{ "cells": [ { "cell_type": "markdown", "id": "d724df06", "metadata": {}, "source": [ "# Building a Volume at Price Chart\n", "\n", "Volume-at-price is a chart used by technical analysts as a visual gauge to where the trading levels are concentrated, relative to price and volume. In short, it is the sum of volume at different price levels. This notebook utilizes individual components of the OpenBB SDK and combines them to build a new view." ] }, { "cell_type": "code", "execution_count": 67, "id": "bb37c115-58e5-446d-9eab-047d2f650721", "metadata": {}, "outputs": [], "source": [ "# Import statements\n", "\n", "from datetime import datetime, timedelta\n", "from typing import Optional, Union\n", "from openbb_terminal.sdk import openbb\n", "import pandas as pd\n", "from plotly import graph_objects as go\n", "from plotly.subplots import make_subplots\n", "from openbb_terminal import OpenBBFigure\n", "from openbb_terminal.common.technical_analysis import ta_helpers\n", "from openbb_terminal.common.technical_analysis.overlap_model import sma, vwap\n", "from openbb_terminal.rich_config import console\n" ] }, { "cell_type": "markdown", "id": "8b045af0", "metadata": {}, "source": [ "Let's look at the pieces we want to put together.\n", "\n", "- Price\n", "- Volume\n", "- VWAP\n", "- SMA" ] }, { "cell_type": "code", "execution_count": 71, "id": "88a7f4be", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
OpenHighLowCloseAdj CloseVolume
date
2023-08-23 09:30:00364.859985364.859985364.850006364.850006364.8500061978013
2023-08-23 09:31:00364.859985365.269989364.730011365.130005365.130005197931
2023-08-23 09:32:00365.119995365.265015364.640015364.709900364.709900156792
2023-08-23 09:33:00364.690002365.156189364.690002364.959991364.959991133015
2023-08-23 09:34:00364.970001365.149292364.750000364.880005364.880005203328
\n", "
" ], "text/plain": [ " Open High Low Close \\\n", "date \n", "2023-08-23 09:30:00 364.859985 364.859985 364.850006 364.850006 \n", "2023-08-23 09:31:00 364.859985 365.269989 364.730011 365.130005 \n", "2023-08-23 09:32:00 365.119995 365.265015 364.640015 364.709900 \n", "2023-08-23 09:33:00 364.690002 365.156189 364.690002 364.959991 \n", "2023-08-23 09:34:00 364.970001 365.149292 364.750000 364.880005 \n", "\n", " Adj Close Volume \n", "date \n", "2023-08-23 09:30:00 364.850006 1978013 \n", "2023-08-23 09:31:00 365.130005 197931 \n", "2023-08-23 09:32:00 364.709900 156792 \n", "2023-08-23 09:33:00 364.959991 133015 \n", "2023-08-23 09:34:00 364.880005 203328 " ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get the OHLC+V data\n", "\n", "ticker= \"QQQ\"\n", "ohlc_data = openbb.stocks.load(ticker, start_date = datetime.now().date().strftime(\"%Y-%m-%d\"), interval=1, verbose=False)\n", "ohlc_data.head(5)" ] }, { "cell_type": "markdown", "id": "e1fd1f07", "metadata": {}, "source": [ "Rounding the price levels - here to the nearest ten cents - will make the final chart easier display better." ] }, { "cell_type": "code", "execution_count": 76, "id": "10246983", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Volume
Close
364.6418695.0
364.7156792.0
364.8647207.0
364.92341760.0
365.0261823.0
\n", "
" ], "text/plain": [ " Volume\n", "Close \n", "364.6 418695.0\n", "364.7 156792.0\n", "364.8 647207.0\n", "364.9 2341760.0\n", "365.0 261823.0" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Separate volume and close into a new DataFrame and group by the price.\n", "\n", "_vap = pd.DataFrame(data = [(round(ohlc_data[\"Close\"], 1)),ohlc_data[\"Volume\"]]).transpose()\n", "_vap_df = _vap.groupby(\"Close\").sum()[[\"Volume\"]]\n", "_vap_df.head(5)" ] }, { "cell_type": "code", "execution_count": 77, "id": "03938620", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
VWAP_D
date
2023-08-23 09:30:00364.853333
2023-08-23 09:31:00364.870616
2023-08-23 09:32:00364.870685
2023-08-23 09:33:00364.874176
2023-08-23 09:34:00364.878156
\n", "
" ], "text/plain": [ " VWAP_D\n", "date \n", "2023-08-23 09:30:00 364.853333\n", "2023-08-23 09:31:00 364.870616\n", "2023-08-23 09:32:00 364.870685\n", "2023-08-23 09:33:00 364.874176\n", "2023-08-23 09:34:00 364.878156" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get VWAP levels\n", "\n", "_vwap = vwap(ohlc_data)\n", "_vwap.head(5)" ] }, { "cell_type": "code", "execution_count": 78, "id": "e1321d33", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
SMA_10
date
2023-08-23 14:49:00369.148868
2023-08-23 14:50:00369.159866
2023-08-23 14:51:00369.165869
2023-08-23 14:52:00369.200879
2023-08-23 14:53:00369.228598
\n", "
" ], "text/plain": [ " SMA_10\n", "date \n", "2023-08-23 14:49:00 369.148868\n", "2023-08-23 14:50:00 369.159866\n", "2023-08-23 14:51:00 369.165869\n", "2023-08-23 14:52:00 369.200879\n", "2023-08-23 14:53:00 369.228598" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Calculate the simple moving average.\n", "\n", "_sma_df = sma(data = ohlc_data[\"Close\"], length = 10)\n", "_sma_df.tail(5)" ] }, { "cell_type": "markdown", "id": "d87c0523", "metadata": {}, "source": [ "## Parameterize the Components as a Function\n", "\n", "To combine these components, a function needs to be created that parameterizes the inputs.\n", "\n", "The two functions below represent the \"model\" and \"view\" components. As Terminal components, they would be added to `openbb_terminal/common/technical_analysis/volume_model.py` and `volume_view.py` respectively. \n", "\n", "At the SDK level, users can call on either one, but only the view will return a chart and provide an input for the simple moving average. As a Terminal as a function, the controller module would call the view function, `display_vap()`." ] }, { "cell_type": "code", "execution_count": 84, "id": "754d902f", "metadata": {}, "outputs": [], "source": [ "def vap(data: pd.DataFrame) -> pd.DataFrame:\n", " \"\"\"Volume at Price.\n", "\n", " Parameters\n", " ----------\n", " data: pd.DataFrame\n", " Dataframe of OHLC + Volume.\n", "\n", " Returns\n", " -------\n", " pd.DataFrame\n", " Dataframe with technical indicator.\n", " \"\"\"\n", " close_col = ta_helpers.check_columns(data, high=False, low=False)\n", " if close_col is None:\n", " return pd.DataFrame()\n", " if \"Volume\" not in data.columns:\n", " console.print(\"[red]Volume column not found[/red]\\n\")\n", " return pd.DataFrame()\n", "\n", " vap_df = pd.DataFrame(data=[(round(data[\"Close\"], 1)), data[\"Volume\"]]).transpose()\n", "\n", " return vap_df.groupby(\"Close\").sum()[[\"Volume\"]]\n", "\n", "def display_vap(\n", " data: Optional[pd.DataFrame] = None,\n", " symbol: str = \"\",\n", " ma: Optional[int] = None,\n", " export: str = \"\",\n", " sheet_name: Optional[str] = None,\n", " external_axes: bool = False,\n", ") -> Union[OpenBBFigure, None]:\n", " \"\"\"Plots Volume-at-Price with an optional simple moving average.\n", "\n", " Parameters\n", " ----------\n", " data : pd.DataFrame\n", " Dataframe of ohlc prices\n", " symbol : str\n", " Ticker\n", " ma: int\n", " Window for calculating the simple moving average.\n", " sheet_name: str\n", " Optionally specify the name of the sheet the data is exported to.\n", " export: str\n", " Format to export data as\n", " external_axes : bool, optional\n", " Whether to return the figure object or not, by default False\n", " \"\"\"\n", " if data is None or data.empty:\n", " data = openbb.stocks.load(symbol, start_date=datetime.now().strftime(\"%Y-%m-%d\"), interval=1)\n", " if data.empty:\n", " return None\n", " \n", " if ma is None:\n", " ma = 0\n", " ma_df = pd.DataFrame()\n", "\n", " if \"vw\" in data.columns:\n", " data[\"VWAP\"] = data[\"vw\"]\n", " data[\"VWAP\"] = vwap(data)\n", "\n", " vap_df = vap(data)\n", "\n", " fig = make_subplots(\n", " rows=1, cols=2, shared_xaxes=False, shared_yaxes=True, horizontal_spacing=0.001\n", " )\n", " fig.add_trace(\n", " go.Bar(\n", " x=vap_df.Volume.astype(int),\n", " y=vap_df.index,\n", " orientation=\"h\",\n", " name=\"Volume at Price\",\n", " opacity=0.25,\n", " marker={\"color\": \"gray\"},\n", " ),\n", " row=1,\n", " col=1,\n", " )\n", " fig.add_trace(\n", " go.Scatter(x=data.index, y=data[\"VWAP\"], name=\"VWAP\", marker={\"color\": \"red\"}),\n", " row=1,\n", " col=2,\n", " )\n", " fig.add_trace(\n", " go.Scatter(\n", " x=data.index, y=data[\"Close\"], name=\"Close\", marker={\"color\": \"green\"}\n", " ),\n", " row=1,\n", " col=2,\n", " )\n", " if ma != 0:\n", " ma_df = sma(data[\"Close\"], ma).iloc[:, 0]\n", " fig.add_trace(\n", " go.Scatter(\n", " x=ma_df.index,\n", " y=ma_df,\n", " name=f\"SMA {ma}\",\n", " marker={\"color\": \"orange\"},\n", " ),\n", " row=1,\n", " col=2,\n", " )\n", "\n", " fig.update_layout(\n", " yaxis2=dict(\n", " zeroline=False,\n", " showticklabels=False,\n", " showgrid=False,\n", " mirror=True,\n", " showline=True,\n", " ticklen=0,\n", " ),\n", " xaxis2=dict(\n", " zeroline=False,\n", " mirror=True,\n", " showline=True,\n", " ticks=\"outside\",\n", " showgrid=False,\n", " ticklen=0,\n", " domain=[0, 0],\n", " ),\n", " xaxis1=dict(\n", " zeroline=False,\n", " showline=False,\n", " showticklabels=False,\n", " showgrid=False,\n", " autorange=False,\n", " mirror=False,\n", " range=[0, max(vap_df.Volume)],\n", " ticklen=0,\n", " domain=[0, 0],\n", " ),\n", " yaxis1=dict(\n", " zeroline=False,\n", " showgrid=False,\n", " showticklabels=True,\n", " ticks=\"outside\",\n", " mirror=True,\n", " showline=False,\n", " ticklen=0,\n", " ),\n", " plot_bgcolor=\"rgba(0,0,0,0)\",\n", " title=f\"{symbol} - Volume at Price\",\n", " title_y=1,\n", " title_x=0.5,\n", " legend=dict(\n", " orientation=\"h\",\n", " yanchor=\"top\",\n", " y=1.115,\n", " xanchor=\"right\",\n", " x=1,\n", " bgcolor=\"rgba(0,0,0,0)\"\n", " ),\n", " )\n", " # Using the OpenBBFigure class will provide additional processing like removing the time periods between trading days.\n", " ta = OpenBBFigure(fig)\n", "\n", " return ta.show()" ] }, { "cell_type": "markdown", "id": "d18c378b", "metadata": {}, "source": [ "The function will check if the `data` parameter is used, and will grab one-minute data from today if not. There is also an optional parameter to add a simple moving average line." ] }, { "cell_type": "code", "execution_count": 80, "id": "25a88e10", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Loading Intraday 1min data for QQQ with starting period 2023-08-23.\n",
       "
\n" ], "text/plain": [ "Loading Intraday 1min data for QQQ with starting period 2023-08-23.\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "displaylogo": false, "plotlyServerURL": "https://plot.ly", "scrollZoom": true }, "data": [ { "marker": { "color": "gray", "line": { "width": 0.15 } }, "name": "Volume at Price", "opacity": 0.25, "orientation": "h", "type": "bar", "x": [ 418695, 156792, 647207, 2341760, 261823, 278826, 311512, 323116, 221954, 634974, 237158, 317011, 169302, 455307, 64683, 954020, 553816, 149883, 107005, 750123, 355684, 174201, 688809, 502720, 546406, 550109, 314513, 311710, 521756, 103543, 538149, 1252361, 1727588, 3072788, 1137470, 1444764, 2441902, 1622618, 751166, 972414, 535703, 735372, 766396, 784820, 736010, 509624, 561723, 438226, 180454 ], "xaxis": "x", "y": [ 364.6, 364.7, 364.8, 364.9, 365, 365.1, 365.4, 365.5, 365.7, 365.8, 365.9, 366.1, 366.2, 366.4, 366.5, 366.6, 366.7, 366.8, 366.9, 367.1, 367.2, 367.3, 367.4, 367.5, 367.6, 367.7, 367.8, 368, 368.2, 368.3, 368.4, 368.5, 368.6, 368.7, 368.8, 368.9, 369, 369.1, 369.2, 369.3, 369.4, 369.5, 369.6, 369.7, 369.8, 369.9, 370, 370.1, 370.2 ], "yaxis": "y" }, { "hovertemplate": "%{y}", "marker": { "color": "red" }, "name": "VWAP", "type": "scatter", "x": [ "2023-08-23T09:30:00", "2023-08-23T09:31:00", "2023-08-23T09:32:00", "2023-08-23T09:33:00", "2023-08-23T09:34:00", "2023-08-23T09:35:00", "2023-08-23T09:36:00", "2023-08-23T09:37:00", "2023-08-23T09:38:00", "2023-08-23T09:39:00", "2023-08-23T09:40:00", "2023-08-23T09:41:00", "2023-08-23T09:42:00", "2023-08-23T09:43:00", "2023-08-23T09:44:00", "2023-08-23T09:45:00", "2023-08-23T09:46:00", "2023-08-23T09:47:00", "2023-08-23T09:48:00", "2023-08-23T09:49:00", "2023-08-23T09:50:00", "2023-08-23T09:51:00", "2023-08-23T09:52:00", "2023-08-23T09:53:00", "2023-08-23T09:54:00", "2023-08-23T09:55:00", "2023-08-23T09:56:00", "2023-08-23T09:57:00", "2023-08-23T09:58:00", "2023-08-23T09:59:00", "2023-08-23T10:00:00", "2023-08-23T10:01:00", "2023-08-23T10:02:00", "2023-08-23T10:03:00", "2023-08-23T10:04:00", "2023-08-23T10:05:00", "2023-08-23T10:06:00", "2023-08-23T10:07:00", "2023-08-23T10:08:00", "2023-08-23T10:09:00", "2023-08-23T10:10:00", "2023-08-23T10:11:00", "2023-08-23T10:12:00", "2023-08-23T10:13:00", "2023-08-23T10:14:00", "2023-08-23T10:15:00", "2023-08-23T10:16:00", "2023-08-23T10:17:00", "2023-08-23T10:18:00", "2023-08-23T10:19:00", "2023-08-23T10:20:00", "2023-08-23T10:21:00", "2023-08-23T10:22:00", "2023-08-23T10:23:00", "2023-08-23T10:24:00", "2023-08-23T10:25:00", "2023-08-23T10:26:00", "2023-08-23T10:27:00", "2023-08-23T10:28:00", "2023-08-23T10:29:00", "2023-08-23T10:30:00", "2023-08-23T10:31:00", "2023-08-23T10:32:00", "2023-08-23T10:33:00", "2023-08-23T10:34:00", "2023-08-23T10:35:00", "2023-08-23T10:36:00", "2023-08-23T10:37:00", "2023-08-23T10:38:00", "2023-08-23T10:39:00", "2023-08-23T10:40:00", "2023-08-23T10:41:00", "2023-08-23T10:42:00", "2023-08-23T10:43:00", "2023-08-23T10:44:00", "2023-08-23T10:45:00", "2023-08-23T10:46:00", "2023-08-23T10:47:00", "2023-08-23T10:48:00", "2023-08-23T10:49:00", "2023-08-23T10:50:00", "2023-08-23T10:51:00", "2023-08-23T10:52:00", "2023-08-23T10:53:00", "2023-08-23T10:54:00", "2023-08-23T10:55:00", "2023-08-23T10:57:00", "2023-08-23T10:58:00", "2023-08-23T10:59:00", "2023-08-23T11:00:00", "2023-08-23T11:01:00", "2023-08-23T11:02:00", "2023-08-23T11:03:00", "2023-08-23T11:04:00", "2023-08-23T11:05:00", "2023-08-23T11:06:00", "2023-08-23T11:07:00", "2023-08-23T11:08:00", "2023-08-23T11:09:00", "2023-08-23T11:10:00", "2023-08-23T11:11:00", "2023-08-23T11:12:00", "2023-08-23T11:13:00", "2023-08-23T11:14:00", "2023-08-23T11:15:00", "2023-08-23T11:16:00", "2023-08-23T11:17:00", "2023-08-23T11:18:00", "2023-08-23T11:19:00", "2023-08-23T11:20:00", "2023-08-23T11:21:00", "2023-08-23T11:22:00", "2023-08-23T11:23:00", "2023-08-23T11:24:00", "2023-08-23T11:25:00", "2023-08-23T11:26:00", "2023-08-23T11:27:00", "2023-08-23T11:28:00", "2023-08-23T11:29:00", "2023-08-23T11:30:00", "2023-08-23T11:31:00", "2023-08-23T11:32:00", "2023-08-23T11:33:00", "2023-08-23T11:34:00", "2023-08-23T11:35:00", "2023-08-23T11:36:00", "2023-08-23T11:37:00", "2023-08-23T11:38:00", "2023-08-23T11:39:00", "2023-08-23T11:40:00", "2023-08-23T11:41:00", "2023-08-23T11:42:00", "2023-08-23T11:43:00", "2023-08-23T11:44:00", "2023-08-23T11:45:00", "2023-08-23T11:46:00", "2023-08-23T11:47:00", "2023-08-23T11:48:00", "2023-08-23T11:49:00", "2023-08-23T11:50:00", "2023-08-23T11:51:00", "2023-08-23T11:52:00", "2023-08-23T11:53:00", "2023-08-23T11:54:00", "2023-08-23T11:55:00", "2023-08-23T11:56:00", "2023-08-23T11:57:00", "2023-08-23T11:58:00", "2023-08-23T11:59:00", "2023-08-23T12:00:00", "2023-08-23T12:01:00", "2023-08-23T12:02:00", "2023-08-23T12:03:00", "2023-08-23T12:04:00", "2023-08-23T12:05:00", "2023-08-23T12:06:00", "2023-08-23T12:07:00", "2023-08-23T12:08:00", "2023-08-23T12:09:00", "2023-08-23T12:10:00", "2023-08-23T12:11:00", "2023-08-23T12:12:00", "2023-08-23T12:13:00", "2023-08-23T12:14:00", "2023-08-23T12:15:00", "2023-08-23T12:16:00", "2023-08-23T12:17:00", "2023-08-23T12:18:00", "2023-08-23T12:19:00", "2023-08-23T12:20:00", "2023-08-23T12:21:00", "2023-08-23T12:22:00", "2023-08-23T12:23:00", "2023-08-23T12:24:00", "2023-08-23T12:25:00", "2023-08-23T12:26:00", "2023-08-23T12:27:00", "2023-08-23T12:28:00", "2023-08-23T12:29:00", "2023-08-23T12:30:00", "2023-08-23T12:31:00", "2023-08-23T12:32:00", "2023-08-23T12:33:00", "2023-08-23T12:34:00", "2023-08-23T12:35:00", "2023-08-23T12:36:00", "2023-08-23T12:37:00", "2023-08-23T12:38:00", "2023-08-23T12:39:00", "2023-08-23T12:40:00", "2023-08-23T12:41:00", "2023-08-23T12:42:00", "2023-08-23T12:43:00", "2023-08-23T12:44:00", "2023-08-23T12:45:00", "2023-08-23T12:46:00", "2023-08-23T12:47:00", "2023-08-23T12:48:00", "2023-08-23T12:49:00", "2023-08-23T12:50:00", "2023-08-23T12:51:00", "2023-08-23T12:52:00", "2023-08-23T12:53:00", "2023-08-23T12:54:00", "2023-08-23T12:55:00", "2023-08-23T12:56:00", "2023-08-23T12:57:00", "2023-08-23T12:58:00", "2023-08-23T12:59:00", "2023-08-23T13:00:00", "2023-08-23T13:01:00", "2023-08-23T13:02:00", "2023-08-23T13:03:00", "2023-08-23T13:04:00", "2023-08-23T13:05:00", "2023-08-23T13:06:00", "2023-08-23T13:07:00", "2023-08-23T13:08:00", "2023-08-23T13:09:00", "2023-08-23T13:10:00", "2023-08-23T13:11:00", "2023-08-23T13:12:00", "2023-08-23T13:13:00", "2023-08-23T13:14:00", "2023-08-23T13:15:00", "2023-08-23T13:16:00", "2023-08-23T13:17:00", "2023-08-23T13:18:00", "2023-08-23T13:19:00", "2023-08-23T13:20:00", "2023-08-23T13:21:00", "2023-08-23T13:22:00", "2023-08-23T13:23:00", "2023-08-23T13:24:00", "2023-08-23T13:25:00", "2023-08-23T13:26:00", "2023-08-23T13:27:00", "2023-08-23T13:28:00", "2023-08-23T13:29:00", "2023-08-23T13:30:00", "2023-08-23T13:31:00", "2023-08-23T13:32:00", "2023-08-23T13:33:00", "2023-08-23T13:34:00", "2023-08-23T13:35:00", "2023-08-23T13:36:00", "2023-08-23T13:37:00", "2023-08-23T13:38:00", "2023-08-23T13:39:00", "2023-08-23T13:40:00", "2023-08-23T13:41:00", "2023-08-23T13:42:00", "2023-08-23T13:43:00", "2023-08-23T13:44:00", "2023-08-23T13:45:00", "2023-08-23T13:46:00", "2023-08-23T13:47:00", "2023-08-23T13:48:00", "2023-08-23T13:49:00", "2023-08-23T13:50:00", "2023-08-23T13:51:00", "2023-08-23T13:52:00", "2023-08-23T13:53:00", "2023-08-23T13:54:00", "2023-08-23T13:55:00", "2023-08-23T13:56:00", "2023-08-23T13:57:00", "2023-08-23T13:58:00", "2023-08-23T13:59:00", "2023-08-23T14:00:00", "2023-08-23T14:01:00", "2023-08-23T14:02:00", "2023-08-23T14:03:00", "2023-08-23T14:04:00", "2023-08-23T14:05:00", "2023-08-23T14:06:00", "2023-08-23T14:07:00", "2023-08-23T14:08:00", "2023-08-23T14:09:00", "2023-08-23T14:10:00", "2023-08-23T14:11:00", "2023-08-23T14:12:00", "2023-08-23T14:13:00", "2023-08-23T14:14:00", "2023-08-23T14:15:00", "2023-08-23T14:16:00", "2023-08-23T14:17:00", "2023-08-23T14:18:00", "2023-08-23T14:19:00", "2023-08-23T14:20:00", "2023-08-23T14:21:00", "2023-08-23T14:22:00", "2023-08-23T14:23:00", "2023-08-23T14:24:00", "2023-08-23T14:25:00", "2023-08-23T14:26:00", "2023-08-23T14:27:00", "2023-08-23T14:28:00", "2023-08-23T14:29:00", "2023-08-23T14:30:00", "2023-08-23T14:31:00", "2023-08-23T14:32:00", "2023-08-23T14:33:00", "2023-08-23T14:34:00", "2023-08-23T14:35:00", "2023-08-23T14:36:00", "2023-08-23T14:37:00", "2023-08-23T14:38:00", "2023-08-23T14:39:00", "2023-08-23T14:40:00", "2023-08-23T14:41:00", "2023-08-23T14:42:00", "2023-08-23T14:43:00", "2023-08-23T14:44:00", "2023-08-23T14:45:00", "2023-08-23T14:46:00", "2023-08-23T14:47:00", "2023-08-23T14:48:00", "2023-08-23T14:49:00", "2023-08-23T14:50:00", "2023-08-23T14:51:00", "2023-08-23T14:52:00", "2023-08-23T14:53:00", "2023-08-23T14:54:00", "2023-08-23T14:55:00", "2023-08-23T14:56:00", "2023-08-23T14:57:00", "2023-08-23T14:58:00", "2023-08-23T14:59:00", "2023-08-23T15:00:00" ], "xaxis": "x2", "y": [ 364.85333251953125, 364.8706157645182, 364.87068481335945, 364.874175567556, 364.8781564370619, 364.885145552203, 364.89097282822587, 364.89226922889316, 364.88703628677325, 364.87408505747266, 364.8640524109877, 364.8572479323494, 364.8536494046612, 364.85139328420297, 364.85297583793493, 364.8863844287427, 364.91641671125245, 364.95494749686776, 364.98173682390154, 365.01248065852565, 365.0381450565978, 365.06537896674774, 365.09307158414293, 365.1153532248733, 365.12932843874324, 365.1533223822606, 365.1949023683371, 365.2369042489952, 365.2862770133789, 365.3113523379489, 365.33909296934047, 365.35797909803, 365.37831718760066, 365.4420144478337, 365.4585464535867, 365.4675511452122, 365.491419927474, 365.50622997599123, 365.52984623156567, 365.546428711934, 365.576027722498, 365.61175937298486, 365.6405862953152, 365.66767021469497, 365.682036749253, 365.70504486370226, 365.7234050115898, 365.7634407834041, 365.7750551799703, 365.78478397505955, 365.80871902937236, 365.833052839448, 365.8561712086148, 365.88541322296174, 365.8946328117279, 365.9156211361404, 365.9343916398939, 365.94632851337803, 365.9571593545691, 365.9664866534188, 365.9789701182774, 366.00368963757154, 366.01452412043307, 366.02218551723655, 366.03118643335216, 366.0794271053144, 366.0909888407902, 366.1043279905058, 366.1128311969448, 366.12125345767674, 366.13186609981955, 366.1621758496939, 366.1885560794923, 366.2143250143618, 366.23251451449534, 366.24646824116473, 366.2614240345748, 366.27018550880666, 366.2919156219518, 366.33109604347555, 366.3571484949198, 366.37383783267893, 366.3936549370836, 366.41026781179136, 366.4286988184787, 366.43335010563925, 366.5044385510092, 366.518224877524, 366.53269418942676, 366.559098081395, 366.57402671108724, 366.5829284432831, 366.5950938371624, 366.6009365339643, 366.6358273585232, 366.66007690692396, 366.6818686761505, 366.69074300498954, 366.6996046245549, 366.71156373403954, 366.7185714178294, 366.7278423322256, 366.73970567575543, 366.7534484188158, 366.77300675633813, 366.7832137822995, 366.79315099494596, 366.8016886056593, 366.80793746966856, 366.82092412957695, 366.8417910765057, 366.8592790869922, 366.8754062160766, 366.8866407357588, 366.89293330879536, 366.90227604992873, 366.91036483703766, 366.92277501817057, 366.9366127858306, 366.94598227006003, 366.95323367129197, 366.9601182181796, 366.9686129133939, 366.9789647536958, 367.0032259357498, 367.01619376462367, 367.02390186969876, 367.03049644115634, 367.0363651463884, 367.04675932112457, 367.05547927107625, 367.05996535387993, 367.06770883831007, 367.0724271578276, 367.0817139975507, 367.09002737239933, 367.09713087163135, 367.0999063852902, 367.10436460769694, 367.11245072741156, 367.1394365835722, 367.14434988765737, 367.14999825670395, 367.15570249726926, 367.1618646679314, 367.19909096602146, 367.2059267613416, 367.2093716924977, 367.2156418309055, 367.22417805733176, 367.231165454372, 367.2363522243072, 367.2398262750428, 367.24172491525627, 367.24539360514507, 367.2498738992023, 367.2515222584421, 367.25439430800293, 367.2599838046211, 367.26433306987917, 367.2671871008539, 367.2730350713903, 367.2758383506704, 367.27732034637785, 367.2795969637873, 367.2836669437734, 367.28764479246354, 367.2955797767598, 367.2998053401714, 367.302223008513, 367.30554927230514, 367.31168374813313, 367.3154728527341, 367.3174667089129, 367.32072347738506, 367.3469314242974, 367.34939846376756, 367.3531419269321, 367.35498763681096, 367.35790554746956, 367.3593325013159, 367.3619588287268, 367.36548838936926, 367.3677343203988, 367.3703596718193, 367.37448595348286, 367.37629645105767, 367.37862894024414, 367.3820538328876, 367.3840388059174, 367.3855109241518, 367.3892233629261, 367.391053136687, 367.39239668146837, 367.394518365697, 367.3974381117031, 367.40093627828685, 367.4035685321576, 367.40595331611723, 367.4223073888276, 367.42907310693084, 367.4341936510317, 367.4369907856124, 367.43980619402834, 367.44341339328497, 367.44480372552687, 367.44788810265084, 367.4503343676536, 367.4523928462858, 367.45390614464804, 367.4588592991266, 367.4631473625115, 367.4646586968281, 367.4682557613835, 367.4695426941876, 367.4734079874161, 367.4762118660975, 367.47841451013363, 367.49247372530925, 367.4955719097308, 367.49918300981784, 367.50407739428607, 367.50662447410235, 367.507940046616, 367.5287723783685, 367.53562295485904, 367.5508204861494, 367.5600010132265, 367.5658691204617, 367.57202537677523, 367.5801654297818, 367.58378254789903, 367.58834479110516, 367.5915012846177, 367.5994902515081, 367.60893787565317, 367.61661216801843, 367.6215314828844, 367.6261484312276, 367.64181731435826, 367.65058389432926, 367.6561777675666, 367.6646442172295, 367.66984419982214, 367.6739122340392, 367.68061323347155, 367.68488413954714, 367.6882091505251, 367.6911021991961, 367.69457544357897, 367.69697538067715, 367.69929935621093, 367.7013388890043, 367.7055708747153, 367.71558054521597, 367.7200045501552, 367.72595842631785, 367.736169013393, 367.7401926233834, 367.7445978753699, 367.7493366564108, 367.75367106079653, 367.7609363110782, 367.7684339413089, 367.77251713825314, 367.77553028900235, 367.78085821404017, 367.7832492071566, 367.78584206817567, 367.79153856491206, 367.7949191282596, 367.7991686977958, 367.8013288380665, 367.8060989896485, 367.80828051728196, 367.81129841658094, 367.8162544593477, 367.8180426506042, 367.81957968109145, 367.8219676235563, 367.8246427258887, 367.8282041937737, 367.8342981445966, 367.83926977738105, 367.8436333463225, 367.84640459760965, 367.8500826462247, 367.8533607618315, 367.8560381144743, 367.8595905233162, 367.86459708730155, 367.8665175733344, 367.8701124894895, 367.87460819215687, 367.87945397087896, 367.8826446102757, 367.8850899063128, 367.88692316733994, 367.88920603764444, 367.89243020786824, 367.89546976119027, 367.898609650587, 367.9002198871972, 367.9024180609961, 367.9035497024345, 367.9058219091916, 367.90887529608796, 367.9149978420662, 367.91688837819055, 367.921645703364, 367.9227238449856, 367.92351270107787, 367.92433135101413, 367.9258730320358, 367.9258730320358, 367.928650958683, 367.9310861556099, 367.9329098663799, 367.9337590830423, 367.93585726786796, 367.9377527245375, 367.94006505199815, 367.9418497928467, 367.9430126649462, 367.94530696238434, 367.9493718644042, 367.9516252977953, 367.9529995206379, 367.9539278994196, 367.9539278994196 ], "yaxis": "y2" }, { "hovertemplate": "%{y}", "marker": { "color": "green" }, "name": "Close", "type": "scatter", "x": [ "2023-08-23T09:30:00", "2023-08-23T09:31:00", "2023-08-23T09:32:00", "2023-08-23T09:33:00", "2023-08-23T09:34:00", "2023-08-23T09:35:00", "2023-08-23T09:36:00", "2023-08-23T09:37:00", "2023-08-23T09:38:00", "2023-08-23T09:39:00", "2023-08-23T09:40:00", "2023-08-23T09:41:00", "2023-08-23T09:42:00", "2023-08-23T09:43:00", "2023-08-23T09:44:00", "2023-08-23T09:45:00", "2023-08-23T09:46:00", "2023-08-23T09:47:00", "2023-08-23T09:48:00", "2023-08-23T09:49:00", "2023-08-23T09:50:00", "2023-08-23T09:51:00", "2023-08-23T09:52:00", "2023-08-23T09:53:00", "2023-08-23T09:54:00", "2023-08-23T09:55:00", "2023-08-23T09:56:00", "2023-08-23T09:57:00", "2023-08-23T09:58:00", "2023-08-23T09:59:00", "2023-08-23T10:00:00", "2023-08-23T10:01:00", "2023-08-23T10:02:00", "2023-08-23T10:03:00", "2023-08-23T10:04:00", "2023-08-23T10:05:00", "2023-08-23T10:06:00", "2023-08-23T10:07:00", "2023-08-23T10:08:00", "2023-08-23T10:09:00", "2023-08-23T10:10:00", "2023-08-23T10:11:00", "2023-08-23T10:12:00", "2023-08-23T10:13:00", "2023-08-23T10:14:00", "2023-08-23T10:15:00", "2023-08-23T10:16:00", "2023-08-23T10:17:00", "2023-08-23T10:18:00", "2023-08-23T10:19:00", "2023-08-23T10:20:00", "2023-08-23T10:21:00", "2023-08-23T10:22:00", "2023-08-23T10:23:00", "2023-08-23T10:24:00", "2023-08-23T10:25:00", "2023-08-23T10:26:00", "2023-08-23T10:27:00", "2023-08-23T10:28:00", "2023-08-23T10:29:00", "2023-08-23T10:30:00", "2023-08-23T10:31:00", "2023-08-23T10:32:00", "2023-08-23T10:33:00", "2023-08-23T10:34:00", "2023-08-23T10:35:00", "2023-08-23T10:36:00", "2023-08-23T10:37:00", "2023-08-23T10:38:00", "2023-08-23T10:39:00", "2023-08-23T10:40:00", "2023-08-23T10:41:00", "2023-08-23T10:42:00", "2023-08-23T10:43:00", "2023-08-23T10:44:00", "2023-08-23T10:45:00", "2023-08-23T10:46:00", "2023-08-23T10:47:00", "2023-08-23T10:48:00", "2023-08-23T10:49:00", "2023-08-23T10:50:00", "2023-08-23T10:51:00", "2023-08-23T10:52:00", "2023-08-23T10:53:00", "2023-08-23T10:54:00", "2023-08-23T10:55:00", "2023-08-23T10:57:00", "2023-08-23T10:58:00", "2023-08-23T10:59:00", "2023-08-23T11:00:00", "2023-08-23T11:01:00", "2023-08-23T11:02:00", "2023-08-23T11:03:00", "2023-08-23T11:04:00", "2023-08-23T11:05:00", "2023-08-23T11:06:00", "2023-08-23T11:07:00", "2023-08-23T11:08:00", "2023-08-23T11:09:00", "2023-08-23T11:10:00", "2023-08-23T11:11:00", "2023-08-23T11:12:00", "2023-08-23T11:13:00", "2023-08-23T11:14:00", "2023-08-23T11:15:00", "2023-08-23T11:16:00", "2023-08-23T11:17:00", "2023-08-23T11:18:00", "2023-08-23T11:19:00", "2023-08-23T11:20:00", "2023-08-23T11:21:00", "2023-08-23T11:22:00", "2023-08-23T11:23:00", "2023-08-23T11:24:00", "2023-08-23T11:25:00", "2023-08-23T11:26:00", "2023-08-23T11:27:00", "2023-08-23T11:28:00", "2023-08-23T11:29:00", "2023-08-23T11:30:00", "2023-08-23T11:31:00", "2023-08-23T11:32:00", "2023-08-23T11:33:00", "2023-08-23T11:34:00", "2023-08-23T11:35:00", "2023-08-23T11:36:00", "2023-08-23T11:37:00", "2023-08-23T11:38:00", "2023-08-23T11:39:00", "2023-08-23T11:40:00", "2023-08-23T11:41:00", "2023-08-23T11:42:00", "2023-08-23T11:43:00", "2023-08-23T11:44:00", "2023-08-23T11:45:00", "2023-08-23T11:46:00", "2023-08-23T11:47:00", "2023-08-23T11:48:00", "2023-08-23T11:49:00", "2023-08-23T11:50:00", "2023-08-23T11:51:00", "2023-08-23T11:52:00", "2023-08-23T11:53:00", "2023-08-23T11:54:00", "2023-08-23T11:55:00", "2023-08-23T11:56:00", "2023-08-23T11:57:00", "2023-08-23T11:58:00", "2023-08-23T11:59:00", "2023-08-23T12:00:00", "2023-08-23T12:01:00", "2023-08-23T12:02:00", "2023-08-23T12:03:00", "2023-08-23T12:04:00", "2023-08-23T12:05:00", "2023-08-23T12:06:00", "2023-08-23T12:07:00", "2023-08-23T12:08:00", "2023-08-23T12:09:00", "2023-08-23T12:10:00", "2023-08-23T12:11:00", "2023-08-23T12:12:00", "2023-08-23T12:13:00", "2023-08-23T12:14:00", "2023-08-23T12:15:00", "2023-08-23T12:16:00", "2023-08-23T12:17:00", "2023-08-23T12:18:00", "2023-08-23T12:19:00", "2023-08-23T12:20:00", "2023-08-23T12:21:00", "2023-08-23T12:22:00", "2023-08-23T12:23:00", "2023-08-23T12:24:00", "2023-08-23T12:25:00", "2023-08-23T12:26:00", "2023-08-23T12:27:00", "2023-08-23T12:28:00", "2023-08-23T12:29:00", "2023-08-23T12:30:00", "2023-08-23T12:31:00", "2023-08-23T12:32:00", "2023-08-23T12:33:00", "2023-08-23T12:34:00", "2023-08-23T12:35:00", "2023-08-23T12:36:00", "2023-08-23T12:37:00", "2023-08-23T12:38:00", "2023-08-23T12:39:00", "2023-08-23T12:40:00", "2023-08-23T12:41:00", "2023-08-23T12:42:00", "2023-08-23T12:43:00", "2023-08-23T12:44:00", "2023-08-23T12:45:00", "2023-08-23T12:46:00", "2023-08-23T12:47:00", "2023-08-23T12:48:00", "2023-08-23T12:49:00", "2023-08-23T12:50:00", "2023-08-23T12:51:00", "2023-08-23T12:52:00", "2023-08-23T12:53:00", "2023-08-23T12:54:00", "2023-08-23T12:55:00", "2023-08-23T12:56:00", "2023-08-23T12:57:00", "2023-08-23T12:58:00", "2023-08-23T12:59:00", "2023-08-23T13:00:00", "2023-08-23T13:01:00", "2023-08-23T13:02:00", "2023-08-23T13:03:00", "2023-08-23T13:04:00", "2023-08-23T13:05:00", "2023-08-23T13:06:00", "2023-08-23T13:07:00", "2023-08-23T13:08:00", "2023-08-23T13:09:00", "2023-08-23T13:10:00", "2023-08-23T13:11:00", "2023-08-23T13:12:00", "2023-08-23T13:13:00", "2023-08-23T13:14:00", "2023-08-23T13:15:00", "2023-08-23T13:16:00", "2023-08-23T13:17:00", "2023-08-23T13:18:00", "2023-08-23T13:19:00", "2023-08-23T13:20:00", "2023-08-23T13:21:00", "2023-08-23T13:22:00", "2023-08-23T13:23:00", "2023-08-23T13:24:00", "2023-08-23T13:25:00", "2023-08-23T13:26:00", "2023-08-23T13:27:00", "2023-08-23T13:28:00", "2023-08-23T13:29:00", "2023-08-23T13:30:00", "2023-08-23T13:31:00", "2023-08-23T13:32:00", "2023-08-23T13:33:00", "2023-08-23T13:34:00", "2023-08-23T13:35:00", "2023-08-23T13:36:00", "2023-08-23T13:37:00", "2023-08-23T13:38:00", "2023-08-23T13:39:00", "2023-08-23T13:40:00", "2023-08-23T13:41:00", "2023-08-23T13:42:00", "2023-08-23T13:43:00", "2023-08-23T13:44:00", "2023-08-23T13:45:00", "2023-08-23T13:46:00", "2023-08-23T13:47:00", "2023-08-23T13:48:00", "2023-08-23T13:49:00", "2023-08-23T13:50:00", "2023-08-23T13:51:00", "2023-08-23T13:52:00", "2023-08-23T13:53:00", "2023-08-23T13:54:00", "2023-08-23T13:55:00", "2023-08-23T13:56:00", "2023-08-23T13:57:00", "2023-08-23T13:58:00", "2023-08-23T13:59:00", "2023-08-23T14:00:00", "2023-08-23T14:01:00", "2023-08-23T14:02:00", "2023-08-23T14:03:00", "2023-08-23T14:04:00", "2023-08-23T14:05:00", "2023-08-23T14:06:00", "2023-08-23T14:07:00", "2023-08-23T14:08:00", "2023-08-23T14:09:00", "2023-08-23T14:10:00", "2023-08-23T14:11:00", "2023-08-23T14:12:00", "2023-08-23T14:13:00", "2023-08-23T14:14:00", "2023-08-23T14:15:00", "2023-08-23T14:16:00", "2023-08-23T14:17:00", "2023-08-23T14:18:00", "2023-08-23T14:19:00", "2023-08-23T14:20:00", "2023-08-23T14:21:00", "2023-08-23T14:22:00", "2023-08-23T14:23:00", "2023-08-23T14:24:00", "2023-08-23T14:25:00", "2023-08-23T14:26:00", "2023-08-23T14:27:00", "2023-08-23T14:28:00", "2023-08-23T14:29:00", "2023-08-23T14:30:00", "2023-08-23T14:31:00", "2023-08-23T14:32:00", "2023-08-23T14:33:00", "2023-08-23T14:34:00", "2023-08-23T14:35:00", "2023-08-23T14:36:00", "2023-08-23T14:37:00", "2023-08-23T14:38:00", "2023-08-23T14:39:00", "2023-08-23T14:40:00", "2023-08-23T14:41:00", "2023-08-23T14:42:00", "2023-08-23T14:43:00", "2023-08-23T14:44:00", "2023-08-23T14:45:00", "2023-08-23T14:46:00", "2023-08-23T14:47:00", "2023-08-23T14:48:00", "2023-08-23T14:49:00", "2023-08-23T14:50:00", "2023-08-23T14:51:00", "2023-08-23T14:52:00", "2023-08-23T14:53:00", "2023-08-23T14:54:00", "2023-08-23T14:55:00", "2023-08-23T14:56:00", "2023-08-23T14:57:00", "2023-08-23T14:58:00", "2023-08-23T14:59:00", "2023-08-23T15:00:00" ], "xaxis": "x2", "y": [ 364.8500061035156, 365.1300048828125, 364.70989990234375, 364.9599914550781, 364.8800048828125, 364.82000732421875, 365.0450134277344, 364.8599853515625, 364.80999755859375, 364.57000732421875, 364.6400146484375, 364.6000061035156, 364.8299865722656, 364.75, 365.05499267578125, 365.4725036621094, 365.4100036621094, 365.8800048828125, 365.82000732421875, 365.67999267578125, 365.80999755859375, 366.0788879394531, 366.1199951171875, 365.83380126953125, 365.75, 366.1600036621094, 366.44989013671875, 366.6199951171875, 366.625, 366.60198974609375, 366.55999755859375, 366.42999267578125, 366.635009765625, 366.70001220703125, 366.6499938964844, 366.5474853515625, 366.79998779296875, 366.42999267578125, 366.69000244140625, 366.9200134277344, 367.1400146484375, 367.127685546875, 367.3900146484375, 367.44000244140625, 367.3561096191406, 367.44000244140625, 367.25201416015625, 367.1600036621094, 367.17999267578125, 367.2950134277344, 367.1449890136719, 367.1499938964844, 367.6300048828125, 367.43499755859375, 367.6199951171875, 367.71990966796875, 367.6499938964844, 367.510009765625, 367.55999755859375, 367.45001220703125, 367.489990234375, 367.7799987792969, 367.7200012207031, 367.6499938964844, 367.7900085449219, 367.7300109863281, 367.6400146484375, 367.5, 367.54998779296875, 367.5400085449219, 367.7799987792969, 368, 368.22100830078125, 368.19000244140625, 368.1700134277344, 368.0299987792969, 368.260009765625, 368.152587890625, 368.3500061035156, 368.6099853515625, 368.4800109863281, 368.70001220703125, 368.7146911621094, 368.7049865722656, 368.6650085449219, 368.6794128417969, 368.69500732421875, 368.7550048828125, 368.6600036621094, 368.55999755859375, 368.42999267578125, 368.4200134277344, 368.4642028808594, 368.4549865722656, 368.54998779296875, 368.5, 368.4153137207031, 368.5884094238281, 368.6400146484375, 368.55999755859375, 368.6499938964844, 368.739990234375, 368.79620361328125, 368.9200134277344, 368.8999938964844, 368.7300109863281, 368.8399963378906, 368.8999938964844, 368.9599914550781, 368.80999755859375, 369.010009765625, 369.0299987792969, 368.9700012207031, 368.989990234375, 369.0799865722656, 369.0199890136719, 369.1200866699219, 369.0299987792969, 368.94500732421875, 369.0611877441406, 369.0899963378906, 368.96380615234375, 368.95001220703125, 368.7900085449219, 368.7200012207031, 368.82000732421875, 368.8999938964844, 368.8900146484375, 368.95001220703125, 368.9200134277344, 368.69000244140625, 368.67498779296875, 368.6000061035156, 368.510009765625, 368.6885986328125, 368.5199890136719, 368.7099914550781, 368.70001220703125, 368.6109924316406, 368.8691101074219, 369.0400085449219, 369.0150146484375, 368.9700927734375, 368.9599914550781, 369.1001892089844, 369.1700134277344, 369.20989990234375, 369.17999267578125, 369.197998046875, 369.1499938964844, 369.010498046875, 368.80999755859375, 368.82000732421875, 368.7705993652344, 368.7099914550781, 368.69989013671875, 368.6499938964844, 368.7099914550781, 368.6499938964844, 368.5950012207031, 368.6698913574219, 368.785400390625, 368.79998779296875, 368.7200012207031, 368.4549865722656, 368.70001220703125, 368.5862121582031, 368.4700012207031, 368.57000732421875, 368.54998779296875, 368.69000244140625, 368.6014099121094, 368.67498779296875, 368.6300048828125, 368.6037902832031, 368.69000244140625, 368.6700134277344, 368.6199951171875, 368.57000732421875, 368.67999267578125, 368.4849853515625, 368.57940673828125, 368.7699890136719, 368.760009765625, 368.8301086425781, 368.8699951171875, 368.8349914550781, 368.8599853515625, 369.0190124511719, 368.94000244140625, 368.94000244140625, 368.9200134277344, 368.92999267578125, 368.97900390625, 369.0199890136719, 368.9700012207031, 369.04998779296875, 369.0799865722656, 369.0899963378906, 369.0899963378906, 369.08380126953125, 369.0000915527344, 368.9150085449219, 368.91009521484375, 368.989990234375, 368.9800109863281, 368.7699890136719, 368.739990234375, 368.6499938964844, 368.70001220703125, 368.6700134277344, 368.55999755859375, 368.739990234375, 368.8800048828125, 368.8699951171875, 368.9580078125, 369, 369.04998779296875, 369.1000061035156, 369.0943908691406, 369.0199890136719, 369.0805969238281, 369.1199951171875, 369.10009765625, 369.2698974609375, 369.3599853515625, 369.4825134277344, 369.6099853515625, 369.5899963378906, 369.6700134277344, 369.6195983886719, 369.6499938964844, 369.6000061035156, 369.6499938964844, 369.70989990234375, 369.7001037597656, 369.69000244140625, 369.6600036621094, 369.68011474609375, 369.8900146484375, 369.9599914550781, 369.94500732421875, 369.7900085449219, 369.79998779296875, 369.7799987792969, 369.79998779296875, 369.7005920410156, 369.6400146484375, 369.7373046875, 369.7892150878906, 369.80999755859375, 369.7799987792969, 369.8399963378906, 369.8500061035156, 369.7900085449219, 369.9100036621094, 370.0199890136719, 370.0700988769531, 370.1000061035156, 369.989990234375, 370.0249938964844, 370.04998779296875, 370.1799011230469, 370.06390380859375, 370.168212890625, 370.2012023925781, 370.1099853515625, 370.1026916503906, 370.0799865722656, 369.9200134277344, 369.95001220703125, 370.0199890136719, 370.05999755859375, 369.9938049316406, 369.9549865722656, 369.8800048828125, 369.7699890136719, 369.7699890136719, 369.7699890136719, 369.70001220703125, 369.7001037597656, 369.6600036621094, 369.55999755859375, 369.5199890136719, 369.3800048828125, 369.4949951171875, 369.4700012207031, 369.2900085449219, 369.3399963378906, 369.1300048828125, 369.2699890136719, 369.19000244140625, 369.2699890136719, 369.489990234375, 369.6499938964844, 369.6000061035156, 369.5299987792969, 369.54998779296875, 369.45001220703125, 369.3599853515625, 369.25, 369.3731994628906, 369.2861022949219, 369.2900085449219, 369.260009765625, 369.0599060058594, 368.9599914550781, 368.92498779296875, 369.0299987792969, 369.0400085449219, 369.0799865722656, 369.010009765625, 369.1000061035156, 369.05999755859375, 369.0799865722656, 369.2799987792969, 369.3399963378906, 369.2489929199219, 369.2300109863281, 369.1499938964844, 369.1400146484375, 369.3700866699219, 369.3699951171875, 369.4200134277344, 369.43499755859375, 369.489990234375, 369.28009033203125, 369.3699951171875, 369.3299865722656, 369.3196105957031 ], "yaxis": "y2" }, { "hovertemplate": "%{y}", "marker": { "color": "orange" }, "name": "SMA 90", "type": "scatter", "x": [ "2023-08-23T11:00:00", "2023-08-23T11:01:00", "2023-08-23T11:02:00", "2023-08-23T11:03:00", "2023-08-23T11:04:00", "2023-08-23T11:05:00", "2023-08-23T11:06:00", "2023-08-23T11:07:00", "2023-08-23T11:08:00", "2023-08-23T11:09:00", "2023-08-23T11:10:00", "2023-08-23T11:11:00", "2023-08-23T11:12:00", "2023-08-23T11:13:00", "2023-08-23T11:14:00", "2023-08-23T11:15:00", "2023-08-23T11:16:00", "2023-08-23T11:17:00", "2023-08-23T11:18:00", "2023-08-23T11:19:00", "2023-08-23T11:20:00", "2023-08-23T11:21:00", "2023-08-23T11:22:00", "2023-08-23T11:23:00", "2023-08-23T11:24:00", "2023-08-23T11:25:00", "2023-08-23T11:26:00", "2023-08-23T11:27:00", "2023-08-23T11:28:00", "2023-08-23T11:29:00", "2023-08-23T11:30:00", "2023-08-23T11:31:00", "2023-08-23T11:32:00", "2023-08-23T11:33:00", "2023-08-23T11:34:00", "2023-08-23T11:35:00", "2023-08-23T11:36:00", "2023-08-23T11:37:00", "2023-08-23T11:38:00", "2023-08-23T11:39:00", "2023-08-23T11:40:00", "2023-08-23T11:41:00", "2023-08-23T11:42:00", "2023-08-23T11:43:00", "2023-08-23T11:44:00", "2023-08-23T11:45:00", "2023-08-23T11:46:00", "2023-08-23T11:47:00", "2023-08-23T11:48:00", "2023-08-23T11:49:00", "2023-08-23T11:50:00", "2023-08-23T11:51:00", "2023-08-23T11:52:00", "2023-08-23T11:53:00", "2023-08-23T11:54:00", "2023-08-23T11:55:00", "2023-08-23T11:56:00", "2023-08-23T11:57:00", "2023-08-23T11:58:00", "2023-08-23T11:59:00", "2023-08-23T12:00:00", "2023-08-23T12:01:00", "2023-08-23T12:02:00", "2023-08-23T12:03:00", "2023-08-23T12:04:00", "2023-08-23T12:05:00", "2023-08-23T12:06:00", "2023-08-23T12:07:00", "2023-08-23T12:08:00", "2023-08-23T12:09:00", "2023-08-23T12:10:00", "2023-08-23T12:11:00", "2023-08-23T12:12:00", "2023-08-23T12:13:00", "2023-08-23T12:14:00", "2023-08-23T12:15:00", "2023-08-23T12:16:00", "2023-08-23T12:17:00", "2023-08-23T12:18:00", "2023-08-23T12:19:00", "2023-08-23T12:20:00", "2023-08-23T12:21:00", "2023-08-23T12:22:00", "2023-08-23T12:23:00", "2023-08-23T12:24:00", "2023-08-23T12:25:00", "2023-08-23T12:26:00", "2023-08-23T12:27:00", "2023-08-23T12:28:00", "2023-08-23T12:29:00", "2023-08-23T12:30:00", "2023-08-23T12:31:00", "2023-08-23T12:32:00", "2023-08-23T12:33:00", "2023-08-23T12:34:00", "2023-08-23T12:35:00", "2023-08-23T12:36:00", "2023-08-23T12:37:00", "2023-08-23T12:38:00", "2023-08-23T12:39:00", "2023-08-23T12:40:00", "2023-08-23T12:41:00", "2023-08-23T12:42:00", "2023-08-23T12:43:00", "2023-08-23T12:44:00", "2023-08-23T12:45:00", "2023-08-23T12:46:00", "2023-08-23T12:47:00", "2023-08-23T12:48:00", "2023-08-23T12:49:00", "2023-08-23T12:50:00", "2023-08-23T12:51:00", "2023-08-23T12:52:00", "2023-08-23T12:53:00", "2023-08-23T12:54:00", "2023-08-23T12:55:00", "2023-08-23T12:56:00", "2023-08-23T12:57:00", "2023-08-23T12:58:00", "2023-08-23T12:59:00", "2023-08-23T13:00:00", "2023-08-23T13:01:00", "2023-08-23T13:02:00", "2023-08-23T13:03:00", "2023-08-23T13:04:00", "2023-08-23T13:05:00", "2023-08-23T13:06:00", "2023-08-23T13:07:00", "2023-08-23T13:08:00", "2023-08-23T13:09:00", "2023-08-23T13:10:00", "2023-08-23T13:11:00", "2023-08-23T13:12:00", "2023-08-23T13:13:00", "2023-08-23T13:14:00", "2023-08-23T13:15:00", "2023-08-23T13:16:00", "2023-08-23T13:17:00", "2023-08-23T13:18:00", "2023-08-23T13:19:00", "2023-08-23T13:20:00", "2023-08-23T13:21:00", "2023-08-23T13:22:00", "2023-08-23T13:23:00", "2023-08-23T13:24:00", "2023-08-23T13:25:00", "2023-08-23T13:26:00", "2023-08-23T13:27:00", "2023-08-23T13:28:00", "2023-08-23T13:29:00", "2023-08-23T13:30:00", "2023-08-23T13:31:00", "2023-08-23T13:32:00", "2023-08-23T13:33:00", "2023-08-23T13:34:00", "2023-08-23T13:35:00", "2023-08-23T13:36:00", "2023-08-23T13:37:00", "2023-08-23T13:38:00", "2023-08-23T13:39:00", "2023-08-23T13:40:00", "2023-08-23T13:41:00", "2023-08-23T13:42:00", "2023-08-23T13:43:00", "2023-08-23T13:44:00", "2023-08-23T13:45:00", "2023-08-23T13:46:00", "2023-08-23T13:47:00", "2023-08-23T13:48:00", "2023-08-23T13:49:00", "2023-08-23T13:50:00", "2023-08-23T13:51:00", "2023-08-23T13:52:00", "2023-08-23T13:53:00", "2023-08-23T13:54:00", "2023-08-23T13:55:00", "2023-08-23T13:56:00", "2023-08-23T13:57:00", "2023-08-23T13:58:00", "2023-08-23T13:59:00", "2023-08-23T14:00:00", "2023-08-23T14:01:00", "2023-08-23T14:02:00", "2023-08-23T14:03:00", "2023-08-23T14:04:00", "2023-08-23T14:05:00", "2023-08-23T14:06:00", "2023-08-23T14:07:00", "2023-08-23T14:08:00", "2023-08-23T14:09:00", "2023-08-23T14:10:00", "2023-08-23T14:11:00", "2023-08-23T14:12:00", "2023-08-23T14:13:00", "2023-08-23T14:14:00", "2023-08-23T14:15:00", "2023-08-23T14:16:00", "2023-08-23T14:17:00", "2023-08-23T14:18:00", "2023-08-23T14:19:00", "2023-08-23T14:20:00", "2023-08-23T14:21:00", "2023-08-23T14:22:00", "2023-08-23T14:23:00", "2023-08-23T14:24:00", "2023-08-23T14:25:00", "2023-08-23T14:26:00", "2023-08-23T14:27:00", "2023-08-23T14:28:00", "2023-08-23T14:29:00", "2023-08-23T14:30:00", "2023-08-23T14:31:00", "2023-08-23T14:32:00", "2023-08-23T14:33:00", "2023-08-23T14:34:00", "2023-08-23T14:35:00", "2023-08-23T14:36:00", "2023-08-23T14:37:00", "2023-08-23T14:38:00", "2023-08-23T14:39:00", "2023-08-23T14:40:00", "2023-08-23T14:41:00", "2023-08-23T14:42:00", "2023-08-23T14:43:00", "2023-08-23T14:44:00", "2023-08-23T14:45:00", "2023-08-23T14:46:00", "2023-08-23T14:47:00", "2023-08-23T14:48:00", "2023-08-23T14:49:00", "2023-08-23T14:50:00", "2023-08-23T14:51:00", "2023-08-23T14:52:00", "2023-08-23T14:53:00", "2023-08-23T14:54:00", "2023-08-23T14:55:00", "2023-08-23T14:56:00", "2023-08-23T14:57:00", "2023-08-23T14:58:00", "2023-08-23T14:59:00", "2023-08-23T15:00:00" ], "xaxis": "x2", "xhoverformat": "%I:%M%p %Y-%m-%d", "y": [ 366.90669996473525, 366.946477593316, 366.9830332438151, 367.0247477213542, 367.06358100043406, 367.10435858832466, 367.14524739583334, 367.18269517686633, 367.2241221110026, 367.2666778564453, 367.3110110812717, 367.35556640625, 367.40156622992623, 367.4456353081597, 367.4919687906901, 367.5346910264757, 367.57088555230035, 367.60899658203124, 367.6425520155165, 367.6774407280816, 367.71221856011283, 367.7477742513021, 367.7805643717448, 367.8122311062283, 367.8472998725043, 367.88429972330727, 367.91607733832467, 367.9457461886936, 367.97252400716144, 367.9983018663194, 368.02562628851996, 368.0537373860677, 368.08189086914064, 368.1076131184896, 368.1308353000217, 368.1538353814019, 368.17908562554254, 368.2024190266927, 368.22975260416666, 368.2548638237847, 368.27708604600696, 368.29430813259546, 368.3115003797743, 368.32494472927516, 368.3368336995443, 368.3516391330295, 368.36363898383246, 368.37983873155383, 368.3969499376085, 368.41284993489586, 368.43033989800347, 368.45139567057294, 368.4721181233724, 368.4870079888238, 368.50395236545137, 368.52039896647136, 368.53651123046876, 368.55384351942274, 368.57239888509116, 368.5905988905165, 368.60948757595486, 368.62638210720485, 368.63782653808596, 368.650048828125, 368.6625, 368.67272203233506, 368.6834984673394, 368.69472045898436, 368.70816480848526, 368.7203870985243, 368.7321092393663, 368.7419969346788, 368.7507236056858, 368.7571567111545, 368.76304558648, 368.7662119547526, 368.7736565483941, 368.77728101942273, 368.78080783420137, 368.7832522922092, 368.7825856526693, 368.784918891059, 368.7838233100043, 368.78338216145835, 368.7825490315755, 368.78186882866754, 368.7819864908854, 368.7817087809245, 368.78020867241753, 368.77920871310766, 368.7805419921875, 368.7811530219184, 368.78292405870224, 368.78632168240017, 368.78971082899307, 368.7928232828776, 368.79693433973523, 368.80159742567275, 368.8046149359809, 368.808826022678, 368.81304829915365, 368.81627061631946, 368.8182708740234, 368.81975741916233, 368.8204128689236, 368.82174614800346, 368.8244127061632, 368.82674594455295, 368.82874586317274, 368.8301903618707, 368.8333014594184, 368.8341213650174, 368.8337890625, 368.83317803276907, 368.8322903103299, 368.83129035101996, 368.8308461507161, 368.8269561767578, 368.82373385959204, 368.82045593261716, 368.8164428710937, 368.8117763943142, 368.8072896321615, 368.8049560546875, 368.8059560139974, 368.80762261284724, 368.80915595160593, 368.8102671305339, 368.8120446099175, 368.81371120876736, 368.8156487358941, 368.8193152533637, 368.8238220214844, 368.8295996771918, 368.8361562093099, 368.84261508517795, 368.8519483778212, 368.86053195529513, 368.87064276801215, 368.8815205891927, 368.890419514974, 368.8968594021267, 368.903914727105, 368.9109137641059, 368.9185804578993, 368.92535502115885, 368.931244913737, 368.93657938639325, 368.94191284179686, 368.9472696940104, 368.9554921468099, 368.96604207356773, 368.97865329318574, 368.9894310845269, 369.00086873372396, 369.01275770399303, 369.0249810112847, 369.03665432400174, 369.04698791503904, 369.0590691460503, 369.0723381890191, 369.08500603569877, 369.09605712890624, 369.1076127794054, 369.1201683892144, 369.1350019666884, 369.1484463161892, 369.1643771701389, 369.1821560329861, 369.19915601942273, 369.21515604654945, 369.2299892849392, 369.24608459472654, 369.26280585394966, 369.2787380642361, 369.2961205376519, 369.3129116482205, 369.32891133626305, 369.3453857421875, 369.36216328938804, 369.37594129774305, 369.39221937391494, 369.4082258436415, 369.42255927191843, 369.43626810709634, 369.44876675075955, 369.45998908148874, 369.47037794325087, 369.48048909505206, 369.48883327907987, 369.4972778320313, 369.5057234022352, 369.5139455159505, 369.520945570204, 369.526956515842, 369.5309566921658, 369.5367899576823, 369.54145677354603, 369.54379035102, 369.54656812879773, 369.54701266818574, 369.54908142089846, 369.55119154188367, 369.55513576931423, 369.561579047309, 369.56891242133247, 369.57580125596786, 369.58424580891926, 369.5932457817925, 369.60213487413193, 369.60946790907116, 369.6159122043186, 369.624947781033, 369.63101569281685, 369.6355712890625, 369.63990478515626, 369.6410369873047, 369.6405924479167, 369.6392035590278, 369.6384256998698, 369.6378214518229, 369.63848809136283, 369.63770378960504, 369.6374816894531, 369.6370361328125, 369.63492601182725, 369.6340372721354, 369.63245374891494, 369.6284427218967, 369.6244428846571, 369.61866488986544, 369.61333618164065, 369.61022610134546, 369.60767042371964, 369.60511508517794, 369.6020606146918, 369.59972601996526, 369.5951714409722, 369.59194912380644, 369.58805881076387, 369.58172098795575 ], "yaxis": "y2" } ], "layout": { "annotations": [ { "font": { "color": "gray", "size": 17 }, "opacity": 0.5, "showarrow": false, "text": "OpenBB Terminal", "x": 1, "xanchor": "right", "xref": "paper", "xshift": 40, "y": 0, "yanchor": "bottom", "yref": "paper", "yshift": -80 } ], "bargap": 0, "bargroupgap": 0, "barmode": "overlay", "legend": { "bgcolor": "rgba(0,0,0,0)", "orientation": "h", "x": 1, "xanchor": "right", "y": 1.115, "yanchor": "top" }, "margin": { "b": 80, "l": 40, "r": 50, "t": 50 }, "plot_bgcolor": "rgba(0,0,0,0)", "template": { "data": { "bar": [ { "error_x": { "color": "#f2f5fa" }, "error_y": { "color": "#f2f5fa" }, "marker": { "line": { "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "candlestick": [ { "decreasing": { "fillcolor": "#e4003a", "line": { "color": "#e4003a" } }, "increasing": { "fillcolor": "#00ACFF", "line": { "color": "#00ACFF" } }, "type": "candlestick" } ], "carpet": [ { "aaxis": { "endlinecolor": "#A2B1C6", "gridcolor": "#506784", "linecolor": "#506784", "minorgridcolor": "#506784", "startlinecolor": "#A2B1C6" }, "baxis": { "endlinecolor": "#A2B1C6", "gridcolor": "#506784", "linecolor": "#506784", "minorgridcolor": "#506784", "startlinecolor": "#A2B1C6" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "marker": { "line": { "color": "#283442" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "line": { "color": "#283442" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#506784" }, "line": { "color": "rgb(17,17,17)" } }, "header": { "fill": { "color": "#2a3f5f" }, "line": { "color": "rgb(17,17,17)" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#f2f5fa", "arrowhead": 0, "arrowwidth": 1, "showarrow": false }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#ffed00", "#ef7d00", "#e4003a", "#c13246", "#822661", "#48277c", "#005ca9", "#00aaff", "#9b30d9", "#af005f", "#5f00af", "#af87ff" ], "dragmode": "pan", "font": { "color": "#f2f5fa", "family": "Fira Code", "size": 18 }, "geo": { "bgcolor": "rgb(17,17,17)", "lakecolor": "rgb(17,17,17)", "landcolor": "rgb(17,17,17)", "showlakes": true, "showland": true, "subunitcolor": "#506784" }, "hoverlabel": { "align": "left" }, "hovermode": "x", "legend": { "bgcolor": "rgba(0, 0, 0, 0.5)", "font": { "size": 15 }, "x": 0.01, "xanchor": "left", "y": 0.99, "yanchor": "top" }, "legend2": { "bgcolor": "rgba(0, 0, 0, 0.5)", "font": { "size": 15 } }, "legend3": { "bgcolor": "rgba(0, 0, 0, 0.5)", "font": { "size": 15 } }, "legend4": { "bgcolor": "rgba(0, 0, 0, 0.5)", "font": { "size": 15 } }, "legend5": { "bgcolor": "rgba(0, 0, 0, 0.5)", "font": { "size": 15 } }, "mapbox": { "style": "dark" }, "paper_bgcolor": "#000000", "plot_bgcolor": "#000000", "polar": { "angularaxis": { "gridcolor": "#506784", "linecolor": "#506784", "ticks": "" }, "bgcolor": "rgb(17,17,17)", "radialaxis": { "gridcolor": "#506784", "linecolor": "#506784", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "rgb(17,17,17)", "gridcolor": "#506784", "gridwidth": 2, "linecolor": "#506784", "showbackground": true, "ticks": "", "zerolinecolor": "#C8D4E3" }, "yaxis": { "backgroundcolor": "rgb(17,17,17)", "gridcolor": "#506784", "gridwidth": 2, "linecolor": "#506784", "showbackground": true, "ticks": "", "zerolinecolor": "#C8D4E3" }, "zaxis": { "backgroundcolor": "rgb(17,17,17)", "gridcolor": "#506784", "gridwidth": 2, "linecolor": "#506784", "showbackground": true, "ticks": "", "zerolinecolor": "#C8D4E3" } }, "shapedefaults": { "line": { "color": "#f2f5fa" } }, "sliderdefaults": { "bgcolor": "#C8D4E3", "bordercolor": "rgb(17,17,17)", "borderwidth": 1, "tickwidth": 0 }, "ternary": { "aaxis": { "gridcolor": "#506784", "linecolor": "#506784", "ticks": "" }, "baxis": { "gridcolor": "#506784", "linecolor": "#506784", "ticks": "" }, "bgcolor": "rgb(17,17,17)", "caxis": { "gridcolor": "#506784", "linecolor": "#506784", "ticks": "" } }, "title": { "x": 0.05 }, "updatemenudefaults": { "bgcolor": "#506784", "borderwidth": 0 }, "xaxis": { "automargin": true, "autorange": true, "gridcolor": "#283442", "linecolor": "#F5EFF3", "mirror": true, "rangeslider": { "visible": false }, "showgrid": true, "showline": true, "tick0": 1, "tickfont": { "size": 14 }, "ticks": "outside", "title": { "standoff": 20 }, "zeroline": false, "zerolinecolor": "#283442", "zerolinewidth": 2 }, "yaxis": { "anchor": "x", "automargin": true, "fixedrange": false, "gridcolor": "#283442", "linecolor": "#F5EFF3", "mirror": true, "showgrid": true, "showline": true, "side": "right", "tick0": 0.5, "ticks": "outside", "title": { "standoff": 20 }, "zeroline": false, "zerolinecolor": "#283442", "zerolinewidth": 2 } } }, "title": { "text": "QQQ - Volume at Price", "x": 0.5, "y": 1 }, "xaxis": { "anchor": "y", "autorange": false, "domain": [ 0, 0 ], "mirror": false, "range": [ 0, 3072788 ], "showgrid": false, "showline": false, "showticklabels": false, "ticklen": 0, "zeroline": false }, "xaxis2": { "anchor": "y2", "domain": [ 0, 0 ], "mirror": true, "rangebreaks": [ { "values": [] } ], "showgrid": false, "showline": true, "tick0": 0.5, "tickformatstops": [ { "dtickrange": [ null, 86400000 ], "value": "%I:%M%p\n%b,%d" }, { "dtickrange": [ 86400000, 604800000 ], "value": "%Y-%m-%d" }, { "dtickrange": [ 604800000, "M1" ], "value": "%Y-%m-%d" }, { "dtickrange": [ "M1", null ], "value": "%Y-%m-%d" } ], "ticklen": 0, "ticks": "outside", "type": "date", "zeroline": false }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "mirror": true, "showgrid": false, "showline": false, "showticklabels": true, "ticklen": 0, "ticks": "outside", "zeroline": false }, "yaxis2": { "anchor": "x2", "domain": [ 0, 1 ], "matches": "y", "mirror": true, "showgrid": false, "showline": true, "showticklabels": false, "ticklen": 0, "zeroline": false } } } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display_vap(symbol=\"QQQ\", ma=90)" ] }, { "cell_type": "markdown", "id": "447d0b6a", "metadata": {}, "source": [ "Alternatively, if the `data` parameter is fed a time series DataFrame, it can offer more flexibility. Now the `symbol` parameter is just a title. This mimics the behaviour of similar functions in the Terminal.\n", "\n", "To see the difference between outputs of the Plotly figure object and the OpenBBFigure object, modify the last two lines in the `display_vap` function. Comment out `ta=OpenBBFigure(fig)` and change `return ta.show()` to be `return fig.show()`. You will notice that the gap between trading days is removed when the `OpenBBFigure` object is used.\n", "\n", "Without OpenBBFigure:\n", "\n", "``` \n", " # ta = OpenBBFigure(fig)\n", "\n", " return fig.show()\n", " ```" ] }, { "cell_type": "code", "execution_count": 83, "id": "66f434cb", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Loading Intraday 15min data for QQQ with starting period 2023-08-22.\n",
       "
\n" ], "text/plain": [ "Loading Intraday 15min data for QQQ with starting period 2023-08-22.\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "marker": { "color": "gray" }, "name": "Volume at Price", "opacity": 0.25, "orientation": "h", "type": "bar", "x": [ 2126361, 1176822, 1395984, 2313528, 925521, 5287506, 1298862, 1300701, 2518711, 1179362, 1208883, 1640740, 3184786, 2891685, 1353417, 1566637, 1486239, 911994, 4105103, 6107540, 1265920, 3004734, 2263960, 1877969, 1908434, 1429742, 2320421, 2833852, 3371026, 631427, 1974660, 1676029, 645208, 1850899, 1646841, 1053173, 1041058 ], "xaxis": "x", "y": [ 362.8, 363, 363.1, 363.2, 363.3, 363.4, 363.5, 363.6, 363.7, 363.8, 363.9, 364, 364.3, 364.4, 364.5, 364.6, 364.7, 364.8, 365.1, 365.4, 365.5, 366.6, 367.4, 367.5, 368.2, 368.5, 368.6, 368.7, 368.9, 369, 369.1, 369.2, 369.3, 369.5, 369.7, 369.9, 370.1 ], "yaxis": "y" }, { "marker": { "color": "red" }, "name": "VWAP", "type": "scatter", "x": [ "2023-08-22T09:30:00", "2023-08-22T09:45:00", "2023-08-22T10:00:00", "2023-08-22T10:15:00", "2023-08-22T10:30:00", "2023-08-22T10:45:00", "2023-08-22T11:00:00", "2023-08-22T11:15:00", "2023-08-22T11:30:00", "2023-08-22T11:45:00", "2023-08-22T12:00:00", "2023-08-22T12:15:00", "2023-08-22T12:30:00", "2023-08-22T12:45:00", "2023-08-22T13:00:00", "2023-08-22T13:15:00", "2023-08-22T13:30:00", "2023-08-22T13:45:00", "2023-08-22T14:00:00", "2023-08-22T14:15:00", "2023-08-22T14:30:00", "2023-08-22T14:45:00", "2023-08-22T15:00:00", "2023-08-22T15:15:00", "2023-08-22T15:30:00", "2023-08-22T15:45:00", "2023-08-23T09:30:00", "2023-08-23T09:45:00", "2023-08-23T10:00:00", "2023-08-23T10:15:00", "2023-08-23T10:30:00", "2023-08-23T10:45:00", "2023-08-23T11:00:00", "2023-08-23T11:15:00", "2023-08-23T11:30:00", "2023-08-23T11:45:00", "2023-08-23T12:00:00", "2023-08-23T12:15:00", "2023-08-23T12:30:00", "2023-08-23T12:45:00", "2023-08-23T13:00:00", "2023-08-23T13:15:00", "2023-08-23T13:30:00", "2023-08-23T13:45:00", "2023-08-23T14:00:00", "2023-08-23T14:15:00", "2023-08-23T14:30:00", "2023-08-23T14:45:00", "2023-08-23T15:00:00" ], "xaxis": "x2", "y": [ 365.55999755859375, 365.2515001311089, 365.2194068022041, 365.17353052564584, 365.01693237093417, 365.02000717788167, 365.0209331053361, 365.01372728342375, 364.98282609075795, 364.92362556457664, 364.8279196080493, 364.7203659206545, 364.64980176346666, 364.5962080091559, 364.52660922480294, 364.4739039554072, 364.4149670292882, 364.374582061838, 364.3357970860939, 364.3068538581353, 364.27912234337043, 364.2596749027902, 364.2574405639389, 364.2430314693294, 364.1757251157667, 364.11000889170595, 364.9216715494792, 365.43683851324175, 365.8317729138599, 366.0960218712973, 366.36584411436587, 366.64173997979333, 366.8688653934527, 367.03933288555663, 367.1596899222035, 367.2996375192426, 367.3590691478979, 367.43063393481737, 367.4665267311795, 367.5178671834957, 367.57072839723753, 367.6848501877831, 367.76230640326906, 367.8404033102429, 367.88974843306426, 367.93825663424167, 367.973976251826, 367.99950389448037, 368.00079997820643 ], "yaxis": "y2" }, { "marker": { "color": "green" }, "name": "Close", "type": "scatter", "x": [ "2023-08-22T09:30:00", "2023-08-22T09:45:00", "2023-08-22T10:00:00", "2023-08-22T10:15:00", "2023-08-22T10:30:00", "2023-08-22T10:45:00", "2023-08-22T11:00:00", "2023-08-22T11:15:00", "2023-08-22T11:30:00", "2023-08-22T11:45:00", "2023-08-22T12:00:00", "2023-08-22T12:15:00", "2023-08-22T12:30:00", "2023-08-22T12:45:00", "2023-08-22T13:00:00", "2023-08-22T13:15:00", "2023-08-22T13:30:00", "2023-08-22T13:45:00", "2023-08-22T14:00:00", "2023-08-22T14:15:00", "2023-08-22T14:30:00", "2023-08-22T14:45:00", "2023-08-22T15:00:00", "2023-08-22T15:15:00", "2023-08-22T15:30:00", "2023-08-22T15:45:00", "2023-08-23T09:30:00", "2023-08-23T09:45:00", "2023-08-23T10:00:00", "2023-08-23T10:15:00", "2023-08-23T10:30:00", "2023-08-23T10:45:00", "2023-08-23T11:00:00", "2023-08-23T11:15:00", "2023-08-23T11:30:00", "2023-08-23T11:45:00", "2023-08-23T12:00:00", "2023-08-23T12:15:00", "2023-08-23T12:30:00", "2023-08-23T12:45:00", "2023-08-23T13:00:00", "2023-08-23T13:15:00", "2023-08-23T13:30:00", "2023-08-23T13:45:00", "2023-08-23T14:00:00", "2023-08-23T14:15:00", "2023-08-23T14:30:00", "2023-08-23T14:45:00", "2023-08-23T15:00:00" ], "xaxis": "x2", "y": [ 365.3800048828125, 364.4100036621094, 365.3765869140625, 364.5899963378906, 364.28509521484375, 365.5299987792969, 364.7200012207031, 364.80999755859375, 364.30999755859375, 363.94000244140625, 362.9700012207031, 363.4150085449219, 363.9725036621094, 363.6700134277344, 363.1000061035156, 363.3699951171875, 363.1600036621094, 363.3453063964844, 363.1600036621094, 363.8299865722656, 363.45001220703125, 363.7099914550781, 364.456298828125, 363.5993957519531, 362.760009765625, 363.3699951171875, 365.05499267578125, 366.60198974609375, 367.3561096191406, 367.45001220703125, 368.1700134277344, 368.6600036621094, 368.9200134277344, 368.94500732421875, 368.510009765625, 369.197998046875, 368.7200012207031, 368.57000732421875, 368.97900390625, 368.6499938964844, 369.10009765625, 369.68011474609375, 369.8500061035156, 370.0799865722656, 369.5199890136719, 369.45001220703125, 369.05999755859375, 369.3299865722656, 369.1700134277344 ], "yaxis": "y2" } ], "layout": { "legend": { "bgcolor": "rgba(0,0,0,0)", "orientation": "h", "x": 1, "xanchor": "right", "y": 1.115, "yanchor": "top" }, "plot_bgcolor": "rgba(0,0,0,0)", "template": { "data": { "bar": [ { "error_x": { "color": "#f2f5fa" }, "error_y": { "color": "#f2f5fa" }, "marker": { "line": { "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "candlestick": [ { "decreasing": { "fillcolor": "#e4003a", "line": { "color": "#e4003a" } }, "increasing": { "fillcolor": "#00ACFF", "line": { "color": "#00ACFF" } }, "type": "candlestick" } ], "carpet": [ { "aaxis": { "endlinecolor": "#A2B1C6", "gridcolor": "#506784", "linecolor": "#506784", "minorgridcolor": "#506784", "startlinecolor": "#A2B1C6" }, "baxis": { "endlinecolor": "#A2B1C6", "gridcolor": "#506784", "linecolor": "#506784", "minorgridcolor": "#506784", "startlinecolor": "#A2B1C6" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "marker": { "line": { "color": "#283442" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "line": { "color": "#283442" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#506784" }, "line": { "color": "rgb(17,17,17)" } }, "header": { "fill": { "color": "#2a3f5f" }, "line": { "color": "rgb(17,17,17)" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#f2f5fa", "arrowhead": 0, "arrowwidth": 1, "showarrow": false }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#ffed00", "#ef7d00", "#e4003a", "#c13246", "#822661", "#48277c", "#005ca9", "#00aaff", "#9b30d9", "#af005f", "#5f00af", "#af87ff" ], "dragmode": "pan", "font": { "color": "#f2f5fa", "family": "Fira Code", "size": 18 }, "geo": { "bgcolor": "rgb(17,17,17)", "lakecolor": "rgb(17,17,17)", "landcolor": "rgb(17,17,17)", "showlakes": true, "showland": true, "subunitcolor": "#506784" }, "hoverlabel": { "align": "left" }, "hovermode": "x", "legend": { "bgcolor": "rgba(0, 0, 0, 0.5)", "font": { "size": 15 }, "x": 0.01, "xanchor": "left", "y": 0.99, "yanchor": "top" }, "legend2": { "bgcolor": "rgba(0, 0, 0, 0.5)", "font": { "size": 15 } }, "legend3": { "bgcolor": "rgba(0, 0, 0, 0.5)", "font": { "size": 15 } }, "legend4": { "bgcolor": "rgba(0, 0, 0, 0.5)", "font": { "size": 15 } }, "legend5": { "bgcolor": "rgba(0, 0, 0, 0.5)", "font": { "size": 15 } }, "mapbox": { "style": "dark" }, "paper_bgcolor": "#000000", "plot_bgcolor": "#000000", "polar": { "angularaxis": { "gridcolor": "#506784", "linecolor": "#506784", "ticks": "" }, "bgcolor": "rgb(17,17,17)", "radialaxis": { "gridcolor": "#506784", "linecolor": "#506784", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "rgb(17,17,17)", "gridcolor": "#506784", "gridwidth": 2, "linecolor": "#506784", "showbackground": true, "ticks": "", "zerolinecolor": "#C8D4E3" }, "yaxis": { "backgroundcolor": "rgb(17,17,17)", "gridcolor": "#506784", "gridwidth": 2, "linecolor": "#506784", "showbackground": true, "ticks": "", "zerolinecolor": "#C8D4E3" }, "zaxis": { "backgroundcolor": "rgb(17,17,17)", "gridcolor": "#506784", "gridwidth": 2, "linecolor": "#506784", "showbackground": true, "ticks": "", "zerolinecolor": "#C8D4E3" } }, "shapedefaults": { "line": { "color": "#f2f5fa" } }, "sliderdefaults": { "bgcolor": "#C8D4E3", "bordercolor": "rgb(17,17,17)", "borderwidth": 1, "tickwidth": 0 }, "ternary": { "aaxis": { "gridcolor": "#506784", "linecolor": "#506784", "ticks": "" }, "baxis": { "gridcolor": "#506784", "linecolor": "#506784", "ticks": "" }, "bgcolor": "rgb(17,17,17)", "caxis": { "gridcolor": "#506784", "linecolor": "#506784", "ticks": "" } }, "title": { "x": 0.05 }, "updatemenudefaults": { "bgcolor": "#506784", "borderwidth": 0 }, "xaxis": { "automargin": true, "autorange": true, "gridcolor": "#283442", "linecolor": "#F5EFF3", "mirror": true, "rangeslider": { "visible": false }, "showgrid": true, "showline": true, "tick0": 1, "tickfont": { "size": 14 }, "ticks": "outside", "title": { "standoff": 20 }, "zeroline": false, "zerolinecolor": "#283442", "zerolinewidth": 2 }, "yaxis": { "anchor": "x", "automargin": true, "fixedrange": false, "gridcolor": "#283442", "linecolor": "#F5EFF3", "mirror": true, "showgrid": true, "showline": true, "side": "right", "tick0": 0.5, "ticks": "outside", "title": { "standoff": 20 }, "zeroline": false, "zerolinecolor": "#283442", "zerolinewidth": 2 } } }, "title": { "text": "QQQ - 15 Minute - Volume at Price", "x": 0.5, "y": 1 }, "xaxis": { "anchor": "y", "autorange": false, "domain": [ 0, 0 ], "mirror": false, "range": [ 0, 6107540 ], "showgrid": false, "showline": false, "showticklabels": false, "ticklen": 0, "zeroline": false }, "xaxis2": { "anchor": "y2", "domain": [ 0, 0 ], "mirror": true, "showgrid": false, "showline": true, "ticklen": 0, "ticks": "outside", "zeroline": false }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "mirror": true, "showgrid": false, "showline": false, "showticklabels": true, "ticklen": 0, "ticks": "outside", "zeroline": false }, "yaxis2": { "anchor": "x2", "domain": [ 0, 1 ], "matches": "y", "mirror": true, "showgrid": false, "showline": true, "showticklabels": false, "ticklen": 0, "zeroline": false } } } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = openbb.stocks.load(\"QQQ\", start_date=(datetime.now()-timedelta(days=1)).date().strftime(\"%Y-%m-%d\"), interval=15)\n", "display_vap(data, symbol=\"QQQ - 15 Minute\")" ] }, { "cell_type": "markdown", "id": "bc8937c8", "metadata": {}, "source": [ "With OpenBBFigure:\n", "\n", "``` \n", " ta = OpenBBFigure(fig)\n", "\n", " return ta.show()\n", " ```" ] }, { "cell_type": "code", "execution_count": 85, "id": "f783d1cf", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Loading Intraday 15min data for QQQ with starting period 2023-08-22.\n",
       "
\n" ], "text/plain": [ "Loading Intraday 15min data for QQQ with starting period 2023-08-22.\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "displaylogo": false, "plotlyServerURL": "https://plot.ly", "scrollZoom": true }, "data": [ { "marker": { "color": "gray", "line": { "width": 0.15 } }, "name": "Volume at Price", "opacity": 0.25, "orientation": "h", "type": "bar", "x": [ 2126361, 1176822, 1395984, 2313528, 925521, 5287506, 1298862, 1300701, 2518711, 1179362, 1208883, 1640740, 3184786, 2891685, 1353417, 1566637, 1486239, 911994, 4105103, 6107540, 1265920, 3004734, 2263960, 1877969, 1908434, 1429742, 2320421, 2833852, 3371026, 631427, 2078538, 1640602, 657705, 1850899, 1646841, 1053173, 1041058 ], "xaxis": "x", "y": [ 362.8, 363, 363.1, 363.2, 363.3, 363.4, 363.5, 363.6, 363.7, 363.8, 363.9, 364, 364.3, 364.4, 364.5, 364.6, 364.7, 364.8, 365.1, 365.4, 365.5, 366.6, 367.4, 367.5, 368.2, 368.5, 368.6, 368.7, 368.9, 369, 369.1, 369.2, 369.3, 369.5, 369.7, 369.9, 370.1 ], "yaxis": "y" }, { "hovertemplate": "%{y}", "marker": { "color": "red" }, "name": "VWAP", "type": "scatter", "x": [ "2023-08-22T09:30:00", "2023-08-22T09:45:00", "2023-08-22T10:00:00", "2023-08-22T10:15:00", "2023-08-22T10:30:00", "2023-08-22T10:45:00", "2023-08-22T11:00:00", "2023-08-22T11:15:00", "2023-08-22T11:30:00", "2023-08-22T11:45:00", "2023-08-22T12:00:00", "2023-08-22T12:15:00", "2023-08-22T12:30:00", "2023-08-22T12:45:00", "2023-08-22T13:00:00", "2023-08-22T13:15:00", "2023-08-22T13:30:00", "2023-08-22T13:45:00", "2023-08-22T14:00:00", "2023-08-22T14:15:00", "2023-08-22T14:30:00", "2023-08-22T14:45:00", "2023-08-22T15:00:00", "2023-08-22T15:15:00", "2023-08-22T15:30:00", "2023-08-22T15:45:00", "2023-08-23T09:30:00", "2023-08-23T09:45:00", "2023-08-23T10:00:00", "2023-08-23T10:15:00", "2023-08-23T10:30:00", "2023-08-23T10:45:00", "2023-08-23T11:00:00", "2023-08-23T11:15:00", "2023-08-23T11:30:00", "2023-08-23T11:45:00", "2023-08-23T12:00:00", "2023-08-23T12:15:00", "2023-08-23T12:30:00", "2023-08-23T12:45:00", "2023-08-23T13:00:00", "2023-08-23T13:15:00", "2023-08-23T13:30:00", "2023-08-23T13:45:00", "2023-08-23T14:00:00", "2023-08-23T14:15:00", "2023-08-23T14:30:00", "2023-08-23T14:45:00", "2023-08-23T15:00:00" ], "xaxis": "x2", "y": [ 365.55999755859375, 365.2515001311089, 365.2194068022041, 365.17353052564584, 365.01693237093417, 365.02000717788167, 365.0209331053361, 365.01372728342375, 364.98282609075795, 364.92362556457664, 364.8279196080493, 364.7203659206545, 364.64980176346666, 364.5962080091559, 364.52660922480294, 364.4739039554072, 364.4149670292882, 364.374582061838, 364.3357970860939, 364.3068538581353, 364.27912234337043, 364.2596749027902, 364.2574405639389, 364.2430314693294, 364.1757251157667, 364.11000889170595, 364.9216715494792, 365.43683851324175, 365.8317729138599, 366.0960218712973, 366.36584411436587, 366.64173997979333, 366.8688653934527, 367.03933288555663, 367.1596899222035, 367.2996375192426, 367.3590691478979, 367.43063393481737, 367.4665267311795, 367.5178671834957, 367.57072839723753, 367.6848501877831, 367.76230640326906, 367.8404033102429, 367.88974843306426, 367.93825663424167, 367.973976251826, 367.99998866288524, 368.00362020160605 ], "yaxis": "y2" }, { "hovertemplate": "%{y}", "marker": { "color": "green" }, "name": "Close", "type": "scatter", "x": [ "2023-08-22T09:30:00", "2023-08-22T09:45:00", "2023-08-22T10:00:00", "2023-08-22T10:15:00", "2023-08-22T10:30:00", "2023-08-22T10:45:00", "2023-08-22T11:00:00", "2023-08-22T11:15:00", "2023-08-22T11:30:00", "2023-08-22T11:45:00", "2023-08-22T12:00:00", "2023-08-22T12:15:00", "2023-08-22T12:30:00", "2023-08-22T12:45:00", "2023-08-22T13:00:00", "2023-08-22T13:15:00", "2023-08-22T13:30:00", "2023-08-22T13:45:00", "2023-08-22T14:00:00", "2023-08-22T14:15:00", "2023-08-22T14:30:00", "2023-08-22T14:45:00", "2023-08-22T15:00:00", "2023-08-22T15:15:00", "2023-08-22T15:30:00", "2023-08-22T15:45:00", "2023-08-23T09:30:00", "2023-08-23T09:45:00", "2023-08-23T10:00:00", "2023-08-23T10:15:00", "2023-08-23T10:30:00", "2023-08-23T10:45:00", "2023-08-23T11:00:00", "2023-08-23T11:15:00", "2023-08-23T11:30:00", "2023-08-23T11:45:00", "2023-08-23T12:00:00", "2023-08-23T12:15:00", "2023-08-23T12:30:00", "2023-08-23T12:45:00", "2023-08-23T13:00:00", "2023-08-23T13:15:00", "2023-08-23T13:30:00", "2023-08-23T13:45:00", "2023-08-23T14:00:00", "2023-08-23T14:15:00", "2023-08-23T14:30:00", "2023-08-23T14:45:00", "2023-08-23T15:00:00" ], "xaxis": "x2", "xhoverformat": "%I:%M%p %Y-%m-%d", "y": [ 365.3800048828125, 364.4100036621094, 365.3765869140625, 364.5899963378906, 364.28509521484375, 365.5299987792969, 364.7200012207031, 364.80999755859375, 364.30999755859375, 363.94000244140625, 362.9700012207031, 363.4150085449219, 363.9725036621094, 363.6700134277344, 363.1000061035156, 363.3699951171875, 363.1600036621094, 363.3453063964844, 363.1600036621094, 363.8299865722656, 363.45001220703125, 363.7099914550781, 364.456298828125, 363.5993957519531, 362.760009765625, 363.3699951171875, 365.05499267578125, 366.60198974609375, 367.3561096191406, 367.45001220703125, 368.1700134277344, 368.6600036621094, 368.9200134277344, 368.94500732421875, 368.510009765625, 369.197998046875, 368.7200012207031, 368.57000732421875, 368.97900390625, 368.6499938964844, 369.10009765625, 369.68011474609375, 369.8500061035156, 370.0799865722656, 369.5199890136719, 369.45001220703125, 369.05999755859375, 369.3299865722656, 369.1109924316406 ], "yaxis": "y2" } ], "layout": { "annotations": [ { "font": { "color": "gray", "size": 17 }, "opacity": 0.5, "showarrow": false, "text": "OpenBB Terminal", "x": 1, "xanchor": "right", "xref": "paper", "xshift": 40, "y": 0, "yanchor": "bottom", "yref": "paper", "yshift": -80 } ], "bargap": 0, "bargroupgap": 0, "barmode": "overlay", "legend": { "bgcolor": "rgba(0,0,0,0)", "orientation": "h", "x": 1, "xanchor": "right", "y": 1.115, "yanchor": "top" }, "margin": { "b": 80, "l": 40, "r": 50, "t": 50 }, "plot_bgcolor": "rgba(0,0,0,0)", "template": { "data": { "bar": [ { "error_x": { "color": "#f2f5fa" }, "error_y": { "color": "#f2f5fa" }, "marker": { "line": { "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "candlestick": [ { "decreasing": { "fillcolor": "#e4003a", "line": { "color": "#e4003a" } }, "increasing": { "fillcolor": "#00ACFF", "line": { "color": "#00ACFF" } }, "type": "candlestick" } ], "carpet": [ { "aaxis": { "endlinecolor": "#A2B1C6", "gridcolor": "#506784", "linecolor": "#506784", "minorgridcolor": "#506784", "startlinecolor": "#A2B1C6" }, "baxis": { "endlinecolor": "#A2B1C6", "gridcolor": "#506784", "linecolor": "#506784", "minorgridcolor": "#506784", "startlinecolor": "#A2B1C6" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "marker": { "line": { "color": "#283442" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "line": { "color": "#283442" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#506784" }, "line": { "color": "rgb(17,17,17)" } }, "header": { "fill": { "color": "#2a3f5f" }, "line": { "color": "rgb(17,17,17)" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#f2f5fa", "arrowhead": 0, "arrowwidth": 1, "showarrow": false }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#ffed00", "#ef7d00", "#e4003a", "#c13246", "#822661", "#48277c", "#005ca9", "#00aaff", "#9b30d9", "#af005f", "#5f00af", "#af87ff" ], "dragmode": "pan", "font": { "color": "#f2f5fa", "family": "Fira Code", "size": 18 }, "geo": { "bgcolor": "rgb(17,17,17)", "lakecolor": "rgb(17,17,17)", "landcolor": "rgb(17,17,17)", "showlakes": true, "showland": true, "subunitcolor": "#506784" }, "hoverlabel": { "align": "left" }, "hovermode": "x", "legend": { "bgcolor": "rgba(0, 0, 0, 0.5)", "font": { "size": 15 }, "x": 0.01, "xanchor": "left", "y": 0.99, "yanchor": "top" }, "legend2": { "bgcolor": "rgba(0, 0, 0, 0.5)", "font": { "size": 15 } }, "legend3": { "bgcolor": "rgba(0, 0, 0, 0.5)", "font": { "size": 15 } }, "legend4": { "bgcolor": "rgba(0, 0, 0, 0.5)", "font": { "size": 15 } }, "legend5": { "bgcolor": "rgba(0, 0, 0, 0.5)", "font": { "size": 15 } }, "mapbox": { "style": "dark" }, "paper_bgcolor": "#000000", "plot_bgcolor": "#000000", "polar": { "angularaxis": { "gridcolor": "#506784", "linecolor": "#506784", "ticks": "" }, "bgcolor": "rgb(17,17,17)", "radialaxis": { "gridcolor": "#506784", "linecolor": "#506784", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "rgb(17,17,17)", "gridcolor": "#506784", "gridwidth": 2, "linecolor": "#506784", "showbackground": true, "ticks": "", "zerolinecolor": "#C8D4E3" }, "yaxis": { "backgroundcolor": "rgb(17,17,17)", "gridcolor": "#506784", "gridwidth": 2, "linecolor": "#506784", "showbackground": true, "ticks": "", "zerolinecolor": "#C8D4E3" }, "zaxis": { "backgroundcolor": "rgb(17,17,17)", "gridcolor": "#506784", "gridwidth": 2, "linecolor": "#506784", "showbackground": true, "ticks": "", "zerolinecolor": "#C8D4E3" } }, "shapedefaults": { "line": { "color": "#f2f5fa" } }, "sliderdefaults": { "bgcolor": "#C8D4E3", "bordercolor": "rgb(17,17,17)", "borderwidth": 1, "tickwidth": 0 }, "ternary": { "aaxis": { "gridcolor": "#506784", "linecolor": "#506784", "ticks": "" }, "baxis": { "gridcolor": "#506784", "linecolor": "#506784", "ticks": "" }, "bgcolor": "rgb(17,17,17)", "caxis": { "gridcolor": "#506784", "linecolor": "#506784", "ticks": "" } }, "title": { "x": 0.05 }, "updatemenudefaults": { "bgcolor": "#506784", "borderwidth": 0 }, "xaxis": { "automargin": true, "autorange": true, "gridcolor": "#283442", "linecolor": "#F5EFF3", "mirror": true, "rangeslider": { "visible": false }, "showgrid": true, "showline": true, "tick0": 1, "tickfont": { "size": 14 }, "ticks": "outside", "title": { "standoff": 20 }, "zeroline": false, "zerolinecolor": "#283442", "zerolinewidth": 2 }, "yaxis": { "anchor": "x", "automargin": true, "fixedrange": false, "gridcolor": "#283442", "linecolor": "#F5EFF3", "mirror": true, "showgrid": true, "showline": true, "side": "right", "tick0": 0.5, "ticks": "outside", "title": { "standoff": 20 }, "zeroline": false, "zerolinecolor": "#283442", "zerolinewidth": 2 } } }, "title": { "text": "QQQ - 15 Minute - Volume at Price", "x": 0.5, "y": 1 }, "xaxis": { "anchor": "y", "autorange": false, "domain": [ 0, 0 ], "mirror": false, "range": [ 0, 6107540 ], "showgrid": false, "showline": false, "showticklabels": false, "ticklen": 0, "zeroline": false }, "xaxis2": { "anchor": "y2", "domain": [ 0, 0 ], "mirror": true, "rangebreaks": [ { "bounds": [ "2023-08-22T16:00:00", "2023-08-23T09:30:00" ] }, { "values": [] } ], "showgrid": false, "showline": true, "tick0": 0.5, "tickformatstops": [ { "dtickrange": [ null, 86400000 ], "value": "%I:%M%p\n%b,%d" }, { "dtickrange": [ 86400000, 604800000 ], "value": "%Y-%m-%d" }, { "dtickrange": [ 604800000, "M1" ], "value": "%Y-%m-%d" }, { "dtickrange": [ "M1", null ], "value": "%Y-%m-%d" } ], "ticklen": 0, "ticks": "outside", "type": "date", "zeroline": false }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "mirror": true, "showgrid": false, "showline": false, "showticklabels": true, "ticklen": 0, "ticks": "outside", "zeroline": false }, "yaxis2": { "anchor": "x2", "domain": [ 0, 1 ], "matches": "y", "mirror": true, "showgrid": false, "showline": true, "showticklabels": false, "ticklen": 0, "zeroline": false } } } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = openbb.stocks.load(\"QQQ\", start_date=(datetime.now()-timedelta(days=1)).date().strftime(\"%Y-%m-%d\"), interval=15)\n", "display_vap(data=data, symbol=\"QQQ - 15 Minute\")" ] } ], "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": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 5 }