{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Libraries installation" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.2.1\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n", "\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.2.1\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n", "\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.2.1\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n", "\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.2.1\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n", "\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.2.1\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n", "\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.2.1\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n" ] } ], "source": [ "!pip install pandas -q\n", "!pip install numpy -q\n", "!pip install yfinance -q\n", "!pip install matplotlib -q\n", "!pip install nbformat -q\n", "!pip install vectorbt -q" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import yfinance as yf\n", "import vectorbt as vbt\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Assets selection" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "assets = [\"BBAS3.SA\", \"B3SA3.SA\", \"ITSA4.SA\", \"PETR4.SA\", \"VALE3.SA\",\n", " \"TRPL4.SA\", \"EGIE3.SA\", \"TAEE11.SA\", \"WEGE3.SA\", \"KLBN4.SA\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Asset data extraction" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "start = \"2018-01-01\"" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/gabriel/Projects/python-for-finances/dividend-yield/venv/lib/python3.8/site-packages/vectorbt/data/base.py:527: UserWarning:\n", "\n", "Symbols have mismatching index. Setting missing data points to NaN.\n", "\n" ] } ], "source": [ "dividends = vbt.YFData.download(assets, start=start).get(\"Dividends\")" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
| symbol | \n", "BBAS3.SA | \n", "B3SA3.SA | \n", "ITSA4.SA | \n", "PETR4.SA | \n", "VALE3.SA | \n", "TRPL4.SA | \n", "EGIE3.SA | \n", "TAEE11.SA | \n", "WEGE3.SA | \n", "KLBN4.SA | \n", "
|---|---|---|---|---|---|---|---|---|---|---|
| Date | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
| 2018-01-02 02:00:00+00:00 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
| 2018-01-03 02:00:00+00:00 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
| 2018-01-04 02:00:00+00:00 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
| 2018-01-05 02:00:00+00:00 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
| 2018-01-08 02:00:00+00:00 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
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| 2023-07-31 03:00:00+00:00 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
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| 2023-08-03 03:00:00+00:00 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
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|---|---|---|---|---|---|---|---|---|---|---|
| Date | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
| 2018-01-02 | \n", "7.636666 | \n", "32.930000 | \n", "28.576000 | \n", "8.681621 | \n", "3.27 | \n", "16.549999 | \n", "21.459999 | \n", "16.847500 | \n", "41.720001 | \n", "9.623076 | \n", "
| 2018-01-03 | \n", "7.766666 | \n", "33.349998 | \n", "28.384001 | \n", "8.783943 | \n", "3.24 | \n", "16.700001 | \n", "21.490000 | \n", "16.504999 | \n", "41.470001 | \n", "9.476923 | \n", "
| 2018-01-04 | \n", "7.816666 | \n", "33.669998 | \n", "28.016001 | \n", "8.949232 | \n", "3.28 | \n", "16.730000 | \n", "21.150000 | \n", "16.052500 | \n", "41.639999 | \n", "9.384615 | \n", "
| 2018-01-05 | \n", "7.930000 | \n", "33.669998 | \n", "28.160000 | \n", "8.964974 | \n", "3.22 | \n", "16.830000 | \n", "21.250000 | \n", "16.309999 | \n", "42.290001 | \n", "9.423076 | \n", "
| 2018-01-08 | \n", "7.966666 | \n", "33.750000 | \n", "28.320000 | \n", "8.957103 | \n", "3.23 | \n", "17.030001 | \n", "21.150000 | \n", "16.225000 | \n", "43.230000 | \n", "9.500000 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 2023-07-31 | \n", "14.900000 | \n", "48.189999 | \n", "44.040001 | \n", "9.820000 | \n", "4.63 | \n", "31.110001 | \n", "36.000000 | \n", "25.100000 | \n", "69.160004 | \n", "39.919998 | \n", "
| 2023-08-01 | \n", "14.740000 | \n", "47.360001 | \n", "44.310001 | \n", "9.800000 | \n", "4.54 | \n", "30.600000 | \n", "36.130001 | \n", "25.450001 | \n", "68.199997 | \n", "39.860001 | \n", "
| 2023-08-02 | \n", "14.770000 | \n", "47.570000 | \n", "44.340000 | \n", "9.850000 | \n", "4.58 | \n", "30.530001 | \n", "36.200001 | \n", "25.639999 | \n", "67.089996 | \n", "40.029999 | \n", "
| 2023-08-03 | \n", "14.870000 | \n", "47.650002 | \n", "43.730000 | \n", "9.840000 | \n", "4.66 | \n", "30.920000 | \n", "36.419998 | \n", "25.660000 | \n", "67.510002 | \n", "40.430000 | \n", "
| 2023-08-04 | \n", "14.710000 | \n", "47.400002 | \n", "43.459999 | \n", "9.760000 | \n", "4.75 | \n", "30.000000 | \n", "36.500000 | \n", "25.549999 | \n", "67.559998 | \n", "40.849998 | \n", "
1388 rows × 10 columns
\n", "| symbol | \n", "B3SA3.SA | \n", "BBAS3.SA | \n", "EGIE3.SA | \n", "ITSA4.SA | \n", "KLBN4.SA | \n", "PETR4.SA | \n", "TAEE11.SA | \n", "TRPL4.SA | \n", "VALE3.SA | \n", "WEGE3.SA | \n", "
|---|---|---|---|---|---|---|---|---|---|---|
| 2018-01-02 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
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| 2023-07-31 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
| 2023-08-01 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
| 2023-08-02 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
| 2023-08-03 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
| 2023-08-04 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
1388 rows × 10 columns
\n", "| \n", " | B3SA3.SA | \n", "BBAS3.SA | \n", "EGIE3.SA | \n", "ITSA4.SA | \n", "KLBN4.SA | \n", "PETR4.SA | \n", "TAEE11.SA | \n", "TRPL4.SA | \n", "VALE3.SA | \n", "WEGE3.SA | \n", "
|---|---|---|---|---|---|---|---|---|---|---|
| Date | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
| 2018-01-02 | \n", "7.636666 | \n", "32.930000 | \n", "28.576000 | \n", "8.681621 | \n", "3.27 | \n", "16.549999 | \n", "21.459999 | \n", "16.847500 | \n", "41.720001 | \n", "9.623076 | \n", "
| 2018-01-03 | \n", "7.766666 | \n", "33.349998 | \n", "28.384001 | \n", "8.783943 | \n", "3.24 | \n", "16.700001 | \n", "21.490000 | \n", "16.504999 | \n", "41.470001 | \n", "9.476923 | \n", "
| 2018-01-04 | \n", "7.816666 | \n", "33.669998 | \n", "28.016001 | \n", "8.949232 | \n", "3.28 | \n", "16.730000 | \n", "21.150000 | \n", "16.052500 | \n", "41.639999 | \n", "9.384615 | \n", "
| 2018-01-05 | \n", "7.930000 | \n", "33.669998 | \n", "28.160000 | \n", "8.964974 | \n", "3.22 | \n", "16.830000 | \n", "21.250000 | \n", "16.309999 | \n", "42.290001 | \n", "9.423076 | \n", "
| 2018-01-08 | \n", "7.966666 | \n", "33.750000 | \n", "28.320000 | \n", "8.957103 | \n", "3.23 | \n", "17.030001 | \n", "21.150000 | \n", "16.225000 | \n", "43.230000 | \n", "9.500000 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 2023-07-31 | \n", "14.900000 | \n", "48.189999 | \n", "44.040001 | \n", "9.820000 | \n", "4.63 | \n", "31.110001 | \n", "36.000000 | \n", "25.100000 | \n", "69.160004 | \n", "39.919998 | \n", "
| 2023-08-01 | \n", "14.740000 | \n", "47.360001 | \n", "44.310001 | \n", "9.800000 | \n", "4.54 | \n", "30.600000 | \n", "36.130001 | \n", "25.450001 | \n", "68.199997 | \n", "39.860001 | \n", "
| 2023-08-02 | \n", "14.770000 | \n", "47.570000 | \n", "44.340000 | \n", "9.850000 | \n", "4.58 | \n", "30.530001 | \n", "36.200001 | \n", "25.639999 | \n", "67.089996 | \n", "40.029999 | \n", "
| 2023-08-03 | \n", "14.870000 | \n", "47.650002 | \n", "43.730000 | \n", "9.840000 | \n", "4.66 | \n", "30.920000 | \n", "36.419998 | \n", "25.660000 | \n", "67.510002 | \n", "40.430000 | \n", "
| 2023-08-04 | \n", "14.710000 | \n", "47.400002 | \n", "43.459999 | \n", "9.760000 | \n", "4.75 | \n", "30.000000 | \n", "36.500000 | \n", "25.549999 | \n", "67.559998 | \n", "40.849998 | \n", "
1388 rows × 10 columns
\n", "| symbol | \n", "B3SA3.SA | \n", "BBAS3.SA | \n", "EGIE3.SA | \n", "ITSA4.SA | \n", "KLBN4.SA | \n", "PETR4.SA | \n", "TAEE11.SA | \n", "TRPL4.SA | \n", "VALE3.SA | \n", "WEGE3.SA | \n", "
|---|---|---|---|---|---|---|---|---|---|---|
| 2023-07-31 | \n", "0.383371 | \n", "3.166058 | \n", "3.316296 | \n", "0.626493 | \n", "0.354613 | \n", "14.844972 | \n", "3.012901 | \n", "1.062404 | \n", "5.691716 | \n", "0.581506 | \n", "
| 2023-08-01 | \n", "0.383371 | \n", "3.166058 | \n", "3.316296 | \n", "0.626493 | \n", "0.354613 | \n", "14.844972 | \n", "3.012901 | \n", "1.062404 | \n", "5.691716 | \n", "0.581506 | \n", "
| 2023-08-02 | \n", "0.383371 | \n", "3.166058 | \n", "3.316296 | \n", "0.626493 | \n", "0.282096 | \n", "14.844972 | \n", "3.012901 | \n", "1.062404 | \n", "5.691716 | \n", "0.581506 | \n", "
| 2023-08-03 | \n", "0.383371 | \n", "3.166058 | \n", "3.316296 | \n", "0.626493 | \n", "0.282096 | \n", "14.844972 | \n", "3.012901 | \n", "1.062404 | \n", "5.691716 | \n", "0.581506 | \n", "
| 2023-08-04 | \n", "0.383371 | \n", "3.166058 | \n", "3.316296 | \n", "0.626493 | \n", "0.282096 | \n", "14.844972 | \n", "3.012901 | \n", "1.062404 | \n", "5.691716 | \n", "0.581506 | \n", "
| symbol | \n", "B3SA3.SA | \n", "BBAS3.SA | \n", "EGIE3.SA | \n", "ITSA4.SA | \n", "KLBN4.SA | \n", "PETR4.SA | \n", "TAEE11.SA | \n", "TRPL4.SA | \n", "VALE3.SA | \n", "WEGE3.SA | \n", "
|---|---|---|---|---|---|---|---|---|---|---|
| 2018-01-02 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "
| 2018-01-03 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "
| 2018-01-04 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "
| 2018-01-05 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "
| 2018-01-08 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 2023-07-31 | \n", "0.383371 | \n", "3.166058 | \n", "3.316296 | \n", "0.626493 | \n", "0.354613 | \n", "14.844972 | \n", "3.012901 | \n", "1.062404 | \n", "5.691716 | \n", "0.581506 | \n", "
| 2023-08-01 | \n", "0.383371 | \n", "3.166058 | \n", "3.316296 | \n", "0.626493 | \n", "0.354613 | \n", "14.844972 | \n", "3.012901 | \n", "1.062404 | \n", "5.691716 | \n", "0.581506 | \n", "
| 2023-08-02 | \n", "0.383371 | \n", "3.166058 | \n", "3.316296 | \n", "0.626493 | \n", "0.282096 | \n", "14.844972 | \n", "3.012901 | \n", "1.062404 | \n", "5.691716 | \n", "0.581506 | \n", "
| 2023-08-03 | \n", "0.383371 | \n", "3.166058 | \n", "3.316296 | \n", "0.626493 | \n", "0.282096 | \n", "14.844972 | \n", "3.012901 | \n", "1.062404 | \n", "5.691716 | \n", "0.581506 | \n", "
| 2023-08-04 | \n", "0.383371 | \n", "3.166058 | \n", "3.316296 | \n", "0.626493 | \n", "0.282096 | \n", "14.844972 | \n", "3.012901 | \n", "1.062404 | \n", "5.691716 | \n", "0.581506 | \n", "
1388 rows × 10 columns
\n", "| \n", " | B3SA3.SA | \n", "BBAS3.SA | \n", "EGIE3.SA | \n", "ITSA4.SA | \n", "KLBN4.SA | \n", "PETR4.SA | \n", "TAEE11.SA | \n", "TRPL4.SA | \n", "VALE3.SA | \n", "WEGE3.SA | \n", "
|---|---|---|---|---|---|---|---|---|---|---|
| Date | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
| 2018-01-02 | \n", "7.636666 | \n", "32.930000 | \n", "28.576000 | \n", "8.681621 | \n", "3.27 | \n", "16.549999 | \n", "21.459999 | \n", "16.847500 | \n", "41.720001 | \n", "9.623076 | \n", "
| 2018-01-03 | \n", "7.766666 | \n", "33.349998 | \n", "28.384001 | \n", "8.783943 | \n", "3.24 | \n", "16.700001 | \n", "21.490000 | \n", "16.504999 | \n", "41.470001 | \n", "9.476923 | \n", "
| 2018-01-04 | \n", "7.816666 | \n", "33.669998 | \n", "28.016001 | \n", "8.949232 | \n", "3.28 | \n", "16.730000 | \n", "21.150000 | \n", "16.052500 | \n", "41.639999 | \n", "9.384615 | \n", "
| 2018-01-05 | \n", "7.930000 | \n", "33.669998 | \n", "28.160000 | \n", "8.964974 | \n", "3.22 | \n", "16.830000 | \n", "21.250000 | \n", "16.309999 | \n", "42.290001 | \n", "9.423076 | \n", "
| 2018-01-08 | \n", "7.966666 | \n", "33.750000 | \n", "28.320000 | \n", "8.957103 | \n", "3.23 | \n", "17.030001 | \n", "21.150000 | \n", "16.225000 | \n", "43.230000 | \n", "9.500000 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 2023-07-31 | \n", "14.900000 | \n", "48.189999 | \n", "44.040001 | \n", "9.820000 | \n", "4.63 | \n", "31.110001 | \n", "36.000000 | \n", "25.100000 | \n", "69.160004 | \n", "39.919998 | \n", "
| 2023-08-01 | \n", "14.740000 | \n", "47.360001 | \n", "44.310001 | \n", "9.800000 | \n", "4.54 | \n", "30.600000 | \n", "36.130001 | \n", "25.450001 | \n", "68.199997 | \n", "39.860001 | \n", "
| 2023-08-02 | \n", "14.770000 | \n", "47.570000 | \n", "44.340000 | \n", "9.850000 | \n", "4.58 | \n", "30.530001 | \n", "36.200001 | \n", "25.639999 | \n", "67.089996 | \n", "40.029999 | \n", "
| 2023-08-03 | \n", "14.870000 | \n", "47.650002 | \n", "43.730000 | \n", "9.840000 | \n", "4.66 | \n", "30.920000 | \n", "36.419998 | \n", "25.660000 | \n", "67.510002 | \n", "40.430000 | \n", "
| 2023-08-04 | \n", "14.710000 | \n", "47.400002 | \n", "43.459999 | \n", "9.760000 | \n", "4.75 | \n", "30.000000 | \n", "36.500000 | \n", "25.549999 | \n", "67.559998 | \n", "40.849998 | \n", "
1388 rows × 10 columns
\n", "| symbol | \n", "B3SA3.SA | \n", "BBAS3.SA | \n", "EGIE3.SA | \n", "ITSA4.SA | \n", "KLBN4.SA | \n", "PETR4.SA | \n", "TAEE11.SA | \n", "TRPL4.SA | \n", "VALE3.SA | \n", "WEGE3.SA | \n", "
|---|---|---|---|---|---|---|---|---|---|---|
| 2018-01-02 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "
| 2018-01-03 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "
| 2018-01-04 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "
| 2018-01-05 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "
| 2018-01-08 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 2023-07-31 | \n", "2.572960 | \n", "6.569948 | \n", "7.530191 | \n", "6.379766 | \n", "7.659028 | \n", "47.717685 | \n", "8.369169 | \n", "4.232685 | \n", "8.229780 | \n", "1.456678 | \n", "
| 2023-08-01 | \n", "2.600889 | \n", "6.685089 | \n", "7.484306 | \n", "6.392786 | \n", "7.810859 | \n", "48.512980 | \n", "8.339056 | \n", "4.174475 | \n", "8.345625 | \n", "1.458871 | \n", "
| 2023-08-02 | \n", "2.595606 | \n", "6.655577 | \n", "7.479242 | \n", "6.360335 | \n", "6.159301 | \n", "48.624211 | \n", "8.322931 | \n", "4.143541 | \n", "8.483703 | \n", "1.452676 | \n", "
| 2023-08-03 | \n", "2.578151 | \n", "6.644403 | \n", "7.583572 | \n", "6.366799 | \n", "6.053562 | \n", "48.010905 | \n", "8.272656 | \n", "4.140312 | \n", "8.430923 | \n", "1.438303 | \n", "
| 2023-08-04 | \n", "2.606193 | \n", "6.679447 | \n", "7.630686 | \n", "6.418986 | \n", "5.938863 | \n", "49.483240 | \n", "8.254523 | \n", "4.158137 | \n", "8.424684 | \n", "1.423515 | \n", "
1387 rows × 10 columns
\n", "