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Funding_Rate/engine_dispersion.ipynb

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testing ordering as taker
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{
"cells": [
{
"cell_type": "code",
saving
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"execution_count": 1,
testing ordering as taker
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"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",
saving
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"execution_count": 2,
testing ordering as taker
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"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",
saving
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"execution_count": 3,
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"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",
saving
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"execution_count": 4,
testing ordering as taker
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"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",
saving
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"execution_count": 5,
testing ordering as taker
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"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",
saving
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"execution_count": 6,
testing ordering as taker
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"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",
refactor algo orchestrator and hedge ratio bug fix
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"df_fr['timestamp_dt'] = pd.to_datetime(df_fr['timestamp'], unit='ms')\n",
"\n",
"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",
")\n",
"\n",
"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'))\n",
"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",
saving
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"execution_count": 7,
refactor algo orchestrator and hedge ratio bug fix
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"id": "66c5a128",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
saving
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" Pct Trades w Ratio > 1: 0.7226775956284153\n",
" Pct Trades w Ratio <= 1: 0.2773224043715847\n",
refactor algo orchestrator and hedge ratio bug fix
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"\n"
]
working aster triggers extend
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}
],
refactor algo orchestrator and hedge ratio bug fix
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"source": [
"print(f'''\n",
" Pct Trades w Ratio > 1: {len(df_comb_trades_by_sec.loc[df_comb_trades_by_sec['ratio'] > 1]) / len(df_comb_trades_by_sec)}\n",
" Pct Trades w Ratio <= 1: {len(df_comb_trades_by_sec.loc[df_comb_trades_by_sec['ratio'] <= 1]) / len(df_comb_trades_by_sec)}\n",
"''')\n"
]
},
{
"cell_type": "code",
saving
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"execution_count": 8,
refactor algo orchestrator and hedge ratio bug fix
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"id": "ee0dc256",
"metadata": {},
"outputs": [],
"source": [
"min_time = max([round(df_comb_trades_by_sec.index.min().timestamp()*1000), int(round(df_fr['timestamp'].min()))])\n",
"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,:]\n",
"df_fr_plot['funding_rate'] = df_fr_plot['funding_rate'].astype(float)"
]
},
{
"cell_type": "code",
saving
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"execution_count": 9,
refactor algo orchestrator and hedge ratio bug fix
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"id": "615f6b20",
"metadata": {},
"outputs": [],
working aster triggers extend
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"source": [
"fig = go.Figure()\n",
"\n",
"# Add traces bound to different Y-axes\n",
"fig.add_trace(go.Scatter(x=df_comb_trades_by_sec_plot.index, y=df_comb_trades_by_sec_plot['ratio'], name=\"Ratio\")) # Funding Rate\n",
"fig.add_trace(go.Scatter(x=df_fr_plot['timestamp_dt'], y=df_fr_plot['funding_rate'], name=\"FR\", yaxis='y2')) # Ratio\n",
"# fig.add_trace(go.Scatter(x=[1, 2, 3], y=[400, 500, 600], name=\"Y3\", yaxis='y3')) # \n",
"\n",
"fig.update_layout(\n",
" yaxis=dict(title=\"Ratio\", side=\"right\"),\n",
" yaxis2=dict(title=\"Funding Rate\", side=\"left\", overlaying=\"y\",),\n",
" template='plotly_dark'\n",
" # yaxis3=dict(title=\"Tertiary Y (Right)\", overlaying=\"y\", side=\"right\", position=0.8)\n",
")\n",
"\n",
"fig.add_hline(\n",
" y=1, \n",
" line_dash=\"dot\", \n",
" line_color=\"white\",\n",
" label=dict(\n",
" text=\"^ Ratio_Buy\",\n",
" textposition=\"end\",\n",
" font=dict(size=16, color=\"white\")\n",
" )\n",
")\n",
"\n",
"# Create a range of hours\n",
"start_time = int(min_time)\n",
"end_time = (datetime.now().timestamp())\n",
"hours = pd.date_range(start=start_time, end=end_time, freq='h')\n",
"# Add a vertical line for each hour\n",
"for hour in hours:\n",
" fig.add_vline(\n",
" x=hour.strftime('%Y-%m-%d %H:%M:%S'), \n",
" line=dict(\n",
" color=\"gray\",\n",
" width=1\n",
" ), \n",
" opacity=1\n",
" )\n",
refactor algo orchestrator and hedge ratio bug fix
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"# fig.show()\n"
working aster triggers extend
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]
},
{
"cell_type": "code",
saving
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"execution_count": 10,
working aster triggers extend
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"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"name": "Aster_Mid",
"type": "scatter",
"x": [
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refactor algo orchestrator and hedge ratio bug fix
2026-04-29 16:18:42 +00:00
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saving
2026-05-04 18:04:45 +00:00
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working aster triggers extend
2026-04-28 22:40:35 +00:00
],
"y": {
saving
2026-05-04 18:04:45 +00:00
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working aster triggers extend
2026-04-28 22:40:35 +00:00
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refactor algo orchestrator and hedge ratio bug fix
2026-04-29 16:18:42 +00:00
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saving
2026-05-04 18:04:45 +00:00
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working aster triggers extend
2026-04-28 22:40:35 +00:00
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2026-05-04 18:04:45 +00:00
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working aster triggers extend
2026-04-28 22:40:35 +00:00
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{
refactor algo orchestrator and hedge ratio bug fix
2026-04-29 16:18:42 +00:00
"mode": "lines+markers",
working aster triggers extend
2026-04-28 22:40:35 +00:00
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saving
2026-05-04 18:04:45 +00:00
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2026-04-29 16:18:42 +00:00
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working aster triggers extend
2026-04-28 22:40:35 +00:00
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working aster triggers extend
2026-04-28 22:40:35 +00:00
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refactor algo orchestrator and hedge ratio bug fix
2026-04-29 16:18:42 +00:00
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saving
2026-05-04 18:04:45 +00:00
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working aster triggers extend
2026-04-28 22:40:35 +00:00
],
"y": {
saving
2026-05-04 18:04:45 +00:00
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working aster triggers extend
2026-04-28 22:40:35 +00:00
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refactor algo orchestrator and hedge ratio bug fix
2026-04-29 16:18:42 +00:00
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working aster triggers extend
2026-04-28 22:40:35 +00:00
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testing ordering as taker
2026-04-28 15:02:32 +00:00
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"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
}
}
},
"yaxis": {
"side": "right",
"title": {
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"text": "Mid_Px"
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}
},
"yaxis2": {
"overlaying": "y",
"side": "left",
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"tickformat": ".4%",
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"title": {
"text": "Funding Rate"
}
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},
"yaxis3": {
"overlaying": "y",
"position": 0.05,
"side": "left",
"title": {
"text": "Ratio"
}
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}
}
}
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = go.Figure()\n",
"\n",
"# Add traces bound to different Y-axes\n",
refactor algo orchestrator and hedge ratio bug fix
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"fig.add_trace(go.Scatter(x=df_comb_trades_by_sec_plot.index, y=df_comb_trades_by_sec_plot['price_median_aster'], name=\"Aster_Mid\")) \n",
"fig.add_trace(go.Scatter(x=df_comb_trades_by_sec_plot.index, y=df_comb_trades_by_sec_plot['price_median_extend'], name=\"Extend\", yaxis='y1'))\n",
"fig.add_trace(go.Scatter(x=df_fr_plot['timestamp_dt'], y=df_fr_plot['funding_rate'], name=\"FR\", yaxis='y2', mode='lines+markers'))\n",
"fig.add_trace(go.Scatter(x=df_comb_trades_by_sec_plot.index, y=df_comb_trades_by_sec_plot['ratio'], name=\"Ratio\", yaxis='y3'))\n",
testing ordering as taker
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"# fig.add_trace(go.Scatter(x=[1, 2, 3], y=[400, 500, 600], name=\"Y3\", yaxis='y3')) # \n",
"\n",
"fig.update_layout(\n",
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" yaxis=dict(title=\"Mid_Px\", side=\"right\"),\n",
" yaxis2=dict(title=\"Funding Rate\", side=\"left\", overlaying=\"y\", tickformat=\".4%\" ),\n",
" yaxis3=dict(title=\"Ratio\", overlaying=\"y\", side=\"left\", position=0.05),\n",
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" template='plotly_dark'\n",
")\n",
"\n",
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"# fig.add_hline(\n",
"# y=1, \n",
"# line_dash=\"dot\", \n",
"# line_color=\"white\",\n",
"# label=dict(\n",
"# text=\"^ Ratio_Buy\",\n",
"# textposition=\"end\",\n",
"# font=dict(size=16, color=\"white\")\n",
"# )\n",
"# )\n",
"\n",
refactor algo orchestrator and hedge ratio bug fix
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"fig.add_shape(\n",
" type=\"line\",\n",
" x0=1, x1=0,\n",
" y0=1, y1=1,\n",
" xref=\"paper\",\n",
" yref=\"y3\",\n",
" line=dict(\n",
" color=\"pink\",\n",
" dash=\"dash\"\n",
" )\n",
")\n",
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"\n",
"# Create a range of hours\n",
"start_time = int(min_time)\n",
"end_time = (datetime.now().timestamp())\n",
"hours = pd.date_range(start=start_time, end=end_time, freq='h')\n",
"# Add a vertical line for each hour\n",
"for hour in hours:\n",
" fig.add_vline(x=hour.strftime('%Y-%m-%d %H:%M:%S'), \n",
" line=dict(color=\"gray\", width=1), \n",
" opacity=0.5)\n",
"fig.show()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "8c976ebe",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "py_313",
"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": "3.13.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
Reference in New Issue Copy Permalink