matic Token</td>\n",
       "      <td>MATIC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2021-12-02 09:05:51</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xc18360217d8f7ab5e7c516566761ea12ce7f9d72</td>\n",
       "      <td>0xb9c4a5522a2f8ba9e2ff7063df8c02ed443337a3</td>\n",
       "      <td>307.274724</td>\n",
       "      <td>Ethereum Name Service</td>\n",
       "      <td>ENS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2021-12-15 09:21:53</td>\n",
       "      <td>0x22bc0693163ec3cee5ded3c2ee55ddbcb2ba9bbe</td>\n",
       "      <td>0x90275c752ff8e020cdeec4dec43318cf569fd445</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>Jenil Thakker</td>\n",
       "      <td>JENIL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2021-12-25 06:38:37</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x3b484b82567a09e2588a13d54d032153f0c0aee0</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>13785835.356500</td>\n",
       "      <td>SOS</td>\n",
       "      <td>SOS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2021-12-27 11:06:59</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x3b484b82567a09e2588a13d54d032153f0c0aee0</td>\n",
       "      <td>0xb84c45174bfc6b8f3eaecbae11dee63114f5c1b2</td>\n",
       "      <td>13785835.356500</td>\n",
       "      <td>SOS</td>\n",
       "      <td>SOS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2021-12-27 11:06:59</td>\n",
       "      <td>0x69b81152c5a8d35a67b32a4d3772795d96cae4da</td>\n",
       "      <td>0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Olympus</td>\n",
       "      <td>OHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2021-12-27 11:16:09</td>\n",
       "      <td>0xc2edad668740f1aa35e4d8f227fb8e17dca888cd</td>\n",
       "      <td>0x6b3595068778dd592e39a122f4f5a5cf09c90fe2</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>2.304358</td>\n",
       "      <td>SushiToken</td>\n",
       "      <td>SUSHI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2021-12-27 11:16:09</td>\n",
       "      <td>0xc2edad668740f1aa35e4d8f227fb8e17dca888cd</td>\n",
       "      <td>0x795065dcc9f64b5614c407a6efdc400da6221fb0</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>2.513205</td>\n",
       "      <td>SushiSwap LP Token</td>\n",
       "      <td>SLP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2021-12-27 11:20:22</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5</td>\n",
       "      <td>0xb63cac384247597756545b500253ff8e607a8020</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Olympus</td>\n",
       "      <td>OHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2021-12-27 11:20:22</td>\n",
       "      <td>0x0ab87046fbb341d058f17cbc4c1133f25a20a52f</td>\n",
       "      <td>0x0ab87046fbb341d058f17cbc4c1133f25a20a52f</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.004418</td>\n",
       "      <td>Governance OHM</td>\n",
       "      <td>gOHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2021-12-27 11:33:32</td>\n",
       "      <td>0x69b81152c5a8d35a67b32a4d3772795d96cae4da</td>\n",
       "      <td>0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Olympus</td>\n",
       "      <td>OHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2021-12-27 12:21:01</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5</td>\n",
       "      <td>0xb63cac384247597756545b500253ff8e607a8020</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Olympus</td>\n",
       "      <td>OHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2021-12-27 12:21:01</td>\n",
       "      <td>0x0ab87046fbb341d058f17cbc4c1133f25a20a52f</td>\n",
       "      <td>0x0ab87046fbb341d058f17cbc4c1133f25a20a52f</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.000917</td>\n",
       "      <td>Governance OHM</td>\n",
       "      <td>gOHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2021-12-27 14:39:38</td>\n",
       "      <td>0x527f4624109988022318c10df40c33968b72bf8e</td>\n",
       "      <td>0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>Matic Token</td>\n",
       "      <td>MATIC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2021-12-28 09:37:17</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x0ab87046fbb341d058f17cbc4c1133f25a20a52f</td>\n",
       "      <td>0xf382ee4c0c752c41d083cbf2106506884787c190</td>\n",
       "      <td>0.005336</td>\n",
       "      <td>Governance OHM</td>\n",
       "      <td>gOHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2022-02-06 22:39:19</td>\n",
       "      <td>0x34b13f8cd184f55d0bd4dd1fe6c07d46f245c7ed</td>\n",
       "      <td>0x1494ca1f11d487c2bbe4543e90080aeba4ba3c2b</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>1.009998</td>\n",
       "      <td>DefiPulse Index</td>\n",
       "      <td>DPI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2022-02-07 20:21:48</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0x9500b696f00ae82ca97d06379cf0a2b60b467040</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>300.000000</td>\n",
       "      <td>Balance</td>\n",
       "      <td>LFG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2022-02-13 06:56:07</td>\n",
       "      <td>0x4787297da1fb12244c72e0ef175cbcf324cb5234</td>\n",
       "      <td>0xc69e8504fdfbe3fa8857b4928331846f3760ffcc</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>Midsummer Governance Token</td>\n",
       "      <td>REEL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2022-02-13 20:57:57</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0</td>\n",
       "      <td>0x401f6c983ea34274ec46f84d70b31c151321188b</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>Matic Token</td>\n",
       "      <td>MATIC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2022-02-16 17:44:19</td>\n",
       "      <td>0x0b31dc6eedf9aa38d34980085b96a9669d96be9b</td>\n",
       "      <td>0x0ab87046fbb341d058f17cbc4c1133f25a20a52f</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.389643</td>\n",
       "      <td>Governance OHM</td>\n",
       "      <td>gOHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2022-02-16 17:44:52</td>\n",
       "      <td>0xf382ee4c0c752c41d083cbf2106506884787c190</td>\n",
       "      <td>0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>Matic Token</td>\n",
       "      <td>MATIC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2022-02-16 17:45:31</td>\n",
       "      <td>0xf382ee4c0c752c41d083cbf2106506884787c190</td>\n",
       "      <td>0x0ab87046fbb341d058f17cbc4c1133f25a20a52f</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.135216</td>\n",
       "      <td>Governance OHM</td>\n",
       "      <td>gOHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2022-02-16 18:17:25</td>\n",
       "      <td>0x70b0969a069516e117aa777fc87b819d0334a419</td>\n",
       "      <td>0x7e9d8f07a64e363e97a648904a89fb4cd5fb94cd</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>Forefront</td>\n",
       "      <td>FF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2022-02-16 18:22:02</td>\n",
       "      <td>0x5f65f7b609678448494de4c87521cdf6cef1e932</td>\n",
       "      <td>0xa0b86991c6218b36c1d19d4a2e9eb0ce3606eb48</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>USD Coin</td>\n",
       "      <td>USDC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2022-02-16 18:22:02</td>\n",
       "      <td>0x5f65f7b609678448494de4c87521cdf6cef1e932</td>\n",
       "      <td>0x18aaa7115705e8be94bffebde57af9bfc265b998</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>56.680566</td>\n",
       "      <td>Audius</td>\n",
       "      <td>AUDIO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2022-02-16 18:42:22</td>\n",
       "      <td>0x5f65f7b609678448494de4c87521cdf6cef1e932</td>\n",
       "      <td>0x1f9840a85d5af5bf1d1762f925bdaddc4201f984</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>5.820733</td>\n",
       "      <td>Uniswap</td>\n",
       "      <td>UNI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2022-02-16 18:43:40</td>\n",
       "      <td>0x5f65f7b609678448494de4c87521cdf6cef1e932</td>\n",
       "      <td>0xc944e90c64b2c07662a292be6244bdf05cda44a7</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>69.796663</td>\n",
       "      <td>Graph Token</td>\n",
       "      <td>GRT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2022-02-16 18:45:45</td>\n",
       "      <td>0x5f65f7b609678448494de4c87521cdf6cef1e932</td>\n",
       "      <td>0x58b6a8a3302369daec383334672404ee733ab239</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>10.549045</td>\n",
       "      <td>Livepeer Token</td>\n",
       "      <td>LPT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2022-02-16 19:33:54</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0xa0b86991c6218b36c1d19d4a2e9eb0ce3606eb48</td>\n",
       "      <td>0x40ec5b33f54e0e8a33a975908c5ba1c14e5bbbdf</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>USD Coin</td>\n",
       "      <td>USDC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2022-02-16 22:20:26</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x0ab87046fbb341d058f17cbc4c1133f25a20a52f</td>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>0.515395</td>\n",
       "      <td>Governance OHM</td>\n",
       "      <td>gOHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2022-02-16 22:20:26</td>\n",
       "      <td>0xb63cac384247597756545b500253ff8e607a8020</td>\n",
       "      <td>0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Olympus</td>\n",
       "      <td>OHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2022-02-16 23:35:38</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5</td>\n",
       "      <td>0x584ec2562b937c4ac0452184d8d83346382b5d3a</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Olympus</td>\n",
       "      <td>OHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2022-02-19 12:31:24</td>\n",
       "      <td>0x5b98ffed5fc15bee1d3a4e6190c3504620d75c5f</td>\n",
       "      <td>0xf0035f8146a62cb2554be61b4baca6425a13f0c9</td>\n",
       "      <td>0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402</td>\n",
       "      <td>100.000000</td>\n",
       "      <td></td>\n",
       "      <td>DDD</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             timeStamp                                        from  \\\n",
       "0  2021-04-10 22:46:43  0xe060724dccc684959dc31ffdcdaff2cc600281a8   \n",
       "1  2021-04-10 22:46:43  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "2  2021-06-02 20:16:01  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "3  2021-06-02 20:16:01  0x74de5d4fcbf63e00296fd95d33236b9794016631   \n",
       "4  2021-06-02 20:17:40  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "5  2021-07-09 23:16:50  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "6  2021-07-10 03:17:44  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "7  2021-07-10 03:19:27  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "8  2021-08-02 23:00:35  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "9  2021-08-10 21:41:25  0x5abfbe56553a5d794330eaccf556ca1d2a55647c   \n",
       "10 2021-08-10 21:45:24  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "11 2021-08-10 21:47:55  0x7a0a6906de7714d27413f5092ed1a0636a3fbc9a   \n",
       "12 2021-08-11 03:40:40  0x5abfbe56553a5d794330eaccf556ca1d2a55647c   \n",
       "13 2021-08-18 00:55:14  0x391e8501b626c623d39474afca6f9e46c2686649   \n",
       "14 2021-08-29 23:34:10  0xc2edad668740f1aa35e4d8f227fb8e17dca888cd   \n",
       "15 2021-08-29 23:34:10  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "16 2021-09-02 23:46:24  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "17 2021-09-02 23:46:24  0x0000000000000000000000000000000000000000   \n",
       "18 2021-10-09 20:51:28  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "19 2021-10-09 20:52:47  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "20 2021-10-29 20:03:07  0x0000000000000000000000000000000000000000   \n",
       "21 2021-11-11 06:06:10  0xc18360217d8f7ab5e7c516566761ea12ce7f9d72   \n",
       "22 2021-11-19 05:56:31  0x5f65f7b609678448494de4c87521cdf6cef1e932   \n",
       "23 2021-11-19 07:09:30  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "24 2021-12-02 09:05:51  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "25 2021-12-15 09:21:53  0x22bc0693163ec3cee5ded3c2ee55ddbcb2ba9bbe   \n",
       "26 2021-12-25 06:38:37  0x0000000000000000000000000000000000000000   \n",
       "27 2021-12-27 11:06:59  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "28 2021-12-27 11:06:59  0x69b81152c5a8d35a67b32a4d3772795d96cae4da   \n",
       "29 2021-12-27 11:16:09  0xc2edad668740f1aa35e4d8f227fb8e17dca888cd   \n",
       "30 2021-12-27 11:16:09  0xc2edad668740f1aa35e4d8f227fb8e17dca888cd   \n",
       "31 2021-12-27 11:20:22  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "32 2021-12-27 11:20:22  0x0ab87046fbb341d058f17cbc4c1133f25a20a52f   \n",
       "33 2021-12-27 11:33:32  0x69b81152c5a8d35a67b32a4d3772795d96cae4da   \n",
       "34 2021-12-27 12:21:01  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "35 2021-12-27 12:21:01  0x0ab87046fbb341d058f17cbc4c1133f25a20a52f   \n",
       "36 2021-12-27 14:39:38  0x527f4624109988022318c10df40c33968b72bf8e   \n",
       "37 2021-12-28 09:37:17  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "38 2022-02-06 22:39:19  0x34b13f8cd184f55d0bd4dd1fe6c07d46f245c7ed   \n",
       "39 2022-02-07 20:21:48  0x0000000000000000000000000000000000000000   \n",
       "40 2022-02-13 06:56:07  0x4787297da1fb12244c72e0ef175cbcf324cb5234   \n",
       "41 2022-02-13 20:57:57  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "42 2022-02-16 17:44:19  0x0b31dc6eedf9aa38d34980085b96a9669d96be9b   \n",
       "43 2022-02-16 17:44:52  0xf382ee4c0c752c41d083cbf2106506884787c190   \n",
       "44 2022-02-16 17:45:31  0xf382ee4c0c752c41d083cbf2106506884787c190   \n",
       "45 2022-02-16 18:17:25  0x70b0969a069516e117aa777fc87b819d0334a419   \n",
       "46 2022-02-16 18:22:02  0x5f65f7b609678448494de4c87521cdf6cef1e932   \n",
       "47 2022-02-16 18:22:02  0x5f65f7b609678448494de4c87521cdf6cef1e932   \n",
       "48 2022-02-16 18:42:22  0x5f65f7b609678448494de4c87521cdf6cef1e932   \n",
       "49 2022-02-16 18:43:40  0x5f65f7b609678448494de4c87521cdf6cef1e932   \n",
       "50 2022-02-16 18:45:45  0x5f65f7b609678448494de4c87521cdf6cef1e932   \n",
       "51 2022-02-16 19:33:54  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "52 2022-02-16 22:20:26  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "53 2022-02-16 22:20:26  0xb63cac384247597756545b500253ff8e607a8020   \n",
       "54 2022-02-16 23:35:38  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402   \n",
       "55 2022-02-19 12:31:24  0x5b98ffed5fc15bee1d3a4e6190c3504620d75c5f   \n",
       "\n",
       "                               contractAddress  \\\n",
       "0   0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2   \n",
       "1   0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2   \n",
       "2   0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2   \n",
       "3   0x6b175474e89094c44da98b954eedeac495271d0f   \n",
       "4   0x6b175474e89094c44da98b954eedeac495271d0f   \n",
       "5   0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2   \n",
       "6   0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2   \n",
       "7   0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2   \n",
       "8   0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2   \n",
       "9   0x795065dcc9f64b5614c407a6efdc400da6221fb0   \n",
       "10  0x795065dcc9f64b5614c407a6efdc400da6221fb0   \n",
       "11  0x06325440d014e39736583c165c2963ba99faf14e   \n",
       "12  0x795065dcc9f64b5614c407a6efdc400da6221fb0   \n",
       "13  0x6b175474e89094c44da98b954eedeac495271d0f   \n",
       "14  0x6b3595068778dd592e39a122f4f5a5cf09c90fe2   \n",
       "15  0x795065dcc9f64b5614c407a6efdc400da6221fb0   \n",
       "16  0x06325440d014e39736583c165c2963ba99faf14e   \n",
       "17  0x182b723a58739a9c974cfdb385ceadb237453c28   \n",
       "18  0x6b175474e89094c44da98b954eedeac495271d0f   \n",
       "19  0xc02aaa39b223fe8d0a0e5c4f27ead9083c756cc2   \n",
       "20  0x93c0d19a989cb4762522e782158d10265895977c   \n",
       "21  0xc18360217d8f7ab5e7c516566761ea12ce7f9d72   \n",
       "22  0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0   \n",
       "23  0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0   \n",
       "24  0xc18360217d8f7ab5e7c516566761ea12ce7f9d72   \n",
       "25  0x90275c752ff8e020cdeec4dec43318cf569fd445   \n",
       "26  0x3b484b82567a09e2588a13d54d032153f0c0aee0   \n",
       "27  0x3b484b82567a09e2588a13d54d032153f0c0aee0   \n",
       "28  0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5   \n",
       "29  0x6b3595068778dd592e39a122f4f5a5cf09c90fe2   \n",
       "30  0x795065dcc9f64b5614c407a6efdc400da6221fb0   \n",
       "31  0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5   \n",
       "32  0x0ab87046fbb341d058f17cbc4c1133f25a20a52f   \n",
       "33  0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5   \n",
       "34  0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5   \n",
       "35  0x0ab87046fbb341d058f17cbc4c1133f25a20a52f   \n",
       "36  0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0   \n",
       "37  0x0ab87046fbb341d058f17cbc4c1133f25a20a52f   \n",
       "38  0x1494ca1f11d487c2bbe4543e90080aeba4ba3c2b   \n",
       "39  0x9500b696f00ae82ca97d06379cf0a2b60b467040   \n",
       "40  0xc69e8504fdfbe3fa8857b4928331846f3760ffcc   \n",
       "41  0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0   \n",
       "42  0x0ab87046fbb341d058f17cbc4c1133f25a20a52f   \n",
       "43  0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0   \n",
       "44  0x0ab87046fbb341d058f17cbc4c1133f25a20a52f   \n",
       "45  0x7e9d8f07a64e363e97a648904a89fb4cd5fb94cd   \n",
       "46  0xa0b86991c6218b36c1d19d4a2e9eb0ce3606eb48   \n",
       "47  0x18aaa7115705e8be94bffebde57af9bfc265b998   \n",
       "48  0x1f9840a85d5af5bf1d1762f925bdaddc4201f984   \n",
       "49  0xc944e90c64b2c07662a292be6244bdf05cda44a7   \n",
       "50  0x58b6a8a3302369daec383334672404ee733ab239   \n",
       "51  0xa0b86991c6218b36c1d19d4a2e9eb0ce3606eb48   \n",
       "52  0x0ab87046fbb341d058f17cbc4c1133f25a20a52f   \n",
       "53  0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5   \n",
       "54  0x64aa3364f17a4d01c6f1751fd97c2bd3d7e7f1d5   \n",
       "55  0xf0035f8146a62cb2554be61b4baca6425a13f0c9   \n",
       "\n",
       "                                            to            value  \\\n",
       "0   0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.050000   \n",
       "1   0x5b3256965e7c3cf26e11fcaf296dfc8807c01073         0.001250   \n",
       "2   0x74de5d4fcbf63e00296fd95d33236b9794016631         0.081300   \n",
       "3   0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402       221.654593   \n",
       "4   0x4120c8c41656bae68d7e79872641fc8d716c3d42       221.654593   \n",
       "5   0x74de5d4fcbf63e00296fd95d33236b9794016631         0.320000   \n",
       "6   0x74de5d4fcbf63e00296fd95d33236b9794016631         0.010000   \n",
       "7   0x74de5d4fcbf63e00296fd95d33236b9794016631         0.010000   \n",
       "8   0x74de5d4fcbf63e00296fd95d33236b9794016631         0.290000   \n",
       "9   0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.368371   \n",
       "10  0xc2edad668740f1aa35e4d8f227fb8e17dca888cd         0.368371   \n",
       "11  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.049080   \n",
       "12  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         2.144834   \n",
       "13  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402        30.195074   \n",
       "14  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.103542   \n",
       "15  0xc2edad668740f1aa35e4d8f227fb8e17dca888cd         2.144834   \n",
       "16  0x182b723a58739a9c974cfdb385ceadb237453c28         0.049080   \n",
       "17  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.049080   \n",
       "18  0xe78388b4ce79068e89bf8aa7f218ef6b9ab0e9d0        30.000000   \n",
       "19  0xe78388b4ce79068e89bf8aa7f218ef6b9ab0e9d0         0.040000   \n",
       "20  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         5.000000   \n",
       "21  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402       307.274724   \n",
       "22  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402        19.000000   \n",
       "23  0x401f6c983ea34274ec46f84d70b31c151321188b        19.000000   \n",
       "24  0xb9c4a5522a2f8ba9e2ff7063df8c02ed443337a3       307.274724   \n",
       "25  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402       500.000000   \n",
       "26  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402  13785835.356500   \n",
       "27  0xb84c45174bfc6b8f3eaecbae11dee63114f5c1b2  13785835.356500   \n",
       "28  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.000000   \n",
       "29  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         2.304358   \n",
       "30  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         2.513205   \n",
       "31  0xb63cac384247597756545b500253ff8e607a8020         0.000000   \n",
       "32  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.004418   \n",
       "33  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.000000   \n",
       "34  0xb63cac384247597756545b500253ff8e607a8020         0.000000   \n",
       "35  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.000917   \n",
       "36  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402        50.000000   \n",
       "37  0xf382ee4c0c752c41d083cbf2106506884787c190         0.005336   \n",
       "38  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         1.009998   \n",
       "39  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402       300.000000   \n",
       "40  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402        50.000000   \n",
       "41  0x401f6c983ea34274ec46f84d70b31c151321188b         1.000000   \n",
       "42  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.389643   \n",
       "43  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         6.000000   \n",
       "44  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.135216   \n",
       "45  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         1.000000   \n",
       "46  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.000000   \n",
       "47  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402        56.680566   \n",
       "48  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         5.820733   \n",
       "49  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402        69.796663   \n",
       "50  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402        10.549045   \n",
       "51  0x40ec5b33f54e0e8a33a975908c5ba1c14e5bbbdf         0.000000   \n",
       "52  0x0000000000000000000000000000000000000000         0.515395   \n",
       "53  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402         0.000000   \n",
       "54  0x584ec2562b937c4ac0452184d8d83346382b5d3a         0.000000   \n",
       "55  0x2ee8d80de1c389f1254e94bc44d2d1bc391ed402       100.000000   \n",
       "\n",
       "                                  tokenName   tokenSymbol  \n",
       "0                             Wrapped Ether          WETH  \n",
       "1                             Wrapped Ether          WETH  \n",
       "2                             Wrapped Ether          WETH  \n",
       "3                            Dai Stablecoin           DAI  \n",
       "4                            Dai Stablecoin           DAI  \n",
       "5                             Wrapped Ether          WETH  \n",
       "6                             Wrapped Ether          WETH  \n",
       "7                             Wrapped Ether          WETH  \n",
       "8                             Wrapped Ether          WETH  \n",
       "9                        SushiSwap LP Token           SLP  \n",
       "10                       SushiSwap LP Token           SLP  \n",
       "11                       Curve.fi ETH/stETH        steCRV  \n",
       "12                       SushiSwap LP Token           SLP  \n",
       "13                           Dai Stablecoin           DAI  \n",
       "14                               SushiToken         SUSHI  \n",
       "15                       SushiSwap LP Token           SLP  \n",
       "16                       Curve.fi ETH/stETH        steCRV  \n",
       "17            Curve.fi steCRV Gauge Deposit  steCRV-gauge  \n",
       "18                           Dai Stablecoin           DAI  \n",
       "19                            Wrapped Ether          WETH  \n",
       "20  Humans of Web3: We're all gonna make it         WAGMI  \n",
       "21                    Ethereum Name Service           ENS  \n",
       "22                              Matic Token         MATIC  \n",
       "23                              Matic Token         MATIC  \n",
       "24                    Ethereum Name Service           ENS  \n",
       "25                            Jenil Thakker         JENIL  \n",
       "26                                      SOS           SOS  \n",
       "27                                      SOS           SOS  \n",
       "28                                  Olympus           OHM  \n",
       "29                               SushiToken         SUSHI  \n",
       "30                       SushiSwap LP Token           SLP  \n",
       "31                                  Olympus           OHM  \n",
       "32                           Governance OHM          gOHM  \n",
       "33                                  Olympus           OHM  \n",
       "34                                  Olympus           OHM  \n",
       "35                           Governance OHM          gOHM  \n",
       "36                              Matic Token         MATIC  \n",
       "37                           Governance OHM          gOHM  \n",
       "38                          DefiPulse Index           DPI  \n",
       "39                                  Balance           LFG  \n",
       "40               Midsummer Governance Token          REEL  \n",
       "41                              Matic Token         MATIC  \n",
       "42                           Governance OHM          gOHM  \n",
       "43                              Matic Token         MATIC  \n",
       "44                           Governance OHM          gOHM  \n",
       "45                                Forefront            FF  \n",
       "46                                 USD Coin          USDC  \n",
       "47                                   Audius         AUDIO  \n",
       "48                                  Uniswap           UNI  \n",
       "49                              Graph Token           GRT  \n",
       "50                           Livepeer Token           LPT  \n",
       "51                                 USD Coin          USDC  \n",
       "52                           Governance OHM          gOHM  \n",
       "53                                  Olympus           OHM  \n",
       "54                                  Olympus           OHM  \n",
       "55                                                    DDD  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transfer_df.at[0, 'erc-721 transfers']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "368cddd5",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>\n",
    "\n",
    "### Saving dataframe to disk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "72dabfaa",
   "metadata": {},
   "outputs": [],
   "source": [
    "output_path = os.path.join(OUTPUT_DIR, 'transfer_data.csv')\n",
    "save_df(transfer_df, output_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90e7e6b5",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "\n",
    "\n",
    "## 3. Current token balance\n",
    "\n",
    "<br>\n",
    "<br>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01a89ddf",
   "metadata": {},
   "source": [
    "For each account, we are interested in finding out the current ERC-20 token balance. \n",
    "For this goal, we will continue leveraging Etherscan API to retrieve token balances for each account through the token's contract."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "20ba6303",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_contract_set(account_df) -> set():\n",
    "    return set(account_df['contractAddress'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e0e66640",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_tokens_balance(contracts):\n",
    "\n",
    "    token_balance_df = pd.DataFrame()   \n",
    "    \n",
    "    for contract in contracts:\n",
    "        \n",
    "        query = '?module=account&action=tokenbalance&contractaddress={0}&address={1}&tag=latest&apikey={2}'.format(contract, account, ETHERSCAN_API)\n",
    "        response = send_request(query, less_log=True)\n",
    "\n",
    "        if handle_KeyError(response, 'message') == 'OK'and int(handle_KeyError(response, 'result')) != 0.0:\n",
    "            balance = wei_to_eth(int(handle_KeyError(response, 'result')))\n",
    "            token_balance_df = token_balance_df.append(\n",
    "                    {\n",
    "                        'contract': contract,\n",
    "                        'balance': balance\n",
    "                    }, ignore_index=True)\n",
    "\n",
    "    return token_balance_df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "55be653e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_account_contracts(transfer_df):\n",
    "    \n",
    "    tokens_balance_df = pd.DataFrame() \n",
    "    \n",
    "    for item in range(len(ADDRESS_LIST_DATA)):\n",
    "\n",
    "        account = transfer_df.at[item, 'account']\n",
    "        contracts_list = transfer_df.at[item, 'erc-721 transfers']\n",
    "        \n",
    "        if type(contracts_list) != type(pd.DataFrame()):\n",
    "            balances_df = None\n",
    "        else:\n",
    "            balances_df = get_tokens_balance(get_contract_set(contracts_list))\n",
    "        \n",
    "        tokens_balance_df = tokens_balance_df.append(\n",
    "            {\n",
    "                'account': account,\n",
    "                'tokens balance': balances_df\n",
    "            }, ignore_index=True)\n",
    "    \n",
    "    return tokens_balance_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "fccfa087",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>account</th>\n",
       "      <th>tokens balance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0x2ee8D80de1c389f1254e94bc44D2d1Bc391eD402</td>\n",
       "      <td>balance                                ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>balance                               ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>Empty DataFrame\n",
       "Columns: []\n",
       "Index: []</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0xad05b50b71d1c05e3309e9f99e633a21741b77d9</td>\n",
       "      <td>balance                                  ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0x5a64f54ca8af1eafbcb31fec17042fc05c10aa14</td>\n",
       "      <td>balance                                   ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0xFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF</td>\n",
       "      <td>balance                                 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>FGTRY45YTHGFBGFHG</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      account  \\\n",
       "0  0x2ee8D80de1c389f1254e94bc44D2d1Bc391eD402   \n",
       "1  0x486d582eed105cef4e4aa270c93b1e03fe5b04f3   \n",
       "2  0x0000000000000000000000000000000000000000   \n",
       "3  0xad05b50b71d1c05e3309e9f99e633a21741b77d9   \n",
       "4  0x5a64f54ca8af1eafbcb31fec17042fc05c10aa14   \n",
       "5  0xFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF   \n",
       "6                           FGTRY45YTHGFBGFHG   \n",
       "\n",
       "                                      tokens balance  \n",
       "0         balance                                ...  \n",
       "1          balance                               ...  \n",
       "2              Empty DataFrame\n",
       "Columns: []\n",
       "Index: []  \n",
       "3       balance                                  ...  \n",
       "4      balance                                   ...  \n",
       "5        balance                                 ...  \n",
       "6                                               None  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokens_balance_df = get_account_contracts(transfer_df)\n",
    "\n",
    "tokens_balance_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92ee150c",
   "metadata": {},
   "source": [
    "#### 💡 At any time, we can retrieve an account tokens balance info with:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "3db1ce02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>balance</th>\n",
       "      <th>contract</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>0x93c0d19a989cb4762522e782158d10265895977c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5.820733</td>\n",
       "      <td>0x1f9840a85d5af5bf1d1762f925bdaddc4201f984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.513205</td>\n",
       "      <td>0x795065dcc9f64b5614c407a6efdc400da6221fb0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0x7e9d8f07a64e363e97a648904a89fb4cd5fb94cd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.009998</td>\n",
       "      <td>0x1494ca1f11d487c2bbe4543e90080aeba4ba3c2b</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>55.000000</td>\n",
       "      <td>0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>300.000000</td>\n",
       "      <td>0x9500b696f00ae82ca97d06379cf0a2b60b467040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>69.796663</td>\n",
       "      <td>0xc944e90c64b2c07662a292be6244bdf05cda44a7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>0xf0035f8146a62cb2554be61b4baca6425a13f0c9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>500.000000</td>\n",
       "      <td>0x90275c752ff8e020cdeec4dec43318cf569fd445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2.407900</td>\n",
       "      <td>0x6b3595068778dd592e39a122f4f5a5cf09c90fe2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>56.680566</td>\n",
       "      <td>0x18aaa7115705e8be94bffebde57af9bfc265b998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.049080</td>\n",
       "      <td>0x182b723a58739a9c974cfdb385ceadb237453c28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.009464</td>\n",
       "      <td>0x0ab87046fbb341d058f17cbc4c1133f25a20a52f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>50.000000</td>\n",
       "      <td>0xc69e8504fdfbe3fa8857b4928331846f3760ffcc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>10.549045</td>\n",
       "      <td>0x58b6a8a3302369daec383334672404ee733ab239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.195074</td>\n",
       "      <td>0x6b175474e89094c44da98b954eedeac495271d0f</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       balance                                    contract\n",
       "0     5.000000  0x93c0d19a989cb4762522e782158d10265895977c\n",
       "1     5.820733  0x1f9840a85d5af5bf1d1762f925bdaddc4201f984\n",
       "2     2.513205  0x795065dcc9f64b5614c407a6efdc400da6221fb0\n",
       "3     1.000000  0x7e9d8f07a64e363e97a648904a89fb4cd5fb94cd\n",
       "4     1.009998  0x1494ca1f11d487c2bbe4543e90080aeba4ba3c2b\n",
       "5    55.000000  0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0\n",
       "6   300.000000  0x9500b696f00ae82ca97d06379cf0a2b60b467040\n",
       "7    69.796663  0xc944e90c64b2c07662a292be6244bdf05cda44a7\n",
       "8   100.000000  0xf0035f8146a62cb2554be61b4baca6425a13f0c9\n",
       "9   500.000000  0x90275c752ff8e020cdeec4dec43318cf569fd445\n",
       "10    2.407900  0x6b3595068778dd592e39a122f4f5a5cf09c90fe2\n",
       "11   56.680566  0x18aaa7115705e8be94bffebde57af9bfc265b998\n",
       "12    0.049080  0x182b723a58739a9c974cfdb385ceadb237453c28\n",
       "13    0.009464  0x0ab87046fbb341d058f17cbc4c1133f25a20a52f\n",
       "14   50.000000  0xc69e8504fdfbe3fa8857b4928331846f3760ffcc\n",
       "15   10.549045  0x58b6a8a3302369daec383334672404ee733ab239\n",
       "16    0.195074  0x6b175474e89094c44da98b954eedeac495271d0f"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokens_balance_df.at[0, 'tokens balance']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72d1d87c",
   "metadata": {},
   "source": [
    "### Cleaning up the data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ebfdc838",
   "metadata": {},
   "source": [
    "The data above is nice, but it's hard to know what token each contract represents. Because Etherscan does not offer a contract lookup for free accounts, we will leverage the [web3.py](https://web3py.readthedocs.io/en/stable/) library to complete our data with this info.\n",
    "\n",
    "Let's create a global instance of this provider that can be used for all the queries in the methods below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "33fd9895",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w3 = Web3(Web3.HTTPProvider(INFURA_URL))\n",
    "w3.isConnected()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "aac38f51",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_token_symbol(contract) -> str:\n",
    "    contract = Web3.toChecksumAddress(contract)\n",
    "    minimal_abi = [{\"inputs\":[],\"name\": \"symbol\",\"outputs\":[{\"name\": \"\",\"type\": \"string\"}],\"type\": \"function\"},]\n",
    "    contract = w3.eth.contract(contract, abi=minimal_abi)\n",
    "    return contract.functions.symbol().call()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "d17e7479",
   "metadata": {},
   "outputs": [],
   "source": [
    "def format_float(num) -> float:\n",
    "    FLOAT_PRECISION = '.6f'\n",
    "    return format(float(num), FLOAT_PRECISION)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "1f582840",
   "metadata": {},
   "outputs": [],
   "source": [
    "def cleaning_tokens_balance_dt(tokens_balance_df):\n",
    "    \n",
    "    new_tokens_balance_df = pd.DataFrame()\n",
    "    \n",
    "    for row in range(len(ADDRESS_LIST_DATA)):\n",
    "        \n",
    "        account = tokens_balance_df.at[row, 'account']\n",
    "        contracts_df = tokens_balance_df.at[row, 'tokens balance']\n",
    "        \n",
    "        if type(contracts_df) != type(pd.DataFrame()) or contracts_df.empty:\n",
    "            continue\n",
    "        \n",
    "        for i, contract in enumerate(contracts_df['contract']):\n",
    "            \n",
    "            balance = format_float(contracts_df.at[i, 'balance'])\n",
    "            token_symbol = get_token_symbol(contract)\n",
    "          \n",
    "            new_tokens_balance_df = new_tokens_balance_df.append({\n",
    "                'contract': contract,\n",
    "                'balance':  balance,\n",
    "                'symbol': token_symbol\n",
    "            }, ignore_index=True)\n",
    "    \n",
    "        tokens_balance_df.at[row, 'tokens balance'] = new_tokens_balance_df\n",
    "        \n",
    "    tokens_balance_df['balance (ETH)'] = account_balance['balance (ETH)']\n",
    "\n",
    "    return tokens_balance_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "670c573f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>account</th>\n",
       "      <th>tokens balance</th>\n",
       "      <th>balance (ETH)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0x2ee8D80de1c389f1254e94bc44D2d1Bc391eD402</td>\n",
       "      <td>balance                                ...</td>\n",
       "      <td>3.831183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0x486d582eed105cef4e4aa270c93b1e03fe5b04f3</td>\n",
       "      <td>balance                                ...</td>\n",
       "      <td>0.938955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0x0000000000000000000000000000000000000000</td>\n",
       "      <td>Empty DataFrame\n",
       "Columns: []\n",
       "Index: []</td>\n",
       "      <td>11359.137243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0xad05b50b71d1c05e3309e9f99e633a21741b77d9</td>\n",
       "      <td>balance                                ...</td>\n",
       "      <td>0.088971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0x5a64f54ca8af1eafbcb31fec17042fc05c10aa14</td>\n",
       "      <td>balance                                ...</td>\n",
       "      <td>0.111729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0xFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF</td>\n",
       "      <td>balance                                ...</td>\n",
       "      <td>0.348497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>FGTRY45YTHGFBGFHG</td>\n",
       "      <td>None</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      account  \\\n",
       "0  0x2ee8D80de1c389f1254e94bc44D2d1Bc391eD402   \n",
       "1  0x486d582eed105cef4e4aa270c93b1e03fe5b04f3   \n",
       "2  0x0000000000000000000000000000000000000000   \n",
       "3  0xad05b50b71d1c05e3309e9f99e633a21741b77d9   \n",
       "4  0x5a64f54ca8af1eafbcb31fec17042fc05c10aa14   \n",
       "5  0xFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF   \n",
       "6                           FGTRY45YTHGFBGFHG   \n",
       "\n",
       "                                      tokens balance  balance (ETH)  \n",
       "0         balance                                ...       3.831183  \n",
       "1         balance                                ...       0.938955  \n",
       "2              Empty DataFrame\n",
       "Columns: []\n",
       "Index: []   11359.137243  \n",
       "3         balance                                ...       0.088971  \n",
       "4         balance                                ...       0.111729  \n",
       "5         balance                                ...       0.348497  \n",
       "6                                               None       0.000000  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cleaning_tokens_balance_dt(tokens_balance_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d31c8372",
   "metadata": {},
   "source": [
    "#### 💡 To access a particular account, simply use its column number:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "5947b4dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>balance</th>\n",
       "      <th>contract</th>\n",
       "      <th>symbol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>0x93c0d19a989cb4762522e782158d10265895977c</td>\n",
       "      <td>WAGMI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5.820733</td>\n",
       "      <td>0x1f9840a85d5af5bf1d1762f925bdaddc4201f984</td>\n",
       "      <td>UNI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.513205</td>\n",
       "      <td>0x795065dcc9f64b5614c407a6efdc400da6221fb0</td>\n",
       "      <td>SLP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0x7e9d8f07a64e363e97a648904a89fb4cd5fb94cd</td>\n",
       "      <td>FF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.009998</td>\n",
       "      <td>0x1494ca1f11d487c2bbe4543e90080aeba4ba3c2b</td>\n",
       "      <td>DPI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>55.000000</td>\n",
       "      <td>0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0</td>\n",
       "      <td>MATIC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>300.000000</td>\n",
       "      <td>0x9500b696f00ae82ca97d06379cf0a2b60b467040</td>\n",
       "      <td>LFG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>69.796663</td>\n",
       "      <td>0xc944e90c64b2c07662a292be6244bdf05cda44a7</td>\n",
       "      <td>GRT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>0xf0035f8146a62cb2554be61b4baca6425a13f0c9</td>\n",
       "      <td>DDD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>500.000000</td>\n",
       "      <td>0x90275c752ff8e020cdeec4dec43318cf569fd445</td>\n",
       "      <td>JENIL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2.407900</td>\n",
       "      <td>0x6b3595068778dd592e39a122f4f5a5cf09c90fe2</td>\n",
       "      <td>SUSHI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>56.680566</td>\n",
       "      <td>0x18aaa7115705e8be94bffebde57af9bfc265b998</td>\n",
       "      <td>AUDIO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.049080</td>\n",
       "      <td>0x182b723a58739a9c974cfdb385ceadb237453c28</td>\n",
       "      <td>steCRV-gauge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.009464</td>\n",
       "      <td>0x0ab87046fbb341d058f17cbc4c1133f25a20a52f</td>\n",
       "      <td>gOHM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>50.000000</td>\n",
       "      <td>0xc69e8504fdfbe3fa8857b4928331846f3760ffcc</td>\n",
       "      <td>REEL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>10.549045</td>\n",
       "      <td>0x58b6a8a3302369daec383334672404ee733ab239</td>\n",
       "      <td>LPT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.195074</td>\n",
       "      <td>0x6b175474e89094c44da98b954eedeac495271d0f</td>\n",
       "      <td>DAI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0xcbdeb4ff6cb834a83bf438d26a2fb5e6f53319b7</td>\n",
       "      <td>NFT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0x434d5875534d19fc7105281cf61dbfd1c93c8cb1</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       balance                                    contract        symbol\n",
       "0     5.000000  0x93c0d19a989cb4762522e782158d10265895977c         WAGMI\n",
       "1     5.820733  0x1f9840a85d5af5bf1d1762f925bdaddc4201f984           UNI\n",
       "2     2.513205  0x795065dcc9f64b5614c407a6efdc400da6221fb0           SLP\n",
       "3     1.000000  0x7e9d8f07a64e363e97a648904a89fb4cd5fb94cd            FF\n",
       "4     1.009998  0x1494ca1f11d487c2bbe4543e90080aeba4ba3c2b           DPI\n",
       "5    55.000000  0x7d1afa7b718fb893db30a3abc0cfc608aacfebb0         MATIC\n",
       "6   300.000000  0x9500b696f00ae82ca97d06379cf0a2b60b467040           LFG\n",
       "7    69.796663  0xc944e90c64b2c07662a292be6244bdf05cda44a7           GRT\n",
       "8   100.000000  0xf0035f8146a62cb2554be61b4baca6425a13f0c9           DDD\n",
       "9   500.000000  0x90275c752ff8e020cdeec4dec43318cf569fd445         JENIL\n",
       "10    2.407900  0x6b3595068778dd592e39a122f4f5a5cf09c90fe2         SUSHI\n",
       "11   56.680566  0x18aaa7115705e8be94bffebde57af9bfc265b998         AUDIO\n",
       "12    0.049080  0x182b723a58739a9c974cfdb385ceadb237453c28  steCRV-gauge\n",
       "13    0.009464  0x0ab87046fbb341d058f17cbc4c1133f25a20a52f          gOHM\n",
       "14   50.000000  0xc69e8504fdfbe3fa8857b4928331846f3760ffcc          REEL\n",
       "15   10.549045  0x58b6a8a3302369daec383334672404ee733ab239           LPT\n",
       "16    0.195074  0x6b175474e89094c44da98b954eedeac495271d0f           DAI\n",
       "17    0.000000  0xcbdeb4ff6cb834a83bf438d26a2fb5e6f53319b7           NFT\n",
       "18    0.000000  0x434d5875534d19fc7105281cf61dbfd1c93c8cb1             C"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokens_balance_df.at[1, 'tokens balance']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a9a40bb",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>\n",
    "\n",
    "### Saving dataframe to disk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "7511c703",
   "metadata": {},
   "outputs": [],
   "source": [
    "output_path = os.path.join(OUTPUT_DIR, 'tokens_balance.csv')\n",
    "save_df(tokens_balance_df, output_path)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}