Funding_Rate/extended.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6c70a8c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import asyncio\n",
    "import requests\n",
    "from x10.config import MAINNET_CONFIG, TESTNET_CONFIG\n",
    "from x10.core.stark_account import StarkPerpetualAccount\n",
    "from x10.perpetual.trading_client import PerpetualTradingClient\n",
    "from x10.models.order import OrderSide, OrderType\n",
    "import time\n",
    "from dotenv import load_dotenv\n",
    "import os\n",
    "import uuid\n",
    "import asyncio\n",
    "import logging\n",
    "from decimal import Decimal\n",
    "import modules.extended_auth as extend_auth\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ff971ca9",
   "metadata": {},
   "outputs": [],
   "source": [
    "load_dotenv()\n",
    "\n",
    "API_KEY          = os.getenv('EXTENDED_API_KEY')\n",
    "PUBLIC_KEY  = os.getenv('EXTENDED_STARK_KEY_PUBLIC')    # public Stark key (l2Key from account info)\n",
    "PRIVATE_KEY = os.getenv('EXTENDED_STARK_KEY_PRIVATE')  # private Stark key (hex)\n",
    "VAULT          = int(os.getenv('EXTENDED_VAULT_NUMBER'))                           # l2Vault from account info (integer)\n",
    "\n",
    "CONFIG = MAINNET_CONFIG\n",
    "\n",
    "ORDER_MARKET = \"ETH-USD\"\n",
    "ORDER_SIDE   = OrderSide.BUY\n",
    "ORDER_QTY    = Decimal(\"0.01\")\n",
    "ORDER_PRICE  = Decimal(\"2200\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fc2c6d2b",
   "metadata": {},
   "outputs": [],
   "source": [
    "client, trading_client = await extend_auth.create_auth_account_and_trading_client()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "c366706f",
   "metadata": {},
   "outputs": [],
   "source": [
    "placed_order = await trading_client.place_order(\n",
    "    market_name=ORDER_MARKET,\n",
    "    amount_of_synthetic=ORDER_QTY,\n",
    "    price=ORDER_PRICE,\n",
    "    side=ORDER_SIDE,\n",
    "    taker_fee=Decimal(\"0.00025\"),\n",
    "    previous_order_id='1295034892466447624365619416628580523728221205816494340545831832663414858661'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "WrappedApiResponse[EmptyModel](status='OK', data=EmptyModel(), error=None, pagination=None)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c = await trading_client.orders.mass_cancel(markets=['ETH-USD'])\n",
    "c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "03913674",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8dd8aa73",
   "metadata": {},
   "outputs": [],
   "source": [
    "d = await trading_client.account.get_positions_history()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5f74f7cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>(id, 2047947640758337536)</td>\n",
       "      <td>(account_id, 270571)</td>\n",
       "      <td>(market, ETH-USD)</td>\n",
       "      <td>(side, SHORT)</td>\n",
       "      <td>(size, 0.2160000000000000)</td>\n",
       "      <td>(max_position_size, 0.2160000000000000)</td>\n",
       "      <td>(leverage, 50.0000000000000000)</td>\n",
       "      <td>(open_price, 2315.5000000000000000)</td>\n",
       "      <td>(exit_price, 2308.6000000000000000)</td>\n",
       "      <td>(realised_pnl, 1.4249250000000000)</td>\n",
       "      <td>(realised_pnl_breakdown, trade_pnl=Decimal('1....</td>\n",
       "      <td>(created_time, 1777103741241)</td>\n",
       "      <td>(exit_type, TRADE)</td>\n",
       "      <td>(closed_time, 1777133049026)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>(id, 2047512381621272576)</td>\n",
       "      <td>(account_id, 270571)</td>\n",
       "      <td>(market, ETH-USD)</td>\n",
       "      <td>(side, LONG)</td>\n",
       "      <td>(size, 0.2150000000000000)</td>\n",
       "      <td>(max_position_size, 0.2150000000000000)</td>\n",
       "      <td>(leverage, 50.0000000000000000)</td>\n",
       "      <td>(open_price, 2316.6000000000000000)</td>\n",
       "      <td>(exit_price, 2315.5000000000000000)</td>\n",
       "      <td>(realised_pnl, 0.0720660000000000)</td>\n",
       "      <td>(realised_pnl_breakdown, trade_pnl=Decimal('-0...</td>\n",
       "      <td>(created_time, 1776999967376)</td>\n",
       "      <td>(exit_type, TRADE)</td>\n",
       "      <td>(closed_time, 1777103741241)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>(id, 2047419314696355840)</td>\n",
       "      <td>(account_id, 270571)</td>\n",
       "      <td>(market, ETH-USD)</td>\n",
       "      <td>(side, LONG)</td>\n",
       "      <td>(size, 0.2150000000000000)</td>\n",
       "      <td>(max_position_size, 0.2150000000000000)</td>\n",
       "      <td>(leverage, 50.0000000000000000)</td>\n",
       "      <td>(open_price, 2321.7000000000000000)</td>\n",
       "      <td>(exit_price, 2327.3000000000000000)</td>\n",
       "      <td>(realised_pnl, 1.3196460000000000)</td>\n",
       "      <td>(realised_pnl_breakdown, trade_pnl=Decimal('1....</td>\n",
       "      <td>(created_time, 1776977778492)</td>\n",
       "      <td>(exit_type, TRADE)</td>\n",
       "      <td>(closed_time, 1776996621824)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          0                     1                  2   \\\n",
       "0  (id, 2047947640758337536)  (account_id, 270571)  (market, ETH-USD)   \n",
       "1  (id, 2047512381621272576)  (account_id, 270571)  (market, ETH-USD)   \n",
       "2  (id, 2047419314696355840)  (account_id, 270571)  (market, ETH-USD)   \n",
       "\n",
       "              3                           4   \\\n",
       "0  (side, SHORT)  (size, 0.2160000000000000)   \n",
       "1   (side, LONG)  (size, 0.2150000000000000)   \n",
       "2   (side, LONG)  (size, 0.2150000000000000)   \n",
       "\n",
       "                                        5                                6   \\\n",
       "0  (max_position_size, 0.2160000000000000)  (leverage, 50.0000000000000000)   \n",
       "1  (max_position_size, 0.2150000000000000)  (leverage, 50.0000000000000000)   \n",
       "2  (max_position_size, 0.2150000000000000)  (leverage, 50.0000000000000000)   \n",
       "\n",
       "                                    7                                    8   \\\n",
       "0  (open_price, 2315.5000000000000000)  (exit_price, 2308.6000000000000000)   \n",
       "1  (open_price, 2316.6000000000000000)  (exit_price, 2315.5000000000000000)   \n",
       "2  (open_price, 2321.7000000000000000)  (exit_price, 2327.3000000000000000)   \n",
       "\n",
       "                                   9   \\\n",
       "0  (realised_pnl, 1.4249250000000000)   \n",
       "1  (realised_pnl, 0.0720660000000000)   \n",
       "2  (realised_pnl, 1.3196460000000000)   \n",
       "\n",
       "                                                  10  \\\n",
       "0  (realised_pnl_breakdown, trade_pnl=Decimal('1....   \n",
       "1  (realised_pnl_breakdown, trade_pnl=Decimal('-0...   \n",
       "2  (realised_pnl_breakdown, trade_pnl=Decimal('1....   \n",
       "\n",
       "                              11                  12  \\\n",
       "0  (created_time, 1777103741241)  (exit_type, TRADE)   \n",
       "1  (created_time, 1776999967376)  (exit_type, TRADE)   \n",
       "2  (created_time, 1776977778492)  (exit_type, TRADE)   \n",
       "\n",
       "                             13  \n",
       "0  (closed_time, 1777133049026)  \n",
       "1  (closed_time, 1777103741241)  \n",
       "2  (closed_time, 1776996621824)  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.DataFrame(list(dict(d)['data']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e119aaac",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2026-04-25 16:04:09.026000')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.to_datetime(1777133049026, unit='ms')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[PositionModel(id=2047419314696355840, account_id=270571, market='ETH-USD', status='OPENED', side='LONG', leverage=Decimal('50'), size=Decimal('0.215'), value=Decimal('500.247305'), open_price=Decimal('2321.7'), mark_price=Decimal('2326.731653474999'), liquidation_price=Decimal('2222.8'), unrealised_pnl=Decimal('1.081805'), realised_pnl=Decimal('0.065534'), tp_price=None, sl_price=None, adl=2, created_at=1776977778498, updated_at=1776986778819)]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d = dict(await trading_client.account.get_positions()).get('data')\n",
    "d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b9ac87f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': 2047419314696355840,\n",
       " 'account_id': 270571,\n",
       " 'market': 'ETH-USD',\n",
       " 'status': 'OPENED',\n",
       " 'side': 'LONG',\n",
       " 'leverage': Decimal('50'),\n",
       " 'size': Decimal('0.215'),\n",
       " 'value': Decimal('500.247305'),\n",
       " 'open_price': Decimal('2321.7'),\n",
       " 'mark_price': Decimal('2326.731653474999'),\n",
       " 'liquidation_price': Decimal('2222.8'),\n",
       " 'unrealised_pnl': Decimal('1.081805'),\n",
       " 'realised_pnl': Decimal('0.065534'),\n",
       " 'tp_price': None,\n",
       " 'sl_price': None,\n",
       " 'adl': 2,\n",
       " 'created_at': 1776977778498,\n",
       " 'updated_at': 1776986778819}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict(d[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "62299776",
   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mIndexError\u001b[39m                                Traceback (most recent call last)",
      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[40]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m [j \u001b[38;5;28;01mfor\u001b[39;00m j \u001b[38;5;28;01min\u001b[39;00m d \u001b[38;5;28;01mif\u001b[39;00m j.get(\u001b[33m'market'\u001b[39m) == \u001b[33m'ETH-USD'\u001b[39m][\u001b[32m0\u001b[39m]\n",
      "\u001b[31mIndexError\u001b[39m: list index out of range"
     ]
    }
   ],
   "source": [
    "[j for j in d if j.get('market') == 'ETH-USD']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "7cd3413d",
   "metadata": {},
   "outputs": [],
   "source": [
    "balance = dict(dict(await trading_client.account.get_balance()).get('data', {}))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "62632db3",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = await trading_client.markets_info.get_pos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "e9c3fdc4",
   "metadata": {},
   "outputs": [],
   "source": [
    "d = r['ETH-USD'].trading_config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.01"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "float(d.min_order_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2b5d7d21",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'type': 'SNAPSHOT',\n",
       " 'data': {'t': 'SNAPSHOT',\n",
       "  'm': 'ETH-USD',\n",
       "  'b': [{'q': '362.381', 'p': '2318.1'}],\n",
       "  'a': [{'q': '70.572', 'p': '2318.2'}],\n",
       "  'd': '1'},\n",
       " 'ts': 1776822518279,\n",
       " 'seq': 14}"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "{\"type\":\"SNAPSHOT\",\"data\":{\"t\":\"SNAPSHOT\",\"m\":\"ETH-USD\",\"b\":[{\"q\":\"362.381\",\"p\":\"2318.1\"}],\"a\":[{\"q\":\"70.572\",\"p\":\"2318.2\"}],\"d\":\"1\"},\"ts\":1776822518279,\"seq\":14}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "19f51572",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': {'m': 'ETH-USD', 'f': '-0.000001', 'T': 1776823319595},\n",
       " 'ts': 1776823319595,\n",
       " 'seq': 2}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "{'data': {'m': 'ETH-USD', 'f': '-0.000001', 'T': 1776823319595}, 'ts': 1776823319595, 'seq': 2}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "68006231",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2026-04-22 03:00:00')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "pd.to_datetime(1776826800000, unit='ms')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5561153b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def time_round_down(dt, interval_mins=5) -> int: # returns timestamp in seconds\n",
    "    interval_secs = interval_mins * 60\n",
    "    seconds = dt.timestamp()\n",
    "    rounded_seconds = math.floor(seconds / interval_secs) * interval_secs\n",
    "    \n",
    "    return rounded_seconds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "bd83b59f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1776826800000"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(time_round_down(dt=datetime.now(timezone.utc), interval_mins=60)+(60*60))*1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "086dbfb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2d734f79",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e6b59c51",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "\n",
    "### USER DATA STREAM ###\n",
    "order = json.loads('{\"type\":\"ORDER\",\"data\":{\"isSnapshot\":true,\"orders\":[]},\"ts\":1776839215443,\"seq\":1}')\n",
    "position = json.loads('{\"type\":\"POSITION\",\"data\":{\"isSnapshot\":true,\"positions\":[]},\"ts\":1776839215443,\"seq\":2}')\n",
    "balance = json.loads('{\"type\":\"BALANCE\",\"data\":{\"isSnapshot\":true,\"balance\":{\"collateralName\":\"USD\",\"balance\":\"25.979998\",\"status\":\"ACTIVE\",\"equity\":\"25.979998\",\"spotEquity\":\"0\",\"spotEquityForAvailableForTrade\":\"0\",\"availableForTrade\":\"25.979998\",\"availableForWithdrawal\":\"25.979998\",\"unrealisedPnl\":\"0\",\"initialMargin\":\"0.000000\",\"marginRatio\":\"0.0000\",\"updatedTime\":1776822250184,\"exposure\":\"0\",\"leverage\":\"0.0000\"}},\"ts\":1776839215443,\"seq\":3}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ee8420c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'type': 'ORDER',\n",
       " 'data': {'isSnapshot': True, 'orders': []},\n",
       " 'ts': 1776839215443,\n",
       " 'seq': 1}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e8d20d9f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'type': 'POSITION',\n",
       " 'data': {'isSnapshot': True, 'positions': []},\n",
       " 'ts': 1776839215443,\n",
       " 'seq': 2}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "position"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'type': 'BALANCE',\n",
       " 'data': {'isSnapshot': True,\n",
       "  'balance': {'collateralName': 'USD',\n",
       "   'balance': '25.979998',\n",
       "   'status': 'ACTIVE',\n",
       "   'equity': '25.979998',\n",
       "   'spotEquity': '0',\n",
       "   'spotEquityForAvailableForTrade': '0',\n",
       "   'availableForTrade': '25.979998',\n",
       "   'availableForWithdrawal': '25.979998',\n",
       "   'unrealisedPnl': '0',\n",
       "   'initialMargin': '0.000000',\n",
       "   'marginRatio': '0.0000',\n",
       "   'updatedTime': 1776822250184,\n",
       "   'exposure': '0',\n",
       "   'leverage': '0.0000'}},\n",
       " 'ts': 1776839215443,\n",
       " 'seq': 3}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "balance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fb16dfb9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b0388dc7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import valkey\n",
    "import json\n",
    "VAL_KEY = valkey.Valkey(host='localhost', port=6379, db=0, decode_responses=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "b = json.loads(VAL_KEY.get('fund_rate_aster'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = json.loads(VAL_KEY.get('fund_rate_aster'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "665377af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'timestamp_arrival': 1776970338127,\n",
       " 'timestamp_msg': 1776970338000,\n",
       " 'symbol': 'ETHUSDT',\n",
       " 'mark_price': '2310.59000000',\n",
       " 'index_price': '2311.29372093',\n",
       " 'estimated_settle_price': '2312.11380907',\n",
       " 'funding_rate': '-0.00001108',\n",
       " 'next_funding_time_ts_ms': 1776988800000}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "json.loads(VAL_KEY.get('fund_rate_aster'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f15dd3c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "VAL_KEY.get('fr_aster_user_positions')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "23f88a3e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "af5c751b",
   "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": "3.13.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}