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pandas-ta/examples/AIExample.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Strategy Analysis with **Pandas TA** and AI/ML\n",
"* This is a **Work in Progress** and subject to change!\n",
"* Contributions are welcome and accepted!\n",
"* Examples below are for **educational purposes only**.\n",
"* **NOTE:** The **watchlist** module is independent of Pandas TA. To easily use it, copy it from your local pandas_ta installation directory into your project directory."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Required Packages\n",
"##### Uncomment the packages you need to install or are missing"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#!pip install numpy\n",
"#!pip install pandas\n",
"#!pip install mplfinance\n",
"#!pip install pandas-datareader\n",
"#!pip install requests_cache\n",
"#!pip install alphaVantage-api # Required for Watchlist"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n",
"Numpy v1.19.5\n",
"Pandas v1.2.0\n",
"mplfinance v0.12.7a4\n",
"Pandas TA v0.2.42b0\n"
]
}
],
"source": [
"%pylab inline\n",
"import datetime as dt\n",
"import random as rnd\n",
"from sys import float_info as sflt\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"pd.set_option('max_rows', 100)\n",
"pd.set_option('max_columns', 20)\n",
"\n",
"import mplfinance as mpf\n",
"import pandas_ta as ta\n",
"\n",
"from watchlist import colors, Watchlist # Is this failing? If so, copy it locally. See above.\n",
"\n",
"print(f\"Numpy v{np.__version__}\")\n",
"print(f\"Pandas v{pd.__version__}\")\n",
"print(f\"mplfinance v{mpf.__version__}\")\n",
"print(f\"Pandas TA v{ta.version}\")\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## MISC Functions"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def recent_bars(df, tf: str = \"1y\"):\n",
" # All Data: 0, Last Four Years: 0.25, Last Two Years: 0.5, This Year: 1, Last Half Year: 2, Last Quarter: 4\n",
" yearly_divisor = {\"all\": 0, \"10y\": 0.1, \"5y\": 0.2, \"4y\": 0.25, \"3y\": 1./3, \"2y\": 0.5, \"1y\": 1, \"6mo\": 2, \"3mo\": 4}\n",
" yd = yearly_divisor[tf] if tf in yearly_divisor.keys() else 0\n",
" return int(ta.RATE[\"TRADING_DAYS_PER_YEAR\"] / yd) if yd > 0 else df.shape[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Collect some Data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[!] Loading All: SPY, QQQ, AAPL, TSLA\n",
"[i] Loaded SPY[D]: SPY_D.csv\n",
"[i] Runtime: 464.3660 ms (0.4644 s)\n",
"[+] Downloading[av]: QQQ[D]\n",
"[i] Runtime: 426.7452 ms (0.4267 s)\n",
"[+] Downloading[av]: AAPL[D]\n",
"[i] Runtime: 419.3628 ms (0.4194 s)\n",
"[+] Downloading[av]: TSLA[D]\n",
"[i] Runtime: 419.8107 ms (0.4198 s)\n"
]
}
],
"source": [
"tf = \"D\"\n",
"tickers = [\"SPY\", \"QQQ\", \"AAPL\", \"TSLA\"]\n",
"watch = Watchlist(tickers, tf=tf, timed=True)\n",
"watch.strategy = ta.CommonStrategy\n",
"watch.load(tickers, analyze=True, verbose=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Select an Asset"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SPY (5358, 10)\n",
"Columns: open, high, low, close, volume, SMA_10, SMA_20, SMA_50, SMA_200, VOL_SMA_20\n"
]
}
],
"source": [
"ticker = tickers[0]\n",
"print(f\"{ticker} {watch.data[ticker].shape}\\nColumns: {', '.join(list(watch.data[ticker].columns))}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Trim it"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"duration = \"1y\"\n",
"recent = recent_bars(watch.data[ticker], duration)\n",
"asset = watch.data[ticker].copy().tail(recent)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Create a Trend"
]
},
{
"cell_type": "code",
"execution_count": 7,
"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>SMA_10</th>\n",
" <th>SMA_20</th>\n",
" <th>SMA_50</th>\n",
" <th>SMA_200</th>\n",
" <th>VOL_SMA_20</th>\n",
" <th>EMA_8</th>\n",
" <th>EMA_21</th>\n",
" <th>EMA_50</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2021-02-10</th>\n",
" <td>383.207</td>\n",
" <td>381.9135</td>\n",
" <td>374.9464</td>\n",
" <td>338.55695</td>\n",
" <td>64542395.00</td>\n",
" <td>386.458726</td>\n",
" <td>381.977892</td>\n",
" <td>374.293842</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-02-11</th>\n",
" <td>384.515</td>\n",
" <td>382.4595</td>\n",
" <td>375.5194</td>\n",
" <td>339.08185</td>\n",
" <td>64422878.45</td>\n",
" <td>387.403454</td>\n",
" <td>382.771720</td>\n",
" <td>374.937613</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-02-12</th>\n",
" <td>386.772</td>\n",
" <td>383.1685</td>\n",
" <td>376.0518</td>\n",
" <td>339.57900</td>\n",
" <td>64453086.30</td>\n",
" <td>388.567131</td>\n",
" <td>383.668836</td>\n",
" <td>375.631824</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-02-16</th>\n",
" <td>388.379</td>\n",
" <td>383.9985</td>\n",
" <td>376.5620</td>\n",
" <td>340.08810</td>\n",
" <td>61643706.50</td>\n",
" <td>389.396657</td>\n",
" <td>384.453487</td>\n",
" <td>376.285478</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-02-17</th>\n",
" <td>389.463</td>\n",
" <td>384.6855</td>\n",
" <td>377.0760</td>\n",
" <td>340.63610</td>\n",
" <td>61669385.40</td>\n",
" <td>390.061845</td>\n",
" <td>385.174988</td>\n",
" <td>376.917028</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" SMA_10 SMA_20 SMA_50 SMA_200 VOL_SMA_20 EMA_8 \\\n",
"date \n",
"2021-02-10 383.207 381.9135 374.9464 338.55695 64542395.00 386.458726 \n",
"2021-02-11 384.515 382.4595 375.5194 339.08185 64422878.45 387.403454 \n",
"2021-02-12 386.772 383.1685 376.0518 339.57900 64453086.30 388.567131 \n",
"2021-02-16 388.379 383.9985 376.5620 340.08810 61643706.50 389.396657 \n",
"2021-02-17 389.463 384.6855 377.0760 340.63610 61669385.40 390.061845 \n",
"\n",
" EMA_21 EMA_50 \n",
"date \n",
"2021-02-10 381.977892 374.293842 \n",
"2021-02-11 382.771720 374.937613 \n",
"2021-02-12 383.668836 375.631824 \n",
"2021-02-16 384.453487 376.285478 \n",
"2021-02-17 385.174988 376.917028 "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Example Long Trends\n",
"# long = ta.sma(asset.close, 10) < ta.sma(asset.close, 20) # SMA(10) > SMA(20)\n",
"long = ta.ema(asset.close, 8) > ta.ema(asset.close, 21) # EMA(8) > EMA(21)\n",
"# long = ta.increasing(ta.ema(asset.close, 50))\n",
"# long = ta.macd(asset.close).iloc[:,1] > 0 # MACD Histogram is positive\n",
"\n",
"asset.ta.ema(length=8, append=True)\n",
"asset.ta.ema(length=21, append=True)\n",
"asset.ta.ema(length=50, append=True)\n",
"asset[asset.columns[5:]].tail()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Calculate Trend Returns from the long trend"
]
},
{
"cell_type": "code",
"execution_count": 8,
"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>CLTR</th>\n",
" <th>TR_LOGRET</th>\n",
" <th>CLTR_Trends</th>\n",
" <th>CLTR_Trades</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2021-02-10</th>\n",
" <td>0.127048</td>\n",
" <td>-0.000436</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-02-11</th>\n",
" <td>0.128662</td>\n",
" <td>0.001614</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-02-12</th>\n",
" <td>0.133590</td>\n",
" <td>0.004928</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-02-16</th>\n",
" <td>0.132723</td>\n",
" <td>-0.000866</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-02-17</th>\n",
" <td>0.132953</td>\n",
" <td>0.000229</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" CLTR TR_LOGRET CLTR_Trends CLTR_Trades\n",
"date \n",
"2021-02-10 0.127048 -0.000436 1 0\n",
"2021-02-11 0.128662 0.001614 1 0\n",
"2021-02-12 0.133590 0.004928 1 0\n",
"2021-02-16 0.132723 -0.000866 1 0\n",
"2021-02-17 0.132953 0.000229 1 0"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"trendy = asset.ta.trend_return(trend=long, cumulative=True, trade_offset=-1, append=True)\n",
"trendy.tail() # Third Column is the long trend; binary sequences"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Simple Price Chart"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'SPY Thursday February 18, 2021, NYSE: 8:49:46, Local: 12:49:46 PST, Day 49/365 (13.0%)'}, xlabel='date'>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"extime = ta.get_time(to_string=True)\n",
"chart_ = asset[[\"close\", \"EMA_8\", \"EMA_21\", \"EMA_50\"]]\n",
"chart_.plot(figsize=(16, 10), color=colors(\"BkGrOrRd\"), title=f\"{ticker} {extime}\", grid=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Trend Returns and Cumulative Trend Returns"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='date'>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cltr = trendy.iloc[:,0]\n",
"tr = trendy.iloc[:,1]\n",
"\n",
"trendy.iloc[:,:2].plot(figsize=(16, 3), color=colors(\"BkBl\"))\n",
"cltr.plot(figsize=(16, 3), kind=\"area\", stacked=False, color=colors(\"SvGy\")[0], alpha=0.25, grid=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Total Return"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='date'>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"capital = 10000\n",
"\n",
"total_return = cltr.cumsum() * capital\n",
"positive_return = total_return[total_return > 0]\n",
"negative_return = total_return[total_return <= 0]\n",
"trdf = pd.DataFrame({\"tr+\": positive_return, \"tr-\": negative_return})\n",
"trdf.plot(figsize=(16, 5), color=colors(), kind=\"area\", stacked=False, alpha=0.25, grid=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Long and Short Trends"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='date'>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x61.2 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"long_trend = (trendy.iloc[:,-2] > 0).astype(int)\n",
"short_trend = (1 - long_trend).astype(int)\n",
"\n",
"long_trend.plot(figsize=(16, 0.85), kind=\"area\", stacked=True, color=colors()[0], alpha=0.25)\n",
"short_trend.plot(figsize=(16, 0.85), kind=\"area\", stacked=True, color=colors()[1], alpha=0.25)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Entries & Exits"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total Trades: 7\n"
]
},
{
"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>Signal</th>\n",
" <th>Entry</th>\n",
" <th>Exit</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2020-04-09</th>\n",
" <td>1</td>\n",
" <td>278.20</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-06-26</th>\n",
" <td>-1</td>\n",
" <td>NaN</td>\n",
" <td>300.05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-06-29</th>\n",
" <td>1</td>\n",
" <td>304.46</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-09-10</th>\n",
" <td>-1</td>\n",
" <td>NaN</td>\n",
" <td>333.89</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-10-06</th>\n",
" <td>1</td>\n",
" <td>334.93</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-10-27</th>\n",
" <td>-1</td>\n",
" <td>NaN</td>\n",
" <td>338.22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-11-04</th>\n",
" <td>1</td>\n",
" <td>343.54</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Signal Entry Exit\n",
"date \n",
"2020-04-09 1 278.20 NaN\n",
"2020-06-26 -1 NaN 300.05\n",
"2020-06-29 1 304.46 NaN\n",
"2020-09-10 -1 NaN 333.89\n",
"2020-10-06 1 334.93 NaN\n",
"2020-10-27 -1 NaN 338.22\n",
"2020-11-04 1 343.54 NaN"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"entries = (trendy.iloc[:,-1] > 0).astype(int) * asset.close\n",
"entries[entries < 0.0001] = np.nan\n",
"entries.name = \"Entry\"\n",
"\n",
"\n",
"exits = (trendy.iloc[:,-1] < 0).astype(int) * asset.close\n",
"exits[exits < 0.0001] = np.nan\n",
"exits.name = \"Exit\"\n",
"\n",
"total_trades = trendy.iloc[:,-1].abs().sum()\n",
"print(f\"Total Trades: {total_trades}\")\n",
"\n",
"all_trades = trendy.iloc[:,-1].copy().fillna(0)\n",
"all_trades = all_trades[all_trades != 0]\n",
"\n",
"trades = pd.DataFrame({\"Signal\": all_trades, entries.name: entries.dropna(), exits.name: exits.dropna()})\n",
"trades"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Chart Display Strings"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"first_date, last_date = asset.index[0], asset.index[-1]\n",
"f_date = f\"{first_date.day_name()} {first_date.month}-{first_date.day}-{first_date.year}\"\n",
"l_date = f\"{last_date.day_name()} {last_date.month}-{last_date.day}-{last_date.year}\"\n",
"last_ohlcv = f\"Last OHLCV: ({asset.iloc[-1].open}, {asset.iloc[-1].high}, {asset.iloc[-1].low}, {asset.iloc[-1].close}, {int(asset.iloc[-1].volume)})\"\n",
"ptitle = f\"\\n{ticker} [{tf} for {duration}({recent} bars)] from {f_date} to {l_date}\\n{last_ohlcv}\\n{extime}\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Trade Chart"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'\\nSPY [D for 1y(252 bars)] from Wednesday 2-19-2020 to Wednesday 2-17-2021\\nLast OHLCV: (390.42, 392.66, 389.33, 392.39, 51746878)\\nThursday February 18, 2021, NYSE: 8:49:46, Local: 12:49:46 PST, Day 49/365 (13.0%)'}, xlabel='date'>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# chart = asset[\"close\"] #asset[[\"close\", \"SMA_10\", \"SMA_20\", \"SMA_50\", \"SMA_200\"]]\n",
"# chart = asset[[\"close\", \"SMA_10\", \"SMA_20\"]]\n",
"chart = asset[[\"close\", \"EMA_8\", \"EMA_21\", \"EMA_50\"]]\n",
"chart.plot(figsize=(16, 10), color=colors(\"BkGrOrRd\"), title=ptitle, grid=True)\n",
"entries.plot(figsize=(16, 10), color=colors(\"FcLi\")[1], marker=\"^\", markersize=12, alpha=0.8)\n",
"exits.plot(figsize=(16, 10), color=colors(\"FcLi\")[0], marker=\"v\", markersize=12, alpha=0.8, grid=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# AI Analysis"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.8.2"
}
},
"nbformat": 4,
"nbformat_minor": 4
}