2143 lines
68 KiB
Plaintext
2143 lines
68 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 21,
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"id": "0b5ca901",
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"metadata": {},
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"outputs": [],
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"source": [
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"import requests\n",
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"import pandas as pd\n",
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"import numpy as np\n",
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"from datetime import datetime\n",
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"import time\n",
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"import json\n",
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"import valkey\n",
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"from dataclasses import dataclass, field, asdict\n",
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"import modules.structs as structs\n",
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"import modules.aster_auth as aster_auth\n",
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"import modules.manual_leverage as leverage\n",
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"VAL_KEY = valkey.Valkey(host='localhost', port=6379, db=0, decode_responses=True)\n",
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"\n",
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"df_leverage_by_exch = pd.DataFrame(data=leverage.LEVERAGE_BY_EXCH)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 22,
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"id": "20665e82",
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"metadata": {},
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"outputs": [],
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"source": [
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"### ********** TODO: ADD IN VOLUME DATA TO FILTER MKTS ###"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 23,
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"id": "53647b40",
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"metadata": {},
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"outputs": [],
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"source": [
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"# ### ASTER Historical FR ###\n",
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"# params = {\n",
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"# 'limit': 1000,\n",
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"# }\n",
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"# r = json.loads(requests.get('https://fapi.asterdex.com/fapi/v3/fundingRate', params=params).text)\n",
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"# df_aster_hist_fr = pd.DataFrame(r)\n",
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"# df_aster_hist_fr['funding_rate_ts_dt'] = pd.to_datetime(df_aster_hist_fr['fundingTime'], unit='ms')\n",
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"# df_aster_hist_fr = df_aster_hist_fr.sort_values(by='fundingTime', ascending=True).drop_duplicates(subset=['symbol'], keep='last')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 24,
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"id": "1f3b65ee",
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"metadata": {},
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"outputs": [],
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"source": [
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"# ### ASTER Current FR ###\n",
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"# r = json.loads(requests.get('https://fapi.asterdex.com/fapi/v3/fundingInfo').text)\n",
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"# df_aster_current_fr = pd.DataFrame(r)\n",
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"# df_aster_current_fr['funding_rate_ts_dt'] = pd.to_datetime(df_aster_current_fr['time'], unit='ms')\n",
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"# df_aster_current_fr['funding_rate'] = df_aster_current_fr['interestRate']\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 37,
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"id": "5176d5b1",
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"metadata": {},
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"outputs": [],
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"source": [
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"### ASTER EXCHANGE INFO ###\n",
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"fut_acct_exchangeInfo: dict = {\n",
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" \"url\": \"/fapi/v3/exchangeInfo\",\n",
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" \"method\": \"GET\",\n",
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" \"params\": {}\n",
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"}\n",
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"r: dict = await aster_auth.post_authenticated_url(fut_acct_exchangeInfo) # ty:ignore[invalid-assignment]\n",
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"df_aster_exch_info = pd.DataFrame(r['symbols'])\n",
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"df_aster_exch_info['min_order_size'] = df_aster_exch_info['filters'].apply(lambda x: [f for f in x if f.get('filterType', None) == 'LOT_SIZE'][0]['minQty'] )\n",
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"df_aster_exch_info['min_price'] = df_aster_exch_info['filters'].apply(lambda x: [f for f in x if f.get('filterType', None) == 'PRICE_FILTER'][0]['minPrice'] )\n",
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"\n",
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"fut_acct_ticker_stats: dict = {\n",
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" \"url\": \"/fapi/v3/ticker/24hr\",\n",
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" \"method\": \"GET\",\n",
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" \"params\": {}\n",
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"}\n",
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"r: dict = await aster_auth.post_authenticated_url(fut_acct_ticker_stats) # ty:ignore[invalid-assignment]\n",
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"df_aster_ticker_stats = pd.DataFrame(r)\n",
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"\n",
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"df_aster_exch_info = df_aster_exch_info.merge(df_aster_ticker_stats[['symbol','quoteVolume']].rename({'quoteVolume':'daily_volume'}, axis=1), on='symbol', how='left')\n",
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"df_aster_exch_info['daily_volume'] = df_aster_exch_info['daily_volume'].astype(float)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 38,
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"id": "e33ec721",
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"metadata": {},
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"outputs": [],
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"source": [
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"### Extended Current FR ###\n",
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"r = json.loads(requests.get('https://api.starknet.extended.exchange/api/v1/info/markets').text)\n",
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"df_extend_current_mkt_stats = pd.DataFrame(r['data'])\n",
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"\n",
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"df_extend_current_mkt_stats['funding_rate'] = df_extend_current_mkt_stats['marketStats'].apply(lambda x: x.get('fundingRate',{}))\n",
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"df_extend_current_mkt_stats['funding_rate_ts'] = df_extend_current_mkt_stats['marketStats'].apply(lambda x: x.get('nextFundingRate',{}))\n",
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"df_extend_current_mkt_stats['daily_volume'] = df_extend_current_mkt_stats['marketStats'].apply(lambda x: x.get('dailyVolume',{})).astype(float)\n",
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"df_extend_current_mkt_stats['min_order_size'] = df_extend_current_mkt_stats['tradingConfig'].apply(lambda x: x.get('minOrderSize',{}))\n",
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"df_extend_current_mkt_stats['min_price'] = df_extend_current_mkt_stats['tradingConfig'].apply(lambda x: x.get('minPriceChange',{}))\n",
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"df_extend_current_mkt_stats['max_leverage'] = df_extend_current_mkt_stats['tradingConfig'].apply(lambda x: x.get('maxLeverage',{}))\n",
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"\n",
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"\n",
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"# df_extend_current_fr = df_extend_current_mkt_stats[['status','name','assetName','collateralAssetName','category','min_order_size','min_price','max_leverage','funding_rate','funding_rate_ts']]\n",
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"# df_extend_current_fr['funding_rate_ts_dt'] = pd.to_datetime(df_extend_current_fr['funding_rate_ts'], unit='ms')\n",
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"# df_extend_current_fr = df_extend_current_fr.loc[df_extend_current_fr['status']=='ACTIVE',:]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 39,
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"id": "62815940",
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"metadata": {},
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"outputs": [],
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"source": [
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"### ASTER Current FR from Mark Price Req ###\n",
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"# r = json.loads(requests.get('https://fapi.asterdex.com/fapi/v3/exchangeInfo').text)\n",
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"# df_aster_current_mkt_stats = pd.DataFrame(r)\n",
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"# ### ASTER Current FR from Mark Price Req ###\n",
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"# r = json.loads(requests.get('https://fapi.asterdex.com/fapi/v3/premiumIndex').text)\n",
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"# df_aster_current_mkt_stats = pd.DataFrame(r)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 40,
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"id": "271a67c1",
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"metadata": {},
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"outputs": [],
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"source": [
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"### ASTER CURRENT FR - WS ###\n",
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"df_aster_current_fr = pd.DataFrame(json.loads(VAL_KEY.get('fund_rate_aster_all'))) # ty:ignore[invalid-argument-type]\n",
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"df_aster_current_fr = df_aster_current_fr[['s','E','r','T']].rename({'s':'symbol','E':'funding_rate_updated_ts_ms','r':'funding_rate','T':'next_funding_ts'}, axis=1)\n",
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"df_aster_current_fr['funding_rate_updated_dt'] = pd.to_datetime(df_aster_current_fr['funding_rate_updated_ts_ms'], unit='ms')\n",
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"df_aster_current_fr['funding_rate'] = df_aster_current_fr['funding_rate'].astype(float)\n",
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"df_aster_current_fr['time_delta_to_next_funding'] = pd.to_datetime(df_aster_current_fr['next_funding_ts'], unit='ms') - pd.Timestamp.now()\n",
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"df_aster_current_fr = df_aster_current_fr.merge(df_aster_exch_info[['symbol','daily_volume','min_order_size','min_price']], on='symbol', how='left')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 41,
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"id": "1ce2fde4",
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"metadata": {},
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"outputs": [],
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"source": [
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"### EXTEND CURRENT FR - WS ###\n",
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"df_extended_current_fr = pd.DataFrame(json.loads(VAL_KEY.get('fund_rate_extended_all'))) # ty:ignore[invalid-argument-type]\n",
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"df_extended_current_fr = df_extended_current_fr[['symbol','funding_rate_updated_ts_ms','funding_rate']]\n",
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"df_extended_current_fr['funding_rate_updated_dt'] = pd.to_datetime(df_extended_current_fr['funding_rate_updated_ts_ms'], unit='ms')\n",
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"df_extended_current_fr['funding_rate'] = df_extended_current_fr['funding_rate'].astype(float)\n",
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"\n",
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"# df_extended_current_fr = df_extended_current_fr.merge(df_extend_current_mkt_stats[['name','assetName','status', 'funding_rate_ts','max_leverage']].rename({'name':'symbol','funding_rate_ts':'next_funding_ts'}, axis=1), on='symbol', how='left')\n",
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"df_extended_current_fr = df_extended_current_fr.merge(df_extend_current_mkt_stats[['name','assetName','status', 'funding_rate_ts','min_order_size','min_price','daily_volume']].rename({'name':'symbol','funding_rate_ts':'next_funding_ts'}, axis=1), on='symbol', how='left')\n",
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"df_extended_current_fr = df_extended_current_fr.loc[df_extended_current_fr['status']=='ACTIVE',:]\n",
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"df_extended_current_fr['USDT_Symbol'] = df_extended_current_fr['assetName'] + 'USDT'\n",
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"df_extended_current_fr['time_delta_to_next_funding'] = pd.to_datetime(df_extended_current_fr['next_funding_ts'], unit='ms') - pd.Timestamp.now()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 42,
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"id": "ff88b413",
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"metadata": {},
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"outputs": [],
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"source": [
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"### COMBINED CURRENT FR - WS ###\n",
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"df_comb_current_fr = df_extended_current_fr.merge(df_aster_current_fr, left_on='USDT_Symbol', right_on='symbol', how='inner', suffixes=('_ext', '_ast'))\n",
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"df_comb_current_fr['next_funding_at_same_time'] = (abs(df_comb_current_fr['time_delta_to_next_funding_ext'].dt.total_seconds() - df_comb_current_fr['time_delta_to_next_funding_ast'].dt.total_seconds()) / 60) < 1\n",
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"df_comb_current_fr['net_funding_rate'] = (df_comb_current_fr[['funding_rate_ext', 'funding_rate_ast']].max(axis=1) - df_comb_current_fr[['funding_rate_ext', 'funding_rate_ast']].min(axis=1)).where(df_comb_current_fr['next_funding_at_same_time'], df_comb_current_fr['funding_rate_ext'])\n",
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"df_comb_current_fr['net_funding_rate_abs'] = df_comb_current_fr['net_funding_rate'].abs()\n",
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"\n",
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"### NET MULT ###\n",
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"df_comb_current_fr_net = df_comb_current_fr.merge(df_leverage_by_exch.loc[df_leverage_by_exch['exchange']=='EXTEND'], left_on='assetName', right_on='lh_asset').merge(df_leverage_by_exch.loc[df_leverage_by_exch['exchange']=='ASTER'], left_on='assetName', right_on='lh_asset', suffixes=('_ext', '_ast'))\n",
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"df_comb_current_fr_net['net_mult'] = 1 / ( ( 0.5 / df_comb_current_fr_net['max_leverage_ext'] ) + ( 0.5 / df_comb_current_fr_net['max_leverage_ast'] ) )\n",
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"df_comb_current_fr_net['net_mult'] = df_comb_current_fr_net['net_mult'].round(2)\n",
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"df_comb_current_fr_net['net_mult_x_net_fr_abs'] = df_comb_current_fr_net['net_funding_rate_abs'] * df_comb_current_fr_net['net_mult']"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 51,
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"id": "f5ade993",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"{'symbol_ast': 'LITUSDT', 'symbol_extended': 'LIT-USD'}"
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]
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},
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"execution_count": 51,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"df_best_fr_rate = df_comb_current_fr_net[['symbol_ext','symbol_ast','daily_volume_ext','daily_volume_ast','min_price_ext','min_price_ast','min_order_size_ext','min_order_size_ast','funding_rate_ext','funding_rate_ast','max_leverage_ext','max_leverage_ast','lh_asset_ext','lh_asset_ast','rh_asset_ext','rh_asset_ast','net_mult_x_net_fr_abs','net_funding_rate_abs','net_funding_rate','next_funding_at_same_time']].sort_values(by='net_mult_x_net_fr_abs', ascending=False).reset_index(drop=True)\n",
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"df_best_fr_rate['hourly_dollars_per_1k'] = df_best_fr_rate['net_mult_x_net_fr_abs'] * 1000\n",
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"df_best_fr_rate['hourly_dollars_per_1k'] = df_best_fr_rate['hourly_dollars_per_1k'].round(2)\n",
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"\n",
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"\n",
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"min_daily_volume = 100_000\n",
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"df_best_fr_rate = df_best_fr_rate.loc[ (df_best_fr_rate['daily_volume_ast']>=min_daily_volume) & (df_best_fr_rate['daily_volume_ext']>min_daily_volume) ,:].reset_index(drop=True)\n",
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"\n",
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"\n",
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"best_next_funding_pair = {'symbol_ast':df_best_fr_rate['symbol_ast'][0],'symbol_extended':df_best_fr_rate['symbol_ext'][0]}\n",
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"best_next_funding_pair"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "3c11d2f4",
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"metadata": {},
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"outputs": [],
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"source": []
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},
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{
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"cell_type": "code",
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"execution_count": 44,
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"id": "6f893d09",
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"metadata": {},
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"outputs": [
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{
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"ename": "KeyError",
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"evalue": "0",
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"output_type": "error",
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"traceback": [
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"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
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"\u001b[31mKeyError\u001b[39m Traceback (most recent call last)",
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"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/py_313/lib/python3.13/site-packages/pandas/core/indexes/base.py:3641\u001b[39m, in \u001b[36mIndex.get_loc\u001b[39m\u001b[34m(self, key)\u001b[39m\n\u001b[32m 3640\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m3641\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[30;43mself\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43m_engine\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43mget_loc\u001b[39;49m\u001b[30;43m(\u001b[39;49m\u001b[30;43mcasted_key\u001b[39;49m\u001b[30;43m)\u001b[39;49m\n\u001b[32m 3642\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n",
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"\u001b[36mFile \u001b[39m\u001b[32mpandas/_libs/index.pyx:168\u001b[39m, in \u001b[36mpandas._libs.index.IndexEngine.get_loc\u001b[39m\u001b[34m()\u001b[39m\n\u001b[32m--> \u001b[39m\u001b[32m168\u001b[39m \u001b[33m'Could not get source, probably due dynamically evaluated source code.'\u001b[39m\n",
|
||
"\u001b[36mFile \u001b[39m\u001b[32mpandas/_libs/index.pyx:197\u001b[39m, in \u001b[36mpandas._libs.index.IndexEngine.get_loc\u001b[39m\u001b[34m()\u001b[39m\n\u001b[32m--> \u001b[39m\u001b[32m197\u001b[39m \u001b[33m'Could not get source, probably due dynamically evaluated source code.'\u001b[39m\n",
|
||
"\u001b[36mFile \u001b[39m\u001b[32mpandas/_libs/hashtable_class_helper.pxi:2761\u001b[39m, in \u001b[36mpandas._libs.hashtable.Int64HashTable.get_item\u001b[39m\u001b[34m()\u001b[39m\n\u001b[32m-> \u001b[39m\u001b[32m2761\u001b[39m \u001b[33m'Could not get source, probably due dynamically evaluated source code.'\u001b[39m\n",
|
||
"\u001b[36mFile \u001b[39m\u001b[32mpandas/_libs/hashtable_class_helper.pxi:2785\u001b[39m, in \u001b[36mpandas._libs.hashtable.Int64HashTable.get_item\u001b[39m\u001b[34m()\u001b[39m\n\u001b[32m-> \u001b[39m\u001b[32m2785\u001b[39m \u001b[33m'Could not get source, probably due dynamically evaluated source code.'\u001b[39m\n",
|
||
"\u001b[31mKeyError\u001b[39m: 0",
|
||
"\nThe above exception was the direct cause of the following exception:\n",
|
||
"\u001b[31mKeyError\u001b[39m Traceback (most recent call last)",
|
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"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[44]\u001b[39m\u001b[32m, line 2\u001b[39m\n\u001b[32m 1\u001b[39m ASTER = structs.Perpetual_Exchange(\n\u001b[32m----> \u001b[39m\u001b[32m2\u001b[39m mult = int(df_best_fr_rate[\u001b[33m'max_leverage_ast'\u001b[39m][\u001b[32m0\u001b[39m]),\n\u001b[32m 3\u001b[39m lh_asset = df_best_fr_rate[\u001b[33m'lh_asset_ast'\u001b[39m][\u001b[32m0\u001b[39m],\n\u001b[32m 4\u001b[39m rh_asset = df_best_fr_rate[\u001b[33m'rh_asset_ast'\u001b[39m][\u001b[32m0\u001b[39m],\n\u001b[32m 5\u001b[39m symbol_asset_separator = \u001b[33m''\u001b[39m,\n",
|
||
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/py_313/lib/python3.13/site-packages/pandas/core/series.py:959\u001b[39m, in \u001b[36mSeries.__getitem__\u001b[39m\u001b[34m(self, key)\u001b[39m\n\u001b[32m 954\u001b[39m key = unpack_1tuple(key)\n\u001b[32m 956\u001b[39m \u001b[38;5;28;01melif\u001b[39;00m key_is_scalar:\n\u001b[32m 957\u001b[39m \u001b[38;5;66;03m# Note: GH#50617 in 3.0 we changed int key to always be treated as\u001b[39;00m\n\u001b[32m 958\u001b[39m \u001b[38;5;66;03m# a label, matching DataFrame behavior.\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m959\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[30;43mself\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43m_get_value\u001b[39;49m\u001b[30;43m(\u001b[39;49m\u001b[30;43mkey\u001b[39;49m\u001b[30;43m)\u001b[39;49m\n\u001b[32m 961\u001b[39m \u001b[38;5;66;03m# Convert generator to list before going through hashable part\u001b[39;00m\n\u001b[32m 962\u001b[39m \u001b[38;5;66;03m# (We will iterate through the generator there to check for slices)\u001b[39;00m\n\u001b[32m 963\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m is_iterator(key):\n",
|
||
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/py_313/lib/python3.13/site-packages/pandas/core/series.py:1046\u001b[39m, in \u001b[36mSeries._get_value\u001b[39m\u001b[34m(self, label, takeable)\u001b[39m\n\u001b[32m 1043\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._values[label]\n\u001b[32m 1045\u001b[39m \u001b[38;5;66;03m# Similar to Index.get_value, but we do not fall back to positional\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1046\u001b[39m loc = \u001b[30;43mself\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43mindex\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43mget_loc\u001b[39;49m\u001b[30;43m(\u001b[39;49m\u001b[30;43mlabel\u001b[39;49m\u001b[30;43m)\u001b[39;49m\n\u001b[32m 1048\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m is_integer(loc):\n\u001b[32m 1049\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._values[loc]\n",
|
||
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/py_313/lib/python3.13/site-packages/pandas/core/indexes/base.py:3648\u001b[39m, in \u001b[36mIndex.get_loc\u001b[39m\u001b[34m(self, key)\u001b[39m\n\u001b[32m 3643\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(casted_key, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m (\n\u001b[32m 3644\u001b[39m \u001b[38;5;28misinstance\u001b[39m(casted_key, abc.Iterable)\n\u001b[32m 3645\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28many\u001b[39m(\u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m casted_key)\n\u001b[32m 3646\u001b[39m ):\n\u001b[32m 3647\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m InvalidIndexError(key) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01merr\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m3648\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01merr\u001b[39;00m\n\u001b[32m 3649\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[32m 3650\u001b[39m \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[32m 3651\u001b[39m \u001b[38;5;66;03m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[32m 3652\u001b[39m \u001b[38;5;66;03m# the TypeError.\u001b[39;00m\n\u001b[32m 3653\u001b[39m \u001b[38;5;28mself\u001b[39m._check_indexing_error(key)\n",
|
||
"\u001b[31mKeyError\u001b[39m: 0"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"ASTER = structs.Perpetual_Exchange(\n",
|
||
" mult = int(df_best_fr_rate['max_leverage_ast'][0]),\n",
|
||
" lh_asset = df_best_fr_rate['lh_asset_ast'][0],\n",
|
||
" rh_asset = df_best_fr_rate['rh_asset_ast'][0],\n",
|
||
" symbol_asset_separator = '',\n",
|
||
" initial_funding_rate=float(df_best_fr_rate['funding_rate_ast'][0]),\n",
|
||
" min_price=float(df_best_fr_rate['min_price_ast'][0]),\n",
|
||
" min_order_size=float(df_best_fr_rate['min_order_size_ast'][0]),\n",
|
||
")\n",
|
||
" \n",
|
||
"EXTEND = structs.Perpetual_Exchange(\n",
|
||
" mult = int(df_best_fr_rate['max_leverage_ext'][0]),\n",
|
||
" lh_asset = df_best_fr_rate['lh_asset_ext'][0],\n",
|
||
" rh_asset = df_best_fr_rate['rh_asset_ext'][0],\n",
|
||
" symbol_asset_separator = '-',\n",
|
||
" initial_funding_rate=float(df_best_fr_rate['funding_rate_ext'][0]),\n",
|
||
" min_price=float(df_best_fr_rate['min_price_ext'][0]),\n",
|
||
" min_order_size=float(df_best_fr_rate['min_order_size_ext'][0]),\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 64,
|
||
"id": "88fea071",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.microsoft.datawrangler.viewer.v0+json": {
|
||
"columns": [
|
||
{
|
||
"name": "index",
|
||
"rawType": "int64",
|
||
"type": "integer"
|
||
},
|
||
{
|
||
"name": "symbol_ext",
|
||
"rawType": "str",
|
||
"type": "string"
|
||
},
|
||
{
|
||
"name": "funding_rate_updated_ts_ms_ext",
|
||
"rawType": "int64",
|
||
"type": "integer"
|
||
},
|
||
{
|
||
"name": "funding_rate_ext",
|
||
"rawType": "float64",
|
||
"type": "float"
|
||
},
|
||
{
|
||
"name": "funding_rate_updated_dt_ext",
|
||
"rawType": "datetime64[ms]",
|
||
"type": "datetime"
|
||
},
|
||
{
|
||
"name": "assetName",
|
||
"rawType": "str",
|
||
"type": "string"
|
||
},
|
||
{
|
||
"name": "status",
|
||
"rawType": "str",
|
||
"type": "string"
|
||
},
|
||
{
|
||
"name": "next_funding_ts_ext",
|
||
"rawType": "float64",
|
||
"type": "float"
|
||
},
|
||
{
|
||
"name": "min_order_size_ext",
|
||
"rawType": "str",
|
||
"type": "string"
|
||
},
|
||
{
|
||
"name": "min_price_ext",
|
||
"rawType": "str",
|
||
"type": "string"
|
||
},
|
||
{
|
||
"name": "USDT_Symbol",
|
||
"rawType": "str",
|
||
"type": "string"
|
||
},
|
||
{
|
||
"name": "time_delta_to_next_funding_ext",
|
||
"rawType": "timedelta64[us]",
|
||
"type": "unknown"
|
||
},
|
||
{
|
||
"name": "symbol_ast",
|
||
"rawType": "str",
|
||
"type": "string"
|
||
},
|
||
{
|
||
"name": "funding_rate_updated_ts_ms_ast",
|
||
"rawType": "int64",
|
||
"type": "integer"
|
||
},
|
||
{
|
||
"name": "funding_rate_ast",
|
||
"rawType": "float64",
|
||
"type": "float"
|
||
},
|
||
{
|
||
"name": "next_funding_ts_ast",
|
||
"rawType": "int64",
|
||
"type": "integer"
|
||
},
|
||
{
|
||
"name": "funding_rate_updated_dt_ast",
|
||
"rawType": "datetime64[ms]",
|
||
"type": "datetime"
|
||
},
|
||
{
|
||
"name": "time_delta_to_next_funding_ast",
|
||
"rawType": "timedelta64[us]",
|
||
"type": "unknown"
|
||
},
|
||
{
|
||
"name": "min_order_size_ast",
|
||
"rawType": "str",
|
||
"type": "string"
|
||
},
|
||
{
|
||
"name": "min_price_ast",
|
||
"rawType": "str",
|
||
"type": "string"
|
||
},
|
||
{
|
||
"name": "next_funding_at_same_time",
|
||
"rawType": "bool",
|
||
"type": "boolean"
|
||
},
|
||
{
|
||
"name": "net_funding_rate",
|
||
"rawType": "float64",
|
||
"type": "float"
|
||
},
|
||
{
|
||
"name": "net_funding_rate_abs",
|
||
"rawType": "float64",
|
||
"type": "float"
|
||
}
|
||
],
|
||
"ref": "2d1a573a-6048-4cf4-9729-fa83adba2a90",
|
||
"rows": [
|
||
[
|
||
"4",
|
||
"BNB-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"BNB",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"0.01",
|
||
"0.01",
|
||
"BNBUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"BNBUSDT",
|
||
"1777621011000",
|
||
"0.00018382",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.01",
|
||
"0.010",
|
||
"True",
|
||
"0.00017082000000000002",
|
||
"0.00017082000000000002"
|
||
],
|
||
[
|
||
"2",
|
||
"SOL-USD",
|
||
"1777620959597",
|
||
"-1.2e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"SOL",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"0.1",
|
||
"0.01",
|
||
"SOLUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"SOLUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.01",
|
||
"0.4200",
|
||
"True",
|
||
"0.00011200000000000001",
|
||
"0.00011200000000000001"
|
||
],
|
||
[
|
||
"9",
|
||
"AVAX-USD",
|
||
"1777620959597",
|
||
"-8e-06",
|
||
"2026-05-01 07:35:59.597000",
|
||
"AVAX",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"1",
|
||
"0.001",
|
||
"AVAXUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"AVAXUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.0010",
|
||
"True",
|
||
"0.00010800000000000001",
|
||
"0.00010800000000000001"
|
||
],
|
||
[
|
||
"29",
|
||
"MOODENG-USD",
|
||
"1777620959597",
|
||
"4e-06",
|
||
"2026-05-01 07:35:59.597000",
|
||
"MOODENG",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"100",
|
||
"0.00001",
|
||
"MOODENGUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"MOODENGUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.0000100",
|
||
"True",
|
||
"9.6e-05",
|
||
"9.6e-05"
|
||
],
|
||
[
|
||
"64",
|
||
"ZEC-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"ZEC",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"0.1",
|
||
"0.001",
|
||
"ZECUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"ZECUSDT",
|
||
"1777621011000",
|
||
"-8.105e-05",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.001",
|
||
"0.0100",
|
||
"True",
|
||
"9.405000000000001e-05",
|
||
"9.405000000000001e-05"
|
||
],
|
||
[
|
||
"27",
|
||
"1000BONK-USD",
|
||
"1777620959597",
|
||
"-4.4e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"1000BONK",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"1000",
|
||
"0.000001",
|
||
"1000BONKUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"1000BONKUSDT",
|
||
"1777621011000",
|
||
"5e-05",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.0000010",
|
||
"True",
|
||
"9.400000000000001e-05",
|
||
"9.400000000000001e-05"
|
||
],
|
||
[
|
||
"18",
|
||
"DOT-USD",
|
||
"1777620959597",
|
||
"9e-06",
|
||
"2026-05-01 07:35:59.597000",
|
||
"DOT",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"10",
|
||
"0.0001",
|
||
"DOTUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"DOTUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.1",
|
||
"0.380",
|
||
"True",
|
||
"9.1e-05",
|
||
"9.1e-05"
|
||
],
|
||
[
|
||
"26",
|
||
"SEI-USD",
|
||
"1777620959597",
|
||
"1.2e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"SEI",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"100",
|
||
"0.00001",
|
||
"SEIUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"SEIUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.000010",
|
||
"True",
|
||
"8.8e-05",
|
||
"8.8e-05"
|
||
],
|
||
[
|
||
"13",
|
||
"LINK-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"LINK",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"1",
|
||
"0.001",
|
||
"LINKUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"LINKUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.01",
|
||
"0.464",
|
||
"True",
|
||
"8.7e-05",
|
||
"8.7e-05"
|
||
],
|
||
[
|
||
"16",
|
||
"WLD-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"WLD",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"10",
|
||
"0.0001",
|
||
"WLDUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"WLDUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.000100",
|
||
"True",
|
||
"8.7e-05",
|
||
"8.7e-05"
|
||
],
|
||
[
|
||
"14",
|
||
"BCH-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"BCH",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"0.01",
|
||
"0.01",
|
||
"BCHUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"BCHUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.001",
|
||
"0.01",
|
||
"True",
|
||
"8.7e-05",
|
||
"8.7e-05"
|
||
],
|
||
[
|
||
"15",
|
||
"ARB-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"ARB",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"10",
|
||
"0.0001",
|
||
"ARBUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"ARBUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.1",
|
||
"0.000100",
|
||
"True",
|
||
"8.7e-05",
|
||
"8.7e-05"
|
||
],
|
||
[
|
||
"3",
|
||
"DOGE-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"DOGE",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"100",
|
||
"0.00001",
|
||
"DOGEUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"DOGEUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.002440",
|
||
"True",
|
||
"8.7e-05",
|
||
"8.7e-05"
|
||
],
|
||
[
|
||
"8",
|
||
"NEAR-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"NEAR",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"10",
|
||
"0.0001",
|
||
"NEARUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"NEARUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.0480",
|
||
"True",
|
||
"8.7e-05",
|
||
"8.7e-05"
|
||
],
|
||
[
|
||
"11",
|
||
"TRX-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"TRX",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"100",
|
||
"0.00001",
|
||
"TRXUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"TRXUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.00132",
|
||
"True",
|
||
"8.7e-05",
|
||
"8.7e-05"
|
||
],
|
||
[
|
||
"10",
|
||
"LTC-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"LTC",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"0.1",
|
||
"0.01",
|
||
"LTCUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"LTCUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.001",
|
||
"3.61",
|
||
"True",
|
||
"8.7e-05",
|
||
"8.7e-05"
|
||
],
|
||
[
|
||
"6",
|
||
"1000PEPE-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"1000PEPE",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"1000",
|
||
"0.000001",
|
||
"1000PEPEUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"1000PEPEUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.0000001",
|
||
"True",
|
||
"8.7e-05",
|
||
"8.7e-05"
|
||
],
|
||
[
|
||
"32",
|
||
"ENA-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"ENA",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"100",
|
||
"0.00001",
|
||
"ENAUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"ENAUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.0000100",
|
||
"True",
|
||
"8.7e-05",
|
||
"8.7e-05"
|
||
],
|
||
[
|
||
"28",
|
||
"1000SHIB-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"1000SHIB",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"1000",
|
||
"0.000001",
|
||
"1000SHIBUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"1000SHIBUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.000160",
|
||
"True",
|
||
"8.7e-05",
|
||
"8.7e-05"
|
||
],
|
||
[
|
||
"53",
|
||
"CRV-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"CRV",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"10",
|
||
"0.00001",
|
||
"CRVUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"CRVUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.1",
|
||
"0.031",
|
||
"True",
|
||
"8.7e-05",
|
||
"8.7e-05"
|
||
],
|
||
[
|
||
"21",
|
||
"UNI-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"UNI",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"1",
|
||
"0.0001",
|
||
"UNIUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"UNIUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.3730",
|
||
"True",
|
||
"8.7e-05",
|
||
"8.7e-05"
|
||
],
|
||
[
|
||
"12",
|
||
"ADA-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"ADA",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"10",
|
||
"0.0001",
|
||
"ADAUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"ADAUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.01740",
|
||
"True",
|
||
"8.7e-05",
|
||
"8.7e-05"
|
||
],
|
||
[
|
||
"22",
|
||
"APT-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"APT",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"1",
|
||
"0.0001",
|
||
"APTUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"APTUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.1",
|
||
"0.00010",
|
||
"True",
|
||
"8.7e-05",
|
||
"8.7e-05"
|
||
],
|
||
[
|
||
"20",
|
||
"SUI-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"SUI",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"10",
|
||
"0.0001",
|
||
"SUIUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"SUIUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.1",
|
||
"0.000100",
|
||
"True",
|
||
"8.7e-05",
|
||
"8.7e-05"
|
||
],
|
||
[
|
||
"17",
|
||
"OP-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"OP",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"10",
|
||
"0.0001",
|
||
"OPUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"OPUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.1",
|
||
"0.0001000",
|
||
"True",
|
||
"8.7e-05",
|
||
"8.7e-05"
|
||
],
|
||
[
|
||
"75",
|
||
"XLM-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"XLM",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"100",
|
||
"0.00001",
|
||
"XLMUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"XLMUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.000010",
|
||
"True",
|
||
"8.7e-05",
|
||
"8.7e-05"
|
||
],
|
||
[
|
||
"57",
|
||
"LINEA-USD",
|
||
"1777620959597",
|
||
"2e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"LINEA",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"1000",
|
||
"0.000001",
|
||
"LINEAUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"LINEAUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.0000010",
|
||
"True",
|
||
"8e-05",
|
||
"8e-05"
|
||
],
|
||
[
|
||
"36",
|
||
"TRUMP-USD",
|
||
"1777620959597",
|
||
"-2e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"TRUMP",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"1",
|
||
"0.001",
|
||
"TRUMPUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"TRUMPUSDT",
|
||
"1777621011000",
|
||
"5e-05",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.01",
|
||
"0.00100",
|
||
"True",
|
||
"7.000000000000001e-05",
|
||
"7.000000000000001e-05"
|
||
],
|
||
[
|
||
"70",
|
||
"LIT-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"LIT",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"10",
|
||
"0.0001",
|
||
"LITUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"LITUSDT",
|
||
"1777621011000",
|
||
"8.282e-05",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.0001000",
|
||
"True",
|
||
"6.981999999999999e-05",
|
||
"6.981999999999999e-05"
|
||
],
|
||
[
|
||
"0",
|
||
"BTC-USD",
|
||
"1777620959597",
|
||
"5e-06",
|
||
"2026-05-01 07:35:59.597000",
|
||
"BTC",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"0.0001",
|
||
"1",
|
||
"BTCUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"BTCUSDT",
|
||
"1777621011000",
|
||
"-5.894e-05",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.001",
|
||
"1",
|
||
"True",
|
||
"6.394e-05",
|
||
"6.394e-05"
|
||
],
|
||
[
|
||
"74",
|
||
"XPT-USD",
|
||
"1777620959597",
|
||
"5.4e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"XPT",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"0.01",
|
||
"0.1",
|
||
"XPTUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"XPTUSDT",
|
||
"1777621011000",
|
||
"0.0",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.001",
|
||
"0.0100",
|
||
"True",
|
||
"5.4e-05",
|
||
"5.4e-05"
|
||
],
|
||
[
|
||
"35",
|
||
"AAVE-USD",
|
||
"1777620959597",
|
||
"4.9e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"AAVE",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"0.1",
|
||
"0.01",
|
||
"AAVEUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"AAVEUSDT",
|
||
"1777621011000",
|
||
"0.0001",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.1",
|
||
"4.400",
|
||
"True",
|
||
"5.1000000000000006e-05",
|
||
"5.1000000000000006e-05"
|
||
],
|
||
[
|
||
"54",
|
||
"ZORA-USD",
|
||
"1777620959597",
|
||
"4e-06",
|
||
"2026-05-01 07:35:59.597000",
|
||
"ZORA",
|
||
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||
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|
||
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||
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|
||
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|
||
"0 days 00:23:07.734530",
|
||
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||
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||
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||
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||
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|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
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||
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||
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||
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||
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|
||
[
|
||
"56",
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||
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|
||
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||
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||
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|
||
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||
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|
||
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||
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||
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|
||
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|
||
"0 days 00:23:07.734530",
|
||
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|
||
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|
||
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||
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|
||
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|
||
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||
"1",
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||
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||
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||
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||
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||
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||
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|
||
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|
||
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|
||
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||
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||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
"0 days 00:23:07.734530",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"0 days 00:23:08.055814",
|
||
"0.001",
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||
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|
||
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|
||
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|
||
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|
||
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|
||
[
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"TON",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"0 days 00:23:07.734530",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"0 days 00:23:08.055814",
|
||
"0.1",
|
||
"0.000100",
|
||
"True",
|
||
"4.4e-05",
|
||
"4.4e-05"
|
||
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|
||
[
|
||
"43",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"1777622400000.0",
|
||
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|
||
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|
||
"INITUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"INITUSDT",
|
||
"1777621011000",
|
||
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|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.0000100",
|
||
"True",
|
||
"4.306e-05",
|
||
"4.306e-05"
|
||
],
|
||
[
|
||
"71",
|
||
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|
||
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|
||
"5.5e-05",
|
||
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|
||
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|
||
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|
||
"1777622400000.0",
|
||
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|
||
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|
||
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|
||
"0 days 00:23:07.734530",
|
||
"XMRUSDT",
|
||
"1777621011000",
|
||
"1.25e-05",
|
||
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|
||
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|
||
"0 days 00:23:08.055814",
|
||
"0.001",
|
||
"0.01",
|
||
"True",
|
||
"4.25e-05",
|
||
"4.25e-05"
|
||
],
|
||
[
|
||
"46",
|
||
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|
||
"1777620959597",
|
||
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|
||
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|
||
"LDO",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"0 days 00:23:07.734530",
|
||
"LDOUSDT",
|
||
"1777621011000",
|
||
"1.25e-05",
|
||
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|
||
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|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.0010000",
|
||
"True",
|
||
"3.85e-05",
|
||
"3.85e-05"
|
||
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|
||
[
|
||
"79",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"1777622400000.0",
|
||
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|
||
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|
||
"CHIPUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"CHIPUSDT",
|
||
"1777621011000",
|
||
"-0.00015834",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
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|
||
"True",
|
||
"3.7340000000000005e-05",
|
||
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|
||
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|
||
[
|
||
"33",
|
||
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|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"FARTCOIN",
|
||
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|
||
"1777622400000.0",
|
||
"10",
|
||
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|
||
"FARTCOINUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"FARTCOINUSDT",
|
||
"1777621011000",
|
||
"5e-05",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.1",
|
||
"0.000100",
|
||
"True",
|
||
"3.7000000000000005e-05",
|
||
"3.7000000000000005e-05"
|
||
],
|
||
[
|
||
"60",
|
||
"AVNT-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"AVNT",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"10",
|
||
"0.0001",
|
||
"AVNTUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"AVNTUSDT",
|
||
"1777621011000",
|
||
"5e-05",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.0001000",
|
||
"True",
|
||
"3.7000000000000005e-05",
|
||
"3.7000000000000005e-05"
|
||
],
|
||
[
|
||
"51",
|
||
"PUMP-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"PUMP",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"1000",
|
||
"0.000001",
|
||
"PUMPUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"PUMPUSDT",
|
||
"1777621011000",
|
||
"5e-05",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.0000010",
|
||
"True",
|
||
"3.7000000000000005e-05",
|
||
"3.7000000000000005e-05"
|
||
],
|
||
[
|
||
"31",
|
||
"PENGU-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"PENGU",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"1000",
|
||
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|
||
"PENGUUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"PENGUUSDT",
|
||
"1777621011000",
|
||
"5e-05",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.0000010",
|
||
"True",
|
||
"3.7000000000000005e-05",
|
||
"3.7000000000000005e-05"
|
||
],
|
||
[
|
||
"19",
|
||
"ONDO-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"ONDO",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"10",
|
||
"0.0001",
|
||
"ONDOUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"ONDOUSDT",
|
||
"1777621011000",
|
||
"5e-05",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.1",
|
||
"0.000100",
|
||
"True",
|
||
"3.7000000000000005e-05",
|
||
"3.7000000000000005e-05"
|
||
],
|
||
[
|
||
"50",
|
||
"XAG-USD",
|
||
"1777620959597",
|
||
"1.4e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"XAG",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"0.1",
|
||
"0.001",
|
||
"XAGUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"XAGUSDT",
|
||
"1777621011000",
|
||
"4.798e-05",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.001",
|
||
"0.0100",
|
||
"True",
|
||
"3.3979999999999997e-05",
|
||
"3.3979999999999997e-05"
|
||
],
|
||
[
|
||
"65",
|
||
"CAKE-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"CAKE",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"10",
|
||
"0.0001",
|
||
"CAKEUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"CAKEUSDT",
|
||
"1777621011000",
|
||
"-1.867e-05",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.00500",
|
||
"True",
|
||
"3.167e-05",
|
||
"3.167e-05"
|
||
],
|
||
[
|
||
"58",
|
||
"ASTER-USD",
|
||
"1777620959597",
|
||
"1.3e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"ASTER",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"10",
|
||
"0.00001",
|
||
"ASTERUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"ASTERUSDT",
|
||
"1777621011000",
|
||
"4.213e-05",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.01",
|
||
"0.00010",
|
||
"True",
|
||
"2.913e-05",
|
||
"2.913e-05"
|
||
],
|
||
[
|
||
"55",
|
||
"XPL-USD",
|
||
"1777620959597",
|
||
"2.5e-05",
|
||
"2026-05-01 07:35:59.597000",
|
||
"XPL",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"10",
|
||
"0.00001",
|
||
"XPLUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"XPLUSDT",
|
||
"1777621011000",
|
||
"5e-05",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"1",
|
||
"0.0001000",
|
||
"True",
|
||
"2.5e-05",
|
||
"2.5e-05"
|
||
],
|
||
[
|
||
"30",
|
||
"HYPE-USD",
|
||
"1777620959597",
|
||
"9e-06",
|
||
"2026-05-01 07:35:59.597000",
|
||
"HYPE",
|
||
"ACTIVE",
|
||
"1777622400000.0",
|
||
"0.1",
|
||
"0.001",
|
||
"HYPEUSDT",
|
||
"0 days 00:23:07.734530",
|
||
"HYPEUSDT",
|
||
"1777621011000",
|
||
"2.936e-05",
|
||
"1777622400000",
|
||
"2026-05-01 07:36:51",
|
||
"0 days 00:23:08.055814",
|
||
"0.01",
|
||
"0.00100",
|
||
"True",
|
||
"2.036e-05",
|
||
"2.036e-05"
|
||
]
|
||
],
|
||
"shape": {
|
||
"columns": 22,
|
||
"rows": 81
|
||
}
|
||
},
|
||
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|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
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|
||
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|
||
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|
||
"\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>symbol_ext</th>\n",
|
||
" <th>funding_rate_updated_ts_ms_ext</th>\n",
|
||
" <th>funding_rate_ext</th>\n",
|
||
" <th>funding_rate_updated_dt_ext</th>\n",
|
||
" <th>assetName</th>\n",
|
||
" <th>status</th>\n",
|
||
" <th>next_funding_ts_ext</th>\n",
|
||
" <th>min_order_size_ext</th>\n",
|
||
" <th>min_price_ext</th>\n",
|
||
" <th>USDT_Symbol</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>funding_rate_updated_ts_ms_ast</th>\n",
|
||
" <th>funding_rate_ast</th>\n",
|
||
" <th>next_funding_ts_ast</th>\n",
|
||
" <th>funding_rate_updated_dt_ast</th>\n",
|
||
" <th>time_delta_to_next_funding_ast</th>\n",
|
||
" <th>min_order_size_ast</th>\n",
|
||
" <th>min_price_ast</th>\n",
|
||
" <th>next_funding_at_same_time</th>\n",
|
||
" <th>net_funding_rate</th>\n",
|
||
" <th>net_funding_rate_abs</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>BNB-USD</td>\n",
|
||
" <td>1777620959597</td>\n",
|
||
" <td>0.000013</td>\n",
|
||
" <td>2026-05-01 07:35:59.597</td>\n",
|
||
" <td>BNB</td>\n",
|
||
" <td>ACTIVE</td>\n",
|
||
" <td>1.777622e+12</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>BNBUSDT</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1777621011000</td>\n",
|
||
" <td>0.000184</td>\n",
|
||
" <td>1777622400000</td>\n",
|
||
" <td>2026-05-01 07:36:51</td>\n",
|
||
" <td>0 days 00:23:08.055814</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.010</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>1.708200e-04</td>\n",
|
||
" <td>1.708200e-04</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>SOL-USD</td>\n",
|
||
" <td>1777620959597</td>\n",
|
||
" <td>-0.000012</td>\n",
|
||
" <td>2026-05-01 07:35:59.597</td>\n",
|
||
" <td>SOL</td>\n",
|
||
" <td>ACTIVE</td>\n",
|
||
" <td>1.777622e+12</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>SOLUSDT</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1777621011000</td>\n",
|
||
" <td>0.000100</td>\n",
|
||
" <td>1777622400000</td>\n",
|
||
" <td>2026-05-01 07:36:51</td>\n",
|
||
" <td>0 days 00:23:08.055814</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.4200</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>1.120000e-04</td>\n",
|
||
" <td>1.120000e-04</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>AVAX-USD</td>\n",
|
||
" <td>1777620959597</td>\n",
|
||
" <td>-0.000008</td>\n",
|
||
" <td>2026-05-01 07:35:59.597</td>\n",
|
||
" <td>AVAX</td>\n",
|
||
" <td>ACTIVE</td>\n",
|
||
" <td>1.777622e+12</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>AVAXUSDT</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1777621011000</td>\n",
|
||
" <td>0.000100</td>\n",
|
||
" <td>1777622400000</td>\n",
|
||
" <td>2026-05-01 07:36:51</td>\n",
|
||
" <td>0 days 00:23:08.055814</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0010</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>1.080000e-04</td>\n",
|
||
" <td>1.080000e-04</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29</th>\n",
|
||
" <td>MOODENG-USD</td>\n",
|
||
" <td>1777620959597</td>\n",
|
||
" <td>0.000004</td>\n",
|
||
" <td>2026-05-01 07:35:59.597</td>\n",
|
||
" <td>MOODENG</td>\n",
|
||
" <td>ACTIVE</td>\n",
|
||
" <td>1.777622e+12</td>\n",
|
||
" <td>100</td>\n",
|
||
" <td>0.00001</td>\n",
|
||
" <td>MOODENGUSDT</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1777621011000</td>\n",
|
||
" <td>0.000100</td>\n",
|
||
" <td>1777622400000</td>\n",
|
||
" <td>2026-05-01 07:36:51</td>\n",
|
||
" <td>0 days 00:23:08.055814</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0000100</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>9.600000e-05</td>\n",
|
||
" <td>9.600000e-05</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>64</th>\n",
|
||
" <td>ZEC-USD</td>\n",
|
||
" <td>1777620959597</td>\n",
|
||
" <td>0.000013</td>\n",
|
||
" <td>2026-05-01 07:35:59.597</td>\n",
|
||
" <td>ZEC</td>\n",
|
||
" <td>ACTIVE</td>\n",
|
||
" <td>1.777622e+12</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>ZECUSDT</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1777621011000</td>\n",
|
||
" <td>-0.000081</td>\n",
|
||
" <td>1777622400000</td>\n",
|
||
" <td>2026-05-01 07:36:51</td>\n",
|
||
" <td>0 days 00:23:08.055814</td>\n",
|
||
" <td>0.001</td>\n",
|
||
" <td>0.0100</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>9.405000e-05</td>\n",
|
||
" <td>9.405000e-05</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>73</th>\n",
|
||
" <td>AZTEC-USD</td>\n",
|
||
" <td>1777620959597</td>\n",
|
||
" <td>0.000013</td>\n",
|
||
" <td>2026-05-01 07:35:59.597</td>\n",
|
||
" <td>AZTEC</td>\n",
|
||
" <td>ACTIVE</td>\n",
|
||
" <td>1.777622e+12</td>\n",
|
||
" <td>1000</td>\n",
|
||
" <td>0.000001</td>\n",
|
||
" <td>AZTECUSDT</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1777621011000</td>\n",
|
||
" <td>0.000013</td>\n",
|
||
" <td>1777622400000</td>\n",
|
||
" <td>2026-05-01 07:36:51</td>\n",
|
||
" <td>0 days 00:23:08.055814</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0000100</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>5.000000e-07</td>\n",
|
||
" <td>5.000000e-07</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>76</th>\n",
|
||
" <td>VVV-USD</td>\n",
|
||
" <td>1777620959597</td>\n",
|
||
" <td>0.000013</td>\n",
|
||
" <td>2026-05-01 07:35:59.597</td>\n",
|
||
" <td>VVV</td>\n",
|
||
" <td>ACTIVE</td>\n",
|
||
" <td>1.777622e+12</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0001</td>\n",
|
||
" <td>VVVUSDT</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1777621011000</td>\n",
|
||
" <td>0.000013</td>\n",
|
||
" <td>1777622400000</td>\n",
|
||
" <td>2026-05-01 07:36:51</td>\n",
|
||
" <td>0 days 00:23:08.055814</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>0.001000</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>5.000000e-07</td>\n",
|
||
" <td>5.000000e-07</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>77</th>\n",
|
||
" <td>EDGE-USD</td>\n",
|
||
" <td>1777620959597</td>\n",
|
||
" <td>0.000013</td>\n",
|
||
" <td>2026-05-01 07:35:59.597</td>\n",
|
||
" <td>EDGE</td>\n",
|
||
" <td>ACTIVE</td>\n",
|
||
" <td>1.777622e+12</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>0.00001</td>\n",
|
||
" <td>EDGEUSDT</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1777621011000</td>\n",
|
||
" <td>0.000013</td>\n",
|
||
" <td>1777622400000</td>\n",
|
||
" <td>2026-05-01 07:36:51</td>\n",
|
||
" <td>0 days 00:23:08.055814</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0001000</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>5.000000e-07</td>\n",
|
||
" <td>5.000000e-07</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>78</th>\n",
|
||
" <td>CC-USD</td>\n",
|
||
" <td>1777620959597</td>\n",
|
||
" <td>0.000013</td>\n",
|
||
" <td>2026-05-01 07:35:59.597</td>\n",
|
||
" <td>CC</td>\n",
|
||
" <td>ACTIVE</td>\n",
|
||
" <td>1.777622e+12</td>\n",
|
||
" <td>100</td>\n",
|
||
" <td>0.00001</td>\n",
|
||
" <td>CCUSDT</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1777621011000</td>\n",
|
||
" <td>0.000013</td>\n",
|
||
" <td>1777622400000</td>\n",
|
||
" <td>2026-05-01 07:36:51</td>\n",
|
||
" <td>0 days 00:23:08.055814</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0000100</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>5.000000e-07</td>\n",
|
||
" <td>5.000000e-07</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>80</th>\n",
|
||
" <td>PIEVERSE-USD</td>\n",
|
||
" <td>1777620959597</td>\n",
|
||
" <td>0.000013</td>\n",
|
||
" <td>2026-05-01 07:35:59.597</td>\n",
|
||
" <td>PIEVERSE</td>\n",
|
||
" <td>ACTIVE</td>\n",
|
||
" <td>1.777622e+12</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>0.00001</td>\n",
|
||
" <td>PIEVERSEUSDT</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1777621011000</td>\n",
|
||
" <td>0.000013</td>\n",
|
||
" <td>1777622400000</td>\n",
|
||
" <td>2026-05-01 07:36:51</td>\n",
|
||
" <td>0 days 00:23:08.055814</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0001000</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>5.000000e-07</td>\n",
|
||
" <td>5.000000e-07</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>81 rows × 22 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" symbol_ext funding_rate_updated_ts_ms_ext funding_rate_ext \\\n",
|
||
"4 BNB-USD 1777620959597 0.000013 \n",
|
||
"2 SOL-USD 1777620959597 -0.000012 \n",
|
||
"9 AVAX-USD 1777620959597 -0.000008 \n",
|
||
"29 MOODENG-USD 1777620959597 0.000004 \n",
|
||
"64 ZEC-USD 1777620959597 0.000013 \n",
|
||
".. ... ... ... \n",
|
||
"73 AZTEC-USD 1777620959597 0.000013 \n",
|
||
"76 VVV-USD 1777620959597 0.000013 \n",
|
||
"77 EDGE-USD 1777620959597 0.000013 \n",
|
||
"78 CC-USD 1777620959597 0.000013 \n",
|
||
"80 PIEVERSE-USD 1777620959597 0.000013 \n",
|
||
"\n",
|
||
" funding_rate_updated_dt_ext assetName status next_funding_ts_ext \\\n",
|
||
"4 2026-05-01 07:35:59.597 BNB ACTIVE 1.777622e+12 \n",
|
||
"2 2026-05-01 07:35:59.597 SOL ACTIVE 1.777622e+12 \n",
|
||
"9 2026-05-01 07:35:59.597 AVAX ACTIVE 1.777622e+12 \n",
|
||
"29 2026-05-01 07:35:59.597 MOODENG ACTIVE 1.777622e+12 \n",
|
||
"64 2026-05-01 07:35:59.597 ZEC ACTIVE 1.777622e+12 \n",
|
||
".. ... ... ... ... \n",
|
||
"73 2026-05-01 07:35:59.597 AZTEC ACTIVE 1.777622e+12 \n",
|
||
"76 2026-05-01 07:35:59.597 VVV ACTIVE 1.777622e+12 \n",
|
||
"77 2026-05-01 07:35:59.597 EDGE ACTIVE 1.777622e+12 \n",
|
||
"78 2026-05-01 07:35:59.597 CC ACTIVE 1.777622e+12 \n",
|
||
"80 2026-05-01 07:35:59.597 PIEVERSE ACTIVE 1.777622e+12 \n",
|
||
"\n",
|
||
" min_order_size_ext min_price_ext USDT_Symbol ... \\\n",
|
||
"4 0.01 0.01 BNBUSDT ... \n",
|
||
"2 0.1 0.01 SOLUSDT ... \n",
|
||
"9 1 0.001 AVAXUSDT ... \n",
|
||
"29 100 0.00001 MOODENGUSDT ... \n",
|
||
"64 0.1 0.001 ZECUSDT ... \n",
|
||
".. ... ... ... ... \n",
|
||
"73 1000 0.000001 AZTECUSDT ... \n",
|
||
"76 1 0.0001 VVVUSDT ... \n",
|
||
"77 10 0.00001 EDGEUSDT ... \n",
|
||
"78 100 0.00001 CCUSDT ... \n",
|
||
"80 10 0.00001 PIEVERSEUSDT ... \n",
|
||
"\n",
|
||
" funding_rate_updated_ts_ms_ast funding_rate_ast next_funding_ts_ast \\\n",
|
||
"4 1777621011000 0.000184 1777622400000 \n",
|
||
"2 1777621011000 0.000100 1777622400000 \n",
|
||
"9 1777621011000 0.000100 1777622400000 \n",
|
||
"29 1777621011000 0.000100 1777622400000 \n",
|
||
"64 1777621011000 -0.000081 1777622400000 \n",
|
||
".. ... ... ... \n",
|
||
"73 1777621011000 0.000013 1777622400000 \n",
|
||
"76 1777621011000 0.000013 1777622400000 \n",
|
||
"77 1777621011000 0.000013 1777622400000 \n",
|
||
"78 1777621011000 0.000013 1777622400000 \n",
|
||
"80 1777621011000 0.000013 1777622400000 \n",
|
||
"\n",
|
||
" funding_rate_updated_dt_ast time_delta_to_next_funding_ast \\\n",
|
||
"4 2026-05-01 07:36:51 0 days 00:23:08.055814 \n",
|
||
"2 2026-05-01 07:36:51 0 days 00:23:08.055814 \n",
|
||
"9 2026-05-01 07:36:51 0 days 00:23:08.055814 \n",
|
||
"29 2026-05-01 07:36:51 0 days 00:23:08.055814 \n",
|
||
"64 2026-05-01 07:36:51 0 days 00:23:08.055814 \n",
|
||
".. ... ... \n",
|
||
"73 2026-05-01 07:36:51 0 days 00:23:08.055814 \n",
|
||
"76 2026-05-01 07:36:51 0 days 00:23:08.055814 \n",
|
||
"77 2026-05-01 07:36:51 0 days 00:23:08.055814 \n",
|
||
"78 2026-05-01 07:36:51 0 days 00:23:08.055814 \n",
|
||
"80 2026-05-01 07:36:51 0 days 00:23:08.055814 \n",
|
||
"\n",
|
||
" min_order_size_ast min_price_ast next_funding_at_same_time \\\n",
|
||
"4 0.01 0.010 True \n",
|
||
"2 0.01 0.4200 True \n",
|
||
"9 1 0.0010 True \n",
|
||
"29 1 0.0000100 True \n",
|
||
"64 0.001 0.0100 True \n",
|
||
".. ... ... ... \n",
|
||
"73 1 0.0000100 True \n",
|
||
"76 0.01 0.001000 True \n",
|
||
"77 1 0.0001000 True \n",
|
||
"78 1 0.0000100 True \n",
|
||
"80 1 0.0001000 True \n",
|
||
"\n",
|
||
" net_funding_rate net_funding_rate_abs \n",
|
||
"4 1.708200e-04 1.708200e-04 \n",
|
||
"2 1.120000e-04 1.120000e-04 \n",
|
||
"9 1.080000e-04 1.080000e-04 \n",
|
||
"29 9.600000e-05 9.600000e-05 \n",
|
||
"64 9.405000e-05 9.405000e-05 \n",
|
||
".. ... ... \n",
|
||
"73 5.000000e-07 5.000000e-07 \n",
|
||
"76 5.000000e-07 5.000000e-07 \n",
|
||
"77 5.000000e-07 5.000000e-07 \n",
|
||
"78 5.000000e-07 5.000000e-07 \n",
|
||
"80 5.000000e-07 5.000000e-07 \n",
|
||
"\n",
|
||
"[81 rows x 22 columns]"
|
||
]
|
||
},
|
||
"execution_count": 64,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_comb_current_fr.sort_values(by='net_funding_rate_abs', ascending=False)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "04c38156",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "125ee5ed",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "cdcda9a8",
|
||
"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
|
||
}
|