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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"# Get Started\n",
"## Install python package\n",
"You can install `python-okx` from PyPi server."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"! pip install python-okx --upgrade"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"## Sign up as an OKX user\n",
"Please refer to [Create account](https://www.okx.com/account/register)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"## Create API Key\n",
"Please refer to [Create API Key](https://www.okx.com/account/my-api)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"## Import API modules\n",
"The following modules are available\n",
"- Trade\n",
"- BlockTrading\n",
"- Funding\n",
"- Account\n",
"- Convert\n",
"- Earning\n",
"- SubAccount\n",
"- MarketData\n",
"- PublicData\n",
"- TradingData\n",
"- Status\n",
"- NDBroker\n",
"- FDBroker"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"import okx.Trade as Trade"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"## Fill in your API key details"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"api_key = \"xxxxx\"\n",
"secret_key = \"xxxxx\"\n",
"passphrase = \"xxxxxx\""
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"## Get available funds"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"import okx.Funding as Funding\n",
"\n",
"flag = \"1\" # live trading:0 , demo trading：1\n",
"\n",
"fundingAPI = Funding.FundingAPI(api_key, secret_key, passphrase, False, flag)\n",
"\n",
"result = fundingAPI.get_currencies()\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"## Get market data"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"import okx.MarketData as MarketData\n",
"\n",
"flag = \"1\" # live trading:0 , demo trading：1\n",
"\n",
"marketDataAPI = MarketData.MarketAPI(flag=flag)\n",
"\n",
"result = marketDataAPI.get_tickers(instType=\"SPOT\")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"## Handle errors"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"You will the error code `51000` when. you run the following code. More details about the error code can be found in `msg`.\n",
"Please refer to [error code](https://www.okx.com/docs-v5/en/#error-code) for addtional information."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
},
"scrolled": true
},
"outputs": [],
"source": [
"import okx.MarketData as MarketData\n",
"\n",
"flag = \"1\" # live trading:0 , demo trading：1\n",
"\n",
"marketDataAPI = MarketData.MarketAPI(flag=flag)\n",
"\n",
"result = marketDataAPI.get_tickers( instType=\"SPO\")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"# Prepare for trading\n",
"- Make sure you understand the basic trading rules. Please refer to [Basic Trading Rules](https://www.okx.com/support/hc/en-us/sections/360011507312)\n",
"- Make sure you have enough funds in your trading account。Please refer to [Get balance](https://www.okx.com/docs-v5/en/#rest-api-account-get-balance)."
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"## Get account balance. Please refer to [Get balance](https://www.okx.com/docs-v5/en/#rest-api-account-get-balance)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
},
"scrolled": true
},
"outputs": [],
"source": [
"import okx.Account as Account\n",
"flag = \"1\" # live trading:0 , demo trading：1\n",
"\n",
"accountAPI = Account.AccountAPI(api_key, secret_key, passphrase, False, flag)\n",
"\n",
"result = accountAPI.get_account_balance()\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"## Get available trading pairs from [Get instruments](https://www.okx.com/docs-v5/en/#rest-api-public-data-get-instruments)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
},
"scrolled": true
},
"outputs": [],
"source": [
"import okx.MarketData as MarketData\n",
"\n",
"flag = \"1\" # live trading:0 , demo trading：1\n",
"\n",
"marketDataAPI = marketDataAPI = MarketData.MarketAPI(flag=flag)\n",
"\n",
"result = marketDataAPI.get_tickers(\n",
" instType=\"SPOT\"\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"## Make sure you have enough funds to trade a certain pair. Please refer to [Get maximum tradable amount](https://www.okx.com/docs-v5/en/#rest-api-account-get-maximum-available-tradable-amount)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"import okx.Account as Account\n",
"\n",
"flag = \"1\" # live trading:0 , demo trading：1\n",
"\n",
"accountAPI = Account.AccountAPI(api_key, secret_key, passphrase, False, flag)\n",
"\n",
"result = accountAPI.get_max_avail_size(\n",
" instId=\"BTC-USDT\",\n",
" tdMode=\"cash\"\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"## In unified account, you can trade Spot under simple, single currency, multi currency and portfolio margin account mode. Please refer to [Introduction on Unified Account](https://www.okx.com/support/hc/en-us/articles/360054690791-1-统一交易账户介绍)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"## Get the current account configuration from the `acctLv` parameter in [Get account configuration](https://www.okx.com/docs-v5/en/#rest-api-account-get-account-configuration)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"import okx.Account as Account\n",
"\n",
"flag = \"1\" # live trading:0 , demo trading：1\n",
"\n",
"accountAPI = Account.AccountAPI(api_key, secret_key, passphrase, False, flag)\n",
"result = accountAPI.get_account_config()\n",
"print(result)\n",
"\n",
"if result['code'] == \"0\":\n",
" acctLv = result[\"data\"][0][\"acctLv\"]\n",
" if acctLv == \"1\":\n",
" print(\"Simple mode\")\n",
" elif acctLv == \"2\":\n",
" print(\"Single-currency margin mode\")\n",
" elif acctLv == \"3\":\n",
" print(\"Multi-currency margin mode\")\n",
" elif acctLv == \"4\":\n",
" print(\"Portfolio margin mode\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"# Start Spot Trading"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"### Spot trading under simple/single-currency margin mode"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"import okx.Trade as Trade\n",
"\n",
"flag = \"1\" # live trading:0 , demo trading：1\n",
"\n",
"tradeAPI = Trade.TradeAPI(api_key, secret_key, passphrase, False, flag)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"#### place a limit order"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"# limit order\n",
"result = tradeAPI.place_order(\n",
" instId=\"BTC-USDT\",\n",
" tdMode=\"cash\",\n",
" side=\"buy\",\n",
" ordType=\"limit\",\n",
" px=\"19000\",\n",
" sz=\"0.01\"\n",
")\n",
"print(result)\n",
"\n",
"if result[\"code\"] == \"0\":\n",
" print(\"Successful order request，order_id = \",result[\"data\"][0][\"ordId\"])\n",
"else:\n",
" print(\"Unsuccessful order request, error_code = \", result[\"code\"], \", Error_message = \", result[\"msg\"])"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"#### place a market order"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"# market order\n",
"result = tradeAPI.place_order(\n",
" instId=\"BTC-USDT\",\n",
" tdMode=\"cash\",\n",
" side=\"buy\",\n",
" ordType=\"market\",\n",
" sz=\"100\",\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"#### place an order with tgtCcy=quote_ccy (only applicable to spot)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"# market order\n",
"result = tradeAPI.place_order(\n",
" instId=\"BTC-USDT\",\n",
" tdMode=\"cash\",\n",
" side=\"buy\",\n",
" ordType=\"market\",\n",
" sz=\"100\",\n",
" tgtCcy=\"quote_ccy\" # this determines the unit of the sz parameter. base_ccy is the default value\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"#### place an order with your own clOrdId"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"# market order\n",
"result = tradeAPI.place_order(\n",
" instId=\"BTC-USDT\",\n",
" tdMode=\"cash\",\n",
" side=\"buy\",\n",
" ordType=\"market\",\n",
" sz=\"100\",\n",
" clOrdId=\"003\" # you can define your own client defined order ID\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"### Spot trading under multi-currency/porfolio margin mode"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"# cross-margin spot trading\n",
"result = tradeAPI.place_order(\n",
" instId=\"BTC-USDT\",\n",
" tdMode=\"cross\",\n",
" side=\"buy\",\n",
" ordType=\"limit\",\n",
" px=\"1000\",\n",
" sz=\"0.01\"\n",
")\n",
"print(result)\n",
"\n",
"if result[\"code\"] == \"0\":\n",
" print(\"Successful order request，order_id = \",result[\"data\"][0][\"ordId\"])\n",
"else:\n",
" print(\"Unsuccessful order request，error_code = \",result[\"code\"])"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"### For additional information on the place order endpoint，please refer to [Place order](https://www.okx.com/docs-v5/en/#rest-api-trade-place-order)\n",
"\n",
"### To place orders in a batch, please refer to [Get account configuration](https://www.okx.com/docs-v5/en/#rest-api-trade-place-multiple-orders)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"place_orders = [\n",
" {\"instId\":\"BTC-USDT\", \"tdMode\":\"cash\", \"side\":\"buy\", \"ordType\" : \"limit\",\"px\":\"1000\",\"sz\":\"0.01\"},\n",
" {\"instId\": \"BTC-USDT\", \"tdMode\": \"cash\", \"side\": \"buy\", \"ordType\": \"limit\", \"px\": \"1000\", \"sz\": \"0.02\"}\n",
"]\n",
"\n",
"result = tradeAPI.place_multiple_orders(place_orders)\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"### To amend pending orders，please refer to [Amend order](https://www.okx.com/docs-v5/en/#rest-api-trade-amend-order)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"result = tradeAPI.amend_order(\n",
" instId=\"BTC-USDT\",\n",
" ordId=\"489103565508685824\",\n",
" newSz=\"0.012\"\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"### To amend orders in a batch, please refer to [Amend multiple orders](https://www.okx.com/docs-v5/en/#rest-api-trade-amend-multiple-orders)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"amend_orders = [\n",
" {\"instId\": \"BTC-USDT\", \"ordId\": \"489106394289909760\",\"newSz\":\"0.001\"},\n",
" {\"instId\": \"BTC-USDT\", \"ordId\": \"489106394289909761\",\"newSz\":\"0.001\"},\n",
"]\n",
"\n",
"result = tradeAPI.amend_multiple_orders(amend_orders)\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"### To cancel pending orders，please refer to [Cancel order](https://www.okx.com/docs-v5/en/#rest-api-trade-cancel-order)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"result = tradeAPI.cancel_order(instId=\"BTC-USDT\", ordId = \"489093931993509888\")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"### To cancel orders in a batch，please refer to [Cancel multiple orders](https://www.okx.com/docs-v5/zh/#rest-api-trade-cancel-multiple-orders)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"cancel_orders = [\n",
" {\"instId\": \"BTC-USDT\", \"ordId\": \"489102222534488064\"},\n",
" {\"instId\": \"BTC-USDT\", \"ordId\": \"489102222534488065\"},\n",
"]\n",
"\n",
"result = tradeAPI.cancel_multiple_orders(cancel_orders)\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"## Get details of a certain order, please refer to [Get order details](https://www.okx.com/docs-v5/en/#rest-api-trade-get-order-details)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"result = tradeAPI.get_order(instId=\"BTC-USDT\", clOrdId=\"002\")\n",
"print(result)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"result = tradeAPI.get_order(instId=\"BTC-USDT\", ordId=\"497819823594909696\")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"## To get the list of open orders，please refer to [Get order List](https://www.okx.com/docs-v5/en/#rest-api-trade-get-order-list)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"result = tradeAPI.get_order_list()\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"### To get past orders，please refer to [Get order history (last 7 days）](https://www.okx.com/docs-v5/en/#rest-api-trade-get-order-history-last-7-days) and [Get order history (last 3 months)](https://www.okx.com/docs-v5/en/#rest-api-trade-get-order-history-last-3-months)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"result = tradeAPI.get_orders_history(\n",
" instType=\"SPOT\"\n",
")\n",
"print(result)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"result = tradeAPI.get_orders_history_archive(\n",
" instType=\"SPOT\"\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"### To get past trades，please refer to [Get transaction details (last 3 days）](https://www.okx.com/docs-v5/en/#rest-api-trade-get-transaction-details-last-3-days) and [Get transaction details (last 3 months) ](https://www.okx.com/docs-v5/en/#rest-api-trade-get-transaction-details-last-3-months)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"result = tradeAPI.get_fills(\n",
" instType=\"SPOT\"\n",
")\n",
"print(result)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"result = tradeAPI.get_fills_history(\n",
" instType=\"SPOT\"\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"### If you wish to place orders when the price reaches a certain level, you can place an algo order"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"result = tradeAPI.place_algo_order(\n",
" instId=\"BTC-USDT\",\n",
" tdMode=\"cash\",\n",
" side=\"buy\", # buy\n",
" ordType=\"trigger\", # order type\n",
" sz=\"100\", # order amount: 100USDT\n",
" triggerPx=\"10000\", # trigger price\n",
" orderPx=\"-1\", # order price. When orderPx=-1, the order will be placed as an market order\n",
" triggerPxType=\"last\" # trigger price type。last：last trade price\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"## You can also use Stop Loss or Take Profit order to sell the currencies in your account"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"result = tradeAPI.place_algo_order(\n",
" instId=\"BTC-USDT\",\n",
" tdMode=\"cash\",\n",
" side=\"sell\", # sell\n",
" ordType=\"conditional\", # one-way take profit or stop loss\n",
" sz=\"0.01\", # order amount: 0.01BTC\n",
" tpTriggerPx=\"30000\", # take profit trigger price\n",
" tpOrdPx=\"-1\", # taker profit order price。When it is set to -1，the order will be placed as an market order\n",
" tpTriggerPxType=\"last\" # take profit trigger price type。last：last trade price\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"### For additional information, please refer to [Place algo order](https://www.okx.com/docs-v5/en/#rest-api-trade-place-algo-order)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"### Cancel pending algo orders (not including Iceberg order, TWAP order, Trailing Stop order)，please refer to [Cancel algo order](https://www.okx.com/docs-v5/en/#rest-api-trade-cancel-algo-order)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"algo_orders = [\n",
" {\"instId\": \"BTC-USDT\", \"algoId\": \"495001187587043328\"},\n",
"]\n",
"\n",
"result = tradeAPI.cancel_algo_order(algo_orders)\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"### To get list of currently pending algo orders，please refer to [Get algo order list](https://www.okx.com/docs-v5/en/#rest-api-trade-get-algo-order-list)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"result = tradeAPI.order_algos_list(\n",
" ordType=\"trigger\" # order type\n",
")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"### To get the past algo orders (last three months)，please refer to [Get algo order history](https://www.okx.com/docs-v5/en/#rest-api-trade-get-algo-order-history)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"result = tradeAPI.order_algos_history(\n",
" ordType=\"conditional\", # order type\n",
" state=\"canceled\" # state of the orders\n",
")\n",
"print(result)\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.9.12"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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