{
 "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/CM-Demo-mdf-stablecoins-Cover.png\" width=1100 margin-left='auto' margin-right='auto'/>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7965739d-eefc-4e3d-a1da-00c440168b22",
   "metadata": {},
   "source": [
    "Since Tether's launch in 2014, stablecoins have grown to become one of the most dominant sectors in the world of digital assets. Many considered them to be crypto's \"killer app,\" providing global access to stable savings and payment rails beyond the rigid confines of the traditional banking system. In this walkthrough, we use Coin Metrics **Market Data Feed** and **CM Prices** to explore the various venues where these assets are traded, and examine various pricing methodologies that allow us to better understand how they perform in comparison to the underlying fiat currencies.\n",
    "\n",
    "## Resources\n",
    "\n",
    "This notebook demonstrates basic functionality offered by the Coin Metrics Python API Client and Market Data Feed.\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": [
    "## Notebook 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 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\n",
    "import matplotlib.dates as mdates\n",
    "from matplotlib.dates import MonthLocator, DateFormatter, YearLocator, AutoDateLocator\n",
    "from matplotlib.ticker import NullFormatter\n",
    "import matplotlib.pyplot as plt\n",
    "import plotly.express as px \n",
    "import numpy as np\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0225aaef-8170-4462-8201-109c7f0c5bcf",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_theme()\n",
    "plt.rcParams.update({'font.size': 16, 'font.family': 'arial'})\n",
    "sns.set(rc={'figure.figsize':(14,8)})"
   ]
  },
  {
   "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": [
      "2024-10-03 11:41:34 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": [
    "# Get Stablecoin Markets"
   ]
  },
  {
   "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). We can retrieve our stablecoin markets by fetching a list of all 'spot' markets, then filtering for the markets where the 'base' or 'quote' parameter is equivalent to our stablecoin of interest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "da38228d-c8be-4112-9ff6-6e420c065c7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "ticker = 'usdt'\n",
    "\n",
    "stablecoin_markets = client.reference_data_markets(\n",
    "    type='spot',\n",
    "    asset=ticker,\n",
    "    page_size=10000\n",
    ").to_dataframe()[['market','exchange','base','quote','symbol']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2a3b6f42-1efb-47d9-9376-538f4e9f733d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 19949 entries, 0 to 19948\n",
      "Data columns (total 37 columns):\n",
      " #   Column                  Non-Null Count  Dtype  \n",
      "---  ------                  --------------  -----  \n",
      " 0   market                  19949 non-null  string \n",
      " 1   exchange                19949 non-null  string \n",
      " 2   base                    19949 non-null  string \n",
      " 3   quote                   19949 non-null  string \n",
      " 4   pair                    19949 non-null  string \n",
      " 5   symbol                  19808 non-null  string \n",
      " 6   type                    19949 non-null  string \n",
      " 7   size_asset              0 non-null      Int64  \n",
      " 8   margin_asset            0 non-null      Int64  \n",
      " 9   strike                  0 non-null      Int64  \n",
      " 10  option_contract_type    0 non-null      Int64  \n",
      " 11  is_european             0 non-null      Int64  \n",
      " 12  contract_size           0 non-null      Int64  \n",
      " 13  tick_size               0 non-null      Int64  \n",
      " 14  multiplier_size         0 non-null      Int64  \n",
      " 15  listing                 0 non-null      Int64  \n",
      " 16  expiration              0 non-null      Int64  \n",
      " 17  settlement_price        0 non-null      Int64  \n",
      " 18  pool_config_id          0 non-null      Int64  \n",
      " 19  contract_address        0 non-null      Int64  \n",
      " 20  fee                     0 non-null      Int64  \n",
      " 21  price_includes_fee      0 non-null      Int64  \n",
      " 22  variable_fee            0 non-null      Int64  \n",
      " 23  base_address            0 non-null      Int64  \n",
      " 24  quote_address           0 non-null      Int64  \n",
      " 25  status                  11787 non-null  string \n",
      " 26  order_amount_increment  11436 non-null  Float64\n",
      " 27  order_amount_min        6300 non-null   Float64\n",
      " 28  order_amount_max        2567 non-null   Float64\n",
      " 29  order_price_increment   12022 non-null  Float64\n",
      " 30  order_price_min         2012 non-null   Float64\n",
      " 31  order_price_max         759 non-null    Float64\n",
      " 32  order_size_min          5835 non-null   Float64\n",
      " 33  order_taker_fee         8332 non-null   Float64\n",
      " 34  order_maker_fee         8332 non-null   Float64\n",
      " 35  margin_trading_enabled  6926 non-null   boolean\n",
      " 36  experimental            0 non-null      Int64  \n",
      "dtypes: Float64(9), Int64(19), boolean(1), string(8)\n",
      "memory usage: 6.1 MB\n"
     ]
    }
   ],
   "source": [
    "client.reference_data_markets(\n",
    "    type='spot',\n",
    "    asset=ticker,\n",
    "    page_size=10000\n",
    ").to_dataframe().info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "219c8834-b675-4257-abba-2dcb9a043306",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ticker = 'usdt'\n",
    "# stablecoin_markets = spot_markets.loc[(spot_markets['base']==ticker) | (spot_markets['quote']==ticker)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9e5efc41-d019-4301-b094-102e10fe2302",
   "metadata": {},
   "outputs": [],
   "source": [
    "# stablecoin_markets[['market','min_time','max_time','exchange','base','quote','symbol']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "fb6e63a0-0fac-4b86-8f87-5b88ab3edd9d",
   "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>symbol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>bibox-1inch-usdt-spot</td>\n",
       "      <td>bibox</td>\n",
       "      <td>1inch</td>\n",
       "      <td>usdt</td>\n",
       "      <td>1INCH_USDT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>bibox-aaa-usdt-spot</td>\n",
       "      <td>bibox</td>\n",
       "      <td>aaa</td>\n",
       "      <td>usdt</td>\n",
       "      <td>AAA_USDT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>bibox-aave-usdt-spot</td>\n",
       "      <td>bibox</td>\n",
       "      <td>aave</td>\n",
       "      <td>usdt</td>\n",
       "      <td>AAVE_USDT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>bibox-ac-usdt-spot</td>\n",
       "      <td>bibox</td>\n",
       "      <td>ac</td>\n",
       "      <td>usdt</td>\n",
       "      <td>AC_USDT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>bibox-acmd-usdt-spot</td>\n",
       "      <td>bibox</td>\n",
       "      <td>acmd</td>\n",
       "      <td>usdt</td>\n",
       "      <td>ACMD_USDT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19944</th>\n",
       "      <td>zb.com-yfii-usdt-spot</td>\n",
       "      <td>zb.com</td>\n",
       "      <td>yfii</td>\n",
       "      <td>usdt</td>\n",
       "      <td>yfii_usdt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19945</th>\n",
       "      <td>zb.com-ygg-usdt-spot</td>\n",
       "      <td>zb.com</td>\n",
       "      <td>ygg</td>\n",
       "      <td>usdt</td>\n",
       "      <td>ygg_usdt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19946</th>\n",
       "      <td>zb.com-zb-usdt-spot</td>\n",
       "      <td>zb.com</td>\n",
       "      <td>zb</td>\n",
       "      <td>usdt</td>\n",
       "      <td>zb_usdt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19947</th>\n",
       "      <td>zb.com-zkn-usdt-spot</td>\n",
       "      <td>zb.com</td>\n",
       "      <td>zkn</td>\n",
       "      <td>usdt</td>\n",
       "      <td>zkn_usdt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19948</th>\n",
       "      <td>zb.com-zrx-usdt-spot</td>\n",
       "      <td>zb.com</td>\n",
       "      <td>zrx</td>\n",
       "      <td>usdt</td>\n",
       "      <td>zrx_usdt</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19949 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      market exchange   base quote      symbol\n",
       "0      bibox-1inch-usdt-spot    bibox  1inch  usdt  1INCH_USDT\n",
       "1        bibox-aaa-usdt-spot    bibox    aaa  usdt    AAA_USDT\n",
       "2       bibox-aave-usdt-spot    bibox   aave  usdt   AAVE_USDT\n",
       "3         bibox-ac-usdt-spot    bibox     ac  usdt     AC_USDT\n",
       "4       bibox-acmd-usdt-spot    bibox   acmd  usdt   ACMD_USDT\n",
       "...                      ...      ...    ...   ...         ...\n",
       "19944  zb.com-yfii-usdt-spot   zb.com   yfii  usdt   yfii_usdt\n",
       "19945   zb.com-ygg-usdt-spot   zb.com    ygg  usdt    ygg_usdt\n",
       "19946    zb.com-zb-usdt-spot   zb.com     zb  usdt     zb_usdt\n",
       "19947   zb.com-zkn-usdt-spot   zb.com    zkn  usdt    zkn_usdt\n",
       "19948   zb.com-zrx-usdt-spot   zb.com    zrx  usdt    zrx_usdt\n",
       "\n",
       "[19949 rows x 5 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stablecoin_markets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c4835ea0-01a8-497c-8d9d-910c7939f9cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "markets_by_exchange = pd.DataFrame(stablecoin_markets['exchange'].value_counts()).reset_index()\n",
    "markets_by_exchange['count'] = markets_by_exchange['count'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5d336bf0-b715-460d-95f3-f1e94724c732",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 30 entries, 0 to 29\n",
      "Data columns (total 2 columns):\n",
      " #   Column    Non-Null Count  Dtype \n",
      "---  ------    --------------  ----- \n",
      " 0   exchange  30 non-null     string\n",
      " 1   count     30 non-null     int64 \n",
      "dtypes: int64(1), string(1)\n",
      "memory usage: 608.0 bytes\n"
     ]
    }
   ],
   "source": [
    "markets_by_exchange.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2fc7e5d9-d968-4844-a2fe-23cba217d12d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots()\n",
    "ax1.bar(x=markets_by_exchange['exchange'], height=markets_by_exchange['count'], width=0.8)\n",
    "plt.setp(ax1.get_xticklabels(), rotation=45);\n",
    "ax1.set_facecolor(\"white\")\n",
    "plt.grid(color = 'black', linestyle = '--', linewidth = 0.2)\n",
    "plt.title('\\nCount of '+ str(ticker).upper() + ' Markets \\nby Exchange\\n',fontdict={'fontsize':20,'font':'arial'});"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8341da8f-3a4c-49d4-8ff4-dba34476ab23",
   "metadata": {},
   "source": [
    "# Get stablecoin prices"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9717ce2-51f2-4535-9a55-bb95eadac27c",
   "metadata": {},
   "source": [
    "### Single market trades\n",
    "Trades are one of the foundational data types we collect from exchanges. From raw trades data, we can construct additional aggregated metrics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cfb6d772-3746-48da-9c0e-ba14328da2b3",
   "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>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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2024-10-03 16:37:50.356121+00:00</td>\n",
       "      <td>109485916</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>0.99985</td>\n",
       "      <td>2024-10-03 16:37:51.099860+00:00</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2024-10-03 16:37:52.857847+00:00</td>\n",
       "      <td>109485917</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>0.99985</td>\n",
       "      <td>2024-10-03 16:37:53.278230+00:00</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2024-10-03 16:37:54.748770+00:00</td>\n",
       "      <td>109485918</td>\n",
       "      <td>1555.08</td>\n",
       "      <td>0.99985</td>\n",
       "      <td>2024-10-03 16:37:55.566500+00:00</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2024-10-03 16:37:55.358549+00:00</td>\n",
       "      <td>109485919</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>0.99985</td>\n",
       "      <td>2024-10-03 16:37:55.652974+00:00</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2024-10-03 16:37:59.787414+00:00</td>\n",
       "      <td>109485920</td>\n",
       "      <td>2069.41</td>\n",
       "      <td>0.99985</td>\n",
       "      <td>2024-10-03 16:38:00.856793+00:00</td>\n",
       "      <td>buy</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2024-10-03 16:41:24.050200+00:00</td>\n",
       "      <td>109486011</td>\n",
       "      <td>19.56</td>\n",
       "      <td>0.99985</td>\n",
       "      <td>2024-10-03 16:41:24.700790+00:00</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2024-10-03 16:41:24.746299+00:00</td>\n",
       "      <td>109486012</td>\n",
       "      <td>1170.67</td>\n",
       "      <td>0.99985</td>\n",
       "      <td>2024-10-03 16:41:25.211754+00:00</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2024-10-03 16:41:26.109516+00:00</td>\n",
       "      <td>109486013</td>\n",
       "      <td>7.18</td>\n",
       "      <td>0.99985</td>\n",
       "      <td>2024-10-03 16:41:26.660344+00:00</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2024-10-03 16:41:26.855646+00:00</td>\n",
       "      <td>109486014</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>0.99984</td>\n",
       "      <td>2024-10-03 16:41:27.752326+00:00</td>\n",
       "      <td>sell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2024-10-03 16:41:34.937992+00:00</td>\n",
       "      <td>109486015</td>\n",
       "      <td>23.49</td>\n",
       "      <td>0.99984</td>\n",
       "      <td>2024-10-03 16:41:35.141694+00:00</td>\n",
       "      <td>sell</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    market                             time  coin_metrics_id  \\\n",
       "0   coinbase-usdt-usd-spot 2024-10-03 16:37:50.356121+00:00        109485916   \n",
       "1   coinbase-usdt-usd-spot 2024-10-03 16:37:52.857847+00:00        109485917   \n",
       "2   coinbase-usdt-usd-spot 2024-10-03 16:37:54.748770+00:00        109485918   \n",
       "3   coinbase-usdt-usd-spot 2024-10-03 16:37:55.358549+00:00        109485919   \n",
       "4   coinbase-usdt-usd-spot 2024-10-03 16:37:59.787414+00:00        109485920   \n",
       "..                     ...                              ...              ...   \n",
       "95  coinbase-usdt-usd-spot 2024-10-03 16:41:24.050200+00:00        109486011   \n",
       "96  coinbase-usdt-usd-spot 2024-10-03 16:41:24.746299+00:00        109486012   \n",
       "97  coinbase-usdt-usd-spot 2024-10-03 16:41:26.109516+00:00        109486013   \n",
       "98  coinbase-usdt-usd-spot 2024-10-03 16:41:26.855646+00:00        109486014   \n",
       "99  coinbase-usdt-usd-spot 2024-10-03 16:41:34.937992+00:00        109486015   \n",
       "\n",
       "     amount    price                    database_time  side  \n",
       "0    3000.0  0.99985 2024-10-03 16:37:51.099860+00:00   buy  \n",
       "1    3000.0  0.99985 2024-10-03 16:37:53.278230+00:00   buy  \n",
       "2   1555.08  0.99985 2024-10-03 16:37:55.566500+00:00   buy  \n",
       "3    3000.0  0.99985 2024-10-03 16:37:55.652974+00:00   buy  \n",
       "4   2069.41  0.99985 2024-10-03 16:38:00.856793+00:00   buy  \n",
       "..      ...      ...                              ...   ...  \n",
       "95    19.56  0.99985 2024-10-03 16:41:24.700790+00:00   buy  \n",
       "96  1170.67  0.99985 2024-10-03 16:41:25.211754+00:00   buy  \n",
       "97     7.18  0.99985 2024-10-03 16:41:26.660344+00:00   buy  \n",
       "98   3000.0  0.99984 2024-10-03 16:41:27.752326+00:00  sell  \n",
       "99    23.49  0.99984 2024-10-03 16:41:35.141694+00:00  sell  \n",
       "\n",
       "[100 rows x 7 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "market = 'coinbase-usdt-usd-spot'\n",
    "coinbase_trades = client.get_market_trades(\n",
    "    markets = market,\n",
    "    limit_per_market = 100,\n",
    "    paging_from = 'end'\n",
    ").to_dataframe()\n",
    "coinbase_trades"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42c923e0-9b37-48bb-ba63-db120f0164de",
   "metadata": {},
   "source": [
    "### Single market candles\n",
    "\n",
    "From raw trades data, we construct OHLC candles for each market. Candles include the following data types:\n",
    "\n",
    "* **price_open:**   The opening price of the candle.\n",
    "* **price_high:**  The high price of the candle.\n",
    "* **price_low:**  The low price of the candle.\n",
    "* **price_close:** The close price of the candle.\n",
    "* **vwap:**  The volume-weighted average price of the candle.\n",
    "* **volume:** The volume of the candle in units of the base asset.\n",
    "* **candle_usd_volume:** The volume of the candle in units of U.S. dollars. \n",
    "* **candle_trades_count:** The number of trades in the candle interval. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "bd052a10-e45f-4b7d-bd0c-e11f5cea56cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "market = 'coinbase-usdt-usd-spot'\n",
    "coinbase_candles = client.get_market_candles(\n",
    "    markets = market,\n",
    "    frequency = '1d'\n",
    ").to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e1d5845c-6372-40bb-929a-c85c5fd0208c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe thead th {\n",
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       "    }\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>price_open</th>\n",
       "      <th>price_close</th>\n",
       "      <th>price_high</th>\n",
       "      <th>price_low</th>\n",
       "      <th>vwap</th>\n",
       "      <th>volume</th>\n",
       "      <th>candle_usd_volume</th>\n",
       "      <th>candle_trades_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2021-05-04 00:00:00+00:00</td>\n",
       "      <td>1.002</td>\n",
       "      <td>1.0006</td>\n",
       "      <td>1.003</td>\n",
       "      <td>0.999</td>\n",
       "      <td>1.000696</td>\n",
       "      <td>24564061.73</td>\n",
       "      <td>24581147.409593</td>\n",
       "      <td>30527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2021-05-05 00:00:00+00:00</td>\n",
       "      <td>1.0006</td>\n",
       "      <td>1.0013</td>\n",
       "      <td>1.002</td>\n",
       "      <td>0.9997</td>\n",
       "      <td>1.000816</td>\n",
       "      <td>40170830.16</td>\n",
       "      <td>40203590.541009</td>\n",
       "      <td>43688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2021-05-06 00:00:00+00:00</td>\n",
       "      <td>1.0013</td>\n",
       "      <td>1.0009</td>\n",
       "      <td>1.002</td>\n",
       "      <td>1.0004</td>\n",
       "      <td>1.001023</td>\n",
       "      <td>51129166.79</td>\n",
       "      <td>51181449.603235</td>\n",
       "      <td>51177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2021-05-07 00:00:00+00:00</td>\n",
       "      <td>1.0008</td>\n",
       "      <td>1.0011</td>\n",
       "      <td>1.0018</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.001045</td>\n",
       "      <td>44247619.59</td>\n",
       "      <td>44293836.840656</td>\n",
       "      <td>48729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2021-05-08 00:00:00+00:00</td>\n",
       "      <td>1.001</td>\n",
       "      <td>1.0016</td>\n",
       "      <td>1.0022</td>\n",
       "      <td>1.0009</td>\n",
       "      <td>1.00147</td>\n",
       "      <td>26972741.16</td>\n",
       "      <td>27012382.918589</td>\n",
       "      <td>50140</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1243</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2024-09-28 00:00:00+00:00</td>\n",
       "      <td>1.00012</td>\n",
       "      <td>1.00011</td>\n",
       "      <td>1.00021</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000127</td>\n",
       "      <td>69876132.62</td>\n",
       "      <td>69884972.64875</td>\n",
       "      <td>33216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1244</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2024-09-29 00:00:00+00:00</td>\n",
       "      <td>1.00011</td>\n",
       "      <td>1.00013</td>\n",
       "      <td>1.00021</td>\n",
       "      <td>1.00001</td>\n",
       "      <td>1.000107</td>\n",
       "      <td>85000340.62</td>\n",
       "      <td>85009396.570012</td>\n",
       "      <td>34237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1245</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2024-09-30 00:00:00+00:00</td>\n",
       "      <td>1.00014</td>\n",
       "      <td>0.99971</td>\n",
       "      <td>1.00014</td>\n",
       "      <td>0.99958</td>\n",
       "      <td>0.999863</td>\n",
       "      <td>250585092.98</td>\n",
       "      <td>250550678.3691</td>\n",
       "      <td>81461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1246</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2024-10-01 00:00:00+00:00</td>\n",
       "      <td>0.9997</td>\n",
       "      <td>0.99975</td>\n",
       "      <td>0.99991</td>\n",
       "      <td>0.99923</td>\n",
       "      <td>0.999677</td>\n",
       "      <td>460273457.69</td>\n",
       "      <td>460124819.483157</td>\n",
       "      <td>169777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1247</th>\n",
       "      <td>coinbase-usdt-usd-spot</td>\n",
       "      <td>2024-10-02 00:00:00+00:00</td>\n",
       "      <td>0.99975</td>\n",
       "      <td>0.99977</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.99958</td>\n",
       "      <td>0.999796</td>\n",
       "      <td>345349657.46</td>\n",
       "      <td>345279261.97222</td>\n",
       "      <td>144072</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1248 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      market                      time  price_open  \\\n",
       "0     coinbase-usdt-usd-spot 2021-05-04 00:00:00+00:00       1.002   \n",
       "1     coinbase-usdt-usd-spot 2021-05-05 00:00:00+00:00      1.0006   \n",
       "2     coinbase-usdt-usd-spot 2021-05-06 00:00:00+00:00      1.0013   \n",
       "3     coinbase-usdt-usd-spot 2021-05-07 00:00:00+00:00      1.0008   \n",
       "4     coinbase-usdt-usd-spot 2021-05-08 00:00:00+00:00       1.001   \n",
       "...                      ...                       ...         ...   \n",
       "1243  coinbase-usdt-usd-spot 2024-09-28 00:00:00+00:00     1.00012   \n",
       "1244  coinbase-usdt-usd-spot 2024-09-29 00:00:00+00:00     1.00011   \n",
       "1245  coinbase-usdt-usd-spot 2024-09-30 00:00:00+00:00     1.00014   \n",
       "1246  coinbase-usdt-usd-spot 2024-10-01 00:00:00+00:00      0.9997   \n",
       "1247  coinbase-usdt-usd-spot 2024-10-02 00:00:00+00:00     0.99975   \n",
       "\n",
       "      price_close  price_high  price_low      vwap        volume  \\\n",
       "0          1.0006       1.003      0.999  1.000696   24564061.73   \n",
       "1          1.0013       1.002     0.9997  1.000816   40170830.16   \n",
       "2          1.0009       1.002     1.0004  1.001023   51129166.79   \n",
       "3          1.0011      1.0018        1.0  1.001045   44247619.59   \n",
       "4          1.0016      1.0022     1.0009   1.00147   26972741.16   \n",
       "...           ...         ...        ...       ...           ...   \n",
       "1243      1.00011     1.00021        1.0  1.000127   69876132.62   \n",
       "1244      1.00013     1.00021    1.00001  1.000107   85000340.62   \n",
       "1245      0.99971     1.00014    0.99958  0.999863  250585092.98   \n",
       "1246      0.99975     0.99991    0.99923  0.999677  460273457.69   \n",
       "1247      0.99977         1.0    0.99958  0.999796  345349657.46   \n",
       "\n",
       "      candle_usd_volume  candle_trades_count  \n",
       "0       24581147.409593                30527  \n",
       "1       40203590.541009                43688  \n",
       "2       51181449.603235                51177  \n",
       "3       44293836.840656                48729  \n",
       "4       27012382.918589                50140  \n",
       "...                 ...                  ...  \n",
       "1243     69884972.64875                33216  \n",
       "1244    85009396.570012                34237  \n",
       "1245     250550678.3691                81461  \n",
       "1246   460124819.483157               169777  \n",
       "1247    345279261.97222               144072  \n",
       "\n",
       "[1248 rows x 10 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coinbase_candles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c8eafe97-a1df-4b90-b70b-8b02e4587435",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax1 = plt.subplot()\n",
    "coinbase_price = sns.lineplot(data=coinbase_candles,y=coinbase_candles.vwap,x=coinbase_candles.time)\n",
    "plt.setp(ax1.get_xticklabels(), rotation=45);\n",
    "ax1.set_facecolor(\"white\")\n",
    "plt.grid(color = 'black', linestyle = '--', linewidth = 0.2)\n",
    "coinbase_price.set_xlabel(\"\", fontsize = 15)\n",
    "coinbase_price.set_ylabel(\"Price\", fontsize = 15)\n",
    "coinbase_price.set_title('\\nCoinbase USDT-USD\\n', fontsize = 18, font = 'arial');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "baeedfaf-ca67-4f5d-b07f-742357ec8a30",
   "metadata": {},
   "source": [
    "### Reference Rate Candles"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32f7e346-9cc2-4484-acf7-782bff90f615",
   "metadata": {},
   "source": [
    "We offer reference rates quoted in USD, Euro, Bitcoin, and Ethereum. We now support these quote currencies for our entire reference rates coverage universe of over 500 assets and for all of our frequencies, including 1s, 1m, 1h, 1d-ny-close and 1d.\n",
    "\n",
    "Current composition of markets for USDT-USD Reference Rate pair (as of May 17, 2023):\n",
    "\n",
    "- \"coinbase-usdt-usd-spot\",\n",
    "- \"coinbase-eth-usdt-spot\",\n",
    "- \"coinbase-btc-usdt-spot\",\n",
    "- \"kraken-usdt-usd-spot\",\n",
    "- \"binance-btc-usdt-spot\",\n",
    "- \"binance-eth-usdt-spot\",\n",
    "- \"crypto.com-usdt-usd-spot\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c9a14b99-6a93-4b74-8926-7ec02a9de68d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-10-03 11:41:41 WARNING  /catalog/ endpoints will be deprecated in the future. Consider using /catalog-v2/ and /reference-data/ endpoints instead.\n"
     ]
    }
   ],
   "source": [
    "pairs = client.catalog_asset_pair_candles().to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "457cb8ac-cb5b-424e-9e99-2a3e0cf5e71a",
   "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>pair</th>\n",
       "      <th>frequency</th>\n",
       "      <th>min_time</th>\n",
       "      <th>max_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8640</th>\n",
       "      <td>usdt-usd</td>\n",
       "      <td>1m</td>\n",
       "      <td>2013-12-28 00:00:00+00:00</td>\n",
       "      <td>2024-10-03 16:39:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8641</th>\n",
       "      <td>usdt-usd</td>\n",
       "      <td>5m</td>\n",
       "      <td>2013-12-28 00:00:00+00:00</td>\n",
       "      <td>2024-10-03 16:35:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8642</th>\n",
       "      <td>usdt-usd</td>\n",
       "      <td>10m</td>\n",
       "      <td>2013-12-28 00:00:00+00:00</td>\n",
       "      <td>2024-10-03 16:30:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8643</th>\n",
       "      <td>usdt-usd</td>\n",
       "      <td>15m</td>\n",
       "      <td>2013-12-28 00:00:00+00:00</td>\n",
       "      <td>2024-10-03 16:15:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8644</th>\n",
       "      <td>usdt-usd</td>\n",
       "      <td>30m</td>\n",
       "      <td>2013-12-28 00:00:00+00:00</td>\n",
       "      <td>2024-10-03 16:00:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8645</th>\n",
       "      <td>usdt-usd</td>\n",
       "      <td>1h</td>\n",
       "      <td>2013-12-28 00:00:00+00:00</td>\n",
       "      <td>2024-10-03 15:00:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8646</th>\n",
       "      <td>usdt-usd</td>\n",
       "      <td>4h</td>\n",
       "      <td>2013-12-28 00:00:00+00:00</td>\n",
       "      <td>2024-10-03 12:00:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8647</th>\n",
       "      <td>usdt-usd</td>\n",
       "      <td>1d</td>\n",
       "      <td>2013-12-28 00:00:00+00:00</td>\n",
       "      <td>2024-10-02 00:00:00+00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          pair frequency                  min_time                  max_time\n",
       "8640  usdt-usd        1m 2013-12-28 00:00:00+00:00 2024-10-03 16:39:00+00:00\n",
       "8641  usdt-usd        5m 2013-12-28 00:00:00+00:00 2024-10-03 16:35:00+00:00\n",
       "8642  usdt-usd       10m 2013-12-28 00:00:00+00:00 2024-10-03 16:30:00+00:00\n",
       "8643  usdt-usd       15m 2013-12-28 00:00:00+00:00 2024-10-03 16:15:00+00:00\n",
       "8644  usdt-usd       30m 2013-12-28 00:00:00+00:00 2024-10-03 16:00:00+00:00\n",
       "8645  usdt-usd        1h 2013-12-28 00:00:00+00:00 2024-10-03 15:00:00+00:00\n",
       "8646  usdt-usd        4h 2013-12-28 00:00:00+00:00 2024-10-03 12:00:00+00:00\n",
       "8647  usdt-usd        1d 2013-12-28 00:00:00+00:00 2024-10-02 00:00:00+00:00"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pairs.loc[pairs['pair']=='usdt-usd']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f8dbe7bd-a114-445c-b1e8-37e952fbecb4",
   "metadata": {},
   "outputs": [],
   "source": [
    "pair_candles = client.get_pair_candles(\n",
    "    pairs='usdt-usd',\n",
    "    start_time =  datetime.now() - timedelta(weeks=4),\n",
    "    frequency='1d'\n",
    ").to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "bdb46959-cba7-4402-bc03-89c83a29487d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .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>pair</th>\n",
       "      <th>time</th>\n",
       "      <th>price_open</th>\n",
       "      <th>price_close</th>\n",
       "      <th>price_high</th>\n",
       "      <th>price_low</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>usdt-usd</td>\n",
       "      <td>2024-09-28 00:00:00+00:00</td>\n",
       "      <td>1.00016</td>\n",
       "      <td>1.000153</td>\n",
       "      <td>1.00053</td>\n",
       "      <td>0.999861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>usdt-usd</td>\n",
       "      <td>2024-09-29 00:00:00+00:00</td>\n",
       "      <td>1.000116</td>\n",
       "      <td>1.00013</td>\n",
       "      <td>1.000492</td>\n",
       "      <td>0.999772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>usdt-usd</td>\n",
       "      <td>2024-09-30 00:00:00+00:00</td>\n",
       "      <td>1.00013</td>\n",
       "      <td>0.999649</td>\n",
       "      <td>1.00053</td>\n",
       "      <td>0.99937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>usdt-usd</td>\n",
       "      <td>2024-10-01 00:00:00+00:00</td>\n",
       "      <td>0.999639</td>\n",
       "      <td>0.9998</td>\n",
       "      <td>1.000897</td>\n",
       "      <td>0.998931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>usdt-usd</td>\n",
       "      <td>2024-10-02 00:00:00+00:00</td>\n",
       "      <td>0.9998</td>\n",
       "      <td>0.99982</td>\n",
       "      <td>1.000601</td>\n",
       "      <td>0.999219</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        pair                      time  price_open  price_close  price_high  \\\n",
       "22  usdt-usd 2024-09-28 00:00:00+00:00     1.00016     1.000153     1.00053   \n",
       "23  usdt-usd 2024-09-29 00:00:00+00:00    1.000116      1.00013    1.000492   \n",
       "24  usdt-usd 2024-09-30 00:00:00+00:00     1.00013     0.999649     1.00053   \n",
       "25  usdt-usd 2024-10-01 00:00:00+00:00    0.999639       0.9998    1.000897   \n",
       "26  usdt-usd 2024-10-02 00:00:00+00:00      0.9998      0.99982    1.000601   \n",
       "\n",
       "    price_low  \n",
       "22   0.999861  \n",
       "23   0.999772  \n",
       "24    0.99937  \n",
       "25   0.998931  \n",
       "26   0.999219  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pair_candles.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "edfe14c4-14e8-4f6f-8c3c-0030eeb61c07",
   "metadata": {},
   "outputs": [],
   "source": [
    "prices = pair_candles[['price_open','price_close','price_high','price_low','time']].set_index('time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "99ff668d-6914-49e0-806b-9fbb114fcbb9",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.ticklabel_format(useOffset=False)\n",
    "width = 0.8\n",
    "width2 = .1\n",
    "ax.set_facecolor(\"white\")\n",
    "plt.grid(color = 'black', linestyle = '--', linewidth = 0.2)\n",
    "plt.title('\\n'+ str(ticker).upper() + ' Reference Rate Candles (1D)',fontdict={'fontsize':20,'font':'arial'});\n",
    "\n",
    "up = prices[prices.price_close>=prices.price_open]\n",
    "down = prices[prices.price_close<prices.price_open]\n",
    "col1 = 'green'\n",
    "col2 = 'red'\n",
    "\n",
    "#plot prices\n",
    "ax.bar(up.index,up.price_close-up.price_open,width,bottom=up.price_open,color=col1)\n",
    "ax.bar(up.index,up.price_high-up.price_close,width2,bottom=up.price_close,color=col1)\n",
    "ax.bar(up.index,up.price_low-up.price_open,width2,bottom=up.price_open,color=col1)\n",
    "ax.bar(down.index,down.price_close-down.price_open,width,bottom=down.price_open,color=col2)\n",
    "ax.bar(down.index,down.price_high-down.price_open,width2,bottom=down.price_open,color=col2)\n",
    "ax.bar(down.index,down.price_low-down.price_close,width2,bottom=down.price_close,color=col2)\n",
    "\n",
    "#rotate x-axis tick labels\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "ax.xaxis.set_minor_locator(MonthLocator(bymonthday=30))\n",
    "ax.xaxis.set_major_formatter(mdates.DateFormatter('%b %d'))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b951386-ec6d-41e9-838d-383c1e7bb6f5",
   "metadata": {},
   "source": [
    "### Reference Rate "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "42d5e4b7-1874-4ee9-bf2f-d356b25d7b82",
   "metadata": {},
   "outputs": [],
   "source": [
    "rr_catalog = client.catalog_asset_metrics_v2(assets='usdt', metrics='ReferenceRateUSD').to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ee3ea9fb-e926-48aa-b11c-c5c7a9edbbfa",
   "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>asset</th>\n",
       "      <th>metrics</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>usdt</td>\n",
       "      <td>[{'metric': 'ReferenceRateUSD', 'frequencies':...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  asset                                            metrics\n",
       "0  usdt  [{'metric': 'ReferenceRateUSD', 'frequencies':..."
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rr_catalog"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c4efb257-845f-484a-9567-6a426fc5dfed",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "891b84cb-dfcd-4f0b-9013-69375551c80a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# rr_catalog[['asset','full_name','metric','frequency','min_time','max_time']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "992e3bc0-f37f-4e13-a97b-d4dd8fb34833",
   "metadata": {},
   "outputs": [],
   "source": [
    "asset_rr = client.get_asset_metrics(\n",
    "    assets = 'usdt',\n",
    "    metrics = 'ReferenceRateUSD',\n",
    "    frequency = '1m',\n",
    "    start_time =  datetime.now() - timedelta(hours=24)\n",
    ").to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "76aa6888-fe67-45d0-986c-c31bbcfa21fe",
   "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>asset</th>\n",
       "      <th>time</th>\n",
       "      <th>ReferenceRateUSD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-02 11:42:00+00:00</td>\n",
       "      <td>0.99984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-02 11:43:00+00:00</td>\n",
       "      <td>0.99979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-02 11:44:00+00:00</td>\n",
       "      <td>0.99983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-02 11:45:00+00:00</td>\n",
       "      <td>0.999845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-02 11:46:00+00:00</td>\n",
       "      <td>0.99982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1735</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-03 16:37:00+00:00</td>\n",
       "      <td>0.999861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1736</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-03 16:38:00+00:00</td>\n",
       "      <td>0.99985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1737</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-03 16:39:00+00:00</td>\n",
       "      <td>0.99985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1738</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-03 16:40:00+00:00</td>\n",
       "      <td>0.99984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1739</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-03 16:41:00+00:00</td>\n",
       "      <td>0.999835</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1740 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     asset                      time  ReferenceRateUSD\n",
       "0     usdt 2024-10-02 11:42:00+00:00           0.99984\n",
       "1     usdt 2024-10-02 11:43:00+00:00           0.99979\n",
       "2     usdt 2024-10-02 11:44:00+00:00           0.99983\n",
       "3     usdt 2024-10-02 11:45:00+00:00          0.999845\n",
       "4     usdt 2024-10-02 11:46:00+00:00           0.99982\n",
       "...    ...                       ...               ...\n",
       "1735  usdt 2024-10-03 16:37:00+00:00          0.999861\n",
       "1736  usdt 2024-10-03 16:38:00+00:00           0.99985\n",
       "1737  usdt 2024-10-03 16:39:00+00:00           0.99985\n",
       "1738  usdt 2024-10-03 16:40:00+00:00           0.99984\n",
       "1739  usdt 2024-10-03 16:41:00+00:00          0.999835\n",
       "\n",
       "[1740 rows x 3 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "asset_rr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e09d3792-27ff-4391-9200-56791a4478ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  agg_filter: a filter function, which takes a (m, n, 3) float array and a dpi value, and returns a (m, n, 3) array and two offsets from the bottom left corner of the image\n",
      "  alpha: scalar or None\n",
      "  animated: bool\n",
      "  backgroundcolor: color\n",
      "  bbox: dict with properties for `.patches.FancyBboxPatch`\n",
      "  clip_box: `.Bbox`\n",
      "  clip_on: bool\n",
      "  clip_path: Patch or (Path, Transform) or None\n",
      "  color or c: color\n",
      "  figure: `.Figure`\n",
      "  fontfamily or family: {FONTNAME, 'serif', 'sans-serif', 'cursive', 'fantasy', 'monospace'}\n",
      "  fontproperties or font or font_properties: `.font_manager.FontProperties` or `str` or `pathlib.Path`\n",
      "  fontsize or size: float or {'xx-small', 'x-small', 'small', 'medium', 'large', 'x-large', 'xx-large'}\n",
      "  fontstretch or stretch: {a numeric value in range 0-1000, 'ultra-condensed', 'extra-condensed', 'condensed', 'semi-condensed', 'normal', 'semi-expanded', 'expanded', 'extra-expanded', 'ultra-expanded'}\n",
      "  fontstyle or style: {'normal', 'italic', 'oblique'}\n",
      "  fontvariant or variant: {'normal', 'small-caps'}\n",
      "  fontweight or weight: {a numeric value in range 0-1000, 'ultralight', 'light', 'normal', 'regular', 'book', 'medium', 'roman', 'semibold', 'demibold', 'demi', 'bold', 'heavy', 'extra bold', 'black'}\n",
      "  gid: str\n",
      "  horizontalalignment or ha: {'left', 'center', 'right'}\n",
      "  in_layout: bool\n",
      "  label: object\n",
      "  linespacing: float (multiple of font size)\n",
      "  math_fontfamily: str\n",
      "  mouseover: bool\n",
      "  multialignment or ma: {'left', 'right', 'center'}\n",
      "  parse_math: bool\n",
      "  path_effects: `.AbstractPathEffect`\n",
      "  picker: None or bool or float or callable\n",
      "  position: (float, float)\n",
      "  rasterized: bool\n",
      "  rotation: float or {'vertical', 'horizontal'}\n",
      "  rotation_mode: {None, 'default', 'anchor'}\n",
      "  sketch_params: (scale: float, length: float, randomness: float)\n",
      "  snap: bool or None\n",
      "  text: object\n",
      "  transform: `.Transform`\n",
      "  transform_rotates_text: bool\n",
      "  url: str\n",
      "  usetex: bool or None\n",
      "  verticalalignment or va: {'bottom', 'baseline', 'center', 'center_baseline', 'top'}\n",
      "  visible: bool\n",
      "  wrap: bool\n",
      "  x: float\n",
      "  y: float\n",
      "  zorder: float\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax1 = plt.subplot()\n",
    "ax1.ticklabel_format(useOffset=False)\n",
    "asset_rr_chart = sns.lineplot(data=asset_rr,y=asset_rr.ReferenceRateUSD,x=asset_rr.time)\n",
    "plt.setp(ax1.get_xticklabels());\n",
    "ax1.set_facecolor(\"white\")\n",
    "plt.grid(color = 'black', linestyle = '--', linewidth = 0.2)\n",
    "asset_rr_chart.set_xlabel(\"\", fontsize = 15)\n",
    "asset_rr_chart.set_ylabel(\"Price\", fontsize = 15)\n",
    "asset_rr_chart.set_title('\\nUSDT Reference Rate (1 min)\\n', fontsize = 18, font = 'arial');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8768ddc7-d43f-4196-96a1-1ded4906f9cd",
   "metadata": {},
   "source": [
    "## Principal Market Price"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "319b78c5-df98-4d1e-942e-dee93b5cf0d7",
   "metadata": {},
   "source": [
    "The Principal Market Prices identify a principal market for each asset and utilize the most recent price from this market. Common use cases are for fair value measurement, preparing financial statements, and calculating closing prices for indexes or financial benchmarks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f7af9ec6-171b-4fc4-97c7-66135db9dc4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "asset_pmp = client.get_asset_metrics(\n",
    "    assets = 'usdt',\n",
    "    metrics = ['principal_market_price_usd','principal_market_usd'],\n",
    "    frequency = '1m',\n",
    "    start_time =  datetime.now() - timedelta(hours=24)\n",
    ").to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "da5ce791-9ed0-4767-9941-fce0b086c71a",
   "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>asset</th>\n",
       "      <th>time</th>\n",
       "      <th>principal_market_price_usd</th>\n",
       "      <th>principal_market_usd</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-02 11:42:00+00:00</td>\n",
       "      <td>0.999835</td>\n",
       "      <td>binance-btc-usdt-spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-02 11:43:00+00:00</td>\n",
       "      <td>0.999921</td>\n",
       "      <td>binance-btc-usdt-spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-02 11:44:00+00:00</td>\n",
       "      <td>0.999892</td>\n",
       "      <td>binance-btc-usdt-spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-02 11:45:00+00:00</td>\n",
       "      <td>0.999845</td>\n",
       "      <td>binance-btc-usdt-spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-02 11:46:00+00:00</td>\n",
       "      <td>0.999763</td>\n",
       "      <td>binance-btc-usdt-spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1735</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-03 16:37:00+00:00</td>\n",
       "      <td>0.999861</td>\n",
       "      <td>crypto.com-btc-usdt-spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1736</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-03 16:38:00+00:00</td>\n",
       "      <td>0.999839</td>\n",
       "      <td>crypto.com-btc-usdt-spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1737</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-03 16:39:00+00:00</td>\n",
       "      <td>0.999777</td>\n",
       "      <td>crypto.com-btc-usdt-spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1738</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-03 16:40:00+00:00</td>\n",
       "      <td>0.999679</td>\n",
       "      <td>crypto.com-btc-usdt-spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1739</th>\n",
       "      <td>usdt</td>\n",
       "      <td>2024-10-03 16:41:00+00:00</td>\n",
       "      <td>0.999798</td>\n",
       "      <td>crypto.com-btc-usdt-spot</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1740 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     asset                      time  principal_market_price_usd  \\\n",
       "0     usdt 2024-10-02 11:42:00+00:00                    0.999835   \n",
       "1     usdt 2024-10-02 11:43:00+00:00                    0.999921   \n",
       "2     usdt 2024-10-02 11:44:00+00:00                    0.999892   \n",
       "3     usdt 2024-10-02 11:45:00+00:00                    0.999845   \n",
       "4     usdt 2024-10-02 11:46:00+00:00                    0.999763   \n",
       "...    ...                       ...                         ...   \n",
       "1735  usdt 2024-10-03 16:37:00+00:00                    0.999861   \n",
       "1736  usdt 2024-10-03 16:38:00+00:00                    0.999839   \n",
       "1737  usdt 2024-10-03 16:39:00+00:00                    0.999777   \n",
       "1738  usdt 2024-10-03 16:40:00+00:00                    0.999679   \n",
       "1739  usdt 2024-10-03 16:41:00+00:00                    0.999798   \n",
       "\n",
       "          principal_market_usd  \n",
       "0        binance-btc-usdt-spot  \n",
       "1        binance-btc-usdt-spot  \n",
       "2        binance-btc-usdt-spot  \n",
       "3        binance-btc-usdt-spot  \n",
       "4        binance-btc-usdt-spot  \n",
       "...                        ...  \n",
       "1735  crypto.com-btc-usdt-spot  \n",
       "1736  crypto.com-btc-usdt-spot  \n",
       "1737  crypto.com-btc-usdt-spot  \n",
       "1738  crypto.com-btc-usdt-spot  \n",
       "1739  crypto.com-btc-usdt-spot  \n",
       "\n",
       "[1740 rows x 4 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "asset_pmp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "3158832c-3953-42a7-b1c8-3e8d9fb8ad8b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['crypto.com-eth-usdt-spot',\n",
       " 'binance-eth-usdt-spot',\n",
       " 'binance-btc-usdt-spot',\n",
       " 'crypto.com-btc-usdt-spot']"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "market_list = list(set(asset_pmp['principal_market_usd'].to_list()))\n",
    "market_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "42fa67d7-fd1b-4125-8ed7-674e9b21d8cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "unique_markets = asset_pmp['principal_market_usd'].unique()\n",
    "colors = plt.cm.jet(np.linspace(0,1,len(unique_markets)))\n",
    "color_map = dict(zip(unique_markets, colors))\n",
    "\n",
    "asset_pmp = asset_pmp.sort_values('time')\n",
    "fig, ax = plt.subplots()\n",
    "ax.set_facecolor(\"white\")\n",
    "ax.grid(color='lightgray', linestyle='--')\n",
    "\n",
    "for i in range(1, len(asset_pmp)):\n",
    "    ax.plot(asset_pmp['time'].iloc[i-1:i+1], \n",
    "            asset_pmp['principal_market_price_usd'].iloc[i-1:i+1], \n",
    "            color=color_map[asset_pmp['principal_market_usd'].iloc[i]], \n",
    "            label=asset_pmp['principal_market_usd'].iloc[i])\n",
    "\n",
    "handles, labels = plt.gca().get_legend_handles_labels()\n",
    "by_label = dict(zip(labels, handles))\n",
    "import matplotlib.ticker as ticker\n",
    "\n",
    "ax.legend(by_label.values(), by_label.keys(), loc='upper right', frameon=False, bbox_to_anchor=(1, 1.135))\n",
    "ax.get_yaxis().set_major_formatter(ticker.FuncFormatter(lambda x, p: format(float(x), '.4f')))\n",
    "\n",
    "plt.title('USDT Principal Market Price\\n', fontsize=22)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Principal Market Price (USD)\\n',fontsize=16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "98936b05-e225-43c6-94e0-6955e553631e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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