{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Riskfolio-Lib Tutorial: \n",
"
\n",
"
\n",
"
\n",
"\n",
"\n",
"
\n",
"
\n",
"
\n",
"
__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
"
__[Orenji](https://www.linkedin.com/company/orenj-i)__\n",
"
__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
"
__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
"## Tutorial 23: Dollar Neutral Portfolios\n",
"\n",
"## 1. Downloading the data:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[*********************100%***********************] 25 of 25 completed\n"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import yfinance as yf\n",
"import warnings\n",
"\n",
"warnings.filterwarnings(\"ignore\")\n",
"pd.options.display.float_format = '{:.4%}'.format\n",
"\n",
"# Date range\n",
"start = '2016-01-01'\n",
"end = '2019-12-30'\n",
"\n",
"# Tickers of assets\n",
"assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
" 'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
" 'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
"assets.sort()\n",
"\n",
"# Downloading data\n",
"data = yf.download(assets, start = start, end = end, auto_adjust=False)\n",
"data = data.loc[:,('Adj Close', slice(None))]\n",
"data.columns = assets"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
| \n", " | APA | \n", "BA | \n", "BAX | \n", "BMY | \n", "CMCSA | \n", "CNP | \n", "CPB | \n", "DE | \n", "HPQ | \n", "JCI | \n", "... | \n", "NI | \n", "PCAR | \n", "PSA | \n", "SEE | \n", "T | \n", "TGT | \n", "TMO | \n", "TXT | \n", "VZ | \n", "ZION | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
| 2016-01-05 | \n", "-2.0257% | \n", "0.4057% | \n", "0.4035% | \n", "1.9693% | \n", "0.0180% | \n", "0.9305% | \n", "0.3678% | \n", "0.5783% | \n", "0.9483% | \n", "-1.1953% | \n", "... | \n", "1.5881% | \n", "0.0212% | \n", "2.8236% | \n", "0.9758% | \n", "0.6986% | \n", "1.7540% | \n", "-0.1730% | \n", "0.2410% | \n", "1.3734% | \n", "-1.0858% | \n", "
| 2016-01-06 | \n", "-11.4864% | \n", "-1.5879% | \n", "0.2411% | \n", "-1.7557% | \n", "-0.7727% | \n", "-1.2473% | \n", "-0.1736% | \n", "-1.1239% | \n", "-3.5867% | \n", "-0.9551% | \n", "... | \n", "0.5547% | \n", "0.0212% | \n", "0.1592% | \n", "-1.5647% | \n", "0.3108% | \n", "-1.0156% | \n", "-0.7654% | \n", "-3.0048% | \n", "-0.9035% | \n", "-2.9144% | \n", "
| 2016-01-07 | \n", "-5.1388% | \n", "-4.1922% | \n", "-1.6573% | \n", "-2.7699% | \n", "-1.1047% | \n", "-1.9770% | \n", "-1.2207% | \n", "-0.8856% | \n", "-4.6059% | \n", "-2.5394% | \n", "... | \n", "-2.2066% | \n", "-3.0310% | \n", "-1.0410% | \n", "-3.1557% | \n", "-1.6148% | \n", "-0.2700% | \n", "-2.2844% | \n", "-2.0570% | \n", "-0.5492% | \n", "-3.0019% | \n", "
| 2016-01-08 | \n", "0.2736% | \n", "-2.2705% | \n", "-1.6037% | \n", "-2.5425% | \n", "0.1099% | \n", "-0.2241% | \n", "0.5706% | \n", "-1.6402% | \n", "-1.7642% | \n", "-0.1649% | \n", "... | \n", "-0.1538% | \n", "-1.1366% | \n", "-0.7308% | \n", "-0.1448% | \n", "0.0895% | \n", "-3.3838% | \n", "-0.1117% | \n", "-1.1387% | \n", "-0.9720% | \n", "-1.1254% | \n", "
| 2016-01-11 | \n", "-4.3383% | \n", "0.1692% | \n", "-1.6851% | \n", "-1.0215% | \n", "0.0914% | \n", "-1.1791% | \n", "0.5674% | \n", "0.5288% | \n", "0.6617% | \n", "0.0330% | \n", "... | \n", "1.6436% | \n", "0.0000% | \n", "0.9869% | \n", "-0.1450% | \n", "1.2224% | \n", "1.4570% | \n", "0.5367% | \n", "-0.4607% | \n", "0.5800% | \n", "-1.9919% | \n", "
5 rows × 25 columns
\n", "| \n", " | APA | \n", "BA | \n", "BAX | \n", "BMY | \n", "CMCSA | \n", "CNP | \n", "CPB | \n", "DE | \n", "HPQ | \n", "JCI | \n", "... | \n", "NI | \n", "PCAR | \n", "PSA | \n", "SEE | \n", "T | \n", "TGT | \n", "TMO | \n", "TXT | \n", "VZ | \n", "ZION | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| weights | \n", "-25.2550% | \n", "11.0721% | \n", "0.0000% | \n", "-0.1778% | \n", "0.0000% | \n", "0.0000% | \n", "-0.0000% | \n", "3.3190% | \n", "0.0000% | \n", "-0.0000% | \n", "... | \n", "-0.0000% | \n", "0.0000% | \n", "-39.6170% | \n", "-23.0904% | \n", "-0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "-3.3775% | \n", "-0.0000% | \n", "0.0000% | \n", "
1 rows × 25 columns
\n", "| \n", " | 0 | \n", "1 | \n", "2 | \n", "3 | \n", "4 | \n", "5 | \n", "6 | \n", "7 | \n", "8 | \n", "9 | \n", "... | \n", "40 | \n", "41 | \n", "42 | \n", "43 | \n", "44 | \n", "45 | \n", "46 | \n", "47 | \n", "48 | \n", "49 | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| APA | \n", "0.0000% | \n", "-0.7347% | \n", "-1.4693% | \n", "-2.2040% | \n", "-2.9386% | \n", "-3.6733% | \n", "-4.4079% | \n", "-5.1426% | \n", "-5.8772% | \n", "-6.6119% | \n", "... | \n", "-78.6982% | \n", "-81.2198% | \n", "-83.6916% | \n", "-86.1195% | \n", "-88.5087% | \n", "-90.8632% | \n", "-93.1868% | \n", "-95.4824% | \n", "-97.7527% | \n", "-100.0000% | \n", "
| BA | \n", "0.0000% | \n", "0.9976% | \n", "1.9953% | \n", "2.9929% | \n", "3.9906% | \n", "4.9882% | \n", "5.9859% | \n", "6.9835% | \n", "7.9812% | \n", "8.9788% | \n", "... | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "
| BAX | \n", "0.0000% | \n", "0.7380% | \n", "1.4759% | \n", "2.2139% | \n", "2.9519% | \n", "3.6898% | \n", "4.4278% | \n", "5.1658% | \n", "5.9038% | \n", "6.6418% | \n", "... | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "
| BMY | \n", "0.0000% | \n", "-1.0278% | \n", "-2.0557% | \n", "-3.0835% | \n", "-4.1113% | \n", "-5.1392% | \n", "-6.1670% | \n", "-7.1948% | \n", "-8.2227% | \n", "-9.2505% | \n", "... | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "
| CMCSA | \n", "0.0000% | \n", "-0.1123% | \n", "-0.2247% | \n", "-0.3370% | \n", "-0.4494% | \n", "-0.5617% | \n", "-0.6741% | \n", "-0.7864% | \n", "-0.8987% | \n", "-1.0112% | \n", "... | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "
| CNP | \n", "0.0000% | \n", "0.9013% | \n", "1.8027% | \n", "2.7040% | \n", "3.6054% | \n", "4.5067% | \n", "5.4081% | \n", "6.3094% | \n", "7.2107% | \n", "8.1120% | \n", "... | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "0.0000% | \n", "-0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "-0.0000% | \n", "0.0000% | \n", "
| CPB | \n", "0.0000% | \n", "-0.2936% | \n", "-0.5871% | \n", "-0.8807% | \n", "-1.1742% | \n", "-1.4678% | \n", "-1.7613% | \n", "-2.0549% | \n", "-2.3484% | \n", "-2.6419% | \n", "... | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "
| DE | \n", "0.0000% | \n", "0.7301% | \n", "1.4602% | \n", "2.1903% | \n", "2.9204% | \n", "3.6505% | \n", "4.3806% | \n", "5.1107% | \n", "5.8409% | \n", "6.5710% | \n", "... | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "
| HPQ | \n", "0.0000% | \n", "-0.1320% | \n", "-0.2639% | \n", "-0.3959% | \n", "-0.5279% | \n", "-0.6599% | \n", "-0.7918% | \n", "-0.9238% | \n", "-1.0558% | \n", "-1.1878% | \n", "... | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "
| JCI | \n", "0.0000% | \n", "-0.2465% | \n", "-0.4929% | \n", "-0.7394% | \n", "-0.9859% | \n", "-1.2324% | \n", "-1.4789% | \n", "-1.7254% | \n", "-1.9718% | \n", "-2.2183% | \n", "... | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "
| JPM | \n", "0.0000% | \n", "1.3954% | \n", "2.7908% | \n", "4.1861% | \n", "5.5815% | \n", "6.9769% | \n", "8.3722% | \n", "9.7676% | \n", "11.1630% | \n", "12.5586% | \n", "... | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "
| LUV | \n", "0.0000% | \n", "-0.4521% | \n", "-0.9043% | \n", "-1.3565% | \n", "-1.8086% | \n", "-2.2608% | \n", "-2.7129% | \n", "-3.1651% | \n", "-3.6172% | \n", "-4.0693% | \n", "... | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "
| MMC | \n", "0.0000% | \n", "1.4211% | \n", "2.8422% | \n", "4.2633% | \n", "5.6844% | \n", "7.1055% | \n", "8.5267% | \n", "9.9477% | \n", "11.3688% | \n", "12.7899% | \n", "... | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "
| MO | \n", "0.0000% | \n", "-1.4652% | \n", "-2.9304% | \n", "-4.3957% | \n", "-5.8609% | \n", "-7.3261% | \n", "-8.7913% | \n", "-10.2565% | \n", "-11.7218% | \n", "-13.1870% | \n", "... | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "
| MSFT | \n", "0.0000% | \n", "1.5195% | \n", "3.0390% | \n", "4.5584% | \n", "6.0779% | \n", "7.5974% | \n", "9.1168% | \n", "10.6363% | \n", "12.1558% | \n", "13.6753% | \n", "... | \n", "100.0000% | \n", "100.0000% | \n", "100.0000% | \n", "100.0000% | \n", "100.0000% | \n", "100.0000% | \n", "100.0000% | \n", "100.0000% | \n", "100.0000% | \n", "100.0000% | \n", "
| NI | \n", "0.0000% | \n", "0.3554% | \n", "0.7107% | \n", "1.0662% | \n", "1.4215% | \n", "1.7769% | \n", "2.1323% | \n", "2.4877% | \n", "2.8431% | \n", "3.1985% | \n", "... | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "
| PCAR | \n", "0.0000% | \n", "0.2978% | \n", "0.5955% | \n", "0.8933% | \n", "1.1911% | \n", "1.4889% | \n", "1.7866% | \n", "2.0844% | \n", "2.3822% | \n", "2.6799% | \n", "... | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "
| PSA | \n", "0.0000% | \n", "-1.6378% | \n", "-3.2756% | \n", "-4.9134% | \n", "-6.5512% | \n", "-8.1891% | \n", "-9.8269% | \n", "-11.4647% | \n", "-13.1025% | \n", "-14.7403% | \n", "... | \n", "-21.3018% | \n", "-18.7802% | \n", "-16.3084% | \n", "-13.8805% | \n", "-11.4913% | \n", "-9.1368% | \n", "-6.8132% | \n", "-4.5176% | \n", "-2.2473% | \n", "-0.0000% | \n", "
| SEE | \n", "0.0000% | \n", "-1.0858% | \n", "-2.1717% | \n", "-3.2575% | \n", "-4.3434% | \n", "-5.4292% | \n", "-6.5150% | \n", "-7.6009% | \n", "-8.6867% | \n", "-9.7725% | \n", "... | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "
| T | \n", "0.0000% | \n", "0.0064% | \n", "0.0129% | \n", "0.0193% | \n", "0.0257% | \n", "0.0322% | \n", "0.0386% | \n", "0.0450% | \n", "0.0515% | \n", "0.0583% | \n", "... | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "
| TGT | \n", "0.0000% | \n", "0.4853% | \n", "0.9707% | \n", "1.4560% | \n", "1.9414% | \n", "2.4267% | \n", "2.9120% | \n", "3.3974% | \n", "3.8827% | \n", "4.3680% | \n", "... | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "
| TMO | \n", "0.0000% | \n", "0.4150% | \n", "0.8299% | \n", "1.2449% | \n", "1.6599% | \n", "2.0748% | \n", "2.4898% | \n", "2.9048% | \n", "3.3198% | \n", "3.7347% | \n", "... | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "
| TXT | \n", "0.0000% | \n", "-1.8843% | \n", "-3.7686% | \n", "-5.6528% | \n", "-7.5371% | \n", "-9.4213% | \n", "-11.3056% | \n", "-13.1899% | \n", "-15.0742% | \n", "-16.9585% | \n", "... | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "
| VZ | \n", "0.0000% | \n", "-0.0946% | \n", "-0.1892% | \n", "-0.2838% | \n", "-0.3784% | \n", "-0.4730% | \n", "-0.5676% | \n", "-0.6622% | \n", "-0.7568% | \n", "-0.8517% | \n", "... | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "
| ZION | \n", "0.0000% | \n", "-0.0962% | \n", "-0.1924% | \n", "-0.2886% | \n", "-0.3847% | \n", "-0.4809% | \n", "-0.5771% | \n", "-0.6733% | \n", "-0.7695% | \n", "-0.8659% | \n", "... | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "
25 rows × 50 columns
\n", "| \n", " | APA | \n", "BA | \n", "BAX | \n", "BMY | \n", "CMCSA | \n", "CNP | \n", "CPB | \n", "DE | \n", "HPQ | \n", "JCI | \n", "... | \n", "NI | \n", "PCAR | \n", "PSA | \n", "SEE | \n", "T | \n", "TGT | \n", "TMO | \n", "TXT | \n", "VZ | \n", "ZION | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| weights | \n", "-20.6172% | \n", "9.9630% | \n", "0.0000% | \n", "-0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "-0.0000% | \n", "12.1421% | \n", "0.0000% | \n", "-0.0000% | \n", "... | \n", "-0.0000% | \n", "0.0000% | \n", "-37.1882% | \n", "-21.6182% | \n", "-0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "-13.6084% | \n", "-0.0000% | \n", "0.0000% | \n", "
1 rows × 25 columns
\n", "| \n", " | APA | \n", "BA | \n", "BAX | \n", "BMY | \n", "CMCSA | \n", "CNP | \n", "CPB | \n", "DE | \n", "HPQ | \n", "JCI | \n", "... | \n", "NI | \n", "PCAR | \n", "PSA | \n", "SEE | \n", "T | \n", "TGT | \n", "TMO | \n", "TXT | \n", "VZ | \n", "ZION | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "-0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "0.0000% | \n", "-0.0000% | \n", "0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "... | \n", "0.0000% | \n", "0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "-0.0000% | \n", "
| 1 | \n", "-0.8005% | \n", "0.9881% | \n", "0.6532% | \n", "-2.2333% | \n", "-0.8300% | \n", "2.2411% | \n", "0.0745% | \n", "1.2035% | \n", "-0.4372% | \n", "-0.7076% | \n", "... | \n", "0.3499% | \n", "-0.1790% | \n", "-2.0114% | \n", "-1.5552% | \n", "0.9032% | \n", "0.9221% | \n", "1.7082% | \n", "-2.4100% | \n", "-0.2576% | \n", "0.4699% | \n", "
| 2 | \n", "-1.6010% | \n", "1.9762% | \n", "1.3065% | \n", "-4.4665% | \n", "-1.6600% | \n", "4.4822% | \n", "0.1490% | \n", "2.4069% | \n", "-0.8744% | \n", "-1.4151% | \n", "... | \n", "0.6999% | \n", "-0.3579% | \n", "-4.0228% | \n", "-3.1104% | \n", "1.8064% | \n", "1.8442% | \n", "3.4165% | \n", "-4.8200% | \n", "-0.5151% | \n", "0.9397% | \n", "
| 3 | \n", "-2.4016% | \n", "2.9643% | \n", "1.9597% | \n", "-6.6998% | \n", "-2.4901% | \n", "6.7233% | \n", "0.2235% | \n", "3.6104% | \n", "-1.3116% | \n", "-2.1227% | \n", "... | \n", "1.0498% | \n", "-0.5369% | \n", "-6.0342% | \n", "-4.6656% | \n", "2.7096% | \n", "2.7662% | \n", "5.1247% | \n", "-7.2301% | \n", "-0.7727% | \n", "1.4096% | \n", "
| 4 | \n", "-3.2021% | \n", "3.9523% | \n", "2.6130% | \n", "-8.9331% | \n", "-3.3201% | \n", "8.9644% | \n", "0.2980% | \n", "4.8138% | \n", "-1.7489% | \n", "-2.8303% | \n", "... | \n", "1.3997% | \n", "-0.7158% | \n", "-8.0456% | \n", "-6.2208% | \n", "3.6129% | \n", "3.6883% | \n", "6.8329% | \n", "-9.6401% | \n", "-1.0302% | \n", "1.8795% | \n", "
5 rows × 25 columns
\n", "