{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f8371bff",
   "metadata": {},
   "source": [
    "# Visualize Financial Market Data\n",
    "---\n",
    "\n",
    "Here, we’ll demonstrate the visualization of financial market data using the `capon` theme."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3d6efa9a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Install libraries - uncomment if running on a new environment (e.g., Colab)\n",
    "# !pip install --upgrade themes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "171daa8e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-15T16:22:49.423386Z",
     "start_time": "2023-01-15T16:22:48.807554Z"
    }
   },
   "outputs": [],
   "source": [
    "import themes\n",
    "\n",
    "\n",
    "themes.register()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "096fee1c",
   "metadata": {},
   "source": [
    "## The Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e33bf040",
   "metadata": {},
   "source": [
    "We'll use an out-of-the-box sample data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d400ab82",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-15T16:22:49.426624Z",
     "start_time": "2023-01-15T16:22:49.424220Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function load_markets in module themes.datasets:\n",
      "\n",
      "load_markets()\n",
      "    https://github.com/gialdetti/capon/\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from themes import datasets\n",
    "\n",
    "help(datasets.load_markets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "33ad7a62",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-15T16:22:49.486205Z",
     "start_time": "2023-01-15T16:22:49.427904Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>symbol</th>\n",
       "      <th>currency</th>\n",
       "      <th>volume</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>adjclose</th>\n",
       "      <th>relative_price</th>\n",
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       "      <th>1907</th>\n",
       "      <td>2020-01-02 10:30:00-04:00</td>\n",
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       "      <td>3458250000</td>\n",
       "      <td>3244.669922</td>\n",
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       "      <td>2020-01-03 10:30:00-04:00</td>\n",
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       "      <td>3226.360107</td>\n",
       "      <td>3246.149902</td>\n",
       "      <td>3222.340088</td>\n",
       "      <td>3234.850098</td>\n",
       "      <td>3234.850098</td>\n",
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       "      <th>1909</th>\n",
       "      <td>2020-01-06 10:30:00-04:00</td>\n",
       "      <td>^GSPC</td>\n",
       "      <td>USD</td>\n",
       "      <td>3674070000</td>\n",
       "      <td>3217.550049</td>\n",
       "      <td>3246.840088</td>\n",
       "      <td>3214.639893</td>\n",
       "      <td>3246.280029</td>\n",
       "      <td>3246.280029</td>\n",
       "      <td>-0.003551</td>\n",
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       "    <tr>\n",
       "      <th>1910</th>\n",
       "      <td>2020-01-07 10:30:00-04:00</td>\n",
       "      <td>^GSPC</td>\n",
       "      <td>USD</td>\n",
       "      <td>3420380000</td>\n",
       "      <td>3241.860107</td>\n",
       "      <td>3244.909912</td>\n",
       "      <td>3232.429932</td>\n",
       "      <td>3237.179932</td>\n",
       "      <td>3237.179932</td>\n",
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       "    <tr>\n",
       "      <th>1911</th>\n",
       "      <td>2020-01-08 10:30:00-04:00</td>\n",
       "      <td>^GSPC</td>\n",
       "      <td>USD</td>\n",
       "      <td>3720890000</td>\n",
       "      <td>3238.590088</td>\n",
       "      <td>3267.070068</td>\n",
       "      <td>3236.669922</td>\n",
       "      <td>3253.050049</td>\n",
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       "      <th>...</th>\n",
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       "      <td>...</td>\n",
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       "      <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>10059</th>\n",
       "      <td>2022-05-25 09:30:00-04:00</td>\n",
       "      <td>^RUT</td>\n",
       "      <td>USD</td>\n",
       "      <td>4322190000</td>\n",
       "      <td>1760.420044</td>\n",
       "      <td>1807.430054</td>\n",
       "      <td>1759.199951</td>\n",
       "      <td>1799.160034</td>\n",
       "      <td>1799.160034</td>\n",
       "      <td>0.079429</td>\n",
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       "    <tr>\n",
       "      <th>10060</th>\n",
       "      <td>2022-05-26 09:30:00-04:00</td>\n",
       "      <td>^RUT</td>\n",
       "      <td>USD</td>\n",
       "      <td>3961940000</td>\n",
       "      <td>1808.640015</td>\n",
       "      <td>1847.829956</td>\n",
       "      <td>1808.640015</td>\n",
       "      <td>1838.239990</td>\n",
       "      <td>1838.239990</td>\n",
       "      <td>0.102876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10061</th>\n",
       "      <td>2022-05-27 09:30:00-04:00</td>\n",
       "      <td>^RUT</td>\n",
       "      <td>USD</td>\n",
       "      <td>3560560000</td>\n",
       "      <td>1845.239990</td>\n",
       "      <td>1887.900024</td>\n",
       "      <td>1845.239990</td>\n",
       "      <td>1887.900024</td>\n",
       "      <td>1887.900024</td>\n",
       "      <td>0.132670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10062</th>\n",
       "      <td>2022-05-31 09:30:00-04:00</td>\n",
       "      <td>^RUT</td>\n",
       "      <td>USD</td>\n",
       "      <td>5192220000</td>\n",
       "      <td>1882.000000</td>\n",
       "      <td>1883.189941</td>\n",
       "      <td>1856.560059</td>\n",
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       "      <td>1871.459961</td>\n",
       "      <td>1877.489990</td>\n",
       "      <td>1830.199951</td>\n",
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       "      <td>1854.819946</td>\n",
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      "text/plain": [
       "                      timestamp symbol currency      volume         open  \\\n",
       "1907  2020-01-02 10:30:00-04:00  ^GSPC      USD  3458250000  3244.669922   \n",
       "1908  2020-01-03 10:30:00-04:00  ^GSPC      USD  3461290000  3226.360107   \n",
       "1909  2020-01-06 10:30:00-04:00  ^GSPC      USD  3674070000  3217.550049   \n",
       "1910  2020-01-07 10:30:00-04:00  ^GSPC      USD  3420380000  3241.860107   \n",
       "1911  2020-01-08 10:30:00-04:00  ^GSPC      USD  3720890000  3238.590088   \n",
       "...                         ...    ...      ...         ...          ...   \n",
       "10059 2022-05-25 09:30:00-04:00   ^RUT      USD  4322190000  1760.420044   \n",
       "10060 2022-05-26 09:30:00-04:00   ^RUT      USD  3961940000  1808.640015   \n",
       "10061 2022-05-27 09:30:00-04:00   ^RUT      USD  3560560000  1845.239990   \n",
       "10062 2022-05-31 09:30:00-04:00   ^RUT      USD  5192220000  1882.000000   \n",
       "10063 2022-06-01 09:30:00-04:00   ^RUT      USD  4145710000  1871.459961   \n",
       "\n",
       "              high          low        close     adjclose  relative_price  \n",
       "1907   3258.139893  3235.530029  3257.850098  3257.850098        0.000000  \n",
       "1908   3246.149902  3222.340088  3234.850098  3234.850098       -0.007060  \n",
       "1909   3246.840088  3214.639893  3246.280029  3246.280029       -0.003551  \n",
       "1910   3244.909912  3232.429932  3237.179932  3237.179932       -0.006345  \n",
       "1911   3267.070068  3236.669922  3253.050049  3253.050049       -0.001473  \n",
       "...            ...          ...          ...          ...             ...  \n",
       "10059  1807.430054  1759.199951  1799.160034  1799.160034        0.079429  \n",
       "10060  1847.829956  1808.640015  1838.239990  1838.239990        0.102876  \n",
       "10061  1887.900024  1845.239990  1887.900024  1887.900024        0.132670  \n",
       "10062  1883.189941  1856.560059  1864.040039  1864.040039        0.118355  \n",
       "10063  1877.489990  1830.199951  1854.819946  1854.819946        0.112823  \n",
       "\n",
       "[2436 rows x 10 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "markets = (\n",
    "    datasets.load_markets()\n",
    "    .pipe(lambda df: df[df[\"timestamp\"] > \"2020\"])\n",
    "    .assign(\n",
    "        relative_price=lambda df: df.groupby(\"symbol\")[\"close\"].transform(\n",
    "            lambda g: g / g.iloc[0] - 1\n",
    "        )\n",
    "    )\n",
    ")\n",
    "markets"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26e706ed",
   "metadata": {},
   "source": [
    "## Visualization with Matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "db945d6d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-15T16:22:49.617227Z",
     "start_time": "2023-01-15T16:22:49.605810Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "294fe119",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-15T16:22:49.790856Z",
     "start_time": "2023-01-15T16:22:49.620123Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 264,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context(\"capon\"):\n",
    "    plt.figure(figsize=(9, 3), dpi=96)\n",
    "    markets.pivot_table(\n",
    "        index=\"timestamp\", columns=\"symbol\", values=\"relative_price\"\n",
    "    ).plot(ax=plt.gca())\n",
    "    plt.xlabel(None)\n",
    "    plt.ylabel(\"Relative Price\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1402e09f",
   "metadata": {},
   "source": [
    "## Visualization with Altair"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4b0968f8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-15T16:22:49.488693Z",
     "start_time": "2023-01-15T16:22:49.487070Z"
    }
   },
   "outputs": [],
   "source": [
    "import altair as alt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7289ddf2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-15T16:22:49.561680Z",
     "start_time": "2023-01-15T16:22:49.489371Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "  #altair-viz-ad9d95c2a80b4e2bbb3e7f33911ae69e.vega-embed {\n",
       "    width: 100%;\n",
       "    display: flex;\n",
       "  }\n",
       "\n",
       "  #altair-viz-ad9d95c2a80b4e2bbb3e7f33911ae69e.vega-embed details,\n",
       "  #altair-viz-ad9d95c2a80b4e2bbb3e7f33911ae69e.vega-embed details summary {\n",
       "    position: relative;\n",
       "  }\n",
       "</style>\n",
       "<div id=\"altair-viz-ad9d95c2a80b4e2bbb3e7f33911ae69e\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-ad9d95c2a80b4e2bbb3e7f33911ae69e\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-ad9d95c2a80b4e2bbb3e7f33911ae69e\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.20.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"5.20.1\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
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{\"timestamp\": \"2022-04-29T09:30:00-04:00\", \"symbol\": \"^RUT\", \"currency\": \"USD\", \"volume\": 3943480000, \"open\": 1914.3599853515625, \"high\": 1928.3199462890625, \"low\": 1860.5799560546875, \"close\": 1864.0999755859375, \"adjclose\": 1864.0999755859375, \"relative_price\": 0.11839063202623668}, {\"timestamp\": \"2022-05-02T09:30:00-04:00\", \"symbol\": \"^RUT\", \"currency\": \"USD\", \"volume\": 4474060000, \"open\": 1863.6600341796875, \"high\": 1888.8399658203125, \"low\": 1839.25, \"close\": 1882.9100341796875, \"adjclose\": 1882.9100341796875, \"relative_price\": 0.12967596735944587}, {\"timestamp\": \"2022-05-03T09:30:00-04:00\", \"symbol\": \"^RUT\", \"currency\": \"USD\", \"volume\": 3877530000, \"open\": 1882.5799560546875, \"high\": 1907.300048828125, \"low\": 1875.97998046875, \"close\": 1898.8599853515625, \"adjclose\": 1898.8599853515625, \"relative_price\": 0.13924534464903782}, {\"timestamp\": \"2022-05-04T09:30:00-04:00\", \"symbol\": \"^RUT\", \"currency\": \"USD\", \"volume\": 4236210000, \"open\": 1904.0899658203125, \"high\": 1952.75, \"low\": 1875.3599853515625, \"close\": 1949.9200439453125, \"adjclose\": 1949.9200439453125, \"relative_price\": 0.16987948012989418}, {\"timestamp\": \"2022-05-05T09:30:00-04:00\", \"symbol\": \"^RUT\", \"currency\": \"USD\", \"volume\": 4197620000, \"open\": 1935.6400146484375, \"high\": 1935.6400146484375, \"low\": 1849.449951171875, \"close\": 1871.1500244140625, \"adjclose\": 1871.1500244140625, \"relative_price\": 0.12262039902798993}, {\"timestamp\": \"2022-05-06T09:30:00-04:00\", \"symbol\": \"^RUT\", \"currency\": \"USD\", \"volume\": 4254300000, \"open\": 1867.72998046875, \"high\": 1867.72998046875, \"low\": 1821.0999755859375, \"close\": 1839.56005859375, \"adjclose\": 1839.56005859375, \"relative_price\": 0.1036675948317658}, {\"timestamp\": \"2022-05-09T09:30:00-04:00\", \"symbol\": \"^RUT\", \"currency\": \"USD\", \"volume\": 4746120000, \"open\": 1833.47998046875, \"high\": 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0.10411156144125822}, {\"timestamp\": \"2022-05-18T09:30:00-04:00\", \"symbol\": \"^RUT\", \"currency\": \"USD\", \"volume\": 4428960000, \"open\": 1834.1500244140625, \"high\": 1834.1500244140625, \"low\": 1765.25, \"close\": 1774.8499755859375, \"adjclose\": 1774.8499755859375, \"relative_price\": 0.06484395254786457}, {\"timestamp\": \"2022-05-19T09:30:00-04:00\", \"symbol\": \"^RUT\", \"currency\": \"USD\", \"volume\": 4212140000, \"open\": 1769.8399658203125, \"high\": 1797.22998046875, \"low\": 1759.6600341796875, \"close\": 1776.219970703125, \"adjclose\": 1776.219970703125, \"relative_price\": 0.06566589864788663}, {\"timestamp\": \"2022-05-20T09:30:00-04:00\", \"symbol\": \"^RUT\", \"currency\": \"USD\", \"volume\": 4278520000, \"open\": 1784.0799560546875, \"high\": 1797.43994140625, \"low\": 1730.8800048828125, \"close\": 1773.27001953125, \"adjclose\": 1773.27001953125, \"relative_price\": 0.06389603769688113}, {\"timestamp\": \"2022-05-23T09:30:00-04:00\", \"symbol\": \"^RUT\", \"currency\": \"USD\", \"volume\": 3392770000, \"open\": 1786.4300537109375, \"high\": 1799.27001953125, \"low\": 1769.1199951171875, \"close\": 1792.760009765625, \"adjclose\": 1792.760009765625, \"relative_price\": 0.0755893067177964}, {\"timestamp\": \"2022-05-24T09:30:00-04:00\", \"symbol\": \"^RUT\", \"currency\": \"USD\", \"volume\": 3901640000, \"open\": 1780.199951171875, \"high\": 1780.199951171875, \"low\": 1736.1099853515625, \"close\": 1764.8299560546875, \"adjclose\": 1764.8299560546875, \"relative_price\": 0.0588323136211768}, {\"timestamp\": \"2022-05-25T09:30:00-04:00\", \"symbol\": \"^RUT\", \"currency\": \"USD\", \"volume\": 4322190000, \"open\": 1760.4200439453125, \"high\": 1807.4300537109375, \"low\": 1759.199951171875, \"close\": 1799.1600341796875, \"adjclose\": 1799.1600341796875, \"relative_price\": 0.07942908325509102}, {\"timestamp\": \"2022-05-26T09:30:00-04:00\", \"symbol\": \"^RUT\", \"currency\": \"USD\", \"volume\": 3961940000, \"open\": 1808.6400146484375, \"high\": 1847.8299560546875, \"low\": 1808.6400146484375, \"close\": 1838.239990234375, \"adjclose\": 1838.239990234375, \"relative_price\": 0.10287560292891995}, {\"timestamp\": \"2022-05-27T09:30:00-04:00\", \"symbol\": \"^RUT\", \"currency\": \"USD\", \"volume\": 3560560000, \"open\": 1845.239990234375, \"high\": 1887.9000244140625, \"low\": 1845.239990234375, \"close\": 1887.9000244140625, \"adjclose\": 1887.9000244140625, \"relative_price\": 0.13266977584886086}, {\"timestamp\": \"2022-05-31T09:30:00-04:00\", \"symbol\": \"^RUT\", \"currency\": \"USD\", \"volume\": 5192220000, \"open\": 1882.0, \"high\": 1883.18994140625, \"low\": 1856.56005859375, \"close\": 1864.0400390625, \"adjclose\": 1864.0400390625, \"relative_price\": 0.11835467234209607}, {\"timestamp\": \"2022-06-01T09:30:00-04:00\", \"symbol\": \"^RUT\", \"currency\": \"USD\", \"volume\": 4145710000, \"open\": 1871.4599609375, \"high\": 1877.489990234375, \"low\": 1830.199951171875, \"close\": 1854.8199462890625, \"adjclose\": 1854.8199462890625, \"relative_price\": 0.11282295970904155}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "chart = (\n",
    "    alt.Chart(markets)\n",
    "    .mark_line(interpolate=\"monotone\")\n",
    "    .encode(\n",
    "        x=alt.X(\"timestamp\", title=None, axis=alt.Axis(format=\"%b %y\")),\n",
    "        y=alt.Y(\"relative_price\", title=\"Relative Price\", axis=alt.Axis(format=\"+%\")),\n",
    "        color=\"symbol\",\n",
    "        tooltip=[\"timestamp\", \"symbol\", alt.Tooltip(\"relative_price\", format=\"+.2%\")],\n",
    "    )\n",
    "    .properties(\n",
    "        title={\n",
    "            \"text\": f\"Market Indexes Change\",\n",
    "            \"subtitle\": f\"Relative to {markets['timestamp'].dt.date.min()}\",\n",
    "        },\n",
    "        width=600,\n",
    "        height=200,\n",
    "    )\n",
    ")\n",
    "\n",
    "display(chart)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ef3dab45",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-15T16:22:49.604549Z",
     "start_time": "2023-01-15T16:22:49.562558Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "  #altair-viz-741275cb46994ab5b31ad57e9e3f33cc.vega-embed {\n",
       "    width: 100%;\n",
       "    display: flex;\n",
       "  }\n",
       "\n",
       "  #altair-viz-741275cb46994ab5b31ad57e9e3f33cc.vega-embed details,\n",
       "  #altair-viz-741275cb46994ab5b31ad57e9e3f33cc.vega-embed details summary {\n",
       "    position: relative;\n",
       "  }\n",
       "</style>\n",
       "<div id=\"altair-viz-741275cb46994ab5b31ad57e9e3f33cc\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-741275cb46994ab5b31ad57e9e3f33cc\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-741275cb46994ab5b31ad57e9e3f33cc\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.20.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"5.20.1\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
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       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with alt.themes.enable(\"capon\"):\n",
    "    display(chart)"
   ]
  }
 ],
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