{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c1edbfac-6157-4d49-a573-8d784df55a9d",
   "metadata": {},
   "source": [
    "<img src=\"https://5264302.fs1.hubspotusercontent-na1.net/hubfs/5264302/Demo%20Asset%20Resources/Demo%20Covers/CM-Demo-dex_data-Cover.png\" width=1100 margin-left='auto' margin-right='auto'/>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6aa5d60c-0609-4eea-830e-582ffaa9cb31",
   "metadata": {},
   "source": [
    "Decentralized exchanges are playing an increasingly important role in supporting cryptoasset trading, particularly when it comes to tokens using the ERC-20 standard. Coin Metrics has been actively working on collecting data from major DeFi protocols. For our first release, we have added support for all major liquidity pools on **Uniswap v2, Uniswap v3,** and **Sushiswap v1.**\n",
    "\n",
    "## Resources\n",
    "This notebook demonstrates basic functionality offered by the Coin Metrics Python API Client and DEX Market Data.\n",
    "\n",
    "Coin Metrics offers a vast assortment of data for hundreds of cryptoassets. The Python API Client allows for easy access to this data using Python without needing to create your own wrappers using `requests` and other such libraries.\n",
    "\n",
    "To understand the data that Coin Metrics offers, feel free to peruse the resources below.\n",
    "\n",
    "- The [Coin Metrics API v4](https://docs.coinmetrics.io/api/v4) website contains the full set of endpoints and data offered by Coin Metrics.\n",
    "- The [Coin Metrics Product Documentation](https://docs.coinmetrics.io/info) gives detailed, conceptual explanations of the data that Coin Metrics offers.\n",
    "- The [API Spec](https://docs.coinmetrics.io/python-api-client/reference) contains a full list of functions."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06f11e93-8756-4fc3-807d-51cf05ae27b0",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "12778469-daeb-431d-b305-2bfb93937474",
   "metadata": {},
   "outputs": [],
   "source": [
    "from os import environ\n",
    "import sys\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import logging\n",
    "from datetime import date, datetime, timedelta\n",
    "from coinmetrics.api_client import CoinMetricsClient\n",
    "import json\n",
    "import logging\n",
    "from pytz import timezone as timezone_conv\n",
    "from datetime import timezone as timezone_info\n",
    "import matplotlib.dates as mdates\n",
    "from IPython.display import Markdown as md\n",
    "import matplotlib.pyplot as plt\n",
    "import plotly.express as px \n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0225aaef-8170-4462-8201-109c7f0c5bcf",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_theme()\n",
    "sns.set_style('whitegrid')\n",
    "sns.set(rc={'figure.figsize':(16,8)})\n",
    "sns.set_context(\"notebook\", font_scale=1.2, rc={\"font.family\": \"Lato\"});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "95f2e9ab-fdd6-44f4-87e3-55a620f76d7a",
   "metadata": {},
   "outputs": [],
   "source": [
    "logging.basicConfig(\n",
    "    format='%(asctime)s %(levelname)-8s %(message)s',\n",
    "    level=logging.INFO,\n",
    "    datefmt='%Y-%m-%d %H:%M:%S'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0e1ba4ea-4583-4807-bdfe-b6fd1b9ac8e9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-10-10 11:15:03 INFO     Using API key found in environment\n"
     ]
    }
   ],
   "source": [
    "# We recommend privately storing your API key in your local environment.\n",
    "try:\n",
    "    api_key = environ[\"CM_API_KEY\"]\n",
    "    logging.info(\"Using API key found in environment\")\n",
    "except KeyError:\n",
    "    api_key = \"\"\n",
    "    logging.info(\"API key not found. Using community client\")\n",
    "    \n",
    "client = CoinMetricsClient(api_key)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14b8e7c7-f0f9-4c57-8814-ab1897b91bfa",
   "metadata": {},
   "source": [
    "# DEX Market Catalog"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28af0ddb-2147-4518-a233-e50585b9a3d5",
   "metadata": {},
   "source": [
    "The *catalog/markets* endpoint returns a list of available markets along with time ranges of available data. Users can pass in a list of markets, exchanges, or market types (spot, futures, options). \n",
    "\n",
    "We can retrieve our DEX markets by fetching a list of all 'spot' markets, then filtering for the markets where the 'experimental' parameter equals *true*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bfd3c7cc-c7f4-4bcf-b4be-bbab07992cb3",
   "metadata": {},
   "outputs": [],
   "source": [
    "spot_markets = pd.concat([client.reference_data_markets(\n",
    "    type = 'spot',\n",
    "    page_size = 10000,\n",
    "    exchange = \"uniswap_v3_eth\",\n",
    ").to_dataframe(), client.reference_data_markets(\n",
    "    type = 'spot',\n",
    "    page_size = 10000,\n",
    "    exchange = \"uniswap_v2_eth\",\n",
    ").to_dataframe(), client.reference_data_markets(\n",
    "    type = 'spot',\n",
    "    page_size = 10000,\n",
    "    exchange = \"sushiswap_v1_eth\",\n",
    ").to_dataframe()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f32a5a18-3ddf-4e81-912e-07e3328bb47d",
   "metadata": {},
   "outputs": [],
   "source": [
    "exp_markets = spot_markets.loc[spot_markets['experimental']==True] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "95f409cc-c114-4b9c-ba07-2a1b989be650",
   "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>market</th>\n",
       "      <th>exchange</th>\n",
       "      <th>base</th>\n",
       "      <th>quote</th>\n",
       "      <th>pair</th>\n",
       "      <th>symbol</th>\n",
       "      <th>type</th>\n",
       "      <th>size_asset</th>\n",
       "      <th>margin_asset</th>\n",
       "      <th>strike</th>\n",
       "      <th>...</th>\n",
       "      <th>order_price_increment</th>\n",
       "      <th>order_price_min</th>\n",
       "      <th>order_price_max</th>\n",
       "      <th>order_size_min</th>\n",
       "      <th>order_taker_fee</th>\n",
       "      <th>order_maker_fee</th>\n",
       "      <th>margin_trading_enabled</th>\n",
       "      <th>experimental</th>\n",
       "      <th>base_native</th>\n",
       "      <th>quote_native</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>uniswap_v3_eth-1-1inch-dai-spot</td>\n",
       "      <td>uniswap_v3_eth</td>\n",
       "      <td>1inch</td>\n",
       "      <td>dai</td>\n",
       "      <td>1inch-dai</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>spot</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>True</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>uniswap_v3_eth-1-1inch-usdc-spot</td>\n",
       "      <td>uniswap_v3_eth</td>\n",
       "      <td>1inch</td>\n",
       "      <td>usdc</td>\n",
       "      <td>1inch-usdc</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>spot</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>True</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>uniswap_v3_eth-1-1inch-weth-spot</td>\n",
       "      <td>uniswap_v3_eth</td>\n",
       "      <td>1inch</td>\n",
       "      <td>weth</td>\n",
       "      <td>1inch-weth</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>spot</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>True</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>uniswap_v3_eth-1-ageur_eth-eurcv_eth-spot</td>\n",
       "      <td>uniswap_v3_eth</td>\n",
       "      <td>ageur_eth</td>\n",
       "      <td>eurcv_eth</td>\n",
       "      <td>ageur_eth-eurcv_eth</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>spot</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>True</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>uniswap_v3_eth-1-ageur_eth-usdc-spot</td>\n",
       "      <td>uniswap_v3_eth</td>\n",
       "      <td>ageur_eth</td>\n",
       "      <td>usdc</td>\n",
       "      <td>ageur_eth-usdc</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>spot</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>True</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>sushiswap_v1_eth-yfi-sushi-spot</td>\n",
       "      <td>sushiswap_v1_eth</td>\n",
       "      <td>yfi</td>\n",
       "      <td>sushi</td>\n",
       "      <td>yfi-sushi</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>spot</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>True</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>sushiswap_v1_eth-yfi-usdc-spot</td>\n",
       "      <td>sushiswap_v1_eth</td>\n",
       "      <td>yfi</td>\n",
       "      <td>usdc</td>\n",
       "      <td>yfi-usdc</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>spot</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>True</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>sushiswap_v1_eth-yfi-usdt_eth-spot</td>\n",
       "      <td>sushiswap_v1_eth</td>\n",
       "      <td>yfi</td>\n",
       "      <td>usdt_eth</td>\n",
       "      <td>yfi-usdt_eth</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>spot</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>True</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>sushiswap_v1_eth-yfi-wbtc-spot</td>\n",
       "      <td>sushiswap_v1_eth</td>\n",
       "      <td>yfi</td>\n",
       "      <td>wbtc</td>\n",
       "      <td>yfi-wbtc</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>spot</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>True</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>sushiswap_v1_eth-yfi-weth-spot</td>\n",
       "      <td>sushiswap_v1_eth</td>\n",
       "      <td>yfi</td>\n",
       "      <td>weth</td>\n",
       "      <td>yfi-weth</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>spot</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>True</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2544 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        market          exchange       base  \\\n",
       "0              uniswap_v3_eth-1-1inch-dai-spot    uniswap_v3_eth      1inch   \n",
       "1             uniswap_v3_eth-1-1inch-usdc-spot    uniswap_v3_eth      1inch   \n",
       "2             uniswap_v3_eth-1-1inch-weth-spot    uniswap_v3_eth      1inch   \n",
       "3    uniswap_v3_eth-1-ageur_eth-eurcv_eth-spot    uniswap_v3_eth  ageur_eth   \n",
       "4         uniswap_v3_eth-1-ageur_eth-usdc-spot    uniswap_v3_eth  ageur_eth   \n",
       "..                                         ...               ...        ...   \n",
       "220            sushiswap_v1_eth-yfi-sushi-spot  sushiswap_v1_eth        yfi   \n",
       "221             sushiswap_v1_eth-yfi-usdc-spot  sushiswap_v1_eth        yfi   \n",
       "222         sushiswap_v1_eth-yfi-usdt_eth-spot  sushiswap_v1_eth        yfi   \n",
       "223             sushiswap_v1_eth-yfi-wbtc-spot  sushiswap_v1_eth        yfi   \n",
       "224             sushiswap_v1_eth-yfi-weth-spot  sushiswap_v1_eth        yfi   \n",
       "\n",
       "         quote                 pair  symbol  type  size_asset  margin_asset  \\\n",
       "0          dai            1inch-dai    <NA>  spot        <NA>          <NA>   \n",
       "1         usdc           1inch-usdc    <NA>  spot        <NA>          <NA>   \n",
       "2         weth           1inch-weth    <NA>  spot        <NA>          <NA>   \n",
       "3    eurcv_eth  ageur_eth-eurcv_eth    <NA>  spot        <NA>          <NA>   \n",
       "4         usdc       ageur_eth-usdc    <NA>  spot        <NA>          <NA>   \n",
       "..         ...                  ...     ...   ...         ...           ...   \n",
       "220      sushi            yfi-sushi    <NA>  spot        <NA>          <NA>   \n",
       "221       usdc             yfi-usdc    <NA>  spot        <NA>          <NA>   \n",
       "222   usdt_eth         yfi-usdt_eth    <NA>  spot        <NA>          <NA>   \n",
       "223       wbtc             yfi-wbtc    <NA>  spot        <NA>          <NA>   \n",
       "224       weth             yfi-weth    <NA>  spot        <NA>          <NA>   \n",
       "\n",
       "     strike  ...  order_price_increment  order_price_min  order_price_max  \\\n",
       "0      <NA>  ...                   <NA>             <NA>             <NA>   \n",
       "1      <NA>  ...                   <NA>             <NA>             <NA>   \n",
       "2      <NA>  ...                   <NA>             <NA>             <NA>   \n",
       "3      <NA>  ...                   <NA>             <NA>             <NA>   \n",
       "4      <NA>  ...                   <NA>             <NA>             <NA>   \n",
       "..      ...  ...                    ...              ...              ...   \n",
       "220    <NA>  ...                   <NA>             <NA>             <NA>   \n",
       "221    <NA>  ...                   <NA>             <NA>             <NA>   \n",
       "222    <NA>  ...                   <NA>             <NA>             <NA>   \n",
       "223    <NA>  ...                   <NA>             <NA>             <NA>   \n",
       "224    <NA>  ...                   <NA>             <NA>             <NA>   \n",
       "\n",
       "     order_size_min  order_taker_fee  order_maker_fee  margin_trading_enabled  \\\n",
       "0              <NA>             <NA>             <NA>                    <NA>   \n",
       "1              <NA>             <NA>             <NA>                    <NA>   \n",
       "2              <NA>             <NA>             <NA>                    <NA>   \n",
       "3              <NA>             <NA>             <NA>                    <NA>   \n",
       "4              <NA>             <NA>             <NA>                    <NA>   \n",
       "..              ...              ...              ...                     ...   \n",
       "220            <NA>             <NA>             <NA>                    <NA>   \n",
       "221            <NA>             <NA>             <NA>                    <NA>   \n",
       "222            <NA>             <NA>             <NA>                    <NA>   \n",
       "223            <NA>             <NA>             <NA>                    <NA>   \n",
       "224            <NA>             <NA>             <NA>                    <NA>   \n",
       "\n",
       "     experimental  base_native quote_native  \n",
       "0            True         <NA>         <NA>  \n",
       "1            True         <NA>         <NA>  \n",
       "2            True         <NA>         <NA>  \n",
       "3            True         <NA>         <NA>  \n",
       "4            True         <NA>         <NA>  \n",
       "..            ...          ...          ...  \n",
       "220          True         <NA>         <NA>  \n",
       "221          True         <NA>         <NA>  \n",
       "222          True         <NA>         <NA>  \n",
       "223          True         <NA>         <NA>  \n",
       "224          True         <NA>         <NA>  \n",
       "\n",
       "[2544 rows x 39 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "exp_markets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "92f37b51-0b57-4127-90f6-183ac7623765",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate number of markets (pools) per DEX\n",
    "mkt_counts = pd.DataFrame(exp_markets['exchange'].value_counts()).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "745febbc-5cee-443a-84ad-0f20b3ce2aa3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           exchange  count\n",
      "0    uniswap_v3_eth   1643\n",
      "1    uniswap_v2_eth    676\n",
      "2  sushiswap_v1_eth    225\n"
     ]
    }
   ],
   "source": [
    "print (mkt_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "da0235bc-e267-4d38-8592-09e84e2d6647",
   "metadata": {},
   "outputs": [
    {
     "data": {
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P69ChQ8yGKoK//vpLv/32m9llwEeaNm2qpk2bFvp1NWvW9EE1AAAAVwYhJAAAKJKOHTuqSZMmlxxz/vx5TZkyRZ988okkafbs2Spbtqz69OnzD1QIqxg2bBjhcwE0atRI//vf/8wuAwAA4IpiYxoAAOBzZcqU0ZQpU/TAAw8Yj73yyis6deqUiVUBAAAA+KcQQgIAgH/MmDFjVLduXUmSy+XS3LlzTa4IAAAAwD+B5dgAAFjM+fPn9fbbb2vjxo06ceKEQkNDVa1aNbVt21a9e/dWyZIlc7zmvvvu008//SSpYLsO//TTT7rvvvskSS1atNCCBQuu/InkokSJEnr88cf18MMPS5JWrlypMWPGyG635/mabdu26fPPP9fu3bt19uxZ2Ww2lStXTk2aNNE999yjBg0aFOhrnz59WitWrNCWLVt0+PBhpaSkqFSpUqpVq5batWune+65RyEhIZc8xh9//KEVK1Zo+/btOnnypFJTU3XVVVepfv366tChg9q3by+bzZbra3ft2mXMBH399dfVqVMn/frrr/rggw+0c+dOnT59WkFBQbruuut011136f7771d4eLjXMbLvMpxl9erVxq7K2XdHztptOTg4WD///LN+++03TZkyRTExMQoLC1PNmjV1//33q23btl7H+/nnn7Vu3Trt3r1bJ06ckMPhUFBQkCIjI1W7dm21atVKPXr0UHBwcIHe9+zy2h376NGjatOmTaGPJ+W9o7zb7dann36qjRs36pdfflFcXJzsdrsqVaqkZs2aqV+/fqpQoUK+x8/IyNC6deu0evVq7d+/X0lJSSpbtqzuuOMODRw4UDfccMNl1e1riYmJ6tKli06cOCFJatmypd58881cx6alpalnz576/fffJUndu3fXlClTcozzeDz6+uuvtWbNGu3du1enT59WiRIlVKFCBTVu3Fh9+/ZVnTp1ClRfTEyMli9fru+++05nzpxReHi4rrvuOnXo0EH33ntvrr/nLq5l06ZN+vrrr7V3716dOXNGSUlJstvtKlOmjBo0aKCOHTuqZcuWub4++2du1KhRGjRokI4cOaL3339fW7Zs0YkTJ2Sz2VSpUiW1atVKAwYMUNmyZfM9r507d2r58uX64YcfdO7cOZUqVUq1a9fWPffco86dO2vv3r3q3bu3pPx3Cv/xxx+1atUq7dq1S6dPn1Z6erquvvpq3XLLLeratauaNWuWbz0AAFgJISQAABby008/6ZFHHtH58+eNx1JTUxUTE6OYmBi9++67ev3113Xrrbd6va579+5GCLl27dp8Q8jPPvvM67X/pObNm6tMmTI6f/683G63vv/+e7Vo0SLHOIfDoVGjRmnbtm05nouNjVVsbKyWL1+uHj16aPz48ZcMEBcvXqxp06bJ5XJ5PR4XF6edO3dq586dWrx4sebOnavq1avneH1GRoZee+01LV68WOnp6V7PnThxQidOnNCXX36pm266STNnzlTFihXzfR8WLFigGTNm6MKFC8ZjKSkp+vnnn/Xzzz9r6dKleuutt1S7du18j5WfI0eOaMCAAUpISDC+zq5du7wCyKSkJI0dO1YbNmzI8Xq32y2n06kTJ05o8+bNWrhwoRYuXKhq1aoVuTZf+PXXX/X4448rNjbW6/G0tDQ5HA7t379f7777rp544gkNHDgwz+PEx8dryJAh+v77770eP378uFauXKnPPvtM48aN88EZFF2pUqX08ssv68EHH5Qkff311/riiy9y3Zl++vTpRgBZuXLlXM/p6NGjGj16tGJiYrwed7vd+vPPP/Xnn3/qo48+0qBBgzRy5Mg868rIyNDEiRO1bNkyeTwe4/Hz58/r/PnziomJ0fvvv5/nz6KU+ceAxx9/XAcPHszxXEJCghISEhQbG6tPP/1UzZs314wZM/INNT/55BO9+OKLSklJ8Xr84MGDOnjwoN577z3NmjUrzw2DMjIy9OKLL2r58uVej58/f17bt2/X9u3b9cknnxToWp8ul0vjxo3Tp59+muO5o0eP6ujRo8a5TZs2TZGRkfkeEwAAKyCEBADAQh566CHFx8crMjJSbdu2VaVKlYyAy+Fw6NSpU3r44Ye1bNky3XjjjcbrOnXqpEmTJsntdmvHjh06d+6crrrqqly/Rnp6utatWydJCg8PV+vWrf+Rc8tis9l022236csvv5SUOXPo4hAyPj5effr00Z9//ilJCgsLU+vWrVW9enWlp6fr119/1datW+V2u7V69WodP35cb7/9tkqUyPlPm9mzZ2vWrFnG/WuvvVYtWrRQmTJl9Pfff+vLL79UcnKyYmNj9cADD+jTTz/V1Vdf7XWMUaNGGe+ZzWbTHXfcoQYNGig4OFhHjhzR5s2b5XA49PPPP6tXr15auXKlypcvn+d7sHz5cu3atUuS1LBhQzVu3FihoaE6cOCAoqOj5Xa7dfbsWQ0ePFjr1683Zh3edNNNeuqpp3TkyBF9+OGHkqR69eqpY8eOkvLeHfm5554zAsgsAQEBRgiZkZGhhx56yAiYQkND1aJFC9WoUUOhoaGKi4vTd999p3379kmS/v77b40YMUKffPKJAgKKfnWfqKgoPfXUU/mOc7lcmjdvntLS0iTlHqD/9NNPGjhwoJKTkyVJ5cqVU6tWrVSxYkUlJSVp9+7diomJkcvl0qRJkxQfH68RI0bkOI7T6VT//v2NcC44OFht2rTRDTfcoMTERG3evFl//vmnXnzxRZUqVaoIZ+87TZs2VZ8+fYzPyssvv6xmzZp51fv999/r3XfflSQFBgbq1VdfzTED99SpU+rXr59xDdegoCA1b95cN954o1JTU7V7927t3btXGRkZmj9/voKCgjR06NBca1q8eLHxvbnpppt02223KSIiQgcOHNDGjRvldrsVGxurxx9/XCtXrswx4zarFofDIUkqW7asWrRooUqVKikgIEAnTpzQ1q1bdezYMUnS1q1bNW3aND3//PN5vk9btmzRnj17lJGRoRtuuEHNmjVTRESE/vzzT3311VdKSUlRcnKyhg8frg0bNqhMmTI5jjFmzBivP+7cfvvtuvXWW3XhwgXt2rVLMTEx2rp1qw4fPpxnHVJmUP5///d/2rNnT4732maz6Y8//tDXX38tp9OprVu3qn///vrwww9zfM8AALAiQkgAACwkPj5ejRs31owZM7z+Q3fkyJEaPny4vvvuOzmdTo0dO9YrAIqKilLLli21YcMGpaena/369erfv3+uX+Pbb7/VuXPnJEnt2rVTaGio70/sItln0P311185nn/22WeNALJp06Z67bXXcoSqsbGxGjZsmA4ePKhdu3Zp7ty5Gj58uNeYn376yVj+K0nDhw/Xo48+qsDAQOOxUaNG6X//+59+++03nT17VtOmTdOkSZOM55csWWIEkJUrV9bMmTON61pmSUxM1HPPPaf169frzJkzGjVqlN577708z3/Xrl2y2+2aNm1ajhB43759GjhwoBITE3Xs2DF9+eWX6tKli6TMkLFmzZratWuXESzVrFnzkrOr0tLStGvXLlWrVk3jx49X/fr1dezYMe3atUvlypWTlLmkOyuArFSpkpYsWaLKlSvnONbatWs1evRoZWRk6MCBA9qzZ49uu+22PL92QYWHhxdohtioUaOMAPKmm27ShAkTvJ5PSkrS448/boRc//vf//T444/nCLK++eYbjRo1SomJiZo3b54aN26sO+64w2vM/PnzjQCyUqVKWrhwodfMvNGjR2v27NmaO3eu4uPjC3/S/5CnnnpK27Zt09GjR3XmzBlNnTpV48ePl/T/Z79mZGRIkh555BHdcsstOY7x/PPPGwFktWrVNGfOnByzFN9//33juHPnzlW3bt1UpUqVHMdKTk5WyZIl9eqrr+quu+7yeu6XX37R/fffr+TkZB08eFDR0dFq376915jXX3/dCCDvvPNOzZo1K8fvsAsXLmjy5MlaunSppMzP91NPPZXn77rvv/9egYGBeumll4zLVGQZNmyYHnjgAR0/flxJSUlasWKFHn30Ua8xmzZtMgLIsLAwzZgxI8cfVj7//HONHTvWCEfzMm3aNCOAvPHGGzVjxgxde+21XmNOnz6tUaNG6bvvvtPvv/+uiRMn5rp8HgAAq2FjGgAALKRKlSqaP39+jpk2pUuX1rx583TNNddIyrwO3tdff+01JvussDVr1uT5NbI/161bt6IXfRmyB4pxcXFez/3000/GkuDq1atr7ty5uc7qrFq1qt58800jWHj33XdzzPZbtGiRseTz/vvv15AhQ7wCSEm6+uqrNXv2bGMW5Zo1a4wQKzU11dg8Jzg4WIsWLcoRQEqZS19ff/111apVS1JmqLFjx45LvgfPPvtsrrNQ69Wr57VEOL/jFERQUJDeeustNWnSRGFhYapRo4ZXSJ11TcmsunILIKXMGbfNmzc37u/fv7/ItRXUvHnz9Pnnn0vKnP02Z86cHEvwP/jgAyPk6dmzp5566qlcr13ZokULvfTSS5Iyry2YfaaslHkpgHfeeUdS5ns3b968HKFbYGCgRowYke+lDy7H7NmzVatWrUL9b8CAAbkeq2TJkpo0aZJxrdLly5cbgfPkyZN19OhRSVL9+vU1ZMiQHK///fffjd81drtdixYtynWZdL9+/XTPPfdIypxt/dFHH+V5fi+99FKOAFLKDN3+7//+z7i/e/dur+dTUlK0fv16SVJISIgmTZqUa7BYokQJPfXUU4qIiJCUOas1vxmIjzzySI4AUsr8nZx9pmxuP4+vvfaa17nldnmJzp0757t0/9SpU1q2bJkkqUyZMnrrrbdyBJBS5uzeefPmGdeo/Oyzz3JcegAAACsihAQAwEKGDh2a57XLwsPDvf4DPfvSPykzWCldurQkae/evbnOuElJSdHGjRslSRUrVlTjxo2vVOmFEhYWZty+OITMHl4MHDjwkjM1K1asaASpycnJ2rRpk/FcWlqatm7dKikzlHjsscfyPE6VKlXUuXNn3Xbbberevbsxs23Dhg1GfW3btr3kNRADAwP1yCOPGPcv/v5kFx4erq5du+b5fPbvy9mzZ/McV1AtW7ZUpUqV8ny+T58+GjZsmHr37p3nRh5ZsoJWKXMm3T9h48aNmjFjhqTMUHDWrFm5Lnf/+OOPjdvZvxe5ad++vfH93LNnj9fPy9atW40Zl61bt/Y654uNGDHiiixJ96XGjRsbIaXH49H48eP1zTffGD9rdrtdU6dOzfVyBlm/LyTpnnvuyTOglqT+/furZs2auvvuu/P8vFWqVMm4fEBuss9IPX78uNdzbrdbzz77rAYNGqShQ4fmuGxCdsHBwbr++uuN+1l/WMhLv3798nwu+2zfi38eDxw4YMzarlmzpjp37pzncXr16qXrrrsuz+dXr14tt9ttjM1t2XeW8PBwY6OrjIwMI6AHAMDKWI4NAIBFBAQE6O67777kmFatWumVV16RlHOWUFBQkDp16qT33ntPHo9Ha9eu1aBBg7zGbNy4UU6nU5LUpUuXPHdy9rWsgEdSjgDnu+++M25nv+5lXho1amRsBrFnzx716NFDUubuu1nnetNNN10ysJCU63LG7BuS5DYD8mINGzY0bmctqcxNnTp1Lrm7dPbw4eLNdC5H9rpyc6ngJLv4+HhjWa4kr011fOW3337Tk08+acxofeGFF9SoUaMc406fPm3MBrPb7apatWq+x27UqJERIO3Zs8cIzrZv326MyT7zMzcVKlTQjTfeaFwv80po2rRpnhug5CVrlnReRo0apS1btig2Nla//vqr167MzzzzTJ7hWPb3Ir+Aum7duvmGYbkt984u+w7UFweHERER6tWr1yVfn+Xo0aPGz7906c9qxYoVL7nz9aV+Hr/55hvjdn47vNtsNrVt21YLFy7M9fnsv28K8ruvoL9vAACwCkJIAAAsokqVKvnu4FqlShWFhITI5XLpzJkzxvXVsnTr1s24FmFuIaQVlmJLmddQzJK1ZFLKDAqyXyMya3lnQZ04cSLX2zVq1LicMnXo0CHj9pQpUwp13bWLZ3Fll9emQVmyz/7Mul5fUVxq9lpu4uPjFRsbqyNHjujIkSM6fPiwfvvtN/3xxx9eOxpnv+0L586d0+DBg40wqX///rkumZUyd0zO4nQ6Lzl7MTfZPy/ZZ0XmtUNzdjfccMMVDSEbNWpUoGtkFkZoaKgmT56s/v37Kz093QjT7r777jzfU8n7fclr46PCyO+zn/1yCQX57J86dcrrs3ro0CH9+uuvXnVLl/6s5ldT9pnbF9d05MgR43ZB3p9LfS6z/765+Pq2+bnU7xsAAKyCEBIAAIuIjIzMd4zNZlNERITOnDkjSUpISPAKIevXr6/q1avrjz/+MEKjrBDl/Pnz+vbbbyVlXnewIOGKr5w/f964nT0ASEhIKFKwlbVhxcVfI3vQWRhF2XDE7XbL6XTKbrfneC57qPFPKMj5p6Wl6cMPP9RHH32kgwcP5jkuMDBQ6enpV7K8POsZOnSoEQg2btxYzzzzTJ7js3/vL0f212dt3CQV7L3LugyC1TVq1EjdunXTqlWrjMdy2xk8u8K+F/nJ7w8tBXHu3DktWrRIa9asMX4X5qagn9Wi/DxmX55dkF3So6Ki8nyuKL9vrLw5EgAAWQghAQDwM9lDutyW9Hbv3l3Tpk2TlDnz8fHHH5ckrVu3zliSaOYsSMl7Q5Psyw4vXjI5evToQl1vL3ugeSWWCmc/Ru/evS95Pbfc5HaNPTNcvBnPxc6cOaOHHnpIv/32m9fjAQEBqlSpkmrWrKmbbrpJTZo00bZt24zNenzphRde0A8//CAp8zqCM2bMuOT7mT1sqlSpUp67w+cl+3L7wl6mICgoqFDjzXL27FlFR0d7Pfb6669r3rx5eb7mn1hyXxh79uzR4MGDc4TOwcHBqlq1qm644QY1bNhQTZs21QsvvOB1eQdfyLqGo1SwmcGXGpP9vR40aNAlA8uLXbxJEwAAVmSNfxkDAACvJcp5ycjI8NoBOreZSV27dtX06dOVkZGhL774wggh165dKykzGOvUqdOVKfoypKWl6ZdffjHuZ7+u2cWzQXv16lWgGaK5yT4rqSDvbW6yf+3mzZvne81OfzV69GgjgLzqqqs0cOBA/ec//1HNmjVzhBvZN//xlbfeesuYrRcWFqY5c+ZccpMOyftnITw8vEjLma+++mr9/vvvkgo2w/Kf2qCnqMaNG2ecj81mk8fjUXR0tD755BN1794919dEREQYs/0SEhL+8Vm82cXFxWnYsGHGOdSpU0f333+/br75Zl133XU5wvaUlBSf15T9d0RBZiNe6ndRZGSk8V536NChQNeFBADAn1h7Kz8AAP5Fjh8/nu+soz///NPY1KVq1aq5zsCqUKGCbr/9dklSbGys/vjjD50/f1579+6VJDVr1izfa6D50rp164xr/JUuXdprJ+iQkBCvDSKygqBLSUlJUWpqao7Hq1SpYtw+fPhwvsfZunWrnn76ac2ZM0c//fRTjmMUpJb09HS/Wxb5448/aufOnZIyN3RZvny5Bg0apHr16uU6u+ri3cyvtG+++UZTp0417r/yyiuqU6dOvq/L/r3666+/vGao5SUxMTHXn7nsOzsfOHAg3+Nkvx6lVX3yySfGLMhy5cpp+vTpxnMvv/yy14ZD2RX25+i5557TpEmTtGzZsiu+bP+jjz4ylofXrVtXK1as0L333qvrr78+19m+2S/J4Kvrl2a/rEX2azrm5VK/Rwr7+yYtLc1vAnAAACRCSAAALMPlcuW7w+mGDRuM27feemue47Ivt960aZO2bNlibKhg5lJst9utt99+27jfrVu3HEHqbbfdZtzeuHFjvsd87bXX1KBBAzVt2lRz5swxHm/YsKGxlPunn37KNxz86quvtGrVKs2cOdMIALK/xwWpZcOGDWrcuLFuvfVWPfLII/mOv1xXclfzrHBaytyVOXsQcjGPx+O1vPVKbJqT3aFDh/TEE08Yx33kkUfUsWPHAr22WrVqxg7oqamp2rp1a76v6devn+rXr6/WrVtry5YtxuPZd4HO7/uemJjo9R5a0alTp/Tyyy8b91944QV16NDB+F2QkJCgZ599NtfXZt+JPL/39NSpU/roo4/07rvvatGiRfleBqCwfvzxR+N29+7dL7nD/NGjR702GLrSn9UsTZo0MW5//fXX+Y7fvHlzns8V9vfN0qVLdcstt6hJkyZ6/vnn8x0PAIDZCCEBALCQWbNm5Tl76OzZs3rnnXeM+5fa0bZt27bGhijR0dHGfxyHh4erTZs2V67gQpo6daoxs6xUqVK5BnXZl4UuX75csbGxeR4vNjZWH330kaTM96devXrGc+Hh4WrVqpWkzBlD2cPPi50/f15ffPGFpMzr+915552SpPbt2xvLT/fv3++1u/jF0tLSNGvWLEmZwZQvN/7Jfp3Mos42y5pZK+U/y3HJkiU6evSocf9KXi/Q4XDoscceM2Z2tWzZ0riUQEFl/+y88cYbxg7Qufnkk0908OBBpaen6+zZs7rpppuM55o3b24s59+xY4e2b9+e53EWLVr0jyz7LYrnnnvOuIxDu3btdNddd0mSxo4da1x3cOvWrVqxYkWO13bt2tW4vXLlSq+NWC72/vvvG7d98XumMJ/VSZMmed331bUtb7nlFuNasQcPHvT6Q9HFNm7cmOO6q9l1797d+APDxo0btXv37jzHxsXF6a233pKU+bNT2N3gAQAwAyEkAAAW8v333+u5557z+o9tKXOp9kMPPWRcC61ly5Ze11K8mN1uV7t27SRlzh765ptvJGWGamZsYHD8+HE9+eSTevfdd43HnnvuuVyv89eiRQtj9pXT6dSDDz7otZFNlj/++EOPPvqo8V7Vr19fLVq08Brz6KOPGrOxFixYoGXLluU4jsPh0IgRI4xrtXXv3t1YEl66dGk98MADxthnn3021yDS4XBo5MiRxnLMkiVL6sEHH8z7DSmi8PBw43b22V6Xo3bt2sbtPXv25BqipKWlaf78+ZoyZYrX41cqfHO73Ro2bJiOHDli1PT6668XalMiSRo4cKARqh04cECPPvporqFZdHS0xo8fb9y///77vXa4Dg0N1ciRIyVlzv58/PHHc93gZNmyZVqwYEGhavynffTRR8Ysz4iICI0bN854rkyZMho7dqxxf/LkyTk+T3Xq1DHCfIfDoUceeUQnT57M8XXWrVunRYsWScq8rEL2n5srJftn9YMPPjA+L9nFxcVpxIgROWYS+ioottlsGjZsmHF/7Nix2rFjR45x3377rcaMGXPJY9WoUcO4Xm9GRoaGDBmib7/9Nse4U6dO6bHHHjOWplesWFH33ntvUU4DAIB/BBvTAABgEWXLlpXT6dSqVau0fft23X333brqqqv0559/asOGDcZ1FCtVqpRjlk9uunXrptWrVysjI8N4rS+WYq9bt0779u3L8bjL5dK5c+d04MABxcTEGDORbDabnnjiiTw3wpCk6dOn67777tOZM2d07Ngx3XvvvfrPf/6j+vXry+Px6Pfff9fmzZuNWYCRkZF67bXXchynfv36GjlypKZOnaqMjAxNmDBBH374oZo3b67IyEgdPXpUX375pbFUu2rVqnryySe9jjF8+HDt3btXu3btksvl0ujRo/XWW2/pP//5j0qWLKmjR49qw4YNRogZEBCgl19+2Vga7AuVKlUyNhbZs2ePnnzySdWsWVPlypW75Puam6wNaH7//Xd5PB4NHTpUzZo104033qiQkBAdO3ZMmzdvNmaeBQUFGddbLMimLQUxdepUI+QLDAxUly5d9Pnnn8vlcunChQuXvJ5fzZo1jZmrZcuW1auvvqohQ4bI7XYbP0etW7dW9erVlZiYqJiYGMXExBivr1evnkaMGJHjuH379tXmzZu1detWxcfH64EHHlDz5s3VoEEDud1ubd261QjHq1ateskZu4UVExNjzHIrrB49ehjh/vHjx71+Vzz55JNe11zNGv/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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot number of markets (pools) per DEX\n",
    "ax1 = plt.subplot()\n",
    "# mkt_counts['exchange'].plot(kind='bar', width=0.8, color=sns.color_palette('tab10'))\n",
    "ax1.bar(x = mkt_counts['exchange'], height = mkt_counts['count'], color=sns.color_palette('tab10'))\n",
    "plt.setp(ax1.get_xticklabels(), rotation=0)\n",
    "ax1.set_facecolor(\"white\")\n",
    "plt.grid(color='black', linestyle='--', linewidth=0.2)\n",
    "plt.title('\\nCount of Markets \\nby Decentralized Exchange\\n', fontdict={'fontsize': 24, 'font': 'arial'})\n",
    "# for i, v in enumerate(mkt_counts['exchange']):\n",
    "ax1.set_xticks(range(len(mkt_counts['exchange'])))\n",
    "ax1.set_xticklabels([label.get_text().upper() for label in ax1.get_xticklabels()], rotation=0, ha='center', va='top', fontsize=17)\n",
    "plt.xticks(fontweight='bold')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0c29e111-9cde-447e-b608-cb24ddd761cb",
   "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>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>market</th>\n",
       "      <td>uniswap_v3_eth-1-1inch-dai-spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>exchange</th>\n",
       "      <td>uniswap_v3_eth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>base</th>\n",
       "      <td>1inch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quote</th>\n",
       "      <td>dai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pair</th>\n",
       "      <td>1inch-dai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>type</th>\n",
       "      <td>spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pool_config_id</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>contract_address</th>\n",
       "      <td>063332bbf9f8385e4106919b5c6ae2e6a4f72228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fee</th>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>price_includes_fee</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>variable_fee</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>base_address</th>\n",
       "      <td>111111111117dc0aa78b770fa6a738034120c302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quote_address</th>\n",
       "      <td>6b175474e89094c44da98b954eedeac495271d0f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>experimental</th>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                           0\n",
       "market                       uniswap_v3_eth-1-1inch-dai-spot\n",
       "exchange                                      uniswap_v3_eth\n",
       "base                                                   1inch\n",
       "quote                                                    dai\n",
       "pair                                               1inch-dai\n",
       "type                                                    spot\n",
       "pool_config_id                                             1\n",
       "contract_address    063332bbf9f8385e4106919b5c6ae2e6a4f72228\n",
       "fee                                                     0.01\n",
       "price_includes_fee                                     False\n",
       "variable_fee                                           False\n",
       "base_address        111111111117dc0aa78b770fa6a738034120c302\n",
       "quote_address       6b175474e89094c44da98b954eedeac495271d0f\n",
       "experimental                                            True"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show fields\n",
    "pd.DataFrame(exp_markets.loc[exp_markets['exchange'] == 'uniswap_v3_eth'].iloc[0]).dropna()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51191cca-2410-4edf-925b-090962b85508",
   "metadata": {},
   "source": [
    "### DEX markets include metadata for 3 different smart contracts:\n",
    "- **contract_address:** The address of the liquidity pool contract. Each liquidity pool is a unique instance of a smart contract, deployed at a dedicated address. The pool contract holds both the base and the quote asset.\n",
    "- **base_address:** The address of the ERC-20 token contract associated with the *base* asset.\n",
    "- **quote_address:** The address of the ERC-20 token contract associated with the *quote* asset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "772ed98d-7b18-480a-bafd-4d73f56d7e89",
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>pool_config_id</th>\n",
       "      <th>contract_address</th>\n",
       "      <th>base_address</th>\n",
       "      <th>quote_address</th>\n",
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       "      <td>0.3</td>\n",
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       "</div>"
      ],
      "text/plain": [
       "     pool_config_id                          contract_address  \\\n",
       "0                 1  063332bbf9f8385e4106919b5c6ae2e6a4f72228   \n",
       "1                 1  2ee7e6e459fffbbc655f09f2e1b3131abf98c397   \n",
       "2                 1  1d1284e43da1de5ee8dd6acbb03f3624cfbd872c   \n",
       "3                 1  f339217aa24e70eddf900f3b1a78eb9efcdea115   \n",
       "4                 1  735a26a57a0a0069dfabd41595a970faf5e1ee8b   \n",
       "..              ...                                       ...   \n",
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       "221            <NA>  3a5747cf4e21861e2d0d3d51a0e8737ab4dfadc8   \n",
       "222            <NA>  f5fbc6ca5c677f1c977ed3a064b9dda14c5e241b   \n",
       "223            <NA>  1d108372a83fbc3a0bfb7ca4d0e427449e7a5ca2   \n",
       "224            <NA>  088ee5007c98a9677165d78dd2109ae4a3d04d0c   \n",
       "\n",
       "                                 base_address  \\\n",
       "0    111111111117dc0aa78b770fa6a738034120c302   \n",
       "1    111111111117dc0aa78b770fa6a738034120c302   \n",
       "2    111111111117dc0aa78b770fa6a738034120c302   \n",
       "3    1a7e4e63778b4f12a199c062f3efdd288afcbce8   \n",
       "4    1a7e4e63778b4f12a199c062f3efdd288afcbce8   \n",
       "..                                        ...   \n",
       "220  0bc529c00c6401aef6d220be8c6ea1667f6ad93e   \n",
       "221  0bc529c00c6401aef6d220be8c6ea1667f6ad93e   \n",
       "222  0bc529c00c6401aef6d220be8c6ea1667f6ad93e   \n",
       "223  0bc529c00c6401aef6d220be8c6ea1667f6ad93e   \n",
       "224  0bc529c00c6401aef6d220be8c6ea1667f6ad93e   \n",
       "\n",
       "                                quote_address   fee  \n",
       "0    6b175474e89094c44da98b954eedeac495271d0f  0.01  \n",
       "1    a0b86991c6218b36c1d19d4a2e9eb0ce3606eb48  0.01  \n",
       "2    c02aaa39b223fe8d0a0e5c4f27ead9083c756cc2  0.01  \n",
       "3    5f7827fdeb7c20b443265fc2f40845b715385ff2  0.01  \n",
       "4    a0b86991c6218b36c1d19d4a2e9eb0ce3606eb48  0.01  \n",
       "..                                        ...   ...  \n",
       "220  6b3595068778dd592e39a122f4f5a5cf09c90fe2   0.3  \n",
       "221  a0b86991c6218b36c1d19d4a2e9eb0ce3606eb48   0.3  \n",
       "222  dac17f958d2ee523a2206206994597c13d831ec7   0.3  \n",
       "223  2260fac5e5542a773aa44fbcfedf7c193bc2c599   0.3  \n",
       "224  c02aaa39b223fe8d0a0e5c4f27ead9083c756cc2   0.3  \n",
       "\n",
       "[2544 rows x 5 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DEX fields\n",
    "exp_markets[['pool_config_id','contract_address','base_address','quote_address','fee']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e39278ab-e8c1-432f-ba63-ce107edcbbab",
   "metadata": {},
   "source": [
    "Each liquidity pool is also associated with a corresponding fee percentage. With each trade, fees are distributed pro-rata to the pool's liquidity providers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "93df0562-c502-4abd-8b0e-12ab3e4bd05a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      0\n",
       "0  0.01\n",
       "1  0.05\n",
       "2   0.3\n",
       "3   1.0"
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   ],
   "source": [
    "# Range of pool fees\n",
    "pool_fees = pd.DataFrame(exp_markets.fee.unique().dropna())\n",
    "pool_fees"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52972953-a795-4417-b0ee-af4606268d9f",
   "metadata": {},
   "source": [
    "Due to the permissionless nature of provisioning a liquidity pool, users can easily add arbitrary ERC-20 tokens to the decentralized exchange. There are over 50,000 trading pairs available on Uniswap today. To prioritize only the most relevant and liquid markets, we cover the subset of markets where both tokens are part of Coin Metrics [reference rate coverage](https://docs.coinmetrics.io/asset-metrics/market/referenceratesusd)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "16949dce-34cd-420b-a81d-e2a2f8208d8b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['1inch' 'aave' 'ageur_eth' 'alcx' 'alpha' 'alusd' 'ampl_eth' 'ant' 'ape'\n",
      " 'api3' 'audio' 'ausd_eth' 'axs_1_eth' 'axs_2_eth' 'badger' 'bal'\n",
      " 'band_eth' 'bat' 'bit' 'bnb_eth' 'bnt' 'boost_eth' 'btm_eth' 'busd'\n",
      " 'cbat' 'cbeth' 'ccomp' 'cdai' 'cel' 'cennz' 'ceth' 'chz_eth' 'comp' 'cro'\n",
      " 'crv' 'crvusd_eth' 'cuni' 'cusdc' 'cusdcv3' 'cusdt' 'cvc' 'cvx' 'cwbtc'\n",
      " 'czrx' 'dai' 'dar' 'degen_eth' 'deusd_eth' 'dgx' 'dorkl_eth' 'dpi' 'drgn'\n",
      " 'eeth_eth' 'elf' 'eng' 'enj' 'ens' 'esd' 'ethos' 'ethx_eth' 'eul'\n",
      " 'eurc_eth' 'eurcv_eth' 'eure_eth' 'eurs_eth' 'eurt_eth' 'fdusd_eth'\n",
      " 'fei_eth' 'flx' 'fox_eth' 'frax_eth' 'frxeth_eth' 'ftm_eth' 'ftt' 'fun'\n",
      " 'fwb' 'fxc_eth' 'fxs' 'gala' 'gbpt_eth' 'gho_eth' 'glm' 'gno' 'grt'\n",
      " 'gt_eth' 'gusd' 'gyen_eth' 'hbot' 'hbtc' 'hedg' 'hex_eth' 'hpos10i_eth'\n",
      " 'hpos1m_eth' 'ht' 'husd' 'idrt_eth' 'imx' 'inst' 'kin1' 'knc' 'ldo'\n",
      " 'lend' 'leo_eth' 'link' 'linq_eth' 'looks' 'loom' 'lpt' 'ltx_eth'\n",
      " 'lusd_eth' 'mana' 'matic_eth' 'mco' 'meth_eth' 'mim_eth' 'mkr_2_eth'\n",
      " 'mnt' 'mpl' 'mtl_metal' 'myc' 'myth' 'nexo' 'nftx' 'nmr' 'ogn'\n",
      " 'ohm_2_eth' 'okb' 'omg' 'ousd_eth' 'paid' 'parrot_eth' 'pax' 'paxg' 'pay'\n",
      " 'pdt' 'pepe_eth' 'perp' 'pndc_eth' 'pog_eth' 'pol_eth' 'poly' 'pow_eth'\n",
      " 'powr' 'ppt' 'pufeth_eth' 'pvpbot_eth' 'pxeth_eth' 'pyusd_eth' 'qash'\n",
      " 'qnt' 'rad' 'radar' 'rai_eth' 'ren' 'renbtc' 'renfil_eth' 'rep_3_eth'\n",
      " 'reth_eth' 'rev_eth' 'rez_eth' 'rlb_eth' 'rook' 'rseth_eth' 'rsr'\n",
      " 'rsweth_eth' 'safe_eth' 'sai' 'salt' 'sand' 'sbtc_eth' 'sdai_eth'\n",
      " 'seth_synthseth_eth' 'shepe_eth' 'shia_eth' 'shib' 'skl' 'slp_1_eth'\n",
      " 'slp_2_eth' 'snt' 'snx_3_eth' 'socks' 'spell' 'srm' 'srn' 'steth_lido'\n",
      " 'stg_eth' 'stkaave' 'stmx' 'stone_eth' 'storj' 'susd_eth' 'susde_eth'\n",
      " 'sushi' 'sweth_eth' 'swise' 'swrv' 't_eth' 'taud_eth' 'tbtc_eth'\n",
      " 'tcad_eth' 'tgbp_eth' 'thkd_eth' 'toke' 'trx_eth' 'tusd_2_eth' 'ubt'\n",
      " 'uma' 'uni' 'univ2aaveweth_eth' 'univ2crvweth_eth' 'univ2daiweth_eth'\n",
      " 'univ2snxweth_eth' 'univ2uniweth_eth' 'univ2wbtcweth_eth'\n",
      " 'univ2yfiweth_eth' 'uqc_1_eth' 'uqc_2_eth' 'usd0_eth' 'usda_eth' 'usdc'\n",
      " 'usdd_eth' 'usde_eth' 'usdk' 'usdn_eth' 'usdt_eth' 'usdv_eth' 'usdy_eth'\n",
      " 'ustc.t_eth_wh' 'veri' 'wbtc' 'wcelo' 'wcusd' 'weeth_eth' 'weth' 'wluna'\n",
      " 'wnxm' 'wsteth' 'wust' 'wzec' 'xai_silofinance_eth' 'xaut_1_eth'\n",
      " 'xaut_2_eth' 'xchf' 'xidr_eth' 'xsgd_eth' 'xsushi' 'yama_eth' 'yfi' 'zrx']\n",
      "\n",
      "Total number of assets: \u001b[1m249\u001b[0m\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Assets covered\n",
    "asset_coverage = np.unique(exp_markets[['base', 'quote']].values)\n",
    "print(asset_coverage)\n",
    "print('\\nTotal number of assets: \\033[1m' + str(len(asset_coverage)) + '\\033[0m\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2f9401c-a473-4468-8af7-109bd93f0955",
   "metadata": {},
   "source": [
    "The majority of DEX assets trade against **Wrapped Ether (WETH)**. Note that Ethereum's native asset ETH is not supported in Uniswap V2/V3, as the asset was created prior to the ERC-20 standard. From the Uniswap documentation:\n",
    "\n",
    "> \"Unlike Uniswap V1 pools, V2 pairs do not support ETH directly, so ETH⇄ERC-20 pairs must be emulated with WETH. The motivation behind this choice was to remove ETH-specific code in the core, resulting in a leaner codebase. End users can be kept fully ignorant of this implementation detail, however, by simply wrapping/unwrapping ETH in the periphery.\" <br/>\n",
    "> [docs.uniswap.org](https://docs.uniswap.org/protocol/V2/concepts/protocol-overview/smart-contracts#weth)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "25e7e748-bedf-4379-aa0a-94a9d46aac5b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Total number of \u001b[1mweth\u001b[0m markets: \n",
      "\u001b[1m847\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Enter an asset ticker to see available 'base' and 'quote' markets\n",
    "asset = 'weth'\n",
    "\n",
    "selected_markets = exp_markets.loc[(exp_markets['base']==asset) | (exp_markets['quote']==asset)]\n",
    "print('\\nTotal number of ' + '\\033[1m' + asset + '\\033[0m' + ' markets: \\n\\033[1m' \n",
    "      + str(len(selected_markets)) + '\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3024f847-875d-4308-b309-83e5072bf5a3",
   "metadata": {},
   "source": [
    "### Using the min_time parameter, we can filter for the newest DEX liquidity pool deployed in our coverage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8639e1ff-90a3-4aec-aed3-9fcc2dbe632c",
   "metadata": {},
   "outputs": [],
   "source": [
    "defi_market_catalogs = pd.concat([client.catalog_market_trades_v2(\n",
    "    market_type = 'spot',\n",
    "    page_size = 10000,\n",
    "    exchange = \"uniswap_v3_eth\",\n",
    ").to_dataframe(), client.catalog_market_trades_v2(\n",
    "    market_type = 'spot',\n",
    "    page_size = 10000,\n",
    "    exchange = \"uniswap_v2_eth\",\n",
    ").to_dataframe(), client.catalog_market_trades_v2(\n",
    "    market_type = 'spot',\n",
    "    page_size = 10000,\n",
    "    exchange = \"sushiswap_v1_eth\",\n",
    ").to_dataframe()]).sort_values('min_time').reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "32585c96-8fda-472e-bac4-3aba77501587",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      index                                      market  \\\n",
      "0       560               uniswap_v2_eth-usdc-weth-spot   \n",
      "1       154                uniswap_v2_eth-dai-weth-spot   \n",
      "2       152                uniswap_v2_eth-dai-usdc-spot   \n",
      "3       387                uniswap_v2_eth-ren-usdc-spot   \n",
      "4        85               uniswap_v2_eth-cdai-weth-spot   \n",
      "...     ...                                         ...   \n",
      "2012    207         uniswap_v3_eth-2-paxg-usdt_eth-spot   \n",
      "2013    208       uniswap_v3_eth-2-paxg-xaut_2_eth-spot   \n",
      "2014    302  uniswap_v3_eth-2-weeth_eth-pufeth_eth-spot   \n",
      "2015     24    uniswap_v3_eth-1-deusd_eth-usdt_eth-spot   \n",
      "2016    656   uniswap_v3_eth-3-usdt_eth-crvusd_eth-spot   \n",
      "\n",
      "                      min_time                  max_time  \n",
      "0    2020-05-05 21:09:32+00:00 2024-10-10 15:38:59+00:00  \n",
      "1    2020-05-14 00:01:38+00:00 2024-10-10 15:32:11+00:00  \n",
      "2    2020-05-15 02:18:16+00:00 2024-10-10 15:37:11+00:00  \n",
      "3    2020-05-17 21:32:57+00:00 2024-09-03 22:31:59+00:00  \n",
      "4    2020-05-18 17:18:03+00:00 2024-10-07 23:14:47+00:00  \n",
      "...                        ...                       ...  \n",
      "2012 2024-09-16 01:14:11+00:00 2024-09-17 01:00:23+00:00  \n",
      "2013 2024-09-17 01:56:23+00:00 2024-09-28 12:37:23+00:00  \n",
      "2014 2024-09-26 04:21:35+00:00 2024-10-10 11:24:59+00:00  \n",
      "2015 2024-09-27 23:06:35+00:00 2024-10-10 05:51:11+00:00  \n",
      "2016 2024-09-28 07:12:59+00:00 2024-10-10 10:46:47+00:00  \n",
      "\n",
      "[2017 rows x 4 columns]\n"
     ]
    }
   ],
   "source": [
    "print (defi_market_catalogs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9a90d37b-fdc0-424f-8fcd-2f707eacb18e",
   "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>2016</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>index</th>\n",
       "      <td>656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>market</th>\n",
       "      <td>uniswap_v3_eth-3-usdt_eth-crvusd_eth-spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min_time</th>\n",
       "      <td>2024-09-28 07:12:59+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max_time</th>\n",
       "      <td>2024-10-10 10:46:47+00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               2016\n",
       "index                                           656\n",
       "market    uniswap_v3_eth-3-usdt_eth-crvusd_eth-spot\n",
       "min_time                  2024-09-28 07:12:59+00:00\n",
       "max_time                  2024-10-10 10:46:47+00:00"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check for the newest market\n",
    "newest = defi_market_catalogs.loc[defi_market_catalogs['min_time'].idxmax()].dropna()\n",
    "pd.DataFrame(newest)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8341da8f-3a4c-49d4-8ff4-dba34476ab23",
   "metadata": {},
   "source": [
    "# DEX Swaps Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d70a18a0-eda7-4c1a-9705-4ef62ab055fa",
   "metadata": {},
   "source": [
    "Swaps data is served through our existing */timeseries/market-trades* endpoint because swaps are conceptually identical to a trade. Users can see all the standard trade fields for a swap such as **time, price, and volume** but can also see defi-specific fields such as the **block height, block hash, transaction id, addresses involved** in the swap, and more."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "98fd6164-ba98-4413-8d59-9ab7970738ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "defi_market = 'uniswap_v3_eth-2-weth-usdt_eth-spot'\n",
    "\n",
    "start = datetime(year=2024, month=9, day=28)\n",
    "end = datetime(year=2024, month=10, day=3)\n",
    "\n",
    "# start = \"2024-09-28\" datetime.now() - timedelta(days=3)\n",
    "# end = \"2024-10-03\" datetime.now() - timedelta(hours=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "1c70a6da-1111-4eb2-b31f-415b08696693",
   "metadata": {},
   "outputs": [],
   "source": [
    "defi_trades = client.get_market_trades(\n",
    "    markets=defi_market,\n",
    "    start_time=start,\n",
    "    end_time=end,\n",
    "    page_size=10000\n",
    ").to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "240f4ff4-dfe1-4d07-aa50-34c0f7dec691",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>market</th>\n",
       "      <th>time</th>\n",
       "      <th>coin_metrics_id</th>\n",
       "      <th>amount</th>\n",
       "      <th>price</th>\n",
       "      <th>database_time</th>\n",
       "      <th>side</th>\n",
       "      <th>block_hash</th>\n",
       "      <th>block_height</th>\n",
       "      <th>txid</th>\n",
       "      <th>initiator</th>\n",
       "      <th>sender</th>\n",
       "      <th>beneficiary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>uniswap_v3_eth-2-weth-usdt_eth-spot</td>\n",
       "      <td>2024-09-28 00:02:35+00:00</td>\n",
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       "      <td>def1c0ded9bec7f1a1670819833240f027b25eff</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>uniswap_v3_eth-2-weth-usdt_eth-spot</td>\n",
       "      <td>2024-09-28 00:03:11+00:00</td>\n",
       "      <td>04V16RF4EB2JLNA71I9J63JD317T9BC445H12O9LRS9LET...</td>\n",
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       "      <td>buy</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>uniswap_v3_eth-2-weth-usdt_eth-spot</td>\n",
       "      <td>2024-09-28 00:03:35+00:00</td>\n",
       "      <td>04V16RPCTT37H4S2NMDMJ6NNIFB0QKAMVCSI8EOQKN63FQ...</td>\n",
       "      <td>0.741120</td>\n",
       "      <td>2697.268428</td>\n",
       "      <td>2024-09-28 00:03:55.614677+00:00</td>\n",
       "      <td>buy</td>\n",
       "      <td>2cef46789382bd9b699af793d60d5156fb39243b1aa5cc...</td>\n",
       "      <td>20845423</td>\n",
       "      <td>4f4aeefc3bcfafcd7fb89b0f34ecc4c32406900ae11c76...</td>\n",
       "      <td>2520d3ba7d01638ca671731a1f52fe806b478106</td>\n",
       "      <td>1111111254eeb25477b68fb85ed929f73a960582</td>\n",
       "      <td>1111111254eeb25477b68fb85ed929f73a960582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>uniswap_v3_eth-2-weth-usdt_eth-spot</td>\n",
       "      <td>2024-09-28 00:04:23+00:00</td>\n",
       "      <td>04V16SOS64RJPU3O4IOE16ORLUUS8JN3AJGLA0Q7F5MC1C...</td>\n",
       "      <td>5.014417</td>\n",
       "      <td>2697.937585</td>\n",
       "      <td>2024-09-28 00:04:30.669374+00:00</td>\n",
       "      <td>buy</td>\n",
       "      <td>1c31373cf87824b0e09b1bafbdc44ee354e1550347796c...</td>\n",
       "      <td>20845427</td>\n",
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       "      <td>d1fa51f2db23a9fa9d7bb8437b89fb2e70c60cb7</td>\n",
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       "      <td>d4bc53434c5e12cb41381a556c3c47e1a86e80e3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>uniswap_v3_eth-2-weth-usdt_eth-spot</td>\n",
       "      <td>2024-09-28 00:04:35+00:00</td>\n",
       "      <td>04V16T2UFV6GNIHS4IDG0KD5EHCJ4HSIFEO05TI9SHFUHG...</td>\n",
       "      <td>0.031732</td>\n",
       "      <td>2698.519611</td>\n",
       "      <td>2024-09-28 00:04:50.184814+00:00</td>\n",
       "      <td>sell</td>\n",
       "      <td>5e7fcd0bca3c249b0051a574593247927bb002f649e45f...</td>\n",
       "      <td>20845428</td>\n",
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       "      <td>7ba00d171698d2589917e30314d852eb16d7c7e6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                market                      time  \\\n",
       "0  uniswap_v3_eth-2-weth-usdt_eth-spot 2024-09-28 00:02:35+00:00   \n",
       "1  uniswap_v3_eth-2-weth-usdt_eth-spot 2024-09-28 00:03:11+00:00   \n",
       "2  uniswap_v3_eth-2-weth-usdt_eth-spot 2024-09-28 00:03:35+00:00   \n",
       "3  uniswap_v3_eth-2-weth-usdt_eth-spot 2024-09-28 00:04:23+00:00   \n",
       "4  uniswap_v3_eth-2-weth-usdt_eth-spot 2024-09-28 00:04:35+00:00   \n",
       "\n",
       "                                     coin_metrics_id    amount        price  \\\n",
       "0  04V16QH5M1MJID0J6I0JG58KJ8SG2L9IKSDLNRB045SQ1Q...  0.018185  2695.753372   \n",
       "1  04V16RF4EB2JLNA71I9J63JD317T9BC445H12O9LRS9LET...  6.575382  2696.471168   \n",
       "2  04V16RPCTT37H4S2NMDMJ6NNIFB0QKAMVCSI8EOQKN63FQ...  0.741120  2697.268428   \n",
       "3  04V16SOS64RJPU3O4IOE16ORLUUS8JN3AJGLA0Q7F5MC1C...  5.014417  2697.937585   \n",
       "4  04V16T2UFV6GNIHS4IDG0KD5EHCJ4HSIFEO05TI9SHFUHG...  0.031732  2698.519611   \n",
       "\n",
       "                     database_time  side  \\\n",
       "0 2024-09-28 00:02:45.846142+00:00   buy   \n",
       "1 2024-09-28 00:03:20.086567+00:00   buy   \n",
       "2 2024-09-28 00:03:55.614677+00:00   buy   \n",
       "3 2024-09-28 00:04:30.669374+00:00   buy   \n",
       "4 2024-09-28 00:04:50.184814+00:00  sell   \n",
       "\n",
       "                                          block_hash  block_height  \\\n",
       "0  25b06d39341334813815149a39015532a71b5bed602179...      20845418   \n",
       "1  e472c53add470c93330e6d184fd4ad842162116135df13...      20845421   \n",
       "2  2cef46789382bd9b699af793d60d5156fb39243b1aa5cc...      20845423   \n",
       "3  1c31373cf87824b0e09b1bafbdc44ee354e1550347796c...      20845427   \n",
       "4  5e7fcd0bca3c249b0051a574593247927bb002f649e45f...      20845428   \n",
       "\n",
       "                                                txid  \\\n",
       "0  e59452b3bb96e0d32fae12ccdf016de46088677c651cd9...   \n",
       "1  5772a8d90add0e04f712e52990617f99106ba2812841b8...   \n",
       "2  4f4aeefc3bcfafcd7fb89b0f34ecc4c32406900ae11c76...   \n",
       "3  64b03668dea2194daf3e56ad8f452e9b01bcb612ac1ea2...   \n",
       "4  9aa35835ffdcdfc7309bfb9db69ac2ae4d35395c7fe398...   \n",
       "\n",
       "                                  initiator  \\\n",
       "0  9ac1914af5f020d6f8b6afee976a110c3d5cc3a3   \n",
       "1  93793bd1f3e35a0efd098c30e486a860a0ef7551   \n",
       "2  2520d3ba7d01638ca671731a1f52fe806b478106   \n",
       "3  d1fa51f2db23a9fa9d7bb8437b89fb2e70c60cb7   \n",
       "4  24bfe8a4902645f3d54ad95377a4befd9aecb250   \n",
       "\n",
       "                                     sender  \\\n",
       "0  def1c0ded9bec7f1a1670819833240f027b25eff   \n",
       "1  68d3a973e7272eb388022a5c6518d9b2a2e66fbf   \n",
       "2  1111111254eeb25477b68fb85ed929f73a960582   \n",
       "3  d4bc53434c5e12cb41381a556c3c47e1a86e80e3   \n",
       "4  7ba00d171698d2589917e30314d852eb16d7c7e6   \n",
       "\n",
       "                                beneficiary  \n",
       "0  def1c0ded9bec7f1a1670819833240f027b25eff  \n",
       "1  68d3a973e7272eb388022a5c6518d9b2a2e66fbf  \n",
       "2  1111111254eeb25477b68fb85ed929f73a960582  \n",
       "3  d4bc53434c5e12cb41381a556c3c47e1a86e80e3  \n",
       "4  7ba00d171698d2589917e30314d852eb16d7c7e6  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "defi_trades['amount'] = defi_trades['amount'].astype(float)\n",
    "defi_trades.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c7266c1b-de16-4d4d-84ff-b4f8d2938afd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "color_map = {'buy': 'green', 'sell': 'red'}\n",
    "defi_price = plt.scatter(x=defi_trades['time'], y=defi_trades['price'], s=defi_trades['amount'], c=defi_trades['side'].map(color_map))\n",
    "\n",
    "plt.xlabel(\"\", fontsize=15)\n",
    "plt.ylabel(\"Price (USDT)\\n\", font='arial',fontsize=15)\n",
    "\n",
    "market_string = defi_market.split(\"uniswap_v3_eth-\", 1)[-1].split(\"-spot\")[0].upper()\n",
    "plt.title('\\nUniswap V3\\n Pool ' + market_string + '\\nTrades\\n', font='arial', size=20)\n",
    "\n",
    "legend_labels = ['BUY', 'SELL']\n",
    "legend_handles = [plt.Line2D([0], [0], marker='o', color='w', markerfacecolor=color_map['buy'], markersize=12),\n",
    "                  plt.Line2D([0], [0], marker='o', color='w', markerfacecolor=color_map['sell'], markersize=12)]\n",
    "legend = plt.legend(legend_handles, legend_labels, loc='lower right', fontsize=16, framealpha=0, bbox_to_anchor=(0.99, 1.02))\n",
    "\n",
    "plt.gca().set_facecolor('white')\n",
    "plt.grid(color='black', linestyle='dotted')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "7068ef37-2181-40dc-b10f-706f3c977f32",
   "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>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>market</th>\n",
       "      <td>uniswap_v3_eth-2-weth-usdt_eth-spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <td>2024-09-28 00:02:35+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>coin_metrics_id</th>\n",
       "      <td>04V16QH5M1MJID0J6I0JG58KJ8SG2L9IKSDLNRB045SQ1Q...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>amount</th>\n",
       "      <td>0.018185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>price</th>\n",
       "      <td>2695.753372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>database_time</th>\n",
       "      <td>2024-09-28 00:02:45.846142+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>side</th>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>block_hash</th>\n",
       "      <td>25b06d39341334813815149a39015532a71b5bed602179...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>block_height</th>\n",
       "      <td>20845418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>txid</th>\n",
       "      <td>e59452b3bb96e0d32fae12ccdf016de46088677c651cd9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>initiator</th>\n",
       "      <td>9ac1914af5f020d6f8b6afee976a110c3d5cc3a3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sender</th>\n",
       "      <td>def1c0ded9bec7f1a1670819833240f027b25eff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beneficiary</th>\n",
       "      <td>def1c0ded9bec7f1a1670819833240f027b25eff</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                 0\n",
       "market                         uniswap_v3_eth-2-weth-usdt_eth-spot\n",
       "time                                     2024-09-28 00:02:35+00:00\n",
       "coin_metrics_id  04V16QH5M1MJID0J6I0JG58KJ8SG2L9IKSDLNRB045SQ1Q...\n",
       "amount                                                    0.018185\n",
       "price                                                  2695.753372\n",
       "database_time                     2024-09-28 00:02:45.846142+00:00\n",
       "side                                                           buy\n",
       "block_hash       25b06d39341334813815149a39015532a71b5bed602179...\n",
       "block_height                                              20845418\n",
       "txid             e59452b3bb96e0d32fae12ccdf016de46088677c651cd9...\n",
       "initiator                 9ac1914af5f020d6f8b6afee976a110c3d5cc3a3\n",
       "sender                    def1c0ded9bec7f1a1670819833240f027b25eff\n",
       "beneficiary               def1c0ded9bec7f1a1670819833240f027b25eff"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(defi_trades.iloc[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2610a0a0-f40b-4fe3-b967-9c505c1a7891",
   "metadata": {},
   "source": [
    "### Unlike centralized exchanges, where there is an unknown buyer and a seller, each swap is associated with 3 different Ethereum addresses:\n",
    "- **Initiator** is the ethereum address which submitted the transaction as a result of which the swap/liquidity action occurred\n",
    "- **Sender** is the ethereum address that invoked the uniswap pool smart contract's function for swapping or adding/removing liquidity\n",
    "- **Beneficiary** is the ethereum address that got credited with the output tokens (in case of a swap or liquidity removal) or with liquidity (in case of liquidity addition)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "bd4fa9b7-b9bb-4a21-80c9-b5ead88dd5af",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Total number of \u001b[1muniswap_v3_eth-2-weth-usdt_eth-spot\u001b[0m trades (2024-09-28 to 2024-10-03): \n",
      "\u001b[1m9357\u001b[0m\n",
      "\n",
      "\n",
      "Total number of \u001b[1muniswap_v3_eth-2-weth-usdt_eth-spot\u001b[0m buys (2024-09-28 to 2024-10-03): \n",
      "\u001b[1m4737\u001b[0m\n",
      "\n",
      "\n",
      "Total number of \u001b[1muniswap_v3_eth-2-weth-usdt_eth-spot\u001b[0m unique buyers (2024-09-28 to 2024-10-03): \n",
      "\u001b[1m431\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print('\\nTotal number of ' + '\\033[1m' + defi_market + '\\033[0m' + ' trades (' + str(start.date()) + ' to ' + str(end.date()) + '): \\n\\033[1m' \n",
    "      + str(len(defi_trades)) + '\\033[0m\\n')\n",
    "\n",
    "print('\\nTotal number of ' + '\\033[1m' + defi_market + '\\033[0m' + ' buys (' + str(start.date()) + ' to ' + str(end.date())+ '): \\n\\033[1m' \n",
    "      + str(len(defi_trades.loc[(defi_trades['side']=='buy')])) + '\\033[0m\\n')\n",
    "\n",
    "print('\\nTotal number of ' + '\\033[1m' + defi_market + '\\033[0m' + ' unique buyers (' + str(start.date()) + ' to ' + str(end.date()) + '): \\n\\033[1m' \n",
    "      + str(len((defi_trades.loc[(defi_trades['side']=='buy')]).beneficiary.unique())) + '\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "c0a4d4e6-9405-4406-90e3-8ea20fb83d77",
   "metadata": {},
   "outputs": [],
   "source": [
    "defi_buyers = pd.DataFrame(defi_trades)\n",
    "defi_buyers['time'] = pd.to_datetime(defi_buyers['time'])\n",
    "defi_buyers.set_index('time', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "267e0819-ac0d-48d5-9d4e-d8cb1aa88f24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hourly_unique_buyers = defi_buyers['beneficiary'].resample('h').nunique()\n",
    "sns.set_style('whitegrid')\n",
    "fig, ax = plt.subplots()\n",
    "sns.lineplot(data=hourly_unique_buyers, ax=ax)\n",
    "ax.set_xlabel('')\n",
    "ax.set_ylabel('Unique Buyers per Hour')\n",
    "ax.set_title('\\nPool ' + str(market_string) + '\\nUnique Buyers per Hour\\n', font='arial', size=20)\n",
    "plt.grid(color='black', linestyle='dotted')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "18261341-76ae-481e-883e-a382bd8b7dc0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<StringArray>\n",
       "['def1c0ded9bec7f1a1670819833240f027b25eff',\n",
       " '68d3a973e7272eb388022a5c6518d9b2a2e66fbf',\n",
       " '1111111254eeb25477b68fb85ed929f73a960582',\n",
       " 'd4bc53434c5e12cb41381a556c3c47e1a86e80e3',\n",
       " '3c2a37b1131da9941a577e7155ee393a5a6d7667',\n",
       " '22f9dcf4647084d6c31b2765f6910cd85c178c18',\n",
       " 'a69babef1ca67a37ffaf7a485dfff3382056e78c',\n",
       " 'e592427a0aece92de3edee1f18e0157c05861564',\n",
       " '298d5d792531a48934960fda716897c9024e7972',\n",
       " '9008d19f58aabd9ed0d60971565aa8510560ab41',\n",
       " ...\n",
       " 'bbd9784d40141186aa4832caf1d9511a18ee87cb',\n",
       " '6ec94c2a29caf3fed73177267fdc11a4c77ec4ee',\n",
       " '5d811a9d059ddab0c18b385ad3b752f734f011cb',\n",
       " '9b909d64866c677903af0481b0ec9b472078db34',\n",
       " 'e97c0000b4d4139de6a50000bf00005c3f000a1c',\n",
       " 'b7426bfd2abf64428fa82a71b0d44b056ffcc286',\n",
       " 'f2b6525a3d7f28113cc57cb9b73dde9230073059',\n",
       " '5278dd4ab7aa1c1f06bcd84b92ce59879cbf8936',\n",
       " 'c715a91f98a3370c8806b54c1a4738d85753848b',\n",
       " 'd0f292fa6fe694892bcf52b55ca0f3e277be17c0']\n",
       "Length: 431, dtype: string"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Unique buyer addresses\n",
    "((defi_trades.loc[(defi_trades['side']=='buy')]).beneficiary.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "96585a8d-5efd-4888-99a4-9a665b29c608",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate approximate USD volume (NOTE: quote asset must be a stablecoin)\n",
    "defi_trades['DEX Volume (USD)'] = (defi_trades['amount'])*(defi_trades['price'])\n",
    "\n",
    "# Use only the amount field if base asset is a stablecoin\n",
    "#defi_trades['DeFi Volume (USD)'] = (defi_trades['amount'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "2e090d4b-c3f3-4875-b272-bcafccb3e26f",
   "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>3286</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>market</th>\n",
       "      <td>uniswap_v3_eth-2-weth-usdt_eth-spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <td>2024-09-30 04:03:11+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>coin_metrics_id</th>\n",
       "      <td>04V5058KK3J2F7I55REEGSBAFL5O0IV9FT32T8C1IN1GLP...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>amount</th>\n",
       "      <td>164.559018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>price</th>\n",
       "      <td>2653.367269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>database_time</th>\n",
       "      <td>2024-09-30 04:03:18.549204+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>side</th>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>block_hash</th>\n",
       "      <td>14a0e6279e452edce8716a7d4b804be97f462ea18195c3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>block_height</th>\n",
       "      <td>20860949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>txid</th>\n",
       "      <td>2cfde2f16b538097ee51df1f60a87bd0c34a5c517fd87a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>initiator</th>\n",
       "      <td>ab7b99998206d1ccf8b13b02b7566c267f4e2313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sender</th>\n",
       "      <td>e37e799d5077682fa0a244d46e5649f71457bd09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beneficiary</th>\n",
       "      <td>e37e799d5077682fa0a244d46e5649f71457bd09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEX Volume (USD)</th>\n",
       "      <td>436635.511541</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                               3286\n",
       "market                          uniswap_v3_eth-2-weth-usdt_eth-spot\n",
       "time                                      2024-09-30 04:03:11+00:00\n",
       "coin_metrics_id   04V5058KK3J2F7I55REEGSBAFL5O0IV9FT32T8C1IN1GLP...\n",
       "amount                                                   164.559018\n",
       "price                                                   2653.367269\n",
       "database_time                      2024-09-30 04:03:18.549204+00:00\n",
       "side                                                            buy\n",
       "block_hash        14a0e6279e452edce8716a7d4b804be97f462ea18195c3...\n",
       "block_height                                               20860949\n",
       "txid              2cfde2f16b538097ee51df1f60a87bd0c34a5c517fd87a...\n",
       "initiator                  ab7b99998206d1ccf8b13b02b7566c267f4e2313\n",
       "sender                     e37e799d5077682fa0a244d46e5649f71457bd09\n",
       "beneficiary                e37e799d5077682fa0a244d46e5649f71457bd09\n",
       "DEX Volume (USD)                                      436635.511541"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Largest trade\n",
    "largest = defi_trades.loc[defi_trades['amount'].idxmax()]\n",
    "trade_size_usd = '${:,.2f}'.format(largest['DEX Volume (USD)'])\n",
    "pd.DataFrame(largest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "75f63495-92ff-4a3b-b45e-e792cbbd9b1a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "LARGEST TRADE: \n",
      "\n",
      "$436,635.51 by address 0xe37e799d5077682fa0a244d46e5649f71457bd09\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print('\\nLARGEST TRADE: \\n\\n' + trade_size_usd + ' by address 0x' + largest['beneficiary'] + '\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "ba359010-f263-4012-bbaa-acf379a31a24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<br>**ATLAS** by Coin Metrics <br> **Blockchain Search Engine** <br><br>**BUYER ADDRESS:** https://atlas.coinmetrics.io/address-details?asset=weth&address=e37e799d5077682fa0a244d46e5649f71457bd09<br><br>**TRANSACTION INFO:** https://atlas.coinmetrics.io/transaction-details?asset=weth&tx_hash=2cfde2f16b538097ee51df1f60a87bd0c34a5c517fd87ab7235721e29f516b6a<br><br>**BlOCK INFO:** https://atlas.coinmetrics.io/block-details?asset=weth&block_hash=14a0e6279e452edce8716a7d4b804be97f462ea18195c30ae608b564a4e3c0f1<br><br>For more info on **ATLAS** visit: https://coinmetrics.io/atlas/"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ATLAS links for blockchain metadata\n",
    "md('<br>**ATLAS** by Coin Metrics <br> **Blockchain Search Engine** <br><br>**BUYER ADDRESS:** https://atlas.coinmetrics.io/address-details?asset=weth&address=' + str(largest['beneficiary']) + '<br><br>**TRANSACTION INFO:** https://atlas.coinmetrics.io/transaction-details?asset=weth&tx_hash=' + str(largest['txid']) + '<br><br>**BlOCK INFO:** https://atlas.coinmetrics.io/block-details?asset=weth&block_hash=' + str(largest['block_hash']) + '<br><br>For more info on **ATLAS** visit: https://coinmetrics.io/atlas/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "6f06bbd9-dff3-45e7-99a9-5ea2a7016e06",
   "metadata": {},
   "outputs": [],
   "source": [
    "defi_trades['Datetime'] = pd.to_datetime(defi_trades['time']).dt.floor('h')\n",
    "defi_vol = defi_trades.groupby('Datetime')['DEX Volume (USD)'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "aa6e24a1-bc03-44ef-a65c-758dd462be2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DEX Volume (USD)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Datetime</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-09-28 00:00:00+00:00</th>\n",
       "      <td>233622.387479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-28 01:00:00+00:00</th>\n",
       "      <td>395123.849</td>\n",
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       "    <tr>\n",
       "      <th>2024-09-28 02:00:00+00:00</th>\n",
       "      <td>369315.276682</td>\n",
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       "    <tr>\n",
       "      <th>2024-09-28 03:00:00+00:00</th>\n",
       "      <td>302164.77343</td>\n",
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       "    <tr>\n",
       "      <th>2024-09-28 04:00:00+00:00</th>\n",
       "      <td>297449.152711</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>2024-10-02 19:00:00+00:00</th>\n",
       "      <td>1680875.333594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-10-02 20:00:00+00:00</th>\n",
       "      <td>1116915.909455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-10-02 21:00:00+00:00</th>\n",
       "      <td>388575.141488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-10-02 22:00:00+00:00</th>\n",
       "      <td>486446.085988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-10-02 23:00:00+00:00</th>\n",
       "      <td>315113.24405</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>120 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           DEX Volume (USD)\n",
       "Datetime                                   \n",
       "2024-09-28 00:00:00+00:00     233622.387479\n",
       "2024-09-28 01:00:00+00:00        395123.849\n",
       "2024-09-28 02:00:00+00:00     369315.276682\n",
       "2024-09-28 03:00:00+00:00      302164.77343\n",
       "2024-09-28 04:00:00+00:00     297449.152711\n",
       "...                                     ...\n",
       "2024-10-02 19:00:00+00:00    1680875.333594\n",
       "2024-10-02 20:00:00+00:00    1116915.909455\n",
       "2024-10-02 21:00:00+00:00     388575.141488\n",
       "2024-10-02 22:00:00+00:00     486446.085988\n",
       "2024-10-02 23:00:00+00:00      315113.24405\n",
       "\n",
       "[120 rows x 1 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(defi_vol)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfa2bf58-e356-477e-bb26-8fae84c53092",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Retrieving volume for a centralized exchange via the market-candles endpoint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "1bb2d5b5-a911-4d81-966e-e6625ca36579",
   "metadata": {},
   "outputs": [],
   "source": [
    "cex_market = 'coinbase-eth-usd-spot'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "56c306e3-cd20-4ad1-8619-acefe659e0c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fetch the market candles and rename the column\n",
    "cex_vol = client.get_market_candles(\n",
    "    markets=cex_market,\n",
    "    frequency='1h',\n",
    "    start_time=start,\n",
    "    end_time=end - timedelta(hours=1)\n",
    ").to_dataframe()\n",
    "\n",
    "# Rename the volume column\n",
    "cex_vol = cex_vol.rename(columns={\"candle_usd_volume\": \"CEX Volume (USD)\"})\n",
    "\n",
    "# Directly convert 'time' to datetime format with an explicit format\n",
    "cex_vol['Datetime'] = pd.to_datetime(cex_vol['time'], format='%Y-%m-%dT%H:%M:%S')  # Specify the correct format based on your 'time' data\n",
    "\n",
    "# Group by 'Datetime' and sum 'CEX Volume (USD)'\n",
    "cex_vol = cex_vol.groupby('Datetime')['CEX Volume (USD)'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "aa593978-51bb-4cdc-afa2-ea639408d106",
   "metadata": {},
   "outputs": [],
   "source": [
    "vol_comp = pd.merge(defi_vol, cex_vol,on=\"Datetime\", how=\"left\").dropna()\n",
    "vol_comp[\"DEX Volume (USD)\"] = vol_comp['DEX Volume (USD)'].astype(int)\n",
    "vol_comp[\"CEX Volume (USD)\"] = vol_comp['CEX Volume (USD)'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "9d8e3acf-7bb0-4c60-8731-9cc30b8c2187",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DEX Volume (USD)</th>\n",
       "      <th>CEX Volume (USD)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Datetime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-09-28 00:00:00+00:00</th>\n",
       "      <td>233622</td>\n",
       "      <td>4138900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-28 01:00:00+00:00</th>\n",
       "      <td>395123</td>\n",
       "      <td>1936527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-28 02:00:00+00:00</th>\n",
       "      <td>369315</td>\n",
       "      <td>4740780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-28 03:00:00+00:00</th>\n",
       "      <td>302164</td>\n",
       "      <td>3683987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-28 04:00:00+00:00</th>\n",
       "      <td>297449</td>\n",
       "      <td>3112657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-10-02 19:00:00+00:00</th>\n",
       "      <td>1680875</td>\n",
       "      <td>26102767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-10-02 20:00:00+00:00</th>\n",
       "      <td>1116915</td>\n",
       "      <td>16183193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-10-02 21:00:00+00:00</th>\n",
       "      <td>388575</td>\n",
       "      <td>5268967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-10-02 22:00:00+00:00</th>\n",
       "      <td>486446</td>\n",
       "      <td>8738097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-10-02 23:00:00+00:00</th>\n",
       "      <td>315113</td>\n",
       "      <td>7380496</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>120 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           DEX Volume (USD)  CEX Volume (USD)\n",
       "Datetime                                                     \n",
       "2024-09-28 00:00:00+00:00            233622           4138900\n",
       "2024-09-28 01:00:00+00:00            395123           1936527\n",
       "2024-09-28 02:00:00+00:00            369315           4740780\n",
       "2024-09-28 03:00:00+00:00            302164           3683987\n",
       "2024-09-28 04:00:00+00:00            297449           3112657\n",
       "...                                     ...               ...\n",
       "2024-10-02 19:00:00+00:00           1680875          26102767\n",
       "2024-10-02 20:00:00+00:00           1116915          16183193\n",
       "2024-10-02 21:00:00+00:00            388575           5268967\n",
       "2024-10-02 22:00:00+00:00            486446           8738097\n",
       "2024-10-02 23:00:00+00:00            315113           7380496\n",
       "\n",
       "[120 rows x 2 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vol_comp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "7322c4f1-ee13-4e0a-bfd3-995f75d53522",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('whitegrid')\n",
    "vc = sns.lineplot(data=vol_comp)\n",
    "vc.yaxis.set_major_formatter('${x:,.0f}')\n",
    "vc.set_title(str('\\n' + defi_market.upper() + '\\n vs. \\n' + cex_market.upper() + '\\n Hourly Volume \\n'),font='arial',fontsize=17.5)\n",
    "vc.set_ylabel(\"Volume (USD) \\n\", font='arial',fontsize = 14)\n",
    "plt.grid(color='black', linestyle='dotted')\n",
    "legend = vc.legend(fontsize=15, framealpha=0, bbox_to_anchor=(1.0, 1.2))\n",
    "vc.set_xlabel(\"\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cf4e557b-fe4a-4885-b6e4-ff4e06a1fc47",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
