{
"cells": [
{
"cell_type": "code",
"execution_count": 183,
"id": "25697582",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"from pprint import pprint\n",
"from sqlalchemy import create_engine, text\n",
"import plotly.express as px\n",
"import requests\n",
"import json\n",
"import time\n",
"from datetime import datetime\n",
"import plotly.graph_objects as go\n",
"from plotly.subplots import make_subplots\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 184,
"id": "cd9ecfde",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Connection successful\n"
]
}
],
"source": [
"### MYSQL ###\n",
"ENGINE = create_engine('mysql+pymysql://root:pwd@localhost/fund_rate')\n",
"try:\n",
" with ENGINE.connect() as conn:\n",
" print(\"Connection successful\")\n",
"except Exception as e:\n",
" print(f\"Connection failed: {e}\") "
]
},
{
"cell_type": "code",
"execution_count": 185,
"id": "60cc2366",
"metadata": {},
"outputs": [],
"source": [
"def funding_rate_hist_extend(market: str, startTime: int | None = None, endTime: int | None = None ):\n",
" if startTime is None:\n",
" startTime = int(round(datetime.now().timestamp() * 1000)) - int(1000 * 60 * 60 * 24 * 30)\n",
" if endTime is None:\n",
" endTime = int(round(datetime.now().timestamp() * 1000))\n",
" \n",
" r = requests.get(f\"https://api.starknet.extended.exchange/api/v1/info/{market}/funding?startTime={startTime}&endTime={endTime}\")\n",
" return json.loads(r.text)"
]
},
{
"cell_type": "code",
"execution_count": 186,
"id": "55ae5271",
"metadata": {},
"outputs": [],
"source": [
"def ratio_trades_to_midbars(df: pd.DataFrame, ts_col: str, is_buyer_maker_col: str, price_col: str = 'price', qty_col: str = 'qty', freq: str ='s') -> tuple[pd.DataFrame, pd.DataFrame]:\n",
" df_maker = df.loc[df[is_buyer_maker_col]==1, :].groupby(pd.Grouper(key=ts_col, freq=freq)).agg({'price':['min','median','max'], 'qty':'sum'}) # Resting on the bid (buyer is maker): ASK [Taker] [Seller] -- Crossed into --> BID [Maker] [Buyer]\n",
" df_taker = df.loc[df[is_buyer_maker_col]==0, :].groupby(pd.Grouper(key=ts_col, freq=freq)).agg({'price':['min','median','max'], 'qty':'sum'}) # Resting on the ask (seller is maker): BID [Taker] [Buyer] -- Crossed into --> ASK [Maker] [Seller]\n",
" df_maker.columns = ['_'.join(col).strip() for col in df_maker.columns.to_flat_index()]\n",
" df_taker.columns = ['_'.join(col).strip() for col in df_taker.columns.to_flat_index()]\n",
" \n",
" return df_maker, df_taker"
]
},
{
"cell_type": "code",
"execution_count": 187,
"id": "2b7232e5",
"metadata": {},
"outputs": [],
"source": [
"def get_24hrs_midbars(table_name: str, freq='min', ts_col='timestamp_trade', is_buyer_maker_col='is_buyer_mkt_maker'):\n",
" df = pd.read_sql(\n",
" text(f'''\n",
" SELECT *\n",
" FROM {table_name}\n",
" '''),\n",
" con=ENGINE\n",
" )\n",
" df['timestamp_trade_dt'] = pd.to_datetime(df[ts_col], unit='ms')\n",
"\n",
" df_maker, df_taker = ratio_trades_to_midbars(\n",
" df=df,\n",
" freq=freq,\n",
" ts_col='timestamp_trade_dt',\n",
" is_buyer_maker_col=is_buyer_maker_col\n",
" )\n",
"\n",
" return df_maker.dropna(), df_taker.dropna()\n"
]
},
{
"cell_type": "code",
"execution_count": 188,
"id": "f1174bae",
"metadata": {},
"outputs": [],
"source": [
"df_fr = funding_rate_hist_extend(market='ETH-USD')\n",
"df_fr = pd.DataFrame(df_fr['data']).rename({'m':'market','f':'funding_rate','T':'timestamp'}, axis=1)\n",
"df_fr['timestamp_dt'] = pd.to_datetime(df_fr['timestamp'], unit='ms')"
]
},
{
"cell_type": "code",
"execution_count": 189,
"id": "068a54b6",
"metadata": {},
"outputs": [],
"source": [
"df_aster_trades_by_sec_maker, df_aster_trades_by_sec_taker = get_24hrs_midbars(\n",
" table_name='fr_aster_mkt_trades',\n",
")\n",
"\n",
"df_extend_trades_by_sec_maker, df_extend_trades_by_sec_taker = get_24hrs_midbars(\n",
" table_name='fr_extended_mkt_trades',\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 190,
"id": "2862e7e3",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "timestamp_trade_dt=%{x}
qty_sum=%{y}",
"legendgroup": "",
"line": {
"color": "#636efa",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines",
"name": "",
"orientation": "v",
"showlegend": false,
"type": "scatter",
"x": [
"2026-04-27T15:18:00",
"2026-04-27T15:19:00",
"2026-04-27T15:20:00",
"2026-04-27T15:21:00",
"2026-04-27T15:22:00",
"2026-04-27T15:23:00",
"2026-04-27T15:24:00",
"2026-04-27T15:25:00",
"2026-04-27T15:26:00",
"2026-04-27T15:27:00",
"2026-04-27T15:28:00",
"2026-04-27T15:29:00",
"2026-04-27T15:30:00",
"2026-04-27T15:31:00",
"2026-04-27T15:32:00",
"2026-04-27T15:33:00",
"2026-04-27T15:34:00",
"2026-04-27T15:35:00",
"2026-04-27T15:36:00",
"2026-04-27T15:37:00",
"2026-04-27T15:38:00",
"2026-04-27T15:39:00",
"2026-04-27T15:40:00",
"2026-04-27T15:41:00",
"2026-04-27T15:42:00",
"2026-04-27T15:43:00",
"2026-04-27T15:44:00",
"2026-04-27T15:45:00",
"2026-04-27T15:46:00",
"2026-04-27T15:47:00",
"2026-04-27T15:48:00",
"2026-04-27T15:49:00",
"2026-04-27T15:50:00",
"2026-04-27T15:51:00",
"2026-04-27T15:52:00",
"2026-04-27T15:53:00",
"2026-04-27T15:54:00",
"2026-04-27T15:55:00",
"2026-04-27T15:56:00",
"2026-04-27T15:57:00",
"2026-04-27T15:58:00",
"2026-04-27T15:59:00",
"2026-04-27T16:00:00",
"2026-04-27T16:01:00",
"2026-04-27T16:02:00",
"2026-04-27T16:03:00",
"2026-04-27T16:04:00",
"2026-04-27T16:05:00",
"2026-04-27T16:06:00",
"2026-04-27T16:07:00",
"2026-04-27T16:08:00",
"2026-04-27T16:09:00",
"2026-04-27T16:10:00",
"2026-04-27T16:11:00",
"2026-04-27T16:12:00",
"2026-04-27T16:13:00",
"2026-04-27T16:14:00",
"2026-04-27T16:15:00",
"2026-04-27T16:16:00",
"2026-04-27T16:17:00",
"2026-04-27T16:18:00",
"2026-04-27T16:19:00",
"2026-04-27T16:20:00",
"2026-04-27T16:21:00",
"2026-04-27T16:22:00",
"2026-04-27T16:23:00",
"2026-04-27T16:24:00",
"2026-04-27T16:25:00",
"2026-04-27T16:26:00",
"2026-04-27T16:27:00",
"2026-04-27T16:28:00",
"2026-04-27T16:29:00",
"2026-04-27T16:30:00",
"2026-04-27T16:31:00",
"2026-04-27T16:32:00",
"2026-04-27T16:33:00",
"2026-04-27T16:34:00",
"2026-04-27T16:35:00",
"2026-04-27T16:36:00",
"2026-04-27T16:37:00",
"2026-04-27T16:38:00",
"2026-04-27T16:39:00",
"2026-04-27T16:40:00",
"2026-04-27T16:41:00",
"2026-04-27T16:42:00",
"2026-04-27T16:43:00",
"2026-04-27T16:44:00",
"2026-04-27T16:45:00",
"2026-04-27T16:46:00",
"2026-04-27T16:47:00",
"2026-04-27T16:48:00",
"2026-04-27T16:49:00",
"2026-04-27T16:50:00",
"2026-04-27T16:51:00",
"2026-04-27T16:52:00",
"2026-04-27T16:53:00",
"2026-04-27T16:54:00",
"2026-04-27T16:55:00",
"2026-04-27T16:56:00",
"2026-04-27T16:57:00",
"2026-04-27T16:58:00",
"2026-04-27T16:59:00",
"2026-04-27T17:00:00",
"2026-04-27T17:01:00",
"2026-04-27T17:02:00",
"2026-04-27T17:03:00",
"2026-04-27T17:04:00",
"2026-04-27T17:05:00",
"2026-04-27T17:06:00",
"2026-04-27T17:07:00",
"2026-04-27T17:08:00",
"2026-04-27T17:09:00",
"2026-04-27T17:10:00",
"2026-04-27T17:11:00",
"2026-04-27T17:12:00",
"2026-04-27T17:13:00",
"2026-04-27T17:14:00",
"2026-04-27T17:15:00",
"2026-04-27T17:16:00",
"2026-04-27T17:17:00",
"2026-04-27T17:18:00",
"2026-04-27T17:19:00",
"2026-04-27T17:20:00",
"2026-04-27T17:21:00",
"2026-04-27T17:22:00",
"2026-04-27T17:23:00",
"2026-04-27T17:24:00",
"2026-04-27T17:25:00",
"2026-04-27T17:26:00",
"2026-04-27T17:27:00",
"2026-04-27T17:28:00",
"2026-04-27T17:29:00",
"2026-04-27T17:30:00",
"2026-04-27T17:31:00",
"2026-04-27T17:32:00",
"2026-04-27T17:33:00",
"2026-04-27T17:34:00",
"2026-04-27T17:35:00",
"2026-04-27T17:36:00",
"2026-04-27T17:37:00",
"2026-04-27T17:38:00",
"2026-04-27T17:39:00",
"2026-04-27T17:40:00",
"2026-04-27T17:41:00",
"2026-04-27T17:42:00",
"2026-04-27T17:43:00",
"2026-04-27T17:44:00",
"2026-04-27T17:45:00",
"2026-04-27T17:46:00",
"2026-04-27T17:47:00",
"2026-04-27T17:48:00",
"2026-04-27T17:49:00",
"2026-04-27T17:50:00",
"2026-04-27T17:51:00",
"2026-04-27T17:52:00",
"2026-04-27T17:53:00",
"2026-04-27T17:54:00",
"2026-04-27T17:55:00",
"2026-04-27T17:56:00",
"2026-04-27T17:57:00",
"2026-04-27T17:58:00",
"2026-04-27T17:59:00",
"2026-04-27T18:00:00",
"2026-04-27T18:01:00",
"2026-04-27T18:02:00",
"2026-04-27T18:03:00",
"2026-04-27T18:04:00",
"2026-04-27T18:05:00",
"2026-04-27T18:06:00",
"2026-04-27T18:07:00",
"2026-04-27T18:08:00",
"2026-04-27T18:09:00",
"2026-04-27T18:10:00",
"2026-04-27T18:11:00",
"2026-04-27T18:12:00",
"2026-04-27T18:13:00",
"2026-04-27T18:14:00",
"2026-04-27T18:15:00",
"2026-04-27T18:16:00",
"2026-04-27T18:17:00",
"2026-04-27T18:18:00",
"2026-04-27T18:19:00",
"2026-04-27T18:20:00",
"2026-04-27T18:21:00",
"2026-04-27T18:22:00",
"2026-04-27T18:23:00",
"2026-04-27T18:24:00",
"2026-04-27T18:25:00",
"2026-04-27T18:26:00",
"2026-04-27T18:27:00",
"2026-04-27T18:28:00",
"2026-04-27T18:29:00",
"2026-04-27T18:30:00",
"2026-04-27T18:31:00",
"2026-04-27T18:32:00",
"2026-04-27T18:33:00",
"2026-04-27T18:34:00",
"2026-04-27T18:35:00",
"2026-04-27T18:36:00",
"2026-04-27T18:37:00",
"2026-04-27T18:38:00",
"2026-04-27T18:39:00",
"2026-04-27T18:40:00",
"2026-04-27T18:41:00",
"2026-04-27T18:42:00",
"2026-04-27T18:43:00",
"2026-04-27T18:44:00",
"2026-04-27T18:45:00",
"2026-04-27T18:46:00",
"2026-04-27T18:47:00",
"2026-04-27T18:48:00",
"2026-04-27T18:49:00",
"2026-04-27T18:50:00",
"2026-04-27T18:51:00",
"2026-04-27T18:52:00",
"2026-04-27T18:53:00",
"2026-04-27T18:54:00",
"2026-04-27T18:55:00",
"2026-04-27T18:56:00",
"2026-04-27T18:57:00",
"2026-04-27T18:58:00",
"2026-04-27T18:59:00",
"2026-04-27T19:00:00",
"2026-04-27T19:01:00",
"2026-04-27T19:02:00",
"2026-04-27T19:03:00",
"2026-04-27T19:04:00",
"2026-04-27T19:05:00",
"2026-04-27T19:06:00",
"2026-04-27T19:07:00",
"2026-04-27T19:08:00",
"2026-04-27T19:09:00",
"2026-04-27T19:10:00",
"2026-04-27T19:11:00",
"2026-04-27T19:12:00",
"2026-04-27T19:13:00",
"2026-04-27T19:14:00",
"2026-04-27T19:15:00",
"2026-04-27T19:16:00",
"2026-04-27T19:17:00",
"2026-04-27T19:18:00",
"2026-04-27T19:19:00",
"2026-04-27T19:20:00",
"2026-04-27T19:21:00",
"2026-04-27T19:22:00",
"2026-04-27T19:23:00",
"2026-04-27T19:24:00",
"2026-04-27T19:25:00",
"2026-04-27T19:26:00",
"2026-04-27T19:27:00",
"2026-04-27T19:28:00",
"2026-04-27T19:29:00",
"2026-04-27T19:30:00",
"2026-04-27T19:31:00",
"2026-04-27T19:32:00",
"2026-04-27T19:33:00",
"2026-04-27T19:34:00",
"2026-04-27T19:35:00",
"2026-04-27T19:36:00",
"2026-04-27T19:37:00",
"2026-04-27T19:38:00",
"2026-04-27T19:39:00",
"2026-04-27T19:40:00",
"2026-04-27T19:41:00",
"2026-04-27T19:42:00",
"2026-04-27T19:43:00",
"2026-04-27T19:44:00",
"2026-04-27T19:45:00",
"2026-04-27T19:46:00",
"2026-04-27T19:47:00",
"2026-04-27T19:48:00",
"2026-04-27T19:49:00",
"2026-04-27T19:50:00",
"2026-04-27T19:51:00",
"2026-04-27T19:52:00",
"2026-04-27T19:53:00",
"2026-04-27T19:54:00",
"2026-04-27T19:55:00",
"2026-04-27T19:56:00",
"2026-04-27T19:57:00",
"2026-04-27T19:58:00",
"2026-04-27T19:59:00",
"2026-04-27T20:00:00",
"2026-04-27T20:01:00",
"2026-04-27T20:02:00",
"2026-04-27T20:03:00",
"2026-04-27T20:04:00",
"2026-04-27T20:05:00",
"2026-04-27T20:06:00",
"2026-04-27T20:07:00",
"2026-04-27T20:08:00",
"2026-04-27T20:09:00",
"2026-04-27T20:10:00",
"2026-04-27T20:11:00",
"2026-04-27T20:12:00",
"2026-04-27T20:13:00",
"2026-04-27T20:14:00",
"2026-04-27T20:15:00",
"2026-04-27T20:16:00",
"2026-04-27T20:17:00",
"2026-04-27T20:18:00",
"2026-04-27T20:19:00",
"2026-04-27T20:20:00",
"2026-04-27T20:21:00",
"2026-04-27T20:22:00",
"2026-04-27T20:23:00",
"2026-04-27T20:24:00",
"2026-04-27T20:25:00",
"2026-04-27T20:26:00",
"2026-04-27T20:27:00",
"2026-04-27T20:28:00",
"2026-04-27T20:29:00",
"2026-04-27T20:30:00",
"2026-04-27T20:31:00",
"2026-04-27T20:32:00",
"2026-04-27T20:33:00",
"2026-04-27T20:34:00",
"2026-04-27T20:35:00",
"2026-04-27T20:36:00",
"2026-04-27T20:37:00",
"2026-04-27T20:38:00",
"2026-04-27T20:39:00",
"2026-04-27T20:40:00",
"2026-04-27T20:41:00",
"2026-04-27T20:42:00",
"2026-04-27T20:43:00",
"2026-04-27T20:44:00",
"2026-04-27T20:45:00",
"2026-04-27T20:46:00",
"2026-04-27T20:47:00",
"2026-04-27T20:48:00",
"2026-04-27T20:49:00",
"2026-04-27T20:50:00",
"2026-04-27T20:51:00",
"2026-04-27T20:52:00",
"2026-04-27T20:53:00",
"2026-04-27T20:54:00",
"2026-04-27T20:55:00",
"2026-04-27T20:56:00",
"2026-04-27T20:57:00",
"2026-04-27T20:58:00",
"2026-04-27T20:59:00",
"2026-04-27T21:00:00",
"2026-04-27T21:01:00",
"2026-04-27T21:02:00",
"2026-04-27T21:03:00",
"2026-04-27T21:04:00",
"2026-04-27T21:05:00",
"2026-04-27T21:06:00",
"2026-04-27T21:07:00",
"2026-04-27T21:08:00",
"2026-04-27T21:09:00",
"2026-04-27T21:10:00",
"2026-04-27T21:11:00",
"2026-04-27T21:12:00",
"2026-04-27T21:13:00",
"2026-04-27T21:14:00",
"2026-04-27T21:15:00",
"2026-04-27T21:16:00",
"2026-04-27T21:17:00",
"2026-04-27T21:18:00",
"2026-04-27T21:19:00",
"2026-04-27T21:20:00",
"2026-04-27T21:29:00",
"2026-04-27T21:30:00",
"2026-04-27T21:31:00",
"2026-04-27T21:32:00",
"2026-04-27T21:33:00",
"2026-04-27T21:34:00",
"2026-04-27T21:35:00",
"2026-04-27T21:36:00",
"2026-04-27T21:37:00",
"2026-04-27T21:38:00",
"2026-04-27T21:39:00",
"2026-04-27T21:40:00",
"2026-04-27T21:41:00",
"2026-04-27T21:42:00",
"2026-04-27T21:43:00",
"2026-04-27T21:44:00",
"2026-04-27T21:45:00",
"2026-04-27T21:46:00",
"2026-04-27T21:47:00",
"2026-04-27T21:48:00",
"2026-04-27T21:49:00",
"2026-04-27T21:50:00",
"2026-04-27T21:51:00",
"2026-04-27T21:52:00",
"2026-04-27T21:53:00",
"2026-04-27T21:54:00",
"2026-04-27T21:55:00",
"2026-04-27T21:56:00",
"2026-04-27T21:57:00",
"2026-04-27T21:58:00",
"2026-04-27T21:59:00",
"2026-04-27T22:00:00",
"2026-04-27T22:01:00",
"2026-04-27T22:02:00",
"2026-04-27T22:03:00",
"2026-04-27T22:04:00",
"2026-04-27T22:05:00",
"2026-04-27T22:06:00",
"2026-04-27T22:07:00",
"2026-04-27T22:08:00",
"2026-04-27T22:09:00",
"2026-04-27T22:10:00",
"2026-04-27T22:11:00",
"2026-04-27T22:12:00",
"2026-04-27T22:13:00",
"2026-04-27T22:14:00",
"2026-04-27T22:15:00",
"2026-04-27T22:16:00",
"2026-04-27T22:17:00",
"2026-04-27T22:18:00",
"2026-04-27T22:19:00",
"2026-04-27T22:20:00",
"2026-04-27T22:21:00",
"2026-04-27T22:22:00",
"2026-04-27T22:23:00",
"2026-04-27T22:24:00",
"2026-04-27T22:25:00",
"2026-04-27T22:26:00",
"2026-04-27T22:27:00",
"2026-04-27T22:28:00",
"2026-04-27T22:29:00",
"2026-04-27T22:30:00",
"2026-04-27T22:31:00",
"2026-04-27T22:32:00",
"2026-04-27T22:33:00",
"2026-04-27T22:34:00",
"2026-04-27T22:35:00",
"2026-04-27T22:36:00",
"2026-04-27T22:37:00",
"2026-04-27T22:38:00",
"2026-04-27T22:39:00",
"2026-04-27T22:40:00",
"2026-04-27T22:41:00",
"2026-04-27T22:42:00",
"2026-04-27T22:43:00",
"2026-04-27T22:44:00",
"2026-04-27T22:45:00",
"2026-04-27T22:46:00",
"2026-04-27T22:47:00",
"2026-04-27T22:48:00",
"2026-04-27T22:49:00",
"2026-04-27T22:50:00",
"2026-04-27T22:51:00",
"2026-04-27T22:52:00",
"2026-04-27T22:53:00",
"2026-04-27T22:54:00",
"2026-04-27T22:55:00",
"2026-04-27T22:56:00",
"2026-04-27T22:57:00",
"2026-04-27T22:58:00",
"2026-04-27T22:59:00",
"2026-04-27T23:00:00",
"2026-04-27T23:01:00",
"2026-04-27T23:02:00",
"2026-04-27T23:03:00",
"2026-04-27T23:04:00",
"2026-04-27T23:05:00",
"2026-04-27T23:06:00",
"2026-04-27T23:07:00",
"2026-04-27T23:08:00",
"2026-04-27T23:09:00",
"2026-04-27T23:10:00",
"2026-04-27T23:11:00",
"2026-04-27T23:12:00",
"2026-04-27T23:13:00",
"2026-04-27T23:14:00",
"2026-04-27T23:15:00",
"2026-04-27T23:16:00",
"2026-04-27T23:17:00",
"2026-04-27T23:18:00",
"2026-04-27T23:19:00",
"2026-04-27T23:20:00",
"2026-04-27T23:21:00",
"2026-04-27T23:22:00",
"2026-04-27T23:23:00",
"2026-04-27T23:24:00",
"2026-04-27T23:25:00",
"2026-04-27T23:26:00",
"2026-04-27T23:27:00",
"2026-04-27T23:28:00",
"2026-04-27T23:29:00",
"2026-04-27T23:30:00",
"2026-04-27T23:31:00",
"2026-04-27T23:32:00",
"2026-04-27T23:33:00",
"2026-04-27T23:34:00",
"2026-04-27T23:35:00",
"2026-04-27T23:36:00",
"2026-04-27T23:37:00",
"2026-04-27T23:38:00",
"2026-04-27T23:39:00",
"2026-04-27T23:40:00",
"2026-04-27T23:41:00",
"2026-04-27T23:42:00",
"2026-04-27T23:43:00",
"2026-04-27T23:44:00",
"2026-04-27T23:45:00",
"2026-04-27T23:46:00",
"2026-04-27T23:47:00",
"2026-04-27T23:48:00",
"2026-04-27T23:49:00",
"2026-04-27T23:50:00",
"2026-04-27T23:51:00",
"2026-04-27T23:52:00",
"2026-04-27T23:53:00",
"2026-04-27T23:54:00",
"2026-04-27T23:55:00",
"2026-04-27T23:56:00",
"2026-04-27T23:57:00",
"2026-04-27T23:58:00",
"2026-04-27T23:59:00",
"2026-04-28T00:00:00",
"2026-04-28T00:01:00",
"2026-04-28T00:02:00",
"2026-04-28T00:03:00",
"2026-04-28T00:04:00",
"2026-04-28T00:05:00",
"2026-04-28T00:06:00",
"2026-04-28T00:07:00",
"2026-04-28T00:08:00",
"2026-04-28T00:09:00",
"2026-04-28T00:10:00",
"2026-04-28T00:11:00",
"2026-04-28T00:12:00",
"2026-04-28T00:13:00",
"2026-04-28T00:14:00",
"2026-04-28T00:15:00",
"2026-04-28T00:16:00",
"2026-04-28T00:17:00",
"2026-04-28T00:18:00",
"2026-04-28T00:19:00",
"2026-04-28T00:20:00",
"2026-04-28T00:21:00",
"2026-04-28T00:22:00",
"2026-04-28T00:23:00",
"2026-04-28T00:24:00",
"2026-04-28T00:25:00",
"2026-04-28T00:26:00",
"2026-04-28T00:27:00",
"2026-04-28T00:28:00",
"2026-04-28T00:29:00",
"2026-04-28T00:30:00",
"2026-04-28T00:31:00",
"2026-04-28T00:32:00",
"2026-04-28T00:33:00",
"2026-04-28T00:34:00",
"2026-04-28T00:35:00",
"2026-04-28T00:36:00",
"2026-04-28T00:37:00",
"2026-04-28T00:38:00",
"2026-04-28T00:39:00",
"2026-04-28T00:40:00",
"2026-04-28T00:41:00",
"2026-04-28T00:42:00",
"2026-04-28T00:43:00",
"2026-04-28T00:44:00",
"2026-04-28T00:45:00",
"2026-04-28T00:46:00",
"2026-04-28T00:47:00",
"2026-04-28T00:48:00",
"2026-04-28T00:49:00",
"2026-04-28T00:50:00",
"2026-04-28T00:51:00",
"2026-04-28T00:52:00",
"2026-04-28T00:53:00",
"2026-04-28T00:54:00",
"2026-04-28T00:55:00",
"2026-04-28T00:56:00",
"2026-04-28T00:57:00",
"2026-04-28T00:58:00",
"2026-04-28T00:59:00",
"2026-04-28T01:00:00",
"2026-04-28T01:01:00",
"2026-04-28T01:02:00",
"2026-04-28T01:03:00",
"2026-04-28T01:04:00",
"2026-04-28T01:05:00",
"2026-04-28T01:06:00",
"2026-04-28T01:07:00",
"2026-04-28T01:08:00",
"2026-04-28T01:09:00",
"2026-04-28T01:10:00",
"2026-04-28T01:11:00",
"2026-04-28T01:12:00",
"2026-04-28T01:13:00",
"2026-04-28T01:14:00",
"2026-04-28T01:15:00",
"2026-04-28T01:16:00",
"2026-04-28T01:17:00",
"2026-04-28T01:18:00",
"2026-04-28T01:19:00",
"2026-04-28T01:20:00",
"2026-04-28T01:21:00",
"2026-04-28T01:22:00",
"2026-04-28T01:23:00",
"2026-04-28T01:24:00",
"2026-04-28T01:25:00",
"2026-04-28T01:26:00",
"2026-04-28T01:27:00",
"2026-04-28T01:28:00",
"2026-04-28T01:29:00",
"2026-04-28T01:30:00",
"2026-04-28T01:31:00",
"2026-04-28T01:32:00",
"2026-04-28T01:33:00",
"2026-04-28T01:34:00",
"2026-04-28T01:35:00",
"2026-04-28T01:36:00",
"2026-04-28T01:37:00",
"2026-04-28T01:38:00",
"2026-04-28T01:39:00",
"2026-04-28T01:40:00",
"2026-04-28T01:41:00",
"2026-04-28T01:42:00",
"2026-04-28T01:43:00",
"2026-04-28T01:44:00",
"2026-04-28T01:45:00",
"2026-04-28T01:46:00",
"2026-04-28T01:47:00",
"2026-04-28T01:48:00",
"2026-04-28T01:49:00",
"2026-04-28T01:50:00",
"2026-04-28T01:51:00",
"2026-04-28T01:52:00",
"2026-04-28T01:53:00",
"2026-04-28T01:54:00",
"2026-04-28T01:55:00",
"2026-04-28T01:56:00",
"2026-04-28T01:57:00",
"2026-04-28T01:58:00",
"2026-04-28T01:59:00",
"2026-04-28T02:00:00",
"2026-04-28T02:01:00",
"2026-04-28T02:02:00",
"2026-04-28T02:03:00",
"2026-04-28T02:04:00",
"2026-04-28T02:05:00",
"2026-04-28T02:06:00",
"2026-04-28T02:07:00",
"2026-04-28T02:08:00",
"2026-04-28T02:09:00",
"2026-04-28T02:10:00",
"2026-04-28T02:11:00",
"2026-04-28T02:12:00",
"2026-04-28T02:13:00",
"2026-04-28T02:14:00",
"2026-04-28T02:15:00",
"2026-04-28T02:16:00",
"2026-04-28T02:17:00",
"2026-04-28T02:18:00",
"2026-04-28T02:19:00",
"2026-04-28T02:20:00",
"2026-04-28T02:21:00",
"2026-04-28T02:22:00",
"2026-04-28T02:23:00",
"2026-04-28T02:24:00",
"2026-04-28T02:25:00",
"2026-04-28T02:26:00",
"2026-04-28T02:27:00",
"2026-04-28T02:28:00",
"2026-04-28T02:29:00",
"2026-04-28T02:30:00",
"2026-04-28T02:31:00",
"2026-04-28T02:32:00",
"2026-04-28T02:33:00",
"2026-04-28T02:34:00",
"2026-04-28T02:35:00",
"2026-04-28T02:36:00",
"2026-04-28T02:37:00",
"2026-04-28T02:38:00",
"2026-04-28T02:39:00",
"2026-04-28T02:40:00",
"2026-04-28T02:41:00",
"2026-04-28T02:42:00",
"2026-04-28T02:43:00",
"2026-04-28T02:44:00",
"2026-04-28T02:45:00",
"2026-04-28T02:46:00",
"2026-04-28T02:47:00",
"2026-04-28T02:48:00",
"2026-04-28T02:49:00",
"2026-04-28T02:50:00",
"2026-04-28T02:51:00",
"2026-04-28T02:52:00",
"2026-04-28T02:53:00",
"2026-04-28T02:54:00",
"2026-04-28T02:55:00",
"2026-04-28T02:56:00",
"2026-04-28T02:57:00",
"2026-04-28T02:58:00",
"2026-04-28T02:59:00",
"2026-04-28T03:00:00",
"2026-04-28T03:01:00",
"2026-04-28T03:02:00",
"2026-04-28T03:03:00",
"2026-04-28T03:04:00",
"2026-04-28T03:05:00",
"2026-04-28T03:06:00",
"2026-04-28T03:07:00",
"2026-04-28T03:08:00",
"2026-04-28T03:09:00",
"2026-04-28T03:10:00",
"2026-04-28T03:11:00",
"2026-04-28T03:12:00",
"2026-04-28T03:13:00",
"2026-04-28T03:14:00",
"2026-04-28T03:15:00",
"2026-04-28T03:16:00",
"2026-04-28T03:17:00",
"2026-04-28T03:18:00",
"2026-04-28T03:19:00",
"2026-04-28T03:20:00",
"2026-04-28T03:21:00",
"2026-04-28T03:22:00",
"2026-04-28T03:23:00",
"2026-04-28T03:24:00",
"2026-04-28T03:25:00",
"2026-04-28T03:26:00",
"2026-04-28T03:27:00",
"2026-04-28T03:28:00",
"2026-04-28T03:29:00",
"2026-04-28T03:30:00",
"2026-04-28T03:31:00",
"2026-04-28T03:32:00",
"2026-04-28T03:33:00",
"2026-04-28T03:34:00",
"2026-04-28T03:35:00",
"2026-04-28T03:36:00",
"2026-04-28T03:37:00",
"2026-04-28T03:38:00",
"2026-04-28T03:39:00",
"2026-04-28T03:40:00",
"2026-04-28T03:41:00",
"2026-04-28T03:42:00",
"2026-04-28T03:43:00",
"2026-04-28T03:44:00",
"2026-04-28T03:45:00",
"2026-04-28T03:46:00",
"2026-04-28T03:47:00",
"2026-04-28T03:48:00",
"2026-04-28T03:49:00",
"2026-04-28T03:50:00",
"2026-04-28T03:51:00",
"2026-04-28T03:52:00",
"2026-04-28T03:53:00",
"2026-04-28T03:54:00",
"2026-04-28T03:55:00",
"2026-04-28T03:56:00",
"2026-04-28T03:57:00",
"2026-04-28T03:58:00",
"2026-04-28T03:59:00",
"2026-04-28T04:00:00",
"2026-04-28T04:01:00",
"2026-04-28T04:02:00",
"2026-04-28T04:03:00",
"2026-04-28T04:04:00",
"2026-04-28T04:05:00",
"2026-04-28T04:06:00",
"2026-04-28T04:07:00",
"2026-04-28T04:08:00"
],
"xaxis": "x",
"y": {
"bdata": "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",
"dtype": "f8"
},
"yaxis": "y"
}
],
"layout": {
"legend": {
"tracegroupgap": 0
},
"margin": {
"t": 60
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#f2f5fa"
},
"error_y": {
"color": "#f2f5fa"
},
"marker": {
"line": {
"color": "rgb(17,17,17)",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "rgb(17,17,17)",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#A2B1C6",
"gridcolor": "#506784",
"linecolor": "#506784",
"minorgridcolor": "#506784",
"startlinecolor": "#A2B1C6"
},
"baxis": {
"endlinecolor": "#A2B1C6",
"gridcolor": "#506784",
"linecolor": "#506784",
"minorgridcolor": "#506784",
"startlinecolor": "#A2B1C6"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"histogram": [
{
"marker": {
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"line": {
"color": "#283442"
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"line": {
"color": "#283442"
}
},
"type": "scattergl"
}
],
"scattermap": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermap"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#506784"
},
"line": {
"color": "rgb(17,17,17)"
}
},
"header": {
"fill": {
"color": "#2a3f5f"
},
"line": {
"color": "rgb(17,17,17)"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#f2f5fa",
"arrowhead": 0,
"arrowwidth": 1
},
"autotypenumbers": "strict",
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#f2f5fa"
},
"geo": {
"bgcolor": "rgb(17,17,17)",
"lakecolor": "rgb(17,17,17)",
"landcolor": "rgb(17,17,17)",
"showlakes": true,
"showland": true,
"subunitcolor": "#506784"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "dark"
},
"paper_bgcolor": "rgb(17,17,17)",
"plot_bgcolor": "rgb(17,17,17)",
"polar": {
"angularaxis": {
"gridcolor": "#506784",
"linecolor": "#506784",
"ticks": ""
},
"bgcolor": "rgb(17,17,17)",
"radialaxis": {
"gridcolor": "#506784",
"linecolor": "#506784",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "rgb(17,17,17)",
"gridcolor": "#506784",
"gridwidth": 2,
"linecolor": "#506784",
"showbackground": true,
"ticks": "",
"zerolinecolor": "#C8D4E3"
},
"yaxis": {
"backgroundcolor": "rgb(17,17,17)",
"gridcolor": "#506784",
"gridwidth": 2,
"linecolor": "#506784",
"showbackground": true,
"ticks": "",
"zerolinecolor": "#C8D4E3"
},
"zaxis": {
"backgroundcolor": "rgb(17,17,17)",
"gridcolor": "#506784",
"gridwidth": 2,
"linecolor": "#506784",
"showbackground": true,
"ticks": "",
"zerolinecolor": "#C8D4E3"
}
},
"shapedefaults": {
"line": {
"color": "#f2f5fa"
}
},
"sliderdefaults": {
"bgcolor": "#C8D4E3",
"bordercolor": "rgb(17,17,17)",
"borderwidth": 1,
"tickwidth": 0
},
"ternary": {
"aaxis": {
"gridcolor": "#506784",
"linecolor": "#506784",
"ticks": ""
},
"baxis": {
"gridcolor": "#506784",
"linecolor": "#506784",
"ticks": ""
},
"bgcolor": "rgb(17,17,17)",
"caxis": {
"gridcolor": "#506784",
"linecolor": "#506784",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"updatemenudefaults": {
"bgcolor": "#506784",
"borderwidth": 0
},
"xaxis": {
"automargin": true,
"gridcolor": "#283442",
"linecolor": "#506784",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "#283442",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "#283442",
"linecolor": "#506784",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "#283442",
"zerolinewidth": 2
}
}
},
"xaxis": {
"anchor": "y",
"domain": [
0,
1
],
"title": {
"text": "timestamp_trade_dt"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
],
"title": {
"text": "qty_sum"
}
}
}
}
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"px.line(df_aster_trades_by_sec_maker, y='qty_sum', template='plotly_dark')"
]
},
{
"cell_type": "code",
"execution_count": 191,
"id": "b4de9867",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "timestamp_trade_dt=%{x}
qty_sum=%{y}",
"legendgroup": "",
"line": {
"color": "#636efa",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines",
"name": "",
"orientation": "v",
"showlegend": false,
"type": "scatter",
"x": [
"2026-04-27T15:24:00",
"2026-04-27T15:25:00",
"2026-04-27T15:26:00",
"2026-04-27T15:27:00",
"2026-04-27T15:28:00",
"2026-04-27T15:29:00",
"2026-04-27T15:30:00",
"2026-04-27T15:31:00",
"2026-04-27T15:32:00",
"2026-04-27T15:33:00",
"2026-04-27T15:34:00",
"2026-04-27T15:35:00",
"2026-04-27T15:36:00",
"2026-04-27T15:37:00",
"2026-04-27T15:38:00",
"2026-04-27T15:39:00",
"2026-04-27T15:40:00",
"2026-04-27T15:41:00",
"2026-04-27T15:42:00",
"2026-04-27T15:43:00",
"2026-04-27T15:44:00",
"2026-04-27T15:45:00",
"2026-04-27T15:46:00",
"2026-04-27T15:47:00",
"2026-04-27T15:48:00",
"2026-04-27T15:49:00",
"2026-04-27T15:50:00",
"2026-04-27T15:51:00",
"2026-04-27T15:52:00",
"2026-04-27T15:53:00",
"2026-04-27T15:54:00",
"2026-04-27T15:55:00",
"2026-04-27T15:56:00",
"2026-04-27T15:57:00",
"2026-04-27T15:58:00",
"2026-04-27T15:59:00",
"2026-04-27T16:00:00",
"2026-04-27T16:01:00",
"2026-04-27T16:02:00",
"2026-04-27T16:03:00",
"2026-04-27T16:04:00",
"2026-04-27T16:05:00",
"2026-04-27T16:06:00",
"2026-04-27T16:07:00",
"2026-04-27T16:08:00",
"2026-04-27T16:09:00",
"2026-04-27T16:10:00",
"2026-04-27T16:11:00",
"2026-04-27T16:12:00",
"2026-04-27T16:13:00",
"2026-04-27T16:14:00",
"2026-04-27T16:15:00",
"2026-04-27T16:16:00",
"2026-04-27T16:17:00",
"2026-04-27T16:18:00",
"2026-04-27T16:19:00",
"2026-04-27T16:20:00",
"2026-04-27T16:21:00",
"2026-04-27T16:22:00",
"2026-04-27T16:23:00",
"2026-04-27T16:24:00",
"2026-04-27T16:25:00",
"2026-04-27T16:26:00",
"2026-04-27T16:27:00",
"2026-04-27T16:28:00",
"2026-04-27T16:29:00",
"2026-04-27T16:30:00",
"2026-04-27T16:31:00",
"2026-04-27T16:32:00",
"2026-04-27T16:33:00",
"2026-04-27T16:34:00",
"2026-04-27T16:35:00",
"2026-04-27T16:36:00",
"2026-04-27T16:38:00",
"2026-04-27T16:39:00",
"2026-04-27T16:40:00",
"2026-04-27T16:41:00",
"2026-04-27T16:43:00",
"2026-04-27T16:44:00",
"2026-04-27T16:45:00",
"2026-04-27T16:46:00",
"2026-04-27T16:47:00",
"2026-04-27T16:48:00",
"2026-04-27T16:49:00",
"2026-04-27T16:50:00",
"2026-04-27T16:51:00",
"2026-04-27T16:52:00",
"2026-04-27T16:53:00",
"2026-04-27T16:54:00",
"2026-04-27T16:55:00",
"2026-04-27T16:56:00",
"2026-04-27T16:57:00",
"2026-04-27T16:58:00",
"2026-04-27T17:00:00",
"2026-04-27T17:01:00",
"2026-04-27T17:02:00",
"2026-04-27T17:03:00",
"2026-04-27T17:04:00",
"2026-04-27T17:05:00",
"2026-04-27T17:06:00",
"2026-04-27T17:07:00",
"2026-04-27T17:08:00",
"2026-04-27T17:09:00",
"2026-04-27T17:10:00",
"2026-04-27T17:11:00",
"2026-04-27T17:12:00",
"2026-04-27T17:13:00",
"2026-04-27T17:14:00",
"2026-04-27T17:15:00",
"2026-04-27T17:16:00",
"2026-04-27T17:18:00",
"2026-04-27T17:19:00",
"2026-04-27T17:20:00",
"2026-04-27T17:23:00",
"2026-04-27T17:24:00",
"2026-04-27T17:25:00",
"2026-04-27T17:26:00",
"2026-04-27T17:27:00",
"2026-04-27T17:28:00",
"2026-04-27T17:29:00",
"2026-04-27T17:30:00",
"2026-04-27T17:31:00",
"2026-04-27T17:32:00",
"2026-04-27T17:33:00",
"2026-04-27T17:34:00",
"2026-04-27T17:35:00",
"2026-04-27T17:36:00",
"2026-04-27T17:37:00",
"2026-04-27T17:38:00",
"2026-04-27T17:39:00",
"2026-04-27T17:40:00",
"2026-04-27T17:41:00",
"2026-04-27T17:42:00",
"2026-04-27T17:43:00",
"2026-04-27T17:44:00",
"2026-04-27T17:45:00",
"2026-04-27T17:46:00",
"2026-04-27T17:47:00",
"2026-04-27T17:48:00",
"2026-04-27T17:49:00",
"2026-04-27T17:50:00",
"2026-04-27T17:51:00",
"2026-04-27T17:53:00",
"2026-04-27T17:54:00",
"2026-04-27T17:55:00",
"2026-04-27T17:56:00",
"2026-04-27T17:58:00",
"2026-04-27T18:00:00",
"2026-04-27T18:01:00",
"2026-04-27T18:02:00",
"2026-04-27T18:03:00",
"2026-04-27T18:04:00",
"2026-04-27T18:05:00",
"2026-04-27T18:06:00",
"2026-04-27T18:07:00",
"2026-04-27T18:08:00",
"2026-04-27T18:09:00",
"2026-04-27T18:10:00",
"2026-04-27T18:11:00",
"2026-04-27T18:12:00",
"2026-04-27T18:13:00",
"2026-04-27T18:14:00",
"2026-04-27T18:17:00",
"2026-04-27T18:18:00",
"2026-04-27T18:19:00",
"2026-04-27T18:20:00",
"2026-04-27T18:21:00",
"2026-04-27T18:23:00",
"2026-04-27T18:24:00",
"2026-04-27T18:25:00",
"2026-04-27T18:26:00",
"2026-04-27T18:28:00",
"2026-04-27T18:30:00",
"2026-04-27T18:31:00",
"2026-04-27T18:32:00",
"2026-04-27T18:33:00",
"2026-04-27T18:34:00",
"2026-04-27T18:35:00",
"2026-04-27T18:38:00",
"2026-04-27T18:39:00",
"2026-04-27T18:40:00",
"2026-04-27T18:41:00",
"2026-04-27T18:42:00",
"2026-04-27T18:43:00",
"2026-04-27T18:45:00",
"2026-04-27T18:46:00",
"2026-04-27T18:47:00",
"2026-04-27T18:48:00",
"2026-04-27T18:49:00",
"2026-04-27T18:50:00",
"2026-04-27T18:51:00",
"2026-04-27T18:52:00",
"2026-04-27T18:53:00",
"2026-04-27T18:54:00",
"2026-04-27T18:55:00",
"2026-04-27T18:56:00",
"2026-04-27T18:57:00",
"2026-04-27T18:58:00",
"2026-04-27T19:00:00",
"2026-04-27T19:01:00",
"2026-04-27T19:02:00",
"2026-04-27T19:03:00",
"2026-04-27T19:04:00",
"2026-04-27T19:05:00",
"2026-04-27T19:06:00",
"2026-04-27T19:07:00",
"2026-04-27T19:13:00",
"2026-04-27T19:14:00",
"2026-04-27T19:15:00",
"2026-04-27T19:16:00",
"2026-04-27T19:17:00",
"2026-04-27T19:18:00",
"2026-04-27T19:19:00",
"2026-04-27T19:20:00",
"2026-04-27T19:21:00",
"2026-04-27T19:22:00",
"2026-04-27T19:23:00",
"2026-04-27T19:24:00",
"2026-04-27T19:25:00",
"2026-04-27T19:26:00",
"2026-04-27T19:27:00",
"2026-04-27T19:28:00",
"2026-04-27T19:29:00",
"2026-04-27T19:30:00",
"2026-04-27T19:31:00",
"2026-04-27T19:32:00",
"2026-04-27T19:33:00",
"2026-04-27T19:35:00",
"2026-04-27T19:36:00",
"2026-04-27T19:37:00",
"2026-04-27T19:38:00",
"2026-04-27T19:39:00",
"2026-04-27T19:40:00",
"2026-04-27T19:41:00",
"2026-04-27T19:42:00",
"2026-04-27T19:43:00",
"2026-04-27T19:44:00",
"2026-04-27T19:45:00",
"2026-04-27T19:46:00",
"2026-04-27T19:47:00",
"2026-04-27T19:48:00",
"2026-04-27T19:49:00",
"2026-04-27T19:50:00",
"2026-04-27T19:51:00",
"2026-04-27T19:52:00",
"2026-04-27T19:55:00",
"2026-04-27T19:56:00",
"2026-04-27T19:57:00",
"2026-04-27T19:59:00",
"2026-04-27T20:00:00",
"2026-04-27T20:01:00",
"2026-04-27T20:03:00",
"2026-04-27T20:04:00",
"2026-04-27T20:05:00",
"2026-04-27T20:06:00",
"2026-04-27T20:07:00",
"2026-04-27T20:08:00",
"2026-04-27T20:09:00",
"2026-04-27T20:10:00",
"2026-04-27T20:11:00",
"2026-04-27T20:12:00",
"2026-04-27T20:13:00",
"2026-04-27T20:14:00",
"2026-04-27T20:15:00",
"2026-04-27T20:16:00",
"2026-04-27T20:17:00",
"2026-04-27T20:20:00",
"2026-04-27T20:21:00",
"2026-04-27T20:22:00",
"2026-04-27T20:26:00",
"2026-04-27T20:27:00",
"2026-04-27T20:30:00",
"2026-04-27T20:31:00",
"2026-04-27T20:32:00",
"2026-04-27T20:33:00",
"2026-04-27T20:34:00",
"2026-04-27T20:35:00",
"2026-04-27T20:36:00",
"2026-04-27T20:37:00",
"2026-04-27T20:38:00",
"2026-04-27T20:39:00",
"2026-04-27T20:40:00",
"2026-04-27T20:44:00",
"2026-04-27T20:45:00",
"2026-04-27T20:46:00",
"2026-04-27T20:52:00",
"2026-04-27T20:54:00",
"2026-04-27T20:58:00",
"2026-04-27T20:59:00",
"2026-04-27T21:00:00",
"2026-04-27T21:01:00",
"2026-04-27T21:02:00",
"2026-04-27T21:03:00",
"2026-04-27T21:04:00",
"2026-04-27T21:05:00",
"2026-04-27T21:06:00",
"2026-04-27T21:07:00",
"2026-04-27T21:08:00",
"2026-04-27T21:09:00",
"2026-04-27T21:10:00",
"2026-04-27T21:11:00",
"2026-04-27T21:12:00",
"2026-04-27T21:15:00",
"2026-04-27T21:16:00",
"2026-04-27T21:17:00",
"2026-04-27T21:18:00",
"2026-04-27T21:19:00",
"2026-04-27T21:20:00",
"2026-04-27T21:29:00",
"2026-04-27T21:30:00",
"2026-04-27T21:32:00",
"2026-04-27T21:33:00",
"2026-04-27T21:34:00",
"2026-04-27T21:36:00",
"2026-04-27T21:37:00",
"2026-04-27T21:38:00",
"2026-04-27T21:40:00",
"2026-04-27T21:41:00",
"2026-04-27T21:42:00",
"2026-04-27T21:43:00",
"2026-04-27T21:44:00",
"2026-04-27T21:45:00",
"2026-04-27T21:46:00",
"2026-04-27T21:47:00",
"2026-04-27T21:48:00",
"2026-04-27T21:50:00",
"2026-04-27T21:51:00",
"2026-04-27T21:52:00",
"2026-04-27T21:53:00",
"2026-04-27T21:54:00",
"2026-04-27T21:55:00",
"2026-04-27T21:56:00",
"2026-04-27T21:59:00",
"2026-04-27T22:00:00",
"2026-04-27T22:01:00",
"2026-04-27T22:02:00",
"2026-04-27T22:03:00",
"2026-04-27T22:04:00",
"2026-04-27T22:05:00",
"2026-04-27T22:06:00",
"2026-04-27T22:07:00",
"2026-04-27T22:08:00",
"2026-04-27T22:09:00",
"2026-04-27T22:10:00",
"2026-04-27T22:11:00",
"2026-04-27T22:12:00",
"2026-04-27T22:15:00",
"2026-04-27T22:16:00",
"2026-04-27T22:17:00",
"2026-04-27T22:20:00",
"2026-04-27T22:21:00",
"2026-04-27T22:23:00",
"2026-04-27T22:24:00",
"2026-04-27T22:28:00",
"2026-04-27T22:29:00",
"2026-04-27T22:30:00",
"2026-04-27T22:31:00",
"2026-04-27T22:32:00",
"2026-04-27T22:33:00",
"2026-04-27T22:34:00",
"2026-04-27T22:35:00",
"2026-04-27T22:36:00",
"2026-04-27T22:38:00",
"2026-04-27T22:44:00",
"2026-04-27T22:45:00",
"2026-04-27T22:48:00",
"2026-04-27T22:49:00",
"2026-04-27T22:50:00",
"2026-04-27T22:51:00",
"2026-04-27T22:52:00",
"2026-04-27T22:55:00",
"2026-04-27T22:56:00",
"2026-04-27T22:58:00",
"2026-04-27T22:59:00",
"2026-04-27T23:00:00",
"2026-04-27T23:02:00",
"2026-04-27T23:04:00",
"2026-04-27T23:05:00",
"2026-04-27T23:06:00",
"2026-04-27T23:07:00",
"2026-04-27T23:09:00",
"2026-04-27T23:10:00",
"2026-04-27T23:11:00",
"2026-04-27T23:12:00",
"2026-04-27T23:13:00",
"2026-04-27T23:16:00",
"2026-04-27T23:17:00",
"2026-04-27T23:18:00",
"2026-04-27T23:19:00",
"2026-04-27T23:20:00",
"2026-04-27T23:23:00",
"2026-04-27T23:24:00",
"2026-04-27T23:25:00",
"2026-04-27T23:26:00",
"2026-04-27T23:28:00",
"2026-04-27T23:29:00",
"2026-04-27T23:31:00",
"2026-04-27T23:32:00",
"2026-04-27T23:33:00",
"2026-04-27T23:35:00",
"2026-04-27T23:36:00",
"2026-04-27T23:37:00",
"2026-04-27T23:38:00",
"2026-04-27T23:39:00",
"2026-04-27T23:40:00",
"2026-04-27T23:41:00",
"2026-04-27T23:42:00",
"2026-04-27T23:43:00",
"2026-04-27T23:44:00",
"2026-04-27T23:45:00",
"2026-04-27T23:46:00",
"2026-04-27T23:47:00",
"2026-04-27T23:48:00",
"2026-04-27T23:49:00",
"2026-04-27T23:50:00",
"2026-04-27T23:51:00",
"2026-04-27T23:52:00",
"2026-04-27T23:53:00",
"2026-04-27T23:54:00",
"2026-04-27T23:55:00",
"2026-04-27T23:56:00",
"2026-04-27T23:57:00",
"2026-04-27T23:58:00",
"2026-04-28T00:00:00",
"2026-04-28T00:01:00",
"2026-04-28T00:03:00",
"2026-04-28T00:04:00",
"2026-04-28T00:05:00",
"2026-04-28T00:06:00",
"2026-04-28T00:07:00",
"2026-04-28T00:09:00",
"2026-04-28T00:10:00",
"2026-04-28T00:11:00",
"2026-04-28T00:12:00",
"2026-04-28T00:13:00",
"2026-04-28T00:14:00",
"2026-04-28T00:15:00",
"2026-04-28T00:16:00",
"2026-04-28T00:17:00",
"2026-04-28T00:18:00",
"2026-04-28T00:19:00",
"2026-04-28T00:20:00",
"2026-04-28T00:21:00",
"2026-04-28T00:23:00",
"2026-04-28T00:24:00",
"2026-04-28T00:26:00",
"2026-04-28T00:27:00",
"2026-04-28T00:28:00",
"2026-04-28T00:30:00",
"2026-04-28T00:33:00",
"2026-04-28T00:34:00",
"2026-04-28T00:35:00",
"2026-04-28T00:37:00",
"2026-04-28T00:39:00",
"2026-04-28T00:40:00",
"2026-04-28T00:41:00",
"2026-04-28T00:42:00",
"2026-04-28T00:43:00",
"2026-04-28T00:44:00",
"2026-04-28T00:45:00",
"2026-04-28T00:46:00",
"2026-04-28T00:47:00",
"2026-04-28T00:48:00",
"2026-04-28T00:49:00",
"2026-04-28T00:50:00",
"2026-04-28T00:51:00",
"2026-04-28T00:52:00",
"2026-04-28T00:56:00",
"2026-04-28T00:57:00",
"2026-04-28T00:58:00",
"2026-04-28T00:59:00",
"2026-04-28T01:00:00",
"2026-04-28T01:02:00",
"2026-04-28T01:04:00",
"2026-04-28T01:06:00",
"2026-04-28T01:07:00",
"2026-04-28T01:08:00",
"2026-04-28T01:09:00",
"2026-04-28T01:10:00",
"2026-04-28T01:11:00",
"2026-04-28T01:12:00",
"2026-04-28T01:13:00",
"2026-04-28T01:14:00",
"2026-04-28T01:15:00",
"2026-04-28T01:16:00",
"2026-04-28T01:17:00",
"2026-04-28T01:18:00",
"2026-04-28T01:19:00",
"2026-04-28T01:20:00",
"2026-04-28T01:21:00",
"2026-04-28T01:22:00",
"2026-04-28T01:23:00",
"2026-04-28T01:24:00",
"2026-04-28T01:25:00",
"2026-04-28T01:26:00",
"2026-04-28T01:27:00",
"2026-04-28T01:28:00",
"2026-04-28T01:29:00",
"2026-04-28T01:30:00",
"2026-04-28T01:31:00",
"2026-04-28T01:32:00",
"2026-04-28T01:33:00",
"2026-04-28T01:34:00",
"2026-04-28T01:35:00",
"2026-04-28T01:36:00",
"2026-04-28T01:37:00",
"2026-04-28T01:38:00",
"2026-04-28T01:39:00",
"2026-04-28T01:40:00",
"2026-04-28T01:41:00",
"2026-04-28T01:42:00",
"2026-04-28T01:43:00",
"2026-04-28T01:44:00",
"2026-04-28T01:45:00",
"2026-04-28T01:46:00",
"2026-04-28T01:47:00",
"2026-04-28T01:48:00",
"2026-04-28T01:49:00",
"2026-04-28T01:50:00",
"2026-04-28T01:51:00",
"2026-04-28T01:52:00",
"2026-04-28T01:53:00",
"2026-04-28T01:54:00",
"2026-04-28T01:55:00",
"2026-04-28T01:56:00",
"2026-04-28T01:57:00",
"2026-04-28T01:58:00",
"2026-04-28T01:59:00",
"2026-04-28T02:00:00",
"2026-04-28T02:01:00",
"2026-04-28T02:02:00",
"2026-04-28T02:03:00",
"2026-04-28T02:04:00",
"2026-04-28T02:05:00",
"2026-04-28T02:06:00",
"2026-04-28T02:07:00",
"2026-04-28T02:09:00",
"2026-04-28T02:10:00",
"2026-04-28T02:12:00",
"2026-04-28T02:15:00",
"2026-04-28T02:16:00",
"2026-04-28T02:17:00",
"2026-04-28T02:19:00",
"2026-04-28T02:20:00",
"2026-04-28T02:22:00",
"2026-04-28T02:24:00",
"2026-04-28T02:25:00",
"2026-04-28T02:26:00",
"2026-04-28T02:27:00",
"2026-04-28T02:28:00",
"2026-04-28T02:29:00",
"2026-04-28T02:30:00",
"2026-04-28T02:31:00",
"2026-04-28T02:32:00",
"2026-04-28T02:33:00",
"2026-04-28T02:34:00",
"2026-04-28T02:35:00",
"2026-04-28T02:36:00",
"2026-04-28T02:37:00",
"2026-04-28T02:38:00",
"2026-04-28T02:39:00",
"2026-04-28T02:40:00",
"2026-04-28T02:41:00",
"2026-04-28T02:42:00",
"2026-04-28T02:43:00",
"2026-04-28T02:44:00",
"2026-04-28T02:45:00",
"2026-04-28T02:46:00",
"2026-04-28T02:48:00",
"2026-04-28T02:49:00",
"2026-04-28T02:50:00",
"2026-04-28T02:51:00",
"2026-04-28T02:52:00",
"2026-04-28T02:53:00",
"2026-04-28T02:54:00",
"2026-04-28T02:55:00",
"2026-04-28T02:57:00",
"2026-04-28T02:58:00",
"2026-04-28T02:59:00",
"2026-04-28T03:00:00",
"2026-04-28T03:01:00",
"2026-04-28T03:02:00",
"2026-04-28T03:03:00",
"2026-04-28T03:04:00",
"2026-04-28T03:05:00",
"2026-04-28T03:06:00",
"2026-04-28T03:07:00",
"2026-04-28T03:08:00",
"2026-04-28T03:09:00",
"2026-04-28T03:10:00",
"2026-04-28T03:11:00",
"2026-04-28T03:12:00",
"2026-04-28T03:13:00",
"2026-04-28T03:15:00",
"2026-04-28T03:17:00",
"2026-04-28T03:18:00",
"2026-04-28T03:19:00",
"2026-04-28T03:20:00",
"2026-04-28T03:22:00",
"2026-04-28T03:23:00",
"2026-04-28T03:24:00",
"2026-04-28T03:26:00",
"2026-04-28T03:28:00",
"2026-04-28T03:29:00",
"2026-04-28T03:30:00",
"2026-04-28T03:31:00",
"2026-04-28T03:34:00",
"2026-04-28T03:35:00",
"2026-04-28T03:36:00",
"2026-04-28T03:37:00",
"2026-04-28T03:38:00",
"2026-04-28T03:39:00",
"2026-04-28T03:40:00",
"2026-04-28T03:41:00",
"2026-04-28T03:44:00",
"2026-04-28T03:45:00",
"2026-04-28T03:46:00",
"2026-04-28T03:50:00",
"2026-04-28T03:51:00",
"2026-04-28T03:54:00",
"2026-04-28T03:57:00",
"2026-04-28T04:01:00",
"2026-04-28T04:02:00",
"2026-04-28T04:06:00"
],
"xaxis": "x",
"y": {
"bdata": "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",
"dtype": "f8"
},
"yaxis": "y"
}
],
"layout": {
"legend": {
"tracegroupgap": 0
},
"margin": {
"t": 60
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#f2f5fa"
},
"error_y": {
"color": "#f2f5fa"
},
"marker": {
"line": {
"color": "rgb(17,17,17)",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "rgb(17,17,17)",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#A2B1C6",
"gridcolor": "#506784",
"linecolor": "#506784",
"minorgridcolor": "#506784",
"startlinecolor": "#A2B1C6"
},
"baxis": {
"endlinecolor": "#A2B1C6",
"gridcolor": "#506784",
"linecolor": "#506784",
"minorgridcolor": "#506784",
"startlinecolor": "#A2B1C6"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"histogram": [
{
"marker": {
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"line": {
"color": "#283442"
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"line": {
"color": "#283442"
}
},
"type": "scattergl"
}
],
"scattermap": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermap"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#506784"
},
"line": {
"color": "rgb(17,17,17)"
}
},
"header": {
"fill": {
"color": "#2a3f5f"
},
"line": {
"color": "rgb(17,17,17)"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#f2f5fa",
"arrowhead": 0,
"arrowwidth": 1
},
"autotypenumbers": "strict",
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#f2f5fa"
},
"geo": {
"bgcolor": "rgb(17,17,17)",
"lakecolor": "rgb(17,17,17)",
"landcolor": "rgb(17,17,17)",
"showlakes": true,
"showland": true,
"subunitcolor": "#506784"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "dark"
},
"paper_bgcolor": "rgb(17,17,17)",
"plot_bgcolor": "rgb(17,17,17)",
"polar": {
"angularaxis": {
"gridcolor": "#506784",
"linecolor": "#506784",
"ticks": ""
},
"bgcolor": "rgb(17,17,17)",
"radialaxis": {
"gridcolor": "#506784",
"linecolor": "#506784",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "rgb(17,17,17)",
"gridcolor": "#506784",
"gridwidth": 2,
"linecolor": "#506784",
"showbackground": true,
"ticks": "",
"zerolinecolor": "#C8D4E3"
},
"yaxis": {
"backgroundcolor": "rgb(17,17,17)",
"gridcolor": "#506784",
"gridwidth": 2,
"linecolor": "#506784",
"showbackground": true,
"ticks": "",
"zerolinecolor": "#C8D4E3"
},
"zaxis": {
"backgroundcolor": "rgb(17,17,17)",
"gridcolor": "#506784",
"gridwidth": 2,
"linecolor": "#506784",
"showbackground": true,
"ticks": "",
"zerolinecolor": "#C8D4E3"
}
},
"shapedefaults": {
"line": {
"color": "#f2f5fa"
}
},
"sliderdefaults": {
"bgcolor": "#C8D4E3",
"bordercolor": "rgb(17,17,17)",
"borderwidth": 1,
"tickwidth": 0
},
"ternary": {
"aaxis": {
"gridcolor": "#506784",
"linecolor": "#506784",
"ticks": ""
},
"baxis": {
"gridcolor": "#506784",
"linecolor": "#506784",
"ticks": ""
},
"bgcolor": "rgb(17,17,17)",
"caxis": {
"gridcolor": "#506784",
"linecolor": "#506784",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"updatemenudefaults": {
"bgcolor": "#506784",
"borderwidth": 0
},
"xaxis": {
"automargin": true,
"gridcolor": "#283442",
"linecolor": "#506784",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "#283442",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "#283442",
"linecolor": "#506784",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "#283442",
"zerolinewidth": 2
}
}
},
"xaxis": {
"anchor": "y",
"domain": [
0,
1
],
"title": {
"text": "timestamp_trade_dt"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
],
"title": {
"text": "qty_sum"
}
}
}
}
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"px.line(df_extend_trades_by_sec_maker, y='qty_sum', template='plotly_dark')"
]
},
{
"cell_type": "code",
"execution_count": 192,
"id": "56f94403",
"metadata": {},
"outputs": [],
"source": [
"df_comb_trades_by_sec = df_aster_trades_by_sec_taker[['price_median']].merge(df_extend_trades_by_sec_maker[['price_median']], left_index=True, right_index=True, suffixes=('_aster','_extend'))"
]
},
{
"cell_type": "code",
"execution_count": 193,
"metadata": {},
"outputs": [],
"source": [
"df_comb_trades_by_sec['ratio'] = df_comb_trades_by_sec['price_median_aster'] / df_comb_trades_by_sec['price_median_extend']"
]
},
{
"cell_type": "code",
"execution_count": 194,
"id": "663d036f",
"metadata": {},
"outputs": [],
"source": [
"# df_comb_trades_by_sec = df_comb_trades_by_sec.reset_index().groupby(pd.Grouper(key='timestamp_trade_dt', freq='h')).agg({'price_median_aster': 'median', 'price_median_extend': 'median', 'ratio': 'median'}) # Resting on the ask (seller is maker): BID [Taker] [Buyer] -- Crossed into --> ASK [Maker] [Seller]"
]
},
{
"cell_type": "code",
"execution_count": 195,
"id": "66c5a128",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.46955128205128205"
]
},
"execution_count": 195,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(df_comb_trades_by_sec.loc[df_comb_trades_by_sec['ratio'] > 1]) / len(df_comb_trades_by_sec)"
]
},
{
"cell_type": "code",
"execution_count": 196,
"id": "a454f3c4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.530448717948718"
]
},
"execution_count": 196,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(df_comb_trades_by_sec.loc[df_comb_trades_by_sec['ratio'] <= 1]) / len(df_comb_trades_by_sec)"
]
},
{
"cell_type": "code",
"execution_count": 197,
"id": "bf9af769",
"metadata": {},
"outputs": [],
"source": [
"min_time = max([round(df_comb_trades_by_sec.index.min().timestamp()*1000), int(round(df_fr['timestamp'].min()))])"
]
},
{
"cell_type": "code",
"execution_count": 198,
"id": "a0b4ab50",
"metadata": {},
"outputs": [],
"source": [
"df_comb_trades_by_sec_plot = df_comb_trades_by_sec.loc[df_comb_trades_by_sec.index.values.astype(np.int64) > min_time,:]\n",
"df_fr_plot = df_fr.loc[df_fr['timestamp'] > min_time,:]"
]
},
{
"cell_type": "code",
"execution_count": 199,
"id": "b724d368",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.microsoft.datawrangler.viewer.v0+json": {
"columns": [
{
"name": "timestamp_trade_dt",
"rawType": "datetime64[ms]",
"type": "datetime"
},
{
"name": "price_median_aster",
"rawType": "float64",
"type": "float"
},
{
"name": "price_median_extend",
"rawType": "float64",
"type": "float"
},
{
"name": "ratio",
"rawType": "float64",
"type": "float"
}
],
"ref": "a60cea97-0362-41f0-907b-6427d6400779",
"rows": [
[
"2026-04-27 15:24:00",
"2267.7",
"2269.5",
"0.9992068737607401"
],
[
"2026-04-27 15:25:00",
"2267.3",
"2267.25",
"1.000022053148087"
],
[
"2026-04-27 15:26:00",
"2268.3",
"2267.6",
"1.0003086964191217"
],
[
"2026-04-27 15:27:00",
"2271.6099999999997",
"2271.6",
"1.0000044021834829"
],
[
"2026-04-27 15:28:00",
"2271.225",
"2270.7",
"1.0002312062359626"
],
[
"2026-04-27 15:29:00",
"2273.0950000000003",
"2272.1",
"1.0004379208661591"
],
[
"2026-04-27 15:30:00",
"2276.0",
"2275.4",
"1.0002636899006767"
],
[
"2026-04-27 15:31:00",
"2280.21",
"2282.05",
"0.9991937074121952"
],
[
"2026-04-27 15:32:00",
"2280.6",
"2281.6",
"0.9995617110799438"
],
[
"2026-04-27 15:33:00",
"2281.0699999999997",
"2280.45",
"1.000271876164792"
],
[
"2026-04-27 15:34:00",
"2279.6",
"2279.0",
"1.0002632733655112"
],
[
"2026-04-27 15:35:00",
"2280.2650000000003",
"2280.9",
"0.9997216011223641"
],
[
"2026-04-27 15:36:00",
"2279.71",
"2280.2",
"0.9997851065695993"
],
[
"2026-04-27 15:37:00",
"2279.7",
"2280.1",
"0.9998245690978466"
],
[
"2026-04-27 15:38:00",
"2279.755",
"2279.7",
"1.0000241259814888"
],
[
"2026-04-27 15:39:00",
"2280.58",
"2280.8",
"0.9999035426166256"
],
[
"2026-04-27 15:40:00",
"2279.92",
"2280.4",
"0.9997895106121732"
],
[
"2026-04-27 15:41:00",
"2281.54",
"2281.0",
"1.0002367382726873"
],
[
"2026-04-27 15:42:00",
"2282.005",
"2282.4",
"0.9998269365580091"
],
[
"2026-04-27 15:43:00",
"2281.395",
"2281.1",
"1.0001293235719608"
],
[
"2026-04-27 15:44:00",
"2281.3",
"2281.7",
"0.999824692115528"
],
[
"2026-04-27 15:45:00",
"2280.5",
"2280.8",
"0.9998684672044895"
],
[
"2026-04-27 15:46:00",
"2279.125",
"2280.0",
"0.9996162280701755"
],
[
"2026-04-27 15:47:00",
"2278.645",
"2278.6",
"1.000019748968665"
],
[
"2026-04-27 15:48:00",
"2276.79",
"2277.2",
"0.9998199543298789"
],
[
"2026-04-27 15:49:00",
"2275.48",
"2274.75",
"1.0003209143861962"
],
[
"2026-04-27 15:50:00",
"2273.98",
"2272.9",
"1.0004751638875444"
],
[
"2026-04-27 15:51:00",
"2274.7",
"2274.0",
"1.0003078276165347"
],
[
"2026-04-27 15:52:00",
"2273.29",
"2274.2",
"0.9995998592911793"
],
[
"2026-04-27 15:53:00",
"2273.5550000000003",
"2273.1",
"1.0002001671725838"
],
[
"2026-04-27 15:54:00",
"2274.57",
"2274.4",
"1.000074744987689"
],
[
"2026-04-27 15:55:00",
"2275.09",
"2274.8",
"1.0001274837348337"
],
[
"2026-04-27 15:56:00",
"2273.525",
"2274.3",
"0.9996592358088202"
],
[
"2026-04-27 15:57:00",
"2273.23",
"2273.2",
"1.000013197254971"
],
[
"2026-04-27 15:58:00",
"2272.91",
"2272.8",
"1.0000483984512494"
],
[
"2026-04-27 15:59:00",
"2273.245",
"2272.8",
"1.0001957937346004"
],
[
"2026-04-27 16:00:00",
"2271.72",
"2272.0",
"0.9998767605633802"
],
[
"2026-04-27 16:01:00",
"2270.8",
"2270.7",
"1.0000440392830405"
],
[
"2026-04-27 16:02:00",
"2271.3900000000003",
"2270.9",
"1.0002157734818795"
],
[
"2026-04-27 16:03:00",
"2270.2",
"2269.8",
"1.0001762269803505"
],
[
"2026-04-27 16:04:00",
"2273.14",
"2273.7",
"0.9997537054140828"
],
[
"2026-04-27 16:05:00",
"2273.21",
"2273.0",
"1.0000923889133304"
],
[
"2026-04-27 16:06:00",
"2274.925",
"2275.1499999999996",
"0.9999011054216208"
],
[
"2026-04-27 16:07:00",
"2275.58",
"2275.2",
"1.000167018284107"
],
[
"2026-04-27 16:08:00",
"2273.68",
"2273.6",
"1.0000351864883885"
],
[
"2026-04-27 16:09:00",
"2274.05",
"2273.0",
"1.000461944566652"
],
[
"2026-04-27 16:10:00",
"2274.28",
"2274.2",
"1.0000351772051712"
],
[
"2026-04-27 16:11:00",
"2275.0",
"2274.55",
"1.0001978413312522"
],
[
"2026-04-27 16:12:00",
"2276.41",
"2276.2",
"1.0000922590282049"
],
[
"2026-04-27 16:13:00",
"2276.855",
"2276.45",
"1.0001779085857367"
]
],
"shape": {
"columns": 3,
"rows": 624
}
},
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" price_median_aster | \n",
" price_median_extend | \n",
" ratio | \n",
"
\n",
" \n",
" | timestamp_trade_dt | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | 2026-04-27 15:24:00 | \n",
" 2267.700 | \n",
" 2269.50 | \n",
" 0.999207 | \n",
"
\n",
" \n",
" | 2026-04-27 15:25:00 | \n",
" 2267.300 | \n",
" 2267.25 | \n",
" 1.000022 | \n",
"
\n",
" \n",
" | 2026-04-27 15:26:00 | \n",
" 2268.300 | \n",
" 2267.60 | \n",
" 1.000309 | \n",
"
\n",
" \n",
" | 2026-04-27 15:27:00 | \n",
" 2271.610 | \n",
" 2271.60 | \n",
" 1.000004 | \n",
"
\n",
" \n",
" | 2026-04-27 15:28:00 | \n",
" 2271.225 | \n",
" 2270.70 | \n",
" 1.000231 | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 2026-04-28 03:54:00 | \n",
" 2287.500 | \n",
" 2287.10 | \n",
" 1.000175 | \n",
"
\n",
" \n",
" | 2026-04-28 03:57:00 | \n",
" 2289.310 | \n",
" 2288.60 | \n",
" 1.000310 | \n",
"
\n",
" \n",
" | 2026-04-28 04:01:00 | \n",
" 2288.115 | \n",
" 2288.20 | \n",
" 0.999963 | \n",
"
\n",
" \n",
" | 2026-04-28 04:02:00 | \n",
" 2287.370 | \n",
" 2287.40 | \n",
" 0.999987 | \n",
"
\n",
" \n",
" | 2026-04-28 04:06:00 | \n",
" 2287.710 | \n",
" 2287.10 | \n",
" 1.000267 | \n",
"
\n",
" \n",
"
\n",
"
624 rows × 3 columns
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" market | \n",
" funding_rate | \n",
" timestamp | \n",
" timestamp_dt | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" ETH-USD | \n",
" -0.000023 | \n",
" 1777348801028 | \n",
" 2026-04-28 04:00:01.028 | \n",
"
\n",
" \n",
" | 1 | \n",
" ETH-USD | \n",
" -0.000002 | \n",
" 1777345201018 | \n",
" 2026-04-28 03:00:01.018 | \n",
"
\n",
" \n",
" | 2 | \n",
" ETH-USD | \n",
" 0.000003 | \n",
" 1777341601019 | \n",
" 2026-04-28 02:00:01.019 | \n",
"
\n",
" \n",
" | 3 | \n",
" ETH-USD | \n",
" -0.000001 | \n",
" 1777338001032 | \n",
" 2026-04-28 01:00:01.032 | \n",
"
\n",
" \n",
" | 4 | \n",
" ETH-USD | \n",
" 0.000011 | \n",
" 1777334401026 | \n",
" 2026-04-28 00:00:01.026 | \n",
"
\n",
" \n",
" | 5 | \n",
" ETH-USD | \n",
" 0 | \n",
" 1777330801011 | \n",
" 2026-04-27 23:00:01.011 | \n",
"
\n",
" \n",
" | 6 | \n",
" ETH-USD | \n",
" 0.000013 | \n",
" 1777327200342 | \n",
" 2026-04-27 22:00:00.342 | \n",
"
\n",
" \n",
" | 7 | \n",
" ETH-USD | \n",
" -0.000003 | \n",
" 1777323600342 | \n",
" 2026-04-27 21:00:00.342 | \n",
"
\n",
" \n",
" | 8 | \n",
" ETH-USD | \n",
" 0 | \n",
" 1777320000722 | \n",
" 2026-04-27 20:00:00.722 | \n",
"
\n",
" \n",
" | 9 | \n",
" ETH-USD | \n",
" 0.000003 | \n",
" 1777316400934 | \n",
" 2026-04-27 19:00:00.934 | \n",
"
\n",
" \n",
" | 10 | \n",
" ETH-USD | \n",
" -0.000015 | \n",
" 1777312801025 | \n",
" 2026-04-27 18:00:01.025 | \n",
"
\n",
" \n",
" | 11 | \n",
" ETH-USD | \n",
" -0.000007 | \n",
" 1777309201012 | \n",
" 2026-04-27 17:00:01.012 | \n",
"
\n",
" \n",
" | 12 | \n",
" ETH-USD | \n",
" 0.000013 | \n",
" 1777305600343 | \n",
" 2026-04-27 16:00:00.343 | \n",
"
\n",
" \n",
"
\n",
"