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strategy-lab/research/strat_MARKOV_REGIME/v2_SINGLE.ipynb
David Brazda 9c2e8b18a2 stumpy added
2024-09-27 15:19:09 +02:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ORDER Imbalance\n",
"\n",
"* introduced buyvolume and sellvolume on bar level.\n",
"* calculated order imbalance ratio (buyvolume-sellvolume/totalvolume)\n",
"* calculated on multiple timeframes\n",
"* entry based on confluences imbalances\n",
"\n",
"## Note\n",
"\n",
"The order imbalance does not necessarily cause a price change (i.e., there can be an order imbalance on the buy side, but the price does not have to go up, and vice versa). However, if there is a prolonged imbalance without a price change, it could indicate something.\n",
"\n",
"Create a cumulative imbalance — accumulators that will build up when there are strong imbalances without a price change. This accumulator will charge up with the imbalance and discharge with the corresponding price change."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"None\n",
"Loaded env variables from file None\n"
]
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Activating profile profile1\n",
"</pre>\n"
],
"text/plain": [
"Activating profile profile1\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from dotenv import load_dotenv\n",
"\n",
"#as V2realbot is client , load env variables here\n",
"env_file = \"/Users/davidbrazda/Documents/Development/python/.env\"\n",
"# Load the .env file\n",
"load_dotenv(env_file)\n",
"\n",
"from v2realbot.utils.utils import zoneNY\n",
"import pandas as pd\n",
"import numpy as np\n",
"import vectorbtpro as vbt\n",
"# from itables import init_notebook_mode, show\n",
"import datetime\n",
"from itertools import product\n",
"from v2realbot.config import DATA_DIR\n",
"from lightweight_charts import JupyterChart, chart, Panel\n",
"from IPython.display import display\n",
"\n",
"# init_notebook_mode(all_interactive=True)\n",
"\n",
"vbt.settings.set_theme(\"dark\")\n",
"vbt.settings['plotting']['layout']['width'] = 1280\n",
"vbt.settings.plotting.auto_rangebreaks = True\n",
"# Set the option to display with pagination\n",
"pd.set_option('display.notebook_repr_html', True)\n",
"pd.set_option('display.max_rows', 10) # Number of rows per page"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"trades_df-BAC-2024-01-01T09_30_00-2024-05-14T16_00_00-CO4B7VPWUZF-100.parquet\n",
"trades_df-BAC-2024-01-11T09:30:00-2024-01-12T16:00:00.parquet\n",
"trades_df-SPY-2024-01-01T09:30:00-2024-05-14T16:00:00.parquet\n",
"trades_df-BAC-2023-01-01T09_30_00-2024-05-25T16_00_00-47BCFOPUVWZ-100.parquet\n",
"ohlcv_df-BAC-2024-01-11T09:30:00-2024-01-12T16:00:00.parquet\n",
"trades_df-BAC-2024-05-15T09_30_00-2024-05-25T16_00_00-47BCFOPUVWZ-100.parquet\n",
"ohlcv_df-BAC-2024-01-01T09_30_00-2024-05-25T16_00_00-47BCFOPUVWZ-100.parquet\n",
"ohlcv_df-SPY-2024-01-01T09:30:00-2024-05-14T16:00:00.parquet\n",
"ohlcv_df-BAC-2024-01-01T09_30_00-2024-05-14T16_00_00-CO4B7VPWUZF-100.parquet\n",
"ohlcv_df-BAC-2023-01-01T09_30_00-2024-05-25T16_00_00-47BCFOPUVWZ-100.parquet\n",
"ohlcv_df-BAC-2023-01-01T09_30_00-2024-05-25T15_30_00-47BCFOPUVWZ-100.parquet\n"
]
},
{
"data": {
"text/plain": [
"351"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Define the market open and close times\n",
"market_open = datetime.time(9, 30)\n",
"market_close = datetime.time(16, 0)\n",
"entry_window_opens = 1\n",
"entry_window_closes = 370\n",
"forced_exit_start = 380\n",
"forced_exit_end = 390\n",
"\n",
"#LOAD FROM PARQUET\n",
"#list all files is dir directory with parquet extension\n",
"dir = DATA_DIR + \"/notebooks/\"\n",
"import os\n",
"files = [f for f in os.listdir(dir) if f.endswith(\".parquet\")]\n",
"print('\\n'.join(map(str, files)))\n",
"file_name = \"ohlcv_df-BAC-2023-01-01T09_30_00-2024-05-25T15_30_00-47BCFOPUVWZ-100.parquet\"\n",
"ohlcv_df = pd.read_parquet(dir+file_name,engine='pyarrow')\n",
"#filter ohlcv_df to certain date range (assuming datetime index)\n",
"#ohlcv_df = ohlcv_df.loc[\"2024-02-12 9:30\":\"2024-02-14 16:00\"]\n",
"\n",
"#add vwap column to ohlcv_df\n",
"#ohlcv_df[\"hlcc4\"] = (ohlcv_df[\"close\"] + ohlcv_df[\"high\"] + ohlcv_df[\"low\"] + ohlcv_df[\"close\"]) / 4\n",
"\n",
"basic_data = vbt.Data.from_data(vbt.symbol_dict({\"BAC\": ohlcv_df}), tz_convert=zoneNY)\n",
"ohlcv_df= None\n",
"basic_data.wrapper.index.normalize().nunique()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 4549772 entries, 2023-01-03 09:30:01-05:00 to 2024-05-24 15:59:59-04:00\n",
"Data columns (total 10 columns):\n",
" # Column Dtype \n",
"--- ------ ----- \n",
" 0 open float64 \n",
" 1 high float64 \n",
" 2 low float64 \n",
" 3 close float64 \n",
" 4 volume float64 \n",
" 5 trades float64 \n",
" 6 updated datetime64[us, US/Eastern]\n",
" 7 vwap float64 \n",
" 8 buyvolume float64 \n",
" 9 sellvolume float64 \n",
"dtypes: datetime64[us, US/Eastern](1), float64(9)\n",
"memory usage: 381.8 MB\n"
]
}
],
"source": [
"basic_data.data[\"BAC\"].info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Add resample function to custom columns"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"from vectorbtpro.utils.config import merge_dicts, Config, HybridConfig\n",
"from vectorbtpro import _typing as tp\n",
"from vectorbtpro.generic import nb as generic_nb\n",
"\n",
"_feature_config: tp.ClassVar[Config] = HybridConfig(\n",
" {\n",
" \"buyvolume\": dict(\n",
" resample_func=lambda self, obj, resampler: obj.vbt.resample_apply(\n",
" resampler,\n",
" generic_nb.sum_reduce_nb,\n",
" )\n",
" ),\n",
" \"sellvolume\": dict(\n",
" resample_func=lambda self, obj, resampler: obj.vbt.resample_apply(\n",
" resampler,\n",
" generic_nb.sum_reduce_nb,\n",
" )\n",
" ),\n",
" \"trades\": dict(\n",
" resample_func=lambda self, obj, resampler: obj.vbt.resample_apply(\n",
" resampler,\n",
" generic_nb.sum_reduce_nb,\n",
" )\n",
" )\n",
" }\n",
")\n",
"\n",
"basic_data._feature_config = _feature_config"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 136526 entries, 2023-01-03 09:30:00-05:00 to 2024-05-24 15:59:00-04:00\n",
"Data columns (total 9 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 open 136526 non-null float64\n",
" 1 high 136526 non-null float64\n",
" 2 low 136526 non-null float64\n",
" 3 close 136526 non-null float64\n",
" 4 volume 136526 non-null float64\n",
" 5 vwap 136526 non-null float64\n",
" 6 buyvolume 136526 non-null float64\n",
" 7 trades 136526 non-null float64\n",
" 8 sellvolume 136526 non-null float64\n",
"dtypes: float64(9)\n",
"memory usage: 10.4 MB\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 4551 entries, 2023-01-03 09:30:00-05:00 to 2024-05-24 15:30:00-04:00\n",
"Data columns (total 9 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 open 4551 non-null float64\n",
" 1 high 4551 non-null float64\n",
" 2 low 4551 non-null float64\n",
" 3 close 4551 non-null float64\n",
" 4 volume 4551 non-null float64\n",
" 5 vwap 4551 non-null float64\n",
" 6 buyvolume 4551 non-null float64\n",
" 7 trades 4551 non-null float64\n",
" 8 sellvolume 4551 non-null float64\n",
"dtypes: float64(9)\n",
"memory usage: 355.5 KB\n"
]
}
],
"source": [
"t1data = basic_data[['open', 'high', 'low', 'close', 'volume','vwap','buyvolume','trades','sellvolume']].resample(\"1T\")\n",
"t1data = t1data.transform(lambda df: df.between_time('09:30', '16:00').dropna())\n",
"t1data.data[\"BAC\"].info()\n",
"\n",
"m30data = basic_data[['open', 'high', 'low', 'close', 'volume','vwap','buyvolume','trades','sellvolume']].resample(\"30T\")\n",
"m30data = m30data.transform(lambda df: df.between_time('09:30', '16:00').dropna())\n",
"m30data.data[\"BAC\"].info()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"bbands = vbt.talib(\"BBANDS\").run(\n",
" t1data.get(\"Close\"))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"supertrend = vbt.SUPERTREND.run(t1data.high, t1data.low, t1data.close, period=14, multiplier=3)\n",
"direction_series = supertrend.direction\n",
"uptrend= pd.Series(False, index=direction_series.index)\n",
"downtrend= pd.Series(False, index=direction_series.index)\n",
"\n",
"# -1 na 1\n",
"uptrend[1:] = (direction_series[1:] == 1) & (direction_series.shift(1)[1:] == -1)\n",
"# 1 na -1\n",
"downtrend[1:] = (direction_series[1:] == -1) & (direction_series.shift(1)[1:] == 1)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"supertrendm30 = vbt.SUPERTREND.run(m30data.high, m30data.low, m30data.close, period=14, multiplier=3)\n",
"direction_series = supertrendm30.direction\n",
"uptrend_m30= pd.Series(False, index=direction_series.index)\n",
"downtrend_m30= pd.Series(False, index=direction_series.index)\n",
"# -1 na 1\n",
"uptrend_m30[1:] = (direction_series[1:] == 1) & (direction_series.shift(1)[1:] == -1)\n",
"# 1 na -1\n",
"downtrend_m30[1:] = (direction_series[1:] == -1) & (direction_series.shift(1)[1:] == 1)\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"time\n",
"2023-01-03 09:30:00-05:00 NaN\n",
"2023-01-03 10:00:00-05:00 NaN\n",
"2023-01-03 10:30:00-05:00 NaN\n",
"2023-01-03 11:00:00-05:00 NaN\n",
"2023-01-03 11:30:00-05:00 NaN\n",
" ... \n",
"2024-05-24 13:30:00-04:00 0.047431\n",
"2024-05-24 14:00:00-04:00 0.049652\n",
"2024-05-24 14:30:00-04:00 0.052821\n",
"2024-05-24 15:00:00-04:00 0.060246\n",
"2024-05-24 15:30:00-04:00 0.067410\n",
"Name: close, Length: 4551, dtype: float64"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"macd = vbt.talib(\"MACD\").run(m30data.close)\n",
"macd.macd"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<iframe width=\"1300\" height=\"800\" frameBorder=\"0\" srcdoc=\"&lt;!DOCTYPE html&gt;\n",
"&lt;html lang=&quot;&quot;&gt;\n",
"&lt;head&gt;\n",
" &lt;title&gt;lightweight-charts-python&lt;/title&gt;\n",
" &lt;style&gt;:root {\n",
"\t--bg-color:#0c0d0f;\n",
"\t--hover-bg-color: #3c434c;\n",
"\t--click-bg-color: #50565E;\n",
"\t--active-bg-color: rgba(0, 122, 255, 0.7);\n",
"\t--muted-bg-color: rgba(0, 122, 255, 0.3);\n",
"\t--border-color: #3C434C;\n",
"\t--color: #d8d9db;\n",
"\t--active-color: #ececed;\n",
"}\n",
"\n",
"body {\n",
"\tbackground-color: rgb(0,0,0);\n",
"\tcolor: rgba(19, 23, 34, 1);\n",
"\toverflow: hidden;\n",
"\tfont-family: -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, Oxygen, Ubuntu,\n",
" Cantarell, &quot;Helvetica Neue&quot;, sans-serif;\n",
"}\n",
"\n",
".handler {\n",
"\tdisplay: flex;\n",
"\tflex-direction: column;\n",
"\tposition: relative;\n",
"}\n",
"\n",
".toolbox {\n",
"\tposition: absolute;\n",
"\tz-index: 2000;\n",
"\tdisplay: flex;\n",
"\talign-items: center;\n",
"\ttop: 25%;\n",
"\tborder: 2px solid var(--border-color);\n",
"\tborder-left: none;\n",
"\tborder-top-right-radius: 4px;\n",
"\tborder-bottom-right-radius: 4px;\n",
"\tbackground-color: rgba(25, 27, 30, 0.5);\n",
"\tflex-direction: column;\n",
"}\n",
"\n",
".toolbox-button {\n",
"\tmargin: 3px;\n",
"\tborder-radius: 4px;\n",
"\tdisplay: flex;\n",
"\tbackground-color: transparent;\n",
"}\n",
".toolbox-button:hover {\n",
"\tbackground-color: rgba(80, 86, 94, 0.7);\n",
"}\n",
".toolbox-button:active {\n",
"\tbackground-color: rgba(90, 106, 104, 0.7);\n",
"}\n",
"\n",
".active-toolbox-button {\n",
"\tbackground-color: var(--active-bg-color) !important;\n",
"}\n",
".active-toolbox-button g {\n",
"\tfill: var(--active-color);\n",
"}\n",
"\n",
".context-menu {\n",
"\tposition: absolute;\n",
"\tz-index: 1000;\n",
"\tbackground: rgb(50, 50, 50);\n",
"\tcolor: var(--active-color);\n",
"\tdisplay: none;\n",
"\tborder-radius: 5px;\n",
"\tpadding: 3px 3px;\n",
"\tfont-size: 13px;\n",
"\tcursor: default;\n",
"}\n",
".context-menu-item {\n",
"\tdisplay: flex;\n",
"\talign-items: center;\n",
"\tjustify-content: space-between;\n",
"\tpadding: 2px 10px;\n",
"\tmargin: 1px 0px;\n",
"\tborder-radius: 3px;\n",
"}\n",
".context-menu-item:hover {\n",
"\tbackground-color: var(--muted-bg-color);\n",
"}\n",
"\n",
".color-picker {\n",
"\tmax-width: 170px;\n",
"\tbackground-color: var(--bg-color);\n",
"\tposition: absolute;\n",
"\tz-index: 10000;\n",
"\tdisplay: none;\n",
"\tflex-direction: column;\n",
"\talign-items: center;\n",
"\tborder: 2px solid var(--border-color);\n",
"\tborder-radius: 8px;\n",
"\tcursor: default;\n",
"}\n",
"\n",
"\n",
"/* topbar-related */\n",
".topbar {\n",
"\tbackground-color: var(--bg-color);\n",
"\tborder-bottom: 2px solid var(--border-color);\n",
"\tdisplay: flex;\n",
"\talign-items: center;\n",
"}\n",
"\n",
".topbar-container {\n",
"\tdisplay: flex;\n",
"\talign-items: center;\n",
"\tflex-grow: 1;\n",
"}\n",
"\n",
".topbar-button {\n",
"\tborder: none;\n",
"\tpadding: 2px 5px;\n",
"\tmargin: 4px 10px;\n",
"\tfont-size: 13px;\n",
"\tborder-radius: 4px;\n",
"\tcolor: var(--color);\n",
"\tbackground-color: transparent;\n",
"}\n",
".topbar-button:hover {\n",
"\tbackground-color: var(--hover-bg-color)\n",
"}\n",
"\n",
".topbar-button:active {\n",
"\tbackground-color: var(--click-bg-color);\n",
"\tcolor: var(--active-color);\n",
"\tfont-weight: 500;\n",
"}\n",
"\n",
".switcher-button:active {\n",
"\tbackground-color: var(--click-bg-color);\n",
"\tcolor: var(--color);\n",
"\tfont-weight: normal;\n",
"}\n",
"\n",
".active-switcher-button {\n",
"\tbackground-color: var(--active-bg-color) !important;\n",
"\tcolor: var(--active-color) !important;\n",
"\tfont-weight: 500;\n",
"}\n",
"\n",
".topbar-textbox {\n",
"\tmargin: 0px 18px;\n",
"\tfont-size: 16px;\n",
"\tcolor: var(--color);\n",
"}\n",
"\n",
".topbar-textbox-input {\n",
"\tbackground-color: var(--bg-color);\n",
"\tcolor: var(--color);\n",
"\tborder: 1px solid var(--color);\n",
"}\n",
"\n",
".topbar-menu {\n",
"\tposition: absolute;\n",
"\tdisplay: none;\n",
"\tz-index: 10000;\n",
"\tbackground-color: var(--bg-color);\n",
"\tborder-radius: 2px;\n",
"\tborder: 2px solid var(--border-color);\n",
"\tborder-top: none;\n",
"\talign-items: flex-start;\n",
"\tmax-height: 80%;\n",
"\toverflow-y: auto;\n",
"}\n",
"\n",
".topbar-separator {\n",
"\twidth: 1px;\n",
"\theight: 20px;\n",
"\tbackground-color: var(--border-color);\n",
"}\n",
"\n",
".searchbox {\n",
"\tposition: absolute;\n",
"\ttop: 0;\n",
"\tbottom: 200px;\n",
"\tleft: 0;\n",
"\tright: 0;\n",
"\tmargin: auto;\n",
"\twidth: 150px;\n",
"\theight: 30px;\n",
"\tpadding: 5px;\n",
"\tz-index: 1000;\n",
"\talign-items: center;\n",
"\tbackground-color: rgba(30 ,30, 30, 0.9);\n",
"\tborder: 2px solid var(--border-color);\n",
"\tborder-radius: 5px;\n",
"\tdisplay: flex;\n",
"\n",
"}\n",
".searchbox input {\n",
"\ttext-align: center;\n",
"\twidth: 100px;\n",
"\tmargin-left: 10px;\n",
"\tbackground-color: var(--muted-bg-color);\n",
"\tcolor: var(--active-color);\n",
"\tfont-size: 20px;\n",
"\tborder: none;\n",
"\toutline: none;\n",
"\tborder-radius: 2px;\n",
"}\n",
"\n",
".spinner {\n",
"\twidth: 30px;\n",
"\theight: 30px;\n",
"\tborder: 4px solid rgba(255, 255, 255, 0.6);\n",
"\tborder-top: 4px solid var(--active-bg-color);\n",
"\tborder-radius: 50%;\n",
"\tposition: absolute;\n",
"\ttop: 50%;\n",
"\tleft: 50%;\n",
"\tz-index: 1000;\n",
"\ttransform: translate(-50%, -50%);\n",
"\tdisplay: none;\n",
"}\n",
"\n",
".legend {\n",
"\tposition: absolute;\n",
"\tz-index: 3000;\n",
"\tpointer-events: none;\n",
"\ttop: 10px;\n",
"\tleft: 70px;\n",
"\tdisplay: none;\n",
"\tflex-direction: column;\n",
"}\n",
".legend-toggle-switch {\n",
"\tborder-radius: 4px;\n",
"\tmargin-left: 10px;\n",
"\tpointer-events: auto;\n",
"}\n",
".legend-toggle-switch:hover {\n",
"\tcursor: pointer;\n",
"\tbackground-color: rgba(50, 50, 50, 0.5);\n",
"}&lt;/style&gt;\n",
" &lt;script&gt;/*!\n",
" * @license\n",
" * TradingView Lightweight Charts™ v4.1.3\n",
" * Copyright (c) 2024 TradingView, Inc.\n",
" * Licensed under Apache License 2.0 https://www.apache.org/licenses/LICENSE-2.0\n",
" */\n",
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void this.q_.clear();const i=[];this.q_.forEach(((n,s)=&gt;{t&lt;=n[0].index?i.push(s):n.splice(Rt(n,t,(i=&gt;i.index&lt;t)),1/0)}));for(const t of i)this.q_.delete(t)}Q_(t){let i=[];for(const n of Array.from(this.q_.keys()).sort(((t,i)=&gt;i-t))){if(!this.q_.get(n))continue;const s=i;i=[];const e=s.length;let r=0;const h=d(this.q_.get(n)),l=h.length;let a=1/0,o=-1/0;for(let n=0;n&lt;l;n++){const l=h[n],_=l.index;for(;r&lt;e;){const t=s[r],n=t.index;if(!(n&lt;_)){a=n;break}r++,i.push(t),o=n,a=1/0}if(a-_&gt;=t&amp;&amp;_-o&gt;=t)i.push(l),o=_;else if(this.Y_)return s}for(;r&lt;e;r++)i.push(s[r])}return i}}class gn{constructor(t){this.tu=t}iu(){return null===this.tu?null:new mn(Math.floor(this.tu.Rs()),Math.ceil(this.tu.ui()))}nu(){return this.tu}static su(){return new gn(null)}}function Mn(t,i){return t.weight&gt;i.weight?t:i}class xn{constructor(t,i,n,s){this.e_=0,this.eu=null,this.ru=[],this.fo=null,this.do=null,this.hu=new wn,this.lu=new Map,this.au=gn.su(),this.ou=!0,this._u=new k,this.uu=new k,this.cu=new k,this.du=null,this.fu=null,this.vu=[],this._n=i,this.bo=n,this.pu=i.rightOffset,this.mu=i.barSpacing,this.Hi=t,this.N_=s,this.bu(),this.hu.X_(i.uniformDistribution)}W(){return this._n}wu(t){C(this.bo,t),this.gu(),this.bu()}Lh(t,i){var n;C(this._n,t),this._n.fixLeftEdge&amp;&amp;this.Mu(),this._n.fixRightEdge&amp;&amp;this.xu(),void 0!==t.barSpacing&amp;&amp;this.Hi.Kn(t.barSpacing),void 0!==t.rightOffset&amp;&amp;this.Hi.Zn(t.rightOffset),void 0!==t.minBarSpacing&amp;&amp;this.Hi.Kn(null!==(n=t.barSpacing)&amp;&amp;void 0!==n?n:this.mu),this.gu(),this.bu(),this.cu.m()}vn(t){var i,n;return null!==(n=null===(i=this.ru[t])||void 0===i?void 0:i.time)&amp;&amp;void 0!==n?n:null}$i(t){var i;return null!==(i=this.ru[t])&amp;&amp;void 0!==i?i:null}ka(t,i){if(this.ru.length&lt;1)return null;if(this.N_.key(t)&gt;this.N_.key(this.ru[this.ru.length-1].time))return i?this.ru.length-1:null;const n=Rt(this.ru,this.N_.key(t),((t,i)=&gt;this.N_.key(t.time)&lt;i));return 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n;c&lt;this.vu.length?(n=this.vu[c],n.coord=this.zt(t.index),n.label=this.Nu(t),n.weight=t.weight):(n={needAlignCoordinate:!1,coord:this.zt(t.index),label:this.Nu(t),weight:t.weight},this.vu.push(n)),this.mu&gt;i/2&amp;&amp;!o?n.needAlignCoordinate=!1:n.needAlignCoordinate=_&amp;&amp;t.index&lt;=l||u&amp;&amp;t.index&gt;=a,c++}return this.vu.length=c,this.fu=this.vu,this.vu}Fu(){this.ou=!0,this.Kn(this._n.barSpacing),this.Zn(this._n.rightOffset)}Wu(t){this.ou=!0,this.eu=t,this.Ou(),this.Mu()}ju(t,i){const n=this.Vu(t),s=this.ee(),e=s+i*(s/10);this.Kn(e),this._n.rightBarStaysOnScroll||this.Zn(this.Iu()+(n-this.Vu(t)))}Uo(t){this.fo&amp;&amp;this.Zo(),null===this.do&amp;&amp;null===this.du&amp;&amp;(this.Li()||(this.do=t,this.Hu()))}qo(t){if(null===this.du)return;const 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i=t.U_();this.Eu(this.e_/i),this.pu=t.ui()-this.Au(),this.Ou(),this.ou=!0,this.Hi.zu(),this.Hi.Nh()}Qu(){const t=this.Tu(),i=this.Pu();null!==t&amp;&amp;null!==i&amp;&amp;this.Ju(new mn(t,i+this._n.rightOffset))}tc(t){const i=new mn(t.from,t.to);this.Ju(i)}Ui(t){return void 0!==this.bo.timeFormatter?this.bo.timeFormatter(t.originalTime):this.N_.formatHorzItem(t.time)}Lu(){const{handleScroll:t,handleScale:i}=this.Hi.W();return!(t.horzTouchDrag||t.mouseWheel||t.pressedMouseMove||t.vertTouchDrag||i.axisDoubleClickReset.time||i.axisPressedMouseMove.time||i.mouseWheel||i.pinch)}Tu(){return 0===this.ru.length?null:0}Pu(){return 0===this.ru.length?null:this.ru.length-1}ic(t){return(this.e_-1-t)/this.mu}Vu(t){const i=this.ic(t),n=this.Au()+this.pu-i;return Math.round(1e6*n)/1e6}Eu(t){const i=this.mu;this.mu=t,this.Du(),i!==this.mu&amp;&amp;(this.ou=!0,this.nc())}Su(){if(!this.ou)return;if(this.ou=!1,this.Li())return void this.sc(gn.su());const t=this.Au(),i=this.e_/this.mu,n=this.pu+t,s=new mn(n-i+1,n);this.sc(new gn(s))}Du(){const t=this.ec();if(this.mu&lt;t&amp;&amp;(this.mu=t,this.ou=!0),0!==this.e_){const t=.5*this.e_;this.mu&gt;t&amp;&amp;(this.mu=t,this.ou=!0)}}ec(){return this._n.fixLeftEdge&amp;&amp;this._n.fixRightEdge&amp;&amp;0!==this.ru.length?this.e_/this.ru.length:this._n.minBarSpacing}Ou(){const t=this.rc();this.pu&gt;t&amp;&amp;(this.pu=t,this.ou=!0);const i=this.hc();null!==i&amp;&amp;this.pu&lt;i&amp;&amp;(this.pu=i,this.ou=!0)}hc(){const t=this.Tu(),i=this.eu;if(null===t||null===i)return null;return t-i-1+(this._n.fixLeftEdge?this.e_/this.mu:Math.min(2,this.ru.length))}rc(){return this._n.fixRightEdge?0:this.e_/this.mu-Math.min(2,this.ru.length)}Hu(){this.du={ee:this.ee(),Iu:this.Iu()}}$u(){this.du=null}Nu(t){let i=this.lu.get(t.weight);return void 0===i&amp;&amp;(i=new pn((t=&gt;this.lc(t)),this.N_),this.lu.set(t.weight,i)),i.F_(t)}lc(t){return this.N_.formatTickmark(t,this.bo)}sc(t){const i=this.au;this.au=t,bn(i.iu(),this.au.iu())||this._u.m(),bn(i.nu(),this.au.nu())||this.uu.m(),this.nc()}nc(){this.fu=null}gu(){this.nc(),this.lu.clear()}bu(){this.N_.updateFormatter(this.bo)}Mu(){if(!this._n.fixLeftEdge)return;const t=this.Tu();if(null===t)return;const i=this.qs();if(null===i)return;const n=i.Rs()-t;if(n&lt;0){const t=this.pu-n-1;this.Zn(t)}this.Du()}xu(){this.Ou(),this.Du()}}class Sn{K(t,i,n){t.useMediaCoordinateSpace((t=&gt;this.Z(t,i,n)))}fl(t,i,n){t.useMediaCoordinateSpace((t=&gt;this.ac(t,i,n)))}ac(t,i,n){}}class yn extends Sn{constructor(t){super(),this.oc=new Map,this.Et=t}Z(t){}ac(t){if(!this.Et.kt)return;const{context:i,mediaSize:n}=t;let s=0;for(const t of this.Et._c){if(0===t.Zt.length)continue;i.font=t.R;const e=this.uc(i,t.Zt);e&gt;n.width?t.ju=n.width/e:t.ju=1,s+=t.cc*t.ju}let e=0;switch(this.Et.dc){case&quot;top&quot;:e=0;break;case&quot;center&quot;:e=Math.max((n.height-s)/2,0);break;case&quot;bottom&quot;:e=Math.max(n.height-s,0)}i.fillStyle=this.Et.O;for(const t of this.Et._c){i.save();let s=0;switch(this.Et.fc){case&quot;left&quot;:i.textAlign=&quot;left&quot;,s=t.cc/2;break;case&quot;center&quot;:i.textAlign=&quot;center&quot;,s=n.width/2;break;case&quot;right&quot;:i.textAlign=&quot;right&quot;,s=n.width-1-t.cc/2}i.translate(s,e),i.textBaseline=&quot;top&quot;,i.font=t.R,i.scale(t.ju,t.ju),i.fillText(t.Zt,0,t.vc),i.restore(),e+=t.cc*t.ju}}uc(t,i){const n=this.mc(t.font);let s=n.get(i);return void 0===s&amp;&amp;(s=t.measureText(i).width,n.set(i,s)),s}mc(t){let i=this.oc.get(t);return void 0===i&amp;&amp;(i=new Map,this.oc.set(t,i)),i}}class kn{constructor(t){this.ft=!0,this.Ft={kt:!1,O:&quot;&quot;,_c:[],dc:&quot;center&quot;,fc:&quot;center&quot;},this.Wt=new yn(this.Ft),this.jt=t}bt(){this.ft=!0}gt(){return this.ft&amp;&amp;(this.Mt(),this.ft=!1),this.Wt}Mt(){const t=this.jt.W(),i=this.Ft;i.kt=t.visible,i.kt&amp;&amp;(i.O=t.color,i.fc=t.horzAlign,i.dc=t.vertAlign,i._c=[{Zt:t.text,R:z(t.fontSize,t.fontFamily,t.fontStyle),cc:1.2*t.fontSize,vc:0,ju:0}])}}class Cn extends st{constructor(t,i){super(),this._n=i,this.mn=new kn(this)}Tn(){return[]}Cn(){return[this.mn]}W(){return this._n}Rn(){this.mn.bt()}}var Tn,Pn,Rn,Dn,On;!function(t){t[t.OnTouchEnd=0]=&quot;OnTouchEnd&quot;,t[t.OnNextTap=1]=&quot;OnNextTap&quot;}(Tn||(Tn={}));class An{constructor(t,i,n){this.bc=[],this.wc=[],this.e_=0,this.gc=null,this.Mc=new k,this.xc=new k,this.Sc=null,this.yc=t,this._n=i,this.N_=n,this.kc=new E(this),this.wl=new xn(this,i.timeScale,this._n.localization,n),this.vt=new rt(this,i.crosshair),this.Cc=new Yi(i.crosshair),this.Tc=new Cn(this,i.watermark),this.Pc(),this.bc[0].p_(2e3),this.Rc=this.Dc(0),this.Oc=this.Dc(1)}$l(){this.Ac(lt.ns())}Nh(){this.Ac(lt.ts())}sa(){this.Ac(new lt(1))}Ul(t){const 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i=this.gf(t);if(this.Zd=null,this.cf=!1,this.rf&amp;&amp;(this.rf(),this.rf=null),rs()){this.Df.ownerDocument.documentElement.removeEventListener(&quot;mouseleave&quot;,this.pf)}if(!this.wf(t))if(this.Tf(i,this.kf.Xf),++this.jd,this.Hd&amp;&amp;this.jd&gt;1){const{Mf:n}=this.xf(gs(t),this.$d);n&lt;5&amp;&amp;!this.Qd&amp;&amp;this.Tf(i,this.kf.Pf),this.Rf()}else this.Qd||this.Tf(i,this.kf.Kf)}Af(){null!==this.Xd&amp;&amp;(clearTimeout(this.Xd),this.Xd=null)}Zf(t){if(null!==this.ff)return;const i=t.changedTouches[0];this.ff=i.identifier,this.df=Ms(t);const n=this.Df.ownerDocument.documentElement;this.tf=!1,this.Jd=!1,this.uf=!1,this.Gd=gs(i),this.hf&amp;&amp;(this.hf(),this.hf=null);{const i=this.If.bind(this),s=this.Uf.bind(this);this.hf=()=&gt;{n.removeEventListener(&quot;touchmove&quot;,i),n.removeEventListener(&quot;touchend&quot;,s)},n.addEventListener(&quot;touchmove&quot;,i,{passive:!1}),n.addEventListener(&quot;touchend&quot;,s,{passive:!1}),this.Af(),this.Xd=setTimeout(this.Gf.bind(this,t),240)}const s=this.gf(t,i);this.Sf(s,this.kf.Jf),this.qd||(this.Ud=0,this.qd=setTimeout(this.Cf.bind(this),500),this.Yd=gs(i))}Qf(t){if(0!==t.button)return;const i=this.Df.ownerDocument.documentElement;rs()&amp;&amp;i.addEventListener(&quot;mouseleave&quot;,this.pf),this.Qd=!1,this.Zd=gs(t),this.rf&amp;&amp;(this.rf(),this.rf=null);{const t=this.Hf.bind(this),n=this.mf.bind(this);this.rf=()=&gt;{i.removeEventListener(&quot;mousemove&quot;,t),i.removeEventListener(&quot;mouseup&quot;,n)},i.addEventListener(&quot;mousemove&quot;,t),i.addEventListener(&quot;mouseup&quot;,n)}if(this.cf=!0,this.wf(t))return;const n=this.gf(t);this.Tf(n,this.kf.tv),this.Hd||(this.jd=0,this.Hd=setTimeout(this.Rf.bind(this),500),this.$d=gs(t))}Of(){this.Df.addEventListener(&quot;mouseenter&quot;,this.Bf.bind(this)),this.Df.addEventListener(&quot;touchcancel&quot;,this.Af.bind(this));{const 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0===this.kf.hv||(this.Df.addEventListener(&quot;touchstart&quot;,(t=&gt;this.lv(t.touches)),{passive:!0}),this.Df.addEventListener(&quot;touchmove&quot;,(t=&gt;{if(2===t.touches.length&amp;&amp;null!==this.lf&amp;&amp;void 0!==this.kf.rv){const i=bs(t.touches[0],t.touches[1])/this.af;this.kf.rv(this.lf,i),ws(t)}}),{passive:!1}),this.Df.addEventListener(&quot;touchend&quot;,(t=&gt;{this.lv(t.touches)})))}lv(t){1===t.length&amp;&amp;(this._f=!1),2!==t.length||this._f||this.Kd?this.av():this.ov(t)}ov(t){const i=this.Df.getBoundingClientRect()||{left:0,top:0};this.lf={nt:(t[0].clientX-i.left+(t[1].clientX-i.left))/2,st:(t[0].clientY-i.top+(t[1].clientY-i.top))/2},this.af=bs(t[0],t[1]),void 0!==this.kf.ev&amp;&amp;this.kf.ev(),this.Af()}av(){null!==this.lf&amp;&amp;(this.lf=null,void 0!==this.kf.hv&amp;&amp;this.kf.hv())}nv(t){if(this.ef&amp;&amp;this.ef(),this.wf(t))return;if(!this.vf)return;const i=this.gf(t);this.Tf(i,this.kf._v),this.vf=!hs()}Gf(t){const i=xs(t.touches,f(this.ff));if(null===i)return;const n=this.gf(t,i);this.Sf(n,this.kf.uv),this.tf=!0,this.Kd=!0}wf(t){return t.sourceCapabilities&amp;&amp;void 0!==t.sourceCapabilities.firesTouchEvents?t.sourceCapabilities.firesTouchEvents:Ms(t)&lt;this.df+500}Sf(t,i){i&amp;&amp;i.call(this.kf,t)}Tf(t,i){i&amp;&amp;i.call(this.kf,t)}gf(t,i){const n=i||t,s=this.Df.getBoundingClientRect()||{left:0,top:0};return{clientX:n.clientX,clientY:n.clientY,pageX:n.pageX,pageY:n.pageY,screenX:n.screenX,screenY:n.screenY,localX:n.clientX-s.left,localY:n.clientY-s.top,ctrlKey:t.ctrlKey,altKey:t.altKey,shiftKey:t.shiftKey,metaKey:t.metaKey,cv:!t.type.startsWith(&quot;mouse&quot;)&amp;&amp;&quot;contextmenu&quot;!==t.type&amp;&amp;&quot;click&quot;!==t.type,dv:t.type,fv:n.target,vv:t.view,pv:()=&gt;{&quot;touchstart&quot;!==t.type&amp;&amp;ws(t)}}}}function bs(t,i){const n=t.clientX-i.clientX,s=t.clientY-i.clientY;return Math.sqrt(n*n+s*s)}function ws(t){t.cancelable&amp;&amp;t.preventDefault()}function gs(t){return{nt:t.pageX,st:t.pageY}}function Ms(t){return t.timeStamp||performance.now()}function xs(t,i){for(let n=0;n&lt;t.length;++n)if(t[n].identifier===i)return t[n];return null}function Ss(t){return{Ec:t.Ec,mv:{mr:t.bv.externalId},wv:t.bv.cursorStyle}}function ys(t,i,n){for(const s of t){const t=s.gt();if(null!==t&amp;&amp;t.pr){const e=t.pr(i,n);if(null!==e)return{vv:s,mv:e}}}return null}function ks(t,i){return n=&gt;{var s,e,r,h;return(null!==(e=null===(s=n.Dt())||void 0===s?void 0:s.xa())&amp;&amp;void 0!==e?e:&quot;&quot;)!==i?[]:null!==(h=null===(r=n.la)||void 0===r?void 0:r.call(n,t))&amp;&amp;void 0!==h?h:[]}}class Cs{constructor(t,i,n,s){this.Ei=null,this.gv=null,this.Mv=!1,this.xv=new 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r=this.Vv.canvasElement;r.style.position=&quot;absolute&quot;,r.style.zIndex=&quot;2&quot;,r.style.left=&quot;0&quot;,r.style.top=&quot;0&quot;;const h={tv:this.zv.bind(this),Jf:this.zv.bind(this),$f:this.Ev.bind(this),jf:this.Ev.bind(this),iv:this.Iv.bind(this),Xf:this.Lv.bind(this),qf:this.Lv.bind(this),Pf:this.Nv.bind(this),yf:this.Nv.bind(this),zf:this.Fv.bind(this),_v:this.Wv.bind(this)};this.jv=new ms(this.Vv.canvasElement,h,{Ff:()=&gt;!this._n.handleScroll.vertTouchDrag,Wf:()=&gt;!0})}S(){this.jv.S(),this.Vv.unsubscribeSuggestedBitmapSizeChanged(this.Tv),cs(this.Vv.canvasElement),this.Vv.dispose(),this.Bv.unsubscribeSuggestedBitmapSizeChanged(this.kv),cs(this.Bv.canvasElement),this.Bv.dispose(),null!==this.Ei&amp;&amp;this.Ei.$o().p(this),this.Ei=null}Hv(){return this.Av}P(){return this.mo.fontSize}$v(){const t=this.kc.W();return this.Zr!==t.R&amp;&amp;(this.xv.Qe(),this.Zr=t.R),t}Uv(){if(null===this.Ei)return 0;let t=0;const 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f(this.gv).width}Zi(t){this.Ei!==t&amp;&amp;(null!==this.Ei&amp;&amp;this.Ei.$o().p(this),this.Ei=t,t.$o().l(this.ao.bind(this),this))}Dt(){return this.Ei}Qe(){const t=this.Qi.Zv();this.Qi.Cv().$t().A_(t,f(this.Dt()))}Gv(t){if(null===this.gv)return;if(1!==t){this.Jv(),this.Bv.applySuggestedBitmapSize();const t=ss(this.Bv);null!==t&amp;&amp;(t.useBitmapCoordinateSpace((t=&gt;{this.Qv(t),this.Ae(t)})),this.Qi.tp(t,this.Ov),this.ip(t),this.Qi.tp(t,this.Rv),this.np(t))}this.Vv.applySuggestedBitmapSize();const i=ss(this.Vv);null!==i&amp;&amp;(i.useBitmapCoordinateSpace((({context:t,bitmapSize:i})=&gt;{t.clearRect(0,0,i.width,i.height)})),this.sp(i),this.Qi.tp(i,this.Dv))}ep(){return this.Bv.bitmapSize}rp(t,i,n){const s=this.ep();s.width&gt;0&amp;&amp;s.height&gt;0&amp;&amp;t.drawImage(this.Bv.canvasElement,i,n)}bt(){var t;null===(t=this.Ei)||void 0===t||t.Ia()}zv(t){if(null===this.Ei||this.Ei.Li()||!this._n.handleScale.axisPressedMouseMove.price)return;const 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s=t.filter((t=&gt;t.Si()&lt;=n)),e=t.filter((t=&gt;t.Si()&gt;n));s.sort(((t,i)=&gt;i.Si()-t.Si())),s.length&amp;&amp;e.length&amp;&amp;e.push(s[0]),e.sort(((t,i)=&gt;t.Si()-i.Si()));for(const n of t){const t=Math.floor(n.Vt(i)/2),s=n.Si();s&gt;-t&amp;&amp;s&lt;t&amp;&amp;n.Oi(t),s&gt;this.gv.height-t&amp;&amp;s&lt;this.gv.height+t&amp;&amp;n.Oi(this.gv.height-t)}for(let t=1;t&lt;s.length;t++){const n=s[t],e=s[t-1],r=e.Vt(i,!1),h=n.Si(),l=e.Di();h&gt;l-r&amp;&amp;n.Oi(l-r)}for(let t=1;t&lt;e.length;t++){const n=e[t],s=e[t-1],r=s.Vt(i,!0),h=n.Si(),l=s.Di();h&lt;l+r&amp;&amp;n.Oi(l+r)}}np(t){if(null===this.gv)return;const i=this.Yv(),n=this.$v(),s=this.Pv?&quot;right&quot;:&quot;left&quot;;i.forEach((i=&gt;{if(i.Bi()){i.gt(f(this.Ei)).K(t,n,this.xv,s)}}))}sp(t){if(null===this.gv||null===this.Ei)return;const i=this.Qi.Cv().$t(),n=[],s=this.Qi.Zv(),e=i.Wc().Tn(s,this.Ei);e.length&amp;&amp;n.push(e);const r=this.$v(),h=this.Pv?&quot;right&quot;:&quot;left&quot;;n.forEach((i=&gt;{i.forEach((i=&gt;{i.gt(f(this.Ei)).K(t,r,this.xv,h)}))}))}hp(t){this.Av.style.cursor=1===t?&quot;ns-resize&quot;:&quot;default&quot;}ao(){const t=this.Uv();this.Sv&lt;t&amp;&amp;this.Qi.Cv().$t().$l(),this.Sv=t}qv(){return z(this.mo.fontSize,this.mo.fontFamily)}}function Ts(t,i){var n,s;return null!==(s=null===(n=t.ra)||void 0===n?void 0:n.call(t,i))&amp;&amp;void 0!==s?s:[]}function Ps(t,i){var n,s;return null!==(s=null===(n=t.Cn)||void 0===n?void 0:n.call(t,i))&amp;&amp;void 0!==s?s:[]}function Rs(t,i){var n,s;return null!==(s=null===(n=t.Gi)||void 0===n?void 0:n.call(t,i))&amp;&amp;void 0!==s?s:[]}function Ds(t,i){var n,s;return null!==(s=null===(n=t.na)||void 0===n?void 0:n.call(t,i))&amp;&amp;void 0!==s?s:[]}class Os{constructor(t,i){this.gv=Gn({width:0,height:0}),this.ap=null,this.op=null,this._p=null,this.up=!1,this.cp=new k,this.dp=new k,this.fp=0,this.vp=!1,this.pp=null,this.mp=!1,this.bp=null,this.wp=null,this.yv=!1,this.kv=()=&gt;{this.yv||null===this.gp||this.Hi().Nh()},this.Tv=()=&gt;{this.yv||null===this.gp||this.Hi().Nh()},this.Mp=t,this.gp=i,this.gp.z_().l(this.xp.bind(this),this,!0),this.Sp=document.createElement(&quot;td&quot;),this.Sp.style.padding=&quot;0&quot;,this.Sp.style.position=&quot;relative&quot;;const n=document.createElement(&quot;div&quot;);n.style.width=&quot;100%&quot;,n.style.height=&quot;100%&quot;,n.style.position=&quot;relative&quot;,n.style.overflow=&quot;hidden&quot;,this.yp=document.createElement(&quot;td&quot;),this.yp.style.padding=&quot;0&quot;,this.kp=document.createElement(&quot;td&quot;),this.kp.style.padding=&quot;0&quot;,this.Sp.appendChild(n),this.Bv=us(n,Gn({width:16,height:16})),this.Bv.subscribeSuggestedBitmapSizeChanged(this.kv);const s=this.Bv.canvasElement;s.style.position=&quot;absolute&quot;,s.style.zIndex=&quot;1&quot;,s.style.left=&quot;0&quot;,s.style.top=&quot;0&quot;,this.Vv=us(n,Gn({width:16,height:16})),this.Vv.subscribeSuggestedBitmapSizeChanged(this.Tv);const e=this.Vv.canvasElement;e.style.position=&quot;absolute&quot;,e.style.zIndex=&quot;2&quot;,e.style.left=&quot;0&quot;,e.style.top=&quot;0&quot;,this.Cp=document.createElement(&quot;tr&quot;),this.Cp.appendChild(this.yp),this.Cp.appendChild(this.Sp),this.Cp.appendChild(this.kp),this.Tp(),this.jv=new ms(this.Vv.canvasElement,this,{Ff:()=&gt;null===this.pp&amp;&amp;!this.Mp.W().handleScroll.vertTouchDrag,Wf:()=&gt;null===this.pp&amp;&amp;!this.Mp.W().handleScroll.horzTouchDrag})}S(){null!==this.ap&amp;&amp;this.ap.S(),null!==this.op&amp;&amp;this.op.S(),this.Vv.unsubscribeSuggestedBitmapSizeChanged(this.Tv),cs(this.Vv.canvasElement),this.Vv.dispose(),this.Bv.unsubscribeSuggestedBitmapSizeChanged(this.kv),cs(this.Bv.canvasElement),this.Bv.dispose(),null!==this.gp&amp;&amp;this.gp.z_().p(this),this.jv.S()}Zv(){return f(this.gp)}Pp(t){null!==this.gp&amp;&amp;this.gp.z_().p(this),this.gp=t,null!==this.gp&amp;&amp;this.gp.z_().l(Os.prototype.xp.bind(this),this,!0),this.Tp()}Cv(){return this.Mp}Hv(){return this.Cp}Tp(){if(null!==this.gp&amp;&amp;(this.Rp(),0!==this.Hi().wt().length)){if(null!==this.ap){const t=this.gp.S_();this.ap.Zi(f(t))}if(null!==this.op){const t=this.gp.y_();this.op.Zi(f(t))}}}Dp(){null!==this.ap&amp;&amp;this.ap.bt(),null!==this.op&amp;&amp;this.op.bt()}v_(){return null!==this.gp?this.gp.v_():0}p_(t){this.gp&amp;&amp;this.gp.p_(t)}zf(t){if(!this.gp)return;this.Op();const i=t.localX,n=t.localY;this.Ap(i,n,t)}tv(t){this.Op(),this.Bp(),this.Ap(t.localX,t.localY,t)}Ef(t){var i;if(!this.gp)return;this.Op();const n=t.localX,s=t.localY;this.Ap(n,s,t);const e=this.pr(n,s);this.Mp.Vp(null!==(i=null==e?void 0:e.wv)&amp;&amp;void 0!==i?i:null),this.Hi().zc(e&amp;&amp;{Ec:e.Ec,mv:e.mv})}Kf(t){null!==this.gp&amp;&amp;(this.Op(),this.zp(t))}Pf(t){null!==this.gp&amp;&amp;this.Ep(this.dp,t)}yf(t){this.Pf(t)}$f(t){this.Op(),this.Ip(t),this.Ap(t.localX,t.localY,t)}Xf(t){null!==this.gp&amp;&amp;(this.Op(),this.vp=!1,this.Lp(t))}Yf(t){null!==this.gp&amp;&amp;this.zp(t)}uv(t){if(this.vp=!0,null===this.pp){const i={x:t.localX,y:t.localY};this.Np(i,i,t)}}_v(t){null!==this.gp&amp;&amp;(this.Op(),this.gp.$t().zc(null),this.Fp())}Wp(){return this.cp}jp(){return this.dp}ev(){this.fp=1,this.Hi().Hn()}rv(t,i){if(!this.Mp.W().handleScale.pinch)return;const n=5*(i-this.fp);this.fp=i,this.Hi().qc(t.nt,n)}Jf(t){this.vp=!1,this.mp=null!==this.pp,this.Bp();const i=this.Hi().Wc();null!==this.pp&amp;&amp;i.kt()&amp;&amp;(this.bp={x:i.Yt(),y:i.Xt()},this.pp={x:t.localX,y:t.localY})}jf(t){if(null===this.gp)return;const i=t.localX,n=t.localY;if(null===this.pp)this.Ip(t);else{this.mp=!1;const s=f(this.bp),e=s.x+(i-this.pp.x),r=s.y+(n-this.pp.y);this.Ap(e,r,t)}}qf(t){0===this.Cv().W().trackingMode.exitMode&amp;&amp;(this.mp=!0),this.Hp(),this.Lp(t)}pr(t,i){const n=this.gp;return null===n?null:function(t,i,n){const s=t.No(),e=function(t,i,n){var s,e;let r,h;for(const o of t){const t=null!==(e=null===(s=o.oa)||void 0===s?void 0:s.call(o,i,n))&amp;&amp;void 0!==e?e:[];for(const i of t)l=i.zOrder,(!(a=null==r?void 0:r.zOrder)||&quot;top&quot;===l&amp;&amp;&quot;top&quot;!==a||&quot;normal&quot;===l&amp;&amp;&quot;bottom&quot;===a)&amp;&amp;(r=i,h=o)}var l,a;return r&amp;&amp;h?{bv:r,Ec:h}:null}(s,i,n);if(&quot;top&quot;===(null==e?void 0:e.bv.zOrder))return Ss(e);for(const r of s){if(e&amp;&amp;e.Ec===r&amp;&amp;&quot;bottom&quot;!==e.bv.zOrder&amp;&amp;!e.bv.isBackground)return Ss(e);const s=ys(r.Cn(t),i,n);if(null!==s)return{Ec:r,vv:s.vv,mv:s.mv};if(e&amp;&amp;e.Ec===r&amp;&amp;&quot;bottom&quot;!==e.bv.zOrder&amp;&amp;e.bv.isBackground)return Ss(e)}return(null==e?void 0:e.bv)?Ss(e):null}(n,t,i)}$p(t,i){f(&quot;left&quot;===i?this.ap:this.op).Xv(Gn({width:t,height:this.gv.height}))}Up(){return this.gv}Xv(t){Jn(this.gv,t)||(this.gv=t,this.yv=!0,this.Bv.resizeCanvasElement(t),this.Vv.resizeCanvasElement(t),this.yv=!1,this.Sp.style.width=t.width+&quot;px&quot;,this.Sp.style.height=t.height+&quot;px&quot;)}qp(){const t=f(this.gp);t.x_(t.S_()),t.x_(t.y_());for(const i of t.Ta())if(t.ur(i)){const n=i.Dt();null!==n&amp;&amp;t.x_(n),i.Rn()}}ep(){return this.Bv.bitmapSize}rp(t,i,n){const s=this.ep();s.width&gt;0&amp;&amp;s.height&gt;0&amp;&amp;t.drawImage(this.Bv.canvasElement,i,n)}Gv(t){if(0===t)return;if(null===this.gp)return;if(t&gt;1&amp;&amp;this.qp(),null!==this.ap&amp;&amp;this.ap.Gv(t),null!==this.op&amp;&amp;this.op.Gv(t),1!==t){this.Bv.applySuggestedBitmapSize();const t=ss(this.Bv);null!==t&amp;&amp;(t.useBitmapCoordinateSpace((t=&gt;{this.Qv(t)})),this.gp&amp;&amp;(this.Yp(t,Ts),this.Xp(t),this.Kp(t),this.Yp(t,Ps),this.Yp(t,Rs)))}this.Vv.applySuggestedBitmapSize();const i=ss(this.Vv);null!==i&amp;&amp;(i.useBitmapCoordinateSpace((({context:t,bitmapSize:i})=&gt;{t.clearRect(0,0,i.width,i.height)})),this.Zp(i),this.Yp(i,Ds))}Gp(){return this.ap}Jp(){return this.op}tp(t,i){this.Yp(t,i)}xp(){null!==this.gp&amp;&amp;this.gp.z_().p(this),this.gp=null}zp(t){this.Ep(this.cp,t)}Ep(t,i){const n=i.localX,s=i.localY;t.M()&amp;&amp;t.m(this.Hi().St().Bu(n),{x:n,y:s},i)}Qv({context:t,bitmapSize:i}){const{width:n,height:s}=i,e=this.Hi(),r=e.q(),h=e._d();r===h?q(t,0,0,n,s,h):Z(t,0,0,n,s,r,h)}Xp(t){const i=f(this.gp).E_().Fh().gt();null!==i&amp;&amp;i.K(t,!1)}Kp(t){const i=this.Hi().Fc();this.Qp(t,Ps,ds,i),this.Qp(t,Ps,fs,i)}Zp(t){this.Qp(t,Ps,fs,this.Hi().Wc())}Yp(t,i){const n=f(this.gp).No();for(const s of n)this.Qp(t,i,ds,s);for(const s of n)this.Qp(t,i,fs,s)}Qp(t,i,n,s){const e=f(this.gp),r=e.$t().Vc(),h=null!==r&amp;&amp;r.Ec===s,l=null!==r&amp;&amp;h&amp;&amp;void 0!==r.mv?r.mv.br:void 0;vs(i,(i=&gt;n(i,t,h,l)),s,e)}Rp(){if(null===this.gp)return;const t=this.Mp,i=this.gp.S_().W().visible,n=this.gp.y_().W().visible;i||null===this.ap||(this.yp.removeChild(this.ap.Hv()),this.ap.S(),this.ap=null),n||null===this.op||(this.kp.removeChild(this.op.Hv()),this.op.S(),this.op=null);const s=t.$t().ed();i&amp;&amp;null===this.ap&amp;&amp;(this.ap=new Cs(this,t.W(),s,&quot;left&quot;),this.yp.appendChild(this.ap.Hv())),n&amp;&amp;null===this.op&amp;&amp;(this.op=new Cs(this,t.W(),s,&quot;right&quot;),this.kp.appendChild(this.op.Hv()))}tm(t){return t.cv&amp;&amp;this.vp||null!==this.pp}im(t){return Math.max(0,Math.min(t,this.gv.width-1))}nm(t){return Math.max(0,Math.min(t,this.gv.height-1))}Ap(t,i,n){this.Hi().Qc(this.im(t),this.nm(i),n,f(this.gp))}Fp(){this.Hi().nd()}Hp(){this.mp&amp;&amp;(this.pp=null,this.Fp())}Np(t,i,n){this.pp=t,this.mp=!1,this.Ap(i.x,i.y,n);const s=this.Hi().Wc();this.bp={x:s.Yt(),y:s.Xt()}}Hi(){return this.Mp.$t()}Lp(t){if(!this.up)return;const i=this.Hi(),n=this.Zv();if(i.D_(n,n.dn()),this._p=null,this.up=!1,i.Zc(),null!==this.wp){const t=performance.now(),n=i.St();this.wp.Pr(n.Iu(),t),this.wp.Yu(t)||i.qn(this.wp)}}Op(){this.pp=null}Bp(){if(!this.gp)return;if(this.Hi().Hn(),document.activeElement!==document.body&amp;&amp;document.activeElement!==document.documentElement)f(document.activeElement).blur();else{const t=document.getSelection();null!==t&amp;&amp;t.removeAllRanges()}!this.gp.dn().Li()&amp;&amp;this.Hi().St().Li()}Ip(t){if(null===this.gp)return;const i=this.Hi(),n=i.St();if(n.Li())return;const s=this.Mp.W(),e=s.handleScroll,r=s.kineticScroll;if((!e.pressedMouseMove||t.cv)&amp;&amp;(!e.horzTouchDrag&amp;&amp;!e.vertTouchDrag||!t.cv))return;const h=this.gp.dn(),l=performance.now();if(null!==this._p||this.tm(t)||(this._p={x:t.clientX,y:t.clientY,kd:l,sm:t.localX,rm:t.localY}),null!==this._p&amp;&amp;!this.up&amp;&amp;(this._p.x!==t.clientX||this._p.y!==t.clientY)){if(t.cv&amp;&amp;r.touch||!t.cv&amp;&amp;r.mouse){const t=n.ee();this.wp=new _s(.2/t,7/t,.997,15/t),this.wp.Fd(n.Iu(),this._p.kd)}else 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this.gv}Xv(t){Jn(this.gv,t)||(this.gv=t,this.Bv.resizeCanvasElement(t),this.Av.style.width=`${t.width}px`,this.Av.style.height=`${t.height}px`,this.ft=!0)}Gv(t){if(t&lt;3&amp;&amp;!this.ft)return;if(0===this.gv.width||0===this.gv.height)return;this.ft=!1,this.Bv.applySuggestedBitmapSize();const i=ss(this.Bv);null!==i&amp;&amp;i.useBitmapCoordinateSpace((t=&gt;{this.Qv(t),this.Ae(t)}))}ep(){return this.Bv.bitmapSize}rp(t,i,n){const s=this.ep();s.width&gt;0&amp;&amp;s.height&gt;0&amp;&amp;t.drawImage(this.Bv.canvasElement,i,n)}Ae({context:t,bitmapSize:i,horizontalPixelRatio:n,verticalPixelRatio:s}){if(!this.hm())return;t.fillStyle=this._n.timeScale.borderColor;const e=Math.floor(this.kc.W().C*n),r=Math.floor(this.kc.W().C*s),h=this.Pv?i.width-e:0;t.fillRect(h,0,e,r)}Qv({context:t,bitmapSize:i}){q(t,0,0,i.width,i.height,this.lm())}}function Bs(t){return i=&gt;{var n,s;return null!==(s=null===(n=i.aa)||void 0===n?void 0:n.call(i,t))&amp;&amp;void 0!==s?s:[]}}const Vs=Bs(&quot;normal&quot;),zs=Bs(&quot;top&quot;),Es=Bs(&quot;bottom&quot;);class Is{constructor(t,i){this.am=null,this.om=null,this.k=null,this._m=!1,this.gv=Gn({width:0,height:0}),this.um=new k,this.xv=new Jt(5),this.yv=!1,this.kv=()=&gt;{this.yv||this.Mp.$t().Nh()},this.Tv=()=&gt;{this.yv||this.Mp.$t().Nh()},this.Mp=t,this.N_=i,this._n=t.W().layout,this.dm=document.createElement(&quot;tr&quot;),this.fm=document.createElement(&quot;td&quot;),this.fm.style.padding=&quot;0&quot;,this.vm=document.createElement(&quot;td&quot;),this.vm.style.padding=&quot;0&quot;,this.Av=document.createElement(&quot;td&quot;),this.Av.style.height=&quot;25px&quot;,this.Av.style.padding=&quot;0&quot;,this.pm=document.createElement(&quot;div&quot;),this.pm.style.width=&quot;100%&quot;,this.pm.style.height=&quot;100%&quot;,this.pm.style.position=&quot;relative&quot;,this.pm.style.overflow=&quot;hidden&quot;,this.Av.appendChild(this.pm),this.Bv=us(this.pm,Gn({width:16,height:16})),this.Bv.subscribeSuggestedBitmapSizeChanged(this.kv);const 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Object.assign(Object.assign({},t.We),{time:i})}const de={vertLine:{color:&quot;#9598A1&quot;,width:1,style:3,visible:!0,labelVisible:!0,labelBackgroundColor:&quot;#131722&quot;},horzLine:{color:&quot;#9598A1&quot;,width:1,style:3,visible:!0,labelVisible:!0,labelBackgroundColor:&quot;#131722&quot;},mode:1},fe={vertLines:{color:&quot;#D6DCDE&quot;,style:0,visible:!0},horzLines:{color:&quot;#D6DCDE&quot;,style:0,visible:!0}},ve={background:{type:&quot;solid&quot;,color:&quot;#FFFFFF&quot;},textColor:&quot;#191919&quot;,fontSize:12,fontFamily:V},pe={autoScale:!0,mode:0,invertScale:!1,alignLabels:!0,borderVisible:!0,borderColor:&quot;#2B2B43&quot;,entireTextOnly:!1,visible:!1,ticksVisible:!1,scaleMargins:{bottom:.1,top:.2},minimumWidth:0},me={rightOffset:0,barSpacing:6,minBarSpacing:.5,fixLeftEdge:!1,fixRightEdge:!1,lockVisibleTimeRangeOnResize:!1,rightBarStaysOnScroll:!1,borderVisible:!0,borderColor:&quot;#2B2B43&quot;,visible:!0,timeVisible:!1,secondsVisible:!0,shiftVisibleRangeOnNewBar:!0,allowShiftVisibleRangeOnWhitespaceReplacement:!1,ticksVisible:!1,uniformDistribution:!1,minimumHeight:0,allowBoldLabels:!0},be={color:&quot;rgba(0, 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h{_type=&quot;HorizontalLine&quot;;_paneViews;_point;_callbackName;_priceAxisViews;_startDragPoint=null;constructor(t,e,i=null){super(e),this._point=t,this._point.time=null,this._paneViews=[new v(this)],this._priceAxisViews=[new g(this)],this._callbackName=i}get points(){return[this._point]}updatePoints(...t){for(const e of t)e&amp;&amp;(this._point.price=e.price);this.requestUpdate()}updateAllViews(){this._paneViews.forEach((t=&gt;t.update())),this._priceAxisViews.forEach((t=&gt;t.update()))}priceAxisViews(){return this._priceAxisViews}_moveToState(t){switch(t){case l.NONE:document.body.style.cursor=&quot;default&quot;,this._unsubscribe(&quot;mousedown&quot;,this._handleMouseDownInteraction);break;case l.HOVERING:document.body.style.cursor=&quot;pointer&quot;,this._unsubscribe(&quot;mouseup&quot;,this._childHandleMouseUpInteraction),this._subscribe(&quot;mousedown&quot;,this._handleMouseDownInteraction),this.chart.applyOptions({handleScroll:!0});break;case l.DRAGGING:document.body.style.cursor=&quot;grabbing&quot;,this._subscribe(&quot;mouseup&quot;,this._childHandleMouseUpInteraction),this.chart.applyOptions({handleScroll:!1})}this._state=t}_onDrag(t){this._addDiffToPoint(this._point,0,t.price),this.requestUpdate()}_mouseIsOverDrawing(t,e=4){if(!t.point)return!1;const i=this.series.priceToCoordinate(this._point.price);return!!i&amp;&amp;Math.abs(i-t.point.y)&lt;e}_onMouseDown(){this._startDragPoint=null;if(this._latestHoverPoint)return this._moveToState(l.DRAGGING)}_childHandleMouseUpInteraction=()=&gt;{this._handleMouseUpInteraction(),this._callbackName&amp;&amp;window.callbackFunction(`${this._callbackName}_~_${this._point.price.toFixed(8)}`)}}class y{_chart;_series;_finishDrawingCallback=null;_drawings=[];_activeDrawing=null;_isDrawing=!1;_drawingType=null;constructor(t,e,i=null){this._chart=t,this._series=e,this._finishDrawingCallback=i,this._chart.subscribeClick(this._clickHandler),this._chart.subscribeCrosshairMove(this._moveHandler)}_clickHandler=t=&gt;this._onClick(t);_moveHandler=t=&gt;this._onMouseMove(t);beginDrawing(t){this._drawingType=t,this._isDrawing=!0}stopDrawing(){this._isDrawing=!1,this._activeDrawing=null}get drawings(){return this._drawings}addNewDrawing(t){this._series.attachPrimitive(t),this._drawings.push(t)}delete(t){if(null==t)return;const e=this._drawings.indexOf(t);-1!=e&amp;&amp;(this._drawings.splice(e,1),t.detach())}clearDrawings(){for(const t of this._drawings)t.detach();this._drawings=[]}repositionOnTime(){for(const t of this.drawings){const e=[];for(const i of t.points){if(!i){e.push(i);continue}const t=i.time?this._chart.timeScale().coordinateToLogical(this._chart.timeScale().timeToCoordinate(i.time)||0):i.logical;e.push({time:i.time,logical:t,price:i.price})}t.updatePoints(...e)}}_onClick(t){if(!this._isDrawing)return;const e=h._eventToPoint(t,this._series);if(e)if(null==this._activeDrawing){if(null==this._drawingType)return;this._activeDrawing=new this._drawingType(e,e),this._series.attachPrimitive(this._activeDrawing),this._drawingType==w&amp;&amp;this._onClick(t)}else{if(this._drawings.push(this._activeDrawing),this.stopDrawing(),!this._finishDrawingCallback)return;this._finishDrawingCallback()}}_onMouseMove(t){if(!t)return;for(const e of this._drawings)e._handleHoverInteraction(t);if(!this._isDrawing||!this._activeDrawing)return;const e=h._eventToPoint(t,this._series);e&amp;&amp;this._activeDrawing.updatePoints(null,e)}}class b extends c{constructor(t,e,i,s){super(t,e,i,s)}draw(t){t.useBitmapCoordinateSpace((t=&gt;{if(null===this._p1.x||null===this._p1.y||null===this._p2.x||null===this._p2.y)return;const e=t.context,i=this._getScaledCoordinates(t);i&amp;&amp;(e.lineWidth=this._options.width,e.strokeStyle=this._options.lineColor,p(e,this._options.lineStyle),e.beginPath(),e.moveTo(i.x1,i.y1),e.lineTo(i.x2,i.y2),e.stroke(),this._hovered&amp;&amp;(this._drawEndCircle(t,i.x1,i.y1),this._drawEndCircle(t,i.x2,i.y2)))}))}}class x extends m{constructor(t){super(t)}renderer(){return new b(this._p1,this._p2,this._source._options,this._source.hovered)}}class f extends h{_paneViews=[];_hovered=!1;constructor(t,e,i){super(),this.points.push(t),this.points.push(e),this._options={...a,...i}}setFirstPoint(t){this.updatePoints(t)}setSecondPoint(t){this.updatePoints(null,t)}get p1(){return this.points[0]}get p2(){return this.points[1]}get hovered(){return this._hovered}}class C extends f{_type=&quot;TrendLine&quot;;constructor(t,e,i){super(t,e,i),this._paneViews=[new x(this)]}_moveToState(t){switch(t){case l.NONE:document.body.style.cursor=&quot;default&quot;,this._hovered=!1,this.requestUpdate(),this._unsubscribe(&quot;mousedown&quot;,this._handleMouseDownInteraction);break;case l.HOVERING:document.body.style.cursor=&quot;pointer&quot;,this._hovered=!0,this.requestUpdate(),this._subscribe(&quot;mousedown&quot;,this._handleMouseDownInteraction),this._unsubscribe(&quot;mouseup&quot;,this._handleMouseDownInteraction),this.chart.applyOptions({handleScroll:!0});break;case l.DRAGGINGP1:case l.DRAGGINGP2:case l.DRAGGING:document.body.style.cursor=&quot;grabbing&quot;,this._subscribe(&quot;mouseup&quot;,this._handleMouseUpInteraction),this.chart.applyOptions({handleScroll:!1})}this._state=t}_onDrag(t){this._state!=l.DRAGGING&amp;&amp;this._state!=l.DRAGGINGP1||this._addDiffToPoint(this.p1,t.logical,t.price),this._state!=l.DRAGGING&amp;&amp;this._state!=l.DRAGGINGP2||this._addDiffToPoint(this.p2,t.logical,t.price)}_onMouseDown(){this._startDragPoint=null;const t=this._latestHoverPoint;if(!t)return;const e=this._paneViews[0]._p1,i=this._paneViews[0]._p2;if(!(e.x&amp;&amp;i.x&amp;&amp;e.y&amp;&amp;i.y))return this._moveToState(l.DRAGGING);Math.abs(t.x-e.x)&lt;10&amp;&amp;Math.abs(t.y-e.y)&lt;10?this._moveToState(l.DRAGGINGP1):Math.abs(t.x-i.x)&lt;10&amp;&amp;Math.abs(t.y-i.y)&lt;10?this._moveToState(l.DRAGGINGP2):this._moveToState(l.DRAGGING)}_mouseIsOverDrawing(t,e=4){if(!t.point)return!1;const i=this._paneViews[0]._p1.x,s=this._paneViews[0]._p1.y,o=this._paneViews[0]._p2.x,n=this._paneViews[0]._p2.y;if(!(i&amp;&amp;o&amp;&amp;s&amp;&amp;n))return!1;const r=t.point.x,a=t.point.y;if(r&lt;=Math.min(i,o)-e||r&gt;=Math.max(i,o)+e)return!1;return Math.abs((n-s)*r-(o-i)*a+o*s-n*i)/Math.sqrt((n-s)**2+(o-i)**2)&lt;=e}}class D extends c{constructor(t,e,i,s){super(t,e,i,s)}draw(t){t.useBitmapCoordinateSpace((t=&gt;{const e=t.context,i=this._getScaledCoordinates(t);if(!i)return;e.lineWidth=this._options.width,e.strokeStyle=this._options.lineColor,p(e,this._options.lineStyle),e.fillStyle=this._options.fillColor;const s=Math.min(i.x1,i.x2),o=Math.min(i.y1,i.y2),n=Math.abs(i.x1-i.x2),r=Math.abs(i.y1-i.y2);e.strokeRect(s,o,n,r),e.fillRect(s,o,n,r),this._hovered&amp;&amp;(this._drawEndCircle(t,s,o),this._drawEndCircle(t,s+n,o),this._drawEndCircle(t,s+n,o+r),this._drawEndCircle(t,s,o+r))}))}}class E extends m{constructor(t){super(t)}renderer(){return new D(this._p1,this._p2,this._source._options,this._source.hovered)}}const k={fillEnabled:!0,fillColor:&quot;rgba(255, 255, 255, 0.2)&quot;,...a};class L extends f{_type=&quot;Box&quot;;constructor(t,e,i){super(t,e,i),this._options={...k,...i},this._paneViews=[new E(this)]}_moveToState(t){switch(t){case l.NONE:document.body.style.cursor=&quot;default&quot;,this._hovered=!1,this._unsubscribe(&quot;mousedown&quot;,this._handleMouseDownInteraction);break;case l.HOVERING:document.body.style.cursor=&quot;pointer&quot;,this._hovered=!0,this._unsubscribe(&quot;mouseup&quot;,this._handleMouseUpInteraction),this._subscribe(&quot;mousedown&quot;,this._handleMouseDownInteraction),this.chart.applyOptions({handleScroll:!0});break;case l.DRAGGINGP1:case l.DRAGGINGP2:case l.DRAGGINGP3:case l.DRAGGINGP4:case l.DRAGGING:document.body.style.cursor=&quot;grabbing&quot;,document.body.addEventListener(&quot;mouseup&quot;,this._handleMouseUpInteraction),this._subscribe(&quot;mouseup&quot;,this._handleMouseUpInteraction),this.chart.applyOptions({handleScroll:!1})}this._state=t}_onDrag(t){this._state!=l.DRAGGING&amp;&amp;this._state!=l.DRAGGINGP1||this._addDiffToPoint(this.p1,t.logical,t.price),this._state!=l.DRAGGING&amp;&amp;this._state!=l.DRAGGINGP2||this._addDiffToPoint(this.p2,t.logical,t.price),this._state!=l.DRAGGING&amp;&amp;(this._state==l.DRAGGINGP3&amp;&amp;(this._addDiffToPoint(this.p1,t.logical,0),this._addDiffToPoint(this.p2,0,t.price)),this._state==l.DRAGGINGP4&amp;&amp;(this._addDiffToPoint(this.p1,0,t.price),this._addDiffToPoint(this.p2,t.logical,0)))}_onMouseDown(){this._startDragPoint=null;const t=this._latestHoverPoint,e=this._paneViews[0]._p1,i=this._paneViews[0]._p2;if(!(e.x&amp;&amp;i.x&amp;&amp;e.y&amp;&amp;i.y))return this._moveToState(l.DRAGGING);const s=10;Math.abs(t.x-e.x)&lt;s&amp;&amp;Math.abs(t.y-e.y)&lt;s?this._moveToState(l.DRAGGINGP1):Math.abs(t.x-i.x)&lt;s&amp;&amp;Math.abs(t.y-i.y)&lt;s?this._moveToState(l.DRAGGINGP2):Math.abs(t.x-e.x)&lt;s&amp;&amp;Math.abs(t.y-i.y)&lt;s?this._moveToState(l.DRAGGINGP3):Math.abs(t.x-i.x)&lt;s&amp;&amp;Math.abs(t.y-e.y)&lt;s?this._moveToState(l.DRAGGINGP4):this._moveToState(l.DRAGGING)}_mouseIsOverDrawing(t,e=4){if(!t.point)return!1;const i=this._paneViews[0]._p1.x,s=this._paneViews[0]._p1.y,o=this._paneViews[0]._p2.x,n=this._paneViews[0]._p2.y;if(!(i&amp;&amp;o&amp;&amp;s&amp;&amp;n))return!1;const r=t.point.x,a=t.point.y,l=Math.min(i,o),h=Math.min(s,n),d=Math.abs(i-o),c=Math.abs(s-n),p=e/2;return r&gt;l-p&amp;&amp;r&lt;l+d+p&amp;&amp;a&gt;h-p&amp;&amp;a&lt;h+c+p}}class S{colorOption;static colors=[&quot;#EBB0B0&quot;,&quot;#E9CEA1&quot;,&quot;#E5DF80&quot;,&quot;#ADEB97&quot;,&quot;#A3C3EA&quot;,&quot;#D8BDED&quot;,&quot;#E15F5D&quot;,&quot;#E1B45F&quot;,&quot;#E2D947&quot;,&quot;#4BE940&quot;,&quot;#639AE1&quot;,&quot;#D7A0E8&quot;,&quot;#E42C2A&quot;,&quot;#E49D30&quot;,&quot;#E7D827&quot;,&quot;#3CFF0A&quot;,&quot;#3275E4&quot;,&quot;#B06CE3&quot;,&quot;#F3000D&quot;,&quot;#EE9A14&quot;,&quot;#F1DA13&quot;,&quot;#2DFC0F&quot;,&quot;#1562EE&quot;,&quot;#BB00EF&quot;,&quot;#B50911&quot;,&quot;#E3860E&quot;,&quot;#D2BD11&quot;,&quot;#48DE0E&quot;,&quot;#1455B4&quot;,&quot;#6E009F&quot;,&quot;#7C1713&quot;,&quot;#B76B12&quot;,&quot;#8D7A13&quot;,&quot;#479C12&quot;,&quot;#165579&quot;,&quot;#51007E&quot;];_div;saveDrawings;opacity=0;_opacitySlider;_opacityLabel;rgba;constructor(t,e){this.colorOption=e,this.saveDrawings=t,this._div=document.createElement(&quot;div&quot;),this._div.classList.add(&quot;color-picker&quot;);let i=document.createElement(&quot;div&quot;);i.style.margin=&quot;10px&quot;,i.style.display=&quot;flex&quot;,i.style.flexWrap=&quot;wrap&quot;,S.colors.forEach((t=&gt;i.appendChild(this.makeColorBox(t))));let s=document.createElement(&quot;div&quot;);s.style.backgroundColor=window.pane.borderColor,s.style.height=&quot;1px&quot;,s.style.width=&quot;130px&quot;;let o=document.createElement(&quot;div&quot;);o.style.margin=&quot;10px&quot;;let n=document.createElement(&quot;div&quot;);n.style.color=&quot;lightgray&quot;,n.style.fontSize=&quot;12px&quot;,n.innerText=&quot;Opacity&quot;,this._opacityLabel=document.createElement(&quot;div&quot;),this._opacityLabel.style.color=&quot;lightgray&quot;,this._opacityLabel.style.fontSize=&quot;12px&quot;,this._opacitySlider=document.createElement(&quot;input&quot;),this._opacitySlider.type=&quot;range&quot;,this._opacitySlider.value=(100*this.opacity).toString(),this._opacityLabel.innerText=this._opacitySlider.value+&quot;%&quot;,this._opacitySlider.oninput=()=&gt;{this._opacityLabel.innerText=this._opacitySlider.value+&quot;%&quot;,this.opacity=parseInt(this._opacitySlider.value)/100,this.updateColor()},o.appendChild(n),o.appendChild(this._opacitySlider),o.appendChild(this._opacityLabel),this._div.appendChild(i),this._div.appendChild(s),this._div.appendChild(o),window.containerDiv.appendChild(this._div)}_updateOpacitySlider(){this._opacitySlider.value=(100*this.opacity).toString(),this._opacityLabel.innerText=this._opacitySlider.value+&quot;%&quot;}makeColorBox(t){const e=document.createElement(&quot;div&quot;);e.style.width=&quot;18px&quot;,e.style.height=&quot;18px&quot;,e.style.borderRadius=&quot;3px&quot;,e.style.margin=&quot;3px&quot;,e.style.boxSizing=&quot;border-box&quot;,e.style.backgroundColor=t,e.addEventListener(&quot;mouseover&quot;,(()=&gt;e.style.border=&quot;2px solid lightgray&quot;)),e.addEventListener(&quot;mouseout&quot;,(()=&gt;e.style.border=&quot;none&quot;));const i=S.extractRGBA(t);return e.addEventListener(&quot;click&quot;,(()=&gt;{this.rgba=i,this.updateColor()})),e}static extractRGBA(t){const e=document.createElement(&quot;div&quot;);e.style.color=t,document.body.appendChild(e);const i=getComputedStyle(e).color;document.body.removeChild(e);const s=i.match(/\\d+/g)?.map(Number);if(!s)return[];let o=i.includes(&quot;rgba&quot;)?parseFloat(i.split(&quot;,&quot;)[3]):1;return[s[0],s[1],s[2],o]}updateColor(){if(!h.lastHoveredObject||!this.rgba)return;const t=`rgba(${this.rgba[0]}, ${this.rgba[1]}, ${this.rgba[2]}, ${this.opacity})`;h.lastHoveredObject.applyOptions({[this.colorOption]:t}),this.saveDrawings()}openMenu(t){h.lastHoveredObject&amp;&amp;(this.rgba=S.extractRGBA(h.lastHoveredObject._options[this.colorOption]),this.opacity=this.rgba[3],this._updateOpacitySlider(),this._div.style.top=t.top-30+&quot;px&quot;,this._div.style.left=t.right+&quot;px&quot;,this._div.style.display=&quot;flex&quot;,setTimeout((()=&gt;document.addEventListener(&quot;mousedown&quot;,(t=&gt;{this._div.contains(t.target)||this.closeMenu()}))),10))}closeMenu(){document.body.removeEventListener(&quot;click&quot;,this.closeMenu),this._div.style.display=&quot;none&quot;}}class G{static _styles=[{name:&quot;Solid&quot;,var:e.LineStyle.Solid},{name:&quot;Dotted&quot;,var:e.LineStyle.Dotted},{name:&quot;Dashed&quot;,var:e.LineStyle.Dashed},{name:&quot;Large Dashed&quot;,var:e.LineStyle.LargeDashed},{name:&quot;Sparse Dotted&quot;,var:e.LineStyle.SparseDotted}];_div;_saveDrawings;constructor(t){this._saveDrawings=t,this._div=document.createElement(&quot;div&quot;),this._div.classList.add(&quot;context-menu&quot;),G._styles.forEach((t=&gt;{this._div.appendChild(this._makeTextBox(t.name,t.var))})),window.containerDiv.appendChild(this._div)}_makeTextBox(t,e){const i=document.createElement(&quot;span&quot;);return i.classList.add(&quot;context-menu-item&quot;),i.innerText=t,i.addEventListener(&quot;click&quot;,(()=&gt;{h.lastHoveredObject?.applyOptions({lineStyle:e}),this._saveDrawings()})),i}openMenu(t){this._div.style.top=t.top-30+&quot;px&quot;,this._div.style.left=t.right+&quot;px&quot;,this._div.style.display=&quot;block&quot;,setTimeout((()=&gt;document.addEventListener(&quot;mousedown&quot;,(t=&gt;{this._div.contains(t.target)||this.closeMenu()}))),10)}closeMenu(){document.removeEventListener(&quot;click&quot;,this.closeMenu),this._div.style.display=&quot;none&quot;}}function T(t){const e=[];for(const i of t)0==e.length?e.push(i.toUpperCase()):i==i.toUpperCase()?e.push(&quot; &quot;+i):e.push(i);return e.join(&quot;&quot;)}class I{saveDrawings;drawingTool;div;hoverItem;items=[];constructor(t,e){this.saveDrawings=t,this.drawingTool=e,this._onRightClick=this._onRightClick.bind(this),this.div=document.createElement(&quot;div&quot;),this.div.classList.add(&quot;context-menu&quot;),document.body.appendChild(this.div),this.hoverItem=null,document.body.addEventListener(&quot;contextmenu&quot;,this._onRightClick)}_handleClick=t=&gt;this._onClick(t);_onClick(t){t.target&amp;&amp;(this.div.contains(t.target)||(this.div.style.display=&quot;none&quot;,document.body.removeEventListener(&quot;click&quot;,this._handleClick)))}_onRightClick(t){if(!h.hoveredObject)return;for(const t of this.items)this.div.removeChild(t);this.items=[];for(const t of Object.keys(h.hoveredObject._options)){let e;if(t.toLowerCase().includes(&quot;color&quot;))e=new S(this.saveDrawings,t);else{if(&quot;lineStyle&quot;!==t)continue;e=new G(this.saveDrawings)}let i=t=&gt;e.openMenu(t);this.menuItem(T(t),i,(()=&gt;{document.removeEventListener(&quot;click&quot;,e.closeMenu),e._div.style.display=&quot;none&quot;}))}this.separator(),this.menuItem(&quot;Delete Drawing&quot;,(()=&gt;this.drawingTool.delete(h.lastHoveredObject))),t.preventDefault(),this.div.style.left=t.clientX+&quot;px&quot;,this.div.style.top=t.clientY+&quot;px&quot;,this.div.style.display=&quot;block&quot;,document.body.addEventListener(&quot;click&quot;,this._handleClick)}menuItem(t,e,i=null){const s=document.createElement(&quot;span&quot;);s.classList.add(&quot;context-menu-item&quot;),this.div.appendChild(s);const o=document.createElement(&quot;span&quot;);if(o.innerText=t,o.style.pointerEvents=&quot;none&quot;,s.appendChild(o),i){let t=document.createElement(&quot;span&quot;);t.innerText=&quot;►&quot;,t.style.fontSize=&quot;8px&quot;,t.style.pointerEvents=&quot;none&quot;,s.appendChild(t)}if(s.addEventListener(&quot;mouseover&quot;,(()=&gt;{this.hoverItem&amp;&amp;this.hoverItem.closeAction&amp;&amp;this.hoverItem.closeAction(),this.hoverItem={elem:o,action:e,closeAction:i}})),i){let t;s.addEventListener(&quot;mouseover&quot;,(()=&gt;t=setTimeout((()=&gt;e(s.getBoundingClientRect())),100))),s.addEventListener(&quot;mouseout&quot;,(()=&gt;clearTimeout(t)))}else s.addEventListener(&quot;click&quot;,(t=&gt;{e(t),this.div.style.display=&quot;none&quot;}));this.items.push(s)}separator(){const t=document.createElement(&quot;div&quot;);t.style.width=&quot;90%&quot;,t.style.height=&quot;1px&quot;,t.style.margin=&quot;3px 0px&quot;,t.style.backgroundColor=window.pane.borderColor,this.div.appendChild(t),this.items.push(t)}}class M extends w{_type=&quot;RayLine&quot;;constructor(t,e){super({...t},e),this._point.time=t.time}updatePoints(...t){for(const e of t)e&amp;&amp;(this._point=e);this.requestUpdate()}_onDrag(t){this._addDiffToPoint(this._point,t.logical,t.price),this.requestUpdate()}_mouseIsOverDrawing(t,e=4){if(!t.point)return!1;const i=this.series.priceToCoordinate(this._point.price),s=this._point.time?this.chart.timeScale().timeToCoordinate(this._point.time):null;return!(!i||!s)&amp;&amp;(Math.abs(i-t.point.y)&lt;e&amp;&amp;t.point.x&gt;s-e)}}class N extends d{_point={x:null,y:null};constructor(t,e){super(e),this._point=t}draw(t){t.useBitmapCoordinateSpace((t=&gt;{if(null==this._point.x)return;const e=t.context,i=this._point.x*t.horizontalPixelRatio;e.lineWidth=this._options.width,e.strokeStyle=this._options.lineColor,p(e,this._options.lineStyle),e.beginPath(),e.moveTo(i,0),e.lineTo(i,t.bitmapSize.height),e.stroke()}))}}class R extends _{_source;_point={x:null,y:null};constructor(t){super(t),this._source=t}update(){const t=this._source._point,e=this._source.chart.timeScale(),i=this._source.series;this._point.x=t.time?e.timeToCoordinate(t.time):e.logicalToCoordinate(t.logical),this._point.y=i.priceToCoordinate(t.price)}renderer(){return new N(this._point,this._source._options)}}class B{_source;_x=null;constructor(t){this._source=t}update(){if(!this._source.chart||!this._source._point)return;const t=this._source._point,e=this._source.chart.timeScale();this._x=t.time?e.timeToCoordinate(t.time):e.logicalToCoordinate(t.logical)}visible(){return!!this._source._options.text}tickVisible(){return!0}coordinate(){return this._x??0}text(){return this._source._options.text||&quot;&quot;}textColor(){return&quot;white&quot;}backColor(){return this._source._options.lineColor}}class A extends h{_type=&quot;VerticalLine&quot;;_paneViews;_timeAxisViews;_point;_callbackName;_startDragPoint=null;constructor(t,e,i=null){super(e),this._point=t,this._paneViews=[new R(this)],this._callbackName=i,this._timeAxisViews=[new B(this)]}updateAllViews(){this._paneViews.forEach((t=&gt;t.update())),this._timeAxisViews.forEach((t=&gt;t.update()))}timeAxisViews(){return this._timeAxisViews}updatePoints(...t){for(const e of t)e&amp;&amp;(!e.time&amp;&amp;e.logical&amp;&amp;(e.time=this.series.dataByIndex(e.logical)?.time||null),this._point=e);this.requestUpdate()}get points(){return[this._point]}_moveToState(t){switch(t){case l.NONE:document.body.style.cursor=&quot;default&quot;,this._unsubscribe(&quot;mousedown&quot;,this._handleMouseDownInteraction);break;case l.HOVERING:document.body.style.cursor=&quot;pointer&quot;,this._unsubscribe(&quot;mouseup&quot;,this._childHandleMouseUpInteraction),this._subscribe(&quot;mousedown&quot;,this._handleMouseDownInteraction),this.chart.applyOptions({handleScroll:!0});break;case l.DRAGGING:document.body.style.cursor=&quot;grabbing&quot;,this._subscribe(&quot;mouseup&quot;,this._childHandleMouseUpInteraction),this.chart.applyOptions({handleScroll:!1})}this._state=t}_onDrag(t){this._addDiffToPoint(this._point,t.logical,0),this.requestUpdate()}_mouseIsOverDrawing(t,e=4){if(!t.point)return!1;const i=this.chart.timeScale();let s;return s=this._point.time?i.timeToCoordinate(this._point.time):i.logicalToCoordinate(this._point.logical),!!s&amp;&amp;Math.abs(s-t.point.x)&lt;e}_onMouseDown(){this._startDragPoint=null;if(this._latestHoverPoint)return this._moveToState(l.DRAGGING)}_childHandleMouseUpInteraction=()=&gt;{this._handleMouseUpInteraction(),this._callbackName&amp;&amp;window.callbackFunction(`${this._callbackName}_~_${this._point.price.toFixed(8)}`)}}class P{static TREND_SVG=&#x27;&lt;rect x=&quot;3.84&quot; y=&quot;13.67&quot; transform=&quot;matrix(0.7071 -0.7071 0.7071 0.7071 -5.9847 14.4482)&quot; width=&quot;21.21&quot; height=&quot;1.56&quot;/&gt;&lt;path d=&quot;M23,3.17L20.17,6L23,8.83L25.83,6L23,3.17z M23,7.41L21.59,6L23,4.59L24.41,6L23,7.41z&quot;/&gt;&lt;path d=&quot;M6,20.17L3.17,23L6,25.83L8.83,23L6,20.17z M6,24.41L4.59,23L6,21.59L7.41,23L6,24.41z&quot;/&gt;&#x27;;static HORZ_SVG=&#x27;&lt;rect x=&quot;4&quot; y=&quot;14&quot; width=&quot;9&quot; height=&quot;1&quot;/&gt;&lt;rect x=&quot;16&quot; y=&quot;14&quot; width=&quot;9&quot; height=&quot;1&quot;/&gt;&lt;path d=&quot;M11.67,14.5l2.83,2.83l2.83-2.83l-2.83-2.83L11.67,14.5z M15.91,14.5l-1.41,1.41l-1.41-1.41l1.41-1.41L15.91,14.5z&quot;/&gt;&#x27;;static 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width=&quot;1&quot; height=&quot;11&quot;/&gt;&lt;rect x=&quot;6&quot; y=&quot;9&quot; width=&quot;1&quot; height=&quot;11&quot;/&gt;&#x27;;static VERT_SVG=P.RAY_SVG;div;activeIcon=null;buttons=[];_commandFunctions;_handlerID;_drawingTool;constructor(t,e,i,s){this._handlerID=t,this._commandFunctions=s,this._drawingTool=new y(e,i,(()=&gt;this.removeActiveAndSave())),this.div=this._makeToolBox(),new I(this.saveDrawings,this._drawingTool),s.push((t=&gt;{if((t.metaKey||t.ctrlKey)&amp;&amp;&quot;KeyZ&quot;===t.code){const t=this._drawingTool.drawings.pop();return t&amp;&amp;this._drawingTool.delete(t),!0}return!1}))}toJSON(){const{...t}=this;return t}_makeToolBox(){let t=document.createElement(&quot;div&quot;);t.classList.add(&quot;toolbox&quot;),this.buttons.push(this._makeToolBoxElement(C,&quot;KeyT&quot;,P.TREND_SVG)),this.buttons.push(this._makeToolBoxElement(w,&quot;KeyH&quot;,P.HORZ_SVG)),this.buttons.push(this._makeToolBoxElement(M,&quot;KeyR&quot;,P.RAY_SVG)),this.buttons.push(this._makeToolBoxElement(L,&quot;KeyB&quot;,P.BOX_SVG)),this.buttons.push(this._makeToolBoxElement(A,&quot;KeyV&quot;,P.VERT_SVG,!0));for(const e of this.buttons)t.appendChild(e);return t}_makeToolBoxElement(t,e,i,s=!1){const o=document.createElement(&quot;div&quot;);o.classList.add(&quot;toolbox-button&quot;);const n=document.createElementNS(&quot;http://www.w3.org/2000/svg&quot;,&quot;svg&quot;);n.setAttribute(&quot;width&quot;,&quot;29&quot;),n.setAttribute(&quot;height&quot;,&quot;29&quot;);const r=document.createElementNS(&quot;http://www.w3.org/2000/svg&quot;,&quot;g&quot;);r.innerHTML=i,r.setAttribute(&quot;fill&quot;,window.pane.color),n.appendChild(r),o.appendChild(n);const a={div:o,group:r,type:t};return o.addEventListener(&quot;click&quot;,(()=&gt;this._onIconClick(a))),this._commandFunctions.push((t=&gt;this._handlerID===window.handlerInFocus&amp;&amp;(!(!t.altKey||t.code!==e)&amp;&amp;(t.preventDefault(),this._onIconClick(a),!0)))),1==s&amp;&amp;(n.style.transform=&quot;rotate(90deg)&quot;,n.style.transformBox=&quot;fill-box&quot;,n.style.transformOrigin=&quot;center&quot;),o}_onIconClick(t){this.activeIcon&amp;&amp;(this.activeIcon.div.classList.remove(&quot;active-toolbox-button&quot;),window.setCursor(&quot;crosshair&quot;),this._drawingTool?.stopDrawing(),this.activeIcon===t)?this.activeIcon=null:(this.activeIcon=t,this.activeIcon.div.classList.add(&quot;active-toolbox-button&quot;),window.setCursor(&quot;crosshair&quot;),this._drawingTool?.beginDrawing(this.activeIcon.type))}removeActiveAndSave=()=&gt;{window.setCursor(&quot;default&quot;),this.activeIcon&amp;&amp;this.activeIcon.div.classList.remove(&quot;active-toolbox-button&quot;),this.activeIcon=null,this.saveDrawings()};addNewDrawing(t){this._drawingTool.addNewDrawing(t)}clearDrawings(){this._drawingTool.clearDrawings()}saveDrawings=()=&gt;{const t=[];for(const e of this._drawingTool.drawings)t.push({type:e._type,points:e.points,options:e._options});const e=JSON.stringify(t);window.callbackFunction(`save_drawings${this._handlerID}_~_${e}`)};loadDrawings(t){t.forEach((t=&gt;{switch(t.type){case&quot;Box&quot;:this._drawingTool.addNewDrawing(new L(t.points[0],t.points[1],t.options));break;case&quot;TrendLine&quot;:this._drawingTool.addNewDrawing(new C(t.points[0],t.points[1],t.options));break;case&quot;HorizontalLine&quot;:this._drawingTool.addNewDrawing(new w(t.points[0],t.options));break;case&quot;RayLine&quot;:this._drawingTool.addNewDrawing(new M(t.points[0],t.options));break;case&quot;VerticalLine&quot;:this._drawingTool.addNewDrawing(new A(t.points[0],t.options))}}))}}class O{makeButton;callbackName;div;isOpen=!1;widget;constructor(t,e,i,s,o,n){this.makeButton=t,this.callbackName=e,this.div=document.createElement(&quot;div&quot;),this.div.classList.add(&quot;topbar-menu&quot;),this.widget=this.makeButton(s+&quot; 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i.style.minWidth=s+1+&quot;px&quot;,i.addEventListener(&quot;click&quot;,(()=&gt;r.onItemClicked(i))),o.appendChild(i),i})),onItemClicked:t=&gt;{t!=n&amp;&amp;(n.classList.remove(&quot;active-switcher-button&quot;),t.classList.add(&quot;active-switcher-button&quot;),n=t,window.callbackFunction(`${r.callbackName}_~_${t.innerText}`))}};return this.appendWidget(o,s,!0),r}makeTextBoxWidget(t,e=&quot;left&quot;,i=null){if(i){const s=document.createElement(&quot;input&quot;);return s.classList.add(&quot;topbar-textbox-input&quot;),s.value=t,s.style.width=`${s.value.length+2}ch`,s.addEventListener(&quot;focus&quot;,(()=&gt;{window.textBoxFocused=!0})),s.addEventListener(&quot;input&quot;,(t=&gt;{t.preventDefault(),s.style.width=`${s.value.length+2}ch`})),s.addEventListener(&quot;keydown&quot;,(t=&gt;{&quot;Enter&quot;==t.key&amp;&amp;(t.preventDefault(),s.blur())})),s.addEventListener(&quot;blur&quot;,(()=&gt;{window.callbackFunction(`${i}_~_${s.value}`),window.textBoxFocused=!1})),this.appendWidget(s,e,!0),s}{const i=document.createElement(&quot;div&quot;);return i.classList.add(&quot;topbar-textbox&quot;),i.innerText=t,this.appendWidget(i,e,!0),i}}makeMenu(t,e,i,s,o){return new O(this.makeButton.bind(this),s,t,e,i,o)}makeButton(t,e,i,s=!0,o=&quot;left&quot;,n=!1){let r=document.createElement(&quot;button&quot;);r.classList.add(&quot;topbar-button&quot;),r.innerText=t,document.body.appendChild(r),r.style.minWidth=r.clientWidth+1+&quot;px&quot;,document.body.removeChild(r);let a={elem:r,callbackName:e};if(e){let t;if(n){let e=!1;t=()=&gt;{e=!e,window.callbackFunction(`${a.callbackName}_~_${e}`),r.style.backgroundColor=e?&quot;var(--active-bg-color)&quot;:&quot;&quot;,r.style.color=e?&quot;var(--active-color)&quot;:&quot;&quot;}}else t=()=&gt;window.callbackFunction(`${a.callbackName}_~_${r.innerText}`);r.addEventListener(&quot;click&quot;,t)}return s&amp;&amp;this.appendWidget(r,o,i),a}makeSeparator(t=&quot;left&quot;){const e=document.createElement(&quot;div&quot;);e.classList.add(&quot;topbar-seperator&quot;);(&quot;left&quot;==t?this.left:this.right).appendChild(e)}appendWidget(t,e,i){const 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e.createChart(this.div,{width:window.innerWidth*this.scale.width,height:window.innerHeight*this.scale.height,layout:{textColor:window.pane.color,background:{color:&quot;#000000&quot;,type:e.ColorType.Solid},fontSize:12},rightPriceScale:{scaleMargins:{top:.3,bottom:.25}},leftPriceScale:{visible:t,scaleMargins:{top:.3,bottom:.25}},timeScale:{timeVisible:!0,secondsVisible:!0,minBarSpacing:.005},crosshair:{mode:e.CrosshairMode.Normal,vertLine:{labelBackgroundColor:&quot;rgb(46, 46, 46)&quot;},horzLine:{labelBackgroundColor:&quot;rgb(55, 55, 55)&quot;}},grid:{vertLines:{color:&quot;rgba(29, 30, 38, 5)&quot;},horzLines:{color:&quot;rgba(29, 30, 58, 5)&quot;}},handleScroll:{vertTouchDrag:!0}})}createCandlestickSeries(){const t=&quot;rgba(39, 157, 130, 100)&quot;,e=&quot;rgba(200, 97, 100, 100)&quot;,i=this.chart.addCandlestickSeries({upColor:t,borderUpColor:t,wickUpColor:t,downColor:e,borderDownColor:e,wickDownColor:e});return i.priceScale().applyOptions({scaleMargins:{top:.2,bottom:.2}}),i}createVolumeSeries(){const t=this.chart.addHistogramSeries({color:&quot;#26a69a&quot;,priceFormat:{type:&quot;volume&quot;},priceScaleId:&quot;volume_scale&quot;});return t.priceScale().applyOptions({scaleMargins:{top:.8,bottom:0}}),t}createLineSeries(t,e){const i=this.chart.addLineSeries({...e});return this._seriesList.push(i),this.legend.makeSeriesRow(t,i),{name:t,series:i}}createHistogramSeries(t,e){const i=this.chart.addHistogramSeries({...e});return this._seriesList.push(i),this.legend.makeSeriesRow(t,i),{name:t,series:i}}createToolBox(){this.toolBox=new P(this.id,this.chart,this.series,this.commandFunctions),this.div.appendChild(this.toolBox.div)}createTopBar(){return this._topBar=new V(this),this.wrapper.prepend(this._topBar._div),this._topBar}toJSON(){const{chart:t,...e}=this;return e}static syncCharts(t,e,i=!1){function s(t,e){e?(t.chart.setCrosshairPosition(e.value||e.close,e.time,t.series),t.legend.legendHandler(e,!0)):t.chart.clearCrosshairPosition()}function o(t,e){return e.time&amp;&amp;e.seriesData.get(t)||null}const n=t.chart.timeScale(),r=e.chart.timeScale(),a=t=&gt;{t&amp;&amp;n.setVisibleLogicalRange(t)},l=t=&gt;{t&amp;&amp;r.setVisibleLogicalRange(t)},h=i=&gt;{s(e,o(t.series,i))},d=i=&gt;{s(t,o(e.series,i))};let c=e;function p(t,e,s,o,n,r){t.wrapper.addEventListener(&quot;mouseover&quot;,(()=&gt;{c!==t&amp;&amp;(c=t,e.chart.unsubscribeCrosshairMove(s),t.chart.subscribeCrosshairMove(o),i||(e.chart.timeScale().unsubscribeVisibleLogicalRangeChange(n),t.chart.timeScale().subscribeVisibleLogicalRangeChange(r)))}))}p(e,t,h,d,l,a),p(t,e,d,h,a,l),e.chart.subscribeCrosshairMove(d);const u=r.getVisibleLogicalRange();u&amp;&amp;n.setVisibleLogicalRange(u),i||e.chart.timeScale().subscribeVisibleLogicalRangeChange(a)}static makeSearchBox(t){const e=document.createElement(&quot;div&quot;);e.classList.add(&quot;searchbox&quot;),e.style.display=&quot;none&quot;;const i=document.createElement(&quot;div&quot;);i.innerHTML=&#x27;&lt;svg xmlns=&quot;http://www.w3.org/2000/svg&quot; xmlns:xlink=&quot;http://www.w3.org/1999/xlink&quot; width=&quot;24px&quot; height=&quot;24px&quot; viewBox=&quot;0 0 24 24&quot; version=&quot;1.1&quot;&gt;&lt;path style=&quot;fill:none;stroke-width:2;stroke-linecap:round;stroke-linejoin:round;stroke:lightgray;stroke-opacity:1;stroke-miterlimit:4;&quot; d=&quot;M 15 15 L 21 21 M 10 17 C 6.132812 17 3 13.867188 3 10 C 3 6.132812 6.132812 3 10 3 C 13.867188 3 17 6.132812 17 10 C 17 13.867188 13.867188 17 10 17 Z M 10 17 &quot;/&gt;&lt;/svg&gt;&#x27;;const s=document.createElement(&quot;input&quot;);return s.type=&quot;text&quot;,e.appendChild(i),e.appendChild(s),t.div.appendChild(e),t.commandFunctions.push((i=&gt;window.handlerInFocus===t.id&amp;&amp;!window.textBoxFocused&amp;&amp;(&quot;none&quot;===e.style.display?!!/^[a-zA-Z0-9]$/.test(i.key)&amp;&amp;(e.style.display=&quot;flex&quot;,s.focus(),!0):(&quot;Enter&quot;===i.key||&quot;Escape&quot;===i.key)&amp;&amp;(&quot;Enter&quot;===i.key&amp;&amp;window.callbackFunction(`search${t.id}_~_${s.value}`),e.style.display=&quot;none&quot;,s.value=&quot;&quot;,!0)))),s.addEventListener(&quot;input&quot;,(()=&gt;s.value=s.value.toUpperCase())),{window:e,box:s}}static makeSpinner(t){t.spinner=document.createElement(&quot;div&quot;),t.spinner.classList.add(&quot;spinner&quot;),t.wrapper.appendChild(t.spinner);let e=0;!function i(){t.spinner&amp;&amp;(e+=10,t.spinner.style.transform=`translate(-50%, -50%) rotate(${e}deg)`,requestAnimationFrame(i))}()}static _styleMap={&quot;--bg-color&quot;:&quot;backgroundColor&quot;,&quot;--hover-bg-color&quot;:&quot;hoverBackgroundColor&quot;,&quot;--click-bg-color&quot;:&quot;clickBackgroundColor&quot;,&quot;--active-bg-color&quot;:&quot;activeBackgroundColor&quot;,&quot;--muted-bg-color&quot;:&quot;mutedBackgroundColor&quot;,&quot;--border-color&quot;:&quot;borderColor&quot;,&quot;--color&quot;:&quot;color&quot;,&quot;--active-color&quot;:&quot;activeColor&quot;};static setRootStyles(t){const e=document.documentElement.style;for(const[i,s]of 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v=t=&gt;{this._div.style.left=t.clientX-u+&quot;px&quot;,this._div.style.top=t.clientY-_+&quot;px&quot;},g=()=&gt;{document.removeEventListener(&quot;mousemove&quot;,v),document.removeEventListener(&quot;mouseup&quot;,g)};this._div.addEventListener(&quot;mousedown&quot;,(t=&gt;{u=t.clientX-this._div.offsetLeft,_=t.clientY-this._div.offsetTop,document.addEventListener(&quot;mousemove&quot;,v),document.addEventListener(&quot;mouseup&quot;,g)}))}divToButton(t,e){t.addEventListener(&quot;mouseover&quot;,(()=&gt;t.style.backgroundColor=&quot;rgba(60, 60, 60, 0.6)&quot;)),t.addEventListener(&quot;mouseout&quot;,(()=&gt;t.style.backgroundColor=&quot;transparent&quot;)),t.addEventListener(&quot;mousedown&quot;,(()=&gt;t.style.backgroundColor=&quot;rgba(60, 60, 60)&quot;)),t.addEventListener(&quot;click&quot;,(()=&gt;window.callbackFunction(e))),t.addEventListener(&quot;mouseup&quot;,(()=&gt;t.style.backgroundColor=&quot;rgba(60, 60, 60, 0.6)&quot;))}newRow(t,e=!1){let i=this.table.insertRow();i.style.cursor=&quot;default&quot;;for(let s=0;s&lt;this.headings.length;s++){let o=i.insertCell();o.style.width=this.widths[s],o.style.textAlign=this.alignments[s],o.style.border=this.borderWidth+&quot;px solid &quot;+this.borderColor,e&amp;&amp;this.divToButton(o,`${this.callbackName}_~_${t};;;${this.headings[s]}`)}e||this.divToButton(i,`${this.callbackName}_~_${t}`),this.rows[t]=i}deleteRow(t){this.table.deleteRow(this.rows[t].rowIndex),delete this.rows[t]}clearRows(){let t=Object.keys(this.rows).length;for(let e=0;e&lt;t;e++)this.table.deleteRow(-1);this.rows={}}_getCell(t,e){return this.rows[t].cells[this.headings.indexOf(e)]}updateCell(t,e,i){this._getCell(t,e).textContent=i}styleCell(t,e,i,s){this._getCell(t,e).style[i]=s}makeSection(t,e,i,s=!1){let o=document.createElement(&quot;div&quot;);o.style.display=&quot;flex&quot;,o.style.width=&quot;100%&quot;,o.style.padding=&quot;3px 0px&quot;,o.style.backgroundColor=&quot;rgb(30, 30, 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" }\n",
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"\n",
" if (!window.mfedwrjh.chart.priceScale(&quot;right&quot;).options.autoScale)\n",
" window.mfedwrjh.chart.priceScale(&quot;right&quot;).applyOptions({autoScale: true})\n",
" \n",
"window.mfedwrjh.toolBox?.clearDrawings()\n",
"window.mfedwrjh.series.setMarkers([{&quot;time&quot;: 1707748.2, &quot;position&quot;: &quot;belowBar&quot;, &quot;color&quot;: &quot;blue&quot;, &quot;shape&quot;: &quot;arrowUp&quot;, &quot;text&quot;: &quot;&quot;}, {&quot;time&quot;: 1707921.0, &quot;position&quot;: &quot;belowBar&quot;, &quot;color&quot;: &quot;blue&quot;, &quot;shape&quot;: &quot;arrowUp&quot;, &quot;text&quot;: &quot;&quot;}, {&quot;time&quot;: 1708617.6, &quot;position&quot;: &quot;belowBar&quot;, &quot;color&quot;: &quot;blue&quot;, &quot;shape&quot;: &quot;arrowUp&quot;, &quot;text&quot;: &quot;&quot;}])\n",
"window.mfedwrjh.series.setMarkers([{&quot;time&quot;: 1707748.2, &quot;position&quot;: &quot;belowBar&quot;, &quot;color&quot;: &quot;blue&quot;, &quot;shape&quot;: &quot;arrowUp&quot;, &quot;text&quot;: &quot;&quot;}, {&quot;time&quot;: 1707834.6, &quot;position&quot;: &quot;aboveBar&quot;, &quot;color&quot;: &quot;red&quot;, &quot;shape&quot;: &quot;arrowDown&quot;, &quot;text&quot;: &quot;&quot;}, {&quot;time&quot;: 1707921.0, &quot;position&quot;: &quot;belowBar&quot;, &quot;color&quot;: &quot;blue&quot;, &quot;shape&quot;: &quot;arrowUp&quot;, &quot;text&quot;: &quot;&quot;}, {&quot;time&quot;: 1708525.8, &quot;position&quot;: &quot;aboveBar&quot;, &quot;color&quot;: &quot;red&quot;, &quot;shape&quot;: &quot;arrowDown&quot;, &quot;text&quot;: &quot;&quot;}, {&quot;time&quot;: 1708617.6, &quot;position&quot;: &quot;belowBar&quot;, &quot;color&quot;: &quot;blue&quot;, &quot;shape&quot;: &quot;arrowUp&quot;, &quot;text&quot;: &quot;&quot;}])\n",
"window.xiqygryg = window.mfedwrjh.createTopBar()\n",
"window.ewxgizyr = window.xiqygryg.makeTextBoxWidget(&quot;30m&quot;, &quot;left&quot;, )\n",
"\n",
" window.flahsfuk = window.mfedwrjh.createLineSeries(\n",
" &quot;STtrend30&quot;,\n",
" {\n",
" color: &#x27;rgba(163, 154, 52, 0.5)&#x27;,\n",
" lineStyle: 0,\n",
" lineWidth: 2,\n",
" lastValueVisible: false,\n",
" priceScaleId: &#x27;right&#x27;,\n",
" priceLineVisible: false,\n",
" crosshairMarkerVisible: true,\n",
" \n",
" }\n",
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"\n",
" if (!window.myxayweq.chart.priceScale(&quot;right&quot;).options.autoScale)\n",
" window.myxayweq.chart.priceScale(&quot;right&quot;).applyOptions({autoScale: true})\n",
" \n",
"window.myxayweq.toolBox?.clearDrawings()\n",
"\n",
" window.gluhslkd = window.myxayweq.createHistogramSeries(\n",
" &quot;macdhist30&quot;,\n",
" {\n",
" color: &#x27;rgba(30, 182, 225, 0.25)&#x27;,\n",
" lastValueVisible: true,\n",
" priceLineVisible: false,\n",
" priceScaleId: &#x27;window.gluhslkd&#x27;,\n",
" priceFormat: {type: &quot;volume&quot;},\n",
" },\n",
" // precision: 2,\n",
" )\n",
" window.gluhslkd.series.priceScale().applyOptions({\n",
" scaleMargins: {top:0.0, bottom: 0.0}\n",
" })\n",
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\n",
"\n",
" window.gyasyiiw = window.myxayweq.createLineSeries(\n",
" &quot;macdsignal30&quot;,\n",
" {\n",
" color: &#x27;rgba(253, 111, 46, 0.5)&#x27;,\n",
" lineStyle: 0,\n",
" lineWidth: 2,\n",
" lastValueVisible: false,\n",
" priceScaleId: &#x27;left&#x27;,\n",
" priceLineVisible: false,\n",
" crosshairMarkerVisible: true,\n",
" \n",
" }\n",
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],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
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}
],
"source": [
"pane1 = Panel(\n",
" ohlcv=(t1data.data[\"BAC\"],), #(series, entries, exits, other_markers)\n",
" histogram=[], # [(series, name, \"rgba(53, 94, 59, 0.6), opacity\")]\n",
" right=[#(bbands,), #[(series, name, entries, exits, other_markers)]\n",
" (t1data.data[\"BAC\"].vwap, \"vwap\", uptrend, downtrend),\n",
" (supertrend.trend,\"STtrend\"),\n",
" (supertrend.long,\"STlong\"),\n",
" (supertrend.short,\"STshort\")\n",
" ],\n",
" left = [(supertrend.direction,\"STdirection\")],\n",
" # right=[(bbands.upperband, \"upperband\",),\n",
" # (bbands.lowerband, \"lowerband\",),\n",
" # (bbands.middleband, \"middleband\",)\n",
" # ], #[(series, name, entries, exits, other_markers)]\n",
" middle1=[],\n",
" middle2=[],\n",
")\n",
"\n",
"pane2 = Panel(\n",
" ohlcv=(m30data.data[\"BAC\"],uptrend_m30, downtrend_m30), #(series, entries, exits, other_markers)\n",
" histogram=[], # [(series, name, \"rgba(53, 94, 59, 0.6), opacity\")]\n",
" right=[#(bbands,), #[(series, name, entries, exits, other_markers)]\n",
" (supertrendm30.trend,\"STtrend30\"),\n",
" (supertrendm30.long,\"STlong30\"),\n",
" (supertrendm30.short,\"STshort30\")\n",
" ],\n",
" left = [(supertrendm30.direction,\"STdirection30\")],\n",
" # right=[(bbands.upperband, \"upperband\",),\n",
" # (bbands.lowerband, \"lowerband\",),\n",
" # (bbands.middleband, \"middleband\",)\n",
" # ], #[(series, name, entries, exits, other_markers)]\n",
" middle1=[],\n",
" middle2=[],\n",
" title = \"30m\")\n",
"\n",
"pane3 = Panel(\n",
" ohlcv=(m30data.data[\"BAC\"],), #(series, entries, exits, other_markers)\n",
" histogram=[(macd.macdhist,\"macdhist30\",None,0.5)], # [(series, name, \"rgba(53, 94, 59, 0.6), opacity\")]\n",
" # right=[#(bbands,), #[(series, name, entries, exits, other_markers)]\n",
" # (supertrendm30.trend,\"STtrend30\"),\n",
" # (supertrendm30.long,\"STlong30\"),\n",
" # (supertrendm30.short,\"STshort30\")\n",
" # ],\n",
" left = [(macd.macd,\"macd30\"),\n",
" (macd.macdsignal,\"macdsignal30\")\n",
" ],\n",
" # right=[(bbands.upperband, \"upperband\",),\n",
" # (bbands.lowerband, \"lowerband\",),\n",
" # (bbands.middleband, \"middleband\",)\n",
" # ], #[(series, name, entries, exits, other_markers)]\n",
" middle1=[],\n",
" middle2=[],\n",
" title = \"30m_macd\")\n",
"\n",
"ch = chart([pane1, pane2, pane3], sync=False, size=\"l\", xloc=slice(\"2024-02-12 09:30\",\"2024-03-12\"))\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"buyvolume = t1data.data[\"BAC\"].buyvolume\n",
"sellvolume = t1data.data[\"BAC\"].sellvolume\n",
"totalvolume = buyvolume + sellvolume\n",
"\n",
"#adjust to minimal value to avoid division by zero\n",
"sellvolume_adjusted = sellvolume.replace(0, 1e-10)\n",
"oibratio = buyvolume / sellvolume\n",
"\n",
"#cumulative order flow (net difference)\n",
"cof = buyvolume - sellvolume\n",
"\n",
"# Calculate the order imbalance (net differene) normalize the order imbalance by calculating the difference between buy and sell volumes and then scaling it by the total volume.\n",
"order_imbalance = cof / totalvolume\n",
"order_imbalance = order_imbalance.fillna(0) #nan nahradime 0\n",
"\n",
"order_imbalance_allvolume = cof / t1data.data[\"BAC\"].volume\n",
"\n",
"order_imbalance_sma = vbt.indicator(\"talib:EMA\").run(order_imbalance, timeperiod=5)\n",
"short_signals = order_imbalance.vbt < -0.5\n",
"#short_entries = oibratio.vbt < 0.01\n",
"short_signals.value_counts()\n",
"short_signals.name = \"short_entries\"\n",
"#.fillna(False)\n",
"short_exits = short_signals.shift(-2).fillna(False).astype(bool)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'Panel' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m pane1 \u001b[38;5;241m=\u001b[39m \u001b[43mPanel\u001b[49m(\n\u001b[1;32m 2\u001b[0m ohlcv\u001b[38;5;241m=\u001b[39m(t1data\u001b[38;5;241m.\u001b[39mdata[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mBAC\u001b[39m\u001b[38;5;124m\"\u001b[39m],), \u001b[38;5;66;03m#(series, entries, exits, other_markers)\u001b[39;00m\n\u001b[1;32m 3\u001b[0m histogram\u001b[38;5;241m=\u001b[39m[(order_imbalance_allvolume, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124moib_allvolume\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrgba(53, 94, 59, 0.6)\u001b[39m\u001b[38;5;124m\"\u001b[39m,\u001b[38;5;241m0.5\u001b[39m),\n\u001b[1;32m 4\u001b[0m (t1data\u001b[38;5;241m.\u001b[39mdata[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mBAC\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mtrades, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtrades\u001b[39m\u001b[38;5;124m\"\u001b[39m,\u001b[38;5;28;01mNone\u001b[39;00m,\u001b[38;5;241m0.4\u001b[39m),\n\u001b[1;32m 5\u001b[0m ], \u001b[38;5;66;03m# [(series, name, \"rgba(53, 94, 59, 0.6)\", opacity)]\u001b[39;00m\n\u001b[1;32m 6\u001b[0m \u001b[38;5;66;03m# right=[\u001b[39;00m\n\u001b[1;32m 7\u001b[0m \u001b[38;5;66;03m# (supertrend.trend,\"STtrend\"),\u001b[39;00m\n\u001b[1;32m 8\u001b[0m \u001b[38;5;66;03m# (supertrend.long,\"STlong\"),\u001b[39;00m\n\u001b[1;32m 9\u001b[0m \u001b[38;5;66;03m# (supertrend.short,\"STshort\")\u001b[39;00m\n\u001b[1;32m 10\u001b[0m \u001b[38;5;66;03m# ],\u001b[39;00m\n\u001b[1;32m 11\u001b[0m \u001b[38;5;66;03m# left = [(supertrend.direction,\"STdirection\")],\u001b[39;00m\n\u001b[1;32m 12\u001b[0m \u001b[38;5;66;03m# right=[(bbands.upperband, \"upperband\",),\u001b[39;00m\n\u001b[1;32m 13\u001b[0m \u001b[38;5;66;03m# (bbands.lowerband, \"lowerband\",),\u001b[39;00m\n\u001b[1;32m 14\u001b[0m \u001b[38;5;66;03m# (bbands.middleband, \"middleband\",)\u001b[39;00m\n\u001b[1;32m 15\u001b[0m \u001b[38;5;66;03m# ], #[(series, name, entries, exits, other_markers)]\u001b[39;00m\n\u001b[1;32m 16\u001b[0m middle1\u001b[38;5;241m=\u001b[39m[],\n\u001b[1;32m 17\u001b[0m middle2\u001b[38;5;241m=\u001b[39m[],\n\u001b[1;32m 18\u001b[0m )\n\u001b[1;32m 20\u001b[0m pane2 \u001b[38;5;241m=\u001b[39m Panel(\n\u001b[1;32m 21\u001b[0m ohlcv\u001b[38;5;241m=\u001b[39m(basic_data\u001b[38;5;241m.\u001b[39mdata[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mBAC\u001b[39m\u001b[38;5;124m\"\u001b[39m],), \u001b[38;5;66;03m#(series, entries, exits, other_markers)\u001b[39;00m\n\u001b[1;32m 22\u001b[0m left\u001b[38;5;241m=\u001b[39m[(basic_data\u001b[38;5;241m.\u001b[39mdata[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mBAC\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mtrades, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtrades\u001b[39m\u001b[38;5;124m\"\u001b[39m)],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 36\u001b[0m middle2\u001b[38;5;241m=\u001b[39m[],\n\u001b[1;32m 37\u001b[0m )\n\u001b[1;32m 40\u001b[0m ch \u001b[38;5;241m=\u001b[39m chart([pane1, pane2], size\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mm\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
"\u001b[0;31mNameError\u001b[0m: name 'Panel' is not defined"
]
}
],
"source": [
"pane1 = Panel(\n",
" ohlcv=(t1data.data[\"BAC\"],), #(series, entries, exits, other_markers)\n",
" histogram=[(order_imbalance_allvolume, \"oib_allvolume\", \"rgba(53, 94, 59, 0.6)\",0.5),\n",
" (t1data.data[\"BAC\"].trades, \"trades\",None,0.4),\n",
" ], # [(series, name, \"rgba(53, 94, 59, 0.6)\", opacity)]\n",
" # right=[\n",
" # (supertrend.trend,\"STtrend\"),\n",
" # (supertrend.long,\"STlong\"),\n",
" # (supertrend.short,\"STshort\")\n",
" # ],\n",
" # left = [(supertrend.direction,\"STdirection\")],\n",
" # right=[(bbands.upperband, \"upperband\",),\n",
" # (bbands.lowerband, \"lowerband\",),\n",
" # (bbands.middleband, \"middleband\",)\n",
" # ], #[(series, name, entries, exits, other_markers)]\n",
" middle1=[],\n",
" middle2=[],\n",
")\n",
"\n",
"pane2 = Panel(\n",
" ohlcv=(basic_data.data[\"BAC\"],), #(series, entries, exits, other_markers)\n",
" left=[(basic_data.data[\"BAC\"].trades, \"trades\")],\n",
" histogram=[(basic_data.data[\"BAC\"].trades, \"trades_hist\", \"white\", 0.5)], #\"rgba(53, 94, 59, 0.6)\"\n",
" # ], # [(series, name, \"rgba(53, 94, 59, 0.6)\")]\n",
" # right=[\n",
" # (supertrend.trend,\"STtrend\"),\n",
" # (supertrend.long,\"STlong\"),\n",
" # (supertrend.short,\"STshort\")\n",
" # ],\n",
" # left = [(supertrend.direction,\"STdirection\")],\n",
" # right=[(bbands.upperband, \"upperband\",),\n",
" # (bbands.lowerband, \"lowerband\",),\n",
" # (bbands.middleband, \"middleband\",)\n",
" # ], #[(series, name, entries, exits, other_markers)]\n",
" middle1=[],\n",
" middle2=[],\n",
")\n",
"\n",
"\n",
"ch = chart([pane1, pane2], size=\"m\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"##z tohoto si udelat plot funkci (i pro entries,exits)\n",
"#t1data = t1data[[\"open\", \"high\", \"low\", \"close\", \"volume\"]]\n",
"chart = JupyterChart(width=1000, height=600, inner_width=1, inner_height=0.5, leftScale=True)\n",
"#set resolution\n",
"t1data = basic_data[['open', 'high', 'low', 'close', 'volume','vwap','buyvolume','sellvolume']].resample(\"1T\")\n",
"t1data = t1data.transform(lambda df: df.between_time('09:30', '16:00').dropna())\n",
"chart.set(t1data.data[\"BAC\"])\n",
"line_vwap = chart.create_line(name=\"vwap\")#, color=\"blue\")\n",
"line_vwap.set(t1data.vwap)\n",
"\n",
"\n",
"chart.topbar.textbox(\"title\",\"Nadpis\")\n",
"chart2 = chart.create_subchart(position='right', width=1, height=0.5, sync=True, leftScale=True)\n",
"t2data = basic_data[['open', 'high', 'low', 'close', 'volume','vwap','buyvolume','sellvolume']].resample(\"5T\")\n",
"t2data = t2data.transform(lambda df: df.between_time('09:30', '16:00').dropna())\n",
"\n",
"\n",
"#5min close realigned to 1T\n",
"close_realigned = t2data.close.vbt.realign_closing(\"1T\").between_time('09:30', '16:00').dropna()\n",
"close_realigned = close_realigned[close_realigned.index.dayofweek < 5]\n",
"#close_realigned = close_realigned[close_realigned.index.dayofweek < 5]\n",
"line1 = chart.create_line(name=\"5minclose\")#, color=\"green\")\n",
"line1.set(close_realigned)\n",
"\n",
"#sma z realigned dat\n",
"sma_tp = 20\n",
"sma_t2 = vbt.indicator(\"talib:EMA\").run(close_realigned, timeperiod=sma_tp)\n",
"smaline = chart.create_line(name=f\"sma{sma_tp}\")#, color=\"blue\")\n",
"smaline.set(sma_t2)\n",
"\n",
"\n",
"#sma z puvodnich resamplovanych dat plus navic realign, melo by byt stejne \n",
"sma_real = vbt.indicator(\"talib:EMA\").run(t2data.close, timeperiod=sma_tp)\n",
"sma_real_value = sma_real.real.vbt.realign_closing(\"1T\").between_time('09:30', '16:00').dropna()\n",
"sma_real_value = sma_real_value[sma_real_value.index.dayofweek < 5]\n",
"smaline_real = chart.create_line(name=f\"smareal{sma_tp}\", color=\"yellow\")\n",
"smaline_real.set(sma_real_value)\n",
"\n",
"#resample 15T\n",
"t15data = basic_data[['open', 'high', 'low', 'close', 'volume','vwap','buyvolume','sellvolume']].resample(\"15T\")\n",
"t15data = t15data.transform(lambda df: df.between_time('09:30', '16:00').dropna())\n",
"\n",
"#5min close realigned to 1T\n",
"close_15realigned = t15data.close.vbt.realign_closing(\"1T\").between_time('09:30', '16:00').dropna()\n",
"close_15realigned = close_15realigned[close_15realigned.index.dayofweek < 5]\n",
"#close_realigned = close_realigned[close_realigned.index.dayofweek < 5]\n",
"line2 = chart.create_line(name=\"15minclose\")#, color=\"pink\")\n",
"line2.set(close_15realigned)\n",
"\n",
"\n",
"chart.legend(True)\n",
"hst = chart2.create_histogram(name=\"buyvolume\", color=\"rgba(53, 94, 59, 0.6)\") #green transparent\n",
"hst1 = chart2.create_histogram(name=\"sellvolume\", color=\"rgba(165, 42, 42, 0.6)\") #red transparent\n",
"hst.set(t1data.data[\"BAC\"])\n",
"hst1.set(t1data.data[\"BAC\"])\n",
"line2 = chart2.create_line(name=\"5minclose\")#, color=\"green\")\n",
"line2.set(close_realigned)\n",
"\n",
"lineoib = chart2.create_line(name=\"oib\", priceScaleId=\"left\") #color=\"violet\", \n",
"#lineoib.scale(0.7,0)\n",
"lineoib.set(order_imbalance_allvolume)\n",
"\n",
"lineoib_sma = chart2.create_line(name=\"oibsma5\", priceScaleId=\"left\") #, color=\"blue\", \n",
"lineoib_sma.set(order_imbalance_sma)\n",
"\n",
"chart.fit()\n",
"chart2.legend(True)\n",
"#\n",
"line2.markers_set(short_signals, \"entries\")\n",
"# TODO jelikoz se davaji do jednoho pole je treba zajistit spravne sortovani\n",
"# domyslet jak to pojmout iterativni doplnovani markeru\n",
"line2.markers_set(short_exits, \"exits\")\n",
"\n",
"\n",
"chart2.fit()\n",
"chart.load()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"short_signals.info()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#vbt.IF.list_indicators(\"*ma\")\n",
"vbt.phelp(vbt.indicator(\"talib:EMA\").run)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"sma = vbt.indicator(\"talib:EMA\").run(t1data.close, timeperiod=20)\n",
"sma.real.info()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"rr = vbt.RSI.run(t1data.close)\n",
"type(rr)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"buyvolume = t1data.data[\"BAC\"].buyvolume\n",
"sellvolume = t1data.data[\"BAC\"].sellvolume\n",
"totalvolume = buyvolume + sellvolume\n",
"\n",
"#adjust to minimal value to avoid division by zero\n",
"sellvolume_adjusted = sellvolume.replace(0, 1e-10)\n",
"oibratio = buyvolume / sellvolume\n",
"\n",
"#cumulative order flow (net difference)\n",
"cof = buyvolume - sellvolume\n",
"\n",
"# Calculate the order imbalance (net differene) normalize the order imbalance by calculating the difference between buy and sell volumes and then scaling it by the total volume.\n",
"order_imbalance = cof / totalvolume\n",
"order_imbalance = order_imbalance.fillna(0) #nan nahradime 0\n",
"\n",
"order_imbalance_allvolume = cof / t1data.data[\"BAC\"].volume"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"order_imbalance_sma = vbt.indicator(\"talib:EMA\").run(order_imbalance, timeperiod=5)\n",
"short_signals = order_imbalance.vbt < -0.5\n",
"#short_entries = oibratio.vbt < 0.01\n",
"short_signals.value_counts()\n",
"short_signals.name = \"short_entries\""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"short_signals.info()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"short_signals"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"order_imbalance.fillna(0)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"order_imbalance.vbt.plot()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"order_imbalance"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"chartN = JupyterChart(width=500, height=300, inner_width=1, inner_height=0.3, leftScale=True)\n",
"t1data = basic_data[['open', 'high', 'low', 'close', 'volume','vwap','buyvolume','sellvolume']].resample(\"1T\")\n",
"t1data = t1data.transform(lambda df: df.between_time('09:30', '16:00').dropna())\n",
"chartN.set(t1data.data[\"BAC\"])\n",
"line_sma = chartN.create_line(name=\"sma\", priceScaleId=\"right\")#, color=\"blue\")\n",
"line_sma.set(sma)\n",
"# line_sma.markers_set(short_signals, \"entries\")\n",
"# line_sma.markers_set(short_exits, \"exits\")\n",
"# hst = chartN.create_histogram(name=\"oivol\")\n",
"# hst.set(order_imbalance_allvolume)\n",
"# chartN.legend(True)\n",
"# chartN.fit()\n",
"\n",
"# subchart = chartN.create_subchart(position='right', width=1, height=0.5, sync=False, leftScale=True)\n",
"# # subchart.set(t1data.data[\"BAC\"])\n",
"# line_sma1 = subchart.create_line(name=\"smao\", priceScaleId=\"left\")#, color=\"blue\")\n",
"# line_sma1.set(sma)\n",
"# # line_sma1.markers_set(short_signals, \"entries\")\n",
"# # line_sma1.markers_set(short_exits, \"exits\")\n",
"# hsto = subchart.create_histogram(name=\"oivolo\")\n",
"# hsto.set(order_imbalance_sma)\n",
"\n",
"chart2 = chartN.create_subchart(position='left', width=1, height=0.5, sync=True, leftScale=True, toolbox=True)\n",
"# hst = chart2.create_histogram(name=\"buyvolume\", color=\"rgba(53, 94, 59, 0.6)\") #green transparent\n",
"# hst1 = chart2.create_histogram(name=\"sellvolume\", color=\"rgba(165, 42, 42, 0.6)\") #red transparent\n",
"# hst.set(t1data.data[\"BAC\"])\n",
"# hst1.set(t1data.data[\"BAC\"])\n",
"line2 = chart2.create_line(name=\"sma\")#, color=\"green\")\n",
"line2.set(sma)\n",
"chart2.topbar.textbox(\"title\",\"Nadpis\")\n",
"# chartN.topbar.textbox(\"title\",\"NadpisT\")\n",
"\n",
"# subchart.legend(True)\n",
"# subchart.fit()\n",
"chartN.load()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"##z tohoto si udelat plot funkci (i pro entries,exits)\n",
"#t1data = t1data[[\"open\", \"high\", \"low\", \"close\", \"volume\"]]\n",
"chart = JupyterChart(width=1000, height=600, inner_width=1, inner_height=0.5, leftScale=True)\n",
"#set resolution\n",
"t1data = basic_data[['open', 'high', 'low', 'close', 'volume','vwap','buyvolume','sellvolume']].resample(\"1T\")\n",
"t1data = t1data.transform(lambda df: df.between_time('09:30', '16:00').dropna())\n",
"chart.set(t1data.data[\"BAC\"])\n",
"line_vwap = chart.create_line(name=\"vwap\")#, color=\"blue\")\n",
"line_vwap.set(t1data.vwap)\n",
"\n",
"\n",
"chart.topbar.textbox(\"title\",\"Nadpis\")\n",
"chart2 = chart.create_subchart(position='right', width=1, height=0.5, sync=True, leftScale=True)\n",
"t2data = basic_data[['open', 'high', 'low', 'close', 'volume','vwap','buyvolume','sellvolume']].resample(\"5T\")\n",
"t2data = t2data.transform(lambda df: df.between_time('09:30', '16:00').dropna())\n",
"\n",
"\n",
"#5min close realigned to 1T\n",
"close_realigned = t2data.close.vbt.realign_closing(\"1T\").between_time('09:30', '16:00').dropna()\n",
"close_realigned = close_realigned[close_realigned.index.dayofweek < 5]\n",
"#close_realigned = close_realigned[close_realigned.index.dayofweek < 5]\n",
"line1 = chart.create_line(name=\"5minclose\")#, color=\"green\")\n",
"line1.set(close_realigned)\n",
"\n",
"#sma z realigned dat\n",
"sma_tp = 20\n",
"sma_t2 = vbt.indicator(\"talib:EMA\").run(close_realigned, timeperiod=sma_tp)\n",
"smaline = chart.create_line(name=f\"sma{sma_tp}\")#, color=\"blue\")\n",
"smaline.set(sma_t2)\n",
"\n",
"\n",
"#sma z puvodnich resamplovanych dat plus navic realign, melo by byt stejne \n",
"sma_real = vbt.indicator(\"talib:EMA\").run(t2data.close, timeperiod=sma_tp)\n",
"sma_real_value = sma_real.real.vbt.realign_closing(\"1T\").between_time('09:30', '16:00').dropna()\n",
"sma_real_value = sma_real_value[sma_real_value.index.dayofweek < 5]\n",
"smaline_real = chart.create_line(name=f\"smareal{sma_tp}\", color=\"yellow\")\n",
"smaline_real.set(sma_real_value)\n",
"\n",
"#resample 15T\n",
"t15data = basic_data[['open', 'high', 'low', 'close', 'volume','vwap','buyvolume','sellvolume']].resample(\"15T\")\n",
"t15data = t15data.transform(lambda df: df.between_time('09:30', '16:00').dropna())\n",
"\n",
"#5min close realigned to 1T\n",
"close_15realigned = t15data.close.vbt.realign_closing(\"1T\").between_time('09:30', '16:00').dropna()\n",
"close_15realigned = close_15realigned[close_15realigned.index.dayofweek < 5]\n",
"#close_realigned = close_realigned[close_realigned.index.dayofweek < 5]\n",
"line2 = chart.create_line(name=\"15minclose\")#, color=\"pink\")\n",
"line2.set(close_15realigned)\n",
"\n",
"\n",
"chart.legend(True)\n",
"hst = chart2.create_histogram(name=\"buyvolume\", color=\"rgba(53, 94, 59, 0.6)\") #green transparent\n",
"hst1 = chart2.create_histogram(name=\"sellvolume\", color=\"rgba(165, 42, 42, 0.6)\") #red transparent\n",
"hst.set(t1data.data[\"BAC\"])\n",
"hst1.set(t1data.data[\"BAC\"])\n",
"line2 = chart2.create_line(name=\"5minclose\")#, color=\"green\")\n",
"line2.set(close_realigned)\n",
"\n",
"lineoib = chart2.create_line(name=\"oib\", priceScaleId=\"left\") #color=\"violet\", \n",
"#lineoib.scale(0.7,0)\n",
"lineoib.set(order_imbalance_allvolume)\n",
"\n",
"lineoib_sma = chart2.create_line(name=\"oibsma5\", priceScaleId=\"left\") #, color=\"blue\", \n",
"lineoib_sma.set(order_imbalance_sma)\n",
"\n",
"chart.fit()\n",
"chart2.legend(True)\n",
"#\n",
"line2.markers_set(short_signals, \"entries\")\n",
"# TODO jelikoz se davaji do jednoho pole je treba zajistit spravne sortovani\n",
"# domyslet jak to pojmout iterativni doplnovani markeru\n",
"line2.markers_set(short_exits, \"exits\")\n",
"\n",
"\n",
"chart2.fit()\n",
"chart.load()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"sma.info()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#priminds list (same Y as price), secinds list (secondary Y napr. rsi), close, voluminds (volume based) list\n",
"def plot_2y_close(priminds, secinds, close, volumeinds, ohlcv=None):\n",
" fig = vbt.make_subplots(rows=2, cols=1, shared_xaxes=True, \n",
" specs=[[{\"secondary_y\": True}], [{\"secondary_y\": False}]], \n",
" vertical_spacing=0.02, subplot_titles=(\"Price and Indicators\", \"Volume\"))\n",
"\n",
" if ohlcv is not None:\n",
" ohlcv.vbt.ohlcv.plot(fig=fig, add_trace_kwargs=dict(row=1, col=1))\n",
"\n",
" # Plotting the close price\n",
" close.vbt.plot(fig=fig, add_trace_kwargs=dict(secondary_y=False,row=1, col=1), trace_kwargs=dict(line=dict(color=\"blue\")))\n",
" \n",
" # Plotting primary indicators on the first row\n",
" for ind in priminds:\n",
" if isinstance(ind, pd.Series):\n",
" #if series has no name, make the name same as the variable name\n",
" \n",
" ind = ind.vbt\n",
" ind.plot(fig=fig, add_trace_kwargs=dict(secondary_y=False, row=1, col=1))\n",
" \n",
" # Plotting secondary indicators on the first row\n",
" for ind in secinds:\n",
" #ind = ind.rename(str(ind.name))\n",
" if isinstance(ind, pd.Series):\n",
" ind = ind.vbt\n",
" ind.plot(fig=fig, add_trace_kwargs=dict(secondary_y=True, row=1, col=1), trace_kwargs=dict(line=dict(color=\"rgba(255, 0, 0, 0.4)\")))\n",
" \n",
" for indvolume in volumeinds:\n",
" # Plotting the volume on the second row\n",
" indvolume.rename(str(indvolume.name)).vbt.barplot(fig=fig, add_trace_kwargs=dict(secondary_y=False, row=2, col=1))\n",
" #vbt.Bar(indvolume, fig=fig, add_trace_kwargs=dict(secondary_y=False, row=2, col=1))\n",
" \n",
" return fig\n",
"\n",
"fig = plot_2y_close([sma], [order_imbalance.rename(\"order_imbalance_norm\"),order_imbalance_sma.real.rename(\"oib_sma\")], t1data.close, [t1data.data[\"BAC\"].buyvolume, t1data.data[\"BAC\"].sellvolume, t1data.volume], t1data.data[\"BAC\"])\n",
"fig.update_yaxes(range=[33,34], secondary_y=False, row=1, col=1) #update y axis range\n",
"fig.update_yaxes(range=[-1,1], secondary_y=True, row=1, col=1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"t0data = basic_data\n",
"t1data = basic_data[['open', 'high', 'low', 'close', 'volume','vwap']].resample(\"1T\")\n",
"t2data = basic_data[['open', 'high', 'low', 'close', 'volume','vwap']].resample(\"15T\")\n",
"t3data = basic_data[['open', 'high', 'low', 'close', 'volume','vwap']].resample(\"30T\")\n",
"t4data = basic_data[['open', 'high', 'low', 'close', 'volume', 'vwap']].resample(\"D\").dropna()\n",
"\n",
"t1data = t1data.transform(lambda df: df.between_time('09:30', '16:00').dropna())\n",
"t2data = t2data.transform(lambda df: df.between_time('09:30', '16:00').dropna())\n",
"t3data = t3data.transform(lambda df: df.between_time('09:30', '16:00').dropna())\n",
"\n",
"#30min data to daily\n",
"# t4data = t3data.resample(\"D\").dropna()\n",
"\n",
"#t4data = t4data.transform(lambda df: df.between_time('09:30', '16:00').dropna())\n",
"#m1data.data[\"SPY\"].info()\n",
"\n",
"#m1data.data[\"SPY\"].vbt.ohlcv.plot()\n",
"#h2data.data[\"SPY\"].vbt.ohlcv.plot()\n",
"#ddata.data[\"SPY\"]\n",
"t2data.data[\"BAC\"].vbt.ohlcv.plot().show()\n",
"\n",
"\n",
"#t4data.data[\"BAC\"]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"t2data.close\n",
"\n",
"#in df remove rows with nan\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#realign na 1T = t1data + oriznout main session\n",
"t2data_vwap = t2data.vwap.vbt.realign_closing(\"1T\").between_time('09:30', '16:00').dropna()\n",
"t3data_vwap = t3data.vwap.vbt.realign_closing(\"1T\").between_time('09:30', '16:00').dropna()\n",
"t4data_vwap = t4data.vwap.vbt.realign_closing(\"1T\").dropna()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"t2data_vwap"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def plot_2y_close(priminds, secinds, close):\n",
" fig = vbt.make_subplots(rows=1, cols=1, shared_xaxes=True, specs=[[{\"secondary_y\": True}]], vertical_spacing=0.02, subplot_titles=(\"MOM\", \"Price\" ))\n",
" close.vbt.plot(fig=fig, add_trace_kwargs=dict(secondary_y=False), trace_kwargs=dict(line=dict(color=\"blue\")))\n",
" for ind in priminds:\n",
" if isinstance(ind, pd.Series):\n",
" ind = ind.vbt\n",
" ind.plot(fig=fig, add_trace_kwargs=dict(secondary_y=False))\n",
" for ind in secinds:\n",
" if isinstance(ind, pd.Series):\n",
" ind = ind.vbt\n",
" ind.plot(fig=fig, add_trace_kwargs=dict(secondary_y=True))\n",
" return fig"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"t4data.clos.vbt \n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"obvind = vbt.indicator.obv.run(t1data.close, t1data.volume)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"t1_lengtgh = 15\n",
"t2_length = 15\n",
"t3_length = 15\n",
"t4_length = 5\n",
"t1_th = 0.1\n",
"t2_th = 0.1\n",
"t3_th = 0.1\n",
"t4_th = 0.1\n",
"\n",
"\n",
"\n",
"#minute\n",
"t1slope = vbt.indicator(\"talib:LINEARREG_SLOPE \").run(t1data.close, timeperiod=t1_lengtgh) # -0.09, 0.09\n",
"t2slope = vbt.indicator(\"talib:LINEARREG_SLOPE \").run(t2data.vwap, timeperiod=t2_length) # -0.08 , 0.079\n",
"t3slope = vbt.indicator(\"talib:LINEARREG_SLOPE \").run(t3data.vwap, timeperiod=t3_length) # -0.08, 0.08\n",
"#daily\n",
"t4slope = vbt.indicator(\"talib:LINEARREG_SLOPE \").run(t4data.vwap, timeperiod=t4_length) # -0.1, 0.09\n",
"\n",
"plot_2y_close(priminds=[], secinds=[t1slope, t2slope, t3slope, t4slope], close=t1data.close).show()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#thirtymin_slope = thirtymin_slope.real.rename(\"30min\") #timto se prejmenuje real na 30min\n",
"t3slope = t3slope.real.vbt.realign_closing(\"1T\").between_time('09:30', '16:00').dropna()\n",
"##filter daily_slope_to_compare to only monday to friday\n",
"t3slope = t3slope[t3slope.index.dayofweek < 5]\n",
"\n",
"#t3slope.info()\n",
"\n",
"t2slope = t2slope.real.vbt.realign_closing(\"1T\").between_time('09:30', '16:00').dropna()\n",
"##filter daily_slope_to_compare to only monday to friday\n",
"t2slope = t2slope[t2slope.index.dayofweek < 5]\n",
"\n",
"t2slope.info()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"oibratio"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\n",
"#\n",
"short_signals = order_imbalance.vbt < -0.3\n",
"#short_entries = oibratio.vbt < 0.01\n",
"short_signals.value_counts()\n",
"\n",
"long_signals = order_imbalance.vbt > 0.3\n",
"#entries = oibratio.vbt > 10\n",
"long_signals.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"fig = vbt.make_subplots(rows=3, cols=1, shared_xaxes=True, \n",
" specs=[[{\"secondary_y\": True}], [{\"secondary_y\": True}], [{\"secondary_y\": False}]], \n",
" vertical_spacing=0.02, subplot_titles=(\"Price and Indicators\", \"Volume\"))\n",
"t1data.data[\"BAC\"].vbt.ohlcv.plot(fig=fig, add_trace_kwargs=dict(secondary_y=False, row=1, col=1))\n",
"#oibratio.vbt.plot(fig=fig, add_trace_kwargs=dict(secondary_y=True, row=1, col=1))\n",
"order_imbalance.vbt.plot(fig=fig, add_trace_kwargs=dict(secondary_y=True, row=1, col=1))\n",
"long_signals.vbt.signals.plot_as_entries(t1data.close, fig=fig, trace_kwargs=dict(name=\"LONGS\",\n",
" line=dict(color=\"#ffe476\"),\n",
" marker=dict(color=\"limegreen\"),\n",
" fill=None,\n",
" connectgaps=True,\n",
" ), add_trace_kwargs=dict(secondary_y=False, row=1, col=1))\n",
"\n",
"short_signals.vbt.signals.plot_as_entries(t1data.close, fig=fig, trace_kwargs=dict(name=\"SHORTS\",\n",
" line=dict(color=\"#ffe476\"),\n",
" marker=dict(color=\"red\"),\n",
" fill=None,\n",
" connectgaps=True,\n",
" ), add_trace_kwargs=dict(secondary_y=False, row=1, col=1))\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# thirtymin_slope_to_compare.vbt.xloc[\"04-16-2024\"].get()\n",
"thirty_down_signal.vbt.xloc[\"04-16-2024\"].get()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#short_signal = t1slope.real_below(t1_th) & t2slope.real_below(t2_th) & t3slope.real_below(t3_th) & t4slope.real_below(t4_th)\n",
"#long_signal = t1slope.real_above(t1_th) & t2slope.real_above(t2_th) & t3slope.real_above(t3_th) & t4slope.real_above(t4_th)\n",
"\n",
"#test na daily s reversem crossed 0\n",
"short_signal = t2slope.vbt < -0.01 & t3slope.vbt < -0.01 #min value of threshold\n",
"long_signal = t2slope.vbt > 0.01 & t3slope.vbt > 0.01 #min\n",
"\n",
"# thirty_up_signal = t3slope.vbt.crossed_above(0.01)\n",
"# thirty_down_signal = t3slope.vbt.crossed_below(-0.01)\n",
"\n",
"fig = plot_2y_close(priminds=[], secinds=[t3slope], close=t1data.close)\n",
"#short_signal.vbt.signals.plot_as_entries(basic_data.close, fig=fig)\n",
"\n",
"short_signal.vbt.signals.plot_as_entries(t1data.close, fig=fig, trace_kwargs=dict(name=\"SHORTS\",\n",
" line=dict(color=\"#ffe476\"),\n",
" marker=dict(color=\"red\", symbol=\"triangle-down\"),\n",
" fill=None,\n",
" connectgaps=True,\n",
" ))\n",
"long_signal.vbt.signals.plot_as_entries(t1data.close, fig=fig, trace_kwargs=dict(name=\"LONGS\",\n",
" line=dict(color=\"#ffe476\"),\n",
" marker=dict(color=\"limegreen\"),\n",
" fill=None,\n",
" connectgaps=True,\n",
" ))\n",
"\n",
"# thirty_down_signal.vbt.signals.plot_as_entries(t1data.close, fig=fig, trace_kwargs=dict(name=\"DOWN30\",\n",
"# line=dict(color=\"#ffe476\"),\n",
"# marker=dict(color=\"yellow\", symbol=\"triangle-down\"),\n",
"# fill=None,\n",
"# connectgaps=True,\n",
"# ))\n",
"# thirty_up_signal.vbt.signals.plot_as_entries(t1data.close, fig=fig, trace_kwargs=dict(name=\"UP30\",\n",
"# line=dict(color=\"#ffe476\"),\n",
"# marker=dict(color=\"grey\"),\n",
"# fill=None,\n",
"# connectgaps=True,\n",
"# ))\n",
"\n",
"# thirtymin_slope_to_compare.vbt.plot(fig=fig, add_trace_kwargs=dict(secondary_y=True), trace_kwargs=dict(name=\"30min slope\",\n",
"# line=dict(color=\"yellow\"), \n",
"# fill=None,\n",
"# connectgaps=True,\n",
"# ))\n",
"\n",
"fig.show()\n",
"# print(\"short signal\")\n",
"# print(short_signal.value_counts())\n",
"\n",
"#forced_exit = pd.Series(False, index=close.index)\n",
"forced_exit = basic_data.symbol_wrapper.fill(False)\n",
"#entry_window_open = pd.Series(False, index=close.index)\n",
"entry_window_open= basic_data.symbol_wrapper.fill(False)\n",
"\n",
"# Calculate the time difference in minutes from market open for each timestamp\n",
"elapsed_min_from_open = (forced_exit.index.hour - market_open.hour) * 60 + (forced_exit.index.minute - market_open.minute)\n",
"\n",
"entry_window_open[(elapsed_min_from_open >= entry_window_opens) & (elapsed_min_from_open < entry_window_closes)] = True\n",
"\n",
"#print(entry_window_open.value_counts())\n",
"\n",
"forced_exit[(elapsed_min_from_open >= forced_exit_start) & (elapsed_min_from_open < forced_exit_end)] = True\n",
"short_entries = (short_signal & entry_window_open)\n",
"short_exits = forced_exit\n",
"\n",
"entries = (long_signal & entry_window_open)\n",
"exits = forced_exit\n",
"#long_entries.info()\n",
"#number of trues and falses in long_entries\n",
"# print(short_exits.value_counts())\n",
"# print(short_entries.value_counts())\n",
"\n",
"#fig = plot_2y_close([],[momshort, rocp], close)\n",
"#short_signal.vbt.signals.plot_as_entries(close, fig=fig, add_trace_kwargs=dict(secondary_y=False))\n",
"#print(sl_stop)\n",
"#short_entries=short_entries, short_exits=short_exits,\n",
"# pf = vbt.Portfolio.from_signals(close=basic_data, entries=short_entries, exits=exits, tsl_stop=0.005, tp_stop = 0.05, fees=0.0167/100, freq=\"1s\") #sl_stop=sl_stop, tp_stop = sl_stop,\n",
"\n",
"# pf.stats()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"forced_exit = t1data.symbol_wrapper.fill(False)\n",
"#entry_window_open = pd.Series(False, index=close.index)\n",
"entry_window_open= t1data.symbol_wrapper.fill(False)\n",
"\n",
"# Calculate the time difference in minutes from market open for each timestamp\n",
"elapsed_min_from_open = (forced_exit.index.hour - market_open.hour) * 60 + (forced_exit.index.minute - market_open.minute)\n",
"\n",
"entry_window_open[(elapsed_min_from_open >= entry_window_opens) & (elapsed_min_from_open < entry_window_closes)] = True\n",
"\n",
"#print(entry_window_open.value_counts())\n",
"\n",
"forced_exit[(elapsed_min_from_open >= forced_exit_start) & (elapsed_min_from_open < forced_exit_end)] = True\n",
"short_entries = (short_signals & entry_window_open)\n",
"short_exits = forced_exit\n",
"\n",
"entries = (long_signals & entry_window_open)\n",
"exits = forced_exit\n",
"\n",
"pf = vbt.Portfolio.from_signals(close=t1data, entries=entries, exits=exits, short_entries=short_entries, short_exits=exits,\n",
"td_stop=2, time_delta_format=\"rows\",\n",
"tsl_stop=0.005, tp_stop = 0.005, fees=0.0167/100)#, freq=\"1s\") #sl_stop=sl_stop, tp_stop = sl_stop,\n",
"\n",
"pf.stats()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"pf.plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"pf.get_drawdowns().records_readable"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"pf.orders.records_readable"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"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": "3.10.11"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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