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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "9defa44a",
"metadata": {},
"outputs": [],
"source": [
"from binance import Client\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"plt.rcParams['font.family'] = 'AppleGothic'"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "03d8413a",
"metadata": {},
"outputs": [],
"source": [
"client = Client()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "2953b855",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[[1632009600000,\n",
" '48292.75000000',\n",
" '48372.83000000',\n",
" '46829.18000000',\n",
" '47241.75000000',\n",
" '29847.24349000',\n",
" 1632095999999,\n",
" '1421642879.49320620',\n",
" 909785,\n",
" '14346.79979000',\n",
" '683249734.07218280',\n",
" '0'],\n",
" [1632096000000,\n",
" '47241.75000000',\n",
" '47347.25000000',\n",
" '42500.00000000',\n",
" '43015.62000000',\n",
" '78003.52444300',\n",
" 1632182399999,\n",
" '3457139274.30007093',\n",
" 1842231,\n",
" '36108.36295100',\n",
" '1600107748.56602710',\n",
" '0'],\n",
" [1632182400000,\n",
" '43016.64000000',\n",
" '43639.00000000',\n",
" '39600.00000000',\n",
" '40734.38000000',\n",
" '84534.08048500',\n",
" 1632268799999,\n",
" '3551997786.69035526',\n",
" 1820721,\n",
" '38942.74356000',\n",
" '1637800328.50388315',\n",
" '0'],\n",
" [1632268800000,\n",
" '40734.09000000',\n",
" '44000.55000000',\n",
" '40565.39000000',\n",
" '43543.61000000',\n",
" '58349.05542000',\n",
" 1632355199999,\n",
" '2482639471.90759590',\n",
" 1304011,\n",
" '29321.50660000',\n",
" '1248027083.19034100',\n",
" '0'],\n",
" [1632355200000,\n",
" '43546.37000000',\n",
" '44978.00000000',\n",
" '43069.09000000',\n",
" '44865.26000000',\n",
" '48699.57655000',\n",
" 1632441599999,\n",
" '2147211305.48208910',\n",
" 1196106,\n",
" '24503.00365000',\n",
" '1080404499.56495710',\n",
" '0']]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"candles = client.get_klines(symbol='BTCUSDT', interval=Client.KLINE_INTERVAL_1DAY)\n",
"candles[:5]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "8fa581b3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([['1632009600000', '47241.75000000'],\n",
" ['1632096000000', '43015.62000000'],\n",
" ['1632182400000', '40734.38000000'],\n",
" ['1632268800000', '43543.61000000'],\n",
" ['1632355200000', '44865.26000000']], dtype='<U21')"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"candles = np.array(candles)[:,(0,4)]\n",
"candles[:5]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "fad0803b",
"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>Price</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Time</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2021-09-19</th>\n",
" <td>47241.75</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-09-20</th>\n",
" <td>43015.62</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-09-21</th>\n",
" <td>40734.38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-09-22</th>\n",
" <td>43543.61</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-09-23</th>\n",
" <td>44865.26</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-01-27</th>\n",
" <td>23074.16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-01-28</th>\n",
" <td>23022.60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-01-29</th>\n",
" <td>23742.30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-01-30</th>\n",
" <td>22826.15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-01-31</th>\n",
" <td>23091.94</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>500 rows × 1 columns</p>\n",
"</div>"
],
"text/plain": [
" Price\n",
"Time \n",
"2021-09-19 47241.75\n",
"2021-09-20 43015.62\n",
"2021-09-21 40734.38\n",
"2021-09-22 43543.61\n",
"2021-09-23 44865.26\n",
"... ...\n",
"2023-01-27 23074.16\n",
"2023-01-28 23022.60\n",
"2023-01-29 23742.30\n",
"2023-01-30 22826.15\n",
"2023-01-31 23091.94\n",
"\n",
"[500 rows x 1 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.DataFrame(candles.astype(np.float64), columns = (\"Time\", \"Price\"))\n",
"df['Time'] = pd.to_datetime(df['Time'], unit='ms')\n",
"df.set_index('Time', inplace=True)\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "2799dbc4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 500 entries, 2021-09-19 to 2023-01-31\n",
"Data columns (total 1 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Price 500 non-null float64\n",
"dtypes: float64(1)\n",
"memory usage: 7.8 KB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "0641dd69",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.Price.loc['2022':].plot(figsize=(12, 4), fontsize = 13)\n",
"df.Price.loc['2022':].rolling(20).mean().plot(label=\"MA20\")\n",
"df.Price.loc['2022':].rolling(60).mean().plot(label=\"MA60\")\n",
"df.Price.loc['2022':].rolling(120).mean().plot(label=\"MA120\")\n",
"plt.title(\"비트코인 이동평균선\")\n",
"plt.legend(fontsize = 13)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "eead8bed",
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.9.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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