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"source": [
"# Import libraries\n",
"import pandas as pd\n",
"import cufflinks as cf\n",
"\n",
"import PortfolioAnalyser as pa\n",
"\n",
"# Set cufflinks offline\n",
"cf.go_offline()"
]
},
{
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"metadata": {},
"source": [
"Continuando o anterior post vamos fazer agora o gráfico dos ETFs com o código limpo antes de proceder"
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" \n",
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\n",
" \n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" IS3Q | \n",
" IWDA | \n",
"
\n",
" \n",
" | Date | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | 2014-10-08 | \n",
" 0.00 | \n",
" 0.00 | \n",
"
\n",
" \n",
" | 2014-10-09 | \n",
" 0.00 | \n",
" 0.00 | \n",
"
\n",
" \n",
" | 2014-10-10 | \n",
" -1.48 | \n",
" -1.49 | \n",
"
\n",
" \n",
" | 2014-10-13 | \n",
" -2.29 | \n",
" -2.31 | \n",
"
\n",
" \n",
" | 2014-10-14 | \n",
" -2.55 | \n",
" -2.62 | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 2020-08-27 | \n",
" -6.87 | \n",
" -7.07 | \n",
"
\n",
" \n",
" | 2020-08-28 | \n",
" -7.50 | \n",
" -7.79 | \n",
"
\n",
" \n",
" | 2020-08-31 | \n",
" -7.85 | \n",
" -8.14 | \n",
"
\n",
" \n",
" | 2020-09-01 | \n",
" -7.78 | \n",
" -7.83 | \n",
"
\n",
" \n",
" | 2020-09-02 | \n",
" -5.93 | \n",
" -6.19 | \n",
"
\n",
" \n",
"
\n",
"
1485 rows × 2 columns
\n",
"
\n",
" \n",
" \n",
"
\n",
" \n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" CAGR | \n",
" Return | \n",
" StdDev | \n",
" Sharpe | \n",
" Max DD | \n",
" MAR | \n",
"
\n",
" \n",
" \n",
" \n",
" | IS3Q | \n",
" 11.48% | \n",
" 90.12% | \n",
" 17.24% | \n",
" 0.67 | \n",
" -32.30% | \n",
" 0.36 | \n",
"
\n",
" \n",
" | IWDA | \n",
" 10.51% | \n",
" 80.46% | \n",
" 17.54% | \n",
" 0.60 | \n",
" -33.64% | \n",
" 0.31 | \n",
"
\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" IS3Q | \n",
" IWDA | \n",
"
\n",
" \n",
" | Date | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | 2014-10-08 | \n",
" 100.00 | \n",
" 100.00 | \n",
"
\n",
" \n",
" | 2014-10-09 | \n",
" 100.56 | \n",
" 100.44 | \n",
"
\n",
" \n",
" | 2014-10-10 | \n",
" 99.08 | \n",
" 98.95 | \n",
"
\n",
" \n",
" | 2014-10-13 | \n",
" 98.26 | \n",
" 98.13 | \n",
"
\n",
" \n",
" | 2014-10-14 | \n",
" 98.00 | \n",
" 97.81 | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 2020-08-27 | \n",
" 188.22 | \n",
" 178.78 | \n",
"
\n",
" \n",
" | 2020-08-28 | \n",
" 186.94 | \n",
" 177.38 | \n",
"
\n",
" \n",
" | 2020-08-31 | \n",
" 186.23 | \n",
" 176.72 | \n",
"
\n",
" \n",
" | 2020-09-01 | \n",
" 186.38 | \n",
" 177.32 | \n",
"
\n",
" \n",
" | 2020-09-02 | \n",
" 190.12 | \n",
" 180.46 | \n",
"
\n",
" \n",
"
\n",
"
1485 rows × 2 columns
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" CAGR | \n",
" Return | \n",
" StdDev | \n",
" Sharpe | \n",
" Max DD | \n",
" MAR | \n",
"
\n",
" \n",
" \n",
" \n",
" | IS3Q | \n",
" 12.08% | \n",
" 40.80% | \n",
" 17.67% | \n",
" 0.68 | \n",
" -32.30% | \n",
" 0.37 | \n",
"
\n",
" \n",
" | IWDA | \n",
" 10.23% | \n",
" 33.95% | \n",
" 18.03% | \n",
" 0.57 | \n",
" -33.64% | \n",
" 0.30 | \n",
"
\n",
" \n",
"
\n",
"