{ "cells": [ { "metadata": { "ExecuteTime": { "end_time": "2025-04-13T21:23:10.418501Z", "start_time": "2025-04-13T21:23:04.202513Z" } }, "cell_type": "code", "source": "!pip install -q pandas numpy requests beautifulsoup4 matplotlib", "id": "ebd660f0c74975b3", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/usr/bin/bash: warning: setlocale: LC_ALL: cannot change locale (en_US.UTF-8): No such file or directory\r\n" ] } ], "execution_count": 2 }, { "cell_type": "code", "id": "initial_id", "metadata": { "collapsed": true, "ExecuteTime": { "end_time": "2025-04-13T22:23:17.542009Z", "start_time": "2025-04-13T22:23:17.538466Z" } }, "source": [ "import pandas as pd\n", "import numpy as np\n", "import requests\n", "from bs4 import BeautifulSoup\n", "import yfinance as yf\n", "import matplotlib.pyplot as plt\n", "from datetime import datetime, timedelta\n", "import time\n", "import os\n", "import glob" ], "outputs": [], "execution_count": 34 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-13T21:36:49.047188Z", "start_time": "2025-04-13T21:36:49.042332Z" } }, "cell_type": "code", "source": [ "def obter_dados_fundamentus():\n", " url = \"https://www.fundamentus.com.br/resultado.php\"\n", " headers = {\n", " 'User-Agent': 'Mozilla/5.0 (X11; Linux x86_64; rv:136.0) Gecko/20100101 Firefox/136.0'\n", " }\n", "\n", " response = requests.get(url, headers=headers)\n", " soup = BeautifulSoup(response.text, 'html.parser')\n", "\n", " tabela = soup.find('table', {'id': 'resultado'})\n", " dados = []\n", "\n", " # Extrair cabeçalhos\n", " headers = []\n", " for th in tabela.find_all('th'):\n", " headers.append(th.text.strip())\n", "\n", " # Extrair linhas de dados\n", " for tr in tabela.find_all('tr')[1:]:\n", " row = {}\n", " for i, td in enumerate(tr.find_all('td')):\n", " row[headers[i]] = td.text.strip()\n", " dados.append(row)\n", "\n", " # Converter para DataFrame\n", " df = pd.DataFrame(dados)\n", "\n", " print(headers)\n", "\n", " # Limpar formatação dos dados numéricos, excluindo a primeira coluna (o nome da ação)\n", " for col in headers[1:]:\n", " if col in df.columns:\n", " df[col] = df[col].str.replace('.', '').str.replace(',', '.')\n", " df[col] = df[col].str.replace('%', '')\n", " df[col] = pd.to_numeric(df[col], errors='coerce')\n", "\n", " return df" ], "id": "50e3e3d844494a6f", "outputs": [], "execution_count": 16 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-13T21:36:50.496417Z", "start_time": "2025-04-13T21:36:49.560698Z" } }, "cell_type": "code", "source": [ "acoes_df = obter_dados_fundamentus()\n", "acoes_df" ], "id": "dbdceee90ba74b1b", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Papel', 'Cotação', 'P/L', 'P/VP', 'PSR', 'Div.Yield', 'P/Ativo', 'P/Cap.Giro', 'P/EBIT', 'P/Ativ Circ.Liq', 'EV/EBIT', 'EV/EBITDA', 'Mrg Ebit', 'Mrg. Líq.', 'Liq. Corr.', 'ROIC', 'ROE', 'Liq.2meses', 'Patrim. Líq', 'Dív.Brut/ Patrim.', 'Cresc. Rec.5a']\n" ] }, { "data": { "text/plain": [ " Papel Cotação P/L P/VP PSR Div.Yield P/Ativo P/Cap.Giro \\\n", "0 PORP4 2.40 0.00 0.00 0.000 0.00 0.000 0.00 \n", "1 POPR4 10.17 0.00 0.00 0.000 0.00 0.000 0.00 \n", "2 MNSA3 0.42 0.00 0.00 0.000 0.00 0.000 0.00 \n", "3 CFLU4 1000.00 0.00 0.00 0.000 0.00 0.000 0.00 \n", "4 CSTB4 147.69 0.00 0.00 0.000 0.00 0.000 0.00 \n", ".. ... ... ... ... ... ... ... ... \n", "986 UBBR4 7.49 610.27 1.99 0.000 0.00 0.000 0.00 \n", "987 VSTE3 6.80 1165.72 0.74 0.697 0.70 0.468 4.66 \n", "988 UBBR11 14.75 1201.81 3.91 0.000 0.00 0.000 0.00 \n", "989 UBBR3 18.00 1466.61 4.77 0.000 0.00 0.000 0.00 \n", "990 LJQQ3 2.58 3447.18 0.92 0.189 4.73 0.136 0.53 \n", "\n", " P/EBIT P/Ativ Circ.Liq ... EV/EBITDA Mrg Ebit Mrg. Líq. Liq. Corr. \\\n", "0 0.00 0.00 ... 0.00 0.00 0.00 0.00 \n", "1 0.00 0.00 ... 0.00 8.66 5.65 1.08 \n", "2 0.00 0.00 ... 0.00 -208.15 -362.66 3.63 \n", "3 0.00 0.00 ... 0.00 8.88 10.72 1.10 \n", "4 0.00 0.00 ... 0.00 40.85 28.98 2.60 \n", ".. ... ... ... ... ... ... ... \n", "986 0.00 0.00 ... 0.00 0.00 0.00 0.00 \n", "987 18.51 -6.20 ... 4.98 3.77 0.06 1.52 \n", "988 0.00 0.00 ... 0.00 0.00 0.00 0.00 \n", "989 0.00 0.00 ... 0.00 0.00 0.00 0.00 \n", "990 6.36 -0.97 ... 1.83 2.97 0.01 1.56 \n", "\n", " ROIC ROE Liq.2meses Patrim. Líq Dív.Brut/ Patrim. Cresc. Rec.5a \n", "0 0.00 -2.08 0.0 2.239900e+07 0.00 13.66 \n", "1 15.25 19.93 0.0 5.458030e+08 0.82 30.93 \n", "2 -13.50 145.70 0.0 -9.105000e+06 -6.52 -41.11 \n", "3 17.68 32.15 0.0 6.035100e+07 0.06 8.14 \n", "4 22.40 20.11 0.0 8.420670e+09 0.14 31.91 \n", ".. ... ... ... ... ... ... \n", "986 0.00 0.33 0.0 1.031720e+10 0.00 10.58 \n", "987 2.80 0.06 113078.0 1.043280e+09 0.33 15.88 \n", "988 0.00 0.33 0.0 1.031720e+10 0.00 10.58 \n", "989 0.00 0.33 0.0 1.031720e+10 0.00 10.58 \n", "990 3.07 0.03 9529760.0 5.459970e+08 0.98 12.30 \n", "\n", "[991 rows x 21 columns]" ], "text/html": [ "
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PapelCotaçãoP/LP/VPPSRDiv.YieldP/AtivoP/Cap.GiroP/EBITP/Ativ Circ.Liq...EV/EBITDAMrg EbitMrg. Líq.Liq. Corr.ROICROELiq.2mesesPatrim. LíqDív.Brut/ Patrim.Cresc. Rec.5a
0PORP42.400.000.000.0000.000.0000.000.000.00...0.000.000.000.000.00-2.080.02.239900e+070.0013.66
1POPR410.170.000.000.0000.000.0000.000.000.00...0.008.665.651.0815.2519.930.05.458030e+080.8230.93
2MNSA30.420.000.000.0000.000.0000.000.000.00...0.00-208.15-362.663.63-13.50145.700.0-9.105000e+06-6.52-41.11
3CFLU41000.000.000.000.0000.000.0000.000.000.00...0.008.8810.721.1017.6832.150.06.035100e+070.068.14
4CSTB4147.690.000.000.0000.000.0000.000.000.00...0.0040.8528.982.6022.4020.110.08.420670e+090.1431.91
..................................................................
986UBBR47.49610.271.990.0000.000.0000.000.000.00...0.000.000.000.000.000.330.01.031720e+100.0010.58
987VSTE36.801165.720.740.6970.700.4684.6618.51-6.20...4.983.770.061.522.800.06113078.01.043280e+090.3315.88
988UBBR1114.751201.813.910.0000.000.0000.000.000.00...0.000.000.000.000.000.330.01.031720e+100.0010.58
989UBBR318.001466.614.770.0000.000.0000.000.000.00...0.000.000.000.000.000.330.01.031720e+100.0010.58
990LJQQ32.583447.180.920.1894.730.1360.536.36-0.97...1.832.970.011.563.070.039529760.05.459970e+080.9812.30
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991 rows × 21 columns

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" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 17 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-13T21:39:57.784991Z", "start_time": "2025-04-13T21:39:57.779996Z" } }, "cell_type": "code", "source": [ "def obter_dados_historicos(tickers, periodo='1y'):\n", " dados_historicos = {}\n", "\n", " for ticker in tickers:\n", " try:\n", " ticker_yf = f\"{ticker}.SA\"\n", " data = yf.download(ticker_yf, period=periodo, progress=False)\n", " if len(data) > 0:\n", " dados_historicos[ticker] = data\n", " except Exception as e:\n", " print(f\"Erro ao obter dados de {ticker}: {e}\")\n", " finally:\n", " time.sleep(0.1) # Evitar sobrecarga da API\n", "\n", " return dados_historicos" ], "id": "5f8ea6e79d7b57b1", "outputs": [], "execution_count": 19 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-13T21:59:46.636734Z", "start_time": "2025-04-13T21:40:01.320456Z" } }, "cell_type": "code", "source": "acoes_historico = obter_dados_historicos(acoes_df['Papel'].tolist(), periodo='1y')", "id": "60b10939edf5fe65", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "YF.download() has changed argument auto_adjust default to True\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "1 Failed download:\n", "['PORP4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['POPR4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MNSA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CFLU4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CSTB4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CSTB3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "404 Client Error: Not Found for url: https://query2.finance.yahoo.com/v10/finance/quoteSummary/IVTT3.SA?modules=financialData%2CquoteType%2CdefaultKeyStatistics%2CassetProfile%2CsummaryDetail&corsDomain=finance.yahoo.com&formatted=false&symbol=IVTT3.SA&crumb=OYBYbJJZ.9H\n", "\n", "1 Failed download:\n", "['IVTT3.SA']: AttributeError(\"'NoneType' object has no attribute 'update'\")\n", "404 Client Error: Not Found for url: https://query2.finance.yahoo.com/v10/finance/quoteSummary/CLAN3.SA?modules=financialData%2CquoteType%2CdefaultKeyStatistics%2CassetProfile%2CsummaryDetail&corsDomain=finance.yahoo.com&formatted=false&symbol=CLAN3.SA&crumb=OYBYbJJZ.9H\n", "\n", "1 Failed download:\n", "['CLAN3.SA']: AttributeError(\"'NoneType' object has no attribute 'update'\")\n", "\n", "1 Failed download:\n", "['MNSA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PMET3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['GNDI3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['PLDN4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['LCSA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BHGR3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['DMMO3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['RJCP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ABYA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['PITI4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['LCSA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MAGG3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['SQIA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['LINX3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['BNCA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['AMIL3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SCLO3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BRTP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['IDVL11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['PEFX3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PEFX5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MTIG4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['TOYB4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['IMBI3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CLAN4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['TOYB3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['EBTP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['EBTP4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['FBRA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BRTP4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ITEC3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['APER3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['IMBI4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PRTX3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BAHI4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['DFVA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ASTA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VGOR4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CRBM3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['DFVA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BAHI5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MODL3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['TAMM4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TAMM3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MODL11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['MODL4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CRBM7.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['WMBY3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TDBH4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TANC4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['AESB3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CCIM3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['TDBH3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['GBIO33.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['PCAR4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['BIOM4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PCAR5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['LECO4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SEDU3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['TESA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['IGUA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['FGUI3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['IGUA6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['IGUA5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PRVI3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MTIG3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CPNY3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['TERI3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SEMP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SZPQ4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ALLL3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MEDI3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['ARTR3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TCNO3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['ALLL4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ALLL11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BLUT3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['BUET3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TLCP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['LFFE4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CGOS3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TCNO4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['PRML3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BUET4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PMET5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['LFFE3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['FBMC3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SUZB5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PTBL4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TLCP4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BECE3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BECE4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SUZB6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PNOR5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PNOR6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['STRP4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SOMA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['GLOB4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['LIXC3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BICB4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BICB3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ARLA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['LIXC4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MMXM3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['OGXP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SCLO4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VTLM3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ARCZ3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ARCZ6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BISA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BCAL6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['DJON4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SPRI6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['BLUT4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['SJOS3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ARLA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SPRI3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['SDIA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SDIA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['DUQE3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SPRI5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['IDVL4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['PMET6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['SUZA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['LGLO4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['IDVL3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['MEND6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['DHBI3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['LETO5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['IENG3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BAHI11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['LATM11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CELM3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MEND5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['IENG5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['FRTA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['REEM4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CCXC3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['VVAR11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VVAR4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['DOCA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['FGUI4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['WISA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['LETO3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['WISA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CTSA8.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PMAM4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['DOCA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['DUQE4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['FTRX3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['FTRX4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SJOS4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['FBMC4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['RCTB33.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VPTA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TENE7.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['RCTB31.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VPSC4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VAGV3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['DHBI4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['RCTB41.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VAGV4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['GAFP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ARTE3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TROR3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VPSC3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VPTA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ARTE4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['RCTB42.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TROR4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SCAR4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['RPMG4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['GAFP4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MILK33.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CGOS4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['OSAO4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CBMA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CBMA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VSPT4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['EQMA5B.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['BOVH3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['SEBB4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['VNET3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['ODER3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['ALBA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['EQMA6B.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['SGEN4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VVAX3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['VVAX4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['SFSA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['ESTC4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['SGEN3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SASG3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['GALO3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['INHA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['JBDU3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['JFAB4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BBTG11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BBTG12.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['MLPA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['REPA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['REPA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BBTG13.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['PTIP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['LATS3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BSGR3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['LECO3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['AGEI3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['ILLS4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CCHI3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CCHI4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['GALO4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PRBC3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['MSAN4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MSAN3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BPNM3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['SALM4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SALM3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SEBB3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['TNEP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BPAT33.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['VGOR3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['ICPI3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TNEP4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BERG3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CLSC6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CZRS3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['SLCP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BMEF3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CSPC4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['DAYC3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['ABCB3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ECIS4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CSPC3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CMMA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ARPS4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['ARPS3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['PTIP4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ECIS3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['DUFB11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['ENER5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ENER3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ENER6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TEFC11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CAFE4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CESP4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MLPA12.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MLPA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CAFE3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BSCT3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SULT4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['IGBR5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['IGBR6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SULT3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PALF11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BRSR4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['LREN4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CREM4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TPRC6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TPRC3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PALF5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PALF3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ASSM4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['GAZO4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ASSM3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BELG4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BELG3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['AGEN33.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['TRPN3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['GAZO3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['FCAP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['IGBR3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['FCAP4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TARP11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['MNDL4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['EBEN4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BNBR4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TSPP4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MTBR3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CPFG4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ESCE3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CPFG3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TSPP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MTBR4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PLIM4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CYRE4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TBLE6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CLSC5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TBLE5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CTPC4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MNPR4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ELPL4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MARI3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['STBP11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CAMB4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['PTPA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PTPA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VINE3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CSRN3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['DAYC4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VINE5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['REDE4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['LIGH3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['FRAS4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['RANI4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CSRN5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CSRN6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CPFP4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VCPA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VALE5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ELPL6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['ELPL5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['BPIA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['DSUL3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['RNPT4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['RNPT3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TIET11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['TIET3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['TIET4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['ENBR3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['ESTC11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CIQU4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CIQU3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['EPAR4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['GETT3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['GETT4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['EEEL4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['DPPI4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CCTU4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['EEEL3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['OMGE3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['WSON33.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CESP5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CMET4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['RDTR3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CESP6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CESP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['AGIN3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['AELP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CPSL3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VULC4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TMGC12.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ACES4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ACES3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CZRS4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['AFLU5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VIVO3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CNFB4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ELPL3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['AFLU3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CPRE3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['MRSL4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CTWR3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VIVO4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['TCSL4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ENAT3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['MRSL3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TRFO3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BESP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TCOC4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CPLE11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['TRFO4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SMLS3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['BESP4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['KROT4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CIEL3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['BRML3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['GRNL4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ELUM3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['LEVE4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['WEGE4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['RIPI3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CZLT33.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['RIPI4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['EBCO4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TEMP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BMGB11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['NAFG3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['NAFG4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['BRIT3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['AESL3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['AESL4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['FIBR3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['EBCO3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['KROT11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MPLU3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['AMPI3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TMGC7.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['UGPA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['AVIL3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['DXTG4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SFSA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['GETI3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['GETI4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VIVT4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['RGEG3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ARCE3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['TMGC11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TNCP4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TNCP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['KSSA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['ELUM4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TCOC3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['RDCD3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BOAS3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['TMGC13.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BEMA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['IGTA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['ETER4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ILMD3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CRTP5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ILMD4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['DURA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['DURA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['DPPI3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TIMP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['BMTO4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BFIT4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BMTO3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['UCOP4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MYPK4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BFIT3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TMCP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SMLE3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TMCP4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['AUTM3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['AEDU11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['JPSA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['LAME4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['LAME3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CRTP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BSCT6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['RSIP4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['RSIP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TVIT3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['TMGC3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['POWE3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['TSEP4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ELEK3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['MAGS3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CRUZ3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TNLP4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['HGTX4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PNVL4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['AMBV4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['AMBV3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['RPSA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SEBB11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['ELCA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BSCT5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CEPE5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['MOSI3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CREM3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TSEP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ELEK4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CEPE6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CTIP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ELCA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TNLP3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['VIGR3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PARD3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['ALSC3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['PRGA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['RHDS3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['RAIA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['IMCH3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PTQS4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['UOLL4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CALI4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['NATU3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['PLTO6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SULA11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['SULA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['PLTO5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['FFTL3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['FFTL4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SULA4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['FLCL6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BSEV3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['GVTT3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CSAB3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['AEDU3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['SUBA3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['FLCL3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['FLCL5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['DAGB33.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['LCAM3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CTPC3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['RLOG3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['TUPY4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['CSAB4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['CEPE3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['HGTX3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['PQUN4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PQUN3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TMAR6.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TMAR5.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['MLFT4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['NETC3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['NETC4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['ROMI4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['TMAR3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['BIDI3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['BIDI4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['BIDI11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['ELEV3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['GUAR4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y) (Yahoo error = \"No data found, symbol may be delisted\")')\n", "\n", "1 Failed download:\n", "['RHDS4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['PRBC4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['UBBR4.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['UBBR11.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n", "\n", "1 Failed download:\n", "['UBBR3.SA']: YFPricesMissingError('possibly delisted; no price data found (period=1y)')\n" ] } ], "execution_count": 20 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-13T22:13:34.126854Z", "start_time": "2025-04-13T22:13:33.066639Z" } }, "cell_type": "code", "source": "acoes_historico", "id": "b950c41c3d011714", "outputs": [ { "data": { "text/plain": [ "{'SEER3': Price Close High Low Open Volume\n", " Ticker SEER3.SA SEER3.SA SEER3.SA SEER3.SA SEER3.SA\n", " Date \n", " 2024-04-11 6.71 6.95 6.67 6.88 364100\n", " 2024-04-12 6.36 6.76 6.35 6.76 683200\n", " 2024-04-15 5.40 6.37 5.39 6.35 2525800\n", " 2024-04-16 5.60 5.62 5.12 5.47 2280300\n", " 2024-04-17 5.35 5.78 5.26 5.72 1296000\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.91 5.09 4.74 4.97 1305300\n", " 2025-04-08 4.89 5.17 4.81 4.92 937900\n", " 2025-04-09 5.30 5.46 4.82 4.83 1807300\n", " 2025-04-10 5.20 5.38 5.11 5.30 1249200\n", " 2025-04-11 5.27 5.37 5.14 5.25 719100\n", " \n", " [252 rows x 5 columns],\n", " 'FRIO3': Price Close High Low Open Volume\n", " Ticker FRIO3.SA FRIO3.SA FRIO3.SA FRIO3.SA FRIO3.SA\n", " Date \n", " 2024-04-11 301.0 301.0 301.0 301.0 0\n", " 2024-04-12 301.0 301.0 301.0 301.0 0\n", " 2024-04-15 301.0 301.0 301.0 301.0 0\n", " 2024-04-16 301.0 301.0 301.0 301.0 0\n", " 2024-04-17 301.0 301.0 301.0 301.0 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 293.0 293.0 293.0 293.0 0\n", " 2025-04-08 293.0 293.0 293.0 293.0 0\n", " 2025-04-09 293.0 293.0 293.0 293.0 0\n", " 2025-04-10 293.0 293.0 293.0 293.0 0\n", " 2025-04-11 293.0 293.0 293.0 293.0 0\n", " \n", " [252 rows x 5 columns],\n", " 'USIM6': Price Close High Low Open Volume\n", " Ticker USIM6.SA USIM6.SA USIM6.SA USIM6.SA USIM6.SA\n", " Date \n", " 2024-04-11 14.706778 14.706778 14.706778 14.706778 0\n", " 2024-04-12 14.706778 14.706778 14.706778 14.706778 0\n", " 2024-04-15 14.706778 14.706778 14.706778 14.706778 0\n", " 2024-04-16 14.706778 14.706778 14.706778 14.706778 0\n", " 2024-04-17 14.706778 14.706778 14.706778 14.706778 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 11.000000 11.000000 11.000000 11.000000 0\n", " 2025-04-08 11.000000 11.000000 11.000000 11.000000 0\n", " 2025-04-09 11.000000 11.000000 11.000000 11.000000 0\n", " 2025-04-10 11.000000 11.000000 11.000000 11.000000 0\n", " 2025-04-11 11.000000 11.000000 11.000000 11.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'AMBP3': Price Close High Low Open Volume\n", " Ticker AMBP3.SA AMBP3.SA AMBP3.SA AMBP3.SA AMBP3.SA\n", " Date \n", " 2024-04-11 13.040000 13.450000 13.000000 13.450000 950600\n", " 2024-04-12 12.250000 13.110000 12.250000 13.060000 1465500\n", " 2024-04-15 11.240000 12.280000 11.210000 12.280000 1945500\n", " 2024-04-16 10.720000 11.230000 10.720000 11.180000 1447300\n", " 2024-04-17 10.790000 10.980000 10.600000 10.850000 1339700\n", " ... ... ... ... ... ...\n", " 2025-04-07 125.629997 127.900002 120.980003 123.000000 53000\n", " 2025-04-08 130.899994 131.839996 123.949997 124.120003 112200\n", " 2025-04-09 127.129997 133.830002 127.129997 130.899994 87700\n", " 2025-04-10 126.430000 129.460007 125.250000 127.129997 38700\n", " 2025-04-11 127.940002 130.550003 125.849998 130.550003 42500\n", " \n", " [252 rows x 5 columns],\n", " 'CLSA3': Price Close High Low Open Volume\n", " Ticker CLSA3.SA CLSA3.SA CLSA3.SA CLSA3.SA CLSA3.SA\n", " Date \n", " 2024-04-11 6.87 7.00 6.19 6.33 1556100\n", " 2024-04-12 6.74 6.87 6.47 6.87 1706300\n", " 2024-04-15 7.00 7.05 6.66 6.78 2335100\n", " 2024-04-16 7.27 7.39 6.77 6.96 1931800\n", " 2024-04-17 7.30 7.50 7.09 7.27 1942600\n", " ... ... ... ... ... ...\n", " 2025-03-25 10.47 10.50 10.44 10.47 552000\n", " 2025-03-26 10.46 10.46 10.43 10.43 19607100\n", " 2025-03-27 10.46 10.47 10.44 10.46 1265500\n", " 2025-03-28 10.47 10.48 10.44 10.45 1868200\n", " 2025-03-31 10.47 10.49 10.46 10.46 1827000\n", " \n", " [243 rows x 5 columns],\n", " 'OPCT3': Price Close High Low Open Volume\n", " Ticker OPCT3.SA OPCT3.SA OPCT3.SA OPCT3.SA OPCT3.SA\n", " Date \n", " 2024-04-11 6.12 6.14 6.03 6.12 546400\n", " 2024-04-12 5.96 6.08 5.89 6.08 801000\n", " 2024-04-15 5.83 5.98 5.79 5.98 878200\n", " 2024-04-16 5.73 5.82 5.68 5.75 598900\n", " 2024-04-17 5.91 5.91 5.70 5.73 752400\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.97 5.27 4.94 4.98 594800\n", " 2025-04-08 5.12 5.17 4.99 5.04 822400\n", " 2025-04-09 5.39 5.48 4.99 5.08 1218200\n", " 2025-04-10 5.13 5.39 5.11 5.39 414200\n", " 2025-04-11 5.35 5.38 5.09 5.15 236000\n", " \n", " [252 rows x 5 columns],\n", " 'FICT3': Price Close High Low Open Volume\n", " Ticker FICT3.SA FICT3.SA FICT3.SA FICT3.SA FICT3.SA\n", " Date \n", " 2024-04-11 2.00 2.10 2.00 2.04 20800\n", " 2024-04-12 2.07 2.40 2.05 2.06 267000\n", " 2024-04-15 2.14 2.33 2.09 2.12 84300\n", " 2024-04-16 2.12 2.27 2.08 2.15 107900\n", " 2024-04-17 2.13 2.24 2.11 2.23 50000\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.98 4.12 3.80 4.12 34700\n", " 2025-04-08 3.89 4.01 3.81 4.01 34300\n", " 2025-04-09 4.06 4.12 3.83 3.83 51600\n", " 2025-04-10 4.07 4.09 4.00 4.06 6900\n", " 2025-04-11 3.97 4.04 3.95 4.00 15900\n", " \n", " [252 rows x 5 columns],\n", " 'AURA33': Price Close High Low Open Volume\n", " Ticker AURA33.SA AURA33.SA AURA33.SA AURA33.SA AURA33.SA\n", " Date \n", " 2024-04-11 12.766920 12.839155 12.534509 12.779482 160131\n", " 2024-04-12 12.782622 13.168928 12.691543 12.766920 361299\n", " 2024-04-15 12.923955 13.033879 12.779483 12.779483 398991\n", " 2024-04-16 12.801467 12.971065 12.547070 12.945939 620985\n", " 2024-04-17 12.295816 12.829733 12.091671 12.766920 417822\n", " ... ... ... ... ... ...\n", " 2025-04-07 31.450001 32.730000 29.540001 30.900000 546143\n", " 2025-04-08 32.200001 33.029999 31.440001 31.950001 408700\n", " 2025-04-09 34.700001 35.230000 32.000000 32.500000 421380\n", " 2025-04-10 35.830002 35.959999 34.009998 34.849998 395657\n", " 2025-04-11 36.189999 37.299999 35.980000 36.029999 379021\n", " \n", " [252 rows x 5 columns],\n", " 'USIM5': Price Close High Low Open Volume\n", " Ticker USIM5.SA USIM5.SA USIM5.SA USIM5.SA USIM5.SA\n", " Date \n", " 2024-04-11 9.927597 10.043596 9.763265 10.043596 6640800\n", " 2024-04-12 9.830931 10.275594 9.763265 10.014596 12382500\n", " 2024-04-15 9.879264 10.111262 9.724598 9.927597 12315800\n", " 2024-04-16 9.714931 9.763265 9.502266 9.724598 16819700\n", " 2024-04-17 9.589266 9.898597 9.444267 9.888930 12147700\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.360000 5.490000 5.120000 5.140000 16937200\n", " 2025-04-08 5.110000 5.460000 5.070000 5.460000 12899200\n", " 2025-04-09 5.470000 5.510000 5.020000 5.050000 25063100\n", " 2025-04-10 5.330000 5.480000 5.240000 5.480000 16133200\n", " 2025-04-11 5.420000 5.470000 5.320000 5.370000 9609100\n", " \n", " [252 rows x 5 columns],\n", " 'USIM3': Price Close High Low Open Volume\n", " Ticker USIM3.SA USIM3.SA USIM3.SA USIM3.SA USIM3.SA\n", " Date \n", " 2024-04-11 9.232756 9.387603 9.126299 9.387603 284700\n", " 2024-04-12 9.155333 9.532773 9.097265 9.194044 384600\n", " 2024-04-15 9.194044 9.368247 9.116621 9.174688 1240400\n", " 2024-04-16 9.010163 9.174687 8.903705 9.145654 419900\n", " 2024-04-17 8.903706 9.174688 8.835960 9.126299 225400\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.300000 5.450000 5.120000 5.250000 856200\n", " 2025-04-08 5.100000 5.430000 5.060000 5.380000 254600\n", " 2025-04-09 5.460000 5.460000 4.980000 5.010000 327800\n", " 2025-04-10 5.360000 5.420000 5.230000 5.350000 221100\n", " 2025-04-11 5.360000 5.440000 5.300000 5.350000 233900\n", " \n", " [252 rows x 5 columns],\n", " 'PETZ3': Price Close High Low Open Volume\n", " Ticker PETZ3.SA PETZ3.SA PETZ3.SA PETZ3.SA PETZ3.SA\n", " Date \n", " 2024-04-11 3.533950 3.609140 3.505753 3.562146 7850600\n", " 2024-04-12 3.439962 3.599741 3.374170 3.515152 15072500\n", " 2024-04-15 3.374170 3.439962 3.317777 3.402366 14693900\n", " 2024-04-16 3.392968 3.477557 3.204992 3.308379 15063700\n", " 2024-04-17 3.327176 3.439962 3.280182 3.439962 13113100\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.020000 4.150000 3.890000 3.980000 4972300\n", " 2025-04-08 3.880000 4.110000 3.830000 4.060000 12326500\n", " 2025-04-09 4.020000 4.070000 3.770000 3.900000 8806000\n", " 2025-04-10 4.030000 4.150000 3.980000 4.030000 4850000\n", " 2025-04-11 4.020000 4.080000 3.990000 4.050000 5012700\n", " \n", " [252 rows x 5 columns],\n", " 'ALPK3': Price Close High Low Open Volume\n", " Ticker ALPK3.SA ALPK3.SA ALPK3.SA ALPK3.SA ALPK3.SA\n", " Date \n", " 2024-04-11 4.64 4.75 4.63 4.65 84500\n", " 2024-04-12 4.39 4.70 4.39 4.64 117000\n", " 2024-04-15 4.12 4.46 4.12 4.40 143600\n", " 2024-04-16 4.03 4.17 3.92 4.17 209100\n", " 2024-04-17 3.93 4.09 3.93 4.03 99000\n", " ... ... ... ... ... ...\n", " 2025-04-07 2.76 2.88 2.76 2.84 122500\n", " 2025-04-08 2.68 2.84 2.68 2.81 64400\n", " 2025-04-09 2.77 2.78 2.60 2.65 105400\n", " 2025-04-10 2.77 2.77 2.71 2.72 38100\n", " 2025-04-11 2.92 2.92 2.70 2.76 104600\n", " \n", " [252 rows x 5 columns],\n", " 'DTCY3': Price Close High Low Open Volume\n", " Ticker DTCY3.SA DTCY3.SA DTCY3.SA DTCY3.SA DTCY3.SA\n", " Date \n", " 2024-04-11 4.70 4.70 4.70 4.70 0\n", " 2024-04-12 4.70 4.70 4.70 4.70 0\n", " 2024-04-15 4.70 4.70 4.70 4.70 0\n", " 2024-04-16 4.70 4.70 4.70 4.70 0\n", " 2024-04-17 4.70 4.70 4.70 4.70 100\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.90 3.90 3.90 3.90 0\n", " 2025-04-08 4.20 4.20 4.20 4.20 100\n", " 2025-04-09 3.70 4.00 3.70 3.90 1600\n", " 2025-04-10 3.99 3.99 3.99 3.99 600\n", " 2025-04-11 4.00 4.00 3.90 3.90 300\n", " \n", " [252 rows x 5 columns],\n", " 'CASH3': Price Close High Low Open Volume\n", " Ticker CASH3.SA CASH3.SA CASH3.SA CASH3.SA CASH3.SA\n", " Date \n", " 2024-04-11 2.796353 2.907221 2.790194 2.808672 1993200\n", " 2024-04-12 2.734759 2.820990 2.710122 2.808672 1961900\n", " 2024-04-15 2.679325 2.740918 2.636209 2.716281 2629500\n", " 2024-04-16 2.679325 2.703962 2.630050 2.648528 1777400\n", " 2024-04-17 2.667006 2.753237 2.648528 2.691643 1902400\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.040000 3.130000 2.990000 3.100000 1004900\n", " 2025-04-08 3.030000 3.170000 3.010000 3.060000 403300\n", " 2025-04-09 3.070000 3.130000 2.940000 3.000000 834000\n", " 2025-04-10 3.030000 3.150000 3.000000 3.100000 651100\n", " 2025-04-11 3.290000 3.390000 3.030000 3.030000 1455000\n", " \n", " [252 rows x 5 columns],\n", " 'JALL3': Price Close High Low Open Volume\n", " Ticker JALL3.SA JALL3.SA JALL3.SA JALL3.SA JALL3.SA\n", " Date \n", " 2024-04-11 7.595719 7.655138 7.367947 7.407559 634500\n", " 2024-04-12 7.249109 7.526397 7.249109 7.516494 1452500\n", " 2024-04-15 7.219399 7.268915 7.179787 7.259012 794600\n", " 2024-04-16 7.159981 7.278819 7.110465 7.219400 813300\n", " 2024-04-17 7.090658 7.229303 7.090658 7.189690 584500\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.840000 3.970000 3.780000 3.930000 809800\n", " 2025-04-08 3.780000 3.920000 3.780000 3.890000 478300\n", " 2025-04-09 3.950000 3.950000 3.720000 3.790000 612900\n", " 2025-04-10 3.870000 3.930000 3.840000 3.900000 439900\n", " 2025-04-11 3.960000 3.960000 3.840000 3.840000 191800\n", " \n", " [252 rows x 5 columns],\n", " 'RAIL3': Price Close High Low Open Volume\n", " Ticker RAIL3.SA RAIL3.SA RAIL3.SA RAIL3.SA RAIL3.SA\n", " Date \n", " 2024-04-11 22.615864 22.735315 22.347103 22.416782 7619100\n", " 2024-04-12 22.197788 22.745268 22.157973 22.546184 14857900\n", " 2024-04-15 21.570677 22.307285 21.431319 22.197788 15579400\n", " 2024-04-16 21.282005 21.640356 21.252144 21.411411 19214700\n", " 2024-04-17 21.023199 21.391502 21.003290 21.282006 8580700\n", " ... ... ... ... ... ...\n", " 2025-04-07 17.040001 17.480000 16.650000 16.910000 21656100\n", " 2025-04-08 16.840000 17.360001 16.799999 17.040001 8335300\n", " 2025-04-09 17.170000 17.379999 16.420000 16.730000 15815900\n", " 2025-04-10 17.180000 17.480000 16.840000 17.040001 14448600\n", " 2025-04-11 17.770000 17.900000 17.250000 17.250000 14529200\n", " \n", " [252 rows x 5 columns],\n", " 'FIEI3': Price Close High Low Open Volume\n", " Ticker FIEI3.SA FIEI3.SA FIEI3.SA FIEI3.SA FIEI3.SA\n", " Date \n", " 2024-04-11 10.00 10.00 9.40 9.50 400\n", " 2024-04-12 10.00 10.00 9.55 9.55 700\n", " 2024-04-15 10.00 10.00 10.00 10.00 0\n", " 2024-04-16 10.00 10.00 10.00 10.00 0\n", " 2024-04-17 10.00 10.00 10.00 10.00 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 9.00 9.00 9.00 9.00 0\n", " 2025-04-08 9.00 9.00 9.00 9.00 0\n", " 2025-04-09 9.00 9.00 9.00 9.00 0\n", " 2025-04-10 8.00 8.01 8.00 8.01 300\n", " 2025-04-11 8.99 8.99 8.99 8.99 400\n", " \n", " [252 rows x 5 columns],\n", " 'DOHL3': Price Close High Low Open Volume\n", " Ticker DOHL3.SA DOHL3.SA DOHL3.SA DOHL3.SA DOHL3.SA\n", " Date \n", " 2024-04-11 6.44 6.44 6.44 6.44 0\n", " 2024-04-12 6.44 6.44 6.44 6.44 0\n", " 2024-04-15 6.44 6.44 6.44 6.44 0\n", " 2024-04-16 6.44 6.44 6.44 6.44 0\n", " 2024-04-17 6.44 6.44 6.44 6.44 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.90 5.90 5.90 5.90 100\n", " 2025-04-08 5.90 5.90 5.90 5.90 0\n", " 2025-04-09 5.90 5.90 5.90 5.90 0\n", " 2025-04-10 5.90 5.90 5.90 5.90 0\n", " 2025-04-11 5.90 5.90 5.90 5.90 0\n", " \n", " [252 rows x 5 columns],\n", " 'SCAR3': Price Close High Low Open Volume\n", " Ticker SCAR3.SA SCAR3.SA SCAR3.SA SCAR3.SA SCAR3.SA\n", " Date \n", " 2024-04-11 22.526989 22.932183 22.423536 22.932183 3500\n", " 2024-04-12 22.216629 22.483883 21.992480 22.466641 10900\n", " 2024-04-15 22.070070 22.208008 21.664877 22.208008 7200\n", " 2024-04-16 21.501076 21.889025 21.501076 21.776951 6100\n", " 2024-04-17 21.863163 21.983858 20.397572 21.768330 19400\n", " ... ... ... ... ... ...\n", " 2025-04-07 16.650000 16.910000 16.600000 16.670000 61800\n", " 2025-04-08 16.450001 16.889999 16.450001 16.840000 107500\n", " 2025-04-09 16.590000 16.750000 16.340000 16.450001 106300\n", " 2025-04-10 16.410000 16.650000 16.400000 16.459999 50600\n", " 2025-04-11 16.410000 16.750000 16.410000 16.500000 48900\n", " \n", " [252 rows x 5 columns],\n", " 'HAPV3': Price Close High Low Open Volume\n", " Ticker HAPV3.SA HAPV3.SA HAPV3.SA HAPV3.SA HAPV3.SA\n", " Date \n", " 2024-04-11 3.96 4.04 3.86 3.94 74092200\n", " 2024-04-12 3.88 3.96 3.83 3.96 76037300\n", " 2024-04-15 3.73 3.93 3.73 3.89 98571800\n", " 2024-04-16 3.60 3.67 3.56 3.66 129894300\n", " 2024-04-17 3.54 3.65 3.53 3.62 91232100\n", " ... ... ... ... ... ...\n", " 2025-04-07 2.06 2.19 2.04 2.10 85987200\n", " 2025-04-08 2.03 2.11 1.99 2.07 81175900\n", " 2025-04-09 2.16 2.22 2.00 2.01 88987300\n", " 2025-04-10 2.22 2.25 2.14 2.16 60359900\n", " 2025-04-11 2.24 2.27 2.17 2.23 46935100\n", " \n", " [252 rows x 5 columns],\n", " 'MAPT4': Price Close High Low Open Volume\n", " Ticker MAPT4.SA MAPT4.SA MAPT4.SA MAPT4.SA MAPT4.SA\n", " Date \n", " 2024-04-11 5.60 5.73 5.60 5.73 700\n", " 2024-04-12 5.47 5.94 5.47 5.91 400\n", " 2024-04-15 7.56 9.50 5.90 5.90 11000\n", " 2024-04-16 10.00 12.50 7.56 7.77 15100\n", " 2024-04-17 9.81 13.01 9.81 11.99 41100\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.00 4.00 4.00 4.00 0\n", " 2025-04-08 4.00 4.00 4.00 4.00 0\n", " 2025-04-09 4.00 4.00 4.00 4.00 0\n", " 2025-04-10 4.00 4.00 4.00 4.00 0\n", " 2025-04-11 4.00 4.00 4.00 4.00 0\n", " \n", " [252 rows x 5 columns],\n", " 'MAPT3': Price Close High Low Open Volume\n", " Ticker MAPT3.SA MAPT3.SA MAPT3.SA MAPT3.SA MAPT3.SA\n", " Date \n", " 2024-04-11 6.46 6.46 6.46 6.46 100\n", " 2024-04-12 6.46 6.46 6.46 6.46 0\n", " 2024-04-15 7.00 8.00 7.00 7.95 2000\n", " 2024-04-16 8.55 10.98 8.14 8.14 3800\n", " 2024-04-17 7.52 10.63 7.52 10.00 6700\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.65 3.65 3.65 3.65 0\n", " 2025-04-08 3.65 3.65 3.65 3.65 0\n", " 2025-04-09 3.65 3.65 3.65 3.65 0\n", " 2025-04-10 3.65 3.65 3.65 3.65 0\n", " 2025-04-11 3.65 3.65 3.65 3.65 0\n", " \n", " [252 rows x 5 columns],\n", " 'SIMH3': Price Close High Low Open Volume\n", " Ticker SIMH3.SA SIMH3.SA SIMH3.SA SIMH3.SA SIMH3.SA\n", " Date \n", " 2024-04-11 7.14 7.33 7.12 7.18 3768500\n", " 2024-04-12 7.00 7.22 6.94 7.15 3989700\n", " 2024-04-15 6.45 7.03 6.45 7.03 5894500\n", " 2024-04-16 6.34 6.47 6.19 6.39 6080000\n", " 2024-04-17 6.39 6.63 6.38 6.41 6265200\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.05 4.41 4.00 4.18 11941400\n", " 2025-04-08 4.04 4.29 3.91 4.29 7251600\n", " 2025-04-09 4.22 4.34 3.88 3.95 8726600\n", " 2025-04-10 4.27 4.28 4.08 4.20 4454000\n", " 2025-04-11 4.69 4.74 4.26 4.31 7185500\n", " \n", " [252 rows x 5 columns],\n", " 'ATED3': Price Close High Low Open Volume\n", " Ticker ATED3.SA ATED3.SA ATED3.SA ATED3.SA ATED3.SA\n", " Date \n", " 2024-12-11 1.57 2.67 1.35 2.67 954000\n", " 2024-12-12 1.40 1.61 1.28 1.60 989100\n", " 2024-12-13 1.47 1.74 1.35 1.40 821200\n", " 2024-12-16 1.47 1.56 1.41 1.47 399500\n", " 2024-12-17 2.05 2.05 1.39 1.47 267100\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.10 1.11 1.09 1.10 1500\n", " 2025-04-08 1.09 1.11 1.09 1.11 3000\n", " 2025-04-09 1.10 1.11 1.08 1.09 5600\n", " 2025-04-10 1.10 1.10 1.09 1.09 500\n", " 2025-04-11 1.12 1.12 1.10 1.11 2700\n", " \n", " [82 rows x 5 columns],\n", " 'DOHL4': Price Close High Low Open Volume\n", " Ticker DOHL4.SA DOHL4.SA DOHL4.SA DOHL4.SA DOHL4.SA\n", " Date \n", " 2024-04-11 4.50 4.50 4.46 4.46 500\n", " 2024-04-12 4.49 4.49 4.36 4.37 800\n", " 2024-04-15 4.49 4.49 4.49 4.49 0\n", " 2024-04-16 4.49 4.49 4.17 4.23 1500\n", " 2024-04-17 4.48 4.48 4.25 4.27 800\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.93 3.94 3.66 3.66 600\n", " 2025-04-08 3.87 3.88 3.61 3.61 400\n", " 2025-04-09 3.87 3.87 3.87 3.87 0\n", " 2025-04-10 3.87 3.87 3.87 3.87 0\n", " 2025-04-11 3.90 3.90 3.85 3.85 1800\n", " \n", " [252 rows x 5 columns],\n", " 'TELB3': Price Close High Low Open Volume\n", " Ticker TELB3.SA TELB3.SA TELB3.SA TELB3.SA TELB3.SA\n", " Date \n", " 2024-04-11 14.20 14.20 14.00 14.00 200\n", " 2024-04-12 13.71 13.95 13.61 13.65 800\n", " 2024-04-15 13.50 13.55 13.50 13.55 1200\n", " 2024-04-16 13.80 13.80 13.50 13.50 200\n", " 2024-04-17 13.80 13.80 13.80 13.80 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 14.44 14.44 13.90 14.10 500\n", " 2025-04-08 14.44 14.44 14.44 14.44 0\n", " 2025-04-09 14.04 14.10 13.51 14.04 1500\n", " 2025-04-10 14.45 14.45 13.90 13.90 1000\n", " 2025-04-11 14.50 14.64 13.91 13.95 2200\n", " \n", " [252 rows x 5 columns],\n", " 'BIOM3': Price Close High Low Open Volume\n", " Ticker BIOM3.SA BIOM3.SA BIOM3.SA BIOM3.SA BIOM3.SA\n", " Date \n", " 2024-04-11 10.15 10.410000 10.04 10.17 98900\n", " 2024-04-12 10.39 10.440000 9.82 10.25 89500\n", " 2024-04-15 11.25 11.300000 10.00 10.22 227100\n", " 2024-04-16 11.11 11.240000 10.99 11.14 20400\n", " 2024-04-17 15.35 16.290001 11.00 11.00 369800\n", " ... ... ... ... ... ...\n", " 2025-04-07 9.20 9.450000 9.10 9.45 27200\n", " 2025-04-08 9.05 9.450000 9.05 9.41 8500\n", " 2025-04-09 9.61 9.610000 9.08 9.08 11900\n", " 2025-04-10 9.20 9.720000 9.20 9.51 15800\n", " 2025-04-11 9.55 9.550000 9.16 9.24 4200\n", " \n", " [252 rows x 5 columns],\n", " 'CBAV3': Price Close High Low Open Volume\n", " Ticker CBAV3.SA CBAV3.SA CBAV3.SA CBAV3.SA CBAV3.SA\n", " Date \n", " 2024-04-11 4.87 4.90 4.70 4.72 2820500\n", " 2024-04-12 4.73 4.97 4.70 4.92 3640700\n", " 2024-04-15 4.80 5.13 4.73 4.80 8052800\n", " 2024-04-16 4.92 5.04 4.64 4.78 5816100\n", " 2024-04-17 4.85 5.10 4.83 4.97 3021500\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.84 4.10 3.80 4.10 14021800\n", " 2025-04-08 3.61 4.08 3.61 3.88 13520100\n", " 2025-04-09 3.96 4.03 3.60 3.62 12368000\n", " 2025-04-10 3.93 4.14 3.90 4.00 11917500\n", " 2025-04-11 4.08 4.22 3.96 4.01 7512500\n", " \n", " [252 rows x 5 columns],\n", " 'TELB4': Price Close High Low Open Volume\n", " Ticker TELB4.SA TELB4.SA TELB4.SA TELB4.SA TELB4.SA\n", " Date \n", " 2024-04-11 10.25 10.25 10.09 10.10 1300\n", " 2024-04-12 9.92 10.10 9.92 10.10 3800\n", " 2024-04-15 9.70 9.93 9.70 9.93 11800\n", " 2024-04-16 9.86 9.86 9.50 9.70 1500\n", " 2024-04-17 9.50 9.54 9.49 9.54 2400\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.69 8.69 8.20 8.40 700\n", " 2025-04-08 8.48 8.67 8.48 8.67 500\n", " 2025-04-09 8.34 9.11 8.34 8.38 20300\n", " 2025-04-10 8.68 8.70 8.45 8.45 2000\n", " 2025-04-11 9.07 9.19 8.52 8.60 7500\n", " \n", " [252 rows x 5 columns],\n", " 'CVCB3': Price Close High Low Open Volume\n", " Ticker CVCB3.SA CVCB3.SA CVCB3.SA CVCB3.SA CVCB3.SA\n", " Date \n", " 2024-04-11 2.36 2.45 2.33 2.45 23685100\n", " 2024-04-12 2.24 2.35 2.22 2.35 38825400\n", " 2024-04-15 2.03 2.24 2.01 2.23 41880900\n", " 2024-04-16 1.98 2.04 1.88 1.97 42436400\n", " 2024-04-17 1.88 2.04 1.88 2.01 35020500\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.98 2.04 1.88 1.96 22586800\n", " 2025-04-08 2.00 2.08 1.97 2.01 23314300\n", " 2025-04-09 2.16 2.19 1.94 1.96 34943900\n", " 2025-04-10 2.12 2.17 2.08 2.14 14927000\n", " 2025-04-11 2.18 2.19 2.11 2.15 17237600\n", " \n", " [252 rows x 5 columns],\n", " 'ECPR4': Price Close High Low Open Volume\n", " Ticker ECPR4.SA ECPR4.SA ECPR4.SA ECPR4.SA ECPR4.SA\n", " Date \n", " 2024-04-11 90.739998 90.739998 90.739998 90.739998 0\n", " 2024-04-12 90.739998 90.739998 90.739998 90.739998 0\n", " 2024-04-15 90.739998 90.739998 90.739998 90.739998 0\n", " 2024-04-16 90.739998 90.739998 90.739998 90.739998 0\n", " 2024-04-17 90.739998 90.739998 90.739998 90.739998 0\n", " ... ... ... ... ... ...\n", " 2024-07-31 90.739998 90.739998 90.739998 90.739998 0\n", " 2024-08-01 90.739998 90.739998 90.739998 90.739998 0\n", " 2024-08-02 90.739998 90.739998 90.739998 90.739998 0\n", " 2024-08-05 90.739998 90.739998 90.739998 90.739998 0\n", " 2024-08-06 90.739998 90.739998 90.739998 90.739998 0\n", " \n", " [82 rows x 5 columns],\n", " 'ECPR3': Price Close High Low Open Volume\n", " Ticker ECPR3.SA ECPR3.SA ECPR3.SA ECPR3.SA ECPR3.SA\n", " Date \n", " 2024-04-11 90.25 90.25 90.25 90.25 0\n", " 2024-04-12 90.25 90.25 90.25 90.25 0\n", " 2024-04-15 90.25 90.25 90.25 90.25 0\n", " 2024-04-16 90.25 90.25 90.25 90.25 0\n", " 2024-04-17 90.25 90.25 90.25 90.25 0\n", " ... ... ... ... ... ...\n", " 2024-07-31 90.25 90.25 90.25 90.25 0\n", " 2024-08-01 90.25 90.25 90.25 90.25 0\n", " 2024-08-02 90.25 90.25 90.25 90.25 0\n", " 2024-08-05 90.25 90.25 90.25 90.25 0\n", " 2024-08-06 90.25 90.25 90.25 90.25 0\n", " \n", " [82 rows x 5 columns],\n", " 'ENJU3': Price Close High Low Open Volume\n", " Ticker ENJU3.SA ENJU3.SA ENJU3.SA ENJU3.SA ENJU3.SA\n", " Date \n", " 2024-04-11 1.94 2.02 1.94 1.98 509700\n", " 2024-04-12 1.87 1.95 1.85 1.93 704900\n", " 2024-04-15 1.83 1.94 1.83 1.87 446300\n", " 2024-04-16 1.78 1.85 1.77 1.81 628300\n", " 2024-04-17 1.89 1.89 1.77 1.77 439700\n", " ... ... ... ... ... ...\n", " 2025-04-07 0.99 1.04 0.96 1.03 1731300\n", " 2025-04-08 0.98 1.03 0.98 1.01 821300\n", " 2025-04-09 1.02 1.03 0.98 0.98 1030700\n", " 2025-04-10 1.00 1.02 0.99 1.02 586200\n", " 2025-04-11 1.10 1.13 1.00 1.00 4102600\n", " \n", " [252 rows x 5 columns],\n", " 'SUZB3': Price Close High Low Open Volume\n", " Ticker SUZB3.SA SUZB3.SA SUZB3.SA SUZB3.SA SUZB3.SA\n", " Date \n", " 2024-04-11 59.276653 59.702758 59.092656 59.286340 6224200\n", " 2024-04-12 59.266972 59.886756 58.811816 59.276654 5587400\n", " 2024-04-15 59.121708 59.848019 58.492241 59.266972 7938000\n", " 2024-04-16 59.412231 60.235386 58.298557 58.560029 8783300\n", " 2024-04-17 58.889290 59.818967 58.724657 59.315391 4961700\n", " ... ... ... ... ... ...\n", " 2025-04-07 50.500000 51.419998 50.119999 50.680000 8045600\n", " 2025-04-08 50.709999 52.110001 50.400002 50.570000 10377100\n", " 2025-04-09 52.240002 53.099998 50.590000 50.869999 13225400\n", " 2025-04-10 52.240002 52.509998 51.150002 52.470001 4926000\n", " 2025-04-11 51.639999 52.349998 51.020000 52.290001 6029100\n", " \n", " [252 rows x 5 columns],\n", " 'BRAV3': Price Close High Low Open Volume\n", " Ticker BRAV3.SA BRAV3.SA BRAV3.SA BRAV3.SA BRAV3.SA\n", " Date \n", " 2024-04-11 36.259998 36.560001 35.209999 35.369999 5929200\n", " 2024-04-12 35.049999 36.700001 34.740002 36.599998 4942600\n", " 2024-04-15 34.680000 35.139999 34.439999 35.049999 4137100\n", " 2024-04-16 34.299999 34.480000 33.790001 34.480000 3974000\n", " 2024-04-17 33.099998 34.189999 32.700001 34.099998 5317800\n", " ... ... ... ... ... ...\n", " 2025-04-07 18.350000 18.660000 17.219999 17.870001 14059600\n", " 2025-04-08 17.580000 19.580000 17.400000 18.700001 14671100\n", " 2025-04-09 17.600000 18.250000 15.730000 16.879999 43334300\n", " 2025-04-10 16.400000 17.049999 15.900000 17.000000 26956700\n", " 2025-04-11 17.260000 17.580000 16.420000 16.549999 15539900\n", " \n", " [251 rows x 5 columns],\n", " 'RAIZ4': Price Close High Low Open Volume\n", " Ticker RAIZ4.SA RAIZ4.SA RAIZ4.SA RAIZ4.SA RAIZ4.SA\n", " Date \n", " 2024-04-11 3.13 3.29 3.13 3.29 27462100\n", " 2024-04-12 3.10 3.16 3.08 3.12 20843400\n", " 2024-04-15 3.00 3.11 3.00 3.11 23803700\n", " 2024-04-16 2.95 3.02 2.92 2.99 23774700\n", " 2024-04-17 2.97 3.02 2.93 2.99 24606500\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.69 1.76 1.66 1.71 16808000\n", " 2025-04-08 1.69 1.74 1.66 1.70 14045200\n", " 2025-04-09 1.77 1.80 1.66 1.68 22108400\n", " 2025-04-10 1.77 1.79 1.72 1.78 14657400\n", " 2025-04-11 1.76 1.78 1.74 1.77 10450200\n", " \n", " [252 rows x 5 columns],\n", " 'ZAMP3': Price Close High Low Open Volume\n", " Ticker ZAMP3.SA ZAMP3.SA ZAMP3.SA ZAMP3.SA ZAMP3.SA\n", " Date \n", " 2024-04-11 3.17 3.25 3.11 3.18 816000\n", " 2024-04-12 3.20 3.36 3.12 3.30 1666400\n", " 2024-04-15 3.01 3.19 3.01 3.19 1078800\n", " 2024-04-16 2.89 3.01 2.81 3.01 1319300\n", " 2024-04-17 2.96 3.06 2.88 2.93 869800\n", " ... ... ... ... ... ...\n", " 2025-04-07 2.87 2.95 2.78 2.92 1216000\n", " 2025-04-08 2.77 3.00 2.74 2.92 620500\n", " 2025-04-09 3.00 3.07 2.66 2.76 691300\n", " 2025-04-10 2.90 2.97 2.80 2.97 588600\n", " 2025-04-11 2.89 2.94 2.80 2.90 364000\n", " \n", " [252 rows x 5 columns],\n", " 'AALR3': Price Close High Low Open Volume\n", " Ticker AALR3.SA AALR3.SA AALR3.SA AALR3.SA AALR3.SA\n", " Date \n", " 2024-04-11 10.07 10.11 9.77 9.95 126300\n", " 2024-04-12 9.78 10.18 9.23 10.07 245000\n", " 2024-04-15 8.77 9.81 8.77 9.78 489300\n", " 2024-04-16 8.91 9.05 8.29 8.91 412000\n", " 2024-04-17 10.00 10.17 8.64 9.03 220800\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.15 7.57 6.15 7.57 393100\n", " 2025-04-08 5.83 6.46 5.61 6.27 172400\n", " 2025-04-09 5.56 6.00 5.55 5.84 239800\n", " 2025-04-10 5.41 6.26 5.41 5.58 334100\n", " 2025-04-11 5.16 5.60 5.12 5.49 611400\n", " \n", " [252 rows x 5 columns],\n", " 'GFSA3': Price Close High Low Open Volume\n", " Ticker GFSA3.SA GFSA3.SA GFSA3.SA GFSA3.SA GFSA3.SA\n", " Date \n", " 2024-04-11 6.33 6.90 6.25 6.90 5513700\n", " 2024-04-12 5.93 6.41 5.83 6.36 3653400\n", " 2024-04-15 5.99 6.19 5.85 5.96 2243500\n", " 2024-04-16 6.00 6.07 5.90 5.91 1546600\n", " 2024-04-17 5.99 6.15 5.86 6.06 1793500\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.91 2.10 1.88 1.95 10973100\n", " 2025-04-08 1.73 2.09 1.73 1.95 11429800\n", " 2025-04-09 1.85 1.88 1.66 1.71 11610600\n", " 2025-04-10 1.71 1.88 1.70 1.85 6920000\n", " 2025-04-11 1.74 1.81 1.68 1.75 6722700\n", " \n", " [252 rows x 5 columns],\n", " 'MRVE3': Price Close High Low Open Volume\n", " Ticker MRVE3.SA MRVE3.SA MRVE3.SA MRVE3.SA MRVE3.SA\n", " Date \n", " 2024-04-11 7.11 7.18 7.00 7.08 12182600\n", " 2024-04-12 6.67 7.09 6.66 7.09 25776800\n", " 2024-04-15 6.41 6.71 6.35 6.67 30158600\n", " 2024-04-16 6.56 6.70 6.11 6.30 34842800\n", " 2024-04-17 6.64 6.75 6.44 6.70 25318700\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.80 5.10 4.70 4.88 18530300\n", " 2025-04-08 4.66 4.96 4.59 4.90 13233200\n", " 2025-04-09 4.81 4.88 4.56 4.61 27144900\n", " 2025-04-10 4.78 4.83 4.69 4.81 7974600\n", " 2025-04-11 4.93 4.93 4.69 4.83 9275100\n", " \n", " [252 rows x 5 columns],\n", " 'NGRD3': Price Close High Low Open Volume\n", " Ticker NGRD3.SA NGRD3.SA NGRD3.SA NGRD3.SA NGRD3.SA\n", " Date \n", " 2024-04-11 26.500000 26.500000 26.000000 26.250000 31256\n", " 2024-04-12 26.000000 26.750000 25.750000 26.750000 13872\n", " 2024-04-15 25.000000 26.000000 25.000000 25.750000 27708\n", " 2024-04-16 24.750000 25.500000 24.250000 25.500000 38936\n", " 2024-04-17 24.500000 25.250000 24.250000 24.250000 13992\n", " ... ... ... ... ... ...\n", " 2025-04-07 19.389999 19.490000 18.540001 19.200001 28400\n", " 2025-04-08 19.370001 19.610001 18.910000 19.320000 30800\n", " 2025-04-09 19.160000 19.889999 18.900000 19.150000 20900\n", " 2025-04-10 19.299999 19.510000 19.020000 19.299999 19600\n", " 2025-04-11 20.299999 20.299999 19.180000 19.190001 23200\n", " \n", " [252 rows x 5 columns],\n", " 'CRPG3': Price Close High Low Open Volume\n", " Ticker CRPG3.SA CRPG3.SA CRPG3.SA CRPG3.SA CRPG3.SA\n", " Date \n", " 2024-04-11 33.521427 33.521427 33.521427 33.521427 0\n", " 2024-04-12 33.521427 33.521427 33.521427 33.521427 0\n", " 2024-04-15 33.521427 33.521427 33.521427 33.521427 0\n", " 2024-04-16 33.521427 33.521427 33.521427 33.521427 0\n", " 2024-04-17 33.521427 33.521427 33.521427 33.521427 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 21.150000 21.150000 21.150000 21.150000 0\n", " 2025-04-08 21.150000 21.150000 21.150000 21.150000 0\n", " 2025-04-09 21.150000 21.150000 21.150000 21.150000 0\n", " 2025-04-10 21.150000 21.150000 21.150000 21.150000 0\n", " 2025-04-11 21.150000 21.150000 21.150000 21.150000 0\n", " \n", " [252 rows x 5 columns],\n", " 'ONCO3': Price Close High Low Open Volume\n", " Ticker ONCO3.SA ONCO3.SA ONCO3.SA ONCO3.SA ONCO3.SA\n", " Date \n", " 2024-04-11 8.03 8.31 7.99 8.30 2878800\n", " 2024-04-12 7.88 8.11 7.85 8.04 2973600\n", " 2024-04-15 7.67 7.93 7.67 7.88 3935100\n", " 2024-04-16 7.35 7.68 7.30 7.60 3069800\n", " 2024-04-17 7.19 7.48 7.13 7.37 1974000\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.20 5.30 5.02 5.20 2398800\n", " 2025-04-08 4.89 5.31 4.89 5.26 2258400\n", " 2025-04-09 4.82 5.05 4.44 4.93 3530300\n", " 2025-04-10 4.94 5.02 4.50 4.58 1561400\n", " 2025-04-11 5.28 5.28 4.98 4.98 1393300\n", " \n", " [252 rows x 5 columns],\n", " 'PTBL3': Price Close High Low Open Volume\n", " Ticker PTBL3.SA PTBL3.SA PTBL3.SA PTBL3.SA PTBL3.SA\n", " Date \n", " 2024-04-11 6.35 6.50 6.28 6.46 594200\n", " 2024-04-12 5.92 6.35 5.85 6.35 1178300\n", " 2024-04-15 5.77 5.97 5.71 5.87 694200\n", " 2024-04-16 5.66 5.77 5.44 5.66 700200\n", " 2024-04-17 5.87 6.03 5.70 5.70 1130200\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.56 3.70 3.50 3.59 395500\n", " 2025-04-08 3.55 3.69 3.54 3.59 373500\n", " 2025-04-09 3.66 3.70 3.50 3.55 363000\n", " 2025-04-10 3.64 3.67 3.57 3.62 229500\n", " 2025-04-11 3.72 3.76 3.61 3.68 340100\n", " \n", " [252 rows x 5 columns],\n", " 'CRPG6': Price Close High Low Open Volume\n", " Ticker CRPG6.SA CRPG6.SA CRPG6.SA CRPG6.SA CRPG6.SA\n", " Date \n", " 2024-04-11 30.394171 30.394171 30.225645 30.225645 300\n", " 2024-04-12 30.532957 30.532957 30.523045 30.523045 300\n", " 2024-04-15 30.850183 30.860095 30.245472 30.860095 1400\n", " 2024-04-16 30.830357 30.830357 30.285124 30.285124 200\n", " 2024-04-17 30.225645 30.225645 29.749807 29.749807 200\n", " ... ... ... ... ... ...\n", " 2025-04-07 18.510000 18.510000 18.510000 18.510000 0\n", " 2025-04-08 18.510000 18.510000 18.510000 18.510000 0\n", " 2025-04-09 18.500000 18.500000 18.500000 18.500000 100\n", " 2025-04-10 18.799999 18.799999 18.500000 18.500000 300\n", " 2025-04-11 18.799999 18.799999 18.799999 18.799999 0\n", " \n", " [252 rows x 5 columns],\n", " 'RCSL3': Price Close High Low Open Volume\n", " Ticker RCSL3.SA RCSL3.SA RCSL3.SA RCSL3.SA RCSL3.SA\n", " Date \n", " 2024-04-11 6.44 6.48 6.32 6.48 146725\n", " 2024-04-12 6.48 6.60 6.40 6.48 378975\n", " 2024-04-15 6.32 6.48 6.16 6.48 247100\n", " 2024-04-16 6.20 6.24 6.08 6.24 217225\n", " 2024-04-17 6.20 6.32 6.20 6.28 267000\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.08 3.10 3.01 3.04 909600\n", " 2025-04-08 3.05 3.12 3.05 3.11 432900\n", " 2025-04-09 3.07 3.14 3.06 3.10 890200\n", " 2025-04-10 2.73 3.09 2.68 3.08 385400\n", " 2025-04-11 2.70 2.84 2.68 2.80 962600\n", " \n", " [252 rows x 5 columns],\n", " 'AZTE3': Price Close High Low Open Volume\n", " Ticker AZTE3.SA AZTE3.SA AZTE3.SA AZTE3.SA AZTE3.SA\n", " Date \n", " 2025-02-14 0.89 1.02 0.81 0.89 15925800\n", " 2025-02-17 0.98 1.06 0.91 0.91 12622000\n", " 2025-02-18 0.93 0.98 0.87 0.97 7933000\n", " 2025-02-19 0.96 0.99 0.93 0.95 6204900\n", " 2025-02-20 0.95 0.99 0.94 0.97 3503200\n", " 2025-02-21 0.96 0.97 0.93 0.96 3818000\n", " 2025-02-24 0.99 1.02 0.97 0.97 4957300\n", " 2025-02-25 1.04 1.04 0.98 1.00 4522300\n", " 2025-02-26 1.19 1.23 1.04 1.05 9774700\n", " 2025-02-27 1.55 1.57 1.19 1.19 17993400\n", " 2025-02-28 1.39 1.55 1.32 1.55 16409600\n", " 2025-03-05 1.24 1.47 1.22 1.39 5848700\n", " 2025-03-06 1.30 1.39 1.24 1.27 6775200\n", " 2025-03-07 1.27 1.34 1.24 1.33 5515500\n", " 2025-03-10 1.24 1.30 1.23 1.25 3792700\n", " 2025-03-11 1.13 1.27 1.10 1.25 8522800\n", " 2025-03-12 1.05 1.16 1.04 1.14 7075800\n", " 2025-03-13 1.05 1.12 1.02 1.05 5181000\n", " 2025-03-14 1.05 1.10 1.02 1.07 2853000\n", " 2025-03-17 1.04 1.07 1.02 1.04 2533400\n", " 2025-03-18 1.05 1.07 1.04 1.04 2216000\n", " 2025-03-19 1.16 1.25 1.11 1.12 9573600\n", " 2025-03-20 1.12 1.18 1.12 1.16 2064000\n", " 2025-03-21 1.11 1.14 1.08 1.12 2216100\n", " 2025-03-24 1.06 1.12 1.06 1.11 1969200\n", " 2025-03-25 1.06 1.07 1.04 1.06 1980000\n", " 2025-03-26 1.06 1.11 1.05 1.05 2823900\n", " 2025-03-27 1.06 1.10 1.06 1.08 1930700\n", " 2025-03-28 1.11 1.15 1.07 1.07 3384400\n", " 2025-03-31 1.08 1.12 1.07 1.12 2727200\n", " 2025-04-01 1.08 1.09 1.05 1.09 1801500\n", " 2025-04-02 1.03 1.08 1.03 1.06 2049400\n", " 2025-04-03 1.01 1.04 0.93 1.02 4045200\n", " 2025-04-04 0.96 0.99 0.94 0.98 3513500\n", " 2025-04-07 0.92 0.95 0.89 0.93 3525200\n", " 2025-04-08 0.88 0.97 0.87 0.92 3334900\n", " 2025-04-09 0.93 0.94 0.84 0.86 5103400\n", " 2025-04-10 0.90 0.93 0.89 0.91 2660000\n", " 2025-04-11 0.91 0.92 0.89 0.91 1986900,\n", " 'CRPG5': Price Close High Low Open Volume\n", " Ticker CRPG5.SA CRPG5.SA CRPG5.SA CRPG5.SA CRPG5.SA\n", " Date \n", " 2024-04-11 31.711164 31.711164 31.265225 31.631887 800\n", " 2024-04-12 32.107555 32.186831 31.711164 31.711164 800\n", " 2024-04-15 32.107555 32.167011 31.225587 32.097644 1700\n", " 2024-04-16 31.225588 31.780533 31.225588 31.780533 600\n", " 2024-04-17 30.502176 31.592246 30.472446 31.592246 1900\n", " ... ... ... ... ... ...\n", " 2025-04-07 18.500000 18.510000 18.299999 18.320000 2700\n", " 2025-04-08 18.600000 18.629999 18.600000 18.600000 1500\n", " 2025-04-09 18.450001 18.450001 18.330000 18.330000 700\n", " 2025-04-10 18.170000 18.450001 18.150000 18.400000 1400\n", " 2025-04-11 18.049999 18.280001 18.049999 18.280001 900\n", " \n", " [252 rows x 5 columns],\n", " 'MEAL3': Price Close High Low Open Volume\n", " Ticker MEAL3.SA MEAL3.SA MEAL3.SA MEAL3.SA MEAL3.SA\n", " Date \n", " 2024-04-11 1.66 1.68 1.64 1.67 295400\n", " 2024-04-12 1.62 1.65 1.61 1.65 1167000\n", " 2024-04-15 1.54 1.64 1.53 1.64 2193700\n", " 2024-04-16 1.49 1.55 1.47 1.54 1983200\n", " 2024-04-17 1.48 1.53 1.47 1.49 660500\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.21 1.24 1.17 1.18 1031000\n", " 2025-04-08 1.16 1.24 1.14 1.23 559500\n", " 2025-04-09 1.21 1.21 1.16 1.17 377200\n", " 2025-04-10 1.20 1.21 1.18 1.21 334200\n", " 2025-04-11 1.22 1.23 1.18 1.20 259000\n", " \n", " [252 rows x 5 columns],\n", " 'CSNA3': Price Close High Low Open Volume\n", " Ticker CSNA3.SA CSNA3.SA CSNA3.SA CSNA3.SA CSNA3.SA\n", " Date \n", " 2024-04-11 12.929544 13.083038 12.884400 13.019835 14236200\n", " 2024-04-12 12.956633 13.408083 12.947603 13.092067 7183400\n", " 2024-04-15 12.992748 13.263618 12.920516 13.064980 6885000\n", " 2024-04-16 12.794109 12.857312 12.532268 12.748964 8009100\n", " 2024-04-17 12.929544 13.245560 12.893428 13.191386 8566500\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.240000 8.470000 7.900000 8.050000 17178300\n", " 2025-04-08 7.770000 8.450000 7.690000 8.380000 15445400\n", " 2025-04-09 8.410000 8.520000 7.660000 7.690000 20379000\n", " 2025-04-10 8.360000 8.490000 8.080000 8.490000 10956300\n", " 2025-04-11 8.630000 8.690000 8.320000 8.430000 9047700\n", " \n", " [252 rows x 5 columns],\n", " 'AMOB3': Price Close High Low Open Volume\n", " Ticker AMOB3.SA AMOB3.SA AMOB3.SA AMOB3.SA AMOB3.SA\n", " Date \n", " 2024-12-16 0.47 0.54 0.38 0.45 75019900\n", " 2024-12-17 0.50 0.91 0.50 0.56 129549500\n", " 2024-12-18 0.35 0.70 0.32 0.54 132853600\n", " 2024-12-19 0.47 0.50 0.38 0.42 89589600\n", " 2024-12-20 0.42 0.53 0.41 0.51 85522100\n", " ... ... ... ... ... ...\n", " 2025-04-07 0.25 0.25 0.24 0.25 7155300\n", " 2025-04-08 0.24 0.26 0.23 0.25 17096600\n", " 2025-04-09 0.24 0.25 0.23 0.24 9859700\n", " 2025-04-10 0.24 0.25 0.23 0.24 11166300\n", " 2025-04-11 0.24 0.25 0.23 0.24 13017900\n", " \n", " [79 rows x 5 columns],\n", " 'ADHM3': Price Close High Low Open Volume\n", " Ticker ADHM3.SA ADHM3.SA ADHM3.SA ADHM3.SA ADHM3.SA\n", " Date \n", " 2024-04-11 1.56 1.56 1.56 1.56 0\n", " 2024-04-12 1.56 1.56 1.56 1.56 0\n", " 2024-04-15 1.56 1.56 1.56 1.56 0\n", " 2024-04-16 1.56 1.56 1.56 1.56 0\n", " 2024-04-17 1.56 1.56 1.56 1.56 0\n", " ... ... ... ... ... ...\n", " 2024-07-31 1.56 1.56 1.56 1.56 0\n", " 2024-08-01 1.56 1.56 1.56 1.56 0\n", " 2024-08-02 1.56 1.56 1.56 1.56 0\n", " 2024-08-05 1.56 1.56 1.56 1.56 0\n", " 2024-08-06 1.56 1.56 1.56 1.56 0\n", " \n", " [82 rows x 5 columns],\n", " 'RPAD5': Price Close High Low Open Volume\n", " Ticker RPAD5.SA RPAD5.SA RPAD5.SA RPAD5.SA RPAD5.SA\n", " Date \n", " 2024-04-11 7.772479 7.772479 7.772479 7.772479 0\n", " 2024-04-12 7.772479 7.772479 7.772479 7.772479 100\n", " 2024-04-15 7.772479 7.772479 7.772479 7.772479 100\n", " 2024-04-16 7.819020 7.846946 7.353602 7.772479 16000\n", " 2024-04-17 7.819020 7.819020 7.819020 7.819020 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.720000 5.720000 5.720000 5.720000 0\n", " 2025-04-08 5.720000 5.720000 5.720000 5.720000 0\n", " 2025-04-09 5.510000 5.510000 5.510000 5.510000 100\n", " 2025-04-10 5.510000 5.510000 5.510000 5.510000 0\n", " 2025-04-11 5.510000 5.510000 5.510000 5.510000 0\n", " \n", " [252 rows x 5 columns],\n", " 'KRSA3': Price Close High Low Open Volume\n", " Ticker KRSA3.SA KRSA3.SA KRSA3.SA KRSA3.SA KRSA3.SA\n", " Date \n", " 2024-04-11 7.30 7.60 7.20 7.50 99230\n", " 2024-04-12 7.20 7.60 7.10 7.30 85850\n", " 2024-04-15 6.80 7.40 6.30 7.30 115080\n", " 2024-04-16 6.60 7.00 6.50 6.90 100570\n", " 2024-04-17 6.40 6.80 6.30 6.50 69170\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.85 8.86 8.85 8.85 17200\n", " 2025-04-08 8.86 8.86 8.85 8.85 900\n", " 2025-04-09 8.88 8.88 8.86 8.86 2000\n", " 2025-04-10 8.86 8.87 8.86 8.86 2100\n", " 2025-04-11 8.88 8.88 8.87 8.88 1500\n", " \n", " [252 rows x 5 columns],\n", " 'MATD3': Price Close High Low Open Volume\n", " Ticker MATD3.SA MATD3.SA MATD3.SA MATD3.SA MATD3.SA\n", " Date \n", " 2024-04-11 5.634744 5.743294 5.496589 5.654480 267500\n", " 2024-04-12 5.733426 5.733426 5.526193 5.536062 968500\n", " 2024-04-15 5.328829 5.733425 5.328829 5.733425 635000\n", " 2024-04-16 5.417643 5.536061 5.170938 5.289356 801000\n", " 2024-04-17 5.496589 5.733425 5.328829 5.417643 790900\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.740000 3.940000 3.740000 3.840000 577700\n", " 2025-04-08 3.730000 3.850000 3.630000 3.850000 568800\n", " 2025-04-09 3.780000 3.850000 3.650000 3.690000 262700\n", " 2025-04-10 3.840000 3.910000 3.770000 3.780000 343000\n", " 2025-04-11 3.840000 3.890000 3.750000 3.890000 195300\n", " \n", " [252 rows x 5 columns],\n", " 'MGEL3': Price Close High Low Open Volume\n", " Ticker MGEL3.SA MGEL3.SA MGEL3.SA MGEL3.SA MGEL3.SA\n", " Date \n", " 2024-04-11 75.0 75.0 75.0 75.0 0\n", " 2024-04-12 75.0 75.0 75.0 75.0 0\n", " 2024-04-15 75.0 75.0 75.0 75.0 0\n", " 2024-04-16 75.0 75.0 75.0 75.0 0\n", " 2024-04-17 75.0 75.0 75.0 75.0 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 75.0 75.0 75.0 75.0 0\n", " 2025-04-08 75.0 75.0 75.0 75.0 0\n", " 2025-04-09 75.0 75.0 75.0 75.0 0\n", " 2025-04-10 75.0 75.0 75.0 75.0 0\n", " 2025-04-11 75.0 75.0 75.0 75.0 0\n", " \n", " [252 rows x 5 columns],\n", " 'TRAD3': Price Close High Low Open Volume\n", " Ticker TRAD3.SA TRAD3.SA TRAD3.SA TRAD3.SA TRAD3.SA\n", " Date \n", " 2024-04-11 6.229999 6.719999 6.159999 6.719999 106485\n", " 2024-04-12 5.879999 6.369999 5.739999 6.299999 142585\n", " 2024-04-15 5.459999 5.949999 5.459999 5.879999 82042\n", " 2024-04-16 5.389999 5.669999 5.249999 5.459999 85471\n", " 2024-04-17 5.389999 5.529999 5.249999 5.389999 46057\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.950000 7.500000 6.950000 7.350000 37800\n", " 2025-04-08 6.680000 7.240000 6.680000 7.240000 13600\n", " 2025-04-09 6.770000 6.820000 6.310000 6.690000 170600\n", " 2025-04-10 6.770000 7.090000 6.540000 7.000000 33800\n", " 2025-04-11 7.290000 7.440000 6.520000 6.720000 30300\n", " \n", " [252 rows x 5 columns],\n", " 'DMFN3': Price Close High Low Open Volume\n", " Ticker DMFN3.SA DMFN3.SA DMFN3.SA DMFN3.SA DMFN3.SA\n", " Date \n", " 2024-04-11 12.154632 12.154632 12.154632 12.154632 0\n", " 2024-04-12 12.154632 12.154632 12.154632 12.154632 0\n", " 2024-04-15 12.154632 12.154632 12.154632 12.154632 0\n", " 2024-04-16 12.154632 12.154632 12.154632 12.154632 0\n", " 2024-04-17 12.154632 12.154632 12.154632 12.154632 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 12.500000 12.500000 12.500000 12.500000 0\n", " 2025-04-08 12.500000 12.500000 12.500000 12.500000 0\n", " 2025-04-09 12.500000 12.500000 12.500000 12.500000 0\n", " 2025-04-10 12.500000 12.500000 12.500000 12.500000 0\n", " 2025-04-11 12.500000 12.500000 12.500000 12.500000 0\n", " \n", " [252 rows x 5 columns],\n", " 'CEED4': Price Close High Low Open Volume\n", " Ticker CEED4.SA CEED4.SA CEED4.SA CEED4.SA CEED4.SA\n", " Date \n", " 2024-04-11 25.0 25.0 25.0 25.0 100\n", " 2024-04-12 25.0 25.0 25.0 25.0 0\n", " 2024-04-15 25.0 25.0 25.0 25.0 0\n", " 2024-04-16 25.0 25.0 25.0 25.0 0\n", " 2024-04-17 25.0 25.0 25.0 25.0 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 20.0 20.0 20.0 20.0 0\n", " 2025-04-08 20.0 20.0 20.0 20.0 0\n", " 2025-04-09 20.0 20.0 20.0 20.0 0\n", " 2025-04-10 20.0 20.0 20.0 20.0 0\n", " 2025-04-11 20.0 20.0 20.0 20.0 0\n", " \n", " [252 rows x 5 columns],\n", " 'PDTC3': Price Close High Low Open Volume\n", " Ticker PDTC3.SA PDTC3.SA PDTC3.SA PDTC3.SA PDTC3.SA\n", " Date \n", " 2024-04-11 2.430162 2.488956 2.420363 2.488956 36200\n", " 2024-04-12 2.351769 2.439961 2.351769 2.420363 80600\n", " 2024-04-15 2.283176 2.371368 2.273377 2.361569 99800\n", " 2024-04-16 2.283176 2.302774 2.253779 2.292975 70600\n", " 2024-04-17 2.263578 2.332171 2.243980 2.283176 57300\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.110000 1.180000 1.100000 1.150000 110200\n", " 2025-04-08 1.080000 1.150000 1.050000 1.150000 69700\n", " 2025-04-09 1.060000 1.080000 1.020000 1.060000 63900\n", " 2025-04-10 1.090000 1.100000 1.030000 1.060000 72800\n", " 2025-04-11 1.070000 1.090000 1.060000 1.080000 26200\n", " \n", " [252 rows x 5 columns],\n", " 'MLAS3': Price Close High Low Open Volume\n", " Ticker MLAS3.SA MLAS3.SA MLAS3.SA MLAS3.SA MLAS3.SA\n", " Date \n", " 2024-04-11 2.40 2.44 2.31 2.34 4285600\n", " 2024-04-12 2.29 2.40 2.21 2.38 3926900\n", " 2024-04-15 2.07 2.28 2.06 2.27 7651700\n", " 2024-04-16 2.09 2.14 2.01 2.08 3398100\n", " 2024-04-17 2.11 2.18 2.04 2.11 1979800\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.20 1.24 1.13 1.19 2097700\n", " 2025-04-08 1.15 1.22 1.13 1.19 1960700\n", " 2025-04-09 1.20 1.23 1.11 1.14 1886600\n", " 2025-04-10 1.19 1.22 1.17 1.20 599900\n", " 2025-04-11 1.18 1.21 1.16 1.20 718300\n", " \n", " [252 rows x 5 columns],\n", " 'RPAD3': Price Close High Low Open Volume\n", " Ticker RPAD3.SA RPAD3.SA RPAD3.SA RPAD3.SA RPAD3.SA\n", " Date \n", " 2024-04-11 8.40 8.40 8.40 8.40 0\n", " 2024-04-12 8.43 8.43 8.43 8.43 11000\n", " 2024-04-15 8.43 8.43 8.43 8.43 0\n", " 2024-04-16 8.43 8.43 8.43 8.43 0\n", " 2024-04-17 8.43 8.43 8.43 8.43 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.00 4.00 4.00 4.00 100\n", " 2025-04-08 4.00 4.00 4.00 4.00 100\n", " 2025-04-09 4.00 4.00 4.00 4.00 0\n", " 2025-04-10 4.00 4.00 4.00 4.00 0\n", " 2025-04-11 4.10 4.10 4.10 4.10 300\n", " \n", " [252 rows x 5 columns],\n", " 'RPAD6': Price Close High Low Open Volume\n", " Ticker RPAD6.SA RPAD6.SA RPAD6.SA RPAD6.SA RPAD6.SA\n", " Date \n", " 2024-04-11 8.43 8.43 8.43 8.43 2200\n", " 2024-04-12 8.43 8.43 8.43 8.43 21600\n", " 2024-04-15 8.43 8.43 8.43 8.43 0\n", " 2024-04-16 8.43 8.43 8.43 8.43 0\n", " 2024-04-17 8.48 8.48 8.48 8.48 100\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.00 4.00 4.00 4.00 2400\n", " 2025-04-08 4.00 4.00 4.00 4.00 0\n", " 2025-04-09 4.00 4.01 4.00 4.01 2100\n", " 2025-04-10 4.00 4.00 4.00 4.00 0\n", " 2025-04-11 4.10 4.10 4.10 4.10 1700\n", " \n", " [252 rows x 5 columns],\n", " 'HBSA3': Price Close High Low Open Volume\n", " Ticker HBSA3.SA HBSA3.SA HBSA3.SA HBSA3.SA HBSA3.SA\n", " Date \n", " 2024-04-11 4.21 4.24 4.13 4.15 12695000\n", " 2024-04-12 4.09 4.21 4.08 4.21 7220400\n", " 2024-04-15 4.00 4.10 3.97 4.10 11738400\n", " 2024-04-16 4.05 4.08 3.91 3.99 13793600\n", " 2024-04-17 4.00 4.14 4.00 4.08 7312400\n", " ... ... ... ... ... ...\n", " 2025-04-07 2.25 2.27 2.06 2.15 3284500\n", " 2025-04-08 2.27 2.32 2.20 2.24 4551100\n", " 2025-04-09 2.19 2.28 2.19 2.22 9198200\n", " 2025-04-10 2.24 2.28 2.14 2.16 2304200\n", " 2025-04-11 2.26 2.28 2.19 2.25 1213300\n", " \n", " [252 rows x 5 columns],\n", " 'DOTZ3': Price Close High Low Open Volume\n", " Ticker DOTZ3.SA DOTZ3.SA DOTZ3.SA DOTZ3.SA DOTZ3.SA\n", " Date \n", " 2024-04-11 5.88 6.02 5.23 5.53 22100\n", " 2024-04-12 5.60 6.05 5.39 5.96 31600\n", " 2024-04-15 5.22 5.65 5.22 5.65 10900\n", " 2024-04-16 5.37 5.57 5.25 5.35 24300\n", " 2024-04-17 5.26 5.76 5.25 5.47 20400\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.40 3.56 3.40 3.42 6200\n", " 2025-04-08 3.41 3.51 3.34 3.40 7500\n", " 2025-04-09 3.22 3.56 3.17 3.49 17100\n", " 2025-04-10 3.33 3.66 3.24 3.24 14400\n", " 2025-04-11 3.38 3.63 3.36 3.38 14000\n", " \n", " [252 rows x 5 columns],\n", " 'BEEF3': Price Close High Low Open Volume\n", " Ticker BEEF3.SA BEEF3.SA BEEF3.SA BEEF3.SA BEEF3.SA\n", " Date \n", " 2024-04-11 6.50 6.58 6.44 6.48 9769600\n", " 2024-04-12 6.41 6.51 6.22 6.50 17509300\n", " 2024-04-15 6.04 6.35 5.96 6.35 33348500\n", " 2024-04-16 6.00 6.12 5.95 6.01 16433200\n", " 2024-04-17 6.04 6.09 5.99 6.03 14748500\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.44 6.58 6.28 6.32 8263700\n", " 2025-04-08 6.25 6.36 6.06 6.21 26519000\n", " 2025-04-09 6.76 6.90 6.18 6.18 25581600\n", " 2025-04-10 6.80 7.02 6.69 6.72 19792100\n", " 2025-04-11 6.97 7.12 6.81 6.82 14188700\n", " \n", " [252 rows x 5 columns],\n", " 'RCSL4': Price Close High Low Open Volume\n", " Ticker RCSL4.SA RCSL4.SA RCSL4.SA RCSL4.SA RCSL4.SA\n", " Date \n", " 2024-04-11 2.52 2.56 2.52 2.56 94325\n", " 2024-04-12 2.56 2.60 2.52 2.56 311375\n", " 2024-04-15 2.44 2.60 2.40 2.60 527225\n", " 2024-04-16 2.44 2.48 2.40 2.44 72475\n", " 2024-04-17 2.20 2.48 2.20 2.44 689525\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.35 1.38 1.35 1.36 2388800\n", " 2025-04-08 1.36 1.43 1.36 1.38 2451200\n", " 2025-04-09 1.35 1.42 1.35 1.38 3116400\n", " 2025-04-10 1.34 1.44 1.30 1.35 4298900\n", " 2025-04-11 1.39 1.47 1.34 1.35 4418200\n", " \n", " [252 rows x 5 columns],\n", " 'WEST3': Price Close High Low Open Volume\n", " Ticker WEST3.SA WEST3.SA WEST3.SA WEST3.SA WEST3.SA\n", " Date \n", " 2024-04-11 13.00 13.10 12.80 12.90 1050\n", " 2024-04-12 12.40 12.90 12.30 12.70 4130\n", " 2024-04-15 12.60 12.70 12.50 12.60 1210\n", " 2024-04-16 11.80 12.50 11.80 12.50 10720\n", " 2024-04-17 11.70 12.30 11.60 12.10 3980\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.95 5.14 4.95 5.14 4500\n", " 2025-04-08 4.94 5.15 4.94 5.08 1100\n", " 2025-04-09 4.96 4.96 4.95 4.95 600\n", " 2025-04-10 5.09 5.10 5.09 5.10 800\n", " 2025-04-11 5.05 5.05 5.05 5.05 7500\n", " \n", " [252 rows x 5 columns],\n", " 'AMAR3': Price Close High Low Open Volume\n", " Ticker AMAR3.SA AMAR3.SA AMAR3.SA AMAR3.SA AMAR3.SA\n", " Date \n", " 2024-04-11 1.68 1.77 1.68 1.70 392500\n", " 2024-04-12 1.57 1.71 1.57 1.69 642900\n", " 2024-04-15 1.50 1.62 1.50 1.58 631000\n", " 2024-04-16 1.55 1.56 1.45 1.50 487600\n", " 2024-04-17 1.52 1.58 1.51 1.53 447000\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.22 1.29 1.20 1.29 1052500\n", " 2025-04-08 1.23 1.28 1.19 1.24 455600\n", " 2025-04-09 1.29 1.31 1.19 1.19 449900\n", " 2025-04-10 1.30 1.31 1.28 1.29 75800\n", " 2025-04-11 1.29 1.32 1.28 1.28 143600\n", " \n", " [252 rows x 5 columns],\n", " 'AZEV4': Price Close High Low Open Volume\n", " Ticker AZEV4.SA AZEV4.SA AZEV4.SA AZEV4.SA AZEV4.SA\n", " Date \n", " 2024-04-11 1.78 1.84 1.55 1.65 11711300\n", " 2024-04-12 1.68 1.86 1.65 1.81 7800000\n", " 2024-04-15 1.55 1.74 1.42 1.69 9573200\n", " 2024-04-16 1.60 1.66 1.47 1.51 5104400\n", " 2024-04-17 1.45 1.69 1.45 1.61 4983200\n", " ... ... ... ... ... ...\n", " 2025-04-07 0.88 0.92 0.86 0.90 3935000\n", " 2025-04-08 0.86 0.93 0.85 0.92 3215700\n", " 2025-04-09 0.93 0.94 0.85 0.87 6697500\n", " 2025-04-10 0.96 0.96 0.91 0.93 2634400\n", " 2025-04-11 0.91 0.97 0.91 0.97 4975400\n", " \n", " [252 rows x 5 columns],\n", " 'RNEW11': Price Close High Low Open Volume\n", " Ticker RNEW11.SA RNEW11.SA RNEW11.SA RNEW11.SA RNEW11.SA\n", " Date \n", " 2024-04-11 3.36 3.37 3.34 3.34 600\n", " 2024-04-12 3.36 3.36 3.33 3.36 900\n", " 2024-04-15 3.30 3.31 3.20 3.25 14300\n", " 2024-04-16 3.18 3.27 3.18 3.23 13000\n", " 2024-04-17 3.17 3.19 3.17 3.18 1300\n", " ... ... ... ... ... ...\n", " 2025-04-07 2.60 2.80 2.60 2.80 19000\n", " 2025-04-08 2.62 2.70 2.62 2.70 9500\n", " 2025-04-09 2.56 2.60 2.49 2.53 33900\n", " 2025-04-10 2.60 2.62 2.59 2.62 1000\n", " 2025-04-11 2.67 2.70 2.61 2.67 2200\n", " \n", " [252 rows x 5 columns],\n", " 'DASA3': Price Close High Low Open Volume\n", " Ticker DASA3.SA DASA3.SA DASA3.SA DASA3.SA DASA3.SA\n", " Date \n", " 2024-04-11 5.35 5.46 5.31 5.43 207500\n", " 2024-04-12 4.89 5.36 4.88 5.36 583200\n", " 2024-04-15 4.49 4.97 4.48 4.93 552200\n", " 2024-04-16 4.36 4.59 4.29 4.59 1316200\n", " 2024-04-17 4.20 4.45 4.19 4.37 474600\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.81 1.85 1.73 1.81 433600\n", " 2025-04-08 1.73 1.85 1.73 1.83 522600\n", " 2025-04-09 1.82 1.86 1.71 1.72 576000\n", " 2025-04-10 1.82 1.85 1.79 1.82 574500\n", " 2025-04-11 1.76 1.85 1.73 1.82 864100\n", " \n", " [252 rows x 5 columns],\n", " 'RNEW3': Price Close High Low Open Volume\n", " Ticker RNEW3.SA RNEW3.SA RNEW3.SA RNEW3.SA RNEW3.SA\n", " Date \n", " 2024-04-11 1.14 1.15 1.12 1.14 29900\n", " 2024-04-12 1.13 1.14 1.12 1.14 29200\n", " 2024-04-15 1.08 1.10 1.04 1.09 84600\n", " 2024-04-16 1.06 1.11 1.06 1.08 152000\n", " 2024-04-17 1.05 1.07 1.05 1.07 20300\n", " ... ... ... ... ... ...\n", " 2025-04-07 0.89 0.94 0.89 0.92 90100\n", " 2025-04-08 0.84 0.91 0.84 0.90 55400\n", " 2025-04-09 0.88 0.90 0.84 0.87 110200\n", " 2025-04-10 0.88 0.92 0.87 0.90 56200\n", " 2025-04-11 0.86 0.98 0.85 0.88 216300\n", " \n", " [252 rows x 5 columns],\n", " 'RNEW4': Price Close High Low Open Volume\n", " Ticker RNEW4.SA RNEW4.SA RNEW4.SA RNEW4.SA RNEW4.SA\n", " Date \n", " 2024-04-11 1.12 1.13 1.10 1.13 53500\n", " 2024-04-12 1.10 1.13 1.10 1.13 113000\n", " 2024-04-15 1.09 1.10 1.06 1.10 145000\n", " 2024-04-16 1.06 1.10 1.04 1.10 246500\n", " 2024-04-17 1.04 1.06 1.04 1.05 88800\n", " ... ... ... ... ... ...\n", " 2025-04-07 0.88 0.95 0.88 0.91 108700\n", " 2025-04-08 0.85 0.90 0.85 0.88 268000\n", " 2025-04-09 0.87 0.87 0.83 0.87 143900\n", " 2025-04-10 0.88 0.89 0.86 0.88 29900\n", " 2025-04-11 0.86 0.89 0.85 0.89 251900\n", " \n", " [252 rows x 5 columns],\n", " 'AZEV3': Price Close High Low Open Volume\n", " Ticker AZEV3.SA AZEV3.SA AZEV3.SA AZEV3.SA AZEV3.SA\n", " Date \n", " 2024-04-11 1.77 1.86 1.62 1.70 1543500\n", " 2024-04-12 1.69 1.86 1.67 1.80 1070900\n", " 2024-04-15 1.56 1.74 1.51 1.70 1159500\n", " 2024-04-16 1.61 1.69 1.52 1.57 569200\n", " 2024-04-17 1.49 1.68 1.49 1.62 755800\n", " ... ... ... ... ... ...\n", " 2025-04-07 0.77 0.78 0.73 0.78 1486600\n", " 2025-04-08 0.72 0.80 0.71 0.77 2614400\n", " 2025-04-09 0.78 0.80 0.70 0.71 3734700\n", " 2025-04-10 0.80 0.82 0.76 0.79 2118600\n", " 2025-04-11 0.77 0.82 0.76 0.80 1984900\n", " \n", " [252 rows x 5 columns],\n", " 'CEED3': Price Close High Low Open Volume\n", " Ticker CEED3.SA CEED3.SA CEED3.SA CEED3.SA CEED3.SA\n", " Date \n", " 2024-04-11 22.90 22.90 22.90 22.90 0\n", " 2024-04-12 22.90 22.90 22.90 22.90 0\n", " 2024-04-15 22.90 22.90 22.90 22.90 0\n", " 2024-04-16 22.90 22.90 22.90 22.90 0\n", " 2024-04-17 22.90 22.90 22.90 22.90 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 10.83 10.83 10.83 10.83 0\n", " 2025-04-08 11.00 11.01 10.85 10.85 500\n", " 2025-04-09 11.00 11.00 11.00 11.00 0\n", " 2025-04-10 11.00 11.00 11.00 11.00 0\n", " 2025-04-11 11.00 11.00 11.00 11.00 0\n", " \n", " [252 rows x 5 columns],\n", " 'LUPA3': Price Close High Low Open Volume\n", " Ticker LUPA3.SA LUPA3.SA LUPA3.SA LUPA3.SA LUPA3.SA\n", " Date \n", " 2024-04-11 1.70 1.76 1.70 1.75 263800\n", " 2024-04-12 1.66 1.72 1.66 1.71 278200\n", " 2024-04-15 1.58 1.64 1.57 1.64 270800\n", " 2024-04-16 1.54 1.58 1.51 1.57 189000\n", " 2024-04-17 1.52 1.58 1.52 1.58 212900\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.28 1.30 1.24 1.28 112300\n", " 2025-04-08 1.24 1.30 1.21 1.26 56800\n", " 2025-04-09 1.26 1.32 1.20 1.23 249400\n", " 2025-04-10 1.26 1.29 1.24 1.27 112800\n", " 2025-04-11 1.26 1.28 1.24 1.25 28700\n", " \n", " [252 rows x 5 columns],\n", " 'ESTR3': Price Close High Low Open Volume\n", " Ticker ESTR3.SA ESTR3.SA ESTR3.SA ESTR3.SA ESTR3.SA\n", " Date \n", " 2024-04-11 7.6 7.6 7.6 7.6 0\n", " 2024-04-12 7.6 7.6 7.6 7.6 0\n", " 2024-04-15 7.6 7.6 7.6 7.6 0\n", " 2024-04-16 7.6 7.6 7.6 7.6 0\n", " 2024-04-17 7.6 7.6 7.6 7.6 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.0 5.0 5.0 5.0 0\n", " 2025-04-08 5.0 5.0 5.0 5.0 0\n", " 2025-04-09 5.0 5.0 5.0 5.0 0\n", " 2025-04-10 5.0 5.0 5.0 5.0 0\n", " 2025-04-11 5.0 5.0 5.0 5.0 0\n", " \n", " [252 rows x 5 columns],\n", " 'SNSY5': Price Close High Low Open Volume\n", " Ticker SNSY5.SA SNSY5.SA SNSY5.SA SNSY5.SA SNSY5.SA\n", " Date \n", " 2024-04-11 6.38 6.50 6.35 6.35 6300\n", " 2024-04-12 6.53 6.55 6.30 6.40 3900\n", " 2024-04-15 6.29 6.59 6.28 6.59 2100\n", " 2024-04-16 6.21 6.39 6.20 6.22 23300\n", " 2024-04-17 6.37 6.40 6.21 6.40 6800\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.40 4.40 4.30 4.35 5300\n", " 2025-04-08 4.42 4.43 4.40 4.43 300\n", " 2025-04-09 4.49 4.50 4.27 4.40 8900\n", " 2025-04-10 4.20 4.65 4.20 4.57 6600\n", " 2025-04-11 4.44 4.44 4.28 4.43 2200\n", " \n", " [252 rows x 5 columns],\n", " 'NTCO3': Price Close High Low Open Volume\n", " Ticker NTCO3.SA NTCO3.SA NTCO3.SA NTCO3.SA NTCO3.SA\n", " Date \n", " 2024-04-11 17.270000 17.559999 17.049999 17.500000 5723600\n", " 2024-04-12 16.920000 17.280001 16.730000 17.150000 6647400\n", " 2024-04-15 16.860001 17.010000 16.510000 16.860001 7877900\n", " 2024-04-16 16.400000 16.700001 16.370001 16.680000 10569600\n", " 2024-04-17 16.250000 16.600000 16.150000 16.540001 6622100\n", " ... ... ... ... ... ...\n", " 2025-04-07 9.410000 9.500000 8.950000 9.050000 13183000\n", " 2025-04-08 9.400000 9.560000 9.200000 9.530000 15778600\n", " 2025-04-09 9.880000 9.880000 9.280000 9.300000 14421100\n", " 2025-04-10 9.480000 9.800000 9.300000 9.790000 10403000\n", " 2025-04-11 9.370000 9.550000 9.360000 9.550000 7983400\n", " \n", " [252 rows x 5 columns],\n", " 'CSAN3': Price Close High Low Open Volume\n", " Ticker CSAN3.SA CSAN3.SA CSAN3.SA CSAN3.SA CSAN3.SA\n", " Date \n", " 2024-04-11 14.499709 15.059991 14.499709 15.021351 14826100\n", " 2024-04-12 14.374128 14.808830 14.374128 14.519028 16977000\n", " 2024-04-15 13.910446 14.441748 13.794526 14.441748 17090100\n", " 2024-04-16 13.649626 13.852486 13.610986 13.813846 12623500\n", " 2024-04-17 13.910446 14.055347 13.697926 13.813846 17173200\n", " ... ... ... ... ... ...\n", " 2025-04-07 7.010000 7.430000 6.930000 7.000000 18643200\n", " 2025-04-08 6.590000 7.110000 6.570000 7.080000 32612300\n", " 2025-04-09 6.840000 6.990000 6.450000 6.500000 43249100\n", " 2025-04-10 6.940000 6.940000 6.650000 6.790000 22727500\n", " 2025-04-11 7.040000 7.110000 6.840000 7.010000 16628200\n", " \n", " [252 rows x 5 columns],\n", " 'GPIV33': Price Close High Low Open Volume\n", " Ticker GPIV33.SA GPIV33.SA GPIV33.SA GPIV33.SA GPIV33.SA\n", " Date \n", " 2024-04-11 3.80 3.85 3.60 3.85 49272\n", " 2024-04-12 3.79 3.96 3.72 3.85 111166\n", " 2024-04-15 3.72 3.87 3.67 3.79 34054\n", " 2024-04-16 3.60 3.81 3.51 3.64 102823\n", " 2024-04-17 3.60 3.82 3.45 3.60 72659\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.81 3.82 3.67 3.67 5256\n", " 2025-04-08 4.01 4.01 3.60 3.66 23545\n", " 2025-04-09 3.98 3.99 3.71 3.71 14839\n", " 2025-04-10 3.96 3.96 3.81 3.94 8280\n", " 2025-04-11 3.89 3.97 3.81 3.96 6344\n", " \n", " [252 rows x 5 columns],\n", " 'BIED3': Price Close High Low Open Volume\n", " Ticker BIED3.SA BIED3.SA BIED3.SA BIED3.SA BIED3.SA\n", " Date \n", " 2024-11-18 4.70 4.70 4.65 4.70 300\n", " 2024-11-19 4.84 4.86 4.80 4.80 1900\n", " 2024-11-21 4.06 4.90 4.04 4.89 70300\n", " 2024-11-22 4.31 4.33 4.18 4.18 7300\n", " 2024-11-25 4.51 4.51 4.35 4.35 3700\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.37 3.37 3.34 3.34 3000\n", " 2025-04-08 3.24 3.29 3.24 3.27 28300\n", " 2025-04-09 3.24 3.27 3.24 3.25 4100\n", " 2025-04-10 3.30 3.32 3.24 3.24 1300\n", " 2025-04-11 3.45 3.45 3.32 3.32 200\n", " \n", " [92 rows x 5 columns],\n", " 'ESTR4': Price Close High Low Open Volume\n", " Ticker ESTR4.SA ESTR4.SA ESTR4.SA ESTR4.SA ESTR4.SA\n", " Date \n", " 2024-04-11 2.10 2.10 2.10 2.10 2000\n", " 2024-04-12 2.10 2.10 2.10 2.10 0\n", " 2024-04-15 2.10 2.10 2.10 2.10 0\n", " 2024-04-16 2.09 2.09 2.06 2.06 1000\n", " 2024-04-17 2.09 2.09 2.09 2.09 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.40 3.40 3.40 3.40 500\n", " 2025-04-08 3.20 3.30 3.20 3.30 3900\n", " 2025-04-09 3.25 3.25 3.25 3.25 300\n", " 2025-04-10 3.25 3.25 3.25 3.25 0\n", " 2025-04-11 3.25 3.25 3.25 3.25 0\n", " \n", " [252 rows x 5 columns],\n", " 'TXRX3': Price Close High Low Open Volume\n", " Ticker TXRX3.SA TXRX3.SA TXRX3.SA TXRX3.SA TXRX3.SA\n", " Date \n", " 2024-04-11 8.50 8.50 8.50 8.50 100\n", " 2024-04-12 8.70 8.70 8.70 8.70 100\n", " 2024-04-15 8.70 8.70 8.70 8.70 0\n", " 2024-04-16 9.05 9.05 9.05 9.05 100\n", " 2024-04-17 9.00 9.00 9.00 9.00 100\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.50 8.50 8.50 8.50 0\n", " 2025-04-08 8.50 8.50 8.50 8.50 0\n", " 2025-04-09 8.50 8.50 8.50 8.50 0\n", " 2025-04-10 8.50 8.50 8.50 8.50 0\n", " 2025-04-11 8.50 8.50 8.50 8.50 0\n", " \n", " [252 rows x 5 columns],\n", " 'MGEL4': Price Close High Low Open Volume\n", " Ticker MGEL4.SA MGEL4.SA MGEL4.SA MGEL4.SA MGEL4.SA\n", " Date \n", " 2024-04-11 18.620001 18.620001 18.500000 18.500000 3200\n", " 2024-04-12 18.110001 18.750000 18.110001 18.610001 6500\n", " 2024-04-15 18.770000 18.950001 17.770000 17.770000 1500\n", " 2024-04-16 17.440001 18.480000 17.440001 18.000000 4700\n", " 2024-04-17 17.889999 18.480000 17.830000 18.480000 2000\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.090000 6.090000 6.090000 6.090000 0\n", " 2025-04-08 6.100000 6.300000 6.090000 6.090000 400\n", " 2025-04-09 5.850000 6.070000 5.840000 5.840000 1100\n", " 2025-04-10 6.050000 6.100000 6.050000 6.070000 2000\n", " 2025-04-11 6.050000 6.050000 6.000000 6.000000 600\n", " \n", " [252 rows x 5 columns],\n", " 'VIVR3': Price Close High Low Open Volume\n", " Ticker VIVR3.SA VIVR3.SA VIVR3.SA VIVR3.SA VIVR3.SA\n", " Date \n", " 2024-04-11 3.05 3.11 3.03 3.08 42900\n", " 2024-04-12 3.01 3.09 3.01 3.07 82900\n", " 2024-04-15 2.91 3.01 2.91 3.01 85300\n", " 2024-04-16 3.01 3.01 2.88 2.95 48500\n", " 2024-04-17 2.99 3.01 2.94 3.01 51300\n", " ... ... ... ... ... ...\n", " 2025-04-07 0.99 1.00 0.98 0.99 197000\n", " 2025-04-08 0.98 1.00 0.98 1.00 122100\n", " 2025-04-09 0.99 0.99 0.97 0.98 118000\n", " 2025-04-10 0.98 0.99 0.97 0.98 63800\n", " 2025-04-11 0.96 0.98 0.96 0.98 34300\n", " \n", " [252 rows x 5 columns],\n", " 'MBLY3': Price Close High Low Open Volume\n", " Ticker MBLY3.SA MBLY3.SA MBLY3.SA MBLY3.SA MBLY3.SA\n", " Date \n", " 2024-04-11 2.30 2.52 2.28 2.39 1135600\n", " 2024-04-12 2.16 2.32 2.12 2.32 562300\n", " 2024-04-15 2.09 2.22 2.09 2.18 900300\n", " 2024-04-16 2.22 2.22 2.01 2.08 450900\n", " 2024-04-17 2.30 2.33 2.19 2.23 1680600\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.02 1.03 0.99 1.03 84200\n", " 2025-04-08 1.01 1.04 0.98 1.03 164900\n", " 2025-04-09 1.01 1.02 0.99 1.01 133400\n", " 2025-04-10 1.00 1.02 0.97 1.02 238600\n", " 2025-04-11 1.00 1.01 0.97 1.00 194600\n", " \n", " [252 rows x 5 columns],\n", " 'RDNI3': Price Close High Low Open Volume\n", " Ticker RDNI3.SA RDNI3.SA RDNI3.SA RDNI3.SA RDNI3.SA\n", " Date \n", " 2024-04-11 3.71 3.76 3.67 3.76 2700\n", " 2024-04-12 3.66 3.72 3.66 3.72 5500\n", " 2024-04-15 3.62 3.67 3.54 3.65 8900\n", " 2024-04-16 3.61 3.63 3.58 3.63 900\n", " 2024-04-17 3.55 3.60 3.55 3.60 2200\n", " ... ... ... ... ... ...\n", " 2025-04-07 2.39 2.53 2.39 2.53 3900\n", " 2025-04-08 2.36 2.43 2.34 2.34 2000\n", " 2025-04-09 2.40 2.40 2.34 2.34 500\n", " 2025-04-10 2.89 2.95 2.34 2.40 37800\n", " 2025-04-11 2.61 2.74 2.56 2.74 15100\n", " \n", " [252 rows x 5 columns],\n", " 'PCAR3': Price Close High Low Open Volume\n", " Ticker PCAR3.SA PCAR3.SA PCAR3.SA PCAR3.SA PCAR3.SA\n", " Date \n", " 2024-04-11 2.60 2.62 2.54 2.60 16487500\n", " 2024-04-12 2.55 2.65 2.50 2.59 16670900\n", " 2024-04-15 2.48 2.53 2.43 2.53 12013900\n", " 2024-04-16 2.46 2.63 2.41 2.44 25465400\n", " 2024-04-17 2.43 2.52 2.39 2.47 20552000\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.21 3.26 3.02 3.15 12547300\n", " 2025-04-08 3.07 3.26 3.04 3.23 9605600\n", " 2025-04-09 3.65 3.68 3.00 3.02 27471100\n", " 2025-04-10 3.72 3.76 3.52 3.64 17465900\n", " 2025-04-11 3.81 4.10 3.73 3.77 28367300\n", " \n", " [252 rows x 5 columns],\n", " 'BRKM3': Price Close High Low Open Volume\n", " Ticker BRKM3.SA BRKM3.SA BRKM3.SA BRKM3.SA BRKM3.SA\n", " Date \n", " 2024-04-11 23.920000 24.200001 23.660000 23.830000 3800\n", " 2024-04-12 23.150000 23.610001 22.959999 23.610001 2100\n", " 2024-04-15 22.290001 22.910000 22.290001 22.910000 5600\n", " 2024-04-16 22.129999 22.330000 22.010000 22.299999 5400\n", " 2024-04-17 21.570000 22.350000 21.570000 22.350000 17600\n", " ... ... ... ... ... ...\n", " 2025-04-07 10.000000 10.420000 9.800000 10.170000 39800\n", " 2025-04-08 9.400000 10.500000 9.240000 10.000000 46900\n", " 2025-04-09 10.030000 10.320000 9.120000 9.500000 59400\n", " 2025-04-10 10.400000 10.550000 9.870000 10.220000 12100\n", " 2025-04-11 10.430000 10.640000 10.080000 10.390000 6700\n", " \n", " [252 rows x 5 columns],\n", " 'BRKM5': Price Close High Low Open Volume\n", " Ticker BRKM5.SA BRKM5.SA BRKM5.SA BRKM5.SA BRKM5.SA\n", " Date \n", " 2024-04-11 24.540001 24.700001 24.320000 24.620001 1447100\n", " 2024-04-12 23.770000 24.530001 23.660000 24.530001 2635800\n", " 2024-04-15 23.299999 23.700001 23.059999 23.600000 2252500\n", " 2024-04-16 22.920000 23.150000 22.719999 22.969999 2135400\n", " 2024-04-17 22.440001 23.139999 22.440001 23.010000 2208700\n", " ... ... ... ... ... ...\n", " 2025-04-07 9.430000 10.020000 9.220000 9.560000 5766200\n", " 2025-04-08 8.900000 9.870000 8.890000 9.550000 6372300\n", " 2025-04-09 9.780000 9.860000 8.710000 8.810000 7407000\n", " 2025-04-10 9.880000 10.300000 9.570000 9.650000 6115000\n", " 2025-04-11 10.170000 10.240000 9.790000 9.880000 2739500\n", " \n", " [252 rows x 5 columns],\n", " 'PLAS3': Price Close High Low Open Volume\n", " Ticker PLAS3.SA PLAS3.SA PLAS3.SA PLAS3.SA PLAS3.SA\n", " Date \n", " 2024-04-11 7.20 7.56 7.01 7.56 2400\n", " 2024-04-12 7.29 7.29 7.03 7.13 1000\n", " 2024-04-15 7.40 7.40 7.33 7.33 400\n", " 2024-04-16 7.50 7.50 7.00 7.13 7300\n", " 2024-04-17 7.50 7.50 7.50 7.50 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.00 6.00 6.00 6.00 0\n", " 2025-04-08 6.00 6.00 6.00 6.00 0\n", " 2025-04-09 6.00 6.00 6.00 6.00 0\n", " 2025-04-10 6.00 6.00 6.00 6.00 0\n", " 2025-04-11 6.20 6.20 5.90 5.99 1300\n", " \n", " [252 rows x 5 columns],\n", " 'TCSA3': Price Close High Low Open Volume\n", " Ticker TCSA3.SA TCSA3.SA TCSA3.SA TCSA3.SA TCSA3.SA\n", " Date \n", " 2024-04-11 2.73 2.80 2.72 2.80 97800\n", " 2024-04-12 2.63 2.74 2.62 2.73 163400\n", " 2024-04-15 2.59 2.63 2.57 2.63 115300\n", " 2024-04-16 2.56 2.61 2.52 2.60 245800\n", " 2024-04-17 2.53 2.62 2.53 2.54 31100\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.45 1.58 1.43 1.58 128600\n", " 2025-04-08 1.40 1.50 1.36 1.49 218700\n", " 2025-04-09 1.40 1.45 1.38 1.40 47100\n", " 2025-04-10 1.38 1.44 1.38 1.44 58900\n", " 2025-04-11 1.40 1.42 1.39 1.39 19600\n", " \n", " [252 rows x 5 columns],\n", " 'BHIA3': Price Close High Low Open Volume\n", " Ticker BHIA3.SA BHIA3.SA BHIA3.SA BHIA3.SA BHIA3.SA\n", " Date \n", " 2024-04-11 7.01 7.08 6.81 6.92 5425200\n", " 2024-04-12 6.86 7.03 6.67 7.01 6222600\n", " 2024-04-15 6.61 6.94 6.52 6.85 4625600\n", " 2024-04-16 6.65 7.02 6.45 6.50 7796100\n", " 2024-04-17 6.47 6.85 6.47 6.72 6232800\n", " ... ... ... ... ... ...\n", " 2025-04-07 7.59 7.95 6.78 7.23 7751800\n", " 2025-04-08 6.50 7.99 6.39 7.77 10657300\n", " 2025-04-09 7.28 7.78 6.30 6.52 11264200\n", " 2025-04-10 6.90 7.63 6.85 7.51 8012100\n", " 2025-04-11 7.10 7.42 6.98 7.10 7494800\n", " \n", " [252 rows x 5 columns],\n", " 'SHOW3': Price Close High Low Open Volume\n", " Ticker SHOW3.SA SHOW3.SA SHOW3.SA SHOW3.SA SHOW3.SA\n", " Date \n", " 2024-04-11 2.76 2.81 2.67 2.77 207800\n", " 2024-04-12 2.62 2.79 2.52 2.75 332400\n", " 2024-04-15 2.40 2.68 2.40 2.63 291400\n", " 2024-04-16 2.42 2.54 2.33 2.40 205000\n", " 2024-04-17 2.53 2.53 2.40 2.45 72300\n", " ... ... ... ... ... ...\n", " 2025-04-07 0.65 0.66 0.65 0.65 38800\n", " 2025-04-08 0.65 0.66 0.65 0.65 71300\n", " 2025-04-09 0.63 0.66 0.63 0.65 82100\n", " 2025-04-10 0.62 0.65 0.60 0.65 286900\n", " 2025-04-11 0.63 0.65 0.62 0.63 120000\n", " \n", " [252 rows x 5 columns],\n", " 'BRPR3': Price Close High Low Open Volume\n", " Ticker BRPR3.SA BRPR3.SA BRPR3.SA BRPR3.SA BRPR3.SA\n", " Date \n", " 2024-04-11 131.169998 131.169998 131.169998 131.169998 0\n", " 2024-04-12 131.169998 131.169998 131.169998 131.169998 0\n", " 2024-04-15 131.169998 131.169998 131.169998 131.169998 0\n", " 2024-04-16 131.169998 131.169998 131.169998 131.169998 0\n", " 2024-04-17 131.169998 131.169998 131.169998 131.169998 0\n", " ... ... ... ... ... ...\n", " 2024-07-31 131.169998 131.169998 131.169998 131.169998 0\n", " 2024-08-01 131.169998 131.169998 131.169998 131.169998 0\n", " 2024-08-02 131.169998 131.169998 131.169998 131.169998 0\n", " 2024-08-05 131.169998 131.169998 131.169998 131.169998 0\n", " 2024-08-06 131.169998 131.169998 131.169998 131.169998 0\n", " \n", " [82 rows x 5 columns],\n", " 'BRKM6': Price Close High Low Open Volume\n", " Ticker BRKM6.SA BRKM6.SA BRKM6.SA BRKM6.SA BRKM6.SA\n", " Date \n", " 2024-04-11 15.18 15.18 15.18 15.18 0\n", " 2024-04-12 15.18 15.18 15.18 15.18 0\n", " 2024-04-15 15.18 15.18 15.18 15.18 0\n", " 2024-04-16 15.18 15.18 15.18 15.18 0\n", " 2024-04-17 15.18 15.18 15.18 15.18 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 7.09 7.09 7.09 7.09 500\n", " 2025-04-08 7.09 7.09 7.09 7.09 0\n", " 2025-04-09 7.56 7.56 7.56 7.56 100\n", " 2025-04-10 7.56 7.56 7.56 7.56 0\n", " 2025-04-11 7.56 7.56 7.56 7.56 0\n", " \n", " [252 rows x 5 columns],\n", " 'BDLL3': Price Close High Low Open Volume\n", " Ticker BDLL3.SA BDLL3.SA BDLL3.SA BDLL3.SA BDLL3.SA\n", " Date \n", " 2024-04-11 12.00 12.00 12.00 12.00 0\n", " 2024-04-12 12.00 12.00 12.00 12.00 0\n", " 2024-04-15 12.00 12.00 12.00 12.00 0\n", " 2024-04-16 12.50 12.50 12.50 12.50 100\n", " 2024-04-17 12.01 12.01 12.01 12.01 100\n", " ... ... ... ... ... ...\n", " 2025-04-07 9.05 9.05 9.05 9.05 200\n", " 2025-04-08 9.50 9.50 9.50 9.50 100\n", " 2025-04-09 9.50 9.50 9.50 9.50 0\n", " 2025-04-10 9.50 9.50 9.50 9.50 0\n", " 2025-04-11 9.50 9.50 9.50 9.50 0\n", " \n", " [252 rows x 5 columns],\n", " 'BDLL4': Price Close High Low Open Volume\n", " Ticker BDLL4.SA BDLL4.SA BDLL4.SA BDLL4.SA BDLL4.SA\n", " Date \n", " 2024-04-11 9.63 9.63 9.63 9.63 0\n", " 2024-04-12 9.77 9.77 9.11 9.77 500\n", " 2024-04-15 9.77 9.77 9.77 9.77 0\n", " 2024-04-16 9.77 9.77 9.59 9.59 1200\n", " 2024-04-17 9.12 9.21 9.12 9.21 600\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.70 8.70 8.70 8.70 0\n", " 2025-04-08 8.70 8.70 8.70 8.70 0\n", " 2025-04-09 8.70 8.70 8.70 8.70 0\n", " 2025-04-10 8.70 8.70 8.70 8.70 0\n", " 2025-04-11 8.70 8.70 8.70 8.70 0\n", " \n", " [252 rows x 5 columns],\n", " 'CTNM3': Price Close High Low Open Volume\n", " Ticker CTNM3.SA CTNM3.SA CTNM3.SA CTNM3.SA CTNM3.SA\n", " Date \n", " 2024-04-11 8.81 8.81 8.81 8.81 0\n", " 2024-04-12 8.40 8.79 8.20 8.23 1400\n", " 2024-04-15 8.40 8.40 8.40 8.40 0\n", " 2024-04-16 8.69 8.69 8.69 8.69 100\n", " 2024-04-17 8.78 8.78 8.78 8.78 100\n", " ... ... ... ... ... ...\n", " 2025-04-07 7.13 7.13 7.13 7.13 0\n", " 2025-04-08 7.13 7.13 7.13 7.13 0\n", " 2025-04-09 7.13 7.13 7.13 7.13 0\n", " 2025-04-10 7.13 7.13 7.13 7.13 0\n", " 2025-04-11 7.13 7.13 7.13 7.13 0\n", " \n", " [252 rows x 5 columns],\n", " 'VVEO3': Price Close High Low Open Volume\n", " Ticker VVEO3.SA VVEO3.SA VVEO3.SA VVEO3.SA VVEO3.SA\n", " Date \n", " 2024-04-11 6.761740 6.800657 6.567158 6.625533 618500\n", " 2024-04-12 6.615804 6.781198 6.489325 6.722824 1726800\n", " 2024-04-15 6.323930 6.654720 6.226639 6.654720 1320300\n", " 2024-04-16 6.294743 6.518512 6.100160 6.285014 1477000\n", " 2024-04-17 6.499054 6.674178 6.285013 6.285013 2618300\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.280000 1.310000 1.250000 1.280000 1286200\n", " 2025-04-08 1.260000 1.320000 1.260000 1.300000 1118100\n", " 2025-04-09 1.360000 1.370000 1.250000 1.250000 2855000\n", " 2025-04-10 1.250000 1.350000 1.250000 1.350000 1753400\n", " 2025-04-11 1.270000 1.290000 1.250000 1.270000 561600\n", " \n", " [252 rows x 5 columns],\n", " 'CTSA3': Price Close High Low Open Volume\n", " Ticker CTSA3.SA CTSA3.SA CTSA3.SA CTSA3.SA CTSA3.SA\n", " Date \n", " 2024-04-11 2.84 2.90 2.84 2.87 1300\n", " 2024-04-12 2.74 2.85 2.60 2.82 22900\n", " 2024-04-15 2.74 2.74 2.74 2.74 0\n", " 2024-04-16 2.54 2.87 2.50 2.57 2300\n", " 2024-04-17 2.61 2.80 2.60 2.60 3700\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.30 1.30 1.30 1.30 0\n", " 2025-04-08 1.25 1.25 1.25 1.25 400\n", " 2025-04-09 1.25 1.25 1.25 1.25 0\n", " 2025-04-10 1.25 1.25 1.25 1.25 0\n", " 2025-04-11 1.21 1.21 1.21 1.21 1000\n", " \n", " [252 rows x 5 columns],\n", " 'INEP3': Price Close High Low Open Volume\n", " Ticker INEP3.SA INEP3.SA INEP3.SA INEP3.SA INEP3.SA\n", " Date \n", " 2024-04-11 3.81 3.89 3.68 3.80 97400\n", " 2024-04-12 3.78 3.91 3.62 3.78 77200\n", " 2024-04-15 3.95 4.07 3.62 3.67 135300\n", " 2024-04-16 3.85 3.99 3.66 3.96 82000\n", " 2024-04-17 3.79 3.91 3.68 3.83 46500\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.39 1.47 1.39 1.40 40700\n", " 2025-04-08 1.39 1.43 1.38 1.43 33200\n", " 2025-04-09 1.38 1.48 1.35 1.39 57800\n", " 2025-04-10 1.51 1.60 1.41 1.44 164300\n", " 2025-04-11 1.42 1.57 1.42 1.57 34900\n", " \n", " [252 rows x 5 columns],\n", " 'INEP4': Price Close High Low Open Volume\n", " Ticker INEP4.SA INEP4.SA INEP4.SA INEP4.SA INEP4.SA\n", " Date \n", " 2024-04-11 3.18 3.23 3.05 3.11 34400\n", " 2024-04-12 3.04 3.27 3.01 3.22 55100\n", " 2024-04-15 3.17 3.27 2.99 3.06 35200\n", " 2024-04-16 3.15 3.22 3.06 3.11 30200\n", " 2024-04-17 3.17 3.33 3.03 3.18 53200\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.36 1.38 1.29 1.38 18500\n", " 2025-04-08 1.37 1.37 1.35 1.36 39300\n", " 2025-04-09 1.31 1.37 1.31 1.37 32700\n", " 2025-04-10 1.32 1.42 1.32 1.35 168100\n", " 2025-04-11 1.34 1.37 1.32 1.37 13200\n", " \n", " [251 rows x 5 columns],\n", " 'AERI3': Price Close High Low Open Volume\n", " Ticker AERI3.SA AERI3.SA AERI3.SA AERI3.SA AERI3.SA\n", " Date \n", " 2024-04-11 12.40 12.40 12.00 12.00 72620\n", " 2024-04-12 11.80 12.40 11.60 12.40 165190\n", " 2024-04-15 11.60 12.00 11.40 12.00 88260\n", " 2024-04-16 11.20 11.80 11.20 11.80 126775\n", " 2024-04-17 11.40 11.60 11.20 11.20 71270\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.89 4.00 3.70 3.99 480500\n", " 2025-04-08 3.66 3.96 3.60 3.91 800900\n", " 2025-04-09 3.70 3.75 3.54 3.61 508200\n", " 2025-04-10 3.64 3.73 3.62 3.70 231000\n", " 2025-04-11 3.71 3.72 3.62 3.68 179500\n", " \n", " [252 rows x 5 columns],\n", " 'ATMP3': Price Close High Low Open Volume\n", " Ticker ATMP3.SA ATMP3.SA ATMP3.SA ATMP3.SA ATMP3.SA\n", " Date \n", " 2024-04-11 2.00 2.01 1.92 1.96 9400\n", " 2024-04-12 2.18 2.30 1.92 1.92 74900\n", " 2024-04-15 2.01 2.24 2.01 2.23 25500\n", " 2024-04-16 2.01 2.06 2.01 2.03 2800\n", " 2024-04-17 2.04 2.05 2.00 2.00 4100\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.16 1.22 1.10 1.22 20600\n", " 2025-04-08 1.17 1.18 1.17 1.18 6700\n", " 2025-04-09 1.16 1.19 1.10 1.14 6800\n", " 2025-04-10 1.19 1.20 1.12 1.18 10400\n", " 2025-04-11 1.18 1.18 1.17 1.17 200\n", " \n", " [252 rows x 5 columns],\n", " 'TXRX4': Price Close High Low Open Volume\n", " Ticker TXRX4.SA TXRX4.SA TXRX4.SA TXRX4.SA TXRX4.SA\n", " Date \n", " 2024-04-11 2.29 2.29 2.29 2.29 0\n", " 2024-04-12 2.29 2.29 2.29 2.29 0\n", " 2024-04-15 2.20 2.20 2.20 2.20 100\n", " 2024-04-16 2.39 2.39 2.30 2.30 3200\n", " 2024-04-17 2.39 2.39 2.39 2.39 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.70 1.70 1.70 1.70 300\n", " 2025-04-08 1.50 1.65 1.50 1.65 1600\n", " 2025-04-09 1.50 1.50 1.50 1.50 0\n", " 2025-04-10 1.90 1.90 1.79 1.79 400\n", " 2025-04-11 2.06 2.10 1.85 1.85 9100\n", " \n", " [252 rows x 5 columns],\n", " 'NEXP3': Price Close High Low Open Volume\n", " Ticker NEXP3.SA NEXP3.SA NEXP3.SA NEXP3.SA NEXP3.SA\n", " Date \n", " 2024-04-11 4.28 4.30 4.22 4.22 500\n", " 2024-04-12 4.27 4.27 4.20 4.21 1400\n", " 2024-04-15 4.26 4.29 4.20 4.29 1800\n", " 2024-04-16 4.27 4.29 4.20 4.21 2800\n", " 2024-04-17 4.21 4.25 4.21 4.25 200\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.80 3.93 3.80 3.93 300\n", " 2025-04-08 3.94 3.94 3.94 3.94 200\n", " 2025-04-09 3.74 3.92 3.74 3.92 300\n", " 2025-04-10 3.87 3.87 3.76 3.76 300\n", " 2025-04-11 3.80 3.92 3.80 3.92 1700\n", " \n", " [252 rows x 5 columns],\n", " 'RPMG3': Price Close High Low Open Volume\n", " Ticker RPMG3.SA RPMG3.SA RPMG3.SA RPMG3.SA RPMG3.SA\n", " Date \n", " 2024-04-11 2.08 2.08 2.05 2.05 800\n", " 2024-04-12 2.07 2.07 2.03 2.03 4200\n", " 2024-04-15 2.07 2.07 2.02 2.05 10600\n", " 2024-04-16 2.09 2.09 2.02 2.03 1500\n", " 2024-04-17 2.09 2.09 2.09 2.09 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 2.75 2.78 2.69 2.69 1000\n", " 2025-04-08 2.70 2.86 2.69 2.69 5000\n", " 2025-04-09 2.71 2.84 2.71 2.84 1300\n", " 2025-04-10 2.75 2.90 2.70 2.72 15700\n", " 2025-04-11 2.75 2.75 2.75 2.75 0\n", " \n", " [252 rows x 5 columns],\n", " 'FHER3': Price Close High Low Open Volume\n", " Ticker FHER3.SA FHER3.SA FHER3.SA FHER3.SA FHER3.SA\n", " Date \n", " 2024-04-11 5.25 5.38 5.24 5.38 4300\n", " 2024-04-12 5.46 5.48 5.26 5.26 6900\n", " 2024-04-15 5.12 5.60 5.12 5.39 40700\n", " 2024-04-16 5.05 5.15 5.05 5.12 7700\n", " 2024-04-17 5.05 5.17 5.05 5.15 3700\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.74 3.83 3.65 3.70 40100\n", " 2025-04-08 3.62 3.85 3.57 3.83 20700\n", " 2025-04-09 3.60 3.77 3.59 3.64 10800\n", " 2025-04-10 3.54 3.73 3.54 3.66 43800\n", " 2025-04-11 3.78 3.96 3.57 3.59 58400\n", " \n", " [252 rows x 5 columns],\n", " 'CTSA4': Price Close High Low Open Volume\n", " Ticker CTSA4.SA CTSA4.SA CTSA4.SA CTSA4.SA CTSA4.SA\n", " Date \n", " 2024-04-11 1.50 1.52 1.50 1.52 3800\n", " 2024-04-12 1.46 1.50 1.46 1.50 19000\n", " 2024-04-15 1.35 1.48 1.34 1.48 29300\n", " 2024-04-16 1.34 1.39 1.33 1.35 14300\n", " 2024-04-17 1.36 1.39 1.33 1.35 7800\n", " ... ... ... ... ... ...\n", " 2025-04-07 0.73 0.73 0.73 0.73 200\n", " 2025-04-08 0.71 0.71 0.71 0.71 100\n", " 2025-04-09 0.70 0.70 0.70 0.70 800\n", " 2025-04-10 0.71 0.71 0.71 0.71 600\n", " 2025-04-11 0.71 0.71 0.71 0.71 1200\n", " \n", " [252 rows x 5 columns],\n", " 'JFEN3': Price Close High Low Open Volume\n", " Ticker JFEN3.SA JFEN3.SA JFEN3.SA JFEN3.SA JFEN3.SA\n", " Date \n", " 2024-04-11 36.200001 38.799999 36.200001 37.400002 3615\n", " 2024-04-12 36.000000 37.599998 35.799999 36.799999 1585\n", " 2024-04-15 35.799999 37.000000 35.400002 36.200001 615\n", " 2024-04-16 33.200001 36.400002 33.200001 35.799999 2050\n", " 2024-04-17 33.000000 36.000000 32.599998 36.000000 2175\n", " ... ... ... ... ... ...\n", " 2025-04-07 2.320000 2.400000 2.320000 2.400000 6400\n", " 2025-04-08 2.310000 2.360000 2.310000 2.330000 18400\n", " 2025-04-09 2.320000 2.320000 2.310000 2.310000 2300\n", " 2025-04-10 2.310000 2.370000 2.310000 2.320000 9300\n", " 2025-04-11 2.370000 2.400000 2.310000 2.310000 8800\n", " \n", " [252 rows x 5 columns],\n", " 'TEKA3': Price Close High Low Open Volume\n", " Ticker TEKA3.SA TEKA3.SA TEKA3.SA TEKA3.SA TEKA3.SA\n", " Date \n", " 2024-04-11 50.0 50.0 47.0 47.0 2500\n", " 2024-04-12 50.0 50.0 50.0 50.0 0\n", " 2024-04-15 50.0 50.0 50.0 50.0 300\n", " 2024-04-16 50.0 50.0 50.0 50.0 0\n", " 2024-04-17 50.0 50.0 50.0 50.0 500\n", " ... ... ... ... ... ...\n", " 2025-04-07 42.5 42.5 42.5 42.5 0\n", " 2025-04-08 42.5 42.5 42.5 42.5 0\n", " 2025-04-09 42.5 42.5 42.5 42.5 0\n", " 2025-04-10 42.5 42.5 42.5 42.5 0\n", " 2025-04-11 42.5 42.5 42.5 42.5 0\n", " \n", " [252 rows x 5 columns],\n", " 'GOLL4': Price Close High Low Open Volume\n", " Ticker GOLL4.SA GOLL4.SA GOLL4.SA GOLL4.SA GOLL4.SA\n", " Date \n", " 2024-04-11 1.49 1.54 1.49 1.50 3714600\n", " 2024-04-12 1.44 1.50 1.38 1.50 7327000\n", " 2024-04-15 1.39 1.45 1.35 1.44 7203200\n", " 2024-04-16 1.38 1.42 1.31 1.32 9193800\n", " 2024-04-17 1.37 1.43 1.33 1.39 6661200\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.42 1.44 1.35 1.37 3232700\n", " 2025-04-08 1.40 1.49 1.39 1.46 2059700\n", " 2025-04-09 1.44 1.45 1.37 1.38 2794800\n", " 2025-04-10 1.40 1.44 1.40 1.41 1169000\n", " 2025-04-11 1.39 1.43 1.35 1.41 1796000\n", " \n", " [252 rows x 5 columns],\n", " 'SEQL3': Price Close High Low Open Volume\n", " Ticker SEQL3.SA SEQL3.SA SEQL3.SA SEQL3.SA SEQL3.SA\n", " Date \n", " 2024-04-11 6.20 6.40 6.00 6.20 214655\n", " 2024-04-12 5.80 6.20 5.60 6.20 844655\n", " 2024-04-15 5.80 5.80 5.20 5.80 530975\n", " 2024-04-16 6.00 6.00 5.40 5.60 311500\n", " 2024-04-17 7.20 7.80 5.80 6.00 2672435\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.98 2.37 1.98 2.16 1432800\n", " 2025-04-08 1.95 2.08 1.93 2.08 456200\n", " 2025-04-09 2.00 2.03 1.94 1.95 468600\n", " 2025-04-10 2.00 2.14 1.99 2.04 777300\n", " 2025-04-11 2.01 2.08 2.00 2.08 196400\n", " \n", " [252 rows x 5 columns],\n", " 'PMAM3': Price Close High Low Open Volume\n", " Ticker PMAM3.SA PMAM3.SA PMAM3.SA PMAM3.SA PMAM3.SA\n", " Date \n", " 2024-04-11 3.00 3.01 2.95 3.01 32900\n", " 2024-04-12 2.86 2.99 2.85 2.98 93600\n", " 2024-04-15 2.78 2.86 2.75 2.86 59200\n", " 2024-04-16 2.93 2.93 2.75 2.78 20600\n", " 2024-04-17 2.79 2.93 2.69 2.93 70100\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.95 1.97 1.53 1.53 2652400\n", " 2025-04-08 2.44 2.70 2.09 2.20 6461200\n", " 2025-04-09 2.03 2.71 2.00 2.63 4513800\n", " 2025-04-10 1.89 2.25 1.75 2.08 2719900\n", " 2025-04-11 2.03 2.15 1.81 1.87 1429400\n", " \n", " [252 rows x 5 columns],\n", " 'TEKA4': Price Close High Low Open Volume\n", " Ticker TEKA4.SA TEKA4.SA TEKA4.SA TEKA4.SA TEKA4.SA\n", " Date \n", " 2024-04-11 40.950001 40.950001 40.950001 40.950001 0\n", " 2024-04-12 40.950001 40.950001 40.950001 40.950001 0\n", " 2024-04-15 40.950001 40.950001 40.950001 40.950001 0\n", " 2024-04-16 40.950001 40.950001 40.950001 40.950001 0\n", " 2024-04-17 40.950001 40.950001 40.950001 40.950001 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 21.250000 21.250000 21.250000 21.250000 0\n", " 2025-04-08 21.250000 21.250000 21.250000 21.250000 0\n", " 2025-04-09 21.250000 21.250000 21.250000 21.250000 0\n", " 2025-04-10 21.250000 21.250000 21.250000 21.250000 0\n", " 2025-04-11 21.250000 21.250000 21.250000 21.250000 0\n", " \n", " [252 rows x 5 columns],\n", " 'AGXY3': Price Close High Low Open Volume\n", " Ticker AGXY3.SA AGXY3.SA AGXY3.SA AGXY3.SA AGXY3.SA\n", " Date \n", " 2024-04-11 1.99 2.06 1.98 2.01 293200\n", " 2024-04-12 1.93 2.02 1.93 2.01 266000\n", " 2024-04-15 1.82 1.99 1.81 1.99 279100\n", " 2024-04-16 1.88 1.89 1.80 1.82 258500\n", " 2024-04-17 1.88 2.04 1.83 1.89 320400\n", " ... ... ... ... ... ...\n", " 2025-04-07 0.53 0.53 0.50 0.51 401500\n", " 2025-04-08 0.54 0.56 0.52 0.52 514600\n", " 2025-04-09 0.53 0.61 0.53 0.56 1423400\n", " 2025-04-10 0.53 0.63 0.52 0.63 2189800\n", " 2025-04-11 0.53 0.56 0.53 0.54 355900\n", " \n", " [252 rows x 5 columns],\n", " 'IFCM3': Price Close High Low Open Volume\n", " Ticker IFCM3.SA IFCM3.SA IFCM3.SA IFCM3.SA IFCM3.SA\n", " Date \n", " 2024-04-11 0.85 0.89 0.84 0.87 4293700\n", " 2024-04-12 0.78 0.86 0.77 0.85 14395900\n", " 2024-04-15 0.73 0.79 0.72 0.79 11718900\n", " 2024-04-16 0.73 0.76 0.69 0.72 8705500\n", " 2024-04-17 0.72 0.76 0.71 0.74 5585500\n", " ... ... ... ... ... ...\n", " 2025-04-07 0.09 0.11 0.09 0.09 34716800\n", " 2025-04-08 0.09 0.10 0.08 0.09 15212900\n", " 2025-04-09 0.09 0.10 0.09 0.09 9267400\n", " 2025-04-10 0.09 0.10 0.08 0.09 14832200\n", " 2025-04-11 0.09 0.10 0.09 0.09 7709800\n", " \n", " [252 rows x 5 columns],\n", " 'CTNM4': Price Close High Low Open Volume\n", " Ticker CTNM4.SA CTNM4.SA CTNM4.SA CTNM4.SA CTNM4.SA\n", " Date \n", " 2024-04-11 1.17 1.17 1.15 1.17 14600\n", " 2024-04-12 1.12 1.16 1.10 1.16 24400\n", " 2024-04-15 1.11 1.14 1.09 1.12 26300\n", " 2024-04-16 1.11 1.12 1.00 1.10 70200\n", " 2024-04-17 1.08 1.11 1.06 1.11 18800\n", " ... ... ... ... ... ...\n", " 2025-04-07 0.86 0.86 0.86 0.86 0\n", " 2025-04-08 0.86 0.86 0.86 0.86 0\n", " 2025-04-09 0.86 0.86 0.86 0.86 0\n", " 2025-04-10 0.86 0.86 0.86 0.86 0\n", " 2025-04-11 0.86 0.86 0.86 0.86 0\n", " \n", " [252 rows x 5 columns],\n", " 'PDGR3': Price Close High Low Open Volume\n", " Ticker PDGR3.SA PDGR3.SA PDGR3.SA PDGR3.SA PDGR3.SA\n", " Date \n", " 2024-04-11 37.50 37.50 36.25 37.50 4618\n", " 2024-04-12 35.00 37.50 35.00 37.50 12388\n", " 2024-04-15 35.00 36.25 33.75 36.25 12088\n", " 2024-04-16 33.75 35.00 32.50 33.75 15161\n", " 2024-04-17 33.75 35.00 33.75 35.00 6925\n", " ... ... ... ... ... ...\n", " 2025-04-07 0.85 0.91 0.83 0.90 787300\n", " 2025-04-08 0.82 0.90 0.80 0.87 593900\n", " 2025-04-09 0.88 0.88 0.80 0.82 641000\n", " 2025-04-10 0.87 0.91 0.85 0.86 649300\n", " 2025-04-11 0.88 0.89 0.86 0.87 165700\n", " \n", " [252 rows x 5 columns],\n", " 'SGPS3': Price Close High Low Open Volume\n", " Ticker SGPS3.SA SGPS3.SA SGPS3.SA SGPS3.SA SGPS3.SA\n", " Date \n", " 2024-04-11 3.95 4.05 3.90 3.95 19120\n", " 2024-04-12 3.85 4.00 3.75 3.90 81100\n", " 2024-04-15 3.80 3.85 3.75 3.85 21600\n", " 2024-04-16 3.80 3.85 3.75 3.80 26900\n", " 2024-04-17 3.75 3.90 3.75 3.80 27840\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.64 1.64 1.64 1.64 0\n", " 2025-04-08 1.64 1.64 1.64 1.64 0\n", " 2025-04-09 1.64 1.64 1.64 1.64 0\n", " 2025-04-10 1.64 1.64 1.64 1.64 0\n", " 2025-04-11 1.64 1.64 1.64 1.64 0\n", " \n", " [252 rows x 5 columns],\n", " 'GSHP3': Price Close High Low Open Volume\n", " Ticker GSHP3.SA GSHP3.SA GSHP3.SA GSHP3.SA GSHP3.SA\n", " Date \n", " 2024-04-11 10.8 10.8 10.8 10.8 0\n", " 2024-04-12 10.8 10.8 10.8 10.8 100\n", " 2024-04-15 10.8 10.8 10.8 10.8 0\n", " 2024-04-16 10.8 10.8 10.8 10.8 0\n", " 2024-04-17 10.8 10.8 10.8 10.8 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.0 6.0 6.0 6.0 0\n", " 2025-04-08 6.0 6.0 6.0 6.0 0\n", " 2025-04-09 6.0 6.0 6.0 6.0 0\n", " 2025-04-10 6.0 6.0 6.0 6.0 0\n", " 2025-04-11 6.0 6.0 6.0 6.0 0\n", " \n", " [252 rows x 5 columns],\n", " 'OSXB3': Price Close High Low Open Volume\n", " Ticker OSXB3.SA OSXB3.SA OSXB3.SA OSXB3.SA OSXB3.SA\n", " Date \n", " 2024-04-11 4.17 4.24 4.15 4.24 3000\n", " 2024-04-12 4.16 4.20 4.11 4.20 1200\n", " 2024-04-15 4.15 4.15 4.11 4.15 5400\n", " 2024-04-16 4.13 4.14 4.11 4.12 1400\n", " 2024-04-17 4.12 4.17 4.08 4.13 7000\n", " ... ... ... ... ... ...\n", " 2025-04-07 2.85 3.06 2.81 3.02 11400\n", " 2025-04-08 2.95 3.17 2.95 2.99 4200\n", " 2025-04-09 2.90 3.10 2.90 3.10 200\n", " 2025-04-10 3.00 3.00 3.00 3.00 800\n", " 2025-04-11 2.97 2.97 2.85 2.85 4100\n", " \n", " [252 rows x 5 columns],\n", " 'TENE5': Price Close High Low Open Volume\n", " Ticker TENE5.SA TENE5.SA TENE5.SA TENE5.SA TENE5.SA\n", " Date \n", " 2024-04-11 5.0 5.0 5.0 5.0 0\n", " 2024-04-12 5.0 5.0 5.0 5.0 0\n", " 2024-04-15 5.0 5.0 5.0 5.0 0\n", " 2024-04-16 5.0 5.0 5.0 5.0 0\n", " 2024-04-17 5.0 5.0 5.0 5.0 0\n", " ... ... ... ... ... ...\n", " 2024-07-31 5.0 5.0 5.0 5.0 0\n", " 2024-08-01 5.0 5.0 5.0 5.0 0\n", " 2024-08-02 5.0 5.0 5.0 5.0 0\n", " 2024-08-05 5.0 5.0 5.0 5.0 0\n", " 2024-08-06 5.0 5.0 5.0 5.0 0\n", " \n", " [82 rows x 5 columns],\n", " 'VSPT3': Price Close High Low Open Volume\n", " Ticker VSPT3.SA VSPT3.SA VSPT3.SA VSPT3.SA VSPT3.SA\n", " Date \n", " 2024-04-11 1.5 1.5 1.5 1.5 0\n", " 2024-04-12 1.5 1.5 1.5 1.5 0\n", " 2024-04-15 1.5 1.5 1.5 1.5 0\n", " 2024-04-16 1.5 1.5 1.5 1.5 0\n", " 2024-04-17 1.5 1.5 1.5 1.5 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.5 1.5 1.5 1.5 0\n", " 2025-04-08 1.5 1.5 1.5 1.5 0\n", " 2025-04-09 1.5 1.5 1.5 1.5 0\n", " 2025-04-10 1.5 1.5 1.5 1.5 0\n", " 2025-04-11 1.5 1.5 1.5 1.5 0\n", " \n", " [252 rows x 5 columns],\n", " 'IRBR3': Price Close High Low Open Volume\n", " Ticker IRBR3.SA IRBR3.SA IRBR3.SA IRBR3.SA IRBR3.SA\n", " Date \n", " 2024-04-11 40.509998 40.849998 39.849998 40.820000 2485200\n", " 2024-04-12 40.139999 40.680000 39.599998 40.500000 1064500\n", " 2024-04-15 38.980000 40.299999 38.779999 40.200001 1567600\n", " 2024-04-16 38.529999 38.880001 38.070000 38.880001 1068200\n", " 2024-04-17 39.020000 40.349998 38.220001 38.740002 1481800\n", " ... ... ... ... ... ...\n", " 2025-04-07 50.119999 51.290001 47.459999 47.549999 1903200\n", " 2025-04-08 49.730000 51.560001 49.139999 50.509998 948400\n", " 2025-04-09 50.380001 51.070000 48.450001 49.549999 1544700\n", " 2025-04-10 47.810001 50.220001 46.790001 49.990002 2203200\n", " 2025-04-11 44.630001 48.240002 44.630001 48.090000 2771400\n", " \n", " [252 rows x 5 columns],\n", " 'GEPA3': Price Close High Low Open Volume\n", " Ticker GEPA3.SA GEPA3.SA GEPA3.SA GEPA3.SA GEPA3.SA\n", " Date \n", " 2024-04-11 21.862360 21.862360 21.862360 21.862360 0\n", " 2024-04-12 21.862360 21.862360 21.862360 21.862360 0\n", " 2024-04-15 21.862360 21.862360 21.862360 21.862360 0\n", " 2024-04-16 22.505371 22.505371 22.505371 22.505371 300\n", " 2024-04-17 22.505371 22.505371 22.505371 22.505371 100\n", " ... ... ... ... ... ...\n", " 2025-04-07 31.500000 31.500000 31.500000 31.500000 200\n", " 2025-04-08 31.500000 31.500000 31.500000 31.500000 0\n", " 2025-04-09 31.500000 31.500000 31.500000 31.500000 0\n", " 2025-04-10 31.000000 31.000000 31.000000 31.000000 200\n", " 2025-04-11 31.000000 31.000000 31.000000 31.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'GEPA4': Price Close High Low Open Volume\n", " Ticker GEPA4.SA GEPA4.SA GEPA4.SA GEPA4.SA GEPA4.SA\n", " Date \n", " 2024-04-11 21.452316 21.774907 21.452316 21.774907 1400\n", " 2024-04-12 21.774906 22.742680 21.774906 22.089432 1300\n", " 2024-04-15 21.976526 22.331377 21.936203 22.170081 1800\n", " 2024-04-16 21.976526 21.976526 21.774907 21.774907 300\n", " 2024-04-17 22.178146 22.178146 21.976527 21.976527 700\n", " ... ... ... ... ... ...\n", " 2025-04-07 31.799999 31.799999 31.799999 31.799999 0\n", " 2025-04-08 32.500000 32.500000 32.500000 32.500000 100\n", " 2025-04-09 32.500000 32.500000 32.500000 32.500000 500\n", " 2025-04-10 32.500000 32.500000 32.500000 32.500000 0\n", " 2025-04-11 33.000000 33.000000 32.990002 32.990002 400\n", " \n", " [252 rows x 5 columns],\n", " 'TIMS3': Price Close High Low Open Volume\n", " Ticker TIMS3.SA TIMS3.SA TIMS3.SA TIMS3.SA TIMS3.SA\n", " Date \n", " 2024-04-11 15.862727 16.126198 15.762791 16.098942 4106400\n", " 2024-04-12 15.690109 15.808216 15.472065 15.808216 7145200\n", " 2024-04-15 15.780963 15.817303 15.553833 15.653769 16420400\n", " 2024-04-16 15.653769 15.826387 15.644683 15.708281 6678900\n", " 2024-04-17 15.699196 15.753706 15.553833 15.644684 5951500\n", " ... ... ... ... ... ...\n", " 2025-04-07 16.480000 16.900000 16.280001 16.750000 10731000\n", " 2025-04-08 16.639999 16.740000 16.410000 16.500000 8168600\n", " 2025-04-09 17.049999 17.330000 16.440001 16.540001 8763800\n", " 2025-04-10 17.040001 17.190001 16.920000 16.990000 3550700\n", " 2025-04-11 17.270000 17.379999 17.049999 17.150000 5216100\n", " \n", " [252 rows x 5 columns],\n", " 'OIBR3': Price Close High Low Open Volume\n", " Ticker OIBR3.SA OIBR3.SA OIBR3.SA OIBR3.SA OIBR3.SA\n", " Date \n", " 2024-04-11 6.40 6.60 6.40 6.50 380820\n", " 2024-04-12 6.50 6.50 6.40 6.40 220250\n", " 2024-04-15 6.60 6.60 6.30 6.40 596300\n", " 2024-04-16 6.80 7.10 6.60 6.70 1448090\n", " 2024-04-17 6.80 7.10 6.60 6.90 1066110\n", " ... ... ... ... ... ...\n", " 2025-04-07 0.80 0.89 0.78 0.89 12639700\n", " 2025-04-08 0.72 0.84 0.71 0.82 9700000\n", " 2025-04-09 0.70 0.73 0.68 0.72 9635400\n", " 2025-04-10 0.59 0.75 0.58 0.70 26377900\n", " 2025-04-11 0.48 0.60 0.46 0.59 40969000\n", " \n", " [252 rows x 5 columns],\n", " 'CORR3': Price Close High Low Open Volume\n", " Ticker CORR3.SA CORR3.SA CORR3.SA CORR3.SA CORR3.SA\n", " Date \n", " 2024-04-11 12.0 12.0 12.0 12.0 0\n", " 2024-04-12 12.0 12.0 12.0 12.0 0\n", " 2024-04-15 12.0 12.0 12.0 12.0 0\n", " 2024-04-16 12.0 12.0 12.0 12.0 0\n", " 2024-04-17 12.0 12.0 12.0 12.0 0\n", " ... ... ... ... ... ...\n", " 2024-07-31 12.0 12.0 12.0 12.0 0\n", " 2024-08-01 12.0 12.0 12.0 12.0 0\n", " 2024-08-02 12.0 12.0 12.0 12.0 0\n", " 2024-08-05 12.0 12.0 12.0 12.0 0\n", " 2024-08-06 12.0 12.0 12.0 12.0 0\n", " \n", " [82 rows x 5 columns],\n", " 'BPHA3': Price Close High Low Open Volume\n", " Ticker BPHA3.SA BPHA3.SA BPHA3.SA BPHA3.SA BPHA3.SA\n", " Date \n", " 2024-04-11 0.62 0.62 0.62 0.62 0\n", " 2024-04-12 0.62 0.62 0.62 0.62 0\n", " 2024-04-15 0.62 0.62 0.62 0.62 0\n", " 2024-04-16 0.62 0.62 0.62 0.62 0\n", " 2024-04-17 0.62 0.62 0.62 0.62 0\n", " ... ... ... ... ... ...\n", " 2024-07-31 0.62 0.62 0.62 0.62 0\n", " 2024-08-01 0.62 0.62 0.62 0.62 0\n", " 2024-08-02 0.62 0.62 0.62 0.62 0\n", " 2024-08-05 0.62 0.62 0.62 0.62 0\n", " 2024-08-06 0.62 0.62 0.62 0.62 0\n", " \n", " [82 rows x 5 columns],\n", " 'AMER3': Price Close High Low Open Volume\n", " Ticker AMER3.SA AMER3.SA AMER3.SA AMER3.SA AMER3.SA\n", " Date \n", " 2024-04-11 56.00 58.00 55.00 55.00 152785\n", " 2024-04-12 53.00 56.00 53.00 56.00 157524\n", " 2024-04-15 50.00 54.00 50.00 53.00 226432\n", " 2024-04-16 52.00 54.00 49.00 50.00 278741\n", " 2024-04-17 53.00 56.00 52.00 53.00 233131\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.78 5.97 5.63 5.78 4141400\n", " 2025-04-08 5.60 6.03 5.51 5.91 5071600\n", " 2025-04-09 5.82 5.89 5.44 5.54 6012600\n", " 2025-04-10 5.77 5.94 5.65 5.86 2758100\n", " 2025-04-11 6.01 6.02 5.71 5.79 4301600\n", " \n", " [252 rows x 5 columns],\n", " 'AZUL4': Price Close High Low Open Volume\n", " Ticker AZUL4.SA AZUL4.SA AZUL4.SA AZUL4.SA AZUL4.SA\n", " Date \n", " 2024-04-11 12.41 12.83 12.33 12.79 9761700\n", " 2024-04-12 11.16 12.25 11.03 12.25 30081300\n", " 2024-04-15 10.69 11.34 10.44 11.16 26210700\n", " 2024-04-16 10.47 10.66 9.88 10.35 25639900\n", " 2024-04-17 10.47 11.00 10.29 10.86 16414700\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.09 3.21 3.04 3.10 15796100\n", " 2025-04-08 3.01 3.19 2.97 3.19 12207500\n", " 2025-04-09 3.15 3.15 2.91 2.95 21479200\n", " 2025-04-10 3.01 3.15 2.97 3.15 14118400\n", " 2025-04-11 3.00 3.07 2.97 3.01 11762100\n", " \n", " [252 rows x 5 columns],\n", " 'RSID3': Price Close High Low Open Volume\n", " Ticker RSID3.SA RSID3.SA RSID3.SA RSID3.SA RSID3.SA\n", " Date \n", " 2024-04-11 4.14 4.14 3.96 4.10 41300\n", " 2024-04-12 4.00 4.14 3.77 4.08 31500\n", " 2024-04-15 4.28 4.39 3.81 4.00 151300\n", " 2024-04-16 4.30 4.50 4.23 4.23 31300\n", " 2024-04-17 4.43 4.69 4.11 4.49 218400\n", " ... ... ... ... ... ...\n", " 2025-04-07 2.75 2.86 2.73 2.86 11800\n", " 2025-04-08 2.57 2.80 2.52 2.80 32100\n", " 2025-04-09 2.55 2.62 2.46 2.59 17800\n", " 2025-04-10 2.39 2.56 2.25 2.56 48400\n", " 2025-04-11 2.42 2.49 2.26 2.39 92500\n", " \n", " [252 rows x 5 columns],\n", " 'SLED4': Price Close High Low Open Volume\n", " Ticker SLED4.SA SLED4.SA SLED4.SA SLED4.SA SLED4.SA\n", " Date \n", " 2024-04-11 1.6 1.6 1.6 1.6 0\n", " 2024-04-12 1.6 1.6 1.6 1.6 0\n", " 2024-04-15 1.6 1.6 1.6 1.6 0\n", " 2024-04-16 1.6 1.6 1.6 1.6 0\n", " 2024-04-17 1.6 1.6 1.6 1.6 0\n", " ... ... ... ... ... ...\n", " 2024-07-31 1.6 1.6 1.6 1.6 0\n", " 2024-08-01 1.6 1.6 1.6 1.6 0\n", " 2024-08-02 1.6 1.6 1.6 1.6 0\n", " 2024-08-05 1.6 1.6 1.6 1.6 0\n", " 2024-08-06 1.6 1.6 1.6 1.6 0\n", " \n", " [82 rows x 5 columns],\n", " 'OIBR4': Price Close High Low Open Volume\n", " Ticker OIBR4.SA OIBR4.SA OIBR4.SA OIBR4.SA OIBR4.SA\n", " Date \n", " 2024-04-11 18.299999 18.799999 18.200001 18.799999 1860\n", " 2024-04-12 18.100000 18.600000 18.000000 18.299999 4360\n", " 2024-04-15 18.600000 18.799999 18.000000 18.100000 8100\n", " 2024-04-16 18.700001 19.100000 18.500000 19.100000 12910\n", " 2024-04-17 18.700001 19.000000 18.500000 18.799999 10540\n", " ... ... ... ... ... ...\n", " 2025-04-07 7.400000 7.400000 6.850000 7.230000 100200\n", " 2025-04-08 7.420000 8.000000 7.310000 7.520000 54100\n", " 2025-04-09 7.070000 7.490000 6.870000 7.320000 89700\n", " 2025-04-10 6.090000 7.380000 6.070000 7.300000 53400\n", " 2025-04-11 6.590000 6.590000 5.650000 6.130000 31300\n", " \n", " [252 rows x 5 columns],\n", " 'CORR4': Price Close High Low Open Volume\n", " Ticker CORR4.SA CORR4.SA CORR4.SA CORR4.SA CORR4.SA\n", " Date \n", " 2024-04-11 82.0 82.0 82.0 82.0 0\n", " 2024-04-12 82.0 82.0 82.0 82.0 0\n", " 2024-04-15 82.0 82.0 82.0 82.0 0\n", " 2024-04-16 82.0 82.0 82.0 82.0 0\n", " 2024-04-17 82.0 82.0 82.0 82.0 0\n", " ... ... ... ... ... ...\n", " 2024-07-31 82.0 82.0 82.0 82.0 0\n", " 2024-08-01 82.0 82.0 82.0 82.0 0\n", " 2024-08-02 82.0 82.0 82.0 82.0 0\n", " 2024-08-05 82.0 82.0 82.0 82.0 0\n", " 2024-08-06 82.0 82.0 82.0 82.0 0\n", " \n", " [82 rows x 5 columns],\n", " 'SLED3': Price Close High Low Open Volume\n", " Ticker SLED3.SA SLED3.SA SLED3.SA SLED3.SA SLED3.SA\n", " Date \n", " 2024-04-11 3.21 3.21 3.21 3.21 0\n", " 2024-04-12 3.21 3.21 3.21 3.21 0\n", " 2024-04-15 3.21 3.21 3.21 3.21 0\n", " 2024-04-16 3.21 3.21 3.21 3.21 0\n", " 2024-04-17 3.21 3.21 3.21 3.21 0\n", " ... ... ... ... ... ...\n", " 2024-07-31 3.21 3.21 3.21 3.21 0\n", " 2024-08-01 3.21 3.21 3.21 3.21 0\n", " 2024-08-02 3.21 3.21 3.21 3.21 0\n", " 2024-08-05 3.21 3.21 3.21 3.21 0\n", " 2024-08-06 3.21 3.21 3.21 3.21 0\n", " \n", " [82 rows x 5 columns],\n", " 'HOOT4': Price Close High Low Open Volume\n", " Ticker HOOT4.SA HOOT4.SA HOOT4.SA HOOT4.SA HOOT4.SA\n", " Date \n", " 2024-04-11 2.79 2.81 2.78 2.81 20800\n", " 2024-04-12 2.79 2.79 2.79 2.79 0\n", " 2024-04-15 2.87 2.87 2.87 2.87 100\n", " 2024-04-16 2.80 2.82 2.80 2.82 7200\n", " 2024-04-17 2.80 2.83 2.80 2.83 6200\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.00 3.19 3.00 3.15 7500\n", " 2025-04-08 2.98 3.00 2.92 3.00 2700\n", " 2025-04-09 2.87 2.99 2.77 2.77 5900\n", " 2025-04-10 2.75 2.85 2.72 2.85 14100\n", " 2025-04-11 2.71 2.72 2.71 2.72 2000\n", " \n", " [252 rows x 5 columns],\n", " 'MWET4': Price Close High Low Open Volume\n", " Ticker MWET4.SA MWET4.SA MWET4.SA MWET4.SA MWET4.SA\n", " Date \n", " 2024-04-11 5.57 5.99 5.50 5.99 22700\n", " 2024-04-12 5.49 5.51 5.49 5.51 400\n", " 2024-04-15 5.23 5.25 5.00 5.25 13700\n", " 2024-04-16 5.29 5.29 5.29 5.29 100\n", " 2024-04-17 5.29 5.29 5.29 5.29 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 12.10 12.10 12.10 12.10 0\n", " 2025-04-08 12.10 12.10 12.10 12.10 0\n", " 2025-04-09 12.10 12.10 12.10 12.10 0\n", " 2025-04-10 12.10 12.10 12.10 12.10 0\n", " 2025-04-11 12.10 12.10 12.10 12.10 0\n", " \n", " [252 rows x 5 columns],\n", " 'MWET3': Price Close High Low Open Volume\n", " Ticker MWET3.SA MWET3.SA MWET3.SA MWET3.SA MWET3.SA\n", " Date \n", " 2024-04-11 11.11 11.11 11.11 11.11 100\n", " 2024-04-12 11.11 11.11 11.11 11.11 0\n", " 2024-04-15 11.11 11.11 11.11 11.11 0\n", " 2024-04-16 11.11 11.11 11.11 11.11 0\n", " 2024-04-17 11.11 11.11 11.11 11.11 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 12.50 12.50 12.50 12.50 0\n", " 2025-04-08 12.50 12.50 12.50 12.50 0\n", " 2025-04-09 12.50 12.50 12.50 12.50 0\n", " 2025-04-10 12.50 12.50 12.50 12.50 0\n", " 2025-04-11 12.50 12.50 12.50 12.50 0\n", " \n", " [252 rows x 5 columns],\n", " 'NORD3': Price Close High Low Open Volume\n", " Ticker NORD3.SA NORD3.SA NORD3.SA NORD3.SA NORD3.SA\n", " Date \n", " 2024-04-11 8.00 8.00 8.00 8.00 0\n", " 2024-04-12 7.40 8.00 7.40 8.00 800\n", " 2024-04-15 8.50 8.50 7.40 7.40 1800\n", " 2024-04-16 9.00 9.60 8.70 9.45 1200\n", " 2024-04-17 8.98 8.98 8.97 8.97 200\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.08 6.08 6.08 6.08 0\n", " 2025-04-08 5.85 5.85 5.85 5.85 500\n", " 2025-04-09 5.85 5.85 5.85 5.85 0\n", " 2025-04-10 5.85 5.85 5.85 5.85 0\n", " 2025-04-11 5.38 5.50 5.38 5.50 1000\n", " \n", " [252 rows x 5 columns],\n", " 'LIGT3': Price Close High Low Open Volume\n", " Ticker LIGT3.SA LIGT3.SA LIGT3.SA LIGT3.SA LIGT3.SA\n", " Date \n", " 2024-04-11 5.30 5.65 5.07 5.14 2177300\n", " 2024-04-12 5.17 5.50 5.00 5.50 2107800\n", " 2024-04-15 5.10 5.10 4.96 5.06 1467700\n", " 2024-04-16 5.10 5.27 4.97 5.10 1246100\n", " 2024-04-17 5.16 5.22 5.07 5.14 1234500\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.86 4.96 4.51 4.70 785200\n", " 2025-04-08 4.70 5.04 4.69 4.87 1032600\n", " 2025-04-09 4.88 5.13 4.61 4.61 1652300\n", " 2025-04-10 4.56 4.95 4.53 4.93 1109500\n", " 2025-04-11 4.58 4.64 4.50 4.61 1071700\n", " \n", " [252 rows x 5 columns],\n", " 'APTI4': Price Close High Low Open Volume\n", " Ticker APTI4.SA APTI4.SA APTI4.SA APTI4.SA APTI4.SA\n", " Date \n", " 2024-04-11 3451.703613 3451.703613 3451.703613 3451.703613 0\n", " 2024-04-12 3451.703613 3451.703613 3451.703613 3451.703613 0\n", " 2024-04-15 3451.703613 3451.703613 3451.703613 3451.703613 0\n", " 2024-04-16 3451.703613 3451.703613 3451.703613 3451.703613 0\n", " 2024-04-17 3451.703613 3451.703613 3451.703613 3451.703613 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 3500.000000 3500.000000 3500.000000 3500.000000 0\n", " 2025-04-08 3500.000000 3500.000000 3500.000000 3500.000000 0\n", " 2025-04-09 3500.000000 3500.000000 3500.000000 3500.000000 0\n", " 2025-04-10 3500.000000 3500.000000 3500.000000 3500.000000 0\n", " 2025-04-11 3500.000000 3500.000000 3500.000000 3500.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'SYNE3': Price Close High Low Open Volume\n", " Ticker SYNE3.SA SYNE3.SA SYNE3.SA SYNE3.SA SYNE3.SA\n", " Date \n", " 2024-04-11 6.321654 6.528679 6.321654 6.513891 287400\n", " 2024-04-12 6.417773 6.491710 6.269897 6.314260 477400\n", " 2024-04-15 6.284685 6.402985 6.210747 6.366016 391200\n", " 2024-04-16 6.380804 6.410379 6.173779 6.284685 274700\n", " 2024-04-17 6.380804 6.454741 6.321654 6.373410 250200\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.900000 4.960000 4.710000 4.860000 638900\n", " 2025-04-08 4.870000 5.000000 4.830000 4.900000 477800\n", " 2025-04-09 5.050000 5.090000 4.830000 4.920000 617200\n", " 2025-04-10 4.920000 5.060000 4.900000 4.980000 361700\n", " 2025-04-11 5.040000 5.040000 4.910000 5.010000 339900\n", " \n", " [252 rows x 5 columns],\n", " 'CTKA4': Price Close High Low Open Volume\n", " Ticker CTKA4.SA CTKA4.SA CTKA4.SA CTKA4.SA CTKA4.SA\n", " Date \n", " 2024-04-11 19.000000 19.000000 19.000000 19.000000 0\n", " 2024-04-12 19.000000 19.010000 19.000000 19.010000 5100\n", " 2024-04-15 19.010000 19.010000 19.010000 19.010000 100\n", " 2024-04-16 19.500000 19.500000 19.500000 19.500000 200\n", " 2024-04-17 19.500000 19.500000 19.500000 19.500000 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 28.070000 30.500000 27.700001 29.000000 600\n", " 2025-04-08 28.200001 28.219999 28.200001 28.219999 1100\n", " 2025-04-09 29.900000 29.900000 28.879999 28.879999 200\n", " 2025-04-10 29.900000 29.900000 27.549999 27.549999 1000\n", " 2025-04-11 34.720001 34.779999 31.000000 31.000000 500\n", " \n", " [252 rows x 5 columns],\n", " 'CEDO4': Price Close High Low Open Volume\n", " Ticker CEDO4.SA CEDO4.SA CEDO4.SA CEDO4.SA CEDO4.SA\n", " Date \n", " 2024-04-11 29.60 29.600000 27.379999 27.379999 5100\n", " 2024-04-12 27.50 29.600000 27.500000 29.600000 1000\n", " 2024-04-15 27.25 27.500000 27.250000 27.500000 2000\n", " 2024-04-16 27.24 27.240000 27.240000 27.240000 300\n", " 2024-04-17 27.49 27.490000 26.000000 27.240000 800\n", " ... ... ... ... ... ...\n", " 2025-04-07 21.00 21.000000 21.000000 21.000000 1200\n", " 2025-04-08 21.00 21.000000 21.000000 21.000000 500\n", " 2025-04-09 21.16 21.160000 20.639999 20.650000 1300\n", " 2025-04-10 21.68 21.680000 21.680000 21.680000 200\n", " 2025-04-11 20.74 21.049999 20.740000 21.049999 200\n", " \n", " [252 rows x 5 columns],\n", " 'CTKA3': Price Close High Low Open Volume\n", " Ticker CTKA3.SA CTKA3.SA CTKA3.SA CTKA3.SA CTKA3.SA\n", " Date \n", " 2024-04-11 19.0 19.0 19.0 19.0 0\n", " 2024-04-12 19.0 19.0 19.0 19.0 0\n", " 2024-04-15 19.0 19.0 19.0 19.0 0\n", " 2024-04-16 19.0 19.0 19.0 19.0 0\n", " 2024-04-17 19.0 19.0 19.0 19.0 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 38.0 38.0 38.0 38.0 0\n", " 2025-04-08 38.0 38.0 38.0 38.0 0\n", " 2025-04-09 38.0 38.0 38.0 38.0 0\n", " 2025-04-10 38.0 38.0 38.0 38.0 0\n", " 2025-04-11 38.0 38.0 38.0 38.0 0\n", " \n", " [252 rows x 5 columns],\n", " 'CEDO3': Price Close High Low Open Volume\n", " Ticker CEDO3.SA CEDO3.SA CEDO3.SA CEDO3.SA CEDO3.SA\n", " Date \n", " 2024-04-11 33.0 33.0 33.000000 33.000000 0\n", " 2024-04-12 33.0 33.0 33.000000 33.000000 0\n", " 2024-04-15 33.0 33.0 33.000000 33.000000 0\n", " 2024-04-16 32.5 32.5 32.000000 32.000000 200\n", " 2024-04-17 32.5 32.5 32.500000 32.500000 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 25.0 25.0 25.000000 25.000000 0\n", " 2025-04-08 23.5 25.0 21.940001 21.940001 500\n", " 2025-04-09 27.0 27.0 22.010000 22.010000 400\n", " 2025-04-10 27.0 27.0 27.000000 27.000000 100\n", " 2025-04-11 27.0 27.0 26.000000 26.000000 2800\n", " \n", " [252 rows x 5 columns],\n", " 'MMAQ4': Price Close High Low Open Volume\n", " Ticker MMAQ4.SA MMAQ4.SA MMAQ4.SA MMAQ4.SA MMAQ4.SA\n", " Date \n", " 2024-04-11 5.986082 5.986082 5.986082 5.986082 0\n", " 2024-04-12 5.986082 5.986082 5.986082 5.986082 0\n", " 2024-04-15 5.986082 5.986082 5.986082 5.986082 0\n", " 2024-04-16 5.986082 5.986082 5.986082 5.986082 0\n", " 2024-04-17 5.986082 5.986082 5.986082 5.986082 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " 2025-04-08 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " 2025-04-09 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " 2025-04-10 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " 2025-04-11 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " \n", " [252 rows x 5 columns],\n", " 'MMAQ3': Price Close High Low Open Volume\n", " Ticker MMAQ3.SA MMAQ3.SA MMAQ3.SA MMAQ3.SA MMAQ3.SA\n", " Date \n", " 2024-04-11 -154.873917 -154.873917 -154.873917 -154.873917 0\n", " 2024-04-12 -154.873917 -154.873917 -154.873917 -154.873917 0\n", " 2024-04-15 -154.873917 -154.873917 -154.873917 -154.873917 0\n", " 2024-04-16 -154.873917 -154.873917 -154.873917 -154.873917 0\n", " 2024-04-17 -154.873917 -154.873917 -154.873917 -154.873917 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " 2025-04-08 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " 2025-04-09 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " 2025-04-10 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " 2025-04-11 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " \n", " [252 rows x 5 columns],\n", " 'FIGE3': Price Close High Low Open Volume\n", " Ticker FIGE3.SA FIGE3.SA FIGE3.SA FIGE3.SA FIGE3.SA\n", " Date \n", " 2024-04-11 11.984735 11.984735 11.984735 11.984735 0\n", " 2024-04-12 11.984735 11.984735 11.984735 11.984735 0\n", " 2024-04-15 11.984735 11.984735 11.984735 11.984735 0\n", " 2024-04-16 11.984735 11.984735 11.984735 11.984735 0\n", " 2024-04-17 11.984735 11.984735 11.984735 11.984735 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 12.030000 12.030000 12.030000 12.030000 0\n", " 2025-04-08 12.030000 12.030000 12.030000 12.030000 0\n", " 2025-04-09 12.030000 12.030000 12.030000 12.030000 0\n", " 2025-04-10 12.030000 12.030000 12.030000 12.030000 0\n", " 2025-04-11 12.030000 12.030000 12.030000 12.030000 0\n", " \n", " [252 rows x 5 columns],\n", " 'AHEB3': Price Close High Low Open Volume\n", " Ticker AHEB3.SA AHEB3.SA AHEB3.SA AHEB3.SA AHEB3.SA\n", " Date \n", " 2024-04-11 19.0 19.0 19.0 19.0 0\n", " 2024-04-12 19.0 19.0 19.0 19.0 0\n", " 2024-04-15 19.0 19.0 19.0 19.0 0\n", " 2024-04-16 19.0 19.0 19.0 19.0 100\n", " 2024-04-17 19.0 19.0 19.0 19.0 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 45.0 45.0 45.0 45.0 0\n", " 2025-04-08 45.0 45.0 45.0 45.0 0\n", " 2025-04-09 45.0 45.0 45.0 45.0 900\n", " 2025-04-10 45.0 45.0 45.0 45.0 0\n", " 2025-04-11 45.0 45.0 45.0 45.0 0\n", " \n", " [252 rows x 5 columns],\n", " 'AHEB5': Price Close High Low Open Volume\n", " Ticker AHEB5.SA AHEB5.SA AHEB5.SA AHEB5.SA AHEB5.SA\n", " Date \n", " 2024-04-11 16.610001 16.610001 16.610001 16.610001 0\n", " 2024-04-12 16.610001 16.610001 16.610001 16.610001 0\n", " 2024-04-15 16.610001 16.610001 16.610001 16.610001 0\n", " 2024-04-16 16.610001 16.610001 16.610001 16.610001 0\n", " 2024-04-17 16.610001 16.610001 16.610001 16.610001 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 50.000000 50.000000 50.000000 50.000000 0\n", " 2025-04-08 50.000000 50.000000 50.000000 50.000000 0\n", " 2025-04-09 50.000000 50.000000 50.000000 50.000000 0\n", " 2025-04-10 50.000000 50.000000 50.000000 50.000000 0\n", " 2025-04-11 50.000000 50.000000 50.000000 50.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'PRIO3': Price Close High Low Open Volume\n", " Ticker PRIO3.SA PRIO3.SA PRIO3.SA PRIO3.SA PRIO3.SA\n", " Date \n", " 2024-04-11 49.799999 50.490002 49.500000 50.060001 7883900\n", " 2024-04-12 50.860001 52.130001 50.439999 51.610001 16540600\n", " 2024-04-15 50.099998 50.980000 49.889999 50.980000 10851800\n", " 2024-04-16 49.799999 50.310001 49.220001 49.919998 8219700\n", " 2024-04-17 48.730000 49.779999 48.400002 49.779999 9296500\n", " ... ... ... ... ... ...\n", " 2025-04-07 34.509998 34.849998 33.020000 33.130001 17720000\n", " 2025-04-08 33.820000 35.509998 33.480000 34.880001 16672700\n", " 2025-04-09 35.799999 36.090000 32.689999 33.200001 27219000\n", " 2025-04-10 32.889999 35.310001 32.680000 35.310001 46430200\n", " 2025-04-11 34.330002 34.630001 32.860001 33.200001 16037300\n", " \n", " [252 rows x 5 columns],\n", " 'AHEB6': Price Close High Low Open Volume\n", " Ticker AHEB6.SA AHEB6.SA AHEB6.SA AHEB6.SA AHEB6.SA\n", " Date \n", " 2024-04-11 17.02 17.02 17.02 17.02 0\n", " 2024-04-12 17.02 17.02 17.02 17.02 0\n", " 2024-04-15 17.02 17.02 17.02 17.02 0\n", " 2024-04-16 20.00 20.00 20.00 20.00 100\n", " 2024-04-17 20.00 20.00 20.00 20.00 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 55.00 55.00 55.00 55.00 0\n", " 2025-04-08 55.00 55.00 55.00 55.00 0\n", " 2025-04-09 55.00 55.00 55.00 55.00 0\n", " 2025-04-10 55.00 55.00 55.00 55.00 0\n", " 2025-04-11 55.00 55.00 55.00 55.00 0\n", " \n", " [252 rows x 5 columns],\n", " 'VBBR3': Price Close High Low Open Volume\n", " Ticker VBBR3.SA VBBR3.SA VBBR3.SA VBBR3.SA VBBR3.SA\n", " Date \n", " 2024-04-11 23.490128 23.563967 23.111701 23.397828 5046100\n", " 2024-04-12 22.899412 23.462437 22.807113 23.323989 8182600\n", " 2024-04-15 22.844034 23.388599 22.779425 22.899413 10181500\n", " 2024-04-16 22.327158 22.567136 22.290237 22.567136 7556600\n", " 2024-04-17 22.465607 22.530216 22.105641 22.317928 10715800\n", " ... ... ... ... ... ...\n", " 2025-04-07 17.230000 17.770000 17.020000 17.389999 12821300\n", " 2025-04-08 17.139999 17.860001 17.030001 17.410000 10636500\n", " 2025-04-09 17.750000 17.860001 16.910000 16.910000 14399100\n", " 2025-04-10 17.620001 17.770000 17.270000 17.530001 9054200\n", " 2025-04-11 17.900000 18.059999 17.420000 17.760000 9390100\n", " \n", " [252 rows x 5 columns],\n", " 'VTRU3': Price Close High Low Open Volume\n", " Ticker VTRU3.SA VTRU3.SA VTRU3.SA VTRU3.SA VTRU3.SA\n", " Date \n", " 2024-06-11 14.49 14.600000 13.33 13.490000 115700\n", " 2024-06-12 15.51 15.680000 14.50 14.500000 48000\n", " 2024-06-13 16.00 16.049999 15.14 15.140000 65300\n", " 2024-06-14 15.89 16.219999 15.55 16.049999 106100\n", " 2024-06-17 16.40 16.400000 15.15 16.150000 178300\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.25 6.550000 6.05 6.550000 923400\n", " 2025-04-08 6.06 6.500000 6.06 6.300000 377300\n", " 2025-04-09 6.39 6.590000 5.84 6.060000 424800\n", " 2025-04-10 6.47 6.770000 6.30 6.420000 487000\n", " 2025-04-11 7.06 7.110000 6.43 6.580000 397400\n", " \n", " [211 rows x 5 columns],\n", " 'JHSF3': Price Close High Low Open Volume\n", " Ticker JHSF3.SA JHSF3.SA JHSF3.SA JHSF3.SA JHSF3.SA\n", " Date \n", " 2024-04-11 4.233953 4.354393 4.233953 4.326599 2569200\n", " 2024-04-12 3.891160 4.067188 3.863366 4.067188 13842500\n", " 2024-04-15 3.779984 3.909690 3.733661 3.900425 4677900\n", " 2024-04-16 3.807778 3.854101 3.705866 3.752190 3312600\n", " 2024-04-17 3.789248 3.872630 3.779983 3.826307 2371500\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.110000 4.120000 3.930000 4.000000 6876000\n", " 2025-04-08 4.060000 4.150000 4.030000 4.150000 4474100\n", " 2025-04-09 4.190000 4.230000 4.010000 4.030000 4757400\n", " 2025-04-10 4.180000 4.200000 4.110000 4.200000 2883900\n", " 2025-04-11 4.190000 4.220000 4.130000 4.180000 2454300\n", " \n", " [252 rows x 5 columns],\n", " 'BGIP4': Price Close High Low Open Volume\n", " Ticker BGIP4.SA BGIP4.SA BGIP4.SA BGIP4.SA BGIP4.SA\n", " Date \n", " 2024-04-11 22.524473 22.717817 22.418136 22.418136 2000\n", " 2024-04-12 22.137787 22.234459 22.137787 22.147454 2300\n", " 2024-04-15 22.137787 22.137787 22.137787 22.137787 0\n", " 2024-04-16 21.857441 22.089452 21.857441 22.089452 1000\n", " 2024-04-17 21.857441 21.857441 21.857441 21.857441 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 24.825258 25.608297 24.709252 25.134607 2600\n", " 2025-04-08 26.488008 27.068038 26.091655 26.091655 2900\n", " 2025-04-09 26.778025 26.778025 26.101323 26.488009 6100\n", " 2025-04-10 26.275331 26.768357 26.197994 26.197994 5200\n", " 2025-04-11 26.049999 26.200001 26.049999 26.139999 1200\n", " \n", " [252 rows x 5 columns],\n", " 'BOBR3': Price Close High Low Open Volume\n", " Ticker BOBR3.SA BOBR3.SA BOBR3.SA BOBR3.SA BOBR3.SA\n", " Date \n", " 2024-04-11 1.0 1.0 1.0 1.0 0\n", " 2024-04-12 1.0 1.0 1.0 1.0 0\n", " 2024-04-15 1.0 1.0 1.0 1.0 0\n", " 2024-04-16 1.0 1.0 1.0 1.0 0\n", " 2024-04-17 1.0 1.0 1.0 1.0 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.0 1.0 1.0 1.0 0\n", " 2025-04-08 1.0 1.0 1.0 1.0 0\n", " 2025-04-09 1.0 1.0 1.0 1.0 0\n", " 2025-04-10 1.0 1.0 1.0 1.0 0\n", " 2025-04-11 1.0 1.0 1.0 1.0 0\n", " \n", " [252 rows x 5 columns],\n", " 'BGIP3': Price Close High Low Open Volume\n", " Ticker BGIP3.SA BGIP3.SA BGIP3.SA BGIP3.SA BGIP3.SA\n", " Date \n", " 2024-04-11 25.541384 25.541384 25.541384 25.541384 0\n", " 2024-04-12 25.541384 25.541384 25.541384 25.541384 0\n", " 2024-04-15 25.541384 25.541384 25.541384 25.541384 0\n", " 2024-04-16 25.718496 25.718496 25.718496 25.718496 100\n", " 2024-04-17 24.609217 25.615957 24.609217 25.615957 900\n", " ... ... ... ... ... ...\n", " 2025-04-07 26.289537 26.289537 26.289537 26.289537 0\n", " 2025-04-08 26.677574 26.677574 26.677574 26.677574 100\n", " 2025-04-09 26.677574 26.677574 26.677574 26.677574 0\n", " 2025-04-10 26.677574 26.677574 26.677574 26.677574 0\n", " 2025-04-11 27.500000 27.500000 27.500000 27.500000 0\n", " \n", " [252 rows x 5 columns],\n", " 'PINE4': Price Close High Low Open Volume\n", " Ticker PINE4.SA PINE4.SA PINE4.SA PINE4.SA PINE4.SA\n", " Date \n", " 2024-04-11 4.156984 4.202969 4.083409 4.138591 314800\n", " 2024-04-12 4.028228 4.092606 3.936260 4.092606 240500\n", " 2024-04-15 4.037425 4.037425 3.816700 4.019031 644700\n", " 2024-04-16 3.890275 4.019031 3.871882 4.019031 219400\n", " 2024-04-17 4.083409 4.083409 3.816700 3.954653 331600\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.298590 4.298590 4.141564 4.141564 235600\n", " 2025-04-08 4.357475 4.367289 4.298591 4.318219 341400\n", " 2025-04-09 4.396732 4.416360 4.298591 4.347661 208500\n", " 2025-04-10 4.347661 4.386917 4.298590 4.377103 174900\n", " 2025-04-11 4.330000 4.380000 4.220000 4.350000 316100\n", " \n", " [252 rows x 5 columns],\n", " 'HETA4': Price Close High Low Open Volume\n", " Ticker HETA4.SA HETA4.SA HETA4.SA HETA4.SA HETA4.SA\n", " Date \n", " 2024-04-11 6.05 6.05 6.05 6.05 0\n", " 2024-04-12 6.05 6.05 6.05 6.05 0\n", " 2024-04-15 6.05 6.05 6.05 6.05 0\n", " 2024-04-16 6.05 6.05 6.05 6.05 0\n", " 2024-04-17 6.05 6.05 6.05 6.05 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.61 5.61 5.61 5.61 100\n", " 2025-04-08 5.61 5.61 5.61 5.61 0\n", " 2025-04-09 5.61 5.61 5.61 5.61 0\n", " 2025-04-10 5.61 5.61 5.61 5.61 0\n", " 2025-04-11 5.61 5.61 5.61 5.61 0\n", " \n", " [252 rows x 5 columns],\n", " 'PINE3': Price Close High Low Open Volume\n", " Ticker PINE3.SA PINE3.SA PINE3.SA PINE3.SA PINE3.SA\n", " Date \n", " 2024-04-11 6.881655 6.881655 6.562886 6.797275 1700\n", " 2024-04-12 6.562886 6.816026 6.562886 6.816026 1900\n", " 2024-04-15 6.328497 6.562886 6.094109 6.562886 1900\n", " 2024-04-16 6.009728 6.328497 5.831593 6.328497 1700\n", " 2024-04-17 6.187864 6.759773 6.019104 6.459755 1800\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.429272 4.429272 4.331062 4.331062 1700\n", " 2025-04-08 4.556945 4.566766 4.419451 4.468556 22800\n", " 2025-04-09 4.498019 4.704260 4.419451 4.566766 115700\n", " 2025-04-10 4.517661 4.517661 4.321241 4.419451 46300\n", " 2025-04-11 4.480000 4.550000 4.330000 4.550000 15100\n", " \n", " [252 rows x 5 columns],\n", " 'CAML3': Price Close High Low Open Volume\n", " Ticker CAML3.SA CAML3.SA CAML3.SA CAML3.SA CAML3.SA\n", " Date \n", " 2024-04-11 8.291615 8.339433 8.119470 8.186416 398200\n", " 2024-04-12 8.071651 8.282050 8.042961 8.282050 476000\n", " 2024-04-15 7.813437 8.129035 7.746492 8.090780 978900\n", " 2024-04-16 7.689109 7.803872 7.631728 7.803872 516400\n", " 2024-04-17 7.593474 7.784746 7.526529 7.698674 553500\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.930000 4.000000 3.750000 3.890000 4006000\n", " 2025-04-08 3.840000 4.060000 3.820000 3.940000 2254600\n", " 2025-04-09 3.990000 4.030000 3.720000 3.840000 3402900\n", " 2025-04-10 3.940000 4.000000 3.860000 3.990000 1941500\n", " 2025-04-11 3.970000 3.990000 3.870000 3.940000 1540600\n", " \n", " [252 rows x 5 columns],\n", " 'HBOR3': Price Close High Low Open Volume\n", " Ticker HBOR3.SA HBOR3.SA HBOR3.SA HBOR3.SA HBOR3.SA\n", " Date \n", " 2024-04-11 2.784337 2.813340 2.755333 2.813340 394300\n", " 2024-04-12 2.677990 2.784337 2.658655 2.784337 621000\n", " 2024-04-15 2.571644 2.745665 2.561976 2.687658 607700\n", " 2024-04-16 2.581312 2.629651 2.513637 2.552309 605200\n", " 2024-04-17 2.532973 2.629651 2.513637 2.590980 589600\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.780000 1.830000 1.720000 1.800000 692700\n", " 2025-04-08 1.700000 1.820000 1.700000 1.790000 602300\n", " 2025-04-09 1.700000 1.750000 1.640000 1.690000 1667600\n", " 2025-04-10 1.700000 1.740000 1.670000 1.710000 405300\n", " 2025-04-11 1.700000 1.730000 1.680000 1.720000 684600\n", " \n", " [252 rows x 5 columns],\n", " 'CLSC3': Price Close High Low Open Volume\n", " Ticker CLSC3.SA CLSC3.SA CLSC3.SA CLSC3.SA CLSC3.SA\n", " Date \n", " 2024-04-11 61.315731 61.315731 61.315731 61.315731 0\n", " 2024-04-12 63.077099 63.077099 63.077099 63.077099 600\n", " 2024-04-15 63.077099 63.077099 63.077099 63.077099 0\n", " 2024-04-16 63.077099 63.077099 63.077099 63.077099 0\n", " 2024-04-17 63.077099 63.077099 63.077099 63.077099 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 75.000000 75.000000 75.000000 75.000000 300\n", " 2025-04-08 75.000000 75.000000 75.000000 75.000000 0\n", " 2025-04-09 75.000000 75.000000 75.000000 75.000000 0\n", " 2025-04-10 75.000000 75.000000 75.000000 75.000000 0\n", " 2025-04-11 75.000000 75.000000 75.000000 75.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'CMIG4': Price Close High Low Open Volume\n", " Ticker CMIG4.SA CMIG4.SA CMIG4.SA CMIG4.SA CMIG4.SA\n", " Date \n", " 2024-04-11 8.966768 9.048844 8.905211 8.987287 12780170\n", " 2024-04-12 8.788938 9.000966 8.775258 8.946249 10836150\n", " 2024-04-15 8.871014 8.884692 8.624786 8.788938 20678060\n", " 2024-04-16 8.768419 8.871014 8.720542 8.836816 18720520\n", " 2024-04-17 8.809457 8.884692 8.665824 8.802617 16712410\n", " ... ... ... ... ... ...\n", " 2025-04-07 10.000000 10.160000 9.810000 9.970000 21486300\n", " 2025-04-08 10.010000 10.090000 9.940000 10.030000 17035600\n", " 2025-04-09 10.150000 10.350000 9.890000 9.990000 24793600\n", " 2025-04-10 10.050000 10.150000 9.920000 10.140000 15010900\n", " 2025-04-11 10.110000 10.210000 9.990000 10.120000 13846300\n", " \n", " [252 rows x 5 columns],\n", " 'COCE5': Price Close High Low Open Volume\n", " Ticker COCE5.SA COCE5.SA COCE5.SA COCE5.SA COCE5.SA\n", " Date \n", " 2024-04-11 33.512604 33.988582 33.512604 33.522316 2800\n", " 2024-04-12 33.833160 34.221710 33.512603 33.600028 15200\n", " 2024-04-15 33.522316 33.862301 32.890921 33.765161 14000\n", " 2024-04-16 33.026913 33.609739 32.754928 33.600027 5800\n", " 2024-04-17 33.697163 33.949723 32.861779 33.065768 11800\n", " ... ... ... ... ... ...\n", " 2025-04-07 24.570000 24.570000 23.959999 24.370001 6200\n", " 2025-04-08 24.580000 24.969999 24.360001 24.850000 4100\n", " 2025-04-09 24.709999 24.799999 24.340000 24.490000 3700\n", " 2025-04-10 24.400000 25.070000 24.360001 25.070000 6000\n", " 2025-04-11 24.840000 24.840000 24.430000 24.440001 1300\n", " \n", " [252 rows x 5 columns],\n", " 'ISAE4': Price Close High Low Open Volume\n", " Ticker ISAE4.SA ISAE4.SA ISAE4.SA ISAE4.SA ISAE4.SA\n", " Date \n", " 2024-04-11 24.368782 24.506460 24.203571 24.276999 3192800\n", " 2024-04-12 24.093430 24.451389 24.029181 24.322891 4935400\n", " 2024-04-15 24.451389 24.451389 23.781363 23.863969 3332500\n", " 2024-04-16 24.130144 24.570709 24.093429 24.276999 4265100\n", " 2024-04-17 23.873146 24.249462 23.680398 24.139320 4113900\n", " ... ... ... ... ... ...\n", " 2025-04-07 22.040001 22.240000 21.730000 21.879999 3648100\n", " 2025-04-08 22.209999 22.330000 22.030001 22.110001 2786000\n", " 2025-04-09 22.360001 22.860001 22.020000 22.150000 4197400\n", " 2025-04-10 22.170000 22.400000 21.959999 22.340000 1628000\n", " 2025-04-11 22.170000 22.330000 22.010000 22.270000 855100\n", " \n", " [251 rows x 5 columns],\n", " 'BALM4': Price Close High Low Open Volume\n", " Ticker BALM4.SA BALM4.SA BALM4.SA BALM4.SA BALM4.SA\n", " Date \n", " 2024-04-11 9.809953 9.809953 9.809953 9.809953 0\n", " 2024-04-12 9.809953 9.809953 9.809953 9.809953 0\n", " 2024-04-15 9.809953 9.809953 9.809953 9.809953 0\n", " 2024-04-16 9.809953 9.809953 9.809953 9.809953 0\n", " 2024-04-17 9.809953 9.809953 9.809953 9.809953 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 12.820000 13.000000 12.590000 12.590000 1800\n", " 2025-04-08 12.820000 12.820000 12.820000 12.820000 0\n", " 2025-04-09 12.820000 12.820000 12.820000 12.820000 0\n", " 2025-04-10 12.820000 12.820000 12.820000 12.820000 0\n", " 2025-04-11 13.500000 13.500000 13.500000 13.500000 100\n", " \n", " [252 rows x 5 columns],\n", " 'BMEB3': Price Close High Low Open Volume\n", " Ticker BMEB3.SA BMEB3.SA BMEB3.SA BMEB3.SA BMEB3.SA\n", " Date \n", " 2024-04-11 21.610949 21.610949 21.610949 21.610949 0\n", " 2024-04-12 21.610949 21.610949 21.610949 21.610949 0\n", " 2024-04-15 21.874041 21.892831 21.610950 21.610950 1400\n", " 2024-04-16 21.845852 21.845852 21.845852 21.845852 100\n", " 2024-04-17 21.845852 21.845852 21.845852 21.845852 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 32.810001 34.000000 32.810001 34.000000 300\n", " 2025-04-08 31.600000 32.799999 31.600000 32.599998 2000\n", " 2025-04-09 30.200001 30.219999 30.200001 30.219999 200\n", " 2025-04-10 30.270000 30.299999 30.270000 30.299999 800\n", " 2025-04-11 30.049999 30.070000 30.049999 30.070000 800\n", " \n", " [252 rows x 5 columns],\n", " 'BNBR3': Price Close High Low Open Volume\n", " Ticker BNBR3.SA BNBR3.SA BNBR3.SA BNBR3.SA BNBR3.SA\n", " Date \n", " 2024-04-11 102.799141 102.799141 102.799141 102.799141 0\n", " 2024-04-12 98.083580 100.535668 98.083580 100.535668 400\n", " 2024-04-15 98.083580 98.083580 98.083580 98.083580 0\n", " 2024-04-16 98.083580 98.083580 98.083580 98.083580 0\n", " 2024-04-17 95.725800 100.441356 95.725800 100.441356 500\n", " ... ... ... ... ... ...\n", " 2025-04-07 96.989998 96.989998 96.989998 96.989998 100\n", " 2025-04-08 96.989998 96.989998 96.989998 96.989998 0\n", " 2025-04-09 96.989998 96.989998 96.989998 96.989998 0\n", " 2025-04-10 99.449997 99.449997 99.400002 99.400002 200\n", " 2025-04-11 99.449997 99.449997 99.449997 99.449997 0\n", " \n", " [252 rows x 5 columns],\n", " 'COCE3': Price Close High Low Open Volume\n", " Ticker COCE3.SA COCE3.SA COCE3.SA COCE3.SA COCE3.SA\n", " Date \n", " 2024-04-11 50.990002 50.990002 50.990002 50.990002 0\n", " 2024-04-12 50.990002 50.990002 50.990002 50.990002 0\n", " 2024-04-15 50.990002 50.990002 50.990002 50.990002 0\n", " 2024-04-16 50.990002 50.990002 50.990002 50.990002 0\n", " 2024-04-17 50.990002 50.990002 50.990002 50.990002 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 25.100000 25.100000 25.100000 25.100000 0\n", " 2025-04-08 25.100000 25.100000 25.100000 25.100000 0\n", " 2025-04-09 25.100000 25.100000 25.100000 25.100000 0\n", " 2025-04-10 25.100000 25.100000 25.100000 25.100000 0\n", " 2025-04-11 25.100000 25.100000 25.100000 25.100000 0\n", " \n", " [252 rows x 5 columns],\n", " 'TKNO4': Price Close High Low Open Volume\n", " Ticker TKNO4.SA TKNO4.SA TKNO4.SA TKNO4.SA TKNO4.SA\n", " Date \n", " 2024-04-11 62.450985 62.450985 62.450985 62.450985 0\n", " 2024-04-12 62.450985 62.450985 62.450985 62.450985 0\n", " 2024-04-15 62.450985 62.450985 62.450985 62.450985 0\n", " 2024-04-16 62.450985 62.450985 62.450985 62.450985 0\n", " 2024-04-17 62.450985 62.450985 62.450985 62.450985 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 81.050003 81.050003 81.050003 81.050003 0\n", " 2025-04-08 79.019997 79.019997 79.019997 79.019997 100\n", " 2025-04-09 79.019997 79.019997 79.019997 79.019997 0\n", " 2025-04-10 72.000000 72.000000 72.000000 72.000000 100\n", " 2025-04-11 72.000000 72.000000 72.000000 72.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'ALLD3': Price Close High Low Open Volume\n", " Ticker ALLD3.SA ALLD3.SA ALLD3.SA ALLD3.SA ALLD3.SA\n", " Date \n", " 2024-04-11 8.618506 8.866776 8.423437 8.520971 273900\n", " 2024-04-12 8.645107 9.026379 8.538706 8.778109 294100\n", " 2024-04-15 8.370236 8.831309 8.201768 8.742641 683400\n", " 2024-04-16 7.400000 8.000000 7.400000 8.000000 477700\n", " 2024-04-17 6.950000 7.400000 6.580000 7.400000 363300\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.700000 6.730000 6.600000 6.700000 71200\n", " 2025-04-08 6.710000 6.820000 6.670000 6.700000 37200\n", " 2025-04-09 6.700000 6.750000 6.400000 6.700000 101100\n", " 2025-04-10 6.600000 6.780000 6.580000 6.770000 42900\n", " 2025-04-11 6.680000 6.700000 6.600000 6.670000 21600\n", " \n", " [252 rows x 5 columns],\n", " 'CLSC4': Price Close High Low Open Volume\n", " Ticker CLSC4.SA CLSC4.SA CLSC4.SA CLSC4.SA CLSC4.SA\n", " Date \n", " 2024-04-11 61.402946 61.430394 61.036961 61.274853 2000\n", " 2024-04-12 61.750622 61.851268 60.478829 61.851268 3400\n", " 2024-04-15 61.979362 61.979362 60.972908 61.311446 3900\n", " 2024-04-16 62.299603 62.299603 60.863116 60.863116 2100\n", " 2024-04-17 62.217258 63.077323 62.198962 62.583244 4900\n", " ... ... ... ... ... ...\n", " 2025-04-07 82.500000 82.610001 80.910004 81.900002 7200\n", " 2025-04-08 82.239998 82.900002 81.199997 82.900002 5300\n", " 2025-04-09 81.940002 82.070000 80.389999 80.849998 2800\n", " 2025-04-10 79.000000 81.889999 79.000000 80.650002 3500\n", " 2025-04-11 81.190002 81.279999 80.000000 80.000000 2700\n", " \n", " [252 rows x 5 columns],\n", " 'POMO3': Price Close High Low Open Volume\n", " Ticker POMO3.SA POMO3.SA POMO3.SA POMO3.SA POMO3.SA\n", " Date \n", " 2024-04-11 5.321397 5.439047 5.321397 5.375697 588600\n", " 2024-04-12 5.049897 5.330446 5.004647 5.330446 862700\n", " 2024-04-15 5.058948 5.122297 5.004648 5.095148 426600\n", " 2024-04-16 5.122297 5.149447 4.995597 5.058947 397100\n", " 2024-04-17 5.077048 5.185648 5.077048 5.104198 121000\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.660000 4.740000 4.540000 4.740000 686600\n", " 2025-04-08 4.590000 4.780000 4.570000 4.650000 821000\n", " 2025-04-09 4.760000 4.810000 4.560000 4.590000 664700\n", " 2025-04-10 4.740000 4.820000 4.660000 4.810000 286300\n", " 2025-04-11 4.680000 4.760000 4.660000 4.740000 292800\n", " \n", " [252 rows x 5 columns],\n", " 'BAZA3': Price Close High Low Open Volume\n", " Ticker BAZA3.SA BAZA3.SA BAZA3.SA BAZA3.SA BAZA3.SA\n", " Date \n", " 2024-04-11 99.122444 99.122444 97.841331 97.841331 1400\n", " 2024-04-12 97.803925 100.020155 97.803925 100.020155 2100\n", " 2024-04-15 94.914421 98.177979 94.914421 98.177979 1900\n", " 2024-04-16 94.446861 95.381979 87.919738 95.381979 6400\n", " 2024-04-17 92.744949 96.429314 92.744949 94.446863 2900\n", " ... ... ... ... ... ...\n", " 2025-04-07 90.000000 90.000000 87.040001 88.000000 3600\n", " 2025-04-08 89.000000 90.000000 88.750000 89.959999 2500\n", " 2025-04-09 90.080002 90.489998 87.120003 88.970001 4400\n", " 2025-04-10 89.980003 89.980003 88.099998 89.110001 1200\n", " 2025-04-11 89.889999 89.889999 88.400002 89.019997 3800\n", " \n", " [252 rows x 5 columns],\n", " 'BMEB4': Price Close High Low Open Volume\n", " Ticker BMEB4.SA BMEB4.SA BMEB4.SA BMEB4.SA BMEB4.SA\n", " Date \n", " 2024-04-11 21.533619 21.815720 21.354955 21.627653 4900\n", " 2024-04-12 21.345552 21.430183 21.054048 21.430183 6900\n", " 2024-04-15 21.383163 22.220059 19.850422 20.997627 21300\n", " 2024-04-16 21.618248 22.154237 21.448988 22.022591 13000\n", " 2024-04-17 21.533619 21.881543 21.289132 21.289132 9400\n", " ... ... ... ... ... ...\n", " 2025-04-07 32.910000 35.189999 32.599998 34.480000 14200\n", " 2025-04-08 33.619999 34.200001 33.040001 33.040001 14200\n", " 2025-04-09 33.049999 34.000000 32.930000 33.630001 13600\n", " 2025-04-10 32.740002 34.000000 32.500000 34.000000 12200\n", " 2025-04-11 32.330002 33.750000 32.330002 33.750000 14300\n", " \n", " [252 rows x 5 columns],\n", " 'EALT3': Price Close High Low Open Volume\n", " Ticker EALT3.SA EALT3.SA EALT3.SA EALT3.SA EALT3.SA\n", " Date \n", " 2024-04-11 9.86598 9.86598 9.86598 9.86598 0\n", " 2024-04-12 9.86598 9.86598 9.86598 9.86598 0\n", " 2024-04-15 9.86598 9.86598 9.86598 9.86598 100\n", " 2024-04-16 9.86598 9.86598 9.86598 9.86598 0\n", " 2024-04-17 9.86598 9.86598 9.86598 9.86598 100\n", " ... ... ... ... ... ...\n", " 2025-04-07 13.50000 13.59000 13.02000 13.59000 500\n", " 2025-04-08 13.99000 13.99000 13.99000 13.99000 200\n", " 2025-04-09 13.60000 13.60000 13.60000 13.60000 200\n", " 2025-04-10 13.40000 13.52000 13.40000 13.52000 1300\n", " 2025-04-11 13.33000 13.40000 13.33000 13.40000 300\n", " \n", " [252 rows x 5 columns],\n", " 'ENGI4': Price Close High Low Open Volume\n", " Ticker ENGI4.SA ENGI4.SA ENGI4.SA ENGI4.SA ENGI4.SA\n", " Date \n", " 2024-04-11 7.402476 7.495007 7.365463 7.476501 14400\n", " 2024-04-12 7.393222 7.430235 7.272932 7.402476 17900\n", " 2024-04-15 7.180401 7.383969 7.180401 7.383969 24100\n", " 2024-04-16 7.300691 7.374716 7.226666 7.309944 4700\n", " 2024-04-17 7.235920 7.300692 7.217414 7.300692 4600\n", " ... ... ... ... ... ...\n", " 2025-04-07 7.250000 7.470000 7.220000 7.380000 16900\n", " 2025-04-08 7.320000 7.380000 7.250000 7.300000 18600\n", " 2025-04-09 7.260000 7.400000 7.100000 7.240000 17700\n", " 2025-04-10 7.320000 7.320000 7.180000 7.270000 10600\n", " 2025-04-11 7.470000 7.470000 7.300000 7.300000 9800\n", " \n", " [252 rows x 5 columns],\n", " 'BBAS3': Price Close High Low Open Volume\n", " Ticker BBAS3.SA BBAS3.SA BBAS3.SA BBAS3.SA BBAS3.SA\n", " Date \n", " 2024-04-11 26.926989 27.080883 26.740448 26.815064 12447600\n", " 2024-04-12 26.577225 26.978283 26.497944 26.926986 11304400\n", " 2024-04-15 26.330061 26.740449 26.213474 26.703140 14411400\n", " 2024-04-16 26.031599 26.488621 25.686502 26.330062 22923700\n", " 2024-04-17 26.087559 26.274099 25.910347 26.115540 17703800\n", " ... ... ... ... ... ...\n", " 2025-04-07 27.680000 28.270000 27.360001 27.879999 22342100\n", " 2025-04-08 27.629999 28.209999 27.400000 28.030001 21884600\n", " 2025-04-09 27.750000 28.100000 27.090000 27.500000 28796100\n", " 2025-04-10 27.559999 27.719999 27.139999 27.709999 18618400\n", " 2025-04-11 27.799999 27.900000 27.420000 27.730000 14793700\n", " \n", " [252 rows x 5 columns],\n", " 'EALT4': Price Close High Low Open Volume\n", " Ticker EALT4.SA EALT4.SA EALT4.SA EALT4.SA EALT4.SA\n", " Date \n", " 2024-04-11 10.623508 10.713368 10.623508 10.673430 7300\n", " 2024-04-12 10.403850 10.673431 10.383880 10.633493 15600\n", " 2024-04-15 10.204160 10.403850 10.174206 10.393865 6600\n", " 2024-04-16 10.154237 10.403849 10.094329 10.403849 5800\n", " 2024-04-17 10.074361 10.254082 9.744872 10.154237 9400\n", " ... ... ... ... ... ...\n", " 2025-04-07 13.290000 13.380000 12.900000 13.130000 11800\n", " 2025-04-08 13.200000 13.650000 13.200000 13.490000 22800\n", " 2025-04-09 13.540000 13.570000 13.060000 13.220000 10400\n", " 2025-04-10 12.950000 13.540000 12.950000 13.540000 12000\n", " 2025-04-11 13.500000 13.500000 12.990000 13.170000 6000\n", " \n", " [252 rows x 5 columns],\n", " 'NUTR3': Price Close High Low Open Volume\n", " Ticker NUTR3.SA NUTR3.SA NUTR3.SA NUTR3.SA NUTR3.SA\n", " Date \n", " 2024-04-11 5.10 5.19 5.10 5.17 1800\n", " 2024-04-12 5.08 5.17 5.06 5.17 1400\n", " 2024-04-15 5.20 5.30 5.00 5.06 10800\n", " 2024-04-16 5.19 5.25 5.11 5.25 1500\n", " 2024-04-17 5.24 5.25 4.93 5.25 6000\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.50 3.70 3.44 3.70 4100\n", " 2025-04-08 3.58 3.59 3.51 3.51 2100\n", " 2025-04-09 3.57 3.62 3.52 3.52 3300\n", " 2025-04-10 3.63 3.73 3.59 3.67 4100\n", " 2025-04-11 3.61 3.73 3.54 3.63 3100\n", " \n", " [252 rows x 5 columns],\n", " 'ECOR3': Price Close High Low Open Volume\n", " Ticker ECOR3.SA ECOR3.SA ECOR3.SA ECOR3.SA ECOR3.SA\n", " Date \n", " 2024-04-11 7.652046 7.827283 7.603368 7.720193 3428600\n", " 2024-04-12 7.437866 7.690988 7.340512 7.681252 4472600\n", " 2024-04-15 7.447602 7.486543 7.379454 7.457337 3792200\n", " 2024-04-16 7.389189 7.506014 7.262629 7.418395 6435900\n", " 2024-04-17 7.398924 7.583898 7.389189 7.408660 4016600\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.790000 5.930000 5.470000 5.610000 5206100\n", " 2025-04-08 5.750000 5.990000 5.660000 5.820000 7989900\n", " 2025-04-09 5.860000 6.000000 5.500000 5.710000 10338300\n", " 2025-04-10 5.750000 5.880000 5.680000 5.880000 5598900\n", " 2025-04-11 6.070000 6.170000 5.790000 5.810000 5083800\n", " \n", " [252 rows x 5 columns],\n", " 'BRSR6': Price Close High Low Open Volume\n", " Ticker BRSR6.SA BRSR6.SA BRSR6.SA BRSR6.SA BRSR6.SA\n", " Date \n", " 2024-04-11 12.076394 12.203228 11.886143 12.085454 1020200\n", " 2024-04-12 11.877083 12.176048 11.822726 12.076393 1082200\n", " 2024-04-15 11.541880 11.877083 11.532820 11.868024 2507200\n", " 2024-04-16 11.424105 11.541879 11.297271 11.514701 2323000\n", " 2024-04-17 11.251975 11.641536 11.170439 11.505643 2289500\n", " ... ... ... ... ... ...\n", " 2025-04-07 10.510000 10.810000 10.440000 10.650000 1475100\n", " 2025-04-08 10.320000 10.640000 10.320000 10.550000 1244500\n", " 2025-04-09 10.580000 10.610000 10.180000 10.290000 1627100\n", " 2025-04-10 10.290000 10.590000 10.250000 10.590000 1217600\n", " 2025-04-11 10.480000 10.530000 10.240000 10.300000 823000\n", " \n", " [252 rows x 5 columns],\n", " 'BPAR3': Price Close High Low Open Volume\n", " Ticker BPAR3.SA BPAR3.SA BPAR3.SA BPAR3.SA BPAR3.SA\n", " Date \n", " 2024-04-11 164.626129 164.626129 164.626129 164.626129 0\n", " 2024-04-12 164.626129 164.626129 164.626129 164.626129 0\n", " 2024-04-15 164.626129 164.626129 164.626129 164.626129 0\n", " 2024-04-16 164.626129 164.626129 164.626129 164.626129 0\n", " 2024-04-17 164.626129 164.626129 164.626129 164.626129 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 182.070007 182.070007 182.070007 182.070007 0\n", " 2025-04-08 182.070007 182.070007 182.070007 182.070007 0\n", " 2025-04-09 182.070007 182.070007 182.070007 182.070007 0\n", " 2025-04-10 182.070007 182.070007 182.070007 182.070007 0\n", " 2025-04-11 182.070007 182.070007 182.070007 182.070007 0\n", " \n", " [252 rows x 5 columns],\n", " 'COGN3': Price Close High Low Open Volume\n", " Ticker COGN3.SA COGN3.SA COGN3.SA COGN3.SA COGN3.SA\n", " Date \n", " 2024-04-11 2.29 2.34 2.26 2.32 25538800\n", " 2024-04-12 2.19 2.29 2.19 2.28 37635000\n", " 2024-04-15 2.10 2.19 2.06 2.19 35911000\n", " 2024-04-16 2.04 2.09 2.02 2.08 40472200\n", " 2024-04-17 1.99 2.09 1.97 2.07 37859500\n", " ... ... ... ... ... ...\n", " 2025-04-07 2.03 2.09 1.93 1.98 95366500\n", " 2025-04-08 2.01 2.09 1.99 2.07 69049900\n", " 2025-04-09 2.25 2.28 1.97 1.98 113136000\n", " 2025-04-10 2.24 2.29 2.21 2.24 74387400\n", " 2025-04-11 2.25 2.29 2.21 2.26 57266800\n", " \n", " [252 rows x 5 columns],\n", " 'LOGG3': Price Close High Low Open Volume\n", " Ticker LOGG3.SA LOGG3.SA LOGG3.SA LOGG3.SA LOGG3.SA\n", " Date \n", " 2024-04-11 21.155893 21.201966 20.345041 20.492469 253500\n", " 2024-04-12 20.520113 21.119038 20.289757 21.119038 328900\n", " 2024-04-15 19.948828 20.317397 19.681616 20.317397 360100\n", " 2024-04-16 19.782972 20.022543 19.193262 19.746116 205400\n", " 2024-04-17 19.718473 20.206829 19.607904 19.782973 223800\n", " ... ... ... ... ... ...\n", " 2025-04-07 17.969999 18.350000 17.650000 17.850000 225900\n", " 2025-04-08 17.950001 18.559999 17.900000 18.090000 246000\n", " 2025-04-09 19.010000 19.010000 17.740000 17.959999 346100\n", " 2025-04-10 18.490000 18.980000 18.150000 18.980000 232200\n", " 2025-04-11 18.780001 18.950001 18.280001 18.600000 212400\n", " \n", " [252 rows x 5 columns],\n", " 'ABCB4': Price Close High Low Open Volume\n", " Ticker ABCB4.SA ABCB4.SA ABCB4.SA ABCB4.SA ABCB4.SA\n", " Date \n", " 2024-04-11 22.466990 22.596430 22.272831 22.559447 385900\n", " 2024-04-12 22.115656 22.624167 21.810549 22.624167 652700\n", " 2024-04-15 21.792055 22.134146 21.570159 22.106408 715400\n", " 2024-04-16 21.514687 21.690353 21.311281 21.690353 655700\n", " 2024-04-17 20.922962 21.708845 20.904472 21.542422 789900\n", " ... ... ... ... ... ...\n", " 2025-04-07 19.559999 20.070000 19.500000 19.930000 522200\n", " 2025-04-08 19.330000 19.889999 19.330000 19.629999 448500\n", " 2025-04-09 19.469999 19.719999 19.139999 19.330000 611800\n", " 2025-04-10 19.459999 19.590000 19.250000 19.510000 576100\n", " 2025-04-11 19.280001 19.469999 19.240000 19.410000 409000\n", " \n", " [252 rows x 5 columns],\n", " 'ENGI11': Price Close High Low Open Volume\n", " Ticker ENGI11.SA ENGI11.SA ENGI11.SA ENGI11.SA ENGI11.SA\n", " Date \n", " 2024-04-11 44.275177 44.387265 43.387805 43.854842 3318300\n", " 2024-04-12 43.761433 44.490014 43.518575 44.340562 2429000\n", " 2024-04-15 43.527912 43.677364 42.659222 43.677364 3518000\n", " 2024-04-16 43.154285 43.527913 42.902085 43.079558 3126100\n", " 2024-04-17 42.696587 43.191649 42.528453 43.144942 2022500\n", " ... ... ... ... ... ...\n", " 2025-04-07 40.410000 41.860001 40.189999 40.919998 2220400\n", " 2025-04-08 40.610001 41.520000 40.389999 40.970001 4571600\n", " 2025-04-09 40.689999 41.540001 39.500000 40.410000 3849500\n", " 2025-04-10 40.439999 40.779999 39.750000 40.299999 2939300\n", " 2025-04-11 41.200001 41.439999 40.290001 40.599998 1600700\n", " \n", " [252 rows x 5 columns],\n", " 'CBEE3': Price Close High Low Open Volume\n", " Ticker CBEE3.SA CBEE3.SA CBEE3.SA CBEE3.SA CBEE3.SA\n", " Date \n", " 2024-04-11 11.94 11.94 11.94 11.94 0\n", " 2024-04-12 11.94 11.94 11.94 11.94 0\n", " 2024-04-15 11.80 11.80 11.80 11.80 100\n", " 2024-04-16 11.80 11.80 11.80 11.80 0\n", " 2024-04-17 11.80 11.80 11.80 11.80 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.80 8.80 8.80 8.80 0\n", " 2025-04-08 8.80 8.80 8.80 8.80 0\n", " 2025-04-09 8.80 8.80 8.80 8.80 0\n", " 2025-04-10 8.80 8.80 8.80 8.80 0\n", " 2025-04-11 8.80 8.80 8.80 8.80 0\n", " \n", " [246 rows x 5 columns],\n", " 'BMGB4': Price Close High Low Open Volume\n", " Ticker BMGB4.SA BMGB4.SA BMGB4.SA BMGB4.SA BMGB4.SA\n", " Date \n", " 2024-04-11 3.033962 3.060498 3.007426 3.051652 458100\n", " 2024-04-12 2.954354 3.042807 2.927817 3.033962 643700\n", " 2024-04-15 2.980890 2.980890 2.936663 2.954353 483700\n", " 2024-04-16 2.892436 2.945508 2.839363 2.918972 693700\n", " 2024-04-17 2.892436 2.945508 2.892436 2.936662 395400\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.630000 3.680000 3.580000 3.650000 721000\n", " 2025-04-08 3.600000 3.690000 3.590000 3.640000 712000\n", " 2025-04-09 3.700000 3.750000 3.560000 3.590000 1322300\n", " 2025-04-10 3.620000 3.710000 3.600000 3.700000 411800\n", " 2025-04-11 3.670000 3.680000 3.600000 3.650000 359800\n", " \n", " [252 rows x 5 columns],\n", " 'BALM3': Price Close High Low Open Volume\n", " Ticker BALM3.SA BALM3.SA BALM3.SA BALM3.SA BALM3.SA\n", " Date \n", " 2024-04-11 11.337557 11.337557 11.337557 11.337557 0\n", " 2024-04-12 11.337557 11.337557 11.337557 11.337557 100\n", " 2024-04-15 11.337557 11.337557 11.337557 11.337557 200\n", " 2024-04-16 11.337557 11.337557 11.337557 11.337557 0\n", " 2024-04-17 11.337557 11.337557 11.337557 11.337557 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 16.450001 16.450001 16.450001 16.450001 0\n", " 2025-04-08 16.450001 16.450001 16.450001 16.450001 0\n", " 2025-04-09 16.450001 16.450001 16.450001 16.450001 0\n", " 2025-04-10 16.450001 16.450001 16.450001 16.450001 0\n", " 2025-04-11 16.450001 16.450001 16.450001 16.450001 0\n", " \n", " [252 rows x 5 columns],\n", " 'TPIS3': Price Close High Low Open Volume\n", " Ticker TPIS3.SA TPIS3.SA TPIS3.SA TPIS3.SA TPIS3.SA\n", " Date \n", " 2024-04-11 3.764188 3.764188 3.706572 3.725778 12700\n", " 2024-04-12 3.744983 3.744983 3.696970 3.725778 9900\n", " 2024-04-15 3.725778 3.744983 3.648957 3.744983 49900\n", " 2024-04-16 3.687367 3.696970 3.591342 3.687367 38300\n", " 2024-04-17 3.687367 3.696970 3.629752 3.696970 27500\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.050000 4.460000 4.010000 4.350000 76000\n", " 2025-04-08 4.010000 4.250000 4.000000 4.170000 62800\n", " 2025-04-09 4.200000 4.200000 4.110000 4.130000 15900\n", " 2025-04-10 4.200000 4.250000 4.080000 4.080000 9600\n", " 2025-04-11 4.150000 4.300000 4.120000 4.300000 6900\n", " \n", " [252 rows x 5 columns],\n", " 'CEEB5': Price Close High Low Open Volume\n", " Ticker CEEB5.SA CEEB5.SA CEEB5.SA CEEB5.SA CEEB5.SA\n", " Date \n", " 2024-04-11 33.729664 33.729664 33.729664 33.729664 0\n", " 2024-04-12 33.729664 33.729664 33.729664 33.729664 0\n", " 2024-04-15 33.729664 33.729664 33.729664 33.729664 0\n", " 2024-04-16 35.220722 35.220722 35.220722 35.220722 0\n", " 2024-04-17 35.220722 35.220722 35.220722 35.220722 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 35.666794 35.666794 35.666794 35.666794 0\n", " 2025-04-08 35.666794 35.666794 35.666794 35.666794 0\n", " 2025-04-09 35.666794 35.666794 35.666794 35.666794 0\n", " 2025-04-10 35.666794 35.666794 35.666794 35.666794 0\n", " 2025-04-11 36.000000 36.000000 36.000000 36.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'MDNE3': Price Close High Low Open Volume\n", " Ticker MDNE3.SA MDNE3.SA MDNE3.SA MDNE3.SA MDNE3.SA\n", " Date \n", " 2024-04-11 12.830649 13.213939 12.734826 13.175610 374200\n", " 2024-04-12 11.939499 12.878560 11.939499 12.792321 735700\n", " 2024-04-15 11.316652 11.939499 11.297487 11.939499 629600\n", " 2024-04-16 11.431639 11.604119 11.019601 11.144171 453900\n", " 2024-04-17 11.450803 11.786182 11.354981 11.786182 465500\n", " ... ... ... ... ... ...\n", " 2025-04-07 14.830000 15.250000 14.300000 15.100000 596800\n", " 2025-04-08 14.630000 15.210000 14.510000 15.030000 538500\n", " 2025-04-09 15.350000 15.420000 14.160000 14.350000 632900\n", " 2025-04-10 15.190000 15.490000 14.900000 15.490000 237800\n", " 2025-04-11 15.470000 15.470000 14.950000 15.150000 289700\n", " \n", " [252 rows x 5 columns],\n", " 'SBFG3': Price Close High Low Open Volume\n", " Ticker SBFG3.SA SBFG3.SA SBFG3.SA SBFG3.SA SBFG3.SA\n", " Date \n", " 2024-04-11 13.469825 13.834407 13.203778 13.794992 1841800\n", " 2024-04-12 12.543589 13.450117 12.514028 13.400850 2044300\n", " 2024-04-15 11.528671 12.543588 11.499111 12.454907 3500500\n", " 2024-04-16 11.183798 11.371015 10.661558 11.233065 4614900\n", " 2024-04-17 11.272479 11.558232 11.134530 11.380869 2016100\n", " ... ... ... ... ... ...\n", " 2025-04-07 11.290000 11.800000 11.010000 11.500000 1240300\n", " 2025-04-08 11.270000 11.700000 11.200000 11.400000 1158300\n", " 2025-04-09 11.780000 11.780000 10.900000 11.090000 1604300\n", " 2025-04-10 11.040000 11.670000 10.960000 11.600000 1492000\n", " 2025-04-11 11.490000 11.600000 11.040000 11.090000 1208600\n", " \n", " [252 rows x 5 columns],\n", " 'CAMB3': Price Close High Low Open Volume\n", " Ticker CAMB3.SA CAMB3.SA CAMB3.SA CAMB3.SA CAMB3.SA\n", " Date \n", " 2024-04-11 10.265225 10.312013 10.152935 10.302656 26300\n", " 2024-04-12 10.274583 10.302656 10.124862 10.265226 53700\n", " 2024-04-15 9.722487 10.162291 9.591482 10.162291 182800\n", " 2024-04-16 10.012571 10.012571 9.610198 9.778633 132600\n", " 2024-04-17 9.918997 9.993857 9.638270 9.993857 84500\n", " ... ... ... ... ... ...\n", " 2025-04-07 9.780000 9.800000 9.460000 9.760000 39500\n", " 2025-04-08 9.510000 10.060000 9.510000 9.800000 40200\n", " 2025-04-09 9.850000 9.950000 9.480000 9.510000 36600\n", " 2025-04-10 9.500000 9.720000 9.500000 9.680000 23200\n", " 2025-04-11 9.500000 9.630000 9.410000 9.520000 25500\n", " \n", " [252 rows x 5 columns],\n", " 'CGRA4': Price Close High Low Open Volume\n", " Ticker CGRA4.SA CGRA4.SA CGRA4.SA CGRA4.SA CGRA4.SA\n", " Date \n", " 2024-04-11 25.455475 25.635373 25.149649 25.158644 20200\n", " 2024-04-12 25.545425 25.635374 25.455476 25.590401 1400\n", " 2024-04-15 24.331118 25.383517 24.205190 25.383517 8600\n", " 2024-04-16 23.953333 24.717897 23.953333 24.555989 4600\n", " 2024-04-17 24.061272 24.627948 23.836400 24.627948 3700\n", " ... ... ... ... ... ...\n", " 2025-04-07 26.549999 26.840000 26.549999 26.750000 7100\n", " 2025-04-08 25.790001 26.790001 25.500000 26.670000 20700\n", " 2025-04-09 26.070000 26.389999 25.969999 25.969999 1700\n", " 2025-04-10 26.309999 26.309999 26.260000 26.260000 500\n", " 2025-04-11 26.400000 26.490000 26.250000 26.309999 800\n", " \n", " [252 rows x 5 columns],\n", " 'CGRA3': Price Close High Low Open Volume\n", " Ticker CGRA3.SA CGRA3.SA CGRA3.SA CGRA3.SA CGRA3.SA\n", " Date \n", " 2024-04-11 24.756929 24.756929 24.324809 24.324809 900\n", " 2024-04-12 24.216778 24.657901 24.216778 24.432838 1600\n", " 2024-04-15 23.532587 24.486855 23.406552 24.477853 6500\n", " 2024-04-16 23.415556 23.730645 23.415556 23.460568 1500\n", " 2024-04-17 23.766653 23.766653 23.766653 23.766653 200\n", " ... ... ... ... ... ...\n", " 2025-04-07 26.750000 26.750000 25.500000 26.690001 2100\n", " 2025-04-08 25.610001 26.240000 25.610001 26.240000 2200\n", " 2025-04-09 26.850000 26.850000 26.080000 26.080000 200\n", " 2025-04-10 26.400000 27.030001 26.400000 27.030001 700\n", " 2025-04-11 26.400000 26.400000 26.400000 26.400000 0\n", " \n", " [252 rows x 5 columns],\n", " 'BRSR3': Price Close High Low Open Volume\n", " Ticker BRSR3.SA BRSR3.SA BRSR3.SA BRSR3.SA BRSR3.SA\n", " Date \n", " 2024-04-11 12.130515 12.130515 12.011767 12.121381 2400\n", " 2024-04-12 12.020904 12.130517 11.829081 12.130517 5800\n", " 2024-04-15 11.555046 12.020902 11.555046 11.929558 9000\n", " 2024-04-16 11.509376 11.774274 11.390628 11.591585 7200\n", " 2024-04-17 11.198804 11.682928 11.180535 11.646390 6900\n", " ... ... ... ... ... ...\n", " 2025-04-07 11.850000 12.020000 11.710000 11.760000 4700\n", " 2025-04-08 11.790000 12.030000 11.650000 11.920000 7600\n", " 2025-04-09 12.150000 12.220000 11.650000 11.650000 12900\n", " 2025-04-10 11.810000 12.300000 11.800000 12.020000 3100\n", " 2025-04-11 11.800000 11.900000 11.750000 11.820000 3800\n", " \n", " [252 rows x 5 columns],\n", " 'GOAU4': Price Close High Low Open Volume\n", " Ticker GOAU4.SA GOAU4.SA GOAU4.SA GOAU4.SA GOAU4.SA\n", " Date \n", " 2024-04-11 10.308517 10.327696 10.164677 10.270159 4141400\n", " 2024-04-12 10.078372 10.318105 10.030425 10.308515 7390200\n", " 2024-04-15 10.442766 10.672910 10.279748 10.298926 20664500\n", " 2024-04-16 10.155087 10.394820 10.049604 10.327695 11015700\n", " 2024-04-17 10.174265 10.490712 10.145497 10.327695 11805800\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.010000 8.370000 7.850000 8.240000 30804800\n", " 2025-04-08 7.820000 8.180000 7.720000 8.120000 25292200\n", " 2025-04-09 8.260000 8.290000 7.670000 7.730000 32666500\n", " 2025-04-10 8.050000 8.310000 7.910000 8.210000 22809100\n", " 2025-04-11 8.160000 8.220000 7.980000 8.100000 16423600\n", " \n", " [252 rows x 5 columns],\n", " 'SAPR3': Price Close High Low Open Volume\n", " Ticker SAPR3.SA SAPR3.SA SAPR3.SA SAPR3.SA SAPR3.SA\n", " Date \n", " 2024-04-11 4.632747 4.680117 4.623273 4.680117 177500\n", " 2024-04-12 4.556956 4.642221 4.556956 4.642221 322000\n", " 2024-04-15 4.566430 4.613799 4.519060 4.594851 465200\n", " 2024-04-16 4.500112 4.575903 4.471690 4.575903 352000\n", " 2024-04-17 4.509586 4.575903 4.481164 4.481164 177400\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.450000 5.640000 5.450000 5.620000 177400\n", " 2025-04-08 5.520000 5.610000 5.450000 5.450000 136300\n", " 2025-04-09 5.570000 5.620000 5.450000 5.520000 182400\n", " 2025-04-10 5.450000 5.580000 5.390000 5.570000 156300\n", " 2025-04-11 5.440000 5.510000 5.380000 5.510000 123000\n", " \n", " [252 rows x 5 columns],\n", " 'VLID3': Price Close High Low Open Volume\n", " Ticker VLID3.SA VLID3.SA VLID3.SA VLID3.SA VLID3.SA\n", " Date \n", " 2024-04-11 16.378645 16.726349 16.378645 16.579948 434600\n", " 2024-04-12 15.857089 16.433543 15.756438 16.396944 769700\n", " 2024-04-15 15.884542 16.030943 15.628339 15.774740 457100\n", " 2024-04-16 15.646638 15.811340 15.454485 15.646638 520300\n", " 2024-04-17 16.131590 16.131590 15.719837 15.783888 421100\n", " ... ... ... ... ... ...\n", " 2025-04-07 25.090000 25.520000 24.270000 24.900000 368200\n", " 2025-04-08 24.440001 25.430000 24.430000 25.190001 249800\n", " 2025-04-09 25.040001 25.049999 24.120001 24.440001 546500\n", " 2025-04-10 24.430000 25.040001 24.320000 25.040001 225400\n", " 2025-04-11 25.110001 25.240000 24.330000 24.719999 368000\n", " \n", " [252 rows x 5 columns],\n", " 'SAPR11': Price Close High Low Open Volume\n", " Ticker SAPR11.SA SAPR11.SA SAPR11.SA SAPR11.SA SAPR11.SA\n", " Date \n", " 2024-04-11 23.902470 24.081975 23.789099 24.034737 494700\n", " 2024-04-12 23.590698 23.996946 23.524565 23.996946 1110000\n", " 2024-04-15 23.524565 23.807994 23.392299 23.713518 1173000\n", " 2024-04-16 23.269480 23.524566 23.165557 23.420643 922200\n", " 2024-04-17 23.326166 23.656833 23.260033 23.335614 698000\n", " ... ... ... ... ... ...\n", " 2025-04-07 27.010000 28.059999 27.010000 27.860001 1158900\n", " 2025-04-08 27.440001 27.740000 27.190001 27.400000 872100\n", " 2025-04-09 27.730000 28.190001 27.150000 27.420000 931600\n", " 2025-04-10 27.290001 27.990000 27.150000 27.549999 589700\n", " 2025-04-11 27.590000 27.670000 27.250000 27.309999 316100\n", " \n", " [252 rows x 5 columns],\n", " 'SAPR4': Price Close High Low Open Volume\n", " Ticker SAPR4.SA SAPR4.SA SAPR4.SA SAPR4.SA SAPR4.SA\n", " Date \n", " 2024-04-11 4.826108 4.873330 4.816663 4.863886 1423300\n", " 2024-04-12 4.797774 4.844997 4.769441 4.844997 2438100\n", " 2024-04-15 4.788330 4.826108 4.750552 4.807219 3319900\n", " 2024-04-16 4.731663 4.778885 4.703330 4.778885 2904400\n", " 2024-04-17 4.722219 4.797774 4.722219 4.750553 1350900\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.400000 5.590000 5.400000 5.550000 1984000\n", " 2025-04-08 5.460000 5.530000 5.420000 5.450000 1680300\n", " 2025-04-09 5.570000 5.630000 5.410000 5.460000 1993500\n", " 2025-04-10 5.490000 5.580000 5.440000 5.570000 1267600\n", " 2025-04-11 5.530000 5.560000 5.460000 5.490000 711600\n", " \n", " [252 rows x 5 columns],\n", " 'LAVV3': Price Close High Low Open Volume\n", " Ticker LAVV3.SA LAVV3.SA LAVV3.SA LAVV3.SA LAVV3.SA\n", " Date \n", " 2024-04-11 8.281399 8.390126 8.227035 8.372004 420600\n", " 2024-04-12 8.036761 8.308580 8.018641 8.272337 587200\n", " 2024-04-15 7.810246 8.036762 7.710580 8.036762 1149100\n", " 2024-04-16 7.665277 7.774004 7.475004 7.774004 1116200\n", " 2024-04-17 7.601853 7.774004 7.565610 7.692458 378600\n", " ... ... ... ... ... ...\n", " 2025-04-07 9.300000 9.440000 9.030000 9.250000 1198600\n", " 2025-04-08 9.240000 9.560000 9.190000 9.380000 825400\n", " 2025-04-09 9.420000 9.490000 9.130000 9.240000 1721200\n", " 2025-04-10 9.280000 9.660000 9.250000 9.500000 1176900\n", " 2025-04-11 9.540000 9.540000 8.950000 9.200000 1576300\n", " \n", " [252 rows x 5 columns],\n", " 'BRAP3': Price Close High Low Open Volume\n", " Ticker BRAP3.SA BRAP3.SA BRAP3.SA BRAP3.SA BRAP3.SA\n", " Date \n", " 2024-04-11 18.402342 18.438673 18.257013 18.393259 90100\n", " 2024-04-12 18.120764 18.620333 18.093514 18.556752 81700\n", " 2024-04-15 18.347843 18.593085 18.120766 18.184347 71500\n", " 2024-04-16 17.966352 18.338759 17.939103 18.329676 86900\n", " 2024-04-17 18.048101 18.384175 18.048101 18.202514 59500\n", " ... ... ... ... ... ...\n", " 2025-04-07 15.940000 16.180000 15.590000 15.700000 100200\n", " 2025-04-08 15.200000 16.100000 15.200000 15.960000 210000\n", " 2025-04-09 15.910000 16.040001 15.230000 15.280000 88900\n", " 2025-04-10 16.090000 16.129999 15.890000 16.049999 45100\n", " 2025-04-11 16.520000 16.580000 15.990000 16.110001 48100\n", " \n", " [252 rows x 5 columns],\n", " 'CEEB3': Price Close High Low Open Volume\n", " Ticker CEEB3.SA CEEB3.SA CEEB3.SA CEEB3.SA CEEB3.SA\n", " Date \n", " 2024-04-11 36.061321 36.061321 36.061321 36.061321 100\n", " 2024-04-12 36.337296 36.493682 36.337296 36.493682 200\n", " 2024-04-15 36.567276 36.567276 36.153306 36.153306 700\n", " 2024-04-16 37.132652 37.142230 36.768797 36.768797 1200\n", " 2024-04-17 37.132652 37.132652 37.132652 37.132652 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 35.979507 37.079708 35.979507 37.069798 1500\n", " 2025-04-08 36.911213 36.970681 36.911213 36.970681 200\n", " 2025-04-09 37.416706 37.416706 36.822005 36.822005 200\n", " 2025-04-10 37.406799 37.406799 36.366067 36.366067 200\n", " 2025-04-11 37.740002 37.740002 37.740002 37.740002 0\n", " \n", " [252 rows x 5 columns],\n", " 'GOAU3': Price Close High Low Open Volume\n", " Ticker GOAU3.SA GOAU3.SA GOAU3.SA GOAU3.SA GOAU3.SA\n", " Date \n", " 2024-04-11 10.444893 10.444893 10.291432 10.416118 17000\n", " 2024-04-12 10.320207 10.521623 10.243477 10.444893 37000\n", " 2024-04-15 10.713449 11.068326 10.368164 10.368164 279400\n", " 2024-04-16 10.425710 10.684674 10.368163 10.684674 39400\n", " 2024-04-17 10.492847 10.732629 10.444892 10.492847 30800\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.280000 8.600000 8.180000 8.600000 154300\n", " 2025-04-08 8.080000 8.460000 8.080000 8.430000 55000\n", " 2025-04-09 8.540000 8.590000 8.040000 8.080000 40600\n", " 2025-04-10 8.440000 8.580000 8.250000 8.540000 37300\n", " 2025-04-11 8.500000 8.570000 8.350000 8.430000 35400\n", " \n", " [252 rows x 5 columns],\n", " 'LUXM3': Price Close High Low Open Volume\n", " Ticker LUXM3.SA LUXM3.SA LUXM3.SA LUXM3.SA LUXM3.SA\n", " Date \n", " 2024-04-11 1.46446 1.46446 1.46446 1.46446 0\n", " 2024-04-12 1.46446 1.46446 1.46446 1.46446 0\n", " 2024-04-15 1.46446 1.46446 1.46446 1.46446 0\n", " 2024-04-16 1.46446 1.46446 1.46446 1.46446 0\n", " 2024-04-17 1.46446 1.46446 1.46446 1.46446 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.66667 1.66667 1.66667 1.66667 0\n", " 2025-04-08 1.66667 1.66667 1.66667 1.66667 0\n", " 2025-04-09 1.66667 1.66667 1.66667 1.66667 0\n", " 2025-04-10 1.66667 1.66667 1.66667 1.66667 0\n", " 2025-04-11 1.66667 1.66667 1.66667 1.66667 0\n", " \n", " [252 rows x 5 columns],\n", " 'BRAP4': Price Close High Low Open Volume\n", " Ticker BRAP4.SA BRAP4.SA BRAP4.SA BRAP4.SA BRAP4.SA\n", " Date \n", " 2024-04-11 18.834146 18.960732 18.698519 18.960732 2776400\n", " 2024-04-12 18.653309 19.141569 18.590016 19.024026 12468300\n", " 2024-04-15 18.879356 19.277198 18.662352 18.770855 10738800\n", " 2024-04-16 18.472473 18.689477 18.409181 18.680435 6400500\n", " 2024-04-17 18.671392 19.005941 18.617142 18.861272 4750800\n", " ... ... ... ... ... ...\n", " 2025-04-07 16.520000 17.010000 16.320000 16.360001 5273500\n", " 2025-04-08 15.900000 16.860001 15.890000 16.670000 9151600\n", " 2025-04-09 16.719999 16.870001 15.760000 15.870000 10636100\n", " 2025-04-10 16.900000 16.980000 16.639999 16.790001 4973900\n", " 2025-04-11 17.170000 17.299999 16.809999 16.940001 4021500\n", " \n", " [252 rows x 5 columns],\n", " 'RANI3': Price Close High Low Open Volume\n", " Ticker RANI3.SA RANI3.SA RANI3.SA RANI3.SA RANI3.SA\n", " Date \n", " 2024-04-11 8.750152 8.842648 8.666905 8.805650 569000\n", " 2024-04-12 8.611408 8.787151 8.583659 8.787151 655100\n", " 2024-04-15 8.491163 8.639157 8.454165 8.629907 809500\n", " 2024-04-16 8.426415 8.518912 8.333920 8.481914 1494200\n", " 2024-04-17 8.417167 8.583660 8.417167 8.463414 764500\n", " ... ... ... ... ... ...\n", " 2025-04-07 7.150000 7.350000 7.120000 7.190000 604200\n", " 2025-04-08 7.060000 7.270000 7.050000 7.230000 601600\n", " 2025-04-09 7.210000 7.310000 6.990000 7.030000 693200\n", " 2025-04-10 7.090000 7.240000 7.060000 7.210000 433800\n", " 2025-04-11 7.200000 7.210000 7.040000 7.090000 357500\n", " \n", " [252 rows x 5 columns],\n", " 'CSMG3': Price Close High Low Open Volume\n", " Ticker CSMG3.SA CSMG3.SA CSMG3.SA CSMG3.SA CSMG3.SA\n", " Date \n", " 2024-04-11 19.715347 19.813969 19.222240 19.545000 1126400\n", " 2024-04-12 18.917410 19.760176 18.836719 19.724313 1245800\n", " 2024-04-15 19.114653 19.150516 18.791891 18.971203 1104800\n", " 2024-04-16 18.720167 19.042929 18.603615 19.024998 1613900\n", " 2024-04-17 19.033962 19.311897 18.818788 18.827754 1648400\n", " ... ... ... ... ... ...\n", " 2025-04-07 19.549999 19.870001 19.280001 19.510000 2446900\n", " 2025-04-08 19.570000 19.799999 19.410000 19.610001 2034700\n", " 2025-04-09 19.980000 20.360001 19.440001 19.610001 2315000\n", " 2025-04-10 19.620001 20.040001 19.510000 20.040001 2259300\n", " 2025-04-11 19.750000 19.840000 19.500000 19.760000 1546700\n", " \n", " [252 rows x 5 columns],\n", " 'HAGA4': Price Close High Low Open Volume\n", " Ticker HAGA4.SA HAGA4.SA HAGA4.SA HAGA4.SA HAGA4.SA\n", " Date \n", " 2024-04-11 1.16 1.17 1.16 1.17 5600\n", " 2024-04-12 1.18 1.18 1.17 1.17 5400\n", " 2024-04-15 1.14 1.17 1.13 1.15 3800\n", " 2024-04-16 1.15 1.17 1.11 1.13 20600\n", " 2024-04-17 1.15 1.15 1.15 1.15 200\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.18 1.23 1.15 1.22 9900\n", " 2025-04-08 1.22 1.23 1.16 1.22 800\n", " 2025-04-09 1.22 1.22 1.21 1.21 4500\n", " 2025-04-10 1.20 1.24 1.19 1.22 2300\n", " 2025-04-11 1.23 1.23 1.17 1.17 1300\n", " \n", " [252 rows x 5 columns],\n", " 'POMO4': Price Close High Low Open Volume\n", " Ticker POMO4.SA POMO4.SA POMO4.SA POMO4.SA POMO4.SA\n", " Date \n", " 2024-04-11 7.057889 7.067151 6.872642 7.030102 4358900\n", " 2024-04-12 6.650346 7.057888 6.483625 7.057888 11157600\n", " 2024-04-15 6.585511 6.724446 6.502150 6.622560 8489500\n", " 2024-04-16 6.789281 6.798544 6.492887 6.502149 9142600\n", " 2024-04-17 6.742970 6.891167 6.687396 6.835593 4757000\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.850000 6.060000 5.790000 5.950000 18818700\n", " 2025-04-08 6.000000 6.100000 5.900000 5.910000 21125600\n", " 2025-04-09 6.100000 6.230000 5.920000 5.920000 19272000\n", " 2025-04-10 6.040000 6.110000 5.970000 6.100000 18496700\n", " 2025-04-11 6.030000 6.110000 5.900000 6.090000 17242200\n", " \n", " [252 rows x 5 columns],\n", " 'CMIG3': Price Close High Low Open Volume\n", " Ticker CMIG3.SA CMIG3.SA CMIG3.SA CMIG3.SA CMIG3.SA\n", " Date \n", " 2024-04-11 10.662266 10.816995 10.577868 10.662266 258960\n", " 2024-04-12 10.451270 10.697431 10.451270 10.669298 198770\n", " 2024-04-15 10.577868 10.577868 10.324674 10.465337 300820\n", " 2024-04-16 10.345772 10.577866 10.345772 10.577866 331370\n", " 2024-04-17 10.451270 10.606000 10.331707 10.430171 597090\n", " ... ... ... ... ... ...\n", " 2025-04-07 14.020000 14.310000 13.930000 14.260000 304200\n", " 2025-04-08 14.010000 14.200000 13.960000 14.180000 325000\n", " 2025-04-09 14.370000 14.380000 13.840000 13.930000 138200\n", " 2025-04-10 14.100000 14.350000 14.020000 14.350000 87700\n", " 2025-04-11 14.260000 14.310000 14.050000 14.160000 66500\n", " \n", " [252 rows x 5 columns],\n", " 'TECN3': Price Close High Low Open Volume\n", " Ticker TECN3.SA TECN3.SA TECN3.SA TECN3.SA TECN3.SA\n", " Date \n", " 2024-04-11 4.181980 4.201119 3.981015 4.105422 187800\n", " 2024-04-12 4.258537 4.258537 4.105421 4.134131 244800\n", " 2024-04-15 4.076713 4.268107 4.076713 4.258537 107700\n", " 2024-04-16 4.143701 4.229828 4.000154 4.076713 281900\n", " 2024-04-17 4.086282 4.229829 4.086282 4.143701 168900\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.890000 5.890000 5.620000 5.890000 127000\n", " 2025-04-08 5.830000 6.120000 5.830000 5.900000 1010200\n", " 2025-04-09 5.980000 5.980000 5.750000 5.840000 94000\n", " 2025-04-10 5.830000 6.050000 5.810000 5.980000 43200\n", " 2025-04-11 5.870000 5.960000 5.700000 5.960000 76500\n", " \n", " [252 rows x 5 columns],\n", " 'DEXP4': Price Close High Low Open Volume\n", " Ticker DEXP4.SA DEXP4.SA DEXP4.SA DEXP4.SA DEXP4.SA\n", " Date \n", " 2024-04-11 10.420301 10.429556 10.411047 10.429556 400\n", " 2024-04-12 10.105656 10.114910 10.105656 10.114910 200\n", " 2024-04-15 10.105656 10.105656 10.105656 10.105656 0\n", " 2024-04-16 9.716976 9.902061 9.716976 9.902061 700\n", " 2024-04-17 10.050130 10.188944 10.050130 10.188944 200\n", " ... ... ... ... ... ...\n", " 2025-04-07 7.350000 7.700000 7.300000 7.700000 3800\n", " 2025-04-08 7.400000 7.420000 7.360000 7.420000 9600\n", " 2025-04-09 7.540000 7.690000 7.390000 7.390000 30800\n", " 2025-04-10 7.550000 7.590000 7.540000 7.590000 5300\n", " 2025-04-11 7.590000 7.640000 7.540000 7.550000 1800\n", " \n", " [252 rows x 5 columns],\n", " 'EUCA4': Price Close High Low Open Volume\n", " Ticker EUCA4.SA EUCA4.SA EUCA4.SA EUCA4.SA EUCA4.SA\n", " Date \n", " 2024-04-11 16.419817 16.419817 15.823936 15.871229 65900\n", " 2024-04-12 16.192814 16.467107 15.776643 16.467107 88200\n", " 2024-04-15 15.455057 16.230647 15.360473 16.230647 134700\n", " 2024-04-16 15.010511 15.426681 14.660550 15.379390 116700\n", " 2024-04-17 15.133471 15.445598 14.632175 15.445598 39800\n", " ... ... ... ... ... ...\n", " 2025-04-07 12.000000 12.130000 11.850000 12.080000 35300\n", " 2025-04-08 12.170000 12.350000 12.080000 12.130000 46800\n", " 2025-04-09 12.350000 12.460000 11.980000 12.020000 11900\n", " 2025-04-10 12.350000 12.400000 12.170000 12.400000 10300\n", " 2025-04-11 12.350000 12.370000 12.140000 12.370000 45200\n", " \n", " [252 rows x 5 columns],\n", " 'EQMA3B': Price Close High Low Open Volume\n", " Ticker EQMA3B.SA EQMA3B.SA EQMA3B.SA EQMA3B.SA EQMA3B.SA\n", " Date \n", " 2024-04-11 26.690126 26.690126 26.690126 26.690126 0\n", " 2024-04-12 26.690126 26.690126 26.690126 26.690126 0\n", " 2024-04-15 27.159668 27.159668 27.159668 27.159668 1900\n", " 2024-04-16 27.159668 27.159668 27.159668 27.159668 0\n", " 2024-04-17 27.159668 27.159668 27.159668 27.159668 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 26.480000 26.480000 26.480000 26.480000 0\n", " 2025-04-08 26.480000 26.480000 26.480000 26.480000 0\n", " 2025-04-09 26.480000 26.480000 26.480000 26.480000 0\n", " 2025-04-10 26.480000 26.480000 26.480000 26.480000 0\n", " 2025-04-11 26.190001 26.190001 25.600000 25.600000 1700\n", " \n", " [252 rows x 5 columns],\n", " 'CYRE3': Price Close High Low Open Volume\n", " Ticker CYRE3.SA CYRE3.SA CYRE3.SA CYRE3.SA CYRE3.SA\n", " Date \n", " 2024-04-11 23.210442 23.346461 22.676087 22.957837 5429800\n", " 2024-04-12 22.073723 23.123002 22.015430 23.074425 5183900\n", " 2024-04-15 20.742693 22.141732 20.441512 22.083438 13098300\n", " 2024-04-16 20.626106 20.927290 20.052889 20.305493 9802200\n", " 2024-04-17 20.402649 21.218755 20.266632 21.082738 7962000\n", " ... ... ... ... ... ...\n", " 2025-04-07 24.260000 24.990000 23.740000 24.090000 6010600\n", " 2025-04-08 24.549999 25.070000 24.500000 24.590000 7694000\n", " 2025-04-09 24.840000 25.250000 24.100000 24.299999 7801500\n", " 2025-04-10 24.730000 24.950001 24.420000 24.780001 4758900\n", " 2025-04-11 24.920000 24.940001 23.969999 24.830000 7901500\n", " \n", " [252 rows x 5 columns],\n", " 'DEXP3': Price Close High Low Open Volume\n", " Ticker DEXP3.SA DEXP3.SA DEXP3.SA DEXP3.SA DEXP3.SA\n", " Date \n", " 2024-04-11 10.907947 10.907947 10.661332 10.898461 44900\n", " 2024-04-12 10.613905 10.851034 10.613905 10.832064 62400\n", " 2024-04-15 10.319865 10.613905 10.319865 10.613905 150800\n", " 2024-04-16 9.987885 10.395747 9.987885 10.348321 105600\n", " 2024-04-17 9.968915 10.300895 9.968915 10.139647 91700\n", " ... ... ... ... ... ...\n", " 2025-04-07 7.400000 7.570000 7.300000 7.530000 220300\n", " 2025-04-08 7.410000 7.640000 7.330000 7.430000 91400\n", " 2025-04-09 7.700000 7.760000 7.280000 7.490000 119000\n", " 2025-04-10 7.570000 7.880000 7.550000 7.740000 76200\n", " 2025-04-11 7.680000 7.700000 7.530000 7.560000 52400\n", " \n", " [252 rows x 5 columns],\n", " 'COCE6': Price Close High Low Open Volume\n", " Ticker COCE6.SA COCE6.SA COCE6.SA COCE6.SA COCE6.SA\n", " Date \n", " 2024-04-11 33.352909 33.352909 33.352909 33.352909 0\n", " 2024-04-12 33.352909 33.352909 33.352909 33.352909 0\n", " 2024-04-15 33.352909 33.352909 33.352909 33.352909 0\n", " 2024-04-16 33.352909 33.352909 33.352909 33.352909 0\n", " 2024-04-17 33.352909 33.352909 33.352909 33.352909 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 35.000000 35.000000 35.000000 35.000000 0\n", " 2025-04-08 35.000000 35.000000 35.000000 35.000000 0\n", " 2025-04-09 35.000000 35.000000 35.000000 35.000000 0\n", " 2025-04-10 35.000000 35.000000 35.000000 35.000000 0\n", " 2025-04-11 35.000000 35.000000 35.000000 35.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'AVLL3': Price Close High Low Open Volume\n", " Ticker AVLL3.SA AVLL3.SA AVLL3.SA AVLL3.SA AVLL3.SA\n", " Date \n", " 2024-04-11 3.77 3.82 3.70 3.82 3200\n", " 2024-04-12 3.86 3.86 3.81 3.81 12000\n", " 2024-04-15 3.86 3.86 3.85 3.85 200\n", " 2024-04-16 3.86 3.86 3.86 3.86 0\n", " 2024-04-17 3.86 3.86 3.86 3.86 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.91 2.06 1.87 2.06 25000\n", " 2025-04-08 2.00 2.06 1.97 1.97 23600\n", " 2025-04-09 2.01 2.01 1.99 2.00 13600\n", " 2025-04-10 2.01 2.01 2.00 2.01 5200\n", " 2025-04-11 2.00 2.01 2.00 2.00 3900\n", " \n", " [252 rows x 5 columns],\n", " 'WIZC3': Price Close High Low Open Volume\n", " Ticker WIZC3.SA WIZC3.SA WIZC3.SA WIZC3.SA WIZC3.SA\n", " Date \n", " 2024-04-11 6.810549 6.945794 6.810549 6.945794 302700\n", " 2024-04-12 6.820209 7.071378 6.781568 6.858850 652800\n", " 2024-04-15 6.858850 6.974775 6.800888 6.858850 594600\n", " 2024-04-16 6.781568 6.849191 6.627003 6.762247 691600\n", " 2024-04-17 6.742927 6.907153 6.723606 6.781568 245100\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.900000 5.960000 5.740000 5.900000 393700\n", " 2025-04-08 5.890000 6.010000 5.820000 5.900000 289800\n", " 2025-04-09 5.940000 5.980000 5.790000 5.860000 437100\n", " 2025-04-10 5.820000 5.950000 5.790000 5.880000 327200\n", " 2025-04-11 5.920000 5.930000 5.840000 5.850000 206400\n", " \n", " [252 rows x 5 columns],\n", " 'BOBR4': Price Close High Low Open Volume\n", " Ticker BOBR4.SA BOBR4.SA BOBR4.SA BOBR4.SA BOBR4.SA\n", " Date \n", " 2024-04-11 2.15 2.18 2.09 2.18 25500\n", " 2024-04-12 2.15 2.17 2.15 2.15 4100\n", " 2024-04-15 2.19 2.20 2.10 2.14 29300\n", " 2024-04-16 2.19 2.28 2.10 2.19 22300\n", " 2024-04-17 2.11 2.22 2.10 2.19 44600\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.62 1.70 1.60 1.67 96800\n", " 2025-04-08 1.65 1.70 1.63 1.63 11100\n", " 2025-04-09 1.64 1.68 1.60 1.64 86000\n", " 2025-04-10 1.63 1.70 1.62 1.66 24400\n", " 2025-04-11 1.68 1.71 1.63 1.65 24300\n", " \n", " [252 rows x 5 columns],\n", " 'ISAE3': Price Close High Low Open Volume\n", " Ticker ISAE3.SA ISAE3.SA ISAE3.SA ISAE3.SA ISAE3.SA\n", " Date \n", " 2024-04-11 31.717789 31.905524 30.976236 31.351706 3700\n", " 2024-04-12 31.736563 31.961842 31.417413 31.961842 1100\n", " 2024-04-15 31.708401 31.858588 31.464347 31.858588 2800\n", " 2024-04-16 31.642694 31.943070 31.633309 31.943070 600\n", " 2024-04-17 31.867975 31.867975 31.473730 31.473730 400\n", " ... ... ... ... ... ...\n", " 2025-04-07 31.670000 31.670000 30.480000 30.480000 4100\n", " 2025-04-08 32.290001 32.500000 31.120001 31.840000 17300\n", " 2025-04-09 31.690001 32.250000 31.540001 32.250000 1800\n", " 2025-04-10 31.930000 31.930000 31.389999 31.450001 1600\n", " 2025-04-11 32.200001 32.200001 31.540001 31.540001 1400\n", " \n", " [251 rows x 5 columns],\n", " 'LVTC3': Price Close High Low Open Volume\n", " Ticker LVTC3.SA LVTC3.SA LVTC3.SA LVTC3.SA LVTC3.SA\n", " Date \n", " 2024-04-11 3.84 3.85 3.83 3.83 4800\n", " 2024-04-12 3.79 3.85 3.78 3.85 3600\n", " 2024-04-15 3.83 3.85 3.78 3.85 8800\n", " 2024-04-16 3.81 3.83 3.75 3.83 8800\n", " 2024-04-17 3.77 3.84 3.75 3.84 5200\n", " ... ... ... ... ... ...\n", " 2025-04-07 2.76 2.78 2.67 2.70 19800\n", " 2025-04-08 2.66 2.90 2.66 2.74 24300\n", " 2025-04-09 2.74 2.81 2.53 2.66 32900\n", " 2025-04-10 2.72 2.85 2.72 2.74 8100\n", " 2025-04-11 2.77 2.77 2.60 2.70 72500\n", " \n", " [252 rows x 5 columns],\n", " 'SMTO3': Price Close High Low Open Volume\n", " Ticker SMTO3.SA SMTO3.SA SMTO3.SA SMTO3.SA SMTO3.SA\n", " Date \n", " 2024-04-11 29.304775 30.602545 29.113928 29.953660 5768100\n", " 2024-04-12 27.682564 29.209352 27.424918 29.199809 2878000\n", " 2024-04-15 26.900084 27.930665 26.489759 27.682562 1999400\n", " 2024-04-16 27.119562 27.520344 26.613813 26.680610 3153700\n", " 2024-04-17 26.823748 27.348580 26.737866 27.110020 1977400\n", " ... ... ... ... ... ...\n", " 2025-04-07 19.100000 19.129999 18.330000 18.639999 3106800\n", " 2025-04-08 19.350000 19.760000 19.100000 19.110001 2561700\n", " 2025-04-09 20.000000 20.230000 18.820000 19.299999 1971300\n", " 2025-04-10 19.430000 20.040001 19.240000 19.870001 1239200\n", " 2025-04-11 19.920000 20.030001 19.340000 19.430000 3128800\n", " \n", " [252 rows x 5 columns],\n", " 'MRFG3': Price Close High Low Open Volume\n", " Ticker MRFG3.SA MRFG3.SA MRFG3.SA MRFG3.SA MRFG3.SA\n", " Date \n", " 2024-04-11 8.886619 9.006593 8.758076 8.869480 5403000\n", " 2024-04-12 8.526697 8.903758 8.500989 8.903758 5409400\n", " 2024-04-15 8.938036 9.152275 8.432433 8.612393 13598400\n", " 2024-04-16 8.903758 9.297957 8.860910 8.912327 11508200\n", " 2024-04-17 8.329598 8.946605 8.312459 8.929466 9543400\n", " ... ... ... ... ... ...\n", " 2025-04-07 18.549999 18.780001 18.040001 18.260000 4423500\n", " 2025-04-08 18.590000 18.750000 18.410000 18.580000 4291000\n", " 2025-04-09 19.610001 19.700001 18.129999 18.500000 8173900\n", " 2025-04-10 19.930000 20.420000 19.420000 19.520000 6447700\n", " 2025-04-11 20.160000 20.340000 19.799999 20.090000 5674600\n", " \n", " [252 rows x 5 columns],\n", " 'BBDC3': Price Close High Low Open Volume\n", " Ticker BBDC3.SA BBDC3.SA BBDC3.SA BBDC3.SA BBDC3.SA\n", " Date \n", " 2024-04-11 11.441201 11.495085 11.351396 11.468143 3913100\n", " 2024-04-12 11.270573 11.441202 11.243631 11.441202 4903900\n", " 2024-04-15 11.162807 11.315476 11.099942 11.288533 5645900\n", " 2024-04-16 11.046059 11.135863 11.010137 11.099941 5091800\n", " 2024-04-17 11.010139 11.126886 10.884411 11.073002 6652100\n", " ... ... ... ... ... ...\n", " 2025-04-07 11.030000 11.260000 10.800000 10.960000 11571000\n", " 2025-04-08 10.750000 11.170000 10.660000 11.080000 9068100\n", " 2025-04-09 11.100000 11.270000 10.590000 10.710000 14919100\n", " 2025-04-10 11.090000 11.100000 10.840000 11.010000 7576100\n", " 2025-04-11 11.180000 11.340000 11.070000 11.140000 6381900\n", " \n", " [252 rows x 5 columns],\n", " 'BRSR5': Price Close High Low Open Volume\n", " Ticker BRSR5.SA BRSR5.SA BRSR5.SA BRSR5.SA BRSR5.SA\n", " Date \n", " 2024-04-11 14.855040 14.855040 14.855040 14.855040 0\n", " 2024-04-12 14.855040 14.855040 14.855040 14.855040 0\n", " 2024-04-15 14.855040 14.855040 14.855040 14.855040 0\n", " 2024-04-16 14.855040 14.855040 14.855040 14.855040 0\n", " 2024-04-17 14.167994 14.167994 14.167994 14.167994 100\n", " ... ... ... ... ... ...\n", " 2025-04-07 14.500000 14.500000 14.500000 14.500000 200\n", " 2025-04-08 14.000000 14.000000 14.000000 14.000000 300\n", " 2025-04-09 14.000000 14.000000 14.000000 14.000000 0\n", " 2025-04-10 14.000000 14.000000 14.000000 14.000000 0\n", " 2025-04-11 14.000000 14.000000 14.000000 14.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'RAPT3': Price Close High Low Open Volume\n", " Ticker RAPT3.SA RAPT3.SA RAPT3.SA RAPT3.SA RAPT3.SA\n", " Date \n", " 2024-04-11 10.615231 10.663219 10.528850 10.624828 13900\n", " 2024-04-12 10.538447 10.548045 10.327295 10.519252 19700\n", " 2024-04-15 10.288903 10.490458 10.288903 10.432871 13400\n", " 2024-04-16 9.943380 10.269708 9.924185 10.269708 85100\n", " 2024-04-17 9.818608 10.077751 9.818608 10.029761 29500\n", " ... ... ... ... ... ...\n", " 2025-04-07 7.850000 7.890000 7.550000 7.790000 16900\n", " 2025-04-08 7.980000 8.460000 7.870000 7.950000 45600\n", " 2025-04-09 8.050000 8.100000 7.810000 7.850000 29700\n", " 2025-04-10 7.800000 8.130000 7.750000 8.050000 15300\n", " 2025-04-11 7.830000 7.860000 7.570000 7.860000 44400\n", " \n", " [252 rows x 5 columns],\n", " 'MYPK3': Price Close High Low Open Volume\n", " Ticker MYPK3.SA MYPK3.SA MYPK3.SA MYPK3.SA MYPK3.SA\n", " Date \n", " 2024-04-11 12.974550 13.162587 12.786513 13.143783 551900\n", " 2024-04-12 12.523260 12.983951 12.523260 12.936942 1007600\n", " 2024-04-15 12.325822 12.551467 12.213000 12.513860 1154500\n", " 2024-04-16 12.043766 12.250606 11.865130 12.250606 1294800\n", " 2024-04-17 11.893336 12.212999 11.893336 12.053168 685100\n", " ... ... ... ... ... ...\n", " 2025-04-07 11.610000 11.800000 11.370000 11.610000 1882200\n", " 2025-04-08 11.120000 11.750000 11.120000 11.750000 942800\n", " 2025-04-09 11.350000 11.520000 10.980000 11.010000 1607500\n", " 2025-04-10 10.880000 11.400000 10.800000 11.400000 1435600\n", " 2025-04-11 10.900000 11.010000 10.810000 10.870000 999100\n", " \n", " [252 rows x 5 columns],\n", " 'GGBR3': Price Close High Low Open Volume\n", " Ticker GGBR3.SA GGBR3.SA GGBR3.SA GGBR3.SA GGBR3.SA\n", " Date \n", " 2024-04-11 16.245567 16.372921 16.110254 16.372921 29400\n", " 2024-04-12 15.847584 16.436595 15.815746 16.341081 75840\n", " 2024-04-15 16.396799 16.675385 15.903303 15.903303 153600\n", " 2024-04-16 16.070457 16.380881 15.998820 16.380881 86160\n", " 2024-04-17 16.380877 16.675381 16.086370 16.548029 374040\n", " ... ... ... ... ... ...\n", " 2025-04-07 14.230000 14.900000 13.960000 14.700000 93700\n", " 2025-04-08 13.660000 14.650000 13.600000 14.460000 92400\n", " 2025-04-09 14.500000 14.580000 13.510000 13.700000 120700\n", " 2025-04-10 14.030000 14.980000 13.980000 14.640000 59300\n", " 2025-04-11 14.280000 14.480000 14.040000 14.040000 28700\n", " \n", " [252 rows x 5 columns],\n", " 'RAPT4': Price Close High Low Open Volume\n", " Ticker RAPT4.SA RAPT4.SA RAPT4.SA RAPT4.SA RAPT4.SA\n", " Date \n", " 2024-04-11 12.843702 12.863031 12.592433 12.863031 937600\n", " 2024-04-12 12.727733 12.843703 12.466799 12.843703 1405200\n", " 2024-04-15 12.650419 12.853367 12.515120 12.660084 2341500\n", " 2024-04-16 12.428143 12.582770 12.244523 12.582770 2749500\n", " 2024-04-17 12.263851 12.660084 12.263851 12.447471 3018500\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.320000 8.570000 8.140000 8.210000 2600800\n", " 2025-04-08 8.330000 9.170000 8.280000 9.120000 7433600\n", " 2025-04-09 8.560000 8.640000 8.150000 8.250000 3765100\n", " 2025-04-10 8.210000 8.570000 8.130000 8.540000 4782900\n", " 2025-04-11 7.980000 8.300000 7.900000 8.300000 10906700\n", " \n", " [252 rows x 5 columns],\n", " 'MRSA6B': Price Close High Low Open Volume\n", " Ticker MRSA6B.SA MRSA6B.SA MRSA6B.SA MRSA6B.SA MRSA6B.SA\n", " Date \n", " 2024-04-11 25.204742 25.204742 25.204742 25.204742 0\n", " 2024-04-12 25.204742 25.204742 25.204742 25.204742 0\n", " 2024-04-15 25.204742 25.204742 25.204742 25.204742 0\n", " 2024-04-16 25.204742 25.204742 25.204742 25.204742 0\n", " 2024-04-17 25.204742 25.204742 25.204742 25.204742 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 27.059999 27.059999 27.059999 27.059999 0\n", " 2025-04-08 27.059999 27.059999 27.059999 27.059999 0\n", " 2025-04-09 27.059999 27.059999 27.059999 27.059999 0\n", " 2025-04-10 27.059999 27.059999 27.059999 27.059999 0\n", " 2025-04-11 27.000000 27.000000 27.000000 27.000000 200\n", " \n", " [252 rows x 5 columns],\n", " 'WHRL3': Price Close High Low Open Volume\n", " Ticker WHRL3.SA WHRL3.SA WHRL3.SA WHRL3.SA WHRL3.SA\n", " Date \n", " 2024-04-11 4.501505 4.519916 4.326600 4.519916 1300\n", " 2024-04-12 4.464683 4.556738 4.464683 4.556738 300\n", " 2024-04-15 4.455478 4.455478 4.363422 4.363422 1600\n", " 2024-04-16 4.252956 4.418656 4.252956 4.418656 400\n", " 2024-04-17 4.372628 4.437067 4.262161 4.437067 400\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.920000 3.960000 3.710000 3.850000 5200\n", " 2025-04-08 3.920000 3.930000 3.800000 3.920000 1800\n", " 2025-04-09 3.970000 3.970000 3.900000 3.900000 1100\n", " 2025-04-10 3.910000 3.910000 3.840000 3.850000 600\n", " 2025-04-11 3.900000 3.910000 3.780000 3.910000 11800\n", " \n", " [252 rows x 5 columns],\n", " 'MRSA5B': Price Close High Low Open Volume\n", " Ticker MRSA5B.SA MRSA5B.SA MRSA5B.SA MRSA5B.SA MRSA5B.SA\n", " Date \n", " 2024-04-11 25.199656 25.199656 25.199656 25.199656 0\n", " 2024-04-12 25.199656 25.199656 25.199656 25.199656 0\n", " 2024-04-15 25.199656 25.199656 25.199656 25.199656 0\n", " 2024-04-16 25.199656 25.199656 25.199656 25.199656 0\n", " 2024-04-17 25.199656 25.199656 25.199656 25.199656 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 27.059999 27.059999 27.059999 27.059999 0\n", " 2025-04-08 27.059999 27.059999 27.059999 27.059999 0\n", " 2025-04-09 27.059999 27.059999 27.059999 27.059999 0\n", " 2025-04-10 27.059999 27.059999 27.059999 27.059999 0\n", " 2025-04-11 27.059999 27.059999 27.059999 27.059999 0\n", " \n", " [252 rows x 5 columns],\n", " 'GGBR4': Price Close High Low Open Volume\n", " Ticker GGBR4.SA GGBR4.SA GGBR4.SA GGBR4.SA GGBR4.SA\n", " Date \n", " 2024-04-11 18.269653 18.333562 18.069943 18.253677 5760120\n", " 2024-04-12 17.822296 18.389479 17.670516 18.253675 13414920\n", " 2024-04-15 18.445400 18.748961 18.133849 18.269653 30596400\n", " 2024-04-16 17.910172 18.205746 17.790344 18.205746 14296200\n", " 2024-04-17 17.982069 18.533273 17.950116 18.365516 13046400\n", " ... ... ... ... ... ...\n", " 2025-04-07 14.600000 15.360000 14.300000 14.790000 27336400\n", " 2025-04-08 14.000000 15.010000 13.960000 14.770000 21471100\n", " 2025-04-09 15.000000 15.060000 13.740000 13.800000 19415200\n", " 2025-04-10 14.540000 15.140000 14.340000 14.870000 14261000\n", " 2025-04-11 14.680000 14.940000 14.420000 14.690000 12951000\n", " \n", " [252 rows x 5 columns],\n", " 'LUXM4': Price Close High Low Open Volume\n", " Ticker LUXM4.SA LUXM4.SA LUXM4.SA LUXM4.SA LUXM4.SA\n", " Date \n", " 2024-04-11 15.477571 15.477571 15.477571 15.477571 0\n", " 2024-04-12 15.477571 15.477571 15.477571 15.477571 0\n", " 2024-04-15 15.477571 15.477571 15.477571 15.477571 0\n", " 2024-04-16 15.477571 15.477571 15.477571 15.477571 0\n", " 2024-04-17 15.477571 15.477571 15.477571 15.477571 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 11.950000 11.950000 11.950000 11.950000 0\n", " 2025-04-08 11.950000 11.950000 11.950000 11.950000 0\n", " 2025-04-09 11.950000 11.950000 11.950000 11.950000 0\n", " 2025-04-10 11.950000 11.950000 11.950000 11.950000 200\n", " 2025-04-11 11.950000 11.950000 11.950000 11.950000 0\n", " \n", " [252 rows x 5 columns],\n", " 'KEPL3': Price Close High Low Open Volume\n", " Ticker KEPL3.SA KEPL3.SA KEPL3.SA KEPL3.SA KEPL3.SA\n", " Date \n", " 2024-04-11 10.063003 10.158932 10.005445 10.130154 484700\n", " 2024-04-12 9.497018 10.149339 9.458646 10.120560 1711900\n", " 2024-04-15 9.525798 9.650506 9.333938 9.564170 1167800\n", " 2024-04-16 9.573761 9.736841 9.257194 9.477832 1114600\n", " 2024-04-17 9.506612 9.717657 9.449055 9.669692 736100\n", " ... ... ... ... ... ...\n", " 2025-04-07 7.330000 7.550000 7.230000 7.400000 1734400\n", " 2025-04-08 7.280000 7.530000 7.220000 7.380000 1496100\n", " 2025-04-09 7.440000 7.550000 7.140000 7.170000 1943300\n", " 2025-04-10 7.350000 7.480000 7.240000 7.470000 1511500\n", " 2025-04-11 7.430000 7.550000 7.230000 7.440000 1486500\n", " \n", " [252 rows x 5 columns],\n", " 'BEES3': Price Close High Low Open Volume\n", " Ticker BEES3.SA BEES3.SA BEES3.SA BEES3.SA BEES3.SA\n", " Date \n", " 2024-04-11 8.223259 8.297510 8.213978 8.213978 6400\n", " 2024-04-12 8.288228 8.427448 8.186133 8.186133 7100\n", " 2024-04-15 8.325354 8.390323 8.297509 8.297509 8500\n", " 2024-04-16 8.204696 8.343915 8.167570 8.343915 11000\n", " 2024-04-17 8.139728 8.260384 8.139728 8.213978 8100\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.460000 8.550000 8.410000 8.460000 10000\n", " 2025-04-08 8.430000 8.540000 8.400000 8.430000 11000\n", " 2025-04-09 8.400000 8.530000 8.270000 8.430000 20300\n", " 2025-04-10 8.340000 8.510000 8.310000 8.420000 13100\n", " 2025-04-11 8.350000 8.470000 8.320000 8.360000 15400\n", " \n", " [252 rows x 5 columns],\n", " 'MRSA3B': Price Close High Low Open Volume\n", " Ticker MRSA3B.SA MRSA3B.SA MRSA3B.SA MRSA3B.SA MRSA3B.SA\n", " Date \n", " 2024-04-11 27.159643 27.159643 27.159643 27.159643 0\n", " 2024-04-12 27.159643 27.159643 27.159643 27.159643 0\n", " 2024-04-15 27.159643 27.159643 27.159643 27.159643 0\n", " 2024-04-16 27.159643 27.159643 27.159643 27.159643 0\n", " 2024-04-17 27.159643 27.159643 27.159643 27.159643 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 29.000000 29.000000 27.600000 27.600000 700\n", " 2025-04-08 27.600000 27.600000 27.600000 27.600000 800\n", " 2025-04-09 27.000000 28.700001 27.000000 28.700001 200\n", " 2025-04-10 27.000000 27.000000 27.000000 27.000000 0\n", " 2025-04-11 28.389999 28.389999 28.389999 28.389999 100\n", " \n", " [252 rows x 5 columns],\n", " 'NEOE3': Price Close High Low Open Volume\n", " Ticker NEOE3.SA NEOE3.SA NEOE3.SA NEOE3.SA NEOE3.SA\n", " Date \n", " 2024-04-11 19.902405 20.134277 19.825114 20.134277 1247400\n", " 2024-04-12 19.699516 19.960374 19.515952 19.902406 1091500\n", " 2024-04-15 19.660872 20.105293 19.235771 19.689854 4289700\n", " 2024-04-16 19.110174 19.544934 19.052205 19.400014 3401800\n", " 2024-04-17 19.177805 19.380693 18.994239 19.119837 1751200\n", " ... ... ... ... ... ...\n", " 2025-04-07 20.360001 20.459999 20.000000 20.320000 795400\n", " 2025-04-08 20.290001 20.480000 19.830000 20.270000 1586100\n", " 2025-04-09 20.450001 20.590000 19.969999 20.290001 1243600\n", " 2025-04-10 20.250000 20.480000 20.020000 20.450001 1078400\n", " 2025-04-11 20.469999 20.530001 20.010000 20.360001 1397000\n", " \n", " [252 rows x 5 columns],\n", " 'TRIS3': Price Close High Low Open Volume\n", " Ticker TRIS3.SA TRIS3.SA TRIS3.SA TRIS3.SA TRIS3.SA\n", " Date \n", " 2024-04-11 4.990556 5.182132 4.971398 5.172553 415500\n", " 2024-04-12 4.684034 4.971398 4.684034 4.971398 713100\n", " 2024-04-15 4.339198 4.731928 4.329619 4.712771 1582200\n", " 2024-04-16 4.463722 4.463722 4.109306 4.310461 1018000\n", " 2024-04-17 4.415828 4.597825 4.339197 4.492458 766500\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.190000 6.380000 6.070000 6.240000 687000\n", " 2025-04-08 6.220000 6.340000 6.170000 6.190000 363500\n", " 2025-04-09 6.350000 6.450000 6.110000 6.150000 632400\n", " 2025-04-10 6.300000 6.370000 6.230000 6.310000 178300\n", " 2025-04-11 6.290000 6.310000 6.170000 6.250000 192100\n", " \n", " [252 rows x 5 columns],\n", " 'GRND3': Price Close High Low Open Volume\n", " Ticker GRND3.SA GRND3.SA GRND3.SA GRND3.SA GRND3.SA\n", " Date \n", " 2024-04-11 5.967340 5.985988 5.902072 5.967340 959200\n", " 2024-04-12 5.799508 5.967340 5.790184 5.967340 1324800\n", " 2024-04-15 5.641001 5.818156 5.641001 5.799508 2419700\n", " 2024-04-16 5.547761 5.659649 5.501141 5.641001 4914800\n", " 2024-04-17 5.529113 5.687621 5.501142 5.594381 2276600\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.590000 5.740000 5.560000 5.610000 2364600\n", " 2025-04-08 5.500000 5.730000 5.490000 5.600000 1732000\n", " 2025-04-09 5.640000 5.700000 5.430000 5.500000 2657400\n", " 2025-04-10 5.430000 5.690000 5.430000 5.600000 4188400\n", " 2025-04-11 5.580000 5.580000 5.460000 5.460000 1502100\n", " \n", " [252 rows x 5 columns],\n", " 'BEES4': Price Close High Low Open Volume\n", " Ticker BEES4.SA BEES4.SA BEES4.SA BEES4.SA BEES4.SA\n", " Date \n", " 2024-04-11 8.938201 9.059238 8.938201 9.059238 1500\n", " 2024-04-12 9.003375 9.012686 8.891648 8.938201 700\n", " 2024-04-15 8.947510 9.031306 8.761297 8.966131 5200\n", " 2024-04-16 8.900957 8.947510 8.845093 8.947510 2700\n", " 2024-04-17 8.863714 8.947509 8.863714 8.900957 800\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.700000 8.800000 8.630000 8.750000 2900\n", " 2025-04-08 8.690000 8.880000 8.690000 8.750000 3900\n", " 2025-04-09 8.700000 8.710000 8.660000 8.690000 1800\n", " 2025-04-10 8.500000 8.740000 8.500000 8.700000 2100\n", " 2025-04-11 8.550000 8.730000 8.470000 8.470000 2800\n", " \n", " [252 rows x 5 columns],\n", " 'TAEE3': Price Close High Low Open Volume\n", " Ticker TAEE3.SA TAEE3.SA TAEE3.SA TAEE3.SA TAEE3.SA\n", " Date \n", " 2024-04-11 11.161378 11.179812 11.041561 11.096862 52000\n", " 2024-04-12 10.977045 11.170595 10.940178 11.161378 108800\n", " 2024-04-15 10.949396 11.041562 10.875663 10.977046 94200\n", " 2024-04-16 10.958613 11.106080 10.921747 10.977046 80300\n", " 2024-04-17 10.930962 11.069212 10.912529 10.940178 76300\n", " ... ... ... ... ... ...\n", " 2025-04-07 11.230000 11.370000 11.120000 11.270000 128200\n", " 2025-04-08 11.260000 11.360000 11.230000 11.250000 76000\n", " 2025-04-09 11.380000 11.490000 11.150000 11.150000 101800\n", " 2025-04-10 11.220000 11.370000 11.220000 11.270000 78600\n", " 2025-04-11 11.300000 11.430000 11.220000 11.220000 49600\n", " \n", " [252 rows x 5 columns],\n", " 'TAEE11': Price Close High Low Open Volume\n", " Ticker TAEE11.SA TAEE11.SA TAEE11.SA TAEE11.SA TAEE11.SA\n", " Date \n", " 2024-04-11 33.747559 33.784442 33.424837 33.572368 2812000\n", " 2024-04-12 32.908478 33.756779 32.908478 33.664570 2769400\n", " 2024-04-15 33.028347 33.138994 32.834714 33.046789 1926600\n", " 2024-04-16 33.009903 33.470935 32.945359 33.000684 2986300\n", " 2024-04-17 32.917702 33.378734 32.917702 33.028348 2353300\n", " ... ... ... ... ... ...\n", " 2025-04-07 33.880001 34.389999 33.720001 34.020000 2304700\n", " 2025-04-08 34.020000 34.299999 33.880001 33.959999 1638600\n", " 2025-04-09 34.200001 34.770000 33.660000 34.020000 2245900\n", " 2025-04-10 34.169998 34.279999 33.830002 34.200001 1168000\n", " 2025-04-11 34.009998 34.290001 33.970001 34.180000 1140200\n", " \n", " [252 rows x 5 columns],\n", " 'EQPA3': Price Close High Low Open Volume\n", " Ticker EQPA3.SA EQPA3.SA EQPA3.SA EQPA3.SA EQPA3.SA\n", " Date \n", " 2024-04-11 7.353097 7.353097 7.325863 7.334941 2700\n", " 2024-04-12 7.262318 7.307708 7.216928 7.280474 4200\n", " 2024-04-15 7.489265 7.489265 7.198773 7.262318 8400\n", " 2024-04-16 7.307708 7.452954 7.262318 7.452954 15300\n", " 2024-04-17 7.398486 7.407564 7.380331 7.389409 700\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.250000 6.270000 6.040000 6.050000 5800\n", " 2025-04-08 6.150000 6.270000 6.120000 6.250000 13600\n", " 2025-04-09 6.150000 6.150000 6.030000 6.140000 4100\n", " 2025-04-10 6.200000 6.200000 6.130000 6.130000 8000\n", " 2025-04-11 6.210000 6.210000 6.130000 6.190000 11200\n", " \n", " [252 rows x 5 columns],\n", " 'TAEE4': Price Close High Low Open Volume\n", " Ticker TAEE4.SA TAEE4.SA TAEE4.SA TAEE4.SA TAEE4.SA\n", " Date \n", " 2024-04-11 11.272153 11.290601 11.207582 11.235256 89300\n", " 2024-04-12 11.069218 11.290602 11.059993 11.272154 219200\n", " 2024-04-15 11.032320 11.096890 10.995423 11.069217 236800\n", " 2024-04-16 11.050769 11.170685 11.013871 11.041545 158900\n", " 2024-04-17 11.013871 11.143012 11.013871 11.069218 163100\n", " ... ... ... ... ... ...\n", " 2025-04-07 11.280000 11.420000 11.240000 11.350000 185700\n", " 2025-04-08 11.300000 11.430000 11.300000 11.330000 123000\n", " 2025-04-09 11.360000 11.600000 11.220000 11.310000 253900\n", " 2025-04-10 11.380000 11.440000 11.280000 11.410000 167300\n", " 2025-04-11 11.400000 11.420000 11.320000 11.390000 158200\n", " \n", " [252 rows x 5 columns],\n", " 'ENGI3': Price Close High Low Open Volume\n", " Ticker ENGI3.SA ENGI3.SA ENGI3.SA ENGI3.SA ENGI3.SA\n", " Date \n", " 2024-04-11 14.497389 14.497389 13.914819 14.325483 4900\n", " 2024-04-12 14.545140 14.621544 14.287282 14.468738 3500\n", " 2024-04-15 14.306382 14.373235 14.086725 14.373235 9200\n", " 2024-04-16 14.019873 14.306382 13.972121 14.296832 2800\n", " 2024-04-17 13.838416 14.029422 13.809765 14.029422 2000\n", " ... ... ... ... ... ...\n", " 2025-04-07 11.850000 12.000000 11.390000 11.500000 4000\n", " 2025-04-08 11.220000 11.740000 11.220000 11.740000 6200\n", " 2025-04-09 11.360000 11.850000 11.170000 11.170000 7500\n", " 2025-04-10 11.220000 11.360000 11.100000 11.360000 4300\n", " 2025-04-11 11.570000 11.570000 11.290000 11.390000 2500\n", " \n", " [252 rows x 5 columns],\n", " 'WHRL4': Price Close High Low Open Volume\n", " Ticker WHRL4.SA WHRL4.SA WHRL4.SA WHRL4.SA WHRL4.SA\n", " Date \n", " 2024-04-11 4.271849 4.308517 4.271849 4.308517 11800\n", " 2024-04-12 4.207679 4.207679 4.198512 4.198512 200\n", " 2024-04-15 4.262682 4.271849 4.207680 4.207680 14300\n", " 2024-04-16 4.262682 4.281016 4.262682 4.262682 3600\n", " 2024-04-17 4.171011 4.216846 4.171011 4.216846 4100\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.240000 4.240000 4.100000 4.110000 2500\n", " 2025-04-08 4.290000 4.290000 4.250000 4.250000 4500\n", " 2025-04-09 4.350000 4.360000 4.200000 4.240000 14000\n", " 2025-04-10 4.290000 4.360000 4.230000 4.350000 4200\n", " 2025-04-11 4.230000 4.320000 4.140000 4.210000 5400\n", " \n", " [252 rows x 5 columns],\n", " 'BBDC4': Price Close High Low Open Volume\n", " Ticker BBDC4.SA BBDC4.SA BBDC4.SA BBDC4.SA BBDC4.SA\n", " Date \n", " 2024-04-11 12.941076 12.986041 12.797186 12.914096 20195300\n", " 2024-04-12 12.779201 12.923090 12.707256 12.905104 22530800\n", " 2024-04-15 12.590343 12.851142 12.545377 12.815170 30053000\n", " 2024-04-16 12.500411 12.608329 12.446453 12.527391 39993200\n", " 2024-04-17 12.437461 12.563365 12.302565 12.527392 27611500\n", " ... ... ... ... ... ...\n", " 2025-04-07 12.360000 12.670000 12.140000 12.390000 50116900\n", " 2025-04-08 12.020000 12.540000 11.910000 12.470000 56053800\n", " 2025-04-09 12.470000 12.620000 11.820000 11.910000 64688900\n", " 2025-04-10 12.450000 12.450000 12.160000 12.390000 29807400\n", " 2025-04-11 12.620000 12.800000 12.450000 12.520000 28170600\n", " \n", " [252 rows x 5 columns],\n", " 'RSUL4': Price Close High Low Open Volume\n", " Ticker RSUL4.SA RSUL4.SA RSUL4.SA RSUL4.SA RSUL4.SA\n", " Date \n", " 2024-04-11 79.335846 79.335846 78.858801 78.858801 400\n", " 2024-04-12 79.832367 79.832367 79.832367 79.832367 100\n", " 2024-04-15 76.629333 79.900514 76.629333 79.832365 1800\n", " 2024-04-16 77.194008 77.281625 77.194008 77.281625 300\n", " 2024-04-17 78.333076 78.975633 76.999289 78.975633 1500\n", " ... ... ... ... ... ...\n", " 2025-04-07 69.070000 69.449997 67.080002 69.449997 1500\n", " 2025-04-08 67.449997 68.980003 66.900002 68.150002 3200\n", " 2025-04-09 66.970001 68.949997 65.220001 68.949997 3500\n", " 2025-04-10 66.550003 68.470001 66.070000 68.470001 1200\n", " 2025-04-11 67.989998 68.000000 67.980003 68.000000 300\n", " \n", " [252 rows x 5 columns],\n", " 'CMIN3': Price Close High Low Open Volume\n", " Ticker CMIN3.SA CMIN3.SA CMIN3.SA CMIN3.SA CMIN3.SA\n", " Date \n", " 2024-04-11 4.864770 4.941380 4.855194 4.903075 8202600\n", " 2024-04-12 4.855194 4.970109 4.816888 4.912651 8935700\n", " 2024-04-15 4.845617 4.912652 4.778583 4.874346 10306900\n", " 2024-04-16 4.721125 4.759430 4.692396 4.759430 10924200\n", " 2024-04-17 4.979685 4.998838 4.845617 4.864770 16995700\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.670000 5.790000 5.440000 5.500000 8738400\n", " 2025-04-08 5.430000 5.780000 5.380000 5.730000 8753700\n", " 2025-04-09 5.740000 5.840000 5.380000 5.380000 13203000\n", " 2025-04-10 5.700000 5.760000 5.570000 5.760000 7746900\n", " 2025-04-11 5.810000 5.890000 5.690000 5.710000 5390700\n", " \n", " [252 rows x 5 columns],\n", " 'ITSA4': Price Close High Low Open Volume\n", " Ticker ITSA4.SA ITSA4.SA ITSA4.SA ITSA4.SA ITSA4.SA\n", " Date \n", " 2024-04-11 8.830276 8.856741 8.733240 8.803812 19877865\n", " 2024-04-12 8.733240 8.803811 8.697955 8.794991 12938100\n", " 2024-04-15 8.583277 8.750885 8.521527 8.724420 21864255\n", " 2024-04-16 8.459777 8.556813 8.433312 8.539169 22576470\n", " 2024-04-17 8.424491 8.503884 8.380384 8.477419 24370920\n", " ... ... ... ... ... ...\n", " 2025-04-07 9.400000 9.530000 9.160000 9.230000 53530800\n", " 2025-04-08 9.380000 9.570000 9.360000 9.490000 37742500\n", " 2025-04-09 9.600000 9.770000 9.300000 9.360000 40346400\n", " 2025-04-10 9.550000 9.640000 9.380000 9.570000 32716800\n", " 2025-04-11 9.650000 9.790000 9.500000 9.600000 37822000\n", " \n", " [252 rows x 5 columns],\n", " 'PLPL3': Price Close High Low Open Volume\n", " Ticker PLPL3.SA PLPL3.SA PLPL3.SA PLPL3.SA PLPL3.SA\n", " Date \n", " 2024-04-11 12.539937 12.684489 12.079175 12.259866 1234300\n", " 2024-04-12 11.482896 12.142417 11.347378 11.988830 2175200\n", " 2024-04-15 10.940824 11.717794 10.769168 11.419655 1313900\n", " 2024-04-16 10.651718 10.814340 10.525234 10.814340 1300200\n", " 2024-04-17 10.534269 10.751098 10.254199 10.660753 607900\n", " ... ... ... ... ... ...\n", " 2025-04-07 11.950000 11.990000 11.180000 11.310000 879300\n", " 2025-04-08 11.740000 12.180000 11.680000 11.990000 586500\n", " 2025-04-09 12.230000 12.290000 11.500000 11.680000 799800\n", " 2025-04-10 11.980000 12.230000 11.740000 12.230000 420800\n", " 2025-04-11 11.960000 12.080000 11.750000 12.000000 402400\n", " \n", " [252 rows x 5 columns],\n", " 'ITSA3': Price Close High Low Open Volume\n", " Ticker ITSA3.SA ITSA3.SA ITSA3.SA ITSA3.SA ITSA3.SA\n", " Date \n", " 2024-04-11 8.810994 8.863913 8.740436 8.863913 121590\n", " 2024-04-12 8.775714 8.810993 8.705156 8.810993 93135\n", " 2024-04-15 8.546398 8.775713 8.546398 8.775713 198135\n", " 2024-04-16 8.502301 8.590499 8.458202 8.590499 172200\n", " 2024-04-17 8.449382 8.511121 8.431742 8.502301 116340\n", " ... ... ... ... ... ...\n", " 2025-04-07 9.450000 9.610000 9.310000 9.420000 188600\n", " 2025-04-08 9.480000 9.700000 9.460000 9.550000 137300\n", " 2025-04-09 9.660000 9.760000 9.400000 9.420000 185900\n", " 2025-04-10 9.610000 9.670000 9.440000 9.610000 105000\n", " 2025-04-11 9.730000 9.790000 9.570000 9.590000 139700\n", " \n", " [252 rows x 5 columns],\n", " 'BPAC5': Price Close High Low Open Volume\n", " Ticker BPAC5.SA BPAC5.SA BPAC5.SA BPAC5.SA BPAC5.SA\n", " Date \n", " 2024-04-11 8.288607 8.577408 8.288607 8.471515 6200\n", " 2024-04-12 8.269353 8.384873 8.134578 8.365620 7800\n", " 2024-04-15 8.124952 8.153833 7.990179 8.124952 5400\n", " 2024-04-16 7.855404 8.134579 7.855404 8.134579 2800\n", " 2024-04-17 7.893911 8.144206 7.816898 7.980552 8200\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.000000 8.190000 7.640000 8.000000 3800\n", " 2025-04-08 7.410000 8.180000 7.370000 7.950000 30200\n", " 2025-04-09 7.270000 7.670000 7.100000 7.340000 40500\n", " 2025-04-10 7.250000 7.390000 7.090000 7.270000 14300\n", " 2025-04-11 7.340000 7.700000 7.310000 7.390000 13300\n", " \n", " [252 rows x 5 columns],\n", " 'SANB3': Price Close High Low Open Volume\n", " Ticker SANB3.SA SANB3.SA SANB3.SA SANB3.SA SANB3.SA\n", " Date \n", " 2024-04-11 12.355504 12.355504 12.202613 12.298170 213700\n", " 2024-04-12 12.183500 12.355503 12.107055 12.355503 269300\n", " 2024-04-15 12.164389 12.259946 12.107055 12.221723 151300\n", " 2024-04-16 12.021053 12.135721 12.011497 12.135721 143500\n", " 2024-04-17 12.001944 12.126167 11.973276 12.078389 152100\n", " ... ... ... ... ... ...\n", " 2025-04-07 12.480000 12.700000 12.240000 12.390000 96200\n", " 2025-04-08 12.410000 12.700000 12.220000 12.490000 53300\n", " 2025-04-09 12.650000 12.720000 12.100000 12.160000 69200\n", " 2025-04-10 12.520000 12.620000 12.320000 12.620000 43900\n", " 2025-04-11 12.470000 12.700000 12.470000 12.590000 70100\n", " \n", " [252 rows x 5 columns],\n", " 'INTB3': Price Close High Low Open Volume\n", " Ticker INTB3.SA INTB3.SA INTB3.SA INTB3.SA INTB3.SA\n", " Date \n", " 2024-04-11 18.172039 18.317570 17.483191 18.317570 1871300\n", " 2024-04-12 17.851870 18.433996 17.735445 18.404889 1238800\n", " 2024-04-15 17.609316 17.754847 17.386168 17.754847 1543800\n", " 2024-04-16 18.045912 18.589229 17.182423 17.531700 1490400\n", " 2024-04-17 17.900381 18.181741 17.783955 18.181741 687200\n", " ... ... ... ... ... ...\n", " 2025-04-07 12.010000 12.580000 11.670000 12.510000 4549400\n", " 2025-04-08 11.680000 12.310000 11.680000 12.270000 2771900\n", " 2025-04-09 12.000000 12.030000 11.270000 11.550000 4707700\n", " 2025-04-10 11.420000 11.960000 11.330000 11.960000 5299200\n", " 2025-04-11 11.600000 11.760000 11.260000 11.500000 3752600\n", " \n", " [252 rows x 5 columns],\n", " 'VIVA3': Price Close High Low Open Volume\n", " Ticker VIVA3.SA VIVA3.SA VIVA3.SA VIVA3.SA VIVA3.SA\n", " Date \n", " 2024-04-11 23.010498 23.571250 22.774392 23.512224 13153500\n", " 2024-04-12 22.410397 23.118714 22.056237 23.030174 9880400\n", " 2024-04-15 21.574186 22.380882 21.269217 22.351368 7782900\n", " 2024-04-16 22.085751 22.292342 21.141326 21.475809 6006200\n", " 2024-04-17 22.046398 22.616988 21.820130 22.193964 3056800\n", " ... ... ... ... ... ...\n", " 2025-04-07 19.290001 19.920000 19.020000 19.280001 2820000\n", " 2025-04-08 19.309999 19.889999 19.090000 19.469999 2184800\n", " 2025-04-09 20.000000 20.320000 18.920000 19.010000 3776700\n", " 2025-04-10 19.860001 20.219999 19.540001 19.900000 2705600\n", " 2025-04-11 19.900000 20.110001 19.430000 20.030001 3178400\n", " \n", " [252 rows x 5 columns],\n", " 'SOND6': Price Close High Low Open Volume\n", " Ticker SOND6.SA SOND6.SA SOND6.SA SOND6.SA SOND6.SA\n", " Date \n", " 2024-04-11 54.956573 54.956573 53.106368 53.106368 200\n", " 2024-04-12 54.956573 54.956573 54.956573 54.956573 0\n", " 2024-04-15 54.956573 54.956573 54.956573 54.956573 0\n", " 2024-04-16 54.956573 54.956573 54.956573 54.956573 0\n", " 2024-04-17 54.956573 54.956573 54.956573 54.956573 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 43.000000 43.000000 43.000000 43.000000 0\n", " 2025-04-08 43.000000 43.000000 43.000000 43.000000 0\n", " 2025-04-09 43.000000 43.000000 43.000000 43.000000 0\n", " 2025-04-10 43.000000 43.000000 43.000000 43.000000 0\n", " 2025-04-11 43.000000 43.000000 43.000000 43.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'ETER3': Price Close High Low Open Volume\n", " Ticker ETER3.SA ETER3.SA ETER3.SA ETER3.SA ETER3.SA\n", " Date \n", " 2024-04-11 7.191526 7.259924 7.064502 7.250153 182300\n", " 2024-04-12 7.377178 7.377178 6.927707 7.171985 309600\n", " 2024-04-15 7.035189 7.211069 6.927707 7.162214 264300\n", " 2024-04-16 7.259924 7.347864 6.810454 7.054731 341000\n", " 2024-04-17 7.269695 7.299008 7.123129 7.259924 133100\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.590000 4.740000 4.480000 4.740000 144400\n", " 2025-04-08 4.530000 4.760000 4.530000 4.620000 88500\n", " 2025-04-09 4.680000 4.680000 4.520000 4.530000 54800\n", " 2025-04-10 4.490000 4.680000 4.440000 4.680000 114400\n", " 2025-04-11 4.550000 4.560000 4.440000 4.480000 81200\n", " \n", " [252 rows x 5 columns],\n", " 'EUCA3': Price Close High Low Open Volume\n", " Ticker EUCA3.SA EUCA3.SA EUCA3.SA EUCA3.SA EUCA3.SA\n", " Date \n", " 2024-04-11 16.330338 16.790887 16.330338 16.387906 900\n", " 2024-04-12 16.867645 16.877240 16.790887 16.858050 2100\n", " 2024-04-15 16.867645 16.867645 16.858050 16.858050 300\n", " 2024-04-16 16.320744 16.829268 16.320744 16.829268 1000\n", " 2024-04-17 15.831408 16.330337 15.831408 16.330337 1900\n", " ... ... ... ... ... ...\n", " 2025-04-07 15.050000 15.050000 15.050000 15.050000 0\n", " 2025-04-08 15.050000 15.050000 15.050000 15.050000 0\n", " 2025-04-09 15.050000 15.050000 15.050000 15.050000 0\n", " 2025-04-10 15.600000 15.600000 15.250000 15.250000 200\n", " 2025-04-11 15.600000 15.600000 15.600000 15.600000 0\n", " \n", " [252 rows x 5 columns],\n", " 'WLMM3': Price Close High Low Open Volume\n", " Ticker WLMM3.SA WLMM3.SA WLMM3.SA WLMM3.SA WLMM3.SA\n", " Date \n", " 2024-04-11 21.707058 21.707058 21.707058 21.707058 0\n", " 2024-04-12 21.707058 21.707058 21.707058 21.707058 0\n", " 2024-04-15 21.707058 21.707058 21.707058 21.707058 0\n", " 2024-04-16 21.707058 21.707058 21.707058 21.707058 0\n", " 2024-04-17 21.707058 21.707058 21.707058 21.707058 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 26.080000 26.080000 26.080000 26.080000 0\n", " 2025-04-08 26.080000 26.080000 26.080000 26.080000 0\n", " 2025-04-09 26.080000 26.080000 26.080000 26.080000 0\n", " 2025-04-10 26.080000 26.080000 26.080000 26.080000 0\n", " 2025-04-11 26.080000 26.080000 26.080000 26.080000 0\n", " \n", " [252 rows x 5 columns],\n", " 'ROMI3': Price Close High Low Open Volume\n", " Ticker ROMI3.SA ROMI3.SA ROMI3.SA ROMI3.SA ROMI3.SA\n", " Date \n", " 2024-04-11 11.324949 11.398309 11.242419 11.370799 125700\n", " 2024-04-12 11.068189 11.361629 11.022339 11.361629 283400\n", " 2024-04-15 10.912298 11.141548 10.893959 11.141548 292500\n", " 2024-04-16 10.774749 11.013169 10.738069 10.912298 314200\n", " 2024-04-17 10.004469 10.453799 9.811899 10.453799 1045000\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.950000 9.050000 8.740000 8.950000 117800\n", " 2025-04-08 8.800000 9.050000 8.800000 9.050000 100800\n", " 2025-04-09 9.050000 9.060000 8.740000 8.830000 111300\n", " 2025-04-10 8.820000 9.010000 8.780000 9.010000 62400\n", " 2025-04-11 8.990000 8.990000 8.780000 8.830000 78300\n", " \n", " [252 rows x 5 columns],\n", " 'SOND5': Price Close High Low Open Volume\n", " Ticker SOND5.SA SOND5.SA SOND5.SA SOND5.SA SOND5.SA\n", " Date \n", " 2024-04-11 50.056282 50.056282 50.056282 50.056282 0\n", " 2024-04-12 50.660805 50.660805 50.660805 50.660805 100\n", " 2024-04-15 50.660805 50.660805 50.660805 50.660805 0\n", " 2024-04-16 50.660805 50.660805 50.660805 50.660805 0\n", " 2024-04-17 50.660805 50.660805 50.660805 50.660805 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 42.900002 42.900002 42.900002 42.900002 0\n", " 2025-04-08 43.900002 43.900002 43.900002 43.900002 100\n", " 2025-04-09 43.900002 43.900002 43.900002 43.900002 0\n", " 2025-04-10 43.900002 43.900002 43.900002 43.900002 0\n", " 2025-04-11 43.900002 43.900002 43.900002 43.900002 0\n", " \n", " [252 rows x 5 columns],\n", " 'LEVE3': Price Close High Low Open Volume\n", " Ticker LEVE3.SA LEVE3.SA LEVE3.SA LEVE3.SA LEVE3.SA\n", " Date \n", " 2024-04-11 32.671577 32.838506 32.272804 32.458281 238900\n", " 2024-04-12 31.753473 32.847778 31.716377 32.680853 410200\n", " 2024-04-15 31.595816 31.938945 31.345423 31.938945 404200\n", " 2024-04-16 31.363970 31.558719 31.122853 31.363970 341400\n", " 2024-04-17 31.261959 31.883305 31.234139 31.540172 417500\n", " ... ... ... ... ... ...\n", " 2025-04-07 28.309999 28.690001 27.920000 28.010000 518400\n", " 2025-04-08 29.010000 30.559999 28.860001 28.870001 994500\n", " 2025-04-09 29.590000 29.590000 28.650000 29.010000 474800\n", " 2025-04-10 29.150000 29.730000 28.700001 29.590000 389100\n", " 2025-04-11 29.559999 29.740000 28.950001 29.209999 217000\n", " \n", " [252 rows x 5 columns],\n", " 'SHUL4': Price Close High Low Open Volume\n", " Ticker SHUL4.SA SHUL4.SA SHUL4.SA SHUL4.SA SHUL4.SA\n", " Date \n", " 2024-04-11 6.294287 6.331587 6.229013 6.247663 433200\n", " 2024-04-12 6.145090 6.256988 6.126440 6.256988 659100\n", " 2024-04-15 6.117115 6.229013 6.107790 6.182389 852800\n", " 2024-04-16 6.005216 6.107790 5.967917 6.107790 604900\n", " 2024-04-17 5.828043 6.070490 5.828043 6.005216 814600\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.150000 5.250000 5.050000 5.220000 924300\n", " 2025-04-08 5.150000 5.250000 5.040000 5.170000 843400\n", " 2025-04-09 5.320000 5.320000 5.010000 5.150000 776300\n", " 2025-04-10 5.220000 5.400000 5.210000 5.300000 596400\n", " 2025-04-11 5.300000 5.310000 5.120000 5.220000 312000\n", " \n", " [252 rows x 5 columns],\n", " 'CEBR3': Price Close High Low Open Volume\n", " Ticker CEBR3.SA CEBR3.SA CEBR3.SA CEBR3.SA CEBR3.SA\n", " Date \n", " 2024-04-11 20.152208 20.152208 19.779020 19.797678 2000\n", " 2024-04-12 20.189528 20.189528 19.937626 20.133550 4900\n", " 2024-04-15 20.236177 20.236177 19.984274 20.170870 4700\n", " 2024-04-16 20.152208 20.152208 20.021591 20.152208 1200\n", " 2024-04-17 19.984274 20.236177 19.984274 20.236177 3300\n", " ... ... ... ... ... ...\n", " 2025-04-07 18.100000 18.350000 17.910000 18.290001 11000\n", " 2025-04-08 18.000000 18.100000 17.809999 18.100000 6000\n", " 2025-04-09 17.990000 18.000000 17.629999 17.809999 7000\n", " 2025-04-10 17.850000 17.969999 17.700001 17.700001 5400\n", " 2025-04-11 17.950001 18.000000 17.309999 17.850000 5800\n", " \n", " [252 rows x 5 columns],\n", " 'VULC3': Price Close High Low Open Volume\n", " Ticker VULC3.SA VULC3.SA VULC3.SA VULC3.SA VULC3.SA\n", " Date \n", " 2024-04-11 15.588694 15.783206 15.570168 15.681318 385700\n", " 2024-04-12 15.218195 15.764679 15.097782 15.764679 1175500\n", " 2024-04-15 14.894011 15.264508 14.690237 15.236722 2083500\n", " 2024-04-16 14.912539 14.995901 14.616140 14.829176 1397000\n", " 2024-04-17 14.699500 15.134835 14.625401 14.903274 957300\n", " ... ... ... ... ... ...\n", " 2025-04-07 14.910000 15.250000 14.750000 14.940000 802800\n", " 2025-04-08 14.710000 15.280000 14.620000 15.040000 516300\n", " 2025-04-09 15.150000 15.320000 14.530000 14.700000 791000\n", " 2025-04-10 15.250000 15.260000 14.970000 15.200000 573000\n", " 2025-04-11 15.380000 15.550000 15.090000 15.290000 520500\n", " \n", " [252 rows x 5 columns],\n", " 'FIQE3': Price Close High Low Open Volume\n", " Ticker FIQE3.SA FIQE3.SA FIQE3.SA FIQE3.SA FIQE3.SA\n", " Date \n", " 2024-04-11 3.722432 3.722432 3.685208 3.722432 186300\n", " 2024-04-12 3.610759 3.722432 3.582841 3.722432 453300\n", " 2024-04-15 3.471168 3.629371 3.471168 3.610759 585600\n", " 2024-04-16 3.554923 3.554923 3.424638 3.471168 243000\n", " 2024-04-17 3.508392 3.573535 3.508392 3.554922 119200\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.540000 3.680000 3.490000 3.670000 895800\n", " 2025-04-08 3.510000 3.620000 3.510000 3.580000 400700\n", " 2025-04-09 3.580000 3.620000 3.480000 3.500000 580200\n", " 2025-04-10 3.570000 3.600000 3.510000 3.600000 248700\n", " 2025-04-11 3.610000 3.670000 3.550000 3.560000 870400\n", " \n", " [252 rows x 5 columns],\n", " 'MILS3': Price Close High Low Open Volume\n", " Ticker MILS3.SA MILS3.SA MILS3.SA MILS3.SA MILS3.SA\n", " Date \n", " 2024-04-11 12.552378 12.713306 12.495579 12.580776 283400\n", " 2024-04-12 12.514512 12.542911 12.268387 12.542911 1175800\n", " 2024-04-15 12.164258 12.514513 12.164258 12.514513 1578900\n", " 2024-04-16 12.173724 12.514513 11.927600 12.050662 2603400\n", " 2024-04-17 12.296786 12.599710 12.164258 12.164258 1093300\n", " ... ... ... ... ... ...\n", " 2025-04-07 9.190000 9.420000 9.010000 9.170000 894000\n", " 2025-04-08 9.010000 9.330000 9.000000 9.240000 750700\n", " 2025-04-09 9.230000 9.270000 8.910000 8.990000 820200\n", " 2025-04-10 9.010000 9.200000 8.970000 9.140000 610900\n", " 2025-04-11 9.130000 9.170000 8.920000 9.020000 748000\n", " \n", " [252 rows x 5 columns],\n", " 'EGIE3': Price Close High Low Open Volume\n", " Ticker EGIE3.SA EGIE3.SA EGIE3.SA EGIE3.SA EGIE3.SA\n", " Date \n", " 2024-04-11 38.421131 39.022930 38.421131 39.022930 1223200\n", " 2024-04-12 38.383518 38.618596 38.251875 38.599789 1286000\n", " 2024-04-15 38.928898 39.399054 38.411724 38.411724 3533700\n", " 2024-04-16 37.753513 38.910096 37.753513 38.675018 5555700\n", " 2024-04-17 38.092022 38.628003 37.885156 37.969784 3288000\n", " ... ... ... ... ... ...\n", " 2025-04-07 39.060001 39.560001 38.599998 39.200001 1511600\n", " 2025-04-08 39.049999 39.799999 38.950001 38.970001 1445100\n", " 2025-04-09 39.860001 40.660000 38.630001 38.709999 2223300\n", " 2025-04-10 39.560001 40.040001 39.360001 39.959999 1226900\n", " 2025-04-11 39.650002 39.869999 39.270000 39.810001 1288300\n", " \n", " [252 rows x 5 columns],\n", " 'PFRM3': Price Close High Low Open Volume\n", " Ticker PFRM3.SA PFRM3.SA PFRM3.SA PFRM3.SA PFRM3.SA\n", " Date \n", " 2024-04-11 5.076204 5.076204 4.883437 4.883437 253000\n", " 2024-04-12 4.938513 5.122101 4.810001 5.076204 320700\n", " 2024-04-15 4.993590 4.993590 4.828361 4.874258 178800\n", " 2024-04-16 4.883437 4.920155 4.699849 4.865078 240500\n", " 2024-04-17 4.910975 5.076205 4.782464 5.030308 170000\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.370000 6.700000 6.330000 6.700000 434200\n", " 2025-04-08 6.550000 6.750000 6.400000 6.420000 408100\n", " 2025-04-09 6.870000 6.870000 6.480000 6.510000 509800\n", " 2025-04-10 6.910000 6.910000 6.740000 6.820000 270200\n", " 2025-04-11 7.000000 7.000000 6.720000 6.910000 338300\n", " \n", " [252 rows x 5 columns],\n", " 'SBSP3': Price Close High Low Open Volume\n", " Ticker SBSP3.SA SBSP3.SA SBSP3.SA SBSP3.SA SBSP3.SA\n", " Date \n", " 2024-04-11 80.933090 82.318489 80.815181 82.220235 1647200\n", " 2024-04-12 79.439598 80.874128 78.958148 80.874128 2491700\n", " 2024-04-15 79.243095 79.449431 78.545482 79.410128 2361500\n", " 2024-04-16 78.633904 79.105533 78.064020 78.604428 2551500\n", " 2024-04-17 80.019310 80.500760 78.535649 78.820591 3325600\n", " ... ... ... ... ... ...\n", " 2025-04-07 101.849998 104.000000 101.019997 103.180000 2812600\n", " 2025-04-08 101.589996 103.699997 101.000000 102.110001 2593100\n", " 2025-04-09 103.019997 104.000000 99.910004 101.169998 3779400\n", " 2025-04-10 105.000000 105.000000 102.739998 103.279999 5104000\n", " 2025-04-11 107.019997 107.589996 105.120003 105.500000 3714300\n", " \n", " [252 rows x 5 columns],\n", " 'BRBI11': Price Close High Low Open Volume\n", " Ticker BRBI11.SA BRBI11.SA BRBI11.SA BRBI11.SA BRBI11.SA\n", " Date \n", " 2024-04-11 14.107090 14.483630 14.054548 14.361034 136800\n", " 2024-04-12 13.660497 14.282224 13.397795 14.282224 328800\n", " 2024-04-15 13.607956 13.975739 13.380281 13.616713 364600\n", " 2024-04-16 13.143850 13.660497 13.143850 13.660497 255500\n", " 2024-04-17 13.003742 13.397795 12.872391 13.248930 167600\n", " ... ... ... ... ... ...\n", " 2025-04-07 13.650000 13.820000 13.400000 13.500000 417100\n", " 2025-04-08 13.750000 14.030000 13.670000 13.710000 312100\n", " 2025-04-09 14.100000 14.210000 13.610000 13.750000 354200\n", " 2025-04-10 14.000000 14.170000 13.730000 14.120000 265700\n", " 2025-04-11 14.100000 14.140000 13.930000 14.140000 280900\n", " \n", " [252 rows x 5 columns],\n", " 'FESA4': Price Close High Low Open Volume\n", " Ticker FESA4.SA FESA4.SA FESA4.SA FESA4.SA FESA4.SA\n", " Date \n", " 2024-04-11 8.226345 8.479032 8.198269 8.413520 767800\n", " 2024-04-12 7.992376 8.254421 7.983017 8.188910 814100\n", " 2024-04-15 7.730330 8.160833 7.711612 8.001734 1495000\n", " 2024-04-16 7.636743 7.805201 7.627384 7.702254 1062000\n", " 2024-04-17 7.627385 7.805202 7.627385 7.711614 888000\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.890000 7.050000 6.820000 6.910000 665900\n", " 2025-04-08 6.670000 7.030000 6.600000 6.910000 1159900\n", " 2025-04-09 7.110000 7.160000 6.620000 6.620000 918500\n", " 2025-04-10 6.900000 7.130000 6.790000 7.130000 573000\n", " 2025-04-11 7.090000 7.090000 6.830000 6.900000 310500\n", " \n", " [252 rows x 5 columns],\n", " 'CEBR5': Price Close High Low Open Volume\n", " Ticker CEBR5.SA CEBR5.SA CEBR5.SA CEBR5.SA CEBR5.SA\n", " Date \n", " 2024-04-11 18.941217 18.941217 18.451278 18.451278 2500\n", " 2024-04-12 19.005926 19.005926 18.405058 18.405058 3200\n", " 2024-04-15 19.209297 19.218542 18.395813 18.405057 4200\n", " 2024-04-16 18.922728 19.089122 18.589940 18.589940 3300\n", " 2024-04-17 18.580696 18.996681 18.580696 18.996681 1800\n", " ... ... ... ... ... ...\n", " 2025-04-07 18.490000 18.490000 18.010000 18.010000 2900\n", " 2025-04-08 18.200001 18.219999 18.120001 18.120001 2200\n", " 2025-04-09 18.180000 18.180000 18.100000 18.100000 800\n", " 2025-04-10 18.180000 18.180000 18.180000 18.180000 100\n", " 2025-04-11 18.490000 18.490000 17.980000 17.980000 1200\n", " \n", " [252 rows x 5 columns],\n", " 'CSUD3': Price Close High Low Open Volume\n", " Ticker CSUD3.SA CSUD3.SA CSUD3.SA CSUD3.SA CSUD3.SA\n", " Date \n", " 2024-04-11 18.074978 18.319108 18.065588 18.262771 39700\n", " 2024-04-12 17.849632 17.934139 17.455269 17.934139 93500\n", " 2024-04-15 17.370762 17.849632 17.229918 17.849632 89100\n", " 2024-04-16 17.013956 17.427097 16.826163 17.427097 63600\n", " 2024-04-17 16.835554 17.136021 16.797995 17.051515 71500\n", " ... ... ... ... ... ...\n", " 2025-04-07 16.709999 16.910000 15.800000 16.709999 94800\n", " 2025-04-08 16.299999 17.200001 16.270000 16.709999 23100\n", " 2025-04-09 16.500000 16.700001 16.160000 16.219999 49400\n", " 2025-04-10 16.200001 16.879999 16.110001 16.879999 72000\n", " 2025-04-11 16.690001 16.719999 16.209999 16.209999 26200\n", " \n", " [252 rows x 5 columns],\n", " 'SANB11': Price Close High Low Open Volume\n", " Ticker SANB11.SA SANB11.SA SANB11.SA SANB11.SA SANB11.SA\n", " Date \n", " 2024-04-11 25.787699 25.825413 25.561408 25.731127 2045300\n", " 2024-04-12 25.504833 25.759411 25.429403 25.759411 1443200\n", " 2024-04-15 25.410547 25.674552 25.401118 25.523692 2398000\n", " 2024-04-16 25.193684 25.495406 25.193684 25.353973 2409100\n", " 2024-04-17 25.174828 25.429403 25.080539 25.363402 1962400\n", " ... ... ... ... ... ...\n", " 2025-04-07 26.500000 26.940001 25.930000 26.450001 2195900\n", " 2025-04-08 26.100000 26.870001 25.820000 26.750000 1944000\n", " 2025-04-09 26.750000 26.889999 25.590000 25.750000 2437000\n", " 2025-04-10 26.350000 26.600000 26.049999 26.350000 1604900\n", " 2025-04-11 26.620001 26.799999 26.299999 26.299999 5358300\n", " \n", " [252 rows x 5 columns],\n", " 'VALE3': Price Close High Low Open Volume\n", " Ticker VALE3.SA VALE3.SA VALE3.SA VALE3.SA VALE3.SA\n", " Date \n", " 2024-04-11 56.929966 57.160042 56.442206 56.865545 16338700\n", " 2024-04-12 56.718300 58.328831 56.515832 57.795053 25740900\n", " 2024-04-15 57.049606 57.841064 57.021995 57.334898 28567300\n", " 2024-04-16 56.543438 56.690686 55.862415 56.258146 29973800\n", " 2024-04-17 57.160042 58.411655 57.021995 58.015924 34220700\n", " ... ... ... ... ... ...\n", " 2025-04-07 52.049999 53.480000 51.169998 51.709999 35942800\n", " 2025-04-08 49.200001 52.810001 49.020000 52.349998 46815300\n", " 2025-04-09 51.849998 52.060001 48.770000 49.150002 56491900\n", " 2025-04-10 52.779999 53.240002 51.459999 52.099998 38010400\n", " 2025-04-11 53.660000 54.150002 52.560001 52.560001 22129900\n", " \n", " [252 rows x 5 columns],\n", " 'MTRE3': Price Close High Low Open Volume\n", " Ticker MTRE3.SA MTRE3.SA MTRE3.SA MTRE3.SA MTRE3.SA\n", " Date \n", " 2024-04-11 4.508009 4.508009 4.384260 4.508009 783700\n", " 2024-04-12 4.180958 4.384260 4.180958 4.340064 2791300\n", " 2024-04-15 4.021852 4.278189 3.986495 4.136761 2746600\n", " 2024-04-16 3.933459 4.057208 3.915780 3.986495 1407100\n", " 2024-04-17 3.809710 4.048369 3.774353 4.004173 1657800\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.440000 3.520000 3.320000 3.440000 848300\n", " 2025-04-08 3.400000 3.560000 3.360000 3.440000 781500\n", " 2025-04-09 3.610000 3.630000 3.310000 3.370000 1142600\n", " 2025-04-10 3.580000 3.610000 3.490000 3.610000 506400\n", " 2025-04-11 3.610000 3.610000 3.500000 3.610000 356200\n", " \n", " [252 rows x 5 columns],\n", " 'JSLG3': Price Close High Low Open Volume\n", " Ticker JSLG3.SA JSLG3.SA JSLG3.SA JSLG3.SA JSLG3.SA\n", " Date \n", " 2024-04-11 13.16 13.17 12.93 13.07 379800\n", " 2024-04-12 13.15 13.23 12.96 13.07 402500\n", " 2024-04-15 12.50 13.22 12.45 13.22 552000\n", " 2024-04-16 11.95 12.45 11.90 12.45 501000\n", " 2024-04-17 12.07 12.31 11.76 11.97 575900\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.29 5.50 5.10 5.28 607000\n", " 2025-04-08 5.15 5.41 5.14 5.35 487900\n", " 2025-04-09 5.42 5.50 5.03 5.17 942100\n", " 2025-04-10 5.32 5.43 5.25 5.38 456600\n", " 2025-04-11 5.65 5.79 5.33 5.33 751700\n", " \n", " [252 rows x 5 columns],\n", " 'FIGE4': Price Close High Low Open Volume\n", " Ticker FIGE4.SA FIGE4.SA FIGE4.SA FIGE4.SA FIGE4.SA\n", " Date \n", " 2024-04-11 37.960209 37.960209 37.960209 37.960209 0\n", " 2024-04-12 37.960209 37.960209 37.960209 37.960209 0\n", " 2024-04-15 37.960209 37.960209 37.960209 37.960209 0\n", " 2024-04-16 37.960209 37.960209 37.960209 37.960209 0\n", " 2024-04-17 37.960209 37.960209 37.960209 37.960209 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 38.009998 38.009998 38.009998 38.009998 0\n", " 2025-04-08 38.009998 38.009998 38.009998 38.009998 0\n", " 2025-04-09 38.009998 38.009998 38.009998 38.009998 0\n", " 2025-04-10 38.009998 38.009998 38.009998 38.009998 0\n", " 2025-04-11 38.009998 38.009998 38.009998 38.009998 0\n", " \n", " [252 rows x 5 columns],\n", " 'SOND3': Price Close High Low Open Volume\n", " Ticker SOND3.SA SOND3.SA SOND3.SA SOND3.SA SOND3.SA\n", " Date \n", " 2024-04-11 41.425064 41.425064 41.425064 41.425064 0\n", " 2024-04-12 41.425064 41.425064 41.425064 41.425064 0\n", " 2024-04-15 41.425064 41.425064 41.425064 41.425064 0\n", " 2024-04-16 41.425064 41.425064 41.425064 41.425064 0\n", " 2024-04-17 41.425064 41.425064 41.425064 41.425064 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 47.000000 47.000000 47.000000 47.000000 0\n", " 2025-04-08 47.000000 47.000000 47.000000 47.000000 0\n", " 2025-04-09 47.000000 47.000000 47.000000 47.000000 0\n", " 2025-04-10 47.000000 47.000000 47.000000 47.000000 0\n", " 2025-04-11 47.000000 47.000000 47.000000 47.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'PATI3': Price Close High Low Open Volume\n", " Ticker PATI3.SA PATI3.SA PATI3.SA PATI3.SA PATI3.SA\n", " Date \n", " 2024-04-11 26.491209 26.491209 26.491209 26.491209 0\n", " 2024-04-12 26.491209 26.491209 26.491209 26.491209 0\n", " 2024-04-15 26.491209 26.491209 26.491209 26.491209 0\n", " 2024-04-16 26.491209 26.491209 26.491209 26.491209 0\n", " 2024-04-17 26.491209 26.491209 26.491209 26.491209 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 28.000000 28.000000 28.000000 28.000000 0\n", " 2025-04-08 28.000000 28.000000 28.000000 28.000000 2000\n", " 2025-04-09 28.000000 28.000000 28.000000 28.000000 2200\n", " 2025-04-10 28.000000 28.000000 27.700001 27.700001 2700\n", " 2025-04-11 28.000000 28.000000 28.000000 28.000000 2300\n", " \n", " [252 rows x 5 columns],\n", " 'UGPA3': Price Close High Low Open Volume\n", " Ticker UGPA3.SA UGPA3.SA UGPA3.SA UGPA3.SA UGPA3.SA\n", " Date \n", " 2024-04-11 26.714211 26.848839 26.368021 26.396871 2640000\n", " 2024-04-12 25.887205 26.675745 25.742960 26.406487 4500300\n", " 2024-04-15 25.877586 26.117995 25.627561 25.867970 3511200\n", " 2024-04-16 25.906437 26.166077 25.396770 25.464084 4715800\n", " 2024-04-17 25.762194 25.887205 25.502552 25.839124 3040700\n", " ... ... ... ... ... ...\n", " 2025-04-07 16.730000 17.360001 16.389999 16.910000 9837200\n", " 2025-04-08 16.510000 17.150000 16.209999 16.830000 8943000\n", " 2025-04-09 16.870001 17.129999 16.260000 16.350000 8735100\n", " 2025-04-10 16.790001 16.820000 16.410000 16.650000 4473300\n", " 2025-04-11 16.780001 17.020000 16.600000 17.020000 4509000\n", " \n", " [252 rows x 5 columns],\n", " 'HBRE3': Price Close High Low Open Volume\n", " Ticker HBRE3.SA HBRE3.SA HBRE3.SA HBRE3.SA HBRE3.SA\n", " Date \n", " 2024-04-11 5.88 5.98 5.66 5.83 989700\n", " 2024-04-12 5.62 5.88 5.56 5.87 1000700\n", " 2024-04-15 5.44 5.71 5.40 5.62 706700\n", " 2024-04-16 5.23 5.37 5.16 5.36 1001100\n", " 2024-04-17 5.25 5.30 5.12 5.29 815100\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.38 3.47 3.21 3.32 481100\n", " 2025-04-08 3.49 3.65 3.42 3.47 1037900\n", " 2025-04-09 3.65 3.67 3.43 3.43 753800\n", " 2025-04-10 3.41 3.69 3.39 3.69 511300\n", " 2025-04-11 3.67 3.69 3.43 3.46 512200\n", " \n", " [252 rows x 5 columns],\n", " 'CPFE3': Price Close High Low Open Volume\n", " Ticker CPFE3.SA CPFE3.SA CPFE3.SA CPFE3.SA CPFE3.SA\n", " Date \n", " 2024-04-11 35.290001 35.639999 35.090000 35.639999 1857100\n", " 2024-04-12 35.119999 35.320000 35.049999 35.290001 966100\n", " 2024-04-15 35.150002 35.250000 34.790001 35.119999 2341300\n", " 2024-04-16 34.889999 35.110001 34.520000 34.910000 2058200\n", " 2024-04-17 35.099998 35.189999 34.830002 35.000000 1791000\n", " ... ... ... ... ... ...\n", " 2025-04-07 37.430000 38.150002 37.200001 37.639999 1248700\n", " 2025-04-08 38.700001 40.060001 37.099998 37.400002 4293600\n", " 2025-04-09 38.700001 39.330002 38.180000 38.700001 2171100\n", " 2025-04-10 38.150002 38.840000 37.910000 38.450001 890700\n", " 2025-04-11 37.709999 38.560001 37.400002 38.209999 1929900\n", " \n", " [252 rows x 5 columns],\n", " 'SANB4': Price Close High Low Open Volume\n", " Ticker SANB4.SA SANB4.SA SANB4.SA SANB4.SA SANB4.SA\n", " Date \n", " 2024-04-11 13.923080 13.970892 13.741391 13.894392 241600\n", " 2024-04-12 13.722266 13.942205 13.703141 13.942205 276500\n", " 2024-04-15 13.674453 13.827454 13.674453 13.750953 130600\n", " 2024-04-16 13.645765 13.703140 13.578827 13.703140 157700\n", " 2024-04-17 13.578827 13.684016 13.492764 13.684016 230500\n", " ... ... ... ... ... ...\n", " 2025-04-07 14.000000 14.170000 13.690000 14.000000 89200\n", " 2025-04-08 13.780000 14.110000 13.620000 14.000000 72300\n", " 2025-04-09 13.960000 14.100000 13.490000 13.760000 76800\n", " 2025-04-10 13.950000 13.970000 13.760000 13.960000 33200\n", " 2025-04-11 13.960000 14.080000 13.880000 13.900000 74700\n", " \n", " [252 rows x 5 columns],\n", " 'AGRO3': Price Close High Low Open Volume\n", " Ticker AGRO3.SA AGRO3.SA AGRO3.SA AGRO3.SA AGRO3.SA\n", " Date \n", " 2024-04-11 23.603354 23.781457 23.303391 23.462746 212100\n", " 2024-04-12 23.200277 23.650222 23.069044 23.650222 330900\n", " 2024-04-15 23.172155 23.312765 23.031548 23.209652 261500\n", " 2024-04-16 23.415876 23.903317 22.853445 23.069045 391100\n", " 2024-04-17 23.322138 23.809578 23.294017 23.406503 205900\n", " ... ... ... ... ... ...\n", " 2025-04-07 22.000000 22.400000 21.889999 22.219999 316600\n", " 2025-04-08 21.320000 22.180000 21.250000 22.000000 411700\n", " 2025-04-09 21.940001 21.980000 21.190001 21.200001 240300\n", " 2025-04-10 21.290001 21.990000 21.219999 21.780001 252700\n", " 2025-04-11 22.040001 22.040001 21.309999 21.370001 221800\n", " \n", " [252 rows x 5 columns],\n", " 'UCAS3': Price Close High Low Open Volume\n", " Ticker UCAS3.SA UCAS3.SA UCAS3.SA UCAS3.SA UCAS3.SA\n", " Date \n", " 2024-04-11 2.311985 2.449604 2.293636 2.440429 267700\n", " 2024-04-12 2.293636 2.321160 2.266113 2.311985 43700\n", " 2024-04-15 2.266113 2.293636 2.192717 2.293636 93000\n", " 2024-04-16 2.238589 2.256938 2.183542 2.256938 17900\n", " 2024-04-17 2.229415 2.247764 2.165193 2.247764 45800\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.450000 1.530000 1.430000 1.450000 60600\n", " 2025-04-08 1.460000 1.520000 1.450000 1.450000 38200\n", " 2025-04-09 1.540000 1.550000 1.460000 1.510000 90400\n", " 2025-04-10 1.560000 1.630000 1.490000 1.570000 145100\n", " 2025-04-11 1.530000 1.560000 1.510000 1.550000 20600\n", " \n", " [252 rows x 5 columns],\n", " 'ITUB3': Price Close High Low Open Volume\n", " Ticker ITUB3.SA ITUB3.SA ITUB3.SA ITUB3.SA ITUB3.SA\n", " Date \n", " 2024-04-11 25.441872 25.594434 25.361104 25.540588 299860\n", " 2024-04-12 25.307255 25.594431 25.208540 25.522637 289740\n", " 2024-04-15 24.921368 25.388026 24.849574 25.343155 499730\n", " 2024-04-16 24.661118 24.822654 24.553427 24.777784 831600\n", " 2024-04-17 24.679066 24.966240 24.526503 24.957266 363660\n", " ... ... ... ... ... ...\n", " 2025-04-07 27.510000 27.950001 27.020000 27.400000 439700\n", " 2025-04-08 27.530001 28.020000 27.360001 27.600000 741000\n", " 2025-04-09 28.010000 28.459999 27.200001 27.490000 728900\n", " 2025-04-10 27.809999 28.150000 27.510000 28.010000 401000\n", " 2025-04-11 28.150000 28.379999 27.780001 28.059999 376900\n", " \n", " [252 rows x 5 columns],\n", " 'CEAB3': Price Close High Low Open Volume\n", " Ticker CEAB3.SA CEAB3.SA CEAB3.SA CEAB3.SA CEAB3.SA\n", " Date \n", " 2024-04-11 10.969296 11.428743 10.768288 11.132017 3334800\n", " 2024-04-12 10.528994 10.969297 10.433275 10.969297 3383500\n", " 2024-04-15 9.619672 10.634283 9.600528 10.538566 5108900\n", " 2024-04-16 9.667531 10.002544 9.342089 9.514381 5545500\n", " 2024-04-17 9.600528 10.136550 9.533525 9.811108 2870900\n", " ... ... ... ... ... ...\n", " 2025-04-07 10.920000 11.360000 10.600000 11.070000 4039000\n", " 2025-04-08 10.830000 11.330000 10.710000 11.120000 3075500\n", " 2025-04-09 11.610000 11.750000 10.540000 10.600000 4047500\n", " 2025-04-10 11.700000 11.790000 11.290000 11.570000 2979100\n", " 2025-04-11 12.050000 12.160000 11.710000 11.840000 4056000\n", " \n", " [252 rows x 5 columns],\n", " 'CEBR6': Price Close High Low Open Volume\n", " Ticker CEBR6.SA CEBR6.SA CEBR6.SA CEBR6.SA CEBR6.SA\n", " Date \n", " 2024-04-11 20.079077 20.171183 19.811971 20.115920 4700\n", " 2024-04-12 20.115919 20.254078 19.673811 20.254078 5600\n", " 2024-04-15 20.723818 21.184347 20.014602 20.115919 17400\n", " 2024-04-16 20.585661 20.668556 19.839604 19.848813 1900\n", " 2024-04-17 20.530396 20.604080 20.429079 20.604080 2900\n", " ... ... ... ... ... ...\n", " 2025-04-07 19.570000 20.100000 19.070000 20.000000 21200\n", " 2025-04-08 19.709999 19.840000 19.500000 19.540001 5700\n", " 2025-04-09 19.700001 19.809999 19.510000 19.809999 6800\n", " 2025-04-10 19.900000 19.900000 19.580000 19.690001 6300\n", " 2025-04-11 19.920000 20.049999 19.790001 19.830000 15100\n", " \n", " [252 rows x 5 columns],\n", " 'EQPA5': Price Close High Low Open Volume\n", " Ticker EQPA5.SA EQPA5.SA EQPA5.SA EQPA5.SA EQPA5.SA\n", " Date \n", " 2024-04-11 6.867591 6.867591 6.867591 6.867591 0\n", " 2024-04-12 6.867591 6.867591 6.867591 6.867591 0\n", " 2024-04-15 6.867591 6.867591 6.867591 6.867591 0\n", " 2024-04-16 6.867591 6.867591 6.867591 6.867591 0\n", " 2024-04-17 6.867591 6.867591 6.867591 6.867591 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 7.450000 7.450000 7.450000 7.450000 600\n", " 2025-04-08 7.450000 7.450000 7.450000 7.450000 0\n", " 2025-04-09 7.450000 7.450000 7.450000 7.450000 0\n", " 2025-04-10 7.450000 7.450000 7.450000 7.450000 0\n", " 2025-04-11 7.450000 7.450000 7.450000 7.450000 0\n", " \n", " [252 rows x 5 columns],\n", " 'TGMA3': Price Close High Low Open Volume\n", " Ticker TGMA3.SA TGMA3.SA TGMA3.SA TGMA3.SA TGMA3.SA\n", " Date \n", " 2024-04-11 23.628487 23.797453 23.450629 23.690737 116600\n", " 2024-04-12 22.933802 23.902706 22.787552 23.802161 418400\n", " 2024-04-15 22.869816 22.979502 22.467628 22.933800 247200\n", " 2024-04-16 22.623020 22.769270 22.312239 22.577318 386900\n", " 2024-04-17 22.485910 23.006925 22.202552 23.006925 228600\n", " ... ... ... ... ... ...\n", " 2025-04-07 33.394901 33.689822 32.696918 32.706751 156400\n", " 2025-04-08 33.385067 33.807788 33.385067 33.483376 179300\n", " 2025-04-09 34.259998 34.397631 33.001670 33.237608 297400\n", " 2025-04-10 34.169998 34.470001 33.619999 34.470001 146500\n", " 2025-04-11 34.139999 34.450001 33.790001 34.230000 105100\n", " \n", " [252 rows x 5 columns],\n", " 'EZTC3': Price Close High Low Open Volume\n", " Ticker EZTC3.SA EZTC3.SA EZTC3.SA EZTC3.SA EZTC3.SA\n", " Date \n", " 2024-04-11 14.166580 14.194395 13.749371 13.897712 1808900\n", " 2024-04-12 13.350703 14.148037 13.313618 14.055324 2885900\n", " 2024-04-15 12.812966 13.387788 12.812966 13.387788 3348300\n", " 2024-04-16 13.193090 13.424873 12.562641 12.775881 4136000\n", " 2024-04-17 12.608998 13.480502 12.608998 13.332161 3896100\n", " ... ... ... ... ... ...\n", " 2025-04-07 14.810000 15.190000 14.390000 14.610000 2142000\n", " 2025-04-08 14.870000 15.030000 14.540000 14.920000 1915300\n", " 2025-04-09 15.330000 15.370000 14.480000 14.770000 2927300\n", " 2025-04-10 15.200000 15.480000 14.920000 15.300000 2299300\n", " 2025-04-11 15.500000 15.580000 14.670000 15.380000 2753100\n", " \n", " [252 rows x 5 columns],\n", " 'EKTR3': Price Close High Low Open Volume\n", " Ticker EKTR3.SA EKTR3.SA EKTR3.SA EKTR3.SA EKTR3.SA\n", " Date \n", " 2024-04-11 36.128891 36.128891 36.128891 36.128891 0\n", " 2024-04-12 36.128891 36.128891 36.128891 36.128891 0\n", " 2024-04-15 40.116062 40.116062 40.116062 40.116062 0\n", " 2024-04-16 40.116062 40.116062 40.116062 40.116062 0\n", " 2024-04-17 40.116062 40.116062 40.116062 40.116062 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 40.029999 40.029999 40.029999 40.029999 0\n", " 2025-04-08 40.029999 40.029999 40.029999 40.029999 0\n", " 2025-04-09 40.029999 40.029999 40.029999 40.029999 0\n", " 2025-04-10 40.029999 40.029999 40.029999 40.029999 0\n", " 2025-04-11 40.029999 40.029999 40.029999 40.029999 0\n", " \n", " [252 rows x 5 columns],\n", " 'WLMM4': Price Close High Low Open Volume\n", " Ticker WLMM4.SA WLMM4.SA WLMM4.SA WLMM4.SA WLMM4.SA\n", " Date \n", " 2024-04-11 25.418110 25.418110 23.951680 25.036839 10800\n", " 2024-04-12 25.897144 25.897144 25.418111 25.418111 800\n", " 2024-04-15 26.297970 26.297970 24.548032 26.190433 2000\n", " 2024-04-16 26.395731 26.395731 25.535426 26.141550 1700\n", " 2024-04-17 28.282536 28.321639 26.425059 26.425059 1100\n", " ... ... ... ... ... ...\n", " 2025-04-07 29.389999 29.389999 28.600000 28.629999 2100\n", " 2025-04-08 29.980000 30.000000 29.309999 29.480000 1700\n", " 2025-04-09 29.889999 30.350000 29.889999 30.350000 1400\n", " 2025-04-10 31.000000 31.000000 29.400000 30.000000 600\n", " 2025-04-11 30.500000 30.870001 30.000000 30.020000 1300\n", " \n", " [252 rows x 5 columns],\n", " 'ALUP4': Price Close High Low Open Volume\n", " Ticker ALUP4.SA ALUP4.SA ALUP4.SA ALUP4.SA ALUP4.SA\n", " Date \n", " 2024-04-11 9.098786 9.144556 8.924867 9.089632 26728\n", " 2024-04-12 9.080479 9.135401 9.016403 9.126248 24544\n", " 2024-04-15 8.952328 9.098787 8.906559 9.080479 42848\n", " 2024-04-16 9.007249 9.016402 8.705176 8.934019 67080\n", " 2024-04-17 8.915712 9.062171 8.906559 8.988942 51896\n", " ... ... ... ... ... ...\n", " 2025-04-07 9.770000 9.830000 9.660000 9.760000 22400\n", " 2025-04-08 9.730000 9.760000 9.650000 9.740000 23800\n", " 2025-04-09 9.730000 9.980000 9.320000 9.600000 30500\n", " 2025-04-10 9.750000 9.870000 9.680000 9.810000 17900\n", " 2025-04-11 9.810000 9.840000 9.720000 9.750000 28700\n", " \n", " [252 rows x 5 columns],\n", " 'ALUP11': Price Close High Low Open Volume\n", " Ticker ALUP11.SA ALUP11.SA ALUP11.SA ALUP11.SA ALUP11.SA\n", " Date \n", " 2024-04-11 27.697763 27.844311 27.139044 27.624489 2502240\n", " 2024-04-12 27.560371 27.697762 27.358867 27.697762 831792\n", " 2024-04-15 27.258114 27.642806 27.056611 27.569531 1028248\n", " 2024-04-16 27.267277 27.468782 26.919222 27.129886 1000480\n", " 2024-04-17 27.349709 27.633647 27.258114 27.505417 524264\n", " ... ... ... ... ... ...\n", " 2025-04-07 29.290001 29.879999 29.160000 29.639999 1111400\n", " 2025-04-08 28.959999 29.639999 28.959999 29.450001 622100\n", " 2025-04-09 29.790001 29.930000 28.639999 28.700001 1167800\n", " 2025-04-10 29.830000 29.950001 29.389999 29.950001 856700\n", " 2025-04-11 29.750000 29.980000 29.580000 29.980000 669600\n", " \n", " [252 rows x 5 columns],\n", " 'ARML3': Price Close High Low Open Volume\n", " Ticker ARML3.SA ARML3.SA ARML3.SA ARML3.SA ARML3.SA\n", " Date \n", " 2024-04-11 11.616503 12.019785 11.527977 11.941096 445400\n", " 2024-04-12 11.016497 11.724700 10.957480 11.724700 841300\n", " 2024-04-15 10.613214 11.046004 10.475507 11.046004 881800\n", " 2024-04-16 10.662395 10.947643 10.337801 10.564033 1345900\n", " 2024-04-17 10.426328 10.927971 10.386983 10.721412 773300\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.230000 4.290000 3.810000 3.860000 3726100\n", " 2025-04-08 4.110000 4.380000 3.970000 4.240000 1871400\n", " 2025-04-09 4.200000 4.240000 3.890000 4.120000 3624200\n", " 2025-04-10 4.280000 4.310000 4.070000 4.100000 1412700\n", " 2025-04-11 4.300000 4.460000 4.260000 4.290000 1328800\n", " \n", " [252 rows x 5 columns],\n", " 'POSI3': Price Close High Low Open Volume\n", " Ticker POSI3.SA POSI3.SA POSI3.SA POSI3.SA POSI3.SA\n", " Date \n", " 2024-04-11 9.488132 9.679040 9.402224 9.535859 1894500\n", " 2024-04-12 9.297224 9.526314 9.144498 9.497678 1325400\n", " 2024-04-15 9.163589 9.459496 8.991771 9.249496 1430000\n", " 2024-04-16 8.953589 9.106316 8.695863 9.096770 1883200\n", " 2024-04-17 8.829499 9.125407 8.676773 9.029953 1399800\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.900000 5.010000 4.690000 4.800000 1864900\n", " 2025-04-08 4.900000 5.060000 4.840000 4.970000 1475400\n", " 2025-04-09 4.950000 5.070000 4.760000 4.910000 2131700\n", " 2025-04-10 4.880000 5.010000 4.860000 5.010000 822000\n", " 2025-04-11 4.970000 5.010000 4.860000 4.920000 902000\n", " \n", " [252 rows x 5 columns],\n", " 'DIRR3': Price Close High Low Open Volume\n", " Ticker DIRR3.SA DIRR3.SA DIRR3.SA DIRR3.SA DIRR3.SA\n", " Date \n", " 2024-04-11 22.020693 22.410911 21.887664 22.038430 2222300\n", " 2024-04-12 20.938726 22.331094 20.699274 22.277883 3933400\n", " 2024-04-15 19.998653 21.036278 19.590699 20.947593 3266100\n", " 2024-04-16 19.909971 20.034131 19.475409 19.892234 3093300\n", " 2024-04-17 19.768072 20.371134 19.732597 19.954312 1542400\n", " ... ... ... ... ... ...\n", " 2025-04-07 32.599998 32.790001 31.360001 31.740000 1982100\n", " 2025-04-08 32.799999 33.660000 32.470001 32.750000 2663900\n", " 2025-04-09 32.849998 33.400002 31.930000 32.700001 2077400\n", " 2025-04-10 32.540001 32.910000 32.130001 32.910000 2753300\n", " 2025-04-11 32.299999 32.680000 31.150000 32.500000 2925000\n", " \n", " [252 rows x 5 columns],\n", " 'EQPA6': Price Close High Low Open Volume\n", " Ticker EQPA6.SA EQPA6.SA EQPA6.SA EQPA6.SA EQPA6.SA\n", " Date \n", " 2024-04-11 8.24111 8.24111 8.24111 8.24111 0\n", " 2024-04-12 8.24111 8.24111 8.24111 8.24111 0\n", " 2024-04-15 8.24111 8.24111 8.24111 8.24111 0\n", " 2024-04-16 8.24111 8.24111 8.24111 8.24111 0\n", " 2024-04-17 8.24111 8.24111 8.24111 8.24111 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.00000 8.00000 8.00000 8.00000 0\n", " 2025-04-08 8.00000 8.00000 8.00000 8.00000 0\n", " 2025-04-09 8.00000 8.00000 8.00000 8.00000 0\n", " 2025-04-10 8.00000 8.00000 8.00000 8.00000 0\n", " 2025-04-11 8.00000 8.00000 8.00000 8.00000 0\n", " \n", " [252 rows x 5 columns],\n", " 'ALUP3': Price Close High Low Open Volume\n", " Ticker ALUP3.SA ALUP3.SA ALUP3.SA ALUP3.SA ALUP3.SA\n", " Date \n", " 2024-04-11 9.438227 9.502433 9.337332 9.438227 15704\n", " 2024-04-12 9.465743 9.575810 9.355677 9.410710 13832\n", " 2024-04-15 9.337332 9.493261 9.254783 9.392365 29848\n", " 2024-04-16 9.584982 9.713394 9.263955 9.291471 39936\n", " 2024-04-17 9.484088 9.704221 9.447399 9.603327 27040\n", " ... ... ... ... ... ...\n", " 2025-04-07 9.900000 10.180000 9.900000 10.030000 6700\n", " 2025-04-08 9.910000 10.060000 9.770000 10.060000 7500\n", " 2025-04-09 9.930000 10.350000 9.710000 9.910000 9600\n", " 2025-04-10 10.150000 10.470000 9.870000 9.900000 9200\n", " 2025-04-11 10.240000 10.300000 10.080000 10.150000 13800\n", " \n", " [252 rows x 5 columns],\n", " 'OFSA3': Price Close High Low Open Volume\n", " Ticker OFSA3.SA OFSA3.SA OFSA3.SA OFSA3.SA OFSA3.SA\n", " Date \n", " 2024-04-11 22.379240 22.618028 22.350585 22.541616 4500\n", " 2024-04-12 22.159555 22.684889 22.064040 22.684889 5300\n", " 2024-04-15 21.634218 21.920765 21.634218 21.892110 4400\n", " 2024-04-16 21.013369 21.395429 20.822337 21.175745 27500\n", " 2024-04-17 20.822340 21.013371 20.822340 21.013371 1100\n", " ... ... ... ... ... ...\n", " 2025-04-07 22.000000 22.000000 21.980000 21.980000 3600\n", " 2025-04-08 21.000000 21.000000 21.000000 21.000000 100\n", " 2025-04-09 21.680000 21.760000 21.129999 21.129999 1500\n", " 2025-04-10 22.350000 22.350000 21.000000 21.000000 7200\n", " 2025-04-11 22.370001 22.370001 21.700001 22.129999 2200\n", " \n", " [252 rows x 5 columns],\n", " 'MOVI3': Price Close High Low Open Volume\n", " Ticker MOVI3.SA MOVI3.SA MOVI3.SA MOVI3.SA MOVI3.SA\n", " Date \n", " 2024-04-11 7.767569 7.920814 7.690947 7.805880 2964400\n", " 2024-04-12 7.470658 7.796303 7.365303 7.729258 4924100\n", " 2024-04-15 7.336569 7.633480 7.288681 7.508969 4093500\n", " 2024-04-16 7.240791 7.346147 7.116280 7.298258 4293200\n", " 2024-04-17 7.173747 7.403614 7.154592 7.279103 2090000\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.330000 5.540000 5.050000 5.270000 6561500\n", " 2025-04-08 5.230000 5.500000 5.140000 5.450000 5750100\n", " 2025-04-09 5.400000 5.450000 4.990000 5.140000 6433300\n", " 2025-04-10 5.520000 5.520000 5.290000 5.440000 4268500\n", " 2025-04-11 5.790000 5.940000 5.500000 5.580000 7857200\n", " \n", " [252 rows x 5 columns],\n", " 'RECV3': Price Close High Low Open Volume\n", " Ticker RECV3.SA RECV3.SA RECV3.SA RECV3.SA RECV3.SA\n", " Date \n", " 2024-04-11 18.973118 19.197448 18.895465 18.964490 1960600\n", " 2024-04-12 18.567600 19.628852 18.541715 18.973119 3911100\n", " 2024-04-15 18.205221 18.671136 17.885982 18.662508 4577800\n", " 2024-04-16 17.868725 18.231104 17.773817 18.084426 3262900\n", " 2024-04-17 17.592628 18.058545 17.359672 17.868726 6314300\n", " ... ... ... ... ... ...\n", " 2025-04-07 14.030000 14.470000 13.920000 14.040000 4783700\n", " 2025-04-08 13.750000 14.420000 13.560000 14.060000 3294400\n", " 2025-04-09 14.280000 14.390000 13.240000 13.410000 5896400\n", " 2025-04-10 13.380000 14.310000 13.300000 14.080000 5071200\n", " 2025-04-11 13.520000 13.640000 13.150000 13.410000 5275600\n", " \n", " [252 rows x 5 columns],\n", " 'MULT3': Price Close High Low Open Volume\n", " Ticker MULT3.SA MULT3.SA MULT3.SA MULT3.SA MULT3.SA\n", " Date \n", " 2024-04-11 24.321709 24.638823 23.831623 23.927718 9480900\n", " 2024-04-12 23.677870 24.475460 23.677870 24.360147 4517500\n", " 2024-04-15 23.255051 23.725917 22.976374 23.639431 10080600\n", " 2024-04-16 23.120518 23.447242 22.784184 23.024422 7111100\n", " 2024-04-17 22.985985 23.360756 22.957156 23.303099 6050500\n", " ... ... ... ... ... ...\n", " 2025-04-07 22.690001 23.049999 22.160000 22.570000 4753800\n", " 2025-04-08 23.040001 23.610001 22.700001 22.700001 10179500\n", " 2025-04-09 23.629999 23.799999 22.570000 22.870001 6363800\n", " 2025-04-10 23.480000 23.700001 23.030001 23.340000 4408900\n", " 2025-04-11 23.799999 23.959999 23.250000 23.660000 5227400\n", " \n", " [252 rows x 5 columns],\n", " 'HYPE3': Price Close High Low Open Volume\n", " Ticker HYPE3.SA HYPE3.SA HYPE3.SA HYPE3.SA HYPE3.SA\n", " Date \n", " 2024-04-11 28.597157 29.394685 28.492717 29.214293 2953100\n", " 2024-04-12 28.530695 28.644629 28.236369 28.587663 2849600\n", " 2024-04-15 27.894567 28.625637 27.818612 28.483222 4138000\n", " 2024-04-16 27.932549 28.321819 27.486312 27.828109 2692300\n", " 2024-04-17 26.869171 28.160411 26.745745 28.160411 6282200\n", " ... ... ... ... ... ...\n", " 2025-04-07 20.070000 20.559999 19.690001 19.969999 3162800\n", " 2025-04-08 19.370001 20.110001 19.059999 19.940001 6557100\n", " 2025-04-09 19.760000 20.299999 19.170000 19.290001 3328700\n", " 2025-04-10 19.340000 19.790001 19.180000 19.639999 2565300\n", " 2025-04-11 19.370001 19.629999 19.219999 19.629999 1413000\n", " \n", " [252 rows x 5 columns],\n", " 'PTNT4': Price Close High Low Open Volume\n", " Ticker PTNT4.SA PTNT4.SA PTNT4.SA PTNT4.SA PTNT4.SA\n", " Date \n", " 2024-04-11 7.60 7.85 7.55 7.80 14100\n", " 2024-04-12 7.60 7.73 7.50 7.73 5000\n", " 2024-04-15 7.60 7.75 7.54 7.75 2900\n", " 2024-04-16 7.60 7.60 7.45 7.50 2700\n", " 2024-04-17 7.79 7.79 7.50 7.50 2000\n", " ... ... ... ... ... ...\n", " 2025-04-07 7.43 7.59 7.43 7.56 4800\n", " 2025-04-08 7.30 7.54 7.30 7.54 1700\n", " 2025-04-09 7.17 7.44 7.17 7.44 12600\n", " 2025-04-10 6.90 7.22 6.81 7.13 14000\n", " 2025-04-11 7.00 7.14 6.97 7.08 12600\n", " \n", " [252 rows x 5 columns],\n", " 'BBSE3': Price Close High Low Open Volume\n", " Ticker BBSE3.SA BBSE3.SA BBSE3.SA BBSE3.SA BBSE3.SA\n", " Date \n", " 2024-04-11 32.134933 32.250456 31.595820 31.836495 6484100\n", " 2024-04-12 31.740229 32.211950 31.576568 32.134936 7022200\n", " 2024-04-15 31.778734 32.029038 31.624702 31.769109 4548000\n", " 2024-04-16 31.605452 31.884632 31.557314 31.672840 5705900\n", " 2024-04-17 31.740229 31.836497 31.307013 31.624702 4880800\n", " ... ... ... ... ... ...\n", " 2025-04-07 40.070000 40.580002 39.680000 39.849998 3727400\n", " 2025-04-08 40.450001 40.810001 40.070000 40.070000 5219900\n", " 2025-04-09 40.790001 41.310001 40.150002 40.450001 10919300\n", " 2025-04-10 39.660000 41.000000 38.980000 40.520000 13103400\n", " 2025-04-11 39.980000 40.110001 39.310001 39.840000 3160000\n", " \n", " [252 rows x 5 columns],\n", " 'ITUB4': Price Close High Low Open Volume\n", " Ticker ITUB4.SA ITUB4.SA ITUB4.SA ITUB4.SA ITUB4.SA\n", " Date \n", " 2024-04-11 29.221836 29.337656 28.999109 29.150565 20085560\n", " 2024-04-12 28.918932 29.159478 28.856568 29.132750 25088580\n", " 2024-04-15 28.428928 29.070383 28.322019 28.918929 34782220\n", " 2024-04-16 28.215107 28.393289 27.956742 28.250743 33859870\n", " 2024-04-17 28.232929 28.304204 27.956747 28.232929 27870040\n", " ... ... ... ... ... ...\n", " 2025-04-07 31.200001 31.620001 30.540001 30.900000 32292300\n", " 2025-04-08 31.209999 31.770000 30.990000 31.540001 36022000\n", " 2025-04-09 31.780001 32.349998 30.820000 31.000000 36802300\n", " 2025-04-10 31.650000 32.040001 31.129999 31.660000 35288600\n", " 2025-04-11 31.809999 32.130001 31.440001 31.760000 27525100\n", " \n", " [252 rows x 5 columns],\n", " 'ELET3': Price Close High Low Open Volume\n", " Ticker ELET3.SA ELET3.SA ELET3.SA ELET3.SA ELET3.SA\n", " Date \n", " 2024-04-11 37.476593 39.232705 37.360806 39.078322 17852300\n", " 2024-04-12 37.650272 38.209911 37.206421 37.640621 9449600\n", " 2024-04-15 37.138878 37.688869 36.550290 37.659919 10144900\n", " 2024-04-16 36.945900 37.476592 36.733621 36.762567 9366100\n", " 2024-04-17 36.733624 37.245018 36.328369 37.100285 7784300\n", " ... ... ... ... ... ...\n", " 2025-04-07 40.660000 41.369999 39.830002 40.540001 10793800\n", " 2025-04-08 41.049999 41.630001 40.660000 40.860001 9105300\n", " 2025-04-09 41.619999 42.400002 40.500000 40.799999 9081200\n", " 2025-04-10 41.509998 41.810001 40.880001 41.349998 6629300\n", " 2025-04-11 41.459999 41.930000 41.130001 41.900002 6319300\n", " \n", " [252 rows x 5 columns],\n", " 'EQPA7': Price Close High Low Open Volume\n", " Ticker EQPA7.SA EQPA7.SA EQPA7.SA EQPA7.SA EQPA7.SA\n", " Date \n", " 2024-04-11 6.876749 6.876749 6.876749 6.876749 0\n", " 2024-04-12 6.876749 6.876749 6.876749 6.876749 0\n", " 2024-04-15 6.876749 6.876749 6.876749 6.876749 0\n", " 2024-04-16 6.876749 6.876749 6.876749 6.876749 0\n", " 2024-04-17 6.876749 6.876749 6.876749 6.876749 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.250000 8.250000 8.250000 8.250000 400\n", " 2025-04-08 8.250000 8.250000 8.250000 8.250000 0\n", " 2025-04-09 8.250000 8.250000 8.250000 8.250000 0\n", " 2025-04-10 8.250000 8.250000 8.250000 8.250000 0\n", " 2025-04-11 8.250000 8.250000 8.250000 8.250000 0\n", " \n", " [252 rows x 5 columns],\n", " 'REDE3': Price Close High Low Open Volume\n", " Ticker REDE3.SA REDE3.SA REDE3.SA REDE3.SA REDE3.SA\n", " Date \n", " 2024-04-11 6.383111 6.419848 6.291268 6.401480 6100\n", " 2024-04-12 6.383111 6.419848 6.337190 6.392296 2600\n", " 2024-04-15 6.300453 6.474955 6.300453 6.383111 3200\n", " 2024-04-16 6.373927 6.383111 6.337190 6.337190 1200\n", " 2024-04-17 6.346374 6.373927 6.226978 6.373927 1900\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.370000 6.620000 6.370000 6.570000 3200\n", " 2025-04-08 6.410000 6.580000 6.400000 6.570000 1400\n", " 2025-04-09 6.420000 6.450000 6.390000 6.450000 2200\n", " 2025-04-10 6.390000 6.390000 6.390000 6.390000 100\n", " 2025-04-11 6.460000 6.460000 6.420000 6.420000 800\n", " \n", " [252 rows x 5 columns],\n", " 'CGAS3': Price Close High Low Open Volume\n", " Ticker CGAS3.SA CGAS3.SA CGAS3.SA CGAS3.SA CGAS3.SA\n", " Date \n", " 2024-04-11 109.958336 110.320071 109.958336 110.320071 300\n", " 2024-04-12 107.583862 107.583862 107.583862 107.583862 100\n", " 2024-04-15 107.583862 107.583862 107.583862 107.583862 0\n", " 2024-04-16 106.665611 107.129375 106.665611 107.129375 500\n", " 2024-04-17 106.665611 106.665611 106.665611 106.665611 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 135.000000 135.000000 135.000000 135.000000 100\n", " 2025-04-08 133.000000 133.000000 133.000000 133.000000 500\n", " 2025-04-09 133.000000 133.000000 133.000000 133.000000 0\n", " 2025-04-10 125.070000 125.089996 125.070000 125.089996 200\n", " 2025-04-11 125.070000 125.070000 125.070000 125.070000 0\n", " \n", " [252 rows x 5 columns],\n", " 'CSED3': Price Close High Low Open Volume\n", " Ticker CSED3.SA CSED3.SA CSED3.SA CSED3.SA CSED3.SA\n", " Date \n", " 2024-04-11 4.179241 4.227168 4.083387 4.217583 208300\n", " 2024-04-12 3.949191 4.140900 3.939606 4.121729 260700\n", " 2024-04-15 3.632873 3.949191 3.613702 3.949191 660400\n", " 2024-04-16 3.537019 3.642458 3.489092 3.642458 914300\n", " 2024-04-17 3.469920 3.594531 3.421993 3.575360 739000\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.390000 3.390000 3.200000 3.350000 733000\n", " 2025-04-08 3.360000 3.460000 3.270000 3.370000 1179500\n", " 2025-04-09 3.570000 3.620000 3.330000 3.330000 496400\n", " 2025-04-10 3.620000 3.650000 3.520000 3.570000 513700\n", " 2025-04-11 3.690000 3.700000 3.560000 3.610000 1817100\n", " \n", " [252 rows x 5 columns],\n", " 'JOPA3': Price Close High Low Open Volume\n", " Ticker JOPA3.SA JOPA3.SA JOPA3.SA JOPA3.SA JOPA3.SA\n", " Date \n", " 2024-04-11 20.890005 20.890005 20.890005 20.890005 0\n", " 2024-04-12 20.890005 20.890005 20.890005 20.890005 0\n", " 2024-04-15 20.890005 20.890005 20.890005 20.890005 0\n", " 2024-04-16 20.890005 20.890005 20.890005 20.890005 0\n", " 2024-04-17 20.890005 20.890005 20.890005 20.890005 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 21.000000 21.000000 21.000000 21.000000 0\n", " 2025-04-08 21.000000 21.000000 21.000000 21.000000 0\n", " 2025-04-09 21.000000 21.000000 21.000000 21.000000 0\n", " 2025-04-10 21.000000 21.000000 21.000000 21.000000 0\n", " 2025-04-11 20.900000 20.900000 20.900000 20.900000 200\n", " \n", " [252 rows x 5 columns],\n", " 'MELK3': Price Close High Low Open Volume\n", " Ticker MELK3.SA MELK3.SA MELK3.SA MELK3.SA MELK3.SA\n", " Date \n", " 2024-04-11 4.427902 4.446012 4.364517 4.446012 153500\n", " 2024-04-12 4.328298 4.509398 4.301132 4.482233 221300\n", " 2024-04-15 4.283022 4.373572 4.219637 4.373572 4381800\n", " 2024-04-16 4.237747 4.273967 4.138142 4.210582 202000\n", " 2024-04-17 4.138142 4.292077 4.120032 4.292077 327700\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.210000 3.240000 3.130000 3.220000 518100\n", " 2025-04-08 3.220000 3.280000 3.210000 3.230000 889100\n", " 2025-04-09 3.280000 3.290000 3.170000 3.200000 590800\n", " 2025-04-10 3.260000 3.280000 3.240000 3.260000 479600\n", " 2025-04-11 3.270000 3.320000 3.240000 3.260000 465700\n", " \n", " [252 rows x 5 columns],\n", " 'PSSA3': Price Close High Low Open Volume\n", " Ticker PSSA3.SA PSSA3.SA PSSA3.SA PSSA3.SA PSSA3.SA\n", " Date \n", " 2024-04-11 29.849360 29.926390 29.483465 29.830101 1328800\n", " 2024-04-12 29.502722 30.022679 29.319775 29.753071 1647200\n", " 2024-04-15 29.262003 29.608641 29.194601 29.300519 2253700\n", " 2024-04-16 28.780561 29.175343 28.742047 29.069427 1621000\n", " 2024-04-17 28.607241 29.030910 28.510954 28.790189 1743200\n", " ... ... ... ... ... ...\n", " 2025-04-07 39.150002 40.130001 38.619999 39.810001 3154800\n", " 2025-04-08 39.200001 39.980000 39.049999 39.540001 2893900\n", " 2025-04-09 39.669998 39.770000 38.669998 38.799999 2672300\n", " 2025-04-10 38.799999 39.490002 38.549999 39.189999 1724700\n", " 2025-04-11 38.990002 39.240002 38.430000 38.889999 1182800\n", " \n", " [252 rows x 5 columns],\n", " 'JBSS3': Price Close High Low Open Volume\n", " Ticker JBSS3.SA JBSS3.SA JBSS3.SA JBSS3.SA JBSS3.SA\n", " Date \n", " 2024-04-11 20.538496 20.676649 20.299035 20.538496 7617500\n", " 2024-04-12 20.354294 20.418764 20.151671 20.308242 6907300\n", " 2024-04-15 21.210833 21.450295 20.160881 20.262193 14180500\n", " 2024-04-16 20.833218 21.505554 20.713486 21.210831 11443200\n", " 2024-04-17 20.630596 20.971370 20.427975 20.925319 6657500\n", " ... ... ... ... ... ...\n", " 2025-04-07 40.810001 41.700001 39.930000 39.980000 12473300\n", " 2025-04-08 39.919998 41.529999 39.369999 41.130001 9288800\n", " 2025-04-09 41.549999 41.950001 39.470001 39.900002 10280200\n", " 2025-04-10 41.590000 42.770000 41.070000 41.080002 24989800\n", " 2025-04-11 41.330002 41.970001 41.049999 41.830002 4056700\n", " \n", " [252 rows x 5 columns],\n", " 'TTEN3': Price Close High Low Open Volume\n", " Ticker TTEN3.SA TTEN3.SA TTEN3.SA TTEN3.SA TTEN3.SA\n", " Date \n", " 2024-04-11 10.315307 10.384405 10.147498 10.354791 561800\n", " 2024-04-12 10.078401 10.315307 9.930334 10.315307 836200\n", " 2024-04-15 9.831623 10.078401 9.772396 10.078401 1294000\n", " 2024-04-16 9.584846 9.851365 9.574974 9.782268 2032300\n", " 2024-04-17 9.634201 9.752654 9.565103 9.604587 784200\n", " ... ... ... ... ... ...\n", " 2025-04-07 13.980000 14.210000 13.530000 13.680000 1245300\n", " 2025-04-08 14.090000 14.340000 13.980000 13.980000 837900\n", " 2025-04-09 14.270000 14.470000 14.000000 14.070000 1172400\n", " 2025-04-10 14.140000 14.310000 13.880000 14.180000 1780800\n", " 2025-04-11 14.570000 14.770000 14.080000 14.150000 874400\n", " \n", " [252 rows x 5 columns],\n", " 'VITT3': Price Close High Low Open Volume\n", " Ticker VITT3.SA VITT3.SA VITT3.SA VITT3.SA VITT3.SA\n", " Date \n", " 2024-04-11 5.634974 5.731976 5.502698 5.731976 981200\n", " 2024-04-12 5.714340 5.714340 5.529153 5.643792 491480\n", " 2024-04-15 5.451550 5.781360 5.383649 5.781360 1047100\n", " 2024-04-16 5.383649 5.529153 5.315747 5.451551 503200\n", " 2024-04-17 5.461252 5.577655 5.383650 5.383650 980700\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.000000 5.190000 4.960000 5.160000 524900\n", " 2025-04-08 5.050000 5.150000 4.970000 5.150000 172300\n", " 2025-04-09 5.140000 5.150000 4.950000 5.020000 241900\n", " 2025-04-10 4.910000 5.130000 4.910000 5.110000 264200\n", " 2025-04-11 4.950000 4.960000 4.800000 4.960000 242200\n", " \n", " [252 rows x 5 columns],\n", " 'PATI4': Price Close High Low Open Volume\n", " Ticker PATI4.SA PATI4.SA PATI4.SA PATI4.SA PATI4.SA\n", " Date \n", " 2024-04-11 27.448904 27.448904 27.448904 27.448904 0\n", " 2024-04-12 27.448904 27.448904 27.448904 27.448904 0\n", " 2024-04-15 27.448904 27.448904 27.448904 27.448904 0\n", " 2024-04-16 27.448904 27.448904 27.448904 27.448904 0\n", " 2024-04-17 27.448904 27.448904 27.448904 27.448904 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 35.000000 35.000000 35.000000 35.000000 0\n", " 2025-04-08 35.000000 35.000000 35.000000 35.000000 0\n", " 2025-04-09 35.000000 35.000000 35.000000 35.000000 0\n", " 2025-04-10 35.000000 35.000000 35.000000 35.000000 0\n", " 2025-04-11 35.000000 35.000000 35.000000 35.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'CGAS5': Price Close High Low Open Volume\n", " Ticker CGAS5.SA CGAS5.SA CGAS5.SA CGAS5.SA CGAS5.SA\n", " Date \n", " 2024-04-11 108.240707 108.240707 104.165548 104.165548 2100\n", " 2024-04-12 107.125107 108.231483 106.940706 108.231483 700\n", " 2024-04-15 105.004547 106.212341 105.004547 106.037170 800\n", " 2024-04-16 106.027946 106.027946 103.492496 105.059862 1700\n", " 2024-04-17 104.230087 104.230087 104.202422 104.211644 300\n", " ... ... ... ... ... ...\n", " 2025-04-07 131.000000 131.000000 130.300003 130.309998 700\n", " 2025-04-08 131.000000 131.000000 131.000000 131.000000 0\n", " 2025-04-09 134.000000 134.000000 131.000000 131.000000 200\n", " 2025-04-10 134.000000 134.000000 134.000000 134.000000 200\n", " 2025-04-11 134.000000 134.000000 134.000000 134.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'ELET6': Price Close High Low Open Volume\n", " Ticker ELET6.SA ELET6.SA ELET6.SA ELET6.SA ELET6.SA\n", " Date \n", " 2024-04-11 39.845482 41.543755 39.690265 41.543755 2699600\n", " 2024-04-12 39.973309 40.365920 39.672004 39.845482 3075500\n", " 2024-04-15 39.498524 40.009833 39.069393 39.991571 1446300\n", " 2024-04-16 39.279392 39.891134 39.032868 39.032868 1609700\n", " 2024-04-17 38.978085 39.489394 38.631128 39.315915 1809700\n", " ... ... ... ... ... ...\n", " 2025-04-07 43.820000 44.320000 43.009998 43.500000 1478800\n", " 2025-04-08 43.860001 44.529999 43.779999 43.820000 1881400\n", " 2025-04-09 44.630001 45.070000 43.459999 43.610001 3027100\n", " 2025-04-10 45.130001 45.130001 44.099998 44.400002 1366100\n", " 2025-04-11 44.840000 45.380001 44.570000 45.380001 1966200\n", " \n", " [252 rows x 5 columns],\n", " 'CRFB3': Price Close High Low Open Volume\n", " Ticker CRFB3.SA CRFB3.SA CRFB3.SA CRFB3.SA CRFB3.SA\n", " Date \n", " 2024-04-11 12.390010 12.665343 12.232676 12.655510 4931100\n", " 2024-04-12 11.868842 12.291676 11.465675 12.291676 9631200\n", " 2024-04-15 11.839342 11.898343 11.593509 11.868842 7100000\n", " 2024-04-16 11.318175 11.632842 11.318175 11.613176 5822500\n", " 2024-04-17 11.033009 11.436175 11.013341 11.396842 4704700\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.240000 8.310000 8.150000 8.200000 13045300\n", " 2025-04-08 8.230000 8.290000 8.210000 8.220000 12265100\n", " 2025-04-09 8.240000 8.330000 8.220000 8.250000 21118600\n", " 2025-04-10 8.300000 8.370000 8.240000 8.240000 16391000\n", " 2025-04-11 8.290000 8.360000 8.250000 8.310000 24230800\n", " \n", " [252 rows x 5 columns],\n", " 'UNIP3': Price Close High Low Open Volume\n", " Ticker UNIP3.SA UNIP3.SA UNIP3.SA UNIP3.SA UNIP3.SA\n", " Date \n", " 2024-04-11 53.475121 53.475121 51.868014 52.256831 8910\n", " 2024-04-12 51.850731 53.155423 51.850731 53.155423 14520\n", " 2024-04-15 51.755684 52.066738 51.755684 52.066738 15400\n", " 2024-04-16 51.911213 52.274110 51.738408 51.833450 5610\n", " 2024-04-17 51.764328 52.213628 51.496477 51.842091 7370\n", " ... ... ... ... ... ...\n", " 2025-04-07 49.820000 50.500000 48.560001 50.000000 9400\n", " 2025-04-08 49.380001 51.299999 49.290001 49.830002 19400\n", " 2025-04-09 51.000000 51.000000 49.049999 49.299999 12500\n", " 2025-04-10 49.299999 50.470001 49.299999 49.910000 5400\n", " 2025-04-11 49.990002 50.549999 48.849998 50.000000 5500\n", " \n", " [252 rows x 5 columns],\n", " 'HAGA3': Price Close High Low Open Volume\n", " Ticker HAGA3.SA HAGA3.SA HAGA3.SA HAGA3.SA HAGA3.SA\n", " Date \n", " 2024-04-11 2.61 2.61 2.61 2.61 100\n", " 2024-04-12 2.58 2.58 2.48 2.53 3000\n", " 2024-04-15 2.55 2.55 2.55 2.55 900\n", " 2024-04-16 2.62 2.62 2.62 2.62 100\n", " 2024-04-17 2.62 2.62 2.62 2.62 100\n", " ... ... ... ... ... ...\n", " 2025-04-07 2.20 2.30 2.12 2.30 3300\n", " 2025-04-08 2.20 2.20 2.07 2.17 2300\n", " 2025-04-09 2.30 2.30 2.15 2.15 1100\n", " 2025-04-10 2.20 2.20 2.20 2.20 100\n", " 2025-04-11 2.20 2.20 2.20 2.20 100\n", " \n", " [252 rows x 5 columns],\n", " 'CPLE3': Price Close High Low Open Volume\n", " Ticker CPLE3.SA CPLE3.SA CPLE3.SA CPLE3.SA CPLE3.SA\n", " Date \n", " 2024-04-11 7.926394 8.146572 7.868956 8.127425 19277200\n", " 2024-04-12 7.926394 7.983832 7.782800 7.935967 6996800\n", " 2024-04-15 7.849810 7.945539 7.782799 7.916821 9338500\n", " 2024-04-16 7.840236 7.916821 7.725361 7.821091 7422500\n", " 2024-04-17 7.888102 7.945540 7.801945 7.840237 5675400\n", " ... ... ... ... ... ...\n", " 2025-04-07 9.430000 9.630000 9.310000 9.550000 7309000\n", " 2025-04-08 9.400000 9.620000 9.320000 9.460000 6531900\n", " 2025-04-09 9.530000 9.650000 9.260000 9.310000 10103000\n", " 2025-04-10 9.490000 9.560000 9.400000 9.500000 6730400\n", " 2025-04-11 9.630000 9.650000 9.400000 9.530000 9894700\n", " \n", " [252 rows x 5 columns],\n", " 'EPAR3': Price Close High Low Open Volume\n", " Ticker EPAR3.SA EPAR3.SA EPAR3.SA EPAR3.SA EPAR3.SA\n", " Date \n", " 2024-04-11 6.259340 6.259340 6.195141 6.203166 11100\n", " 2024-04-12 6.171067 6.259340 6.146993 6.251315 2800\n", " 2024-04-15 6.058720 6.179092 6.058720 6.179092 21900\n", " 2024-04-16 6.018596 6.066744 6.018596 6.066744 5200\n", " 2024-04-17 6.058720 6.251315 5.946373 6.251315 5900\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.750000 4.810000 4.750000 4.810000 7100\n", " 2025-04-08 4.900000 5.110000 4.730000 5.110000 2600\n", " 2025-04-09 4.770000 4.800000 4.710000 4.760000 4600\n", " 2025-04-10 4.790000 4.980000 4.710000 4.980000 10700\n", " 2025-04-11 4.700000 4.990000 4.700000 4.710000 6500\n", " \n", " [252 rows x 5 columns],\n", " 'CPLE5': Price Close High Low Open Volume\n", " Ticker CPLE5.SA CPLE5.SA CPLE5.SA CPLE5.SA CPLE5.SA\n", " Date \n", " 2024-04-11 19.378006 19.378006 19.378006 19.378006 100\n", " 2024-04-12 19.387745 20.877612 19.378007 19.378007 600\n", " 2024-04-15 19.387745 19.397483 19.387745 19.397483 200\n", " 2024-04-16 19.387745 19.387745 19.387745 19.387745 0\n", " 2024-04-17 19.387745 19.387745 19.387745 19.387745 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 9.770000 9.800000 9.770000 9.800000 400\n", " 2025-04-08 9.770000 9.990000 9.770000 9.990000 200\n", " 2025-04-09 9.770000 9.770000 9.770000 9.770000 0\n", " 2025-04-10 9.770000 9.770000 9.770000 9.770000 300\n", " 2025-04-11 9.770000 9.770000 9.770000 9.770000 0\n", " \n", " [252 rows x 5 columns],\n", " 'YDUQ3': Price Close High Low Open Volume\n", " Ticker YDUQ3.SA YDUQ3.SA YDUQ3.SA YDUQ3.SA YDUQ3.SA\n", " Date \n", " 2024-04-11 15.453492 16.092066 15.355251 15.934879 3969500\n", " 2024-04-12 14.647906 15.247184 14.480895 15.237360 6207400\n", " 2024-04-15 13.979859 14.638082 13.901266 14.638082 7050100\n", " 2024-04-16 13.852145 14.205817 13.616363 13.753903 5061600\n", " 2024-04-17 13.793200 14.107574 13.675309 14.028981 4093000\n", " ... ... ... ... ... ...\n", " 2025-04-07 12.780000 13.140000 12.150000 12.310000 6137900\n", " 2025-04-08 12.480000 13.140000 12.330000 12.750000 3076600\n", " 2025-04-09 12.970000 13.340000 12.320000 12.380000 6414400\n", " 2025-04-10 12.800000 13.230000 12.730000 12.900000 3915800\n", " 2025-04-11 12.950000 13.160000 12.650000 12.940000 3179500\n", " \n", " [252 rows x 5 columns],\n", " 'LPSB3': Price Close High Low Open Volume\n", " Ticker LPSB3.SA LPSB3.SA LPSB3.SA LPSB3.SA LPSB3.SA\n", " Date \n", " 2024-04-11 2.081712 2.120990 2.081712 2.091531 43200\n", " 2024-04-12 1.993337 2.081712 1.963879 2.071892 300500\n", " 2024-04-15 2.003157 2.022795 1.914782 2.022795 140200\n", " 2024-04-16 1.963879 2.012976 1.954060 1.954060 43300\n", " 2024-04-17 2.052253 2.062073 1.934421 1.934421 159200\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.310000 1.360000 1.260000 1.330000 134000\n", " 2025-04-08 1.320000 1.350000 1.280000 1.320000 49900\n", " 2025-04-09 1.350000 1.350000 1.280000 1.320000 69800\n", " 2025-04-10 1.340000 1.340000 1.290000 1.340000 38400\n", " 2025-04-11 1.320000 1.350000 1.300000 1.330000 42200\n", " \n", " [252 rows x 5 columns],\n", " 'DESK3': Price Close High Low Open Volume\n", " Ticker DESK3.SA DESK3.SA DESK3.SA DESK3.SA DESK3.SA\n", " Date \n", " 2024-04-11 14.731746 15.150375 14.731746 15.150375 91400\n", " 2024-04-12 14.243345 14.781582 14.083868 14.781582 114800\n", " 2024-04-15 13.615402 14.243345 13.575533 14.243345 285300\n", " 2024-04-16 13.525696 13.725044 13.346284 13.565565 80200\n", " 2024-04-17 13.276512 13.794815 13.216709 13.794815 107200\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.340000 8.600000 8.150000 8.600000 417400\n", " 2025-04-08 8.190000 8.480000 8.190000 8.310000 181500\n", " 2025-04-09 8.370000 8.520000 8.020000 8.170000 269100\n", " 2025-04-10 8.060000 8.410000 7.980000 8.270000 147100\n", " 2025-04-11 8.200000 8.290000 8.040000 8.080000 211400\n", " \n", " [252 rows x 5 columns],\n", " 'BLAU3': Price Close High Low Open Volume\n", " Ticker BLAU3.SA BLAU3.SA BLAU3.SA BLAU3.SA BLAU3.SA\n", " Date \n", " 2024-04-11 11.641181 11.718789 11.476264 11.718789 234700\n", " 2024-04-12 11.272543 11.641180 11.194935 11.641180 407900\n", " 2024-04-15 10.641979 11.388954 10.632278 11.253141 688600\n", " 2024-04-16 10.380052 10.632277 10.302444 10.632277 436700\n", " 2024-04-17 10.137528 10.593475 10.089023 10.564372 306500\n", " ... ... ... ... ... ...\n", " 2025-04-07 12.480000 13.240000 12.310000 12.900000 356100\n", " 2025-04-08 12.510000 12.870000 12.340000 12.590000 256000\n", " 2025-04-09 12.620000 13.050000 12.180000 12.400000 446500\n", " 2025-04-10 13.250000 13.430000 12.310000 12.490000 651200\n", " 2025-04-11 12.850000 13.460000 12.670000 13.460000 433800\n", " \n", " [252 rows x 5 columns],\n", " 'FLRY3': Price Close High Low Open Volume\n", " Ticker FLRY3.SA FLRY3.SA FLRY3.SA FLRY3.SA FLRY3.SA\n", " Date \n", " 2024-04-11 13.676952 13.769364 13.492129 13.584540 4121700\n", " 2024-04-12 13.603024 13.695435 13.492129 13.676953 2501800\n", " 2024-04-15 13.233376 13.630747 13.205652 13.612264 4518200\n", " 2024-04-16 12.974622 13.214893 12.928416 13.140963 4808800\n", " 2024-04-17 12.826764 13.057794 12.762076 13.002346 3847400\n", " ... ... ... ... ... ...\n", " 2025-04-07 11.500000 11.860000 11.390000 11.600000 3472100\n", " 2025-04-08 11.490000 11.770000 11.380000 11.600000 3312400\n", " 2025-04-09 11.940000 12.070000 11.280000 11.370000 3491800\n", " 2025-04-10 11.930000 11.980000 11.770000 11.870000 2106600\n", " 2025-04-11 12.020000 12.100000 11.830000 12.010000 1955700\n", " \n", " [252 rows x 5 columns],\n", " 'BRFS3': Price Close High Low Open Volume\n", " Ticker BRFS3.SA BRFS3.SA BRFS3.SA BRFS3.SA BRFS3.SA\n", " Date \n", " 2024-04-11 16.826694 16.896391 16.179514 16.806781 7629800\n", " 2024-04-12 16.179514 16.926261 15.920641 16.906347 12564800\n", " 2024-04-15 17.822357 18.021490 16.806781 16.816738 24347800\n", " 2024-04-16 17.702879 17.921924 17.384265 17.543573 10710000\n", " 2024-04-17 16.995956 17.842270 16.856564 17.712835 12220800\n", " ... ... ... ... ... ...\n", " 2025-04-07 19.200001 19.600000 18.870001 18.950001 6963000\n", " 2025-04-08 19.059999 19.410000 18.780001 19.200001 4996800\n", " 2025-04-09 20.559999 20.990000 18.850000 18.930000 9427600\n", " 2025-04-10 20.350000 21.120001 20.070000 20.309999 5060800\n", " 2025-04-11 20.540001 21.000000 20.260000 20.480000 4927800\n", " \n", " [252 rows x 5 columns],\n", " 'JOPA4': Price Close High Low Open Volume\n", " Ticker JOPA4.SA JOPA4.SA JOPA4.SA JOPA4.SA JOPA4.SA\n", " Date \n", " 2024-04-11 34.523495 34.523495 34.523495 34.523495 0\n", " 2024-04-12 34.523495 34.523495 34.523495 34.523495 0\n", " 2024-04-15 34.523495 34.523495 34.523495 34.523495 0\n", " 2024-04-16 34.523495 34.523495 34.523495 34.523495 0\n", " 2024-04-17 34.523495 34.523495 34.523495 34.523495 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 24.000000 24.000000 24.000000 24.000000 0\n", " 2025-04-08 24.000000 24.000000 24.000000 24.000000 0\n", " 2025-04-09 24.000000 24.000000 24.000000 24.000000 0\n", " 2025-04-10 24.000000 24.000000 24.000000 24.000000 0\n", " 2025-04-11 24.000000 24.000000 24.000000 24.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'BPAC11': Price Close High Low Open Volume\n", " Ticker BPAC11.SA BPAC11.SA BPAC11.SA BPAC11.SA BPAC11.SA\n", " Date \n", " 2024-04-11 33.729939 34.196251 33.448207 34.099100 7352000\n", " 2024-04-12 33.321911 33.856226 33.040180 33.856226 7706100\n", " 2024-04-15 32.680733 33.428776 32.447579 33.370486 11013800\n", " 2024-04-16 32.350430 32.807028 31.981264 32.505867 13007900\n", " 2024-04-17 31.806395 32.719588 31.592667 32.398997 9944800\n", " ... ... ... ... ... ...\n", " 2025-04-07 33.650002 34.450001 32.270000 32.610001 10317700\n", " 2025-04-08 33.599998 34.400002 33.389999 33.650002 14001200\n", " 2025-04-09 34.029999 34.820000 32.549999 33.400002 14262400\n", " 2025-04-10 33.580002 33.709999 32.990002 33.709999 8755800\n", " 2025-04-11 33.570000 33.840000 33.310001 33.759998 8776800\n", " \n", " [252 rows x 5 columns],\n", " 'ODPV3': Price Close High Low Open Volume\n", " Ticker ODPV3.SA ODPV3.SA ODPV3.SA ODPV3.SA ODPV3.SA\n", " Date \n", " 2024-04-11 10.539479 10.758671 10.484681 10.758671 1820900\n", " 2024-04-12 10.658207 10.731271 10.502946 10.685606 2156700\n", " 2024-04-15 10.197723 10.339753 10.112506 10.320815 2103500\n", " 2024-04-16 10.301879 10.339753 10.008351 10.140912 1353800\n", " 2024-04-17 10.169317 10.368159 9.932601 10.301879 1029300\n", " ... ... ... ... ... ...\n", " 2025-04-07 10.630000 10.780000 10.500000 10.650000 1153500\n", " 2025-04-08 10.670000 10.910000 10.540000 10.640000 1352600\n", " 2025-04-09 10.810000 10.950000 10.510000 10.670000 1256100\n", " 2025-04-10 10.860000 10.910000 10.620000 10.870000 1328700\n", " 2025-04-11 10.830000 10.960000 10.740000 10.880000 1336600\n", " \n", " [252 rows x 5 columns],\n", " 'EKTR4': Price Close High Low Open Volume\n", " Ticker EKTR4.SA EKTR4.SA EKTR4.SA EKTR4.SA EKTR4.SA\n", " Date \n", " 2024-04-11 39.403172 39.426827 37.692046 38.212480 2700\n", " 2024-04-12 36.320000 39.426833 36.320000 38.930054 1500\n", " 2024-04-15 35.160728 36.318317 33.640837 36.309482 3400\n", " 2024-04-16 35.054688 35.054688 34.966323 34.966323 200\n", " 2024-04-17 35.346298 35.452336 35.028181 35.452336 300\n", " ... ... ... ... ... ...\n", " 2025-04-07 50.099998 50.099998 50.099998 50.099998 0\n", " 2025-04-08 49.000000 49.009998 49.000000 49.009998 700\n", " 2025-04-09 49.000000 49.000000 49.000000 49.000000 100\n", " 2025-04-10 51.930000 51.930000 51.930000 51.930000 100\n", " 2025-04-11 51.930000 51.930000 51.930000 51.930000 0\n", " \n", " [252 rows x 5 columns],\n", " 'DMVF3': Price Close High Low Open Volume\n", " Ticker DMVF3.SA DMVF3.SA DMVF3.SA DMVF3.SA DMVF3.SA\n", " Date \n", " 2024-04-11 6.78 6.93 6.67 6.72 139100\n", " 2024-04-12 6.98 7.00 6.85 6.89 127500\n", " 2024-04-15 6.90 7.00 6.80 6.98 132900\n", " 2024-04-16 6.86 7.30 6.80 6.90 113600\n", " 2024-04-17 7.21 7.23 6.81 6.81 115300\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.24 5.32 5.13 5.30 66100\n", " 2025-04-08 5.21 5.33 5.11 5.16 86500\n", " 2025-04-09 5.49 5.70 5.08 5.19 249900\n", " 2025-04-10 5.62 5.72 5.35 5.40 227700\n", " 2025-04-11 5.69 5.89 5.53 5.75 94000\n", " \n", " [252 rows x 5 columns],\n", " 'UNIP6': Price Close High Low Open Volume\n", " Ticker UNIP6.SA UNIP6.SA UNIP6.SA UNIP6.SA UNIP6.SA\n", " Date \n", " 2024-04-11 55.460480 55.969293 55.356995 55.969293 163680\n", " 2024-04-12 54.399738 55.883051 54.158267 55.572591 346940\n", " 2024-04-15 53.649456 54.589461 53.520097 54.511846 238150\n", " 2024-04-16 52.950916 53.675327 52.899175 53.658080 215490\n", " 2024-04-17 52.847431 53.830557 52.778440 53.830557 149490\n", " ... ... ... ... ... ...\n", " 2025-04-07 55.360001 55.910000 53.520000 54.980000 216100\n", " 2025-04-08 53.279999 56.349998 53.080002 55.009998 138600\n", " 2025-04-09 55.889999 55.889999 52.209999 52.299999 179100\n", " 2025-04-10 54.560001 55.799999 53.869999 55.009998 93400\n", " 2025-04-11 54.689999 55.619999 53.900002 54.200001 119200\n", " \n", " [252 rows x 5 columns],\n", " 'PETR4': Price Close High Low Open Volume\n", " Ticker PETR4.SA PETR4.SA PETR4.SA PETR4.SA PETR4.SA\n", " Date \n", " 2024-04-11 33.296608 33.686338 33.211885 33.550780 33195300\n", " 2024-04-12 32.991596 33.932035 32.788260 33.652447 39613500\n", " 2024-04-15 33.305084 33.423698 32.728959 32.991602 28692000\n", " 2024-04-16 33.457584 33.643975 33.000073 33.050905 37303000\n", " 2024-04-17 33.703281 33.847314 33.330496 33.457584 39221700\n", " ... ... ... ... ... ...\n", " 2025-04-07 33.180000 34.549999 33.110001 33.919998 85724900\n", " 2025-04-08 32.000000 33.939999 31.879999 33.700001 62128500\n", " 2025-04-09 33.299999 33.580002 31.040001 31.309999 106391600\n", " 2025-04-10 31.230000 33.020000 31.200001 33.000000 71250600\n", " 2025-04-11 31.850000 32.299999 30.780001 31.500000 65329400\n", " \n", " [252 rows x 5 columns],\n", " 'UNIP5': Price Close High Low Open Volume\n", " Ticker UNIP5.SA UNIP5.SA UNIP5.SA UNIP5.SA UNIP5.SA\n", " Date \n", " 2024-04-11 56.279312 56.279312 56.279312 56.279312 220\n", " 2024-04-12 56.279312 56.279312 56.279312 56.279312 110\n", " 2024-04-15 56.279312 56.279312 56.279312 56.279312 0\n", " 2024-04-16 55.328499 55.337142 55.328499 55.337142 220\n", " 2024-04-17 55.328499 55.328499 55.328499 55.328499 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 54.000000 54.000000 54.000000 54.000000 200\n", " 2025-04-08 53.250000 55.470001 53.250000 55.470001 300\n", " 2025-04-09 55.299999 55.540001 55.299999 55.540001 200\n", " 2025-04-10 55.299999 55.299999 55.299999 55.299999 0\n", " 2025-04-11 55.299999 55.299999 55.299999 55.299999 0\n", " \n", " [252 rows x 5 columns],\n", " 'LREN3': Price Close High Low Open Volume\n", " Ticker LREN3.SA LREN3.SA LREN3.SA LREN3.SA LREN3.SA\n", " Date \n", " 2024-04-11 14.563378 14.615733 14.240523 14.362685 9555590\n", " 2024-04-12 14.013653 14.511023 13.970023 14.432490 16863880\n", " 2024-04-15 13.839135 14.292878 13.778054 14.031103 18510470\n", " 2024-04-16 14.031103 14.319055 13.455199 13.708249 16291990\n", " 2024-04-17 13.664620 14.362686 13.507556 14.109637 16248210\n", " ... ... ... ... ... ...\n", " 2025-04-07 12.120000 12.750000 12.030000 12.390000 26951700\n", " 2025-04-08 11.990000 12.570000 11.910000 12.300000 17882800\n", " 2025-04-09 12.760000 12.780000 11.770000 11.860000 28772800\n", " 2025-04-10 12.670000 12.960000 12.490000 12.650000 19449300\n", " 2025-04-11 12.800000 12.980000 12.540000 12.750000 15532900\n", " \n", " [252 rows x 5 columns],\n", " 'CPLE6': Price Close High Low Open Volume\n", " Ticker CPLE6.SA CPLE6.SA CPLE6.SA CPLE6.SA CPLE6.SA\n", " Date \n", " 2024-04-11 8.830221 9.184579 8.791912 9.175002 33423200\n", " 2024-04-12 8.830221 8.973880 8.753603 8.811066 17565500\n", " 2024-04-15 8.830221 8.945148 8.772757 8.830221 26609300\n", " 2024-04-16 8.791912 8.906839 8.676985 8.801489 20761500\n", " 2024-04-17 8.820644 8.897262 8.763180 8.811067 16751700\n", " ... ... ... ... ... ...\n", " 2025-04-07 10.530000 10.780000 10.410000 10.530000 23823400\n", " 2025-04-08 10.470000 10.720000 10.440000 10.560000 23991100\n", " 2025-04-09 10.630000 10.820000 10.320000 10.400000 26298200\n", " 2025-04-10 10.620000 10.690000 10.490000 10.520000 12650200\n", " 2025-04-11 10.680000 10.760000 10.520000 10.680000 12342000\n", " \n", " [252 rows x 5 columns],\n", " 'BMIN4': Price Close High Low Open Volume\n", " Ticker BMIN4.SA BMIN4.SA BMIN4.SA BMIN4.SA BMIN4.SA\n", " Date \n", " 2024-04-11 15.30 15.30 15.30 15.30 0\n", " 2024-04-12 15.37 15.60 15.37 15.60 200\n", " 2024-04-15 15.10 15.40 15.10 15.40 400\n", " 2024-04-16 15.10 15.10 15.10 15.10 100\n", " 2024-04-17 15.10 15.10 15.10 15.10 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 15.37 15.89 15.37 15.70 900\n", " 2025-04-08 15.43 15.43 15.40 15.40 300\n", " 2025-04-09 15.43 15.43 15.43 15.43 100\n", " 2025-04-10 16.90 17.00 16.90 17.00 400\n", " 2025-04-11 16.93 16.93 16.93 16.93 200\n", " \n", " [252 rows x 5 columns],\n", " 'MTSA4': Price Close High Low Open Volume\n", " Ticker MTSA4.SA MTSA4.SA MTSA4.SA MTSA4.SA MTSA4.SA\n", " Date \n", " 2024-04-11 46.232647 46.232647 45.022662 45.022662 1700\n", " 2024-04-12 45.773037 46.148227 45.773037 46.120086 700\n", " 2024-04-15 44.544296 45.951254 44.187866 45.951254 4800\n", " 2024-04-16 44.403595 44.403595 44.084684 44.197240 1500\n", " 2024-04-17 45.679241 45.716761 44.347319 45.716761 2000\n", " ... ... ... ... ... ...\n", " 2025-04-07 41.439999 43.180000 41.439999 43.180000 4500\n", " 2025-04-08 41.090000 42.790001 41.090000 42.790001 2200\n", " 2025-04-09 40.000000 40.619999 40.000000 40.599998 3700\n", " 2025-04-10 39.009998 40.000000 39.009998 40.000000 900\n", " 2025-04-11 39.660000 39.660000 39.660000 39.660000 400\n", " \n", " [252 rows x 5 columns],\n", " 'IGTI3': Price Close High Low Open Volume\n", " Ticker IGTI3.SA IGTI3.SA IGTI3.SA IGTI3.SA IGTI3.SA\n", " Date \n", " 2024-04-11 3.081331 3.187584 3.081331 3.090990 43800\n", " 2024-04-12 3.033034 3.081331 3.033034 3.081331 40100\n", " 2024-04-15 2.975078 3.042694 2.975078 3.042694 62400\n", " 2024-04-16 2.917122 2.955759 2.917122 2.955759 56300\n", " 2024-04-17 2.907463 2.955759 2.907463 2.936441 45000\n", " ... ... ... ... ... ...\n", " 2025-04-07 2.070000 2.160000 2.060000 2.110000 123800\n", " 2025-04-08 2.110000 2.150000 2.060000 2.110000 37900\n", " 2025-04-09 2.170000 2.200000 2.080000 2.100000 126300\n", " 2025-04-10 2.140000 2.220000 2.100000 2.130000 42200\n", " 2025-04-11 2.210000 2.220000 2.120000 2.140000 59000\n", " \n", " [252 rows x 5 columns],\n", " 'BMKS3': Price Close High Low Open Volume\n", " Ticker BMKS3.SA BMKS3.SA BMKS3.SA BMKS3.SA BMKS3.SA\n", " Date \n", " 2024-04-11 358.922638 358.922638 358.922638 358.922638 0\n", " 2024-04-12 384.238800 397.864289 372.430043 395.012007 17\n", " 2024-04-15 381.513702 384.238800 376.971873 384.238800 222\n", " 2024-04-16 374.246765 381.513693 363.346374 381.513693 34\n", " 2024-04-17 381.513702 381.513702 367.888213 374.246775 92\n", " ... ... ... ... ... ...\n", " 2025-04-07 375.000000 375.000000 351.079987 351.079987 11\n", " 2025-04-08 361.049988 361.100006 355.579987 355.579987 41\n", " 2025-04-09 366.000000 366.000000 351.510010 361.059998 39\n", " 2025-04-10 365.010010 378.000000 362.000000 377.989990 16\n", " 2025-04-11 380.000000 384.500000 377.799988 377.799988 99\n", " \n", " [252 rows x 5 columns],\n", " 'CURY3': Price Close High Low Open Volume\n", " Ticker CURY3.SA CURY3.SA CURY3.SA CURY3.SA CURY3.SA\n", " Date \n", " 2024-04-11 18.284657 18.320527 17.665903 18.186016 1848400\n", " 2024-04-12 17.585194 18.401233 17.504486 18.293622 1629400\n", " 2024-04-15 16.311817 17.621066 16.186272 17.540359 6305900\n", " 2024-04-16 16.392521 16.464261 15.737895 16.105561 3244500\n", " 2024-04-17 16.706383 16.948505 16.491164 16.509099 3013500\n", " ... ... ... ... ... ...\n", " 2025-04-07 25.360001 26.100000 24.629999 25.139999 2415400\n", " 2025-04-08 26.090000 26.590000 25.510000 25.530001 2291500\n", " 2025-04-09 26.150000 26.820000 25.730000 26.000000 4180200\n", " 2025-04-10 25.620001 26.240000 25.350000 26.240000 1915100\n", " 2025-04-11 25.930000 26.070000 25.010000 25.629999 2740500\n", " \n", " [252 rows x 5 columns],\n", " 'BMIN3': Price Close High Low Open Volume\n", " Ticker BMIN3.SA BMIN3.SA BMIN3.SA BMIN3.SA BMIN3.SA\n", " Date \n", " 2024-04-11 20.01 20.01 20.01 20.01 0\n", " 2024-04-12 20.01 20.01 20.01 20.01 0\n", " 2024-04-15 20.01 20.01 20.01 20.01 0\n", " 2024-04-16 20.01 20.01 20.01 20.01 0\n", " 2024-04-17 20.01 20.01 20.01 20.01 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 20.00 20.00 20.00 20.00 0\n", " 2025-04-08 17.51 17.51 17.51 17.51 100\n", " 2025-04-09 17.51 17.51 17.51 17.51 0\n", " 2025-04-10 17.51 17.51 17.51 17.51 0\n", " 2025-04-11 17.51 17.51 17.51 17.51 0\n", " \n", " [252 rows x 5 columns],\n", " 'BPAN4': Price Close High Low Open Volume\n", " Ticker BPAN4.SA BPAN4.SA BPAN4.SA BPAN4.SA BPAN4.SA\n", " Date \n", " 2024-04-11 8.969240 8.978885 8.728132 8.882441 2748800\n", " 2024-04-12 9.027106 9.036751 8.766709 8.959596 3865000\n", " 2024-04-15 8.911374 9.133194 8.892086 9.065683 11079300\n", " 2024-04-16 8.728132 8.843864 8.525601 8.843864 5236200\n", " 2024-04-17 8.728132 8.930664 8.612400 8.757065 3174600\n", " ... ... ... ... ... ...\n", " 2025-04-07 7.250000 7.300000 6.850000 6.940000 1627900\n", " 2025-04-08 7.030000 7.330000 7.000000 7.320000 1475500\n", " 2025-04-09 7.140000 7.260000 6.910000 7.000000 1600600\n", " 2025-04-10 7.140000 7.170000 7.020000 7.160000 1563700\n", " 2025-04-11 7.250000 7.280000 7.090000 7.180000 4313300\n", " \n", " [252 rows x 5 columns],\n", " 'PETR3': Price Close High Low Open Volume\n", " Ticker PETR3.SA PETR3.SA PETR3.SA PETR3.SA PETR3.SA\n", " Date \n", " 2024-04-11 33.574791 33.996230 33.574791 33.814431 7219900\n", " 2024-04-12 33.302094 34.235875 33.029398 33.880542 10318000\n", " 2024-04-15 33.789639 33.905328 33.136818 33.219455 13367800\n", " 2024-04-16 33.954914 34.186292 33.442575 33.583054 10944200\n", " 2024-04-17 34.004494 34.268927 33.880539 34.037546 10628800\n", " ... ... ... ... ... ...\n", " 2025-04-07 35.630001 37.570000 35.520000 37.200001 28421800\n", " 2025-04-08 34.490002 36.520000 34.130001 36.139999 18081300\n", " 2025-04-09 35.570000 35.990002 33.450001 33.700001 29549700\n", " 2025-04-10 33.259998 35.299999 33.180000 35.209999 16049900\n", " 2025-04-11 33.919998 34.290001 32.740002 33.560001 19003500\n", " \n", " [252 rows x 5 columns],\n", " 'PTNT3': Price Close High Low Open Volume\n", " Ticker PTNT3.SA PTNT3.SA PTNT3.SA PTNT3.SA PTNT3.SA\n", " Date \n", " 2024-04-11 10.00 10.41 9.70 10.41 14100\n", " 2024-04-12 9.90 9.90 9.75 9.75 4600\n", " 2024-04-15 9.80 10.00 9.80 9.81 1500\n", " 2024-04-16 9.87 9.87 9.87 9.87 100\n", " 2024-04-17 9.87 9.87 9.87 9.87 200\n", " ... ... ... ... ... ...\n", " 2025-04-07 9.09 9.09 8.95 9.07 1200\n", " 2025-04-08 9.19 9.19 9.19 9.19 100\n", " 2025-04-09 9.11 9.32 8.60 8.60 900\n", " 2025-04-10 9.11 9.11 9.11 9.11 0\n", " 2025-04-11 9.11 9.11 9.11 9.11 0\n", " \n", " [252 rows x 5 columns],\n", " 'ANIM3': Price Close High Low Open Volume\n", " Ticker ANIM3.SA ANIM3.SA ANIM3.SA ANIM3.SA ANIM3.SA\n", " Date \n", " 2024-04-11 3.976929 4.073499 3.924254 4.073499 3563800\n", " 2024-04-12 3.660882 4.003266 3.616986 4.003266 12494900\n", " 2024-04-15 3.318497 3.678440 3.257044 3.643324 13453300\n", " 2024-04-16 3.169252 3.292160 3.107799 3.292160 11699600\n", " 2024-04-17 3.063904 3.283381 2.984892 3.186811 8811100\n", " ... ... ... ... ... ...\n", " 2025-04-07 2.230000 2.390000 2.160000 2.290000 19274000\n", " 2025-04-08 2.180000 2.330000 2.110000 2.280000 13956200\n", " 2025-04-09 2.480000 2.480000 2.130000 2.130000 19476000\n", " 2025-04-10 2.370000 2.500000 2.340000 2.470000 9665000\n", " 2025-04-11 2.530000 2.580000 2.380000 2.400000 12060900\n", " \n", " [252 rows x 5 columns],\n", " 'BMOB3': Price Close High Low Open Volume\n", " Ticker BMOB3.SA BMOB3.SA BMOB3.SA BMOB3.SA BMOB3.SA\n", " Date \n", " 2024-04-11 12.589216 12.665688 12.484067 12.560539 157900\n", " 2024-04-12 12.331123 12.522304 12.225975 12.503186 482300\n", " 2024-04-15 12.006117 12.331122 11.862731 12.331122 492800\n", " 2024-04-16 12.006117 12.283328 11.757582 11.986998 1951800\n", " 2024-04-17 12.101707 12.292887 11.986998 12.015675 450100\n", " ... ... ... ... ... ...\n", " 2025-04-07 17.209999 17.379999 16.709999 16.830000 628400\n", " 2025-04-08 16.580000 17.459999 16.580000 17.410000 297800\n", " 2025-04-09 16.830000 16.990000 16.420000 16.760000 369000\n", " 2025-04-10 16.650000 16.809999 16.549999 16.760000 320700\n", " 2025-04-11 16.860001 17.080000 16.410000 16.900000 604800\n", " \n", " [252 rows x 5 columns],\n", " 'KLBN4': Price Close High Low Open Volume\n", " Ticker KLBN4.SA KLBN4.SA KLBN4.SA KLBN4.SA KLBN4.SA\n", " Date \n", " 2024-04-11 4.384663 4.402132 4.340991 4.375929 1259720\n", " 2024-04-12 4.349726 4.410867 4.340991 4.367194 873510\n", " 2024-04-15 4.306054 4.358459 4.279850 4.349725 4099040\n", " 2024-04-16 4.279850 4.340991 4.253647 4.288585 1139930\n", " 2024-04-17 4.262382 4.306054 4.244912 4.288585 914980\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.600000 3.720000 3.600000 3.660000 4527300\n", " 2025-04-08 3.610000 3.680000 3.580000 3.620000 3335400\n", " 2025-04-09 3.710000 3.740000 3.590000 3.600000 2860600\n", " 2025-04-10 3.610000 3.740000 3.580000 3.740000 2777300\n", " 2025-04-11 3.590000 3.640000 3.560000 3.620000 4055300\n", " \n", " [252 rows x 5 columns],\n", " 'CXSE3': Price Close High Low Open Volume\n", " Ticker CXSE3.SA CXSE3.SA CXSE3.SA CXSE3.SA CXSE3.SA\n", " Date \n", " 2024-04-11 14.616921 14.771936 14.352485 14.452789 3055400\n", " 2024-04-12 14.388958 14.817527 14.270418 14.680750 3709200\n", " 2024-04-15 14.215707 14.489261 14.170114 14.407195 2808900\n", " 2024-04-16 14.042457 14.197471 13.951272 14.151879 2583200\n", " 2024-04-17 14.024220 14.133641 13.923917 14.069812 3328800\n", " ... ... ... ... ... ...\n", " 2025-04-07 14.750000 15.120000 14.700000 14.930000 5520400\n", " 2025-04-08 15.130000 15.280000 14.790000 14.860000 5430500\n", " 2025-04-09 15.520000 15.680000 15.050000 15.100000 5149100\n", " 2025-04-10 15.160000 15.460000 15.020000 15.430000 2427400\n", " 2025-04-11 15.280000 15.300000 15.010000 15.190000 2017800\n", " \n", " [252 rows x 5 columns],\n", " 'KLBN11': Price Close High Low Open Volume\n", " Ticker KLBN11.SA KLBN11.SA KLBN11.SA KLBN11.SA KLBN11.SA\n", " Date \n", " 2024-04-11 21.646969 21.681315 21.294917 21.492410 3740770\n", " 2024-04-12 21.406542 21.707075 21.355023 21.500995 3319800\n", " 2024-04-15 20.994381 21.380780 20.899927 21.380780 5375920\n", " 2024-04-16 20.994381 21.294914 20.831234 20.951448 4983880\n", " 2024-04-17 20.917105 21.166117 20.822651 21.037317 3742970\n", " ... ... ... ... ... ...\n", " 2025-04-07 18.110001 18.709999 18.080000 18.450001 7195700\n", " 2025-04-08 18.139999 18.490000 18.000000 18.290001 5867100\n", " 2025-04-09 18.639999 18.820000 18.040001 18.139999 7243900\n", " 2025-04-10 18.209999 18.680000 17.990000 18.639999 5632400\n", " 2025-04-11 18.090000 18.340000 17.879999 18.299999 6870800\n", " \n", " [252 rows x 5 columns],\n", " 'PNVL3': Price Close High Low Open Volume\n", " Ticker PNVL3.SA PNVL3.SA PNVL3.SA PNVL3.SA PNVL3.SA\n", " Date \n", " 2024-04-11 11.625176 11.663734 11.374551 11.470944 211600\n", " 2024-04-12 11.461305 11.625175 11.384189 11.625175 271000\n", " 2024-04-15 11.085367 11.567340 11.027530 11.567340 321600\n", " 2024-04-16 10.854020 11.085367 10.680510 11.085367 442500\n", " 2024-04-17 10.796183 10.969693 10.699789 10.882938 367100\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.550000 8.880000 8.490000 8.700000 299100\n", " 2025-04-08 8.550000 8.740000 8.500000 8.530000 172700\n", " 2025-04-09 8.810000 8.930000 8.410000 8.550000 284300\n", " 2025-04-10 8.700000 8.890000 8.530000 8.770000 138900\n", " 2025-04-11 8.720000 8.750000 8.540000 8.700000 399600\n", " \n", " [252 rows x 5 columns],\n", " 'MDIA3': Price Close High Low Open Volume\n", " Ticker MDIA3.SA MDIA3.SA MDIA3.SA MDIA3.SA MDIA3.SA\n", " Date \n", " 2024-04-11 34.734890 35.390448 34.470709 35.390448 916300\n", " 2024-04-12 34.186954 34.832730 33.834717 34.832730 923600\n", " 2024-04-15 33.658600 34.186959 33.208511 34.177176 2267400\n", " 2024-04-16 33.423767 34.049973 33.306354 33.502045 1178600\n", " 2024-04-17 33.413982 33.766220 33.335705 33.746655 784500\n", " ... ... ... ... ... ...\n", " 2025-04-07 24.000000 24.219999 22.780001 23.530001 770400\n", " 2025-04-08 23.780001 24.480000 23.719999 24.200001 573800\n", " 2025-04-09 23.740000 24.129999 23.290001 23.690001 589800\n", " 2025-04-10 23.260000 24.020000 23.219999 23.600000 643000\n", " 2025-04-11 23.889999 23.889999 23.340000 23.400000 310700\n", " \n", " [252 rows x 5 columns],\n", " 'KLBN3': Price Close High Low Open Volume\n", " Ticker KLBN3.SA KLBN3.SA KLBN3.SA KLBN3.SA KLBN3.SA\n", " Date \n", " 2024-04-11 4.369087 4.395302 4.334134 4.360349 240020\n", " 2024-04-12 4.325397 4.404041 4.325397 4.377826 293150\n", " 2024-04-15 4.246753 4.334134 4.194324 4.325397 729630\n", " 2024-04-16 4.238014 4.299182 4.194324 4.246752 236500\n", " 2024-04-17 4.255491 4.290444 4.211800 4.246753 220000\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.730000 3.830000 3.700000 3.800000 1258800\n", " 2025-04-08 3.730000 3.820000 3.720000 3.760000 706000\n", " 2025-04-09 3.840000 3.880000 3.720000 3.750000 542200\n", " 2025-04-10 3.730000 3.850000 3.710000 3.810000 643300\n", " 2025-04-11 3.720000 3.760000 3.670000 3.740000 982800\n", " \n", " [252 rows x 5 columns],\n", " 'GMAT3': Price Close High Low Open Volume\n", " Ticker GMAT3.SA GMAT3.SA GMAT3.SA GMAT3.SA GMAT3.SA\n", " Date \n", " 2024-04-11 7.993287 8.080698 7.886451 7.915588 3294800\n", " 2024-04-12 7.750478 7.993287 7.653354 7.993287 5413800\n", " 2024-04-15 7.468819 7.740765 7.429969 7.711628 7839800\n", " 2024-04-16 7.206584 7.429969 7.167735 7.429969 7342700\n", " 2024-04-17 7.128886 7.352270 7.080324 7.226009 5394900\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.950000 7.190000 6.790000 6.860000 3833400\n", " 2025-04-08 6.760000 7.010000 6.740000 7.000000 3728000\n", " 2025-04-09 7.260000 7.270000 6.680000 6.710000 5060600\n", " 2025-04-10 7.440000 7.440000 7.190000 7.240000 7364800\n", " 2025-04-11 7.570000 7.700000 7.360000 7.470000 7086800\n", " \n", " [252 rows x 5 columns],\n", " 'AFLT3': Price Close High Low Open Volume\n", " Ticker AFLT3.SA AFLT3.SA AFLT3.SA AFLT3.SA AFLT3.SA\n", " Date \n", " 2024-04-11 6.905704 7.369797 6.692221 7.369797 2300\n", " 2024-04-12 6.812885 6.961395 6.812885 6.961395 200\n", " 2024-04-15 7.342591 7.896199 7.342591 7.663101 3700\n", " 2024-04-16 7.342591 7.352303 7.342591 7.352303 1300\n", " 2024-04-17 7.342591 7.342591 7.332879 7.332879 600\n", " ... ... ... ... ... ...\n", " 2025-04-07 7.300000 7.300000 7.300000 7.300000 0\n", " 2025-04-08 7.300000 7.300000 7.300000 7.300000 0\n", " 2025-04-09 7.300000 7.300000 7.300000 7.300000 0\n", " 2025-04-10 7.300000 7.300000 7.300000 7.300000 0\n", " 2025-04-11 7.300000 7.300000 7.300000 7.300000 0\n", " \n", " [252 rows x 5 columns],\n", " 'GGPS3': Price Close High Low Open Volume\n", " Ticker GGPS3.SA GGPS3.SA GGPS3.SA GGPS3.SA GGPS3.SA\n", " Date \n", " 2024-04-11 19.576731 19.712612 19.091437 19.421437 2658000\n", " 2024-04-12 19.247751 19.784037 19.013736 19.676780 3524400\n", " 2024-04-15 18.584709 19.189249 18.409197 19.150246 4285300\n", " 2024-04-16 17.989922 18.584709 17.989922 18.487202 4761700\n", " 2024-04-17 17.960669 18.418948 17.960669 17.999670 4398900\n", " ... ... ... ... ... ...\n", " 2025-04-07 12.685575 12.958593 12.383305 12.685575 2748700\n", " 2025-04-08 12.432059 12.939093 12.393057 12.831835 1793200\n", " 2025-04-09 12.666074 12.773331 12.120039 12.324802 3061100\n", " 2025-04-10 12.705076 12.919590 12.422308 12.519815 2390700\n", " 2025-04-11 13.190000 13.260000 12.530000 12.750000 2624400\n", " \n", " [252 rows x 5 columns],\n", " 'FESA3': Price Close High Low Open Volume\n", " Ticker FESA3.SA FESA3.SA FESA3.SA FESA3.SA FESA3.SA\n", " Date \n", " 2024-04-11 15.358855 15.358855 15.358855 15.358855 100\n", " 2024-04-12 15.281965 15.281965 15.272355 15.272355 500\n", " 2024-04-15 14.830235 14.993627 14.830235 14.993627 200\n", " 2024-04-16 14.416948 14.513062 14.416948 14.513062 600\n", " 2024-04-17 14.416948 14.416948 14.378503 14.397725 500\n", " ... ... ... ... ... ...\n", " 2025-04-07 11.990000 11.990000 11.990000 11.990000 0\n", " 2025-04-08 11.680000 11.680000 11.680000 11.680000 100\n", " 2025-04-09 12.560000 12.560000 11.680000 11.680000 200\n", " 2025-04-10 12.600000 12.600000 12.600000 12.600000 100\n", " 2025-04-11 12.600000 12.600000 12.600000 12.600000 0\n", " \n", " [252 rows x 5 columns],\n", " 'B3SA3': Price Close High Low Open Volume\n", " Ticker B3SA3.SA B3SA3.SA B3SA3.SA B3SA3.SA B3SA3.SA\n", " Date \n", " 2024-04-11 11.649279 11.727071 11.503420 11.610383 37532200\n", " 2024-04-12 11.386733 11.659003 11.386733 11.581212 38489000\n", " 2024-04-15 11.163080 11.445075 11.026946 11.396455 51176300\n", " 2024-04-16 11.017222 11.143634 10.842191 11.026947 49107500\n", " 2024-04-17 10.929708 11.172806 10.832469 11.056119 48295800\n", " ... ... ... ... ... ...\n", " 2025-04-07 11.950000 12.250000 11.620000 11.860000 50560500\n", " 2025-04-08 11.740000 12.170000 11.650000 12.020000 35507800\n", " 2025-04-09 12.170000 12.250000 11.600000 11.620000 71372100\n", " 2025-04-10 11.860000 12.170000 11.750000 12.160000 37053200\n", " 2025-04-11 11.940000 12.000000 11.710000 11.950000 46094000\n", " \n", " [252 rows x 5 columns],\n", " 'VAMO3': Price Close High Low Open Volume\n", " Ticker VAMO3.SA VAMO3.SA VAMO3.SA VAMO3.SA VAMO3.SA\n", " Date \n", " 2024-04-11 7.867762 8.239692 7.839152 8.001275 8149700\n", " 2024-04-12 7.724711 7.944055 7.667491 7.839151 9274900\n", " 2024-04-15 7.228804 7.762858 7.152510 7.743784 10745000\n", " 2024-04-16 7.123900 7.266951 7.018997 7.066680 9274100\n", " 2024-04-17 7.305097 7.381390 7.162047 7.200194 9737800\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.230000 4.460000 4.130000 4.180000 11947600\n", " 2025-04-08 4.130000 4.420000 4.090000 4.300000 11753300\n", " 2025-04-09 4.350000 4.450000 3.970000 3.990000 14177600\n", " 2025-04-10 4.320000 4.370000 4.150000 4.370000 9614600\n", " 2025-04-11 4.870000 4.920000 4.410000 4.450000 16814500\n", " \n", " [252 rows x 5 columns],\n", " 'GUAR3': Price Close High Low Open Volume\n", " Ticker GUAR3.SA GUAR3.SA GUAR3.SA GUAR3.SA GUAR3.SA\n", " Date \n", " 2024-04-11 7.946223 8.162581 7.828210 8.083906 1687900\n", " 2024-04-12 7.503674 7.946223 7.415164 7.946223 2054000\n", " 2024-04-15 7.257813 7.582349 7.100462 7.523343 5231500\n", " 2024-04-16 7.110297 7.277482 6.884105 7.080793 3752000\n", " 2024-04-17 7.041455 7.336489 6.913608 7.198807 2354900\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.260000 6.600000 6.160000 6.250000 1669100\n", " 2025-04-08 6.410000 6.610000 6.320000 6.380000 2616900\n", " 2025-04-09 6.680000 6.740000 6.260000 6.270000 2198900\n", " 2025-04-10 6.390000 6.700000 6.340000 6.690000 1440300\n", " 2025-04-11 6.590000 6.630000 6.300000 6.440000 1491200\n", " \n", " [252 rows x 5 columns],\n", " 'IGTI11': Price Close High Low Open Volume\n", " Ticker IGTI11.SA IGTI11.SA IGTI11.SA IGTI11.SA IGTI11.SA\n", " Date \n", " 2024-04-11 22.022909 22.284166 21.868091 22.061613 3689700\n", " 2024-04-12 21.539103 22.177728 21.393961 21.935824 3150400\n", " 2024-04-15 20.871447 21.452016 20.745658 21.442339 4399400\n", " 2024-04-16 20.697277 21.084324 20.532783 20.755335 3417100\n", " 2024-04-17 20.619865 20.968207 20.406991 20.929502 2811000\n", " ... ... ... ... ... ...\n", " 2025-04-07 18.500000 18.870001 18.040001 18.250000 3281100\n", " 2025-04-08 18.370001 18.840000 18.260000 18.580000 2108800\n", " 2025-04-09 18.860001 19.200001 18.080000 18.129999 3248600\n", " 2025-04-10 18.620001 18.870001 18.330000 18.629999 1789400\n", " 2025-04-11 19.000000 19.059999 18.530001 18.780001 2297200\n", " \n", " [252 rows x 5 columns],\n", " 'TFCO4': Price Close High Low Open Volume\n", " Ticker TFCO4.SA TFCO4.SA TFCO4.SA TFCO4.SA TFCO4.SA\n", " Date \n", " 2024-04-11 11.703998 11.791998 11.303109 11.537775 128200\n", " 2024-04-12 11.371552 11.674662 11.342218 11.655107 488700\n", " 2024-04-15 11.244440 11.420440 11.117329 11.420440 229000\n", " 2024-04-16 11.097774 11.127107 11.029329 11.048884 77800\n", " 2024-04-17 10.951106 11.107550 10.853329 11.087995 218500\n", " ... ... ... ... ... ...\n", " 2025-04-07 10.580000 10.900000 10.500000 10.730000 412700\n", " 2025-04-08 10.670000 11.000000 10.590000 10.600000 209700\n", " 2025-04-09 10.920000 11.000000 10.500000 10.580000 727100\n", " 2025-04-10 10.780000 10.890000 10.720000 10.860000 235500\n", " 2025-04-11 10.870000 10.880000 10.650000 10.850000 186600\n", " \n", " [252 rows x 5 columns],\n", " 'TASA4': Price Close High Low Open Volume\n", " Ticker TASA4.SA TASA4.SA TASA4.SA TASA4.SA TASA4.SA\n", " Date \n", " 2024-04-11 12.590453 12.736741 12.580700 12.687978 193800\n", " 2024-04-12 12.463671 12.668473 12.356394 12.668473 352400\n", " 2024-04-15 12.141839 12.473424 12.141839 12.463671 590400\n", " 2024-04-16 11.995552 12.219859 11.995552 12.141839 366400\n", " 2024-04-17 11.868770 12.180849 11.849264 12.073572 302800\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.130000 8.240000 8.050000 8.240000 311500\n", " 2025-04-08 8.020000 8.310000 8.020000 8.150000 307700\n", " 2025-04-09 8.130000 8.250000 7.970000 8.020000 259200\n", " 2025-04-10 8.400000 8.520000 8.130000 8.220000 363500\n", " 2025-04-11 8.570000 8.580000 8.320000 8.430000 169600\n", " \n", " [252 rows x 5 columns],\n", " 'TASA3': Price Close High Low Open Volume\n", " Ticker TASA3.SA TASA3.SA TASA3.SA TASA3.SA TASA3.SA\n", " Date \n", " 2024-04-11 13.182427 13.319134 13.075015 13.319134 4100\n", " 2024-04-12 12.996898 13.289840 12.987133 13.182428 8300\n", " 2024-04-15 12.684424 13.016426 12.674659 13.016426 27800\n", " 2024-04-16 12.743013 12.821131 12.547718 12.684424 15000\n", " 2024-04-17 12.723484 12.918779 12.674660 12.743014 13100\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.120000 8.380000 8.120000 8.380000 4000\n", " 2025-04-08 8.170000 8.320000 8.090000 8.160000 6600\n", " 2025-04-09 8.150000 8.200000 8.050000 8.170000 21200\n", " 2025-04-10 8.350000 8.550000 8.160000 8.230000 11800\n", " 2025-04-11 8.590000 8.600000 8.370000 8.370000 4000\n", " \n", " [252 rows x 5 columns],\n", " 'SOJA3': Price Close High Low Open Volume\n", " Ticker SOJA3.SA SOJA3.SA SOJA3.SA SOJA3.SA SOJA3.SA\n", " Date \n", " 2024-04-11 16.248447 16.521039 16.034267 16.326331 204200\n", " 2024-04-12 16.258183 16.452890 16.044002 16.258183 358800\n", " 2024-04-15 16.141356 16.297122 15.975853 16.258182 443600\n", " 2024-04-16 16.141356 16.404213 15.878498 16.073208 222000\n", " 2024-04-17 16.180300 16.394479 16.024531 16.199769 181600\n", " ... ... ... ... ... ...\n", " 2025-04-07 10.020000 10.210000 9.940000 10.090000 966400\n", " 2025-04-08 9.870000 10.230000 9.860000 10.050000 1242400\n", " 2025-04-09 9.990000 10.150000 9.690000 9.870000 1017600\n", " 2025-04-10 9.560000 10.150000 9.550000 10.110000 1473800\n", " 2025-04-11 9.950000 9.990000 9.600000 9.620000 1718000\n", " \n", " [252 rows x 5 columns],\n", " 'ASAI3': Price Close High Low Open Volume\n", " Ticker ASAI3.SA ASAI3.SA ASAI3.SA ASAI3.SA ASAI3.SA\n", " Date \n", " 2024-04-11 13.948981 14.047352 13.830936 13.948981 5563300\n", " 2024-04-12 13.752238 14.037515 13.712890 13.811261 8459200\n", " 2024-04-15 13.506311 13.752238 13.378430 13.693216 16579900\n", " 2024-04-16 12.788205 13.299734 12.739020 13.280059 17806100\n", " 2024-04-17 12.630812 12.916087 12.502930 12.896412 11080000\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.010000 8.210000 7.640000 7.770000 17470600\n", " 2025-04-08 7.670000 8.210000 7.580000 8.130000 19370700\n", " 2025-04-09 8.200000 8.390000 7.490000 7.580000 22700800\n", " 2025-04-10 8.220000 8.330000 8.020000 8.160000 12172800\n", " 2025-04-11 8.300000 8.470000 8.160000 8.300000 11854100\n", " \n", " [252 rows x 5 columns],\n", " 'ABEV3': Price Close High Low Open Volume\n", " Ticker ABEV3.SA ABEV3.SA ABEV3.SA ABEV3.SA ABEV3.SA\n", " Date \n", " 2024-04-11 11.454531 11.557810 11.332474 11.360642 21019300\n", " 2024-04-12 11.379418 11.463919 11.313696 11.416974 16269700\n", " 2024-04-15 11.332474 11.407585 11.247973 11.360641 31625300\n", " 2024-04-16 11.210418 11.370030 11.210418 11.266752 31317300\n", " 2024-04-17 11.182251 11.304308 11.116529 11.266752 26530200\n", " ... ... ... ... ... ...\n", " 2025-04-07 13.180000 13.600000 12.990000 13.290000 50069000\n", " 2025-04-08 13.240000 13.480000 13.150000 13.160000 39798300\n", " 2025-04-09 13.670000 13.880000 13.150000 13.190000 51912400\n", " 2025-04-10 13.600000 13.740000 13.520000 13.670000 21741000\n", " 2025-04-11 13.480000 13.730000 13.440000 13.730000 35635500\n", " \n", " [252 rows x 5 columns],\n", " 'VIVT3': Price Close High Low Open Volume\n", " Ticker VIVT3.SA VIVT3.SA VIVT3.SA VIVT3.SA VIVT3.SA\n", " Date \n", " 2024-04-11 46.501060 47.282668 46.322136 47.084912 1849700\n", " 2024-04-12 46.209133 46.425723 45.681781 46.322136 1615800\n", " 2024-04-15 45.964294 46.406890 45.700616 46.162050 2138800\n", " 2024-04-16 45.851292 46.359810 45.455780 45.606452 2174100\n", " 2024-04-17 46.058460 46.143213 45.531108 45.898373 1835400\n", " ... ... ... ... ... ...\n", " 2025-04-07 49.520000 51.160000 49.259998 50.939999 2181500\n", " 2025-04-08 50.040001 50.270000 49.520000 49.520000 1537900\n", " 2025-04-09 50.730000 51.799999 49.740002 49.849998 2493500\n", " 2025-04-10 50.639999 51.099998 50.060001 50.419998 1397300\n", " 2025-04-11 50.450001 51.119999 49.930000 51.020000 1257700\n", " \n", " [252 rows x 5 columns],\n", " 'EQTL3': Price Close High Low Open Volume\n", " Ticker EQTL3.SA EQTL3.SA EQTL3.SA EQTL3.SA EQTL3.SA\n", " Date \n", " 2024-04-11 31.234989 31.578553 30.940505 31.254622 9087100\n", " 2024-04-12 31.058298 31.264438 30.891423 31.028851 5813700\n", " 2024-04-15 30.911057 31.303702 30.587124 30.950322 12828200\n", " 2024-04-16 30.753998 31.215356 30.587123 30.587123 8850100\n", " 2024-04-17 30.567492 30.979770 30.479146 30.861977 8782500\n", " ... ... ... ... ... ...\n", " 2025-04-07 32.790001 33.619999 32.599998 33.270000 18873000\n", " 2025-04-08 32.959999 33.669998 32.669998 32.730000 9053600\n", " 2025-04-09 33.380001 33.900002 32.320000 32.919998 11678100\n", " 2025-04-10 33.200001 33.439999 32.680000 33.099998 7200400\n", " 2025-04-11 33.599998 33.759998 32.970001 33.320000 6674900\n", " \n", " [252 rows x 5 columns],\n", " 'ALOS3': Price Close High Low Open Volume\n", " Ticker ALOS3.SA ALOS3.SA ALOS3.SA ALOS3.SA ALOS3.SA\n", " Date \n", " 2024-04-11 21.651133 21.808967 21.456162 21.678986 7734600\n", " 2024-04-12 21.205484 21.623281 21.056935 21.623281 6334000\n", " 2024-04-15 20.741264 21.168344 20.527724 21.168344 7318000\n", " 2024-04-16 20.499872 20.880531 20.314184 20.611285 9148000\n", " 2024-04-17 20.267763 20.778402 20.156350 20.629853 6391300\n", " ... ... ... ... ... ...\n", " 2025-04-07 19.150000 19.770000 18.959999 19.190001 3651800\n", " 2025-04-08 19.190001 19.610001 19.000000 19.200001 3488100\n", " 2025-04-09 19.580000 19.940001 18.809999 18.920000 4853600\n", " 2025-04-10 19.629999 19.629999 19.230000 19.469999 3170700\n", " 2025-04-11 19.750000 19.959999 19.500000 19.690001 3495400\n", " \n", " [251 rows x 5 columns],\n", " 'ENMT3': Price Close High Low Open Volume\n", " Ticker ENMT3.SA ENMT3.SA ENMT3.SA ENMT3.SA ENMT3.SA\n", " Date \n", " 2024-04-11 73.651344 73.651344 73.651344 73.651344 0\n", " 2024-04-12 72.207016 72.216583 70.781817 70.791384 1400\n", " 2024-04-15 69.060097 71.250508 69.060097 70.160086 3700\n", " 2024-04-16 69.060097 69.060097 69.060097 69.060097 0\n", " 2024-04-17 72.694839 72.694839 72.694839 72.694839 100\n", " ... ... ... ... ... ...\n", " 2025-04-07 81.989998 81.989998 81.989998 81.989998 0\n", " 2025-04-08 75.010002 77.040001 75.010002 77.040001 500\n", " 2025-04-09 75.010002 75.010002 75.010002 75.010002 0\n", " 2025-04-10 75.000000 76.989998 75.000000 76.989998 200\n", " 2025-04-11 77.000000 77.000000 73.510002 73.510002 200\n", " \n", " [252 rows x 5 columns],\n", " 'STBP3': Price Close High Low Open Volume\n", " Ticker STBP3.SA STBP3.SA STBP3.SA STBP3.SA STBP3.SA\n", " Date \n", " 2024-04-11 12.407434 12.763270 12.210788 12.716450 6537700\n", " 2024-04-12 11.901773 12.416799 11.714492 12.416799 7477600\n", " 2024-04-15 12.060964 12.285702 11.901774 11.976687 8726500\n", " 2024-04-16 12.032870 12.145239 11.798768 11.967321 5122000\n", " 2024-04-17 12.117146 12.332521 12.060962 12.154603 5230600\n", " ... ... ... ... ... ...\n", " 2025-04-07 13.300000 13.340000 13.260000 13.290000 4759200\n", " 2025-04-08 13.320000 13.330000 13.270000 13.300000 4442200\n", " 2025-04-09 13.330000 13.350000 13.290000 13.350000 6234700\n", " 2025-04-10 13.340000 13.350000 13.280000 13.310000 4736000\n", " 2025-04-11 13.330000 13.350000 13.310000 13.350000 2073600\n", " \n", " [252 rows x 5 columns],\n", " 'PORT3': Price Close High Low Open Volume\n", " Ticker PORT3.SA PORT3.SA PORT3.SA PORT3.SA PORT3.SA\n", " Date \n", " 2024-04-11 16.149210 16.362801 16.065631 16.344227 1288000\n", " 2024-04-12 15.917048 16.158497 15.824184 16.158497 1094800\n", " 2024-04-15 15.777752 16.000628 15.740607 16.000628 1026000\n", " 2024-04-16 15.740606 15.787038 15.619881 15.684886 1106700\n", " 2024-04-17 15.684884 15.814896 15.619879 15.768463 438900\n", " ... ... ... ... ... ...\n", " 2025-04-07 17.000000 17.100000 16.830000 16.969999 1363900\n", " 2025-04-08 16.910000 17.080000 16.879999 17.059999 1038100\n", " 2025-04-09 17.049999 17.100000 16.870001 16.910000 680500\n", " 2025-04-10 17.040001 17.080000 16.900000 17.020000 659100\n", " 2025-04-11 17.120001 17.139999 16.950001 17.030001 4669200\n", " \n", " [252 rows x 5 columns],\n", " 'MERC4': Price Close High Low Open Volume\n", " Ticker MERC4.SA MERC4.SA MERC4.SA MERC4.SA MERC4.SA\n", " Date \n", " 2024-04-11 7.197647 7.197647 7.197647 7.197647 100\n", " 2024-04-12 7.102941 7.102941 6.629412 6.638882 900\n", " 2024-04-15 7.301823 7.301823 7.301823 7.301823 100\n", " 2024-04-16 7.301823 7.301823 7.301823 7.301823 0\n", " 2024-04-17 7.301823 7.301823 7.301823 7.301823 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 9.600000 9.600000 9.600000 9.600000 500\n", " 2025-04-08 9.600000 9.600000 9.600000 9.600000 0\n", " 2025-04-09 9.600000 9.600000 9.600000 9.600000 0\n", " 2025-04-10 9.600000 9.600000 9.600000 9.600000 0\n", " 2025-04-11 9.600000 9.600000 9.600000 9.600000 0\n", " \n", " [252 rows x 5 columns],\n", " 'AZZA3': Price Close High Low Open Volume\n", " Ticker AZZA3.SA AZZA3.SA AZZA3.SA AZZA3.SA AZZA3.SA\n", " Date \n", " 2024-04-11 52.503540 53.087452 52.338096 52.707909 2448700\n", " 2024-04-12 51.248123 53.145842 51.111877 53.038791 2519900\n", " 2024-04-15 49.593704 51.481693 48.785959 51.248126 3709200\n", " 2024-04-16 50.021908 50.888045 48.659442 48.824882 2986500\n", " 2024-04-17 49.476921 51.471957 49.233624 50.508503 3023100\n", " ... ... ... ... ... ...\n", " 2025-04-07 24.219999 24.719999 23.299999 23.780001 2822900\n", " 2025-04-08 24.750000 24.950001 24.020000 24.740000 2780800\n", " 2025-04-09 25.730000 25.760000 24.270000 24.480000 3623600\n", " 2025-04-10 25.230000 25.780001 25.040001 25.400000 973200\n", " 2025-04-11 26.240000 26.440001 25.100000 25.440001 2167800\n", " \n", " [252 rows x 5 columns],\n", " 'BAUH4': Price Close High Low Open Volume\n", " Ticker BAUH4.SA BAUH4.SA BAUH4.SA BAUH4.SA BAUH4.SA\n", " Date \n", " 2024-04-11 77.942886 77.942886 76.903645 76.903645 600\n", " 2024-04-12 77.893394 77.893394 76.923443 76.923443 300\n", " 2024-04-15 77.962677 77.962677 76.923443 76.923443 400\n", " 2024-04-16 77.962677 77.962677 76.923443 76.923443 500\n", " 2024-04-17 77.972580 77.972580 76.953138 76.953138 300\n", " ... ... ... ... ... ...\n", " 2025-04-07 78.989998 78.989998 78.989998 78.989998 0\n", " 2025-04-08 78.989998 78.989998 78.989998 78.989998 0\n", " 2025-04-09 78.989998 78.989998 78.989998 78.989998 0\n", " 2025-04-10 78.989998 78.989998 78.989998 78.989998 0\n", " 2025-04-11 78.989998 78.989998 78.989998 78.989998 0\n", " \n", " [252 rows x 5 columns],\n", " 'ENMT4': Price Close High Low Open Volume\n", " Ticker ENMT4.SA ENMT4.SA ENMT4.SA ENMT4.SA ENMT4.SA\n", " Date \n", " 2024-04-11 71.487358 71.487358 71.487358 71.487358 0\n", " 2024-04-12 71.487358 71.487358 71.487358 71.487358 0\n", " 2024-04-15 76.253189 76.253189 76.253189 76.253189 100\n", " 2024-04-16 76.253189 76.253189 76.253189 76.253189 0\n", " 2024-04-17 76.253189 76.253189 76.253189 76.253189 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 79.989998 79.989998 79.989998 79.989998 0\n", " 2025-04-08 79.989998 79.989998 79.989998 79.989998 0\n", " 2025-04-09 79.989998 79.989998 79.989998 79.989998 0\n", " 2025-04-10 79.989998 79.989998 79.989998 79.989998 0\n", " 2025-04-11 79.989998 79.989998 79.989998 79.989998 0\n", " \n", " [252 rows x 5 columns],\n", " 'MNPR3': Price Close High Low Open Volume\n", " Ticker MNPR3.SA MNPR3.SA MNPR3.SA MNPR3.SA MNPR3.SA\n", " Date \n", " 2024-04-11 19.500000 19.500000 18.299999 18.590000 1900\n", " 2024-04-12 19.309999 19.309999 18.629999 18.629999 2600\n", " 2024-04-15 19.309999 19.309999 19.309999 19.309999 0\n", " 2024-04-16 19.309999 19.309999 19.309999 19.309999 0\n", " 2024-04-17 19.500000 19.500000 18.150000 18.510000 2500\n", " ... ... ... ... ... ...\n", " 2025-04-07 27.870001 27.879999 27.200001 27.299999 500\n", " 2025-04-08 27.639999 27.870001 27.000000 27.510000 2700\n", " 2025-04-09 27.500000 27.600000 27.000000 27.590000 2100\n", " 2025-04-10 27.549999 27.580000 27.000000 27.150000 3500\n", " 2025-04-11 27.370001 27.490000 26.000000 27.480000 1800\n", " \n", " [252 rows x 5 columns],\n", " 'REAG3': Price Close High Low Open Volume\n", " Ticker REAG3.SA REAG3.SA REAG3.SA REAG3.SA REAG3.SA\n", " Date \n", " 2024-04-11 5.11 5.12 5.11 5.11 10000\n", " 2024-04-12 5.17 5.19 5.12 5.12 150400\n", " 2024-04-15 5.12 5.17 5.12 5.16 7800\n", " 2024-04-16 5.13 5.13 5.12 5.12 52500\n", " 2024-04-17 5.13 5.13 5.12 5.12 9200\n", " ... ... ... ... ... ...\n", " 2025-04-07 4.45 4.45 4.20 4.20 3500\n", " 2025-04-08 4.41 4.42 4.40 4.41 400\n", " 2025-04-09 4.41 4.41 4.25 4.41 2900\n", " 2025-04-10 4.41 4.41 4.41 4.41 0\n", " 2025-04-11 4.28 4.31 4.24 4.24 15000\n", " \n", " [252 rows x 5 columns],\n", " 'ELET5': Price Close High Low Open Volume\n", " Ticker ELET5.SA ELET5.SA ELET5.SA ELET5.SA ELET5.SA\n", " Date \n", " 2024-04-11 93.807648 93.807648 93.807648 93.807648 0\n", " 2024-04-12 93.807648 93.807648 93.807648 93.807648 0\n", " 2024-04-15 93.807648 93.807648 93.807648 93.807648 0\n", " 2024-04-16 93.807648 93.807648 93.807648 93.807648 0\n", " 2024-04-17 93.807648 93.807648 93.807648 93.807648 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 75.000000 75.000000 75.000000 75.000000 0\n", " 2025-04-08 75.000000 75.000000 75.000000 75.000000 0\n", " 2025-04-09 75.000000 75.000000 75.000000 75.000000 0\n", " 2025-04-10 75.000000 75.000000 75.000000 75.000000 0\n", " 2025-04-11 75.000000 75.000000 75.000000 75.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'TEND3': Price Close High Low Open Volume\n", " Ticker TEND3.SA TEND3.SA TEND3.SA TEND3.SA TEND3.SA\n", " Date \n", " 2024-04-11 12.891570 13.543058 12.812601 13.543058 4661900\n", " 2024-04-12 11.943951 12.881699 11.943951 12.881699 3277200\n", " 2024-04-15 11.262849 12.022919 10.927234 11.943951 3295100\n", " 2024-04-16 11.401044 11.667561 10.868008 11.085170 4148600\n", " 2024-04-17 11.203624 11.697175 11.164140 11.628078 4450200\n", " ... ... ... ... ... ...\n", " 2025-04-07 13.710000 13.850000 13.100000 13.400000 1758100\n", " 2025-04-08 13.750000 14.290000 13.600000 13.880000 1839500\n", " 2025-04-09 14.360000 14.480000 13.570000 13.720000 3879600\n", " 2025-04-10 14.250000 14.440000 13.960000 14.280000 1276800\n", " 2025-04-11 14.500000 14.650000 13.960000 14.300000 1368700\n", " \n", " [252 rows x 5 columns],\n", " 'MGLU3': Price Close High Low Open Volume\n", " Ticker MGLU3.SA MGLU3.SA MGLU3.SA MGLU3.SA MGLU3.SA\n", " Date \n", " 2024-04-11 17.299999 18.000000 17.10 17.600000 9889330\n", " 2024-04-12 16.600000 17.299999 16.50 17.299999 8806720\n", " 2024-04-15 15.300000 16.600000 15.20 16.600000 18345150\n", " 2024-04-16 15.200000 15.700000 14.50 14.900000 23922440\n", " 2024-04-17 15.200000 15.800000 14.90 15.600000 12675440\n", " ... ... ... ... ... ...\n", " 2025-04-07 10.140000 10.880000 10.05 10.410000 53646600\n", " 2025-04-08 8.780000 10.420000 8.73 10.390000 53611700\n", " 2025-04-09 9.770000 9.870000 8.48 8.660000 53457200\n", " 2025-04-10 10.210000 10.490000 9.58 9.700000 41659100\n", " 2025-04-11 10.470000 10.540000 10.03 10.340000 27424500\n", " \n", " [252 rows x 5 columns],\n", " 'RDOR3': Price Close High Low Open Volume\n", " Ticker RDOR3.SA RDOR3.SA RDOR3.SA RDOR3.SA RDOR3.SA\n", " Date \n", " 2024-04-11 24.136866 24.313837 23.753429 24.294173 6828900\n", " 2024-04-12 24.127037 24.382660 23.674777 23.832084 5577200\n", " 2024-04-15 23.566626 23.891072 23.438814 23.891072 7542400\n", " 2024-04-16 23.114367 23.497803 22.966891 23.428981 6284600\n", " 2024-04-17 22.976725 23.537132 22.681772 23.183190 5831200\n", " ... ... ... ... ... ...\n", " 2025-04-07 28.260000 29.530001 27.870001 28.430000 13539500\n", " 2025-04-08 28.770000 29.020000 28.250000 28.250000 12575400\n", " 2025-04-09 29.030001 29.660000 28.360001 28.590000 8976400\n", " 2025-04-10 28.879999 29.049999 28.360001 28.620001 5106700\n", " 2025-04-11 29.059999 29.209999 28.719999 28.900000 6658900\n", " \n", " [252 rows x 5 columns],\n", " 'SLCE3': Price Close High Low Open Volume\n", " Ticker SLCE3.SA SLCE3.SA SLCE3.SA SLCE3.SA SLCE3.SA\n", " Date \n", " 2024-04-11 17.973080 18.795689 17.915687 18.795689 10414700\n", " 2024-04-12 17.695686 17.973079 17.600034 17.915686 3988600\n", " 2024-04-15 17.313078 17.810471 17.265251 17.695687 2973900\n", " 2024-04-16 17.313078 17.533078 17.169600 17.236556 3567800\n", " 2024-04-17 17.322643 17.427860 17.265251 17.427860 2278200\n", " ... ... ... ... ... ...\n", " 2025-04-07 18.719999 19.219999 18.280001 18.290001 6446800\n", " 2025-04-08 18.639999 18.980000 18.610001 18.750000 2335300\n", " 2025-04-09 18.730000 19.219999 18.500000 18.510000 3157900\n", " 2025-04-10 18.980000 19.129999 18.639999 18.730000 2081800\n", " 2025-04-11 20.120001 20.129999 19.049999 19.059999 5086700\n", " \n", " [252 rows x 5 columns],\n", " 'HBTS5': Price Close High Low Open Volume\n", " Ticker HBTS5.SA HBTS5.SA HBTS5.SA HBTS5.SA HBTS5.SA\n", " Date \n", " 2024-04-11 40.009998 40.009998 40.009998 40.009998 0\n", " 2024-04-12 42.500000 42.500000 42.500000 42.500000 100\n", " 2024-04-15 40.000000 40.020000 40.000000 40.020000 400\n", " 2024-04-16 40.000000 40.000000 40.000000 40.000000 100\n", " 2024-04-17 40.000000 40.000000 40.000000 40.000000 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 30.000000 30.000000 30.000000 30.000000 0\n", " 2025-04-08 30.000000 30.000000 30.000000 30.000000 100\n", " 2025-04-09 29.000000 29.000000 29.000000 29.000000 500\n", " 2025-04-10 29.000000 29.000000 29.000000 29.000000 0\n", " 2025-04-11 29.000000 29.000000 29.000000 29.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'BRST3': Price Close High Low Open Volume\n", " Ticker BRST3.SA BRST3.SA BRST3.SA BRST3.SA BRST3.SA\n", " Date \n", " 2024-12-05 3.016372 3.105089 2.927655 3.016372 78000\n", " 2024-12-06 3.016372 3.174091 3.016372 3.134661 122000\n", " 2024-12-09 2.967085 3.055801 2.957227 3.016372 466900\n", " 2024-12-10 3.026229 3.026229 2.937512 2.967085 205900\n", " 2024-12-11 2.957227 3.045944 2.937512 2.957227 239100\n", " ... ... ... ... ... ...\n", " 2025-04-07 2.490000 2.540000 2.400000 2.500000 337700\n", " 2025-04-08 2.410000 2.540000 2.410000 2.490000 262600\n", " 2025-04-09 2.550000 2.550000 2.420000 2.420000 201000\n", " 2025-04-10 2.500000 2.560000 2.480000 2.560000 165200\n", " 2025-04-11 2.460000 2.520000 2.460000 2.490000 155100\n", " \n", " [86 rows x 5 columns],\n", " 'PEAB3': Price Close High Low Open Volume\n", " Ticker PEAB3.SA PEAB3.SA PEAB3.SA PEAB3.SA PEAB3.SA\n", " Date \n", " 2024-04-11 37.925766 37.925766 37.925766 37.925766 0\n", " 2024-04-12 37.925766 37.925766 37.925766 37.925766 0\n", " 2024-04-15 38.849598 38.849598 38.849598 38.849598 200\n", " 2024-04-16 43.760502 43.760502 41.815591 41.815591 1500\n", " 2024-04-17 43.760502 43.760502 43.760502 43.760502 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 39.500000 40.000000 39.500000 39.990002 1400\n", " 2025-04-08 39.500000 39.500000 39.500000 39.500000 0\n", " 2025-04-09 39.500000 39.500000 39.500000 39.500000 0\n", " 2025-04-10 39.500000 39.500000 39.500000 39.500000 0\n", " 2025-04-11 39.500000 39.500000 39.500000 39.500000 0\n", " \n", " [252 rows x 5 columns],\n", " 'BPAC3': Price Close High Low Open Volume\n", " Ticker BPAC3.SA BPAC3.SA BPAC3.SA BPAC3.SA BPAC3.SA\n", " Date \n", " 2024-04-11 16.987297 17.095185 16.751907 16.899026 4200\n", " 2024-04-12 16.722483 16.967680 16.722483 16.840178 3200\n", " 2024-04-15 16.663637 16.722484 16.281129 16.722484 3100\n", " 2024-04-16 16.644018 16.644018 16.232086 16.241894 2500\n", " 2024-04-17 15.888814 16.232089 15.879006 16.232089 26000\n", " ... ... ... ... ... ...\n", " 2025-04-07 17.760000 17.760000 16.360001 16.959999 3300\n", " 2025-04-08 18.530001 19.850000 17.680000 17.760000 33300\n", " 2025-04-09 19.240000 20.290001 18.030001 18.299999 58600\n", " 2025-04-10 18.459999 19.250000 18.350000 19.219999 10700\n", " 2025-04-11 18.930000 19.200001 18.350000 18.440001 4900\n", " \n", " [252 rows x 5 columns],\n", " 'LIPR3': Price Close High Low Open Volume\n", " Ticker LIPR3.SA LIPR3.SA LIPR3.SA LIPR3.SA LIPR3.SA\n", " Date \n", " 2024-04-11 50.627102 50.627102 50.627102 50.627102 0\n", " 2024-04-12 50.627102 50.627102 50.627102 50.627102 100\n", " 2024-04-15 48.773701 48.998059 48.773701 48.998059 500\n", " 2024-04-16 48.773701 48.773701 48.773701 48.773701 0\n", " 2024-04-17 48.773701 48.773701 48.773701 48.773701 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 41.250000 41.250000 41.250000 41.250000 0\n", " 2025-04-08 41.250000 41.250000 41.250000 41.250000 0\n", " 2025-04-09 41.250000 41.250000 41.250000 41.250000 0\n", " 2025-04-10 41.250000 41.250000 41.250000 41.250000 0\n", " 2025-04-11 41.250000 41.250000 41.250000 41.250000 0\n", " \n", " [252 rows x 5 columns],\n", " 'CCRO3': Price Close High Low Open Volume\n", " Ticker CCRO3.SA CCRO3.SA CCRO3.SA CCRO3.SA CCRO3.SA\n", " Date \n", " 2024-04-11 13.190962 13.346493 13.152079 13.327052 6323000\n", " 2024-04-12 12.938225 13.200683 12.821576 13.190962 8934700\n", " 2024-04-15 12.636884 12.918783 12.529957 12.879901 16593000\n", " 2024-04-16 12.423028 12.520235 12.306380 12.461911 11122700\n", " 2024-04-17 12.325822 12.500793 12.228615 12.423028 7021200\n", " ... ... ... ... ... ...\n", " 2025-04-07 11.590000 12.040000 11.470000 11.590000 11436000\n", " 2025-04-08 11.560000 11.770000 11.460000 11.650000 11370400\n", " 2025-04-09 11.710000 11.860000 11.340000 11.480000 14340500\n", " 2025-04-10 11.640000 11.730000 11.530000 11.580000 15767300\n", " 2025-04-11 11.700000 11.890000 11.670000 11.790000 17300200\n", " \n", " [252 rows x 5 columns],\n", " 'SRNA3': Price Close High Low Open Volume\n", " Ticker SRNA3.SA SRNA3.SA SRNA3.SA SRNA3.SA SRNA3.SA\n", " Date \n", " 2024-04-11 8.93 9.26 8.85 9.16 3072700\n", " 2024-04-12 8.60 8.96 8.58 8.95 2286700\n", " 2024-04-15 8.50 8.63 8.42 8.60 2572200\n", " 2024-04-16 8.34 8.68 8.31 8.37 2775300\n", " 2024-04-17 8.38 8.57 8.32 8.35 1950500\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.69 8.98 8.49 8.68 7482100\n", " 2025-04-08 8.65 8.90 8.56 8.70 5060200\n", " 2025-04-09 8.64 8.71 8.36 8.50 4690000\n", " 2025-04-10 8.70 8.77 8.48 8.64 3828200\n", " 2025-04-11 9.15 9.33 8.79 8.79 8789800\n", " \n", " [252 rows x 5 columns],\n", " 'BSLI3': Price Close High Low Open Volume\n", " Ticker BSLI3.SA BSLI3.SA BSLI3.SA BSLI3.SA BSLI3.SA\n", " Date \n", " 2024-04-11 9.504672 9.504672 9.264807 9.264807 800\n", " 2024-04-12 9.504672 9.904448 9.504672 9.904448 600\n", " 2024-04-15 9.244818 9.494678 9.234823 9.494678 1000\n", " 2024-04-16 9.904448 9.904448 9.904448 9.904448 100\n", " 2024-04-17 9.904448 9.904448 9.904448 9.904448 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 9.600000 10.830000 8.600000 10.760000 48500\n", " 2025-04-08 9.970000 11.000000 9.200000 9.800000 21000\n", " 2025-04-09 9.980000 10.000000 9.250000 9.800000 12400\n", " 2025-04-10 9.520000 11.710000 9.350000 10.010000 35300\n", " 2025-04-11 9.620000 10.000000 8.750000 9.520000 13300\n", " \n", " [252 rows x 5 columns],\n", " 'FRAS3': Price Close High Low Open Volume\n", " Ticker FRAS3.SA FRAS3.SA FRAS3.SA FRAS3.SA FRAS3.SA\n", " Date \n", " 2024-04-11 17.198971 17.392543 17.082826 17.324793 118500\n", " 2024-04-12 17.063469 17.150577 16.850539 17.140898 275200\n", " 2024-04-15 16.695681 17.063469 16.540822 17.063469 421300\n", " 2024-04-16 16.744074 16.840861 16.444036 16.695681 287400\n", " 2024-04-17 16.773109 17.015076 16.724717 16.831181 174200\n", " ... ... ... ... ... ...\n", " 2025-04-07 27.010000 27.280001 26.540001 26.870001 305600\n", " 2025-04-08 26.830000 27.379999 26.760000 27.150000 189200\n", " 2025-04-09 27.290001 27.309999 26.580000 26.709999 243300\n", " 2025-04-10 27.200001 27.330000 26.920000 27.150000 190000\n", " 2025-04-11 27.299999 27.469999 26.930000 27.200001 201300\n", " \n", " [252 rows x 5 columns],\n", " 'BSLI4': Price Close High Low Open Volume\n", " Ticker BSLI4.SA BSLI4.SA BSLI4.SA BSLI4.SA BSLI4.SA\n", " Date \n", " 2024-12-09 8.045039 8.045039 8.045039 8.045039 100\n", " 2024-12-10 8.274898 8.274898 8.274898 8.274898 100\n", " 2024-12-13 8.454786 8.494762 8.015058 8.494762 1300\n", " 2024-12-16 7.915119 7.995070 7.905125 7.925113 600\n", " 2024-12-17 7.995070 7.995070 7.995070 7.995070 800\n", " 2024-12-18 7.600000 7.600000 7.200000 7.200000 1200\n", " 2024-12-19 7.750000 7.750000 7.750000 7.750000 100\n", " 2024-12-26 8.120000 8.120000 8.120000 8.120000 100\n", " 2024-12-27 8.120000 8.120000 8.120000 8.120000 100\n", " 2025-01-02 8.470000 8.470000 8.170000 8.170000 200\n", " 2025-01-03 8.390000 8.390000 8.390000 8.390000 300\n", " 2025-01-06 8.460000 8.460000 8.370000 8.370000 200\n", " 2025-01-09 7.900000 7.900000 7.900000 7.900000 400\n", " 2025-01-14 8.000000 8.000000 7.950000 7.950000 1500\n", " 2025-01-21 7.940000 7.940000 7.550000 7.710000 400\n", " 2025-01-22 7.200000 7.310000 7.200000 7.310000 600\n", " 2025-01-23 7.000000 7.500000 7.000000 7.220000 2300\n", " 2025-01-24 7.020000 7.050000 7.020000 7.050000 500\n", " 2025-01-29 7.120000 7.600000 6.900000 7.600000 1400\n", " 2025-01-30 7.070000 7.450000 7.070000 7.450000 4400\n", " 2025-01-31 7.070000 7.200000 7.070000 7.110000 900\n", " 2025-02-03 7.200000 7.200000 7.200000 7.200000 100\n", " 2025-02-04 7.160000 7.190000 7.000000 7.190000 500\n", " 2025-02-05 7.070000 7.190000 7.020000 7.190000 400\n", " 2025-02-07 7.030000 7.830000 7.030000 7.340000 2100\n", " 2025-02-10 7.180000 7.180000 7.030000 7.030000 300\n", " 2025-02-11 7.200000 7.200000 7.200000 7.200000 200\n", " 2025-02-12 7.400000 7.400000 7.380000 7.380000 1000\n", " 2025-02-14 7.330000 7.330000 7.010000 7.200000 900\n", " 2025-02-17 7.370000 7.370000 7.310000 7.310000 2600\n", " 2025-02-18 7.120000 7.120000 7.120000 7.120000 100\n", " 2025-02-19 7.000000 7.120000 7.000000 7.110000 2800\n", " 2025-02-20 6.920000 7.030000 6.920000 7.030000 1400\n", " 2025-02-21 7.050000 7.140000 6.850000 6.990000 4500\n", " 2025-02-24 6.800000 6.840000 6.800000 6.840000 1400\n", " 2025-02-25 6.820000 6.820000 6.820000 6.820000 300\n", " 2025-02-26 6.820000 6.820000 6.820000 6.820000 200\n", " 2025-02-27 6.620000 6.620000 6.620000 6.620000 200\n", " 2025-02-28 6.680000 6.690000 6.680000 6.680000 700\n", " 2025-03-05 6.460000 6.460000 6.460000 6.460000 100\n", " 2025-03-06 6.030000 6.210000 6.030000 6.210000 1000\n", " 2025-03-07 6.890000 6.890000 6.400000 6.400000 600\n", " 2025-03-11 6.630000 6.660000 6.630000 6.660000 300\n", " 2025-03-12 6.500000 6.500000 6.400000 6.400000 500\n", " 2025-03-20 6.450000 6.810000 6.330000 6.330000 1000\n", " 2025-03-21 6.550000 6.800000 6.350000 6.350000 1000\n", " 2025-03-24 6.830000 6.830000 6.790000 6.790000 600\n", " 2025-03-26 6.540000 6.540000 6.540000 6.540000 300\n", " 2025-03-27 6.830000 6.830000 6.390000 6.390000 400\n", " 2025-03-28 6.830000 6.830000 6.780000 6.780000 2500\n", " 2025-03-31 13.000000 13.300000 7.000000 7.000000 294100\n", " 2025-04-01 12.420000 24.500000 10.950000 12.650000 341800\n", " 2025-04-02 13.000000 16.150000 12.350000 12.360000 129900\n", " 2025-04-03 13.000000 14.010000 11.000000 12.930000 41500\n", " 2025-04-04 11.000000 12.980000 10.220000 12.980000 16200\n", " 2025-04-07 9.990000 10.100000 9.090000 10.100000 31900\n", " 2025-04-08 10.070000 10.980000 9.530000 9.670000 15100\n", " 2025-04-09 10.190000 10.490000 9.410000 10.490000 2200\n", " 2025-04-10 10.030000 11.800000 9.800000 10.120000 11700\n", " 2025-04-11 10.030000 10.300000 9.500000 9.940000 8100,\n", " 'PGMN3': Price Close High Low Open Volume\n", " Ticker PGMN3.SA PGMN3.SA PGMN3.SA PGMN3.SA PGMN3.SA\n", " Date \n", " 2024-04-11 2.64 2.71 2.64 2.71 530800\n", " 2024-04-12 2.60 2.67 2.57 2.67 1036800\n", " 2024-04-15 2.50 2.61 2.45 2.60 947200\n", " 2024-04-16 2.50 2.52 2.40 2.50 1108400\n", " 2024-04-17 2.50 2.54 2.47 2.51 777000\n", " ... ... ... ... ... ...\n", " 2025-04-07 3.20 3.24 3.04 3.17 1692800\n", " 2025-04-08 3.22 3.30 3.15 3.20 1059400\n", " 2025-04-09 3.38 3.40 3.12 3.16 1435200\n", " 2025-04-10 3.35 3.42 3.32 3.38 691200\n", " 2025-04-11 3.43 3.45 3.35 3.38 590000\n", " \n", " [252 rows x 5 columns],\n", " 'EMAE4': Price Close High Low Open Volume\n", " Ticker EMAE4.SA EMAE4.SA EMAE4.SA EMAE4.SA EMAE4.SA\n", " Date \n", " 2024-04-11 75.588493 79.240302 75.097659 77.551831 18300\n", " 2024-04-12 76.462181 79.024337 74.773710 77.041370 27600\n", " 2024-04-15 75.588493 76.275658 73.821487 76.069509 6400\n", " 2024-04-16 68.706993 74.165076 68.706993 74.165076 21600\n", " 2024-04-17 66.979263 70.680151 65.919059 70.640884 19700\n", " ... ... ... ... ... ...\n", " 2025-04-07 34.119999 34.990002 33.130001 34.990002 1100\n", " 2025-04-08 32.990002 34.430000 32.330002 34.430000 12100\n", " 2025-04-09 32.490002 34.000000 31.510000 32.410000 6200\n", " 2025-04-10 32.500000 32.889999 32.009998 32.490002 1500\n", " 2025-04-11 32.500000 33.040001 32.200001 33.040001 1200\n", " \n", " [252 rows x 5 columns],\n", " 'CALI3': Price Close High Low Open Volume\n", " Ticker CALI3.SA CALI3.SA CALI3.SA CALI3.SA CALI3.SA\n", " Date \n", " 2024-04-11 28.382231 28.382231 28.382231 28.382231 0\n", " 2024-04-12 28.382231 28.382231 28.382231 28.382231 0\n", " 2024-04-15 28.382231 28.382231 28.382231 28.382231 0\n", " 2024-04-16 29.000000 29.000000 29.000000 29.000000 0\n", " 2024-04-17 28.379999 28.379999 28.379999 28.379999 100\n", " ... ... ... ... ... ...\n", " 2025-04-07 25.000000 25.000000 25.000000 25.000000 0\n", " 2025-04-08 25.000000 25.000000 25.000000 25.000000 0\n", " 2025-04-09 25.000000 25.000000 25.000000 25.000000 0\n", " 2025-04-10 25.000000 25.000000 25.000000 25.000000 0\n", " 2025-04-11 25.000000 25.000000 25.000000 25.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'RENT3': Price Close High Low Open Volume\n", " Ticker RENT3.SA RENT3.SA RENT3.SA RENT3.SA RENT3.SA\n", " Date \n", " 2024-04-11 50.920563 51.264621 50.652963 51.216836 5160500\n", " 2024-04-12 49.553886 51.073475 49.381857 50.576503 14262200\n", " 2024-04-15 48.340134 49.601679 48.340134 49.515664 9887300\n", " 2024-04-16 47.852718 48.999579 47.499104 47.795374 11494000\n", " 2024-04-17 47.785816 48.712862 47.365302 48.082090 8991300\n", " ... ... ... ... ... ...\n", " 2025-04-07 35.810001 37.500000 34.959999 35.650002 15628500\n", " 2025-04-08 35.700001 36.799999 35.680000 36.169998 11835700\n", " 2025-04-09 36.970001 37.570000 34.820000 35.560001 13152400\n", " 2025-04-10 37.400002 37.590000 36.299999 36.680000 10248500\n", " 2025-04-11 38.570000 39.480000 37.250000 37.560001 13522200\n", " \n", " [252 rows x 5 columns],\n", " 'PEAB4': Price Close High Low Open Volume\n", " Ticker PEAB4.SA PEAB4.SA PEAB4.SA PEAB4.SA PEAB4.SA\n", " Date \n", " 2024-04-11 45.457779 45.457779 45.457779 45.457779 200\n", " 2024-04-12 44.610126 45.457779 44.610126 45.457779 700\n", " 2024-04-15 44.610126 44.610126 44.610126 44.610126 100\n", " 2024-04-16 48.877956 48.877956 46.325145 46.325145 1400\n", " 2024-04-17 48.877956 48.877956 48.877956 48.877956 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 50.000000 50.000000 50.000000 50.000000 0\n", " 2025-04-08 50.000000 50.000000 50.000000 50.000000 0\n", " 2025-04-09 50.000000 50.000000 50.000000 50.000000 0\n", " 2025-04-10 50.000000 50.000000 50.000000 50.000000 0\n", " 2025-04-11 50.000000 50.000000 50.000000 50.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'EMBR3': Price Close High Low Open Volume\n", " Ticker EMBR3.SA EMBR3.SA EMBR3.SA EMBR3.SA EMBR3.SA\n", " Date \n", " 2024-04-11 32.619999 32.799999 31.940001 32.730000 3463600\n", " 2024-04-12 31.760000 32.560001 31.620001 32.250000 4228300\n", " 2024-04-15 31.420000 32.480000 31.200001 31.799999 10356800\n", " 2024-04-16 31.760000 31.900000 30.809999 31.200001 7487800\n", " 2024-04-17 31.940001 32.439999 31.709999 32.060001 4542100\n", " ... ... ... ... ... ...\n", " 2025-04-07 60.110001 61.450001 58.119999 58.529999 8967300\n", " 2025-04-08 60.599998 62.240002 60.070000 61.240002 8253700\n", " 2025-04-09 62.450001 63.119999 58.549999 59.860001 8200100\n", " 2025-04-10 60.919998 62.599998 60.259998 62.520000 5144300\n", " 2025-04-11 60.709999 61.880001 59.650002 61.189999 3994200\n", " \n", " [252 rows x 5 columns],\n", " 'DXCO3': Price Close High Low Open Volume\n", " Ticker DXCO3.SA DXCO3.SA DXCO3.SA DXCO3.SA DXCO3.SA\n", " Date \n", " 2024-04-11 7.533205 7.592677 7.414259 7.473732 2275200\n", " 2024-04-12 7.216018 7.503469 7.186281 7.483645 6412700\n", " 2024-04-15 7.414259 7.781007 7.364699 7.443996 7304100\n", " 2024-04-16 7.116896 7.354787 7.116896 7.325051 5728500\n", " 2024-04-17 7.097072 7.235842 7.067336 7.146633 3078000\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.310000 5.450000 5.150000 5.310000 2897800\n", " 2025-04-08 5.150000 5.420000 5.150000 5.320000 3050500\n", " 2025-04-09 5.200000 5.300000 5.050000 5.150000 7839300\n", " 2025-04-10 5.140000 5.270000 5.030000 5.210000 3228800\n", " 2025-04-11 5.200000 5.210000 5.090000 5.150000 2374000\n", " \n", " [252 rows x 5 columns],\n", " 'MERC3': Price Close High Low Open Volume\n", " Ticker MERC3.SA MERC3.SA MERC3.SA MERC3.SA MERC3.SA\n", " Date \n", " 2024-04-11 15.12680 15.12680 15.12680 15.12680 0\n", " 2024-04-12 15.12680 15.12680 15.12680 15.12680 0\n", " 2024-04-15 15.12680 15.12680 15.12680 15.12680 0\n", " 2024-04-16 15.12680 15.12680 15.12680 15.12680 0\n", " 2024-04-17 15.12680 15.12680 15.12680 15.12680 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 14.52131 14.52131 14.52131 14.52131 0\n", " 2025-04-08 14.52131 14.52131 14.52131 14.52131 0\n", " 2025-04-09 14.52131 14.52131 14.52131 14.52131 0\n", " 2025-04-10 14.52131 14.52131 14.52131 14.52131 0\n", " 2025-04-11 14.52131 14.52131 14.52131 14.52131 0\n", " \n", " [252 rows x 5 columns],\n", " 'EVEN3': Price Close High Low Open Volume\n", " Ticker EVEN3.SA EVEN3.SA EVEN3.SA EVEN3.SA EVEN3.SA\n", " Date \n", " 2024-04-11 7.176135 7.257888 7.058047 7.185219 628200\n", " 2024-04-12 6.903624 7.139800 6.885456 7.139800 1490900\n", " 2024-04-15 6.721949 6.903623 6.649279 6.903623 1268000\n", " 2024-04-16 6.703782 6.830953 6.449437 6.685614 1368100\n", " 2024-04-17 6.740117 6.830954 6.658363 6.694698 936600\n", " ... ... ... ... ... ...\n", " 2025-04-07 5.530000 5.730000 5.460000 5.680000 1976400\n", " 2025-04-08 5.540000 5.750000 5.500000 5.570000 869400\n", " 2025-04-09 5.660000 5.750000 5.460000 5.460000 1200300\n", " 2025-04-10 5.540000 5.660000 5.500000 5.660000 955100\n", " 2025-04-11 5.600000 5.630000 5.480000 5.570000 977800\n", " \n", " [252 rows x 5 columns],\n", " 'TOTS3': Price Close High Low Open Volume\n", " Ticker TOTS3.SA TOTS3.SA TOTS3.SA TOTS3.SA TOTS3.SA\n", " Date \n", " 2024-04-11 26.903484 27.265855 26.903484 27.128742 3275100\n", " 2024-04-12 26.815338 27.089564 26.492144 26.580288 4225900\n", " 2024-04-15 26.345238 26.746782 26.247300 26.658638 3627700\n", " 2024-04-16 25.914314 26.276685 25.884934 26.012252 4768300\n", " 2024-04-17 26.531322 26.639055 25.904522 25.953490 8115600\n", " ... ... ... ... ... ...\n", " 2025-04-07 33.480000 34.279999 33.009998 34.009998 3507500\n", " 2025-04-08 33.810001 34.139999 33.290001 33.299999 3826000\n", " 2025-04-09 34.240002 34.610001 33.529999 33.770000 3984500\n", " 2025-04-10 33.860001 34.369999 33.549999 33.900002 2221500\n", " 2025-04-11 34.700001 34.880001 33.500000 34.200001 2769800\n", " \n", " [252 rows x 5 columns],\n", " 'SMFT3': Price Close High Low Open Volume\n", " Ticker SMFT3.SA SMFT3.SA SMFT3.SA SMFT3.SA SMFT3.SA\n", " Date \n", " 2024-04-11 25.133623 25.415806 24.676295 25.153084 1914700\n", " 2024-04-12 24.228697 25.406076 24.131392 25.016859 3317100\n", " 2024-04-15 23.547569 24.287078 23.382152 24.287078 3699600\n", " 2024-04-16 23.430803 23.946515 23.061049 23.401611 2570800\n", " 2024-04-17 23.129162 24.257888 22.944284 24.228696 3582300\n", " ... ... ... ... ... ...\n", " 2025-04-07 20.180000 20.610001 19.520000 19.719999 2737500\n", " 2025-04-08 20.330000 20.910000 20.219999 20.219999 2902900\n", " 2025-04-09 20.820000 21.389999 19.959999 20.100000 4287700\n", " 2025-04-10 20.850000 21.139999 20.590000 20.690001 4838500\n", " 2025-04-11 21.610001 21.750000 20.959999 21.059999 4486600\n", " \n", " [252 rows x 5 columns],\n", " 'RADL3': Price Close High Low Open Volume\n", " Ticker RADL3.SA RADL3.SA RADL3.SA RADL3.SA RADL3.SA\n", " Date \n", " 2024-04-11 25.953600 26.012697 25.677811 25.805857 4329100\n", " 2024-04-12 25.963449 26.347582 25.687661 25.717210 6572900\n", " 2024-04-15 25.805857 26.012697 25.658112 25.835404 6162400\n", " 2024-04-16 24.840599 25.835405 24.811052 25.618715 7498900\n", " 2024-04-17 24.525410 24.889844 24.328420 24.830746 8494400\n", " ... ... ... ... ... ...\n", " 2025-04-07 19.400000 20.040001 19.000000 19.420000 9705600\n", " 2025-04-08 19.379999 19.879999 19.200001 19.340000 13238100\n", " 2025-04-09 21.180000 21.230000 19.250000 19.379999 17253900\n", " 2025-04-10 20.590000 21.740000 20.400000 21.000000 15604700\n", " 2025-04-11 21.379999 21.770000 20.559999 20.730000 10223600\n", " \n", " [252 rows x 5 columns],\n", " 'ODER4': Price Close High Low Open Volume\n", " Ticker ODER4.SA ODER4.SA ODER4.SA ODER4.SA ODER4.SA\n", " Date \n", " 2024-04-11 99.470703 99.470703 99.470703 99.470703 0\n", " 2024-04-12 99.470703 99.470703 99.470703 99.470703 0\n", " 2024-04-15 99.470703 99.470703 99.470703 99.470703 0\n", " 2024-04-16 99.470703 99.470703 99.470703 99.470703 0\n", " 2024-04-17 99.470703 99.470703 99.470703 99.470703 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 100.000000 100.000000 100.000000 100.000000 0\n", " 2025-04-08 100.000000 100.000000 100.000000 100.000000 0\n", " 2025-04-09 100.000000 100.000000 100.000000 100.000000 0\n", " 2025-04-10 100.000000 100.000000 100.000000 100.000000 0\n", " 2025-04-11 100.000000 100.000000 100.000000 100.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'WEGE3': Price Close High Low Open Volume\n", " Ticker WEGE3.SA WEGE3.SA WEGE3.SA WEGE3.SA WEGE3.SA\n", " Date \n", " 2024-04-11 37.636528 38.128637 37.439684 37.616843 4135800\n", " 2024-04-12 37.380630 37.853055 37.075521 37.400315 6024400\n", " 2024-04-15 37.045994 37.498734 36.878678 37.380628 4838200\n", " 2024-04-16 38.158161 38.384531 36.445619 36.701518 13386100\n", " 2024-04-17 37.616840 38.236895 37.459366 38.158160 6574700\n", " ... ... ... ... ... ...\n", " 2025-04-07 44.000000 44.070000 42.650002 43.150002 9948200\n", " 2025-04-08 44.000000 44.770000 43.750000 44.520000 8394700\n", " 2025-04-09 45.410000 46.080002 43.660000 43.770000 11604000\n", " 2025-04-10 44.910000 45.459999 44.299999 45.400002 5364200\n", " 2025-04-11 45.119999 45.349998 44.740002 45.099998 3282900\n", " \n", " [252 rows x 5 columns],\n", " 'BRGE6': Price Close High Low Open Volume\n", " Ticker BRGE6.SA BRGE6.SA BRGE6.SA BRGE6.SA BRGE6.SA\n", " Date \n", " 2024-04-11 12.92 12.92 12.92 12.92 0\n", " 2024-04-12 12.92 12.92 12.92 12.92 0\n", " 2024-04-15 12.92 12.92 12.92 12.92 0\n", " 2024-04-16 12.92 12.92 12.92 12.92 0\n", " 2024-04-17 12.92 12.92 12.92 12.92 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 12.92 12.92 12.92 12.92 0\n", " 2025-04-08 12.92 12.92 12.92 12.92 0\n", " 2025-04-09 12.92 12.92 12.92 12.92 0\n", " 2025-04-10 12.92 12.92 12.92 12.92 0\n", " 2025-04-11 12.92 12.92 12.92 12.92 0\n", " \n", " [252 rows x 5 columns],\n", " 'BRGE7': Price Close High Low Open Volume\n", " Ticker BRGE7.SA BRGE7.SA BRGE7.SA BRGE7.SA BRGE7.SA\n", " Date \n", " 2024-04-11 13.07 13.07 13.07 13.07 0\n", " 2024-04-12 13.07 13.07 13.07 13.07 0\n", " 2024-04-15 13.07 13.07 13.07 13.07 0\n", " 2024-04-16 13.07 13.07 13.07 13.07 0\n", " 2024-04-17 13.07 13.07 13.07 13.07 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 13.07 13.07 13.07 13.07 0\n", " 2025-04-08 13.07 13.07 13.07 13.07 0\n", " 2025-04-09 13.07 13.07 13.07 13.07 0\n", " 2025-04-10 13.07 13.07 13.07 13.07 0\n", " 2025-04-11 13.07 13.07 13.07 13.07 0\n", " \n", " [252 rows x 5 columns],\n", " 'AURE3': Price Close High Low Open Volume\n", " Ticker AURE3.SA AURE3.SA AURE3.SA AURE3.SA AURE3.SA\n", " Date \n", " 2024-04-11 11.98 12.04 11.93 12.01 2230800\n", " 2024-04-12 11.93 12.04 11.91 11.98 1969600\n", " 2024-04-15 11.83 12.00 11.76 11.93 7131500\n", " 2024-04-16 11.60 11.77 11.26 11.75 14513900\n", " 2024-04-17 11.75 11.80 11.59 11.71 8522100\n", " ... ... ... ... ... ...\n", " 2025-04-07 7.50 7.70 7.38 7.62 5197900\n", " 2025-04-08 7.52 7.65 7.45 7.52 5613200\n", " 2025-04-09 7.71 7.89 7.40 7.52 6219300\n", " 2025-04-10 7.67 7.77 7.60 7.67 3848100\n", " 2025-04-11 7.87 7.91 7.68 7.72 4186600\n", " \n", " [252 rows x 5 columns],\n", " 'BRGE8': Price Close High Low Open Volume\n", " Ticker BRGE8.SA BRGE8.SA BRGE8.SA BRGE8.SA BRGE8.SA\n", " Date \n", " 2024-04-11 13.17 13.17 13.17 13.17 0\n", " 2024-04-12 13.17 13.17 13.17 13.17 0\n", " 2024-04-15 13.17 13.17 13.17 13.17 0\n", " 2024-04-16 13.17 13.17 13.17 13.17 0\n", " 2024-04-17 13.17 13.17 13.17 13.17 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 13.17 13.17 13.17 13.17 0\n", " 2025-04-08 13.17 13.17 13.17 13.17 0\n", " 2025-04-09 13.17 13.17 13.17 13.17 0\n", " 2025-04-10 13.17 13.17 13.17 13.17 0\n", " 2025-04-11 13.17 13.17 13.17 13.17 0\n", " \n", " [252 rows x 5 columns],\n", " 'BRGE11': Price Close High Low Open Volume\n", " Ticker BRGE11.SA BRGE11.SA BRGE11.SA BRGE11.SA BRGE11.SA\n", " Date \n", " 2024-04-11 13.18 13.18 13.18 13.18 0\n", " 2024-04-12 13.18 13.18 13.18 13.18 0\n", " 2024-04-15 13.18 13.18 13.18 13.18 0\n", " 2024-04-16 13.18 13.18 13.18 13.18 0\n", " 2024-04-17 13.18 13.18 13.18 13.18 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 13.18 13.18 13.18 13.18 0\n", " 2025-04-08 13.18 13.18 13.18 13.18 0\n", " 2025-04-09 13.18 13.18 13.18 13.18 0\n", " 2025-04-10 13.18 13.18 13.18 13.18 0\n", " 2025-04-11 13.18 13.18 13.18 13.18 0\n", " \n", " [252 rows x 5 columns],\n", " 'BRGE5': Price Close High Low Open Volume\n", " Ticker BRGE5.SA BRGE5.SA BRGE5.SA BRGE5.SA BRGE5.SA\n", " Date \n", " 2024-04-11 13.18 13.18 13.18 13.18 0\n", " 2024-04-12 13.18 13.18 13.18 13.18 0\n", " 2024-04-15 13.18 13.18 13.18 13.18 0\n", " 2024-04-16 13.18 13.18 13.18 13.18 0\n", " 2024-04-17 13.18 13.18 13.18 13.18 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 13.18 13.18 13.18 13.18 0\n", " 2025-04-08 13.18 13.18 13.18 13.18 0\n", " 2025-04-09 13.18 13.18 13.18 13.18 0\n", " 2025-04-10 13.18 13.18 13.18 13.18 0\n", " 2025-04-11 13.18 13.18 13.18 13.18 0\n", " \n", " [252 rows x 5 columns],\n", " 'BRGE12': Price Close High Low Open Volume\n", " Ticker BRGE12.SA BRGE12.SA BRGE12.SA BRGE12.SA BRGE12.SA\n", " Date \n", " 2024-04-11 13.47 13.47 13.47 13.47 0\n", " 2024-04-12 13.47 13.47 13.47 13.47 0\n", " 2024-04-15 13.47 13.47 13.47 13.47 0\n", " 2024-04-16 13.47 13.47 13.47 13.47 0\n", " 2024-04-17 13.47 13.47 13.47 13.47 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 13.47 13.47 13.47 13.47 0\n", " 2025-04-08 13.47 13.47 13.47 13.47 0\n", " 2025-04-09 13.47 13.47 13.47 13.47 0\n", " 2025-04-10 13.47 13.47 13.47 13.47 0\n", " 2025-04-11 13.47 13.47 13.47 13.47 0\n", " \n", " [252 rows x 5 columns],\n", " 'BRGE3': Price Close High Low Open Volume\n", " Ticker BRGE3.SA BRGE3.SA BRGE3.SA BRGE3.SA BRGE3.SA\n", " Date \n", " 2024-04-11 13.5 13.5 13.5 13.5 0\n", " 2024-04-12 13.5 13.5 13.5 13.5 0\n", " 2024-04-15 13.5 13.5 13.5 13.5 0\n", " 2024-04-16 13.5 13.5 13.5 13.5 0\n", " 2024-04-17 13.5 13.5 13.5 13.5 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 13.5 13.5 13.5 13.5 0\n", " 2025-04-08 13.5 13.5 13.5 13.5 0\n", " 2025-04-09 13.5 13.5 13.5 13.5 0\n", " 2025-04-10 13.5 13.5 13.5 13.5 0\n", " 2025-04-11 13.5 13.5 13.5 13.5 0\n", " \n", " [252 rows x 5 columns],\n", " 'TUPY3': Price Close High Low Open Volume\n", " Ticker TUPY3.SA TUPY3.SA TUPY3.SA TUPY3.SA TUPY3.SA\n", " Date \n", " 2024-04-11 26.690273 26.886731 26.334776 26.568655 321300\n", " 2024-04-12 25.670561 26.662207 25.567654 26.662207 653200\n", " 2024-04-15 25.399260 25.661205 25.305708 25.539587 1039000\n", " 2024-04-16 25.165382 25.408617 24.669560 25.165382 669900\n", " 2024-04-17 25.258932 25.689269 25.099894 25.174736 545500\n", " ... ... ... ... ... ...\n", " 2025-04-07 17.570000 17.740000 16.990000 17.190001 1061100\n", " 2025-04-08 17.549999 17.719999 17.160000 17.469999 1019300\n", " 2025-04-09 17.969999 18.000000 17.100000 17.400000 1134700\n", " 2025-04-10 18.040001 18.110001 17.680000 18.020000 957900\n", " 2025-04-11 18.940001 19.139999 17.799999 18.030001 1161900\n", " \n", " [252 rows x 5 columns],\n", " 'CRIV4': Price Close High Low Open Volume\n", " Ticker CRIV4.SA CRIV4.SA CRIV4.SA CRIV4.SA CRIV4.SA\n", " Date \n", " 2024-04-11 6.74 6.74 6.74 6.74 0\n", " 2024-04-12 6.74 6.74 6.74 6.74 0\n", " 2024-04-15 6.74 6.74 6.74 6.74 0\n", " 2024-04-16 6.74 6.74 6.74 6.74 0\n", " 2024-04-17 6.74 6.74 6.74 6.74 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.74 6.74 6.74 6.74 0\n", " 2025-04-08 6.74 6.74 6.74 6.74 0\n", " 2025-04-09 6.74 6.74 6.74 6.74 0\n", " 2025-04-10 6.74 6.74 6.74 6.74 0\n", " 2025-04-11 6.74 6.74 6.74 6.74 0\n", " \n", " [252 rows x 5 columns],\n", " 'ELMD3': Price Close High Low Open Volume\n", " Ticker ELMD3.SA ELMD3.SA ELMD3.SA ELMD3.SA ELMD3.SA\n", " Date \n", " 2024-04-11 18.576899 18.576899 18.187382 18.447059 42600\n", " 2024-04-12 18.257298 18.826589 17.717967 18.826589 79300\n", " 2024-04-15 17.957668 18.077520 17.648054 18.007607 37700\n", " 2024-04-16 17.278513 18.047557 17.268527 18.047557 116600\n", " 2024-04-17 17.378389 17.578142 17.158663 17.578142 85300\n", " ... ... ... ... ... ...\n", " 2025-04-07 30.330000 30.420000 30.250000 30.299999 130500\n", " 2025-04-08 30.330000 30.440001 30.280001 30.280001 238500\n", " 2025-04-09 30.350000 30.450001 30.299999 30.389999 198300\n", " 2025-04-10 30.389999 30.420000 30.320000 30.320000 102500\n", " 2025-04-11 30.469999 30.490000 30.340000 30.340000 308900\n", " \n", " [252 rows x 5 columns],\n", " 'CRIV3': Price Close High Low Open Volume\n", " Ticker CRIV3.SA CRIV3.SA CRIV3.SA CRIV3.SA CRIV3.SA\n", " Date \n", " 2024-04-11 6.98 6.98 6.98 6.98 0\n", " 2024-04-12 6.98 6.98 6.98 6.98 0\n", " 2024-04-15 6.98 6.98 6.98 6.98 0\n", " 2024-04-16 6.98 6.98 6.98 6.98 0\n", " 2024-04-17 6.98 6.98 6.98 6.98 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.98 6.98 6.98 6.98 0\n", " 2025-04-08 6.98 6.98 6.98 6.98 0\n", " 2025-04-09 6.98 6.98 6.98 6.98 0\n", " 2025-04-10 6.98 6.98 6.98 6.98 0\n", " 2025-04-11 6.98 6.98 6.98 6.98 0\n", " \n", " [252 rows x 5 columns],\n", " 'LWSA3': Price Close High Low Open Volume\n", " Ticker LWSA3.SA LWSA3.SA LWSA3.SA LWSA3.SA LWSA3.SA\n", " Date \n", " 2024-04-11 5.366859 5.406177 5.209589 5.268565 6281900\n", " 2024-04-12 5.121124 5.337371 4.993341 5.337371 10347600\n", " 2024-04-15 4.983512 5.160441 4.983512 5.121124 7209400\n", " 2024-04-16 4.767265 4.924536 4.747606 4.924536 9453700\n", " 2024-04-17 4.944194 5.003171 4.688629 4.806582 9189600\n", " ... ... ... ... ... ...\n", " 2025-04-07 2.620000 2.660000 2.470000 2.530000 14152900\n", " 2025-04-08 2.690000 2.780000 2.610000 2.640000 12941500\n", " 2025-04-09 2.840000 2.890000 2.660000 2.670000 15073500\n", " 2025-04-10 2.970000 3.010000 2.800000 2.830000 18503800\n", " 2025-04-11 2.940000 3.060000 2.910000 2.960000 10289700\n", " \n", " [252 rows x 5 columns],\n", " 'MOAR3': Price Close High Low Open Volume\n", " Ticker MOAR3.SA MOAR3.SA MOAR3.SA MOAR3.SA MOAR3.SA\n", " Date \n", " 2024-04-11 357.625671 357.625671 357.625671 357.625671 0\n", " 2024-04-12 357.625671 357.625671 357.625671 357.625671 0\n", " 2024-04-15 357.625671 357.625671 357.625671 357.625671 0\n", " 2024-04-16 357.625671 357.625671 357.625671 357.625671 0\n", " 2024-04-17 357.625671 357.625671 357.625671 357.625671 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 226.000000 226.000000 220.000000 220.000000 300\n", " 2025-04-08 232.000000 232.000000 232.000000 232.000000 200\n", " 2025-04-09 238.000000 245.000000 233.000000 239.000000 1100\n", " 2025-04-10 249.990005 249.990005 220.000000 220.000000 2200\n", " 2025-04-11 249.990005 249.990005 249.990005 249.990005 0\n", " \n", " [252 rows x 5 columns],\n", " 'LOGN3': Price Close High Low Open Volume\n", " Ticker LOGN3.SA LOGN3.SA LOGN3.SA LOGN3.SA LOGN3.SA\n", " Date \n", " 2024-04-11 37.799999 37.799999 35.799999 36.189999 39300\n", " 2024-04-12 36.299999 37.770000 36.049999 37.360001 44700\n", " 2024-04-15 36.000000 36.820000 35.849998 36.349998 30700\n", " 2024-04-16 35.700001 36.590000 34.860001 35.689999 31600\n", " 2024-04-17 35.349998 36.180000 35.349998 35.599998 26400\n", " ... ... ... ... ... ...\n", " 2025-04-07 21.090000 21.290001 20.650000 20.750000 44600\n", " 2025-04-08 21.080000 21.190001 20.540001 20.540001 28300\n", " 2025-04-09 21.620001 21.620001 21.000000 21.129999 21200\n", " 2025-04-10 21.230000 21.410000 20.879999 21.350000 26100\n", " 2025-04-11 21.219999 21.360001 21.190001 21.290001 8900\n", " \n", " [252 rows x 5 columns],\n", " 'ALPA4': Price Close High Low Open Volume\n", " Ticker ALPA4.SA ALPA4.SA ALPA4.SA ALPA4.SA ALPA4.SA\n", " Date \n", " 2024-04-11 9.36 9.44 9.11 9.18 5461900\n", " 2024-04-12 9.25 9.38 9.19 9.25 2644200\n", " 2024-04-15 8.91 9.27 8.91 9.27 6444900\n", " 2024-04-16 8.46 8.88 8.41 8.88 8428200\n", " 2024-04-17 8.35 8.60 8.03 8.51 10222000\n", " ... ... ... ... ... ...\n", " 2025-04-07 7.17 7.42 6.94 7.15 3278100\n", " 2025-04-08 7.15 7.32 7.10 7.10 2132800\n", " 2025-04-09 7.35 7.49 6.98 7.10 3818200\n", " 2025-04-10 7.23 7.45 7.13 7.27 1897800\n", " 2025-04-11 7.28 7.28 7.11 7.24 914300\n", " \n", " [252 rows x 5 columns],\n", " 'ALPA3': Price Close High Low Open Volume\n", " Ticker ALPA3.SA ALPA3.SA ALPA3.SA ALPA3.SA ALPA3.SA\n", " Date \n", " 2024-04-11 9.90 9.90 9.90 9.90 300\n", " 2024-04-12 9.64 9.65 9.51 9.51 700\n", " 2024-04-15 9.64 9.64 9.64 9.64 2700\n", " 2024-04-16 9.20 9.46 9.19 9.46 5800\n", " 2024-04-17 9.06 9.18 8.80 9.00 4600\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.78 7.14 6.60 7.00 23100\n", " 2025-04-08 6.70 6.95 6.70 6.90 1200\n", " 2025-04-09 6.75 7.35 6.75 6.78 20800\n", " 2025-04-10 7.05 7.27 7.05 7.25 10000\n", " 2025-04-11 7.40 7.40 7.01 7.08 7400\n", " \n", " [252 rows x 5 columns],\n", " 'CEGR3': Price Close High Low Open Volume\n", " Ticker CEGR3.SA CEGR3.SA CEGR3.SA CEGR3.SA CEGR3.SA\n", " Date \n", " 2024-04-11 66.395882 66.395882 66.395882 66.395882 0\n", " 2024-04-12 66.395882 66.395882 66.395882 66.395882 0\n", " 2024-04-15 66.395882 66.395882 66.395882 66.395882 0\n", " 2024-04-16 66.395882 66.395882 66.395882 66.395882 0\n", " 2024-04-17 66.395882 66.395882 66.395882 66.395882 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 56.009998 56.009998 56.009998 56.009998 0\n", " 2025-04-08 56.009998 56.009998 56.009998 56.009998 0\n", " 2025-04-09 60.009998 60.009998 60.009998 60.009998 200\n", " 2025-04-10 60.009998 60.009998 60.009998 60.009998 0\n", " 2025-04-11 96.720001 96.720001 96.720001 96.720001 100\n", " \n", " [252 rows x 5 columns],\n", " 'MNDL3': Price Close High Low Open Volume\n", " Ticker MNDL3.SA MNDL3.SA MNDL3.SA MNDL3.SA MNDL3.SA\n", " Date \n", " 2024-04-11 11.0425 11.0425 11.042500 11.042500 400\n", " 2024-04-12 11.7325 11.7825 11.732500 11.782500 800\n", " 2024-04-15 11.0000 11.0000 10.750000 10.797500 2000\n", " 2024-04-16 11.0000 11.0000 11.000000 11.000000 0\n", " 2024-04-17 11.0000 11.0000 11.000000 11.000000 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 17.5000 17.5000 17.490000 17.500000 1300\n", " 2025-04-08 17.6500 17.6500 17.000000 17.000000 700\n", " 2025-04-09 18.0000 18.0000 17.650000 17.650000 700\n", " 2025-04-10 18.5000 18.5000 17.030001 18.000000 1600\n", " 2025-04-11 18.5000 18.5000 18.200001 18.200001 1600\n", " \n", " [252 rows x 5 columns],\n", " 'CASN3': Price Close High Low Open Volume\n", " Ticker CASN3.SA CASN3.SA CASN3.SA CASN3.SA CASN3.SA\n", " Date \n", " 2024-04-11 9.572997 9.572997 9.572997 9.572997 0\n", " 2024-04-12 9.572997 9.572997 9.572997 9.572997 0\n", " 2024-04-15 9.572997 9.572997 9.572997 9.572997 0\n", " 2024-04-16 9.572997 9.572997 9.572997 9.572997 0\n", " 2024-04-17 9.572997 9.572997 9.572997 9.572997 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 8.807370 8.807370 8.807370 8.807370 0\n", " 2025-04-08 8.807370 8.807370 8.807370 8.807370 0\n", " 2025-04-09 8.807370 8.807370 8.807370 8.807370 0\n", " 2025-04-10 8.807370 8.807370 8.807370 8.807370 0\n", " 2025-04-11 8.807370 8.807370 8.807370 8.807370 0\n", " \n", " [252 rows x 5 columns],\n", " 'GPAR3': Price Close High Low Open Volume\n", " Ticker GPAR3.SA GPAR3.SA GPAR3.SA GPAR3.SA GPAR3.SA\n", " Date \n", " 2024-04-11 47.500000 47.500000 47.500000 47.500000 0\n", " 2024-04-12 47.500000 47.500000 47.500000 47.500000 0\n", " 2024-04-15 47.500000 47.500000 47.500000 47.500000 0\n", " 2024-04-16 47.500000 47.500000 47.500000 47.500000 0\n", " 2024-04-17 47.500000 47.500000 47.500000 47.500000 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 22.910000 22.910000 22.910000 22.910000 0\n", " 2025-04-08 23.309999 23.309999 23.309999 23.309999 100\n", " 2025-04-09 25.330000 25.330000 25.330000 25.330000 100\n", " 2025-04-10 25.330000 25.330000 25.330000 25.330000 0\n", " 2025-04-11 25.330000 25.330000 25.330000 25.330000 0\n", " \n", " [252 rows x 5 columns],\n", " 'ORVR3': Price Close High Low Open Volume\n", " Ticker ORVR3.SA ORVR3.SA ORVR3.SA ORVR3.SA ORVR3.SA\n", " Date \n", " 2024-04-11 37.369999 37.599998 36.770000 37.599998 291100\n", " 2024-04-12 36.919998 38.049999 36.380001 37.849998 394500\n", " 2024-04-15 35.849998 36.779999 35.599998 36.770000 521100\n", " 2024-04-16 35.540001 36.000000 35.040001 35.380001 259300\n", " 2024-04-17 35.660000 36.189999 35.500000 35.939999 175400\n", " ... ... ... ... ... ...\n", " 2025-04-07 40.950001 41.830002 40.770000 41.200001 304100\n", " 2025-04-08 40.970001 41.689999 40.910000 41.439999 225100\n", " 2025-04-09 41.450001 41.720001 40.200001 40.910000 640800\n", " 2025-04-10 40.830002 41.650002 40.509998 41.639999 278200\n", " 2025-04-11 41.459999 41.779999 40.549999 40.630001 166800\n", " \n", " [252 rows x 5 columns],\n", " 'HETA3': Price Close High Low Open Volume\n", " Ticker HETA3.SA HETA3.SA HETA3.SA HETA3.SA HETA3.SA\n", " Date \n", " 2024-04-11 96.0 96.0 96.0 96.0 0\n", " 2024-04-12 96.0 96.0 96.0 96.0 0\n", " 2024-04-15 96.0 96.0 96.0 96.0 0\n", " 2024-04-16 96.0 96.0 96.0 96.0 0\n", " 2024-04-17 96.0 96.0 96.0 96.0 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 96.0 96.0 96.0 96.0 0\n", " 2025-04-08 96.0 96.0 96.0 96.0 0\n", " 2025-04-09 96.0 96.0 96.0 96.0 0\n", " 2025-04-10 96.0 96.0 96.0 96.0 0\n", " 2025-04-11 96.0 96.0 96.0 96.0 0\n", " \n", " [252 rows x 5 columns],\n", " 'BRIV4': Price Close High Low Open Volume\n", " Ticker BRIV4.SA BRIV4.SA BRIV4.SA BRIV4.SA BRIV4.SA\n", " Date \n", " 2024-04-11 12.54 12.54 12.54 12.54 0\n", " 2024-04-12 12.54 12.54 12.54 12.54 0\n", " 2024-04-15 12.54 12.54 12.54 12.54 0\n", " 2024-04-16 12.54 12.54 12.54 12.54 0\n", " 2024-04-17 12.54 12.54 12.54 12.54 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 12.54 12.54 12.54 12.54 0\n", " 2025-04-08 12.54 12.54 12.54 12.54 0\n", " 2025-04-09 12.54 12.54 12.54 12.54 0\n", " 2025-04-10 12.54 12.54 12.54 12.54 0\n", " 2025-04-11 12.54 12.54 12.54 12.54 0\n", " \n", " [252 rows x 5 columns],\n", " 'MSPA4': Price Close High Low Open Volume\n", " Ticker MSPA4.SA MSPA4.SA MSPA4.SA MSPA4.SA MSPA4.SA\n", " Date \n", " 2024-04-11 36.682190 36.682190 36.682190 36.682190 0\n", " 2024-04-12 36.682190 36.682190 36.682190 36.682190 0\n", " 2024-04-15 36.682190 36.682190 36.682190 36.682190 0\n", " 2024-04-16 36.682190 36.682190 36.682190 36.682190 0\n", " 2024-04-17 36.682190 36.682190 36.682190 36.682190 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 36.299999 36.299999 36.299999 36.299999 0\n", " 2025-04-08 36.299999 36.299999 36.299999 36.299999 0\n", " 2025-04-09 36.299999 36.299999 36.299999 36.299999 0\n", " 2025-04-10 36.299999 36.299999 36.299999 36.299999 0\n", " 2025-04-11 36.299999 36.299999 36.299999 36.299999 0\n", " \n", " [252 rows x 5 columns],\n", " 'BRIV3': Price Close High Low Open Volume\n", " Ticker BRIV3.SA BRIV3.SA BRIV3.SA BRIV3.SA BRIV3.SA\n", " Date \n", " 2024-04-11 12.86 12.86 12.86 12.86 0\n", " 2024-04-12 12.86 12.86 12.86 12.86 0\n", " 2024-04-15 12.86 12.86 12.86 12.86 0\n", " 2024-04-16 12.86 12.86 12.86 12.86 0\n", " 2024-04-17 12.86 12.86 12.86 12.86 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 12.86 12.86 12.86 12.86 0\n", " 2025-04-08 12.86 12.86 12.86 12.86 0\n", " 2025-04-09 12.86 12.86 12.86 12.86 0\n", " 2025-04-10 12.86 12.86 12.86 12.86 0\n", " 2025-04-11 12.86 12.86 12.86 12.86 0\n", " \n", " [252 rows x 5 columns],\n", " 'PRNR3': Price Close High Low Open Volume\n", " Ticker PRNR3.SA PRNR3.SA PRNR3.SA PRNR3.SA PRNR3.SA\n", " Date \n", " 2024-04-11 13.484495 13.564050 13.235887 13.514328 364400\n", " 2024-04-12 13.285608 13.404940 13.037000 13.385052 936800\n", " 2024-04-15 12.559673 13.404940 12.529841 13.295553 603900\n", " 2024-04-16 12.330954 12.579562 12.151957 12.500007 377500\n", " 2024-04-17 12.281233 12.629283 12.022680 12.340898 1042800\n", " ... ... ... ... ... ...\n", " 2025-04-07 16.670000 17.070000 16.320000 16.700001 297500\n", " 2025-04-08 16.639999 17.040001 16.350000 16.830000 185900\n", " 2025-04-09 17.209999 17.209999 16.340000 16.650000 464100\n", " 2025-04-10 16.799999 17.150000 16.760000 17.100000 262600\n", " 2025-04-11 17.100000 17.190001 16.690001 16.750000 146300\n", " \n", " [252 rows x 5 columns],\n", " 'QUAL3': Price Close High Low Open Volume\n", " Ticker QUAL3.SA QUAL3.SA QUAL3.SA QUAL3.SA QUAL3.SA\n", " Date \n", " 2024-04-11 1.56 1.61 1.56 1.57 6041400\n", " 2024-04-12 1.47 1.58 1.46 1.56 7762100\n", " 2024-04-15 1.37 1.48 1.37 1.48 8344600\n", " 2024-04-16 1.36 1.45 1.35 1.37 9196600\n", " 2024-04-17 1.35 1.41 1.34 1.40 6304300\n", " ... ... ... ... ... ...\n", " 2025-04-07 1.80 1.83 1.70 1.78 2931900\n", " 2025-04-08 1.77 1.85 1.75 1.81 2710800\n", " 2025-04-09 1.94 1.95 1.75 1.76 4674700\n", " 2025-04-10 1.93 1.95 1.87 1.92 2586500\n", " 2025-04-11 2.01 2.01 1.90 1.90 2702900\n", " \n", " [252 rows x 5 columns],\n", " 'MSPA3': Price Close High Low Open Volume\n", " Ticker MSPA3.SA MSPA3.SA MSPA3.SA MSPA3.SA MSPA3.SA\n", " Date \n", " 2024-04-11 42.711071 42.711071 42.711071 42.711071 0\n", " 2024-04-12 42.711071 42.711071 42.711071 42.711071 0\n", " 2024-04-15 42.711071 42.711071 42.711071 42.711071 0\n", " 2024-04-16 42.711071 42.711071 42.711071 42.711071 0\n", " 2024-04-17 42.711071 42.711071 42.711071 42.711071 0\n", " ... ... ... ... ... ...\n", " 2025-04-07 47.000000 47.000000 47.000000 47.000000 0\n", " 2025-04-08 47.000000 47.000000 47.000000 47.000000 0\n", " 2025-04-09 47.000000 47.000000 47.000000 47.000000 0\n", " 2025-04-10 47.000000 47.000000 47.000000 47.000000 0\n", " 2025-04-11 47.000000 47.000000 47.000000 47.000000 0\n", " \n", " [252 rows x 5 columns],\n", " 'ESPA3': Price Close High Low Open Volume\n", " Ticker ESPA3.SA ESPA3.SA ESPA3.SA ESPA3.SA ESPA3.SA\n", " Date \n", " 2024-04-11 0.98 1.01 0.98 0.99 404500\n", " 2024-04-12 0.96 0.98 0.95 0.98 1083600\n", " 2024-04-15 0.94 0.98 0.94 0.97 1136400\n", " 2024-04-16 0.93 0.96 0.93 0.94 966500\n", " 2024-04-17 0.88 0.96 0.86 0.94 1450700\n", " ... ... ... ... ... ...\n", " 2025-04-07 0.70 0.70 0.69 0.70 255700\n", " 2025-04-08 0.70 0.71 0.68 0.71 648700\n", " 2025-04-09 0.72 0.72 0.68 0.70 286300\n", " 2025-04-10 0.72 0.72 0.71 0.71 97000\n", " 2025-04-11 0.72 0.73 0.71 0.72 316600\n", " \n", " [252 rows x 5 columns],\n", " 'LAND3': Price Close High Low Open Volume\n", " Ticker LAND3.SA LAND3.SA LAND3.SA LAND3.SA LAND3.SA\n", " Date \n", " 2024-04-11 14.454132 15.110234 14.314959 14.702656 66300\n", " 2024-04-12 14.215549 14.295077 13.479920 14.175786 108000\n", " 2024-04-15 14.414369 14.911416 13.947144 13.947144 69500\n", " 2024-04-16 14.424310 14.633070 14.096259 14.523719 70600\n", " 2024-04-17 14.235431 14.483954 14.235431 14.394486 37900\n", " ... ... ... ... ... ...\n", " 2025-04-07 14.780000 14.780000 14.030000 14.500000 25200\n", " 2025-04-08 14.570000 14.820000 14.250000 14.760000 27400\n", " 2025-04-09 14.580000 14.580000 14.100000 14.340000 53500\n", " 2025-04-10 14.230000 14.690000 14.230000 14.690000 15100\n", " 2025-04-11 14.160000 14.360000 14.160000 14.220000 42100\n", " \n", " [252 rows x 5 columns],\n", " 'ENEV3': Price Close High Low Open Volume\n", " Ticker ENEV3.SA ENEV3.SA ENEV3.SA ENEV3.SA ENEV3.SA\n", " Date \n", " 2024-04-11 12.70 12.80 12.58 12.80 5988400\n", " 2024-04-12 12.53 12.72 12.39 12.57 7501000\n", " 2024-04-15 12.25 12.50 12.20 12.46 16798400\n", " 2024-04-16 12.15 12.27 12.04 12.04 11519800\n", " 2024-04-17 12.05 12.22 11.98 12.19 7606700\n", " ... ... ... ... ... ...\n", " 2025-04-07 11.70 12.07 11.48 11.87 22764900\n", " 2025-04-08 11.95 12.04 11.68 11.76 6428700\n", " 2025-04-09 12.34 12.54 11.75 11.92 9696700\n", " 2025-04-10 12.22 12.39 12.09 12.15 6443700\n", " 2025-04-11 12.44 12.50 12.20 12.34 9079600\n", " \n", " [252 rows x 5 columns],\n", " 'VSTE3': Price Close High Low Open Volume\n", " Ticker VSTE3.SA VSTE3.SA VSTE3.SA VSTE3.SA VSTE3.SA\n", " Date \n", " 2024-04-11 15.950663 16.349429 15.950663 15.950663 1300\n", " 2024-04-12 15.950663 16.379337 15.761249 15.761249 1200\n", " 2024-04-15 15.113253 15.950663 15.093315 15.950663 3700\n", " 2024-04-16 14.893930 15.053438 14.854054 14.854054 4400\n", " 2024-04-17 14.903900 14.903900 14.335658 14.614794 8000\n", " ... ... ... ... ... ...\n", " 2025-04-07 6.730000 6.770000 6.620000 6.700000 9800\n", " 2025-04-08 6.790000 6.950000 6.640000 6.730000 2300\n", " 2025-04-09 6.700000 6.720000 6.620000 6.620000 2400\n", " 2025-04-10 6.770000 6.800000 6.620000 6.800000 400\n", " 2025-04-11 6.800000 6.840000 6.630000 6.840000 2900\n", " \n", " [248 rows x 5 columns],\n", " 'LJQQ3': Price Close High Low Open Volume\n", " Ticker LJQQ3.SA LJQQ3.SA LJQQ3.SA LJQQ3.SA LJQQ3.SA\n", " Date \n", " 2024-04-11 5.107094 5.286788 5.069264 5.173297 1288300\n", " 2024-04-12 4.861197 5.154382 4.794994 5.154382 2200500\n", " 2024-04-15 4.586927 4.870655 4.511267 4.861197 3043400\n", " 2024-04-16 4.501810 4.539640 4.331573 4.520725 3112900\n", " 2024-04-17 4.463979 4.690961 4.445064 4.568012 2079200\n", " ... ... ... ... ... ...\n", " 2025-04-07 2.700000 2.820000 2.600000 2.790000 3618300\n", " 2025-04-08 2.570000 2.770000 2.560000 2.730000 3233600\n", " 2025-04-09 2.750000 2.770000 2.480000 2.490000 4656400\n", " 2025-04-10 2.540000 2.760000 2.510000 2.760000 3996400\n", " 2025-04-11 2.580000 2.620000 2.490000 2.550000 3066700\n", " \n", " [252 rows x 5 columns]}" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 28 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-13T22:34:03.425386Z", "start_time": "2025-04-13T22:34:03.421453Z" } }, "cell_type": "code", "source": [ "def tratar_csv_acao(dados, ticker):\n", " \"\"\"\n", " Trata o formato do CSV de ações removendo linhas desnecessárias\n", " e ajustando o cabeçalho\n", "\n", " Args:\n", " dados: DataFrame com os dados originais ou caminho para o arquivo CSV\n", " ticker: Ticker da ação\n", "\n", " Returns:\n", " DataFrame tratado com o formato correto\n", " \"\"\"\n", " # Verificar se dados é um DataFrame ou um caminho para arquivo\n", " if isinstance(dados, str):\n", " # Se for um caminho, carregar o CSV\n", " dados = pd.read_csv(dados)\n", "\n", " # Pular as duas primeiras linhas após o cabeçalho\n", " dados_tratados = dados.iloc[3:].copy()\n", "\n", " # Renomear as colunas, removendo o nome do ticker de cada coluna\n", " colunas_originais = dados.columns.tolist()\n", " colunas_novas = [nome_col for nome_col, _ in colunas_originais]\n", " dados_tratados.columns = colunas_novas\n", "\n", " return dados_tratados" ], "id": "c35a4881789ac8b4", "outputs": [], "execution_count": 71 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-13T22:34:03.654289Z", "start_time": "2025-04-13T22:34:03.647494Z" } }, "cell_type": "code", "source": [ "def salvar_dados_historicos_csv(dados_historicos, diretorio='dados_acoes'):\n", " \"\"\"\n", " Salva os dados históricos das ações em arquivos CSV\n", "\n", " Args:\n", " dados_historicos: Dicionário com ticker como chave e DataFrame como valor\n", " diretorio: Diretório onde os arquivos CSV serão salvos\n", "\n", " Returns:\n", " Lista de arquivos CSV salvos\n", " \"\"\"\n", "\n", " if not os.path.exists(diretorio):\n", " os.makedirs(diretorio)\n", "\n", " arquivos_salvos = []\n", "\n", " for ticker, dados in dados_historicos.items():\n", " try:\n", " caminho_arquivo = os.path.join(diretorio, f\"{ticker}.csv\")\n", "\n", " dados_tratado = tratar_csv_acao(dados, ticker)\n", "\n", " dados_tratado.to_csv(caminho_arquivo)\n", " arquivos_salvos.append(caminho_arquivo)\n", " print(f\"Dados de {ticker} salvos em {caminho_arquivo}\")\n", " except Exception as e:\n", " print(f\"Erro ao salvar {ticker}: {e}\")\n", "\n", " print(f\"\\nTotal de {len(arquivos_salvos)} arquivos CSV salvos no diretório '{diretorio}'\")\n", " return arquivos_salvos" ], "id": "43c27e867e282d74", "outputs": [], "execution_count": 72 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-13T22:34:04.924766Z", "start_time": "2025-04-13T22:34:03.994823Z" } }, "cell_type": "code", "source": "arquivos = salvar_dados_historicos_csv(acoes_historico)", "id": "d7c8256cc3b61145", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dados de SEER3 salvos em dados_acoes/SEER3.csv\n", "Dados de FRIO3 salvos em dados_acoes/FRIO3.csv\n", "Dados de USIM6 salvos em dados_acoes/USIM6.csv\n", "Dados de AMBP3 salvos em dados_acoes/AMBP3.csv\n", "Dados de CLSA3 salvos em dados_acoes/CLSA3.csv\n", "Dados de OPCT3 salvos em dados_acoes/OPCT3.csv\n", "Dados de FICT3 salvos em dados_acoes/FICT3.csv\n", "Dados de AURA33 salvos em dados_acoes/AURA33.csv\n", "Dados de USIM5 salvos em dados_acoes/USIM5.csv\n", "Dados de USIM3 salvos em dados_acoes/USIM3.csv\n", "Dados de PETZ3 salvos em dados_acoes/PETZ3.csv\n", "Dados de ALPK3 salvos em dados_acoes/ALPK3.csv\n", "Dados de DTCY3 salvos em dados_acoes/DTCY3.csv\n", "Dados de CASH3 salvos em dados_acoes/CASH3.csv\n", "Dados de JALL3 salvos em dados_acoes/JALL3.csv\n", "Dados de RAIL3 salvos em dados_acoes/RAIL3.csv\n", "Dados de FIEI3 salvos em dados_acoes/FIEI3.csv\n", "Dados de DOHL3 salvos em dados_acoes/DOHL3.csv\n", "Dados de SCAR3 salvos em dados_acoes/SCAR3.csv\n", "Dados de HAPV3 salvos em dados_acoes/HAPV3.csv\n", "Dados de MAPT4 salvos em dados_acoes/MAPT4.csv\n", "Dados de MAPT3 salvos em dados_acoes/MAPT3.csv\n", "Dados de SIMH3 salvos em dados_acoes/SIMH3.csv\n", "Dados de ATED3 salvos em dados_acoes/ATED3.csv\n", "Dados de DOHL4 salvos em dados_acoes/DOHL4.csv\n", "Dados de TELB3 salvos em dados_acoes/TELB3.csv\n", "Dados de BIOM3 salvos em dados_acoes/BIOM3.csv\n", "Dados de CBAV3 salvos em dados_acoes/CBAV3.csv\n", "Dados de TELB4 salvos em dados_acoes/TELB4.csv\n", "Dados de CVCB3 salvos em dados_acoes/CVCB3.csv\n", "Dados de ECPR4 salvos em dados_acoes/ECPR4.csv\n", "Dados de ECPR3 salvos em dados_acoes/ECPR3.csv\n", "Dados de ENJU3 salvos em dados_acoes/ENJU3.csv\n", "Dados de SUZB3 salvos em dados_acoes/SUZB3.csv\n", "Dados de BRAV3 salvos em dados_acoes/BRAV3.csv\n", "Dados de RAIZ4 salvos em dados_acoes/RAIZ4.csv\n", "Dados de ZAMP3 salvos em dados_acoes/ZAMP3.csv\n", "Dados de AALR3 salvos em dados_acoes/AALR3.csv\n", "Dados de GFSA3 salvos em dados_acoes/GFSA3.csv\n", "Dados de MRVE3 salvos em dados_acoes/MRVE3.csv\n", "Dados de NGRD3 salvos em dados_acoes/NGRD3.csv\n", "Dados de CRPG3 salvos em dados_acoes/CRPG3.csv\n", "Dados de ONCO3 salvos em dados_acoes/ONCO3.csv\n", "Dados de PTBL3 salvos em dados_acoes/PTBL3.csv\n", "Dados de CRPG6 salvos em dados_acoes/CRPG6.csv\n", "Dados de RCSL3 salvos em dados_acoes/RCSL3.csv\n", "Dados de AZTE3 salvos em dados_acoes/AZTE3.csv\n", "Dados de CRPG5 salvos em dados_acoes/CRPG5.csv\n", "Dados de MEAL3 salvos em dados_acoes/MEAL3.csv\n", "Dados de CSNA3 salvos em dados_acoes/CSNA3.csv\n", "Dados de AMOB3 salvos em dados_acoes/AMOB3.csv\n", "Dados de ADHM3 salvos em dados_acoes/ADHM3.csv\n", "Dados de RPAD5 salvos em dados_acoes/RPAD5.csv\n", "Dados de KRSA3 salvos em dados_acoes/KRSA3.csv\n", "Dados de MATD3 salvos em dados_acoes/MATD3.csv\n", "Dados de MGEL3 salvos em dados_acoes/MGEL3.csv\n", "Dados de TRAD3 salvos em dados_acoes/TRAD3.csv\n", "Dados de DMFN3 salvos em dados_acoes/DMFN3.csv\n", "Dados de CEED4 salvos em dados_acoes/CEED4.csv\n", "Dados de PDTC3 salvos em dados_acoes/PDTC3.csv\n", "Dados de MLAS3 salvos em dados_acoes/MLAS3.csv\n", "Dados de RPAD3 salvos em dados_acoes/RPAD3.csv\n", "Dados de RPAD6 salvos em dados_acoes/RPAD6.csv\n", "Dados de HBSA3 salvos em dados_acoes/HBSA3.csv\n", "Dados de DOTZ3 salvos em dados_acoes/DOTZ3.csv\n", "Dados de BEEF3 salvos em dados_acoes/BEEF3.csv\n", "Dados de RCSL4 salvos em dados_acoes/RCSL4.csv\n", "Dados de WEST3 salvos em dados_acoes/WEST3.csv\n", "Dados de AMAR3 salvos em dados_acoes/AMAR3.csv\n", "Dados de AZEV4 salvos em dados_acoes/AZEV4.csv\n", "Dados de RNEW11 salvos em dados_acoes/RNEW11.csv\n", "Dados de DASA3 salvos em dados_acoes/DASA3.csv\n", "Dados de RNEW3 salvos em dados_acoes/RNEW3.csv\n", "Dados de RNEW4 salvos em dados_acoes/RNEW4.csv\n", "Dados de AZEV3 salvos em dados_acoes/AZEV3.csv\n", "Dados de CEED3 salvos em dados_acoes/CEED3.csv\n", "Dados de LUPA3 salvos em dados_acoes/LUPA3.csv\n", "Dados de ESTR3 salvos em dados_acoes/ESTR3.csv\n", "Dados de SNSY5 salvos em dados_acoes/SNSY5.csv\n", "Dados de NTCO3 salvos em dados_acoes/NTCO3.csv\n", "Dados de CSAN3 salvos em dados_acoes/CSAN3.csv\n", "Dados de GPIV33 salvos em dados_acoes/GPIV33.csv\n", "Dados de BIED3 salvos em dados_acoes/BIED3.csv\n", "Dados de ESTR4 salvos em dados_acoes/ESTR4.csv\n", "Dados de TXRX3 salvos em dados_acoes/TXRX3.csv\n", "Dados de MGEL4 salvos em dados_acoes/MGEL4.csv\n", "Dados de VIVR3 salvos em dados_acoes/VIVR3.csv\n", "Dados de MBLY3 salvos em dados_acoes/MBLY3.csv\n", "Dados de RDNI3 salvos em dados_acoes/RDNI3.csv\n", "Dados de PCAR3 salvos em dados_acoes/PCAR3.csv\n", "Dados de BRKM3 salvos em dados_acoes/BRKM3.csv\n", "Dados de BRKM5 salvos em dados_acoes/BRKM5.csv\n", "Dados de PLAS3 salvos em dados_acoes/PLAS3.csv\n", "Dados de TCSA3 salvos em dados_acoes/TCSA3.csv\n", "Dados de BHIA3 salvos em dados_acoes/BHIA3.csv\n", "Dados de SHOW3 salvos em dados_acoes/SHOW3.csv\n", "Dados de BRPR3 salvos em dados_acoes/BRPR3.csv\n", "Dados de BRKM6 salvos em dados_acoes/BRKM6.csv\n", "Dados de BDLL3 salvos em dados_acoes/BDLL3.csv\n", "Dados de BDLL4 salvos em dados_acoes/BDLL4.csv\n", "Dados de CTNM3 salvos em dados_acoes/CTNM3.csv\n", "Dados de VVEO3 salvos em dados_acoes/VVEO3.csv\n", "Dados de CTSA3 salvos em dados_acoes/CTSA3.csv\n", "Dados de INEP3 salvos em dados_acoes/INEP3.csv\n", "Dados de INEP4 salvos em dados_acoes/INEP4.csv\n", "Dados de AERI3 salvos em dados_acoes/AERI3.csv\n", "Dados de ATMP3 salvos em dados_acoes/ATMP3.csv\n", "Dados de TXRX4 salvos em dados_acoes/TXRX4.csv\n", "Dados de NEXP3 salvos em dados_acoes/NEXP3.csv\n", "Dados de RPMG3 salvos em dados_acoes/RPMG3.csv\n", "Dados de FHER3 salvos em dados_acoes/FHER3.csv\n", "Dados de CTSA4 salvos em dados_acoes/CTSA4.csv\n", "Dados de JFEN3 salvos em dados_acoes/JFEN3.csv\n", "Dados de TEKA3 salvos em dados_acoes/TEKA3.csv\n", "Dados de GOLL4 salvos em dados_acoes/GOLL4.csv\n", "Dados de SEQL3 salvos em dados_acoes/SEQL3.csv\n", "Dados de PMAM3 salvos em dados_acoes/PMAM3.csv\n", "Dados de TEKA4 salvos em dados_acoes/TEKA4.csv\n", "Dados de AGXY3 salvos em dados_acoes/AGXY3.csv\n", "Dados de IFCM3 salvos em dados_acoes/IFCM3.csv\n", "Dados de CTNM4 salvos em dados_acoes/CTNM4.csv\n", "Dados de PDGR3 salvos em dados_acoes/PDGR3.csv\n", "Dados de SGPS3 salvos em dados_acoes/SGPS3.csv\n", "Dados de GSHP3 salvos em dados_acoes/GSHP3.csv\n", "Dados de OSXB3 salvos em dados_acoes/OSXB3.csv\n", "Dados de TENE5 salvos em dados_acoes/TENE5.csv\n", "Dados de VSPT3 salvos em dados_acoes/VSPT3.csv\n", "Dados de IRBR3 salvos em dados_acoes/IRBR3.csv\n", "Dados de GEPA3 salvos em dados_acoes/GEPA3.csv\n", "Dados de GEPA4 salvos em dados_acoes/GEPA4.csv\n", "Dados de TIMS3 salvos em dados_acoes/TIMS3.csv\n", "Dados de OIBR3 salvos em dados_acoes/OIBR3.csv\n", "Dados de CORR3 salvos em dados_acoes/CORR3.csv\n", "Dados de BPHA3 salvos em dados_acoes/BPHA3.csv\n", "Dados de AMER3 salvos em dados_acoes/AMER3.csv\n", "Dados de AZUL4 salvos em dados_acoes/AZUL4.csv\n", "Dados de RSID3 salvos em dados_acoes/RSID3.csv\n", "Dados de SLED4 salvos em dados_acoes/SLED4.csv\n", "Dados de OIBR4 salvos em dados_acoes/OIBR4.csv\n", "Dados de CORR4 salvos em dados_acoes/CORR4.csv\n", "Dados de SLED3 salvos em dados_acoes/SLED3.csv\n", "Dados de HOOT4 salvos em dados_acoes/HOOT4.csv\n", "Dados de MWET4 salvos em dados_acoes/MWET4.csv\n", "Dados de MWET3 salvos em dados_acoes/MWET3.csv\n", "Dados de NORD3 salvos em dados_acoes/NORD3.csv\n", "Dados de LIGT3 salvos em dados_acoes/LIGT3.csv\n", "Dados de APTI4 salvos em dados_acoes/APTI4.csv\n", "Dados de SYNE3 salvos em dados_acoes/SYNE3.csv\n", "Dados de CTKA4 salvos em dados_acoes/CTKA4.csv\n", "Dados de CEDO4 salvos em dados_acoes/CEDO4.csv\n", "Dados de CTKA3 salvos em dados_acoes/CTKA3.csv\n", "Dados de CEDO3 salvos em dados_acoes/CEDO3.csv\n", "Dados de MMAQ4 salvos em dados_acoes/MMAQ4.csv\n", "Dados de MMAQ3 salvos em dados_acoes/MMAQ3.csv\n", "Dados de FIGE3 salvos em dados_acoes/FIGE3.csv\n", "Dados de AHEB3 salvos em dados_acoes/AHEB3.csv\n", "Dados de AHEB5 salvos em dados_acoes/AHEB5.csv\n", "Dados de PRIO3 salvos em dados_acoes/PRIO3.csv\n", "Dados de AHEB6 salvos em dados_acoes/AHEB6.csv\n", "Dados de VBBR3 salvos em dados_acoes/VBBR3.csv\n", "Dados de VTRU3 salvos em dados_acoes/VTRU3.csv\n", "Dados de JHSF3 salvos em dados_acoes/JHSF3.csv\n", "Dados de BGIP4 salvos em dados_acoes/BGIP4.csv\n", "Dados de BOBR3 salvos em dados_acoes/BOBR3.csv\n", "Dados de BGIP3 salvos em dados_acoes/BGIP3.csv\n", "Dados de PINE4 salvos em dados_acoes/PINE4.csv\n", "Dados de HETA4 salvos em dados_acoes/HETA4.csv\n", "Dados de PINE3 salvos em dados_acoes/PINE3.csv\n", "Dados de CAML3 salvos em dados_acoes/CAML3.csv\n", "Dados de HBOR3 salvos em dados_acoes/HBOR3.csv\n", "Dados de CLSC3 salvos em dados_acoes/CLSC3.csv\n", "Dados de CMIG4 salvos em dados_acoes/CMIG4.csv\n", "Dados de COCE5 salvos em dados_acoes/COCE5.csv\n", "Dados de ISAE4 salvos em dados_acoes/ISAE4.csv\n", "Dados de BALM4 salvos em dados_acoes/BALM4.csv\n", "Dados de BMEB3 salvos em dados_acoes/BMEB3.csv\n", "Dados de BNBR3 salvos em dados_acoes/BNBR3.csv\n", "Dados de COCE3 salvos em dados_acoes/COCE3.csv\n", "Dados de TKNO4 salvos em dados_acoes/TKNO4.csv\n", "Dados de ALLD3 salvos em dados_acoes/ALLD3.csv\n", "Dados de CLSC4 salvos em dados_acoes/CLSC4.csv\n", "Dados de POMO3 salvos em dados_acoes/POMO3.csv\n", "Dados de BAZA3 salvos em dados_acoes/BAZA3.csv\n", "Dados de BMEB4 salvos em dados_acoes/BMEB4.csv\n", "Dados de EALT3 salvos em dados_acoes/EALT3.csv\n", "Dados de ENGI4 salvos em dados_acoes/ENGI4.csv\n", "Dados de BBAS3 salvos em dados_acoes/BBAS3.csv\n", "Dados de EALT4 salvos em dados_acoes/EALT4.csv\n", "Dados de NUTR3 salvos em dados_acoes/NUTR3.csv\n", "Dados de ECOR3 salvos em dados_acoes/ECOR3.csv\n", "Dados de BRSR6 salvos em dados_acoes/BRSR6.csv\n", "Dados de BPAR3 salvos em dados_acoes/BPAR3.csv\n", "Dados de COGN3 salvos em dados_acoes/COGN3.csv\n", "Dados de LOGG3 salvos em dados_acoes/LOGG3.csv\n", "Dados de ABCB4 salvos em dados_acoes/ABCB4.csv\n", "Dados de ENGI11 salvos em dados_acoes/ENGI11.csv\n", "Dados de CBEE3 salvos em dados_acoes/CBEE3.csv\n", "Dados de BMGB4 salvos em dados_acoes/BMGB4.csv\n", "Dados de BALM3 salvos em dados_acoes/BALM3.csv\n", "Dados de TPIS3 salvos em dados_acoes/TPIS3.csv\n", "Dados de CEEB5 salvos em dados_acoes/CEEB5.csv\n", "Dados de MDNE3 salvos em dados_acoes/MDNE3.csv\n", "Dados de SBFG3 salvos em dados_acoes/SBFG3.csv\n", "Dados de CAMB3 salvos em dados_acoes/CAMB3.csv\n", "Dados de CGRA4 salvos em dados_acoes/CGRA4.csv\n", "Dados de CGRA3 salvos em dados_acoes/CGRA3.csv\n", "Dados de BRSR3 salvos em dados_acoes/BRSR3.csv\n", "Dados de GOAU4 salvos em dados_acoes/GOAU4.csv\n", "Dados de SAPR3 salvos em dados_acoes/SAPR3.csv\n", "Dados de VLID3 salvos em dados_acoes/VLID3.csv\n", "Dados de SAPR11 salvos em dados_acoes/SAPR11.csv\n", "Dados de SAPR4 salvos em dados_acoes/SAPR4.csv\n", "Dados de LAVV3 salvos em dados_acoes/LAVV3.csv\n", "Dados de BRAP3 salvos em dados_acoes/BRAP3.csv\n", "Dados de CEEB3 salvos em dados_acoes/CEEB3.csv\n", "Dados de GOAU3 salvos em dados_acoes/GOAU3.csv\n", "Dados de LUXM3 salvos em dados_acoes/LUXM3.csv\n", "Dados de BRAP4 salvos em dados_acoes/BRAP4.csv\n", "Dados de RANI3 salvos em dados_acoes/RANI3.csv\n", "Dados de CSMG3 salvos em dados_acoes/CSMG3.csv\n", "Dados de HAGA4 salvos em dados_acoes/HAGA4.csv\n", "Dados de POMO4 salvos em dados_acoes/POMO4.csv\n", "Dados de CMIG3 salvos em dados_acoes/CMIG3.csv\n", "Dados de TECN3 salvos em dados_acoes/TECN3.csv\n", "Dados de DEXP4 salvos em dados_acoes/DEXP4.csv\n", "Dados de EUCA4 salvos em dados_acoes/EUCA4.csv\n", "Dados de EQMA3B salvos em dados_acoes/EQMA3B.csv\n", "Dados de CYRE3 salvos em dados_acoes/CYRE3.csv\n", "Dados de DEXP3 salvos em dados_acoes/DEXP3.csv\n", "Dados de COCE6 salvos em dados_acoes/COCE6.csv\n", "Dados de AVLL3 salvos em dados_acoes/AVLL3.csv\n", "Dados de WIZC3 salvos em dados_acoes/WIZC3.csv\n", "Dados de BOBR4 salvos em dados_acoes/BOBR4.csv\n", "Dados de ISAE3 salvos em dados_acoes/ISAE3.csv\n", "Dados de LVTC3 salvos em dados_acoes/LVTC3.csv\n", "Dados de SMTO3 salvos em dados_acoes/SMTO3.csv\n", "Dados de MRFG3 salvos em dados_acoes/MRFG3.csv\n", "Dados de BBDC3 salvos em dados_acoes/BBDC3.csv\n", "Dados de BRSR5 salvos em dados_acoes/BRSR5.csv\n", "Dados de RAPT3 salvos em dados_acoes/RAPT3.csv\n", "Dados de MYPK3 salvos em dados_acoes/MYPK3.csv\n", "Dados de GGBR3 salvos em dados_acoes/GGBR3.csv\n", "Dados de RAPT4 salvos em dados_acoes/RAPT4.csv\n", "Dados de MRSA6B salvos em dados_acoes/MRSA6B.csv\n", "Dados de WHRL3 salvos em dados_acoes/WHRL3.csv\n", "Dados de MRSA5B salvos em dados_acoes/MRSA5B.csv\n", "Dados de GGBR4 salvos em dados_acoes/GGBR4.csv\n", "Dados de LUXM4 salvos em dados_acoes/LUXM4.csv\n", "Dados de KEPL3 salvos em dados_acoes/KEPL3.csv\n", "Dados de BEES3 salvos em dados_acoes/BEES3.csv\n", "Dados de MRSA3B salvos em dados_acoes/MRSA3B.csv\n", "Dados de NEOE3 salvos em dados_acoes/NEOE3.csv\n", "Dados de TRIS3 salvos em dados_acoes/TRIS3.csv\n", "Dados de GRND3 salvos em dados_acoes/GRND3.csv\n", "Dados de BEES4 salvos em dados_acoes/BEES4.csv\n", "Dados de TAEE3 salvos em dados_acoes/TAEE3.csv\n", "Dados de TAEE11 salvos em dados_acoes/TAEE11.csv\n", "Dados de EQPA3 salvos em dados_acoes/EQPA3.csv\n", "Dados de TAEE4 salvos em dados_acoes/TAEE4.csv\n", "Dados de ENGI3 salvos em dados_acoes/ENGI3.csv\n", "Dados de WHRL4 salvos em dados_acoes/WHRL4.csv\n", "Dados de BBDC4 salvos em dados_acoes/BBDC4.csv\n", "Dados de RSUL4 salvos em dados_acoes/RSUL4.csv\n", "Dados de CMIN3 salvos em dados_acoes/CMIN3.csv\n", "Dados de ITSA4 salvos em dados_acoes/ITSA4.csv\n", "Dados de PLPL3 salvos em dados_acoes/PLPL3.csv\n", "Dados de ITSA3 salvos em dados_acoes/ITSA3.csv\n", "Dados de BPAC5 salvos em dados_acoes/BPAC5.csv\n", "Dados de SANB3 salvos em dados_acoes/SANB3.csv\n", "Dados de INTB3 salvos em dados_acoes/INTB3.csv\n", "Dados de VIVA3 salvos em dados_acoes/VIVA3.csv\n", "Dados de SOND6 salvos em dados_acoes/SOND6.csv\n", "Dados de ETER3 salvos em dados_acoes/ETER3.csv\n", "Dados de EUCA3 salvos em dados_acoes/EUCA3.csv\n", "Dados de WLMM3 salvos em dados_acoes/WLMM3.csv\n", "Dados de ROMI3 salvos em dados_acoes/ROMI3.csv\n", "Dados de SOND5 salvos em dados_acoes/SOND5.csv\n", "Dados de LEVE3 salvos em dados_acoes/LEVE3.csv\n", "Dados de SHUL4 salvos em dados_acoes/SHUL4.csv\n", "Dados de CEBR3 salvos em dados_acoes/CEBR3.csv\n", "Dados de VULC3 salvos em dados_acoes/VULC3.csv\n", "Dados de FIQE3 salvos em dados_acoes/FIQE3.csv\n", "Dados de MILS3 salvos em dados_acoes/MILS3.csv\n", "Dados de EGIE3 salvos em dados_acoes/EGIE3.csv\n", "Dados de PFRM3 salvos em dados_acoes/PFRM3.csv\n", "Dados de SBSP3 salvos em dados_acoes/SBSP3.csv\n", "Dados de BRBI11 salvos em dados_acoes/BRBI11.csv\n", "Dados de FESA4 salvos em dados_acoes/FESA4.csv\n", "Dados de CEBR5 salvos em dados_acoes/CEBR5.csv\n", "Dados de CSUD3 salvos em dados_acoes/CSUD3.csv\n", "Dados de SANB11 salvos em dados_acoes/SANB11.csv\n", "Dados de VALE3 salvos em dados_acoes/VALE3.csv\n", "Dados de MTRE3 salvos em dados_acoes/MTRE3.csv\n", "Dados de JSLG3 salvos em dados_acoes/JSLG3.csv\n", "Dados de FIGE4 salvos em dados_acoes/FIGE4.csv\n", "Dados de SOND3 salvos em dados_acoes/SOND3.csv\n", "Dados de PATI3 salvos em dados_acoes/PATI3.csv\n", "Dados de UGPA3 salvos em dados_acoes/UGPA3.csv\n", "Dados de HBRE3 salvos em dados_acoes/HBRE3.csv\n", "Dados de CPFE3 salvos em dados_acoes/CPFE3.csv\n", "Dados de SANB4 salvos em dados_acoes/SANB4.csv\n", "Dados de AGRO3 salvos em dados_acoes/AGRO3.csv\n", "Dados de UCAS3 salvos em dados_acoes/UCAS3.csv\n", "Dados de ITUB3 salvos em dados_acoes/ITUB3.csv\n", "Dados de CEAB3 salvos em dados_acoes/CEAB3.csv\n", "Dados de CEBR6 salvos em dados_acoes/CEBR6.csv\n", "Dados de EQPA5 salvos em dados_acoes/EQPA5.csv\n", "Dados de TGMA3 salvos em dados_acoes/TGMA3.csv\n", "Dados de EZTC3 salvos em dados_acoes/EZTC3.csv\n", "Dados de EKTR3 salvos em dados_acoes/EKTR3.csv\n", "Dados de WLMM4 salvos em dados_acoes/WLMM4.csv\n", "Dados de ALUP4 salvos em dados_acoes/ALUP4.csv\n", "Dados de ALUP11 salvos em dados_acoes/ALUP11.csv\n", "Dados de ARML3 salvos em dados_acoes/ARML3.csv\n", "Dados de POSI3 salvos em dados_acoes/POSI3.csv\n", "Dados de DIRR3 salvos em dados_acoes/DIRR3.csv\n", "Dados de EQPA6 salvos em dados_acoes/EQPA6.csv\n", "Dados de ALUP3 salvos em dados_acoes/ALUP3.csv\n", "Dados de OFSA3 salvos em dados_acoes/OFSA3.csv\n", "Dados de MOVI3 salvos em dados_acoes/MOVI3.csv\n", "Dados de RECV3 salvos em dados_acoes/RECV3.csv\n", "Dados de MULT3 salvos em dados_acoes/MULT3.csv\n", "Dados de HYPE3 salvos em dados_acoes/HYPE3.csv\n", "Dados de PTNT4 salvos em dados_acoes/PTNT4.csv\n", "Dados de BBSE3 salvos em dados_acoes/BBSE3.csv\n", "Dados de ITUB4 salvos em dados_acoes/ITUB4.csv\n", "Dados de ELET3 salvos em dados_acoes/ELET3.csv\n", "Dados de EQPA7 salvos em dados_acoes/EQPA7.csv\n", "Dados de REDE3 salvos em dados_acoes/REDE3.csv\n", "Dados de CGAS3 salvos em dados_acoes/CGAS3.csv\n", "Dados de CSED3 salvos em dados_acoes/CSED3.csv\n", "Dados de JOPA3 salvos em dados_acoes/JOPA3.csv\n", "Dados de MELK3 salvos em dados_acoes/MELK3.csv\n", "Dados de PSSA3 salvos em dados_acoes/PSSA3.csv\n", "Dados de JBSS3 salvos em dados_acoes/JBSS3.csv\n", "Dados de TTEN3 salvos em dados_acoes/TTEN3.csv\n", "Dados de VITT3 salvos em dados_acoes/VITT3.csv\n", "Dados de PATI4 salvos em dados_acoes/PATI4.csv\n", "Dados de CGAS5 salvos em dados_acoes/CGAS5.csv\n", "Dados de ELET6 salvos em dados_acoes/ELET6.csv\n", "Dados de CRFB3 salvos em dados_acoes/CRFB3.csv\n", "Dados de UNIP3 salvos em dados_acoes/UNIP3.csv\n", "Dados de HAGA3 salvos em dados_acoes/HAGA3.csv\n", "Dados de CPLE3 salvos em dados_acoes/CPLE3.csv\n", "Dados de EPAR3 salvos em dados_acoes/EPAR3.csv\n", "Dados de CPLE5 salvos em dados_acoes/CPLE5.csv\n", "Dados de YDUQ3 salvos em dados_acoes/YDUQ3.csv\n", "Dados de LPSB3 salvos em dados_acoes/LPSB3.csv\n", "Dados de DESK3 salvos em dados_acoes/DESK3.csv\n", "Dados de BLAU3 salvos em dados_acoes/BLAU3.csv\n", "Dados de FLRY3 salvos em dados_acoes/FLRY3.csv\n", "Dados de BRFS3 salvos em dados_acoes/BRFS3.csv\n", "Dados de JOPA4 salvos em dados_acoes/JOPA4.csv\n", "Dados de BPAC11 salvos em dados_acoes/BPAC11.csv\n", "Dados de ODPV3 salvos em dados_acoes/ODPV3.csv\n", "Dados de EKTR4 salvos em dados_acoes/EKTR4.csv\n", "Dados de DMVF3 salvos em dados_acoes/DMVF3.csv\n", "Dados de UNIP6 salvos em dados_acoes/UNIP6.csv\n", "Dados de PETR4 salvos em dados_acoes/PETR4.csv\n", "Dados de UNIP5 salvos em dados_acoes/UNIP5.csv\n", "Dados de LREN3 salvos em dados_acoes/LREN3.csv\n", "Dados de CPLE6 salvos em dados_acoes/CPLE6.csv\n", "Dados de BMIN4 salvos em dados_acoes/BMIN4.csv\n", "Dados de MTSA4 salvos em dados_acoes/MTSA4.csv\n", "Dados de IGTI3 salvos em dados_acoes/IGTI3.csv\n", "Dados de BMKS3 salvos em dados_acoes/BMKS3.csv\n", "Dados de CURY3 salvos em dados_acoes/CURY3.csv\n", "Dados de BMIN3 salvos em dados_acoes/BMIN3.csv\n", "Dados de BPAN4 salvos em dados_acoes/BPAN4.csv\n", "Dados de PETR3 salvos em dados_acoes/PETR3.csv\n", "Dados de PTNT3 salvos em dados_acoes/PTNT3.csv\n", "Dados de ANIM3 salvos em dados_acoes/ANIM3.csv\n", "Dados de BMOB3 salvos em dados_acoes/BMOB3.csv\n", "Dados de KLBN4 salvos em dados_acoes/KLBN4.csv\n", "Dados de CXSE3 salvos em dados_acoes/CXSE3.csv\n", "Dados de KLBN11 salvos em dados_acoes/KLBN11.csv\n", "Dados de PNVL3 salvos em dados_acoes/PNVL3.csv\n", "Dados de MDIA3 salvos em dados_acoes/MDIA3.csv\n", "Dados de KLBN3 salvos em dados_acoes/KLBN3.csv\n", "Dados de GMAT3 salvos em dados_acoes/GMAT3.csv\n", "Dados de AFLT3 salvos em dados_acoes/AFLT3.csv\n", "Dados de GGPS3 salvos em dados_acoes/GGPS3.csv\n", "Dados de FESA3 salvos em dados_acoes/FESA3.csv\n", "Dados de B3SA3 salvos em dados_acoes/B3SA3.csv\n", "Dados de VAMO3 salvos em dados_acoes/VAMO3.csv\n", "Dados de GUAR3 salvos em dados_acoes/GUAR3.csv\n", "Dados de IGTI11 salvos em dados_acoes/IGTI11.csv\n", "Dados de TFCO4 salvos em dados_acoes/TFCO4.csv\n", "Dados de TASA4 salvos em dados_acoes/TASA4.csv\n", "Dados de TASA3 salvos em dados_acoes/TASA3.csv\n", "Dados de SOJA3 salvos em dados_acoes/SOJA3.csv\n", "Dados de ASAI3 salvos em dados_acoes/ASAI3.csv\n", "Dados de ABEV3 salvos em dados_acoes/ABEV3.csv\n", "Dados de VIVT3 salvos em dados_acoes/VIVT3.csv\n", "Dados de EQTL3 salvos em dados_acoes/EQTL3.csv\n", "Dados de ALOS3 salvos em dados_acoes/ALOS3.csv\n", "Dados de ENMT3 salvos em dados_acoes/ENMT3.csv\n", "Dados de STBP3 salvos em dados_acoes/STBP3.csv\n", "Dados de PORT3 salvos em dados_acoes/PORT3.csv\n", "Dados de MERC4 salvos em dados_acoes/MERC4.csv\n", "Dados de AZZA3 salvos em dados_acoes/AZZA3.csv\n", "Dados de BAUH4 salvos em dados_acoes/BAUH4.csv\n", "Dados de ENMT4 salvos em dados_acoes/ENMT4.csv\n", "Dados de MNPR3 salvos em dados_acoes/MNPR3.csv\n", "Dados de REAG3 salvos em dados_acoes/REAG3.csv\n", "Dados de ELET5 salvos em dados_acoes/ELET5.csv\n", "Dados de TEND3 salvos em dados_acoes/TEND3.csv\n", "Dados de MGLU3 salvos em dados_acoes/MGLU3.csv\n", "Dados de RDOR3 salvos em dados_acoes/RDOR3.csv\n", "Dados de SLCE3 salvos em dados_acoes/SLCE3.csv\n", "Dados de HBTS5 salvos em dados_acoes/HBTS5.csv\n", "Dados de BRST3 salvos em dados_acoes/BRST3.csv\n", "Dados de PEAB3 salvos em dados_acoes/PEAB3.csv\n", "Dados de BPAC3 salvos em dados_acoes/BPAC3.csv\n", "Dados de LIPR3 salvos em dados_acoes/LIPR3.csv\n", "Dados de CCRO3 salvos em dados_acoes/CCRO3.csv\n", "Dados de SRNA3 salvos em dados_acoes/SRNA3.csv\n", "Dados de BSLI3 salvos em dados_acoes/BSLI3.csv\n", "Dados de FRAS3 salvos em dados_acoes/FRAS3.csv\n", "Dados de BSLI4 salvos em dados_acoes/BSLI4.csv\n", "Dados de PGMN3 salvos em dados_acoes/PGMN3.csv\n", "Dados de EMAE4 salvos em dados_acoes/EMAE4.csv\n", "Dados de CALI3 salvos em dados_acoes/CALI3.csv\n", "Dados de RENT3 salvos em dados_acoes/RENT3.csv\n", "Dados de PEAB4 salvos em dados_acoes/PEAB4.csv\n", "Dados de EMBR3 salvos em dados_acoes/EMBR3.csv\n", "Dados de DXCO3 salvos em dados_acoes/DXCO3.csv\n", "Dados de MERC3 salvos em dados_acoes/MERC3.csv\n", "Dados de EVEN3 salvos em dados_acoes/EVEN3.csv\n", "Dados de TOTS3 salvos em dados_acoes/TOTS3.csv\n", "Dados de SMFT3 salvos em dados_acoes/SMFT3.csv\n", "Dados de RADL3 salvos em dados_acoes/RADL3.csv\n", "Dados de ODER4 salvos em dados_acoes/ODER4.csv\n", "Dados de WEGE3 salvos em dados_acoes/WEGE3.csv\n", "Dados de BRGE6 salvos em dados_acoes/BRGE6.csv\n", "Dados de BRGE7 salvos em dados_acoes/BRGE7.csv\n", "Dados de AURE3 salvos em dados_acoes/AURE3.csv\n", "Dados de BRGE8 salvos em dados_acoes/BRGE8.csv\n", "Dados de BRGE11 salvos em dados_acoes/BRGE11.csv\n", "Dados de BRGE5 salvos em dados_acoes/BRGE5.csv\n", "Dados de BRGE12 salvos em dados_acoes/BRGE12.csv\n", "Dados de BRGE3 salvos em dados_acoes/BRGE3.csv\n", "Dados de TUPY3 salvos em dados_acoes/TUPY3.csv\n", "Dados de CRIV4 salvos em dados_acoes/CRIV4.csv\n", "Dados de ELMD3 salvos em dados_acoes/ELMD3.csv\n", "Dados de CRIV3 salvos em dados_acoes/CRIV3.csv\n", "Dados de LWSA3 salvos em dados_acoes/LWSA3.csv\n", "Dados de MOAR3 salvos em dados_acoes/MOAR3.csv\n", "Dados de LOGN3 salvos em dados_acoes/LOGN3.csv\n", "Dados de ALPA4 salvos em dados_acoes/ALPA4.csv\n", "Dados de ALPA3 salvos em dados_acoes/ALPA3.csv\n", "Dados de CEGR3 salvos em dados_acoes/CEGR3.csv\n", "Dados de MNDL3 salvos em dados_acoes/MNDL3.csv\n", "Dados de CASN3 salvos em dados_acoes/CASN3.csv\n", "Dados de GPAR3 salvos em dados_acoes/GPAR3.csv\n", "Dados de ORVR3 salvos em dados_acoes/ORVR3.csv\n", "Dados de HETA3 salvos em dados_acoes/HETA3.csv\n", "Dados de BRIV4 salvos em dados_acoes/BRIV4.csv\n", "Dados de MSPA4 salvos em dados_acoes/MSPA4.csv\n", "Dados de BRIV3 salvos em dados_acoes/BRIV3.csv\n", "Dados de PRNR3 salvos em dados_acoes/PRNR3.csv\n", "Dados de QUAL3 salvos em dados_acoes/QUAL3.csv\n", "Dados de MSPA3 salvos em dados_acoes/MSPA3.csv\n", "Dados de ESPA3 salvos em dados_acoes/ESPA3.csv\n", "Dados de LAND3 salvos em dados_acoes/LAND3.csv\n", "Dados de ENEV3 salvos em dados_acoes/ENEV3.csv\n", "Dados de VSTE3 salvos em dados_acoes/VSTE3.csv\n", "Dados de LJQQ3 salvos em dados_acoes/LJQQ3.csv\n", "\n", "Total de 468 arquivos CSV salvos no diretório 'dados_acoes'\n" ] } ], "execution_count": 73 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-13T22:35:28.390058Z", "start_time": "2025-04-13T22:35:28.384448Z" } }, "cell_type": "code", "source": [ "def carregar_arquivos_csv(diretorio='dados_acoes'):\n", " \"\"\"\n", " Carrega todos os arquivos CSV de ações de um diretório\n", "\n", " Args:\n", " diretorio: Caminho para o diretório contendo os arquivos CSV\n", "\n", " Returns:\n", " Um dicionário com o ticker como chave e o DataFrame como valor\n", " \"\"\"\n", " arquivos = glob.glob(os.path.join(diretorio, \"*.csv\"))\n", " acoes = {}\n", "\n", " for arquivo in arquivos:\n", " ticker = os.path.basename(arquivo).split('.')[0]\n", " try:\n", " acoes[ticker] = pd.read_csv(arquivo)\n", " print(f\"Arquivo {ticker}.csv carregado com sucesso\")\n", " except Exception as e:\n", " print(f\"Erro ao carregar {ticker}.csv: {e}\")\n", "\n", " print(f\"\\nTotal de {len(acoes)} arquivos carregados\")\n", " return acoes" ], "id": "a2b5d71e242560e7", "outputs": [], "execution_count": 75 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-13T22:35:30.858054Z", "start_time": "2025-04-13T22:35:29.127584Z" } }, "cell_type": "code", "source": [ "acoes_historico_dict = carregar_arquivos_csv()\n", "acoes_historico_dict" ], "id": "7ab2403a303c8576", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Arquivo DIRR3.csv carregado com sucesso\n", "Arquivo OIBR4.csv carregado com sucesso\n", "Arquivo BRKM3.csv carregado com sucesso\n", "Arquivo PEAB3.csv carregado com sucesso\n", "Arquivo ALPA4.csv carregado com sucesso\n", "Arquivo DEXP4.csv carregado com sucesso\n", "Arquivo MGEL3.csv carregado com sucesso\n", "Arquivo DXCO3.csv carregado com sucesso\n", "Arquivo GPIV33.csv carregado com sucesso\n", "Arquivo BGIP3.csv carregado com sucesso\n", "Arquivo AZZA3.csv carregado com sucesso\n", "Arquivo SHUL4.csv carregado com sucesso\n", "Arquivo EMAE4.csv carregado com sucesso\n", "Arquivo BBAS3.csv carregado com sucesso\n", "Arquivo IGTI11.csv carregado com sucesso\n", "Arquivo LUPA3.csv carregado com sucesso\n", "Arquivo FIGE4.csv carregado com sucesso\n", "Arquivo SANB3.csv carregado com sucesso\n", "Arquivo CTSA3.csv carregado com sucesso\n", "Arquivo ABEV3.csv carregado com sucesso\n", "Arquivo CPLE6.csv carregado com sucesso\n", "Arquivo RDNI3.csv carregado com sucesso\n", "Arquivo EKTR3.csv carregado com sucesso\n", "Arquivo LOGG3.csv carregado com sucesso\n", "Arquivo EQPA7.csv carregado com sucesso\n", "Arquivo MMAQ4.csv carregado com sucesso\n", "Arquivo AZEV3.csv carregado com sucesso\n", "Arquivo CEBR5.csv carregado com sucesso\n", "Arquivo JSLG3.csv carregado com sucesso\n", "Arquivo CSMG3.csv carregado com sucesso\n", "Arquivo EUCA4.csv carregado com sucesso\n", "Arquivo RENT3.csv carregado com sucesso\n", "Arquivo CPLE3.csv carregado com sucesso\n", "Arquivo TAEE4.csv carregado com sucesso\n", "Arquivo KLBN4.csv carregado com sucesso\n", "Arquivo RDOR3.csv carregado com sucesso\n", "Arquivo JOPA3.csv carregado com sucesso\n", "Arquivo AMAR3.csv carregado com sucesso\n", "Arquivo TCSA3.csv carregado com sucesso\n", "Arquivo BMKS3.csv carregado com sucesso\n", "Arquivo CAML3.csv carregado com sucesso\n", "Arquivo CYRE3.csv carregado com sucesso\n", "Arquivo NUTR3.csv carregado com sucesso\n", "Arquivo MEAL3.csv carregado com sucesso\n", "Arquivo CRPG5.csv carregado com sucesso\n", "Arquivo USIM6.csv carregado com sucesso\n", "Arquivo BRAV3.csv carregado com sucesso\n", "Arquivo CRIV3.csv carregado com sucesso\n", "Arquivo ENEV3.csv carregado com sucesso\n", "Arquivo SLCE3.csv carregado com sucesso\n", "Arquivo CTNM3.csv carregado com sucesso\n", "Arquivo DOHL4.csv carregado com sucesso\n", "Arquivo JALL3.csv carregado com sucesso\n", "Arquivo BRGE12.csv carregado com sucesso\n", "Arquivo TXRX3.csv carregado com sucesso\n", "Arquivo SOJA3.csv carregado com sucesso\n", "Arquivo ATMP3.csv carregado com sucesso\n", "Arquivo CEBR6.csv carregado com sucesso\n", "Arquivo PINE4.csv carregado com sucesso\n", "Arquivo ALUP3.csv carregado com sucesso\n", "Arquivo VITT3.csv carregado com sucesso\n", "Arquivo ELET5.csv carregado com sucesso\n", "Arquivo CMIN3.csv carregado com sucesso\n", "Arquivo SAPR4.csv carregado com sucesso\n", "Arquivo BRSR6.csv carregado com sucesso\n", "Arquivo ODER4.csv carregado com sucesso\n", "Arquivo RADL3.csv carregado com sucesso\n", "Arquivo ONCO3.csv carregado com sucesso\n", "Arquivo CURY3.csv carregado com sucesso\n", "Arquivo BLAU3.csv carregado com sucesso\n", "Arquivo EALT3.csv carregado com sucesso\n", "Arquivo PATI4.csv carregado com sucesso\n", "Arquivo RNEW4.csv carregado com sucesso\n", "Arquivo WLMM3.csv carregado com sucesso\n", "Arquivo EQPA3.csv carregado 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sucesso\n", "Arquivo CSED3.csv carregado com sucesso\n", "Arquivo VTRU3.csv carregado com sucesso\n", "Arquivo CEAB3.csv carregado com sucesso\n", "Arquivo PETR3.csv carregado com sucesso\n", "Arquivo CVCB3.csv carregado com sucesso\n", "Arquivo GMAT3.csv carregado com sucesso\n", "Arquivo CBEE3.csv carregado com sucesso\n", "Arquivo FRIO3.csv carregado com sucesso\n", "Arquivo ROMI3.csv carregado com sucesso\n", "Arquivo CSUD3.csv carregado com sucesso\n", "Arquivo ALUP4.csv carregado com sucesso\n", "Arquivo IRBR3.csv carregado com sucesso\n", "Arquivo AGXY3.csv carregado com sucesso\n", "Arquivo FIEI3.csv carregado com sucesso\n", "Arquivo FICT3.csv carregado com sucesso\n", "Arquivo MDIA3.csv carregado com sucesso\n", "Arquivo NORD3.csv carregado com sucesso\n", "Arquivo LVTC3.csv carregado com sucesso\n", "Arquivo MATD3.csv carregado com sucesso\n", "Arquivo BGIP4.csv carregado com sucesso\n", "Arquivo SLED4.csv carregado com sucesso\n", "Arquivo LAVV3.csv carregado com sucesso\n", "Arquivo APTI4.csv carregado com sucesso\n", "Arquivo BAZA3.csv carregado com sucesso\n", "Arquivo KRSA3.csv carregado com sucesso\n", "Arquivo HBOR3.csv carregado com sucesso\n", "Arquivo VSPT3.csv carregado com sucesso\n", "Arquivo BEEF3.csv carregado com sucesso\n", "Arquivo AHEB6.csv carregado com sucesso\n", "Arquivo GSHP3.csv carregado com sucesso\n", "Arquivo NEXP3.csv carregado com sucesso\n", "Arquivo TTEN3.csv carregado com sucesso\n", "Arquivo BDLL3.csv carregado com sucesso\n", "Arquivo BRSR5.csv carregado com sucesso\n", "Arquivo LWSA3.csv carregado com sucesso\n", "Arquivo AERI3.csv carregado com sucesso\n", "Arquivo CAMB3.csv carregado com sucesso\n", "Arquivo GGBR4.csv carregado com sucesso\n", "Arquivo CBAV3.csv carregado com sucesso\n", "Arquivo MSPA3.csv carregado com sucesso\n", "Arquivo BRIV4.csv carregado com sucesso\n", "Arquivo ALPK3.csv carregado com sucesso\n", "Arquivo BDLL4.csv carregado com sucesso\n", "Arquivo VIVA3.csv carregado com sucesso\n", "Arquivo GGBR3.csv carregado com sucesso\n", "Arquivo WHRL4.csv carregado com sucesso\n", "Arquivo ITUB3.csv carregado com sucesso\n", "Arquivo DMFN3.csv carregado com sucesso\n", "Arquivo GOLL4.csv carregado com sucesso\n", "Arquivo BMOB3.csv carregado com sucesso\n", "Arquivo UGPA3.csv carregado com sucesso\n", "Arquivo LREN3.csv carregado com sucesso\n", "Arquivo DOHL3.csv carregado com sucesso\n", "Arquivo DMVF3.csv carregado com sucesso\n", "Arquivo ABCB4.csv carregado com sucesso\n", "Arquivo AZUL4.csv carregado com sucesso\n", "Arquivo OIBR3.csv carregado com sucesso\n", "Arquivo TXRX4.csv carregado com sucesso\n", "Arquivo CEBR3.csv carregado com sucesso\n", "Arquivo VSTE3.csv carregado com sucesso\n", "Arquivo BRGE5.csv carregado com sucesso\n", "Arquivo JFEN3.csv carregado com sucesso\n", "Arquivo ELET6.csv carregado com sucesso\n", "\n", "Total de 468 arquivos carregados\n" ] }, { "data": { "text/plain": [ "{'DIRR3': Date Close High Low Open Volume\n", " 0 2024-04-16 19.909971 20.034131 19.475409 19.892234 3093300\n", " 1 2024-04-17 19.768072 20.371134 19.732597 19.954312 1542400\n", " 2 2024-04-18 19.972050 20.078472 19.697122 19.865626 1682200\n", " 3 2024-04-19 19.750336 20.326793 19.750336 19.909970 2159200\n", " 4 2024-04-22 19.918835 20.025258 19.528618 19.794675 1359100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 32.599998 32.790001 31.360001 31.740000 1982100\n", " 245 2025-04-08 32.799999 33.660000 32.470001 32.750000 2663900\n", " 246 2025-04-09 32.849998 33.400002 31.930000 32.700001 2077400\n", " 247 2025-04-10 32.540001 32.910000 32.130001 32.910000 2753300\n", " 248 2025-04-11 32.299999 32.680000 31.150000 32.500000 2925000\n", " \n", " [249 rows x 6 columns],\n", " 'OIBR4': Date Close High Low Open Volume\n", " 0 2024-04-16 18.700001 19.100000 18.500000 19.100000 12910\n", " 1 2024-04-17 18.700001 19.000000 18.500000 18.799999 10540\n", " 2 2024-04-18 19.100000 19.500000 18.600000 18.600000 14410\n", " 3 2024-04-19 18.700001 19.900000 18.200001 19.900000 25900\n", " 4 2024-04-22 18.200001 18.799999 18.000000 18.799999 15300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 7.400000 7.400000 6.850000 7.230000 100200\n", " 245 2025-04-08 7.420000 8.000000 7.310000 7.520000 54100\n", " 246 2025-04-09 7.070000 7.490000 6.870000 7.320000 89700\n", " 247 2025-04-10 6.090000 7.380000 6.070000 7.300000 53400\n", " 248 2025-04-11 6.590000 6.590000 5.650000 6.130000 31300\n", " \n", " [249 rows x 6 columns],\n", " 'BRKM3': Date Close High Low Open Volume\n", " 0 2024-04-16 22.129999 22.330000 22.010000 22.299999 5400\n", " 1 2024-04-17 21.570000 22.350000 21.570000 22.350000 17600\n", " 2 2024-04-18 21.600000 21.719999 21.200001 21.520000 3100\n", " 3 2024-04-19 21.660000 21.820000 21.440001 21.540001 3200\n", " 4 2024-04-22 21.650000 22.000000 21.100000 21.320000 13400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 10.000000 10.420000 9.800000 10.170000 39800\n", " 245 2025-04-08 9.400000 10.500000 9.240000 10.000000 46900\n", " 246 2025-04-09 10.030000 10.320000 9.120000 9.500000 59400\n", " 247 2025-04-10 10.400000 10.550000 9.870000 10.220000 12100\n", " 248 2025-04-11 10.430000 10.640000 10.080000 10.390000 6700\n", " \n", " [249 rows x 6 columns],\n", " 'PEAB3': Date Close High Low Open Volume\n", " 0 2024-04-16 43.760502 43.760502 41.815591 41.815591 1500\n", " 1 2024-04-17 43.760502 43.760502 43.760502 43.760502 0\n", " 2 2024-04-18 43.760502 43.760502 43.760502 43.760502 0\n", " 3 2024-04-19 43.760502 43.760502 43.760502 43.760502 0\n", " 4 2024-04-22 43.760502 43.760502 43.760502 43.760502 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 39.500000 40.000000 39.500000 39.990002 1400\n", " 245 2025-04-08 39.500000 39.500000 39.500000 39.500000 0\n", " 246 2025-04-09 39.500000 39.500000 39.500000 39.500000 0\n", " 247 2025-04-10 39.500000 39.500000 39.500000 39.500000 0\n", " 248 2025-04-11 39.500000 39.500000 39.500000 39.500000 0\n", " \n", " [249 rows x 6 columns],\n", " 'ALPA4': Date Close High Low Open Volume\n", " 0 2024-04-16 8.46 8.88 8.41 8.88 8428200\n", " 1 2024-04-17 8.35 8.60 8.03 8.51 10222000\n", " 2 2024-04-18 8.50 8.58 8.33 8.37 5141000\n", " 3 2024-04-19 9.00 9.20 8.47 8.49 8245500\n", " 4 2024-04-22 9.16 9.24 8.72 9.00 3712100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 7.17 7.42 6.94 7.15 3278100\n", " 245 2025-04-08 7.15 7.32 7.10 7.10 2132800\n", " 246 2025-04-09 7.35 7.49 6.98 7.10 3818200\n", " 247 2025-04-10 7.23 7.45 7.13 7.27 1897800\n", " 248 2025-04-11 7.28 7.28 7.11 7.24 914300\n", " \n", " [249 rows x 6 columns],\n", " 'DEXP4': Date Close High Low Open Volume\n", " 0 2024-04-16 9.716976 9.902061 9.716976 9.902061 700\n", " 1 2024-04-17 10.050130 10.188944 10.050130 10.188944 200\n", " 2 2024-04-18 9.753994 9.753994 9.753994 9.753994 2100\n", " 3 2024-04-19 9.753994 9.753994 9.374569 9.374569 200\n", " 4 2024-04-22 9.578163 9.578163 9.578163 9.578163 900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 7.350000 7.700000 7.300000 7.700000 3800\n", " 245 2025-04-08 7.400000 7.420000 7.360000 7.420000 9600\n", " 246 2025-04-09 7.540000 7.690000 7.390000 7.390000 30800\n", " 247 2025-04-10 7.550000 7.590000 7.540000 7.590000 5300\n", " 248 2025-04-11 7.590000 7.640000 7.540000 7.550000 1800\n", " \n", " [249 rows x 6 columns],\n", " 'MGEL3': Date Close High Low Open Volume\n", " 0 2024-04-16 75.0 75.0 75.0 75.0 0\n", " 1 2024-04-17 75.0 75.0 75.0 75.0 0\n", " 2 2024-04-18 75.0 75.0 75.0 75.0 0\n", " 3 2024-04-19 75.0 75.0 75.0 75.0 0\n", " 4 2024-04-22 75.0 75.0 75.0 75.0 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 75.0 75.0 75.0 75.0 0\n", " 245 2025-04-08 75.0 75.0 75.0 75.0 0\n", " 246 2025-04-09 75.0 75.0 75.0 75.0 0\n", " 247 2025-04-10 75.0 75.0 75.0 75.0 0\n", " 248 2025-04-11 75.0 75.0 75.0 75.0 0\n", " \n", " [249 rows x 6 columns],\n", " 'DXCO3': Date Close High Low Open Volume\n", " 0 2024-04-16 7.116896 7.354787 7.116896 7.325051 5728500\n", " 1 2024-04-17 7.097072 7.235842 7.067336 7.146633 3078000\n", " 2 2024-04-18 7.126808 7.265578 7.047511 7.097072 3781800\n", " 3 2024-04-19 7.146633 7.275490 7.057424 7.126808 3575200\n", " 4 2024-04-22 7.106984 7.206105 7.057423 7.156544 2461900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.310000 5.450000 5.150000 5.310000 2897800\n", " 245 2025-04-08 5.150000 5.420000 5.150000 5.320000 3050500\n", " 246 2025-04-09 5.200000 5.300000 5.050000 5.150000 7839300\n", " 247 2025-04-10 5.140000 5.270000 5.030000 5.210000 3228800\n", " 248 2025-04-11 5.200000 5.210000 5.090000 5.150000 2374000\n", " \n", " [249 rows x 6 columns],\n", " 'GPIV33': Date Close High Low Open Volume\n", " 0 2024-04-16 3.60 3.81 3.51 3.64 102823\n", " 1 2024-04-17 3.60 3.82 3.45 3.60 72659\n", " 2 2024-04-18 3.80 3.80 3.51 3.51 17391\n", " 3 2024-04-19 3.85 3.89 3.65 3.79 47428\n", " 4 2024-04-22 3.85 3.86 3.74 3.86 8489\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.81 3.82 3.67 3.67 5256\n", " 245 2025-04-08 4.01 4.01 3.60 3.66 23545\n", " 246 2025-04-09 3.98 3.99 3.71 3.71 14839\n", " 247 2025-04-10 3.96 3.96 3.81 3.94 8280\n", " 248 2025-04-11 3.89 3.97 3.81 3.96 6344\n", " \n", " [249 rows x 6 columns],\n", " 'BGIP3': Date Close High Low Open Volume\n", " 0 2024-04-16 25.718496 25.718496 25.718496 25.718496 100\n", " 1 2024-04-17 24.609217 25.615957 24.609217 25.615957 900\n", " 2 2024-04-18 24.236349 24.571930 24.236349 24.571930 400\n", " 3 2024-04-19 23.304182 23.770266 23.304182 23.770266 300\n", " 4 2024-04-22 23.304182 23.304182 23.304182 23.304182 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 26.289537 26.289537 26.289537 26.289537 0\n", " 245 2025-04-08 26.677574 26.677574 26.677574 26.677574 100\n", " 246 2025-04-09 26.677574 26.677574 26.677574 26.677574 0\n", " 247 2025-04-10 26.677574 26.677574 26.677574 26.677574 0\n", " 248 2025-04-11 27.500000 27.500000 27.500000 27.500000 0\n", " \n", " [249 rows x 6 columns],\n", " 'AZZA3': Date Close High Low Open Volume\n", " 0 2024-04-16 50.021908 50.888045 48.659442 48.824882 2986500\n", " 1 2024-04-17 49.476921 51.471957 49.233624 50.508503 3023100\n", " 2 2024-04-18 49.282284 50.216544 48.659444 49.564509 2358300\n", " 3 2024-04-19 50.109497 50.605822 49.184967 49.243356 2458300\n", " 4 2024-04-22 51.579010 51.579010 49.574240 50.109496 1747200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 24.219999 24.719999 23.299999 23.780001 2822900\n", " 245 2025-04-08 24.750000 24.950001 24.020000 24.740000 2780800\n", " 246 2025-04-09 25.730000 25.760000 24.270000 24.480000 3623600\n", " 247 2025-04-10 25.230000 25.780001 25.040001 25.400000 973200\n", " 248 2025-04-11 26.240000 26.440001 25.100000 25.440001 2167800\n", " \n", " [249 rows x 6 columns],\n", " 'SHUL4': Date Close High Low Open Volume\n", " 0 2024-04-16 6.005216 6.107790 5.967917 6.107790 604900\n", " 1 2024-04-17 5.828043 6.070490 5.828043 6.005216 814600\n", " 2 2024-04-18 5.828043 5.902642 5.762769 5.865343 560000\n", " 3 2024-04-19 5.725471 5.865344 5.725471 5.818719 499500\n", " 4 2024-04-22 5.622897 5.753445 5.622897 5.725470 501700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.150000 5.250000 5.050000 5.220000 924300\n", " 245 2025-04-08 5.150000 5.250000 5.040000 5.170000 843400\n", " 246 2025-04-09 5.320000 5.320000 5.010000 5.150000 776300\n", " 247 2025-04-10 5.220000 5.400000 5.210000 5.300000 596400\n", " 248 2025-04-11 5.300000 5.310000 5.120000 5.220000 312000\n", " \n", " [249 rows x 6 columns],\n", " 'EMAE4': Date Close High Low Open Volume\n", " 0 2024-04-16 68.706993 74.165076 68.706993 74.165076 21600\n", " 1 2024-04-17 66.979263 70.680151 65.919059 70.640884 19700\n", " 2 2024-04-18 74.606827 74.773709 67.764594 68.216161 16600\n", " 3 2024-04-19 53.402782 78.533501 49.672438 73.821488 76200\n", " 4 2024-04-22 51.498344 58.900128 51.498344 55.709704 25300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 34.119999 34.990002 33.130001 34.990002 1100\n", " 245 2025-04-08 32.990002 34.430000 32.330002 34.430000 12100\n", " 246 2025-04-09 32.490002 34.000000 31.510000 32.410000 6200\n", " 247 2025-04-10 32.500000 32.889999 32.009998 32.490002 1500\n", " 248 2025-04-11 32.500000 33.040001 32.200001 33.040001 1200\n", " \n", " [249 rows x 6 columns],\n", " 'BBAS3': Date Close High Low Open Volume\n", " 0 2024-04-16 26.031599 26.488621 25.686502 26.330062 22923700\n", " 1 2024-04-17 26.087559 26.274099 25.910347 26.115540 17703800\n", " 2 2024-04-18 26.050249 26.330058 25.835729 26.255442 15349100\n", " 3 2024-04-19 25.845058 26.134196 25.798424 26.134196 18465200\n", " 4 2024-04-22 25.546593 26.162173 25.406688 25.928999 21288500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 27.680000 28.270000 27.360001 27.879999 22342100\n", " 245 2025-04-08 27.629999 28.209999 27.400000 28.030001 21884600\n", " 246 2025-04-09 27.750000 28.100000 27.090000 27.500000 28796100\n", " 247 2025-04-10 27.559999 27.719999 27.139999 27.709999 18618400\n", " 248 2025-04-11 27.799999 27.900000 27.420000 27.730000 14793700\n", " \n", " [249 rows x 6 columns],\n", " 'IGTI11': Date Close High Low Open Volume\n", " 0 2024-04-16 20.697277 21.084324 20.532783 20.755335 3417100\n", " 1 2024-04-17 20.619865 20.968207 20.406991 20.929502 2811000\n", " 2 2024-04-18 20.445696 20.842420 20.252174 20.610190 3037900\n", " 3 2024-04-19 20.728661 20.897186 20.470915 20.520483 2758200\n", " 4 2024-04-22 20.738575 20.867447 20.441177 20.500657 4141300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 18.500000 18.870001 18.040001 18.250000 3281100\n", " 245 2025-04-08 18.370001 18.840000 18.260000 18.580000 2108800\n", " 246 2025-04-09 18.860001 19.200001 18.080000 18.129999 3248600\n", " 247 2025-04-10 18.620001 18.870001 18.330000 18.629999 1789400\n", " 248 2025-04-11 19.000000 19.059999 18.530001 18.780001 2297200\n", " \n", " [249 rows x 6 columns],\n", " 'LUPA3': Date Close High Low Open Volume\n", " 0 2024-04-16 1.54 1.58 1.51 1.57 189000\n", " 1 2024-04-17 1.52 1.58 1.52 1.58 212900\n", " 2 2024-04-18 1.57 1.60 1.55 1.55 207800\n", " 3 2024-04-19 1.58 1.60 1.55 1.55 163600\n", " 4 2024-04-22 1.55 1.60 1.50 1.60 254400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.28 1.30 1.24 1.28 112300\n", " 245 2025-04-08 1.24 1.30 1.21 1.26 56800\n", " 246 2025-04-09 1.26 1.32 1.20 1.23 249400\n", " 247 2025-04-10 1.26 1.29 1.24 1.27 112800\n", " 248 2025-04-11 1.26 1.28 1.24 1.25 28700\n", " \n", " [249 rows x 6 columns],\n", " 'FIGE4': Date Close High Low Open Volume\n", " 0 2024-04-16 37.960209 37.960209 37.960209 37.960209 0\n", " 1 2024-04-17 37.960209 37.960209 37.960209 37.960209 0\n", " 2 2024-04-18 37.960209 37.960209 37.960209 37.960209 0\n", " 3 2024-04-19 37.960209 37.960209 37.960209 37.960209 0\n", " 4 2024-04-22 37.960209 37.960209 37.960209 37.960209 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 38.009998 38.009998 38.009998 38.009998 0\n", " 245 2025-04-08 38.009998 38.009998 38.009998 38.009998 0\n", " 246 2025-04-09 38.009998 38.009998 38.009998 38.009998 0\n", " 247 2025-04-10 38.009998 38.009998 38.009998 38.009998 0\n", " 248 2025-04-11 38.009998 38.009998 38.009998 38.009998 0\n", " \n", " [249 rows x 6 columns],\n", " 'SANB3': Date Close High Low Open Volume\n", " 0 2024-04-16 12.021053 12.135721 12.011497 12.135721 143500\n", " 1 2024-04-17 12.001944 12.126167 11.973276 12.078389 152100\n", " 2 2024-04-18 11.963721 12.116612 11.906387 12.040167 200800\n", " 3 2024-04-19 12.212168 12.269502 11.925497 11.973276 165800\n", " 4 2024-04-22 12.126428 12.271944 11.990611 12.242841 363800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 12.480000 12.700000 12.240000 12.390000 96200\n", " 245 2025-04-08 12.410000 12.700000 12.220000 12.490000 53300\n", " 246 2025-04-09 12.650000 12.720000 12.100000 12.160000 69200\n", " 247 2025-04-10 12.520000 12.620000 12.320000 12.620000 43900\n", " 248 2025-04-11 12.470000 12.700000 12.470000 12.590000 70100\n", " \n", " [249 rows x 6 columns],\n", " 'CTSA3': Date Close High Low Open Volume\n", " 0 2024-04-16 2.54 2.87 2.50 2.57 2300\n", " 1 2024-04-17 2.61 2.80 2.60 2.60 3700\n", " 2 2024-04-18 2.51 2.61 2.51 2.61 1400\n", " 3 2024-04-19 2.67 2.74 2.67 2.74 1300\n", " 4 2024-04-22 2.61 2.61 2.61 2.61 3100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.30 1.30 1.30 1.30 0\n", " 245 2025-04-08 1.25 1.25 1.25 1.25 400\n", " 246 2025-04-09 1.25 1.25 1.25 1.25 0\n", " 247 2025-04-10 1.25 1.25 1.25 1.25 0\n", " 248 2025-04-11 1.21 1.21 1.21 1.21 1000\n", " \n", " [249 rows x 6 columns],\n", " 'ABEV3': Date Close High Low Open Volume\n", " 0 2024-04-16 11.210418 11.370030 11.210418 11.266752 31317300\n", " 1 2024-04-17 11.182251 11.304308 11.116529 11.266752 26530200\n", " 2 2024-04-18 11.229197 11.285531 11.116529 11.191641 28663900\n", " 3 2024-04-19 11.219807 11.360642 11.219807 11.238585 25809800\n", " 4 2024-04-22 11.219807 11.360642 11.219807 11.257362 23450600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 13.180000 13.600000 12.990000 13.290000 50069000\n", " 245 2025-04-08 13.240000 13.480000 13.150000 13.160000 39798300\n", " 246 2025-04-09 13.670000 13.880000 13.150000 13.190000 51912400\n", " 247 2025-04-10 13.600000 13.740000 13.520000 13.670000 21741000\n", " 248 2025-04-11 13.480000 13.730000 13.440000 13.730000 35635500\n", " \n", " [249 rows x 6 columns],\n", " 'CPLE6': Date Close High Low Open Volume\n", " 0 2024-04-16 8.791912 8.906839 8.676985 8.801489 20761500\n", " 1 2024-04-17 8.820644 8.897262 8.763180 8.811067 16751700\n", " 2 2024-04-18 8.849375 8.945148 8.772757 8.820643 15214300\n", " 3 2024-04-19 8.916416 9.040920 8.858952 8.868530 61019700\n", " 4 2024-04-22 9.079228 9.136692 8.878107 8.935570 24944500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 10.530000 10.780000 10.410000 10.530000 23823400\n", " 245 2025-04-08 10.470000 10.720000 10.440000 10.560000 23991100\n", " 246 2025-04-09 10.630000 10.820000 10.320000 10.400000 26298200\n", " 247 2025-04-10 10.620000 10.690000 10.490000 10.520000 12650200\n", " 248 2025-04-11 10.680000 10.760000 10.520000 10.680000 12342000\n", " \n", " [249 rows x 6 columns],\n", " 'RDNI3': Date Close High Low Open Volume\n", " 0 2024-04-16 3.61 3.63 3.58 3.63 900\n", " 1 2024-04-17 3.55 3.60 3.55 3.60 2200\n", " 2 2024-04-18 3.55 3.61 3.55 3.55 2400\n", " 3 2024-04-19 3.59 3.60 3.53 3.53 1400\n", " 4 2024-04-22 3.60 3.60 3.54 3.54 3400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 2.39 2.53 2.39 2.53 3900\n", " 245 2025-04-08 2.36 2.43 2.34 2.34 2000\n", " 246 2025-04-09 2.40 2.40 2.34 2.34 500\n", " 247 2025-04-10 2.89 2.95 2.34 2.40 37800\n", " 248 2025-04-11 2.61 2.74 2.56 2.74 15100\n", " \n", " [249 rows x 6 columns],\n", " 'EKTR3': Date Close High Low Open Volume\n", " 0 2024-04-16 40.116062 40.116062 40.116062 40.116062 0\n", " 1 2024-04-17 40.116062 40.116062 40.116062 40.116062 0\n", " 2 2024-04-18 40.116062 40.116062 40.116062 40.116062 0\n", " 3 2024-04-19 40.116062 40.116062 40.116062 40.116062 0\n", " 4 2024-04-22 40.116062 40.116062 40.116062 40.116062 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 40.029999 40.029999 40.029999 40.029999 0\n", " 245 2025-04-08 40.029999 40.029999 40.029999 40.029999 0\n", " 246 2025-04-09 40.029999 40.029999 40.029999 40.029999 0\n", " 247 2025-04-10 40.029999 40.029999 40.029999 40.029999 0\n", " 248 2025-04-11 40.029999 40.029999 40.029999 40.029999 0\n", " \n", " [249 rows x 6 columns],\n", " 'LOGG3': Date Close High Low Open Volume\n", " 0 2024-04-16 19.782972 20.022543 19.193262 19.746116 205400\n", " 1 2024-04-17 19.718473 20.206829 19.607904 19.782973 223800\n", " 2 2024-04-18 19.727688 20.179185 19.589475 19.736902 225600\n", " 3 2024-04-19 19.985687 20.483255 19.718473 19.727688 139600\n", " 4 2024-04-22 19.930399 20.308184 19.856685 20.114684 119900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 17.969999 18.350000 17.650000 17.850000 225900\n", " 245 2025-04-08 17.950001 18.559999 17.900000 18.090000 246000\n", " 246 2025-04-09 19.010000 19.010000 17.740000 17.959999 346100\n", " 247 2025-04-10 18.490000 18.980000 18.150000 18.980000 232200\n", " 248 2025-04-11 18.780001 18.950001 18.280001 18.600000 212400\n", " \n", " [249 rows x 6 columns],\n", " 'EQPA7': Date Close High Low Open Volume\n", " 0 2024-04-16 6.876749 6.876749 6.876749 6.876749 0\n", " 1 2024-04-17 6.876749 6.876749 6.876749 6.876749 0\n", " 2 2024-04-18 6.876749 6.876749 6.876749 6.876749 0\n", " 3 2024-04-19 6.876749 6.876749 6.876749 6.876749 0\n", " 4 2024-04-22 6.876749 6.876749 6.876749 6.876749 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.250000 8.250000 8.250000 8.250000 400\n", " 245 2025-04-08 8.250000 8.250000 8.250000 8.250000 0\n", " 246 2025-04-09 8.250000 8.250000 8.250000 8.250000 0\n", " 247 2025-04-10 8.250000 8.250000 8.250000 8.250000 0\n", " 248 2025-04-11 8.250000 8.250000 8.250000 8.250000 0\n", " \n", " [249 rows x 6 columns],\n", " 'MMAQ4': Date Close High Low Open Volume\n", " 0 2024-04-16 5.986082 5.986082 5.986082 5.986082 0\n", " 1 2024-04-17 5.986082 5.986082 5.986082 5.986082 0\n", " 2 2024-04-18 5.986082 5.986082 5.986082 5.986082 0\n", " 3 2024-04-19 5.986082 5.986082 5.986082 5.986082 0\n", " 4 2024-04-22 5.986082 5.986082 5.986082 5.986082 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " 245 2025-04-08 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " 246 2025-04-09 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " 247 2025-04-10 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " 248 2025-04-11 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " \n", " [249 rows x 6 columns],\n", " 'AZEV3': Date Close High Low Open Volume\n", " 0 2024-04-16 1.61 1.69 1.52 1.57 569200\n", " 1 2024-04-17 1.49 1.68 1.49 1.62 755800\n", " 2 2024-04-18 1.45 1.56 1.45 1.53 427600\n", " 3 2024-04-19 1.47 1.53 1.45 1.48 287500\n", " 4 2024-04-22 1.53 1.53 1.44 1.47 370900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 0.77 0.78 0.73 0.78 1486600\n", " 245 2025-04-08 0.72 0.80 0.71 0.77 2614400\n", " 246 2025-04-09 0.78 0.80 0.70 0.71 3734700\n", " 247 2025-04-10 0.80 0.82 0.76 0.79 2118600\n", " 248 2025-04-11 0.77 0.82 0.76 0.80 1984900\n", " \n", " [249 rows x 6 columns],\n", " 'CEBR5': Date Close High Low Open Volume\n", " 0 2024-04-16 18.922728 19.089122 18.589940 18.589940 3300\n", " 1 2024-04-17 18.580696 18.996681 18.580696 18.996681 1800\n", " 2 2024-04-18 18.164709 18.405057 18.146220 18.405057 1100\n", " 3 2024-04-19 18.146221 18.636161 18.146221 18.626916 1600\n", " 4 2024-04-22 19.394178 19.394178 18.543719 18.562207 15000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 18.490000 18.490000 18.010000 18.010000 2900\n", " 245 2025-04-08 18.200001 18.219999 18.120001 18.120001 2200\n", " 246 2025-04-09 18.180000 18.180000 18.100000 18.100000 800\n", " 247 2025-04-10 18.180000 18.180000 18.180000 18.180000 100\n", " 248 2025-04-11 18.490000 18.490000 17.980000 17.980000 1200\n", " \n", " [249 rows x 6 columns],\n", " 'JSLG3': Date Close High Low Open Volume\n", " 0 2024-04-16 11.95 12.45 11.90 12.45 501000\n", " 1 2024-04-17 12.07 12.31 11.76 11.97 575900\n", " 2 2024-04-18 12.11 12.37 12.04 12.15 468600\n", " 3 2024-04-19 12.43 12.50 12.08 12.08 268100\n", " 4 2024-04-22 12.23 12.36 12.08 12.33 359700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.29 5.50 5.10 5.28 607000\n", " 245 2025-04-08 5.15 5.41 5.14 5.35 487900\n", " 246 2025-04-09 5.42 5.50 5.03 5.17 942100\n", " 247 2025-04-10 5.32 5.43 5.25 5.38 456600\n", " 248 2025-04-11 5.65 5.79 5.33 5.33 751700\n", " \n", " [249 rows x 6 columns],\n", " 'CSMG3': Date Close High Low Open Volume\n", " 0 2024-04-16 18.720167 19.042929 18.603615 19.024998 1613900\n", " 1 2024-04-17 19.033962 19.311897 18.818788 18.827754 1648400\n", " 2 2024-04-18 18.800856 19.087756 18.666372 19.042927 1650300\n", " 3 2024-04-19 19.302933 19.302933 18.621547 18.845687 3594500\n", " 4 2024-04-22 19.320858 19.410514 19.016028 19.356721 1242600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 19.549999 19.870001 19.280001 19.510000 2446900\n", " 245 2025-04-08 19.570000 19.799999 19.410000 19.610001 2034700\n", " 246 2025-04-09 19.980000 20.360001 19.440001 19.610001 2315000\n", " 247 2025-04-10 19.620001 20.040001 19.510000 20.040001 2259300\n", " 248 2025-04-11 19.750000 19.840000 19.500000 19.760000 1546700\n", " \n", " [249 rows x 6 columns],\n", " 'EUCA4': Date Close High Low Open Volume\n", " 0 2024-04-16 15.010511 15.426681 14.660550 15.379390 116700\n", " 1 2024-04-17 15.133471 15.445598 14.632175 15.445598 39800\n", " 2 2024-04-18 14.424089 15.057804 14.007919 15.038886 159300\n", " 3 2024-04-19 15.303722 15.303722 14.490298 14.537590 83900\n", " 4 2024-04-22 14.424089 15.284805 14.414631 15.284805 127800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 12.000000 12.130000 11.850000 12.080000 35300\n", " 245 2025-04-08 12.170000 12.350000 12.080000 12.130000 46800\n", " 246 2025-04-09 12.350000 12.460000 11.980000 12.020000 11900\n", " 247 2025-04-10 12.350000 12.400000 12.170000 12.400000 10300\n", " 248 2025-04-11 12.350000 12.370000 12.140000 12.370000 45200\n", " \n", " [249 rows x 6 columns],\n", " 'RENT3': Date Close High Low Open Volume\n", " 0 2024-04-16 47.852718 48.999579 47.499104 47.795374 11494000\n", " 1 2024-04-17 47.785816 48.712862 47.365302 48.082090 8991300\n", " 2 2024-04-18 48.655518 49.037806 47.699801 48.043860 7873800\n", " 3 2024-04-19 48.043861 49.649465 48.043861 48.521720 12906000\n", " 4 2024-04-22 47.346191 48.330578 46.935233 48.321023 10471800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 35.810001 37.500000 34.959999 35.650002 15628500\n", " 245 2025-04-08 35.700001 36.799999 35.680000 36.169998 11835700\n", " 246 2025-04-09 36.970001 37.570000 34.820000 35.560001 13152400\n", " 247 2025-04-10 37.400002 37.590000 36.299999 36.680000 10248500\n", " 248 2025-04-11 38.570000 39.480000 37.250000 37.560001 13522200\n", " \n", " [249 rows x 6 columns],\n", " 'CPLE3': Date Close High Low Open Volume\n", " 0 2024-04-16 7.840236 7.916821 7.725361 7.821091 7422500\n", " 1 2024-04-17 7.888102 7.945540 7.801945 7.840237 5675400\n", " 2 2024-04-18 7.935966 7.955112 7.830664 7.888101 2876500\n", " 3 2024-04-19 8.117852 8.136999 7.935967 7.935967 9581000\n", " 4 2024-04-22 8.261446 8.261446 8.031696 8.089133 6384200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 9.430000 9.630000 9.310000 9.550000 7309000\n", " 245 2025-04-08 9.400000 9.620000 9.320000 9.460000 6531900\n", " 246 2025-04-09 9.530000 9.650000 9.260000 9.310000 10103000\n", " 247 2025-04-10 9.490000 9.560000 9.400000 9.500000 6730400\n", " 248 2025-04-11 9.630000 9.650000 9.400000 9.530000 9894700\n", " \n", " [249 rows x 6 columns],\n", " 'TAEE4': Date Close High Low Open Volume\n", " 0 2024-04-16 11.050769 11.170685 11.013871 11.041545 158900\n", " 1 2024-04-17 11.013871 11.143012 11.013871 11.069218 163100\n", " 2 2024-04-18 10.986197 11.069217 10.976973 11.023095 219000\n", " 3 2024-04-19 10.995423 11.059993 10.976974 11.013872 180900\n", " 4 2024-04-22 11.032320 11.041545 10.958525 10.995423 152500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 11.280000 11.420000 11.240000 11.350000 185700\n", " 245 2025-04-08 11.300000 11.430000 11.300000 11.330000 123000\n", " 246 2025-04-09 11.360000 11.600000 11.220000 11.310000 253900\n", " 247 2025-04-10 11.380000 11.440000 11.280000 11.410000 167300\n", " 248 2025-04-11 11.400000 11.420000 11.320000 11.390000 158200\n", " \n", " [249 rows x 6 columns],\n", " 'KLBN4': Date Close High Low Open Volume\n", " 0 2024-04-16 4.279850 4.340991 4.253647 4.288585 1139930\n", " 1 2024-04-17 4.262382 4.306054 4.244912 4.288585 914980\n", " 2 2024-04-18 4.236178 4.288585 4.209975 4.271116 2257310\n", " 3 2024-04-19 4.306054 4.306054 4.209975 4.236178 710270\n", " 4 2024-04-22 4.209975 4.306054 4.201241 4.306054 1483460\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.600000 3.720000 3.600000 3.660000 4527300\n", " 245 2025-04-08 3.610000 3.680000 3.580000 3.620000 3335400\n", " 246 2025-04-09 3.710000 3.740000 3.590000 3.600000 2860600\n", " 247 2025-04-10 3.610000 3.740000 3.580000 3.740000 2777300\n", " 248 2025-04-11 3.590000 3.640000 3.560000 3.620000 4055300\n", " \n", " [249 rows x 6 columns],\n", " 'RDOR3': Date Close High Low Open Volume\n", " 0 2024-04-16 23.114367 23.497803 22.966891 23.428981 6284600\n", " 1 2024-04-17 22.976725 23.537132 22.681772 23.183190 5831200\n", " 2 2024-04-18 22.927565 23.134032 22.632614 22.976724 5524000\n", " 3 2024-04-19 24.038549 24.362996 23.389656 23.566626 8874000\n", " 4 2024-04-22 24.392490 24.579294 23.969726 23.989390 3436600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 28.260000 29.530001 27.870001 28.430000 13539500\n", " 245 2025-04-08 28.770000 29.020000 28.250000 28.250000 12575400\n", " 246 2025-04-09 29.030001 29.660000 28.360001 28.590000 8976400\n", " 247 2025-04-10 28.879999 29.049999 28.360001 28.620001 5106700\n", " 248 2025-04-11 29.059999 29.209999 28.719999 28.900000 6658900\n", " \n", " [249 rows x 6 columns],\n", " 'JOPA3': Date Close High Low Open Volume\n", " 0 2024-04-16 20.890005 20.890005 20.890005 20.890005 0\n", " 1 2024-04-17 20.890005 20.890005 20.890005 20.890005 0\n", " 2 2024-04-18 20.890005 20.890005 20.890005 20.890005 200\n", " 3 2024-04-19 20.890005 20.890005 20.890005 20.890005 0\n", " 4 2024-04-22 20.576607 20.576607 20.576607 20.576607 200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 21.000000 21.000000 21.000000 21.000000 0\n", " 245 2025-04-08 21.000000 21.000000 21.000000 21.000000 0\n", " 246 2025-04-09 21.000000 21.000000 21.000000 21.000000 0\n", " 247 2025-04-10 21.000000 21.000000 21.000000 21.000000 0\n", " 248 2025-04-11 20.900000 20.900000 20.900000 20.900000 200\n", " \n", " [249 rows x 6 columns],\n", " 'AMAR3': Date Close High Low Open Volume\n", " 0 2024-04-16 1.55 1.56 1.45 1.50 487600\n", " 1 2024-04-17 1.52 1.58 1.51 1.53 447000\n", " 2 2024-04-18 1.56 1.60 1.52 1.52 610800\n", " 3 2024-04-19 1.67 1.68 1.56 1.56 604300\n", " 4 2024-04-22 1.76 1.76 1.64 1.65 360700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.22 1.29 1.20 1.29 1052500\n", " 245 2025-04-08 1.23 1.28 1.19 1.24 455600\n", " 246 2025-04-09 1.29 1.31 1.19 1.19 449900\n", " 247 2025-04-10 1.30 1.31 1.28 1.29 75800\n", " 248 2025-04-11 1.29 1.32 1.28 1.28 143600\n", " \n", " [249 rows x 6 columns],\n", " 'TCSA3': Date Close High Low Open Volume\n", " 0 2024-04-16 2.56 2.61 2.52 2.60 245800\n", " 1 2024-04-17 2.53 2.62 2.53 2.54 31100\n", " 2 2024-04-18 2.51 2.57 2.51 2.53 60000\n", " 3 2024-04-19 2.47 2.55 2.47 2.49 71500\n", " 4 2024-04-22 2.42 2.50 2.42 2.48 69100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.45 1.58 1.43 1.58 128600\n", " 245 2025-04-08 1.40 1.50 1.36 1.49 218700\n", " 246 2025-04-09 1.40 1.45 1.38 1.40 47100\n", " 247 2025-04-10 1.38 1.44 1.38 1.44 58900\n", " 248 2025-04-11 1.40 1.42 1.39 1.39 19600\n", " \n", " [249 rows x 6 columns],\n", " 'BMKS3': Date Close High Low Open Volume\n", " 0 2024-04-16 374.246765 381.513693 363.346374 381.513693 34\n", " 1 2024-04-17 381.513702 381.513702 367.888213 374.246775 92\n", " 2 2024-04-18 372.430054 395.139203 372.430054 372.430054 97\n", " 3 2024-04-19 395.121033 395.139190 364.981429 364.981429 206\n", " 4 2024-04-22 394.212677 394.221742 394.212677 394.221742 16\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 375.000000 375.000000 351.079987 351.079987 11\n", " 245 2025-04-08 361.049988 361.100006 355.579987 355.579987 41\n", " 246 2025-04-09 366.000000 366.000000 351.510010 361.059998 39\n", " 247 2025-04-10 365.010010 378.000000 362.000000 377.989990 16\n", " 248 2025-04-11 380.000000 384.500000 377.799988 377.799988 99\n", " \n", " [249 rows x 6 columns],\n", " 'CAML3': Date Close High Low Open Volume\n", " 0 2024-04-16 7.689109 7.803872 7.631728 7.803872 516400\n", " 1 2024-04-17 7.593474 7.784746 7.526529 7.698674 553500\n", " 2 2024-04-18 7.612601 7.689110 7.536093 7.545656 403600\n", " 3 2024-04-19 7.650856 7.746492 7.583910 7.603038 754400\n", " 4 2024-04-22 7.784746 7.813436 7.574347 7.650855 322800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.930000 4.000000 3.750000 3.890000 4006000\n", " 245 2025-04-08 3.840000 4.060000 3.820000 3.940000 2254600\n", " 246 2025-04-09 3.990000 4.030000 3.720000 3.840000 3402900\n", " 247 2025-04-10 3.940000 4.000000 3.860000 3.990000 1941500\n", " 248 2025-04-11 3.970000 3.990000 3.870000 3.940000 1540600\n", " \n", " [249 rows x 6 columns],\n", " 'CYRE3': Date Close High Low Open Volume\n", " 0 2024-04-16 20.626106 20.927290 20.052889 20.305493 9802200\n", " 1 2024-04-17 20.402649 21.218755 20.266632 21.082738 7962000\n", " 2 2024-04-18 19.975164 20.528950 19.741992 20.373502 5681300\n", " 3 2024-04-19 20.295776 20.519235 19.790569 19.887723 12289300\n", " 4 2024-04-22 20.587244 20.723261 20.150044 20.402648 6752800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 24.260000 24.990000 23.740000 24.090000 6010600\n", " 245 2025-04-08 24.549999 25.070000 24.500000 24.590000 7694000\n", " 246 2025-04-09 24.840000 25.250000 24.100000 24.299999 7801500\n", " 247 2025-04-10 24.730000 24.950001 24.420000 24.780001 4758900\n", " 248 2025-04-11 24.920000 24.940001 23.969999 24.830000 7901500\n", " \n", " [249 rows x 6 columns],\n", " 'NUTR3': Date Close High Low Open Volume\n", " 0 2024-04-16 5.19 5.25 5.11 5.25 1500\n", " 1 2024-04-17 5.24 5.25 4.93 5.25 6000\n", " 2 2024-04-18 5.11 5.24 4.91 5.24 9300\n", " 3 2024-04-19 5.23 5.29 4.70 5.21 20700\n", " 4 2024-04-22 4.95 5.24 4.88 5.24 10600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.50 3.70 3.44 3.70 4100\n", " 245 2025-04-08 3.58 3.59 3.51 3.51 2100\n", " 246 2025-04-09 3.57 3.62 3.52 3.52 3300\n", " 247 2025-04-10 3.63 3.73 3.59 3.67 4100\n", " 248 2025-04-11 3.61 3.73 3.54 3.63 3100\n", " \n", " [249 rows x 6 columns],\n", " 'MEAL3': Date Close High Low Open Volume\n", " 0 2024-04-16 1.49 1.55 1.47 1.54 1983200\n", " 1 2024-04-17 1.48 1.53 1.47 1.49 660500\n", " 2 2024-04-18 1.51 1.54 1.47 1.49 732700\n", " 3 2024-04-19 1.52 1.54 1.49 1.49 295000\n", " 4 2024-04-22 1.56 1.57 1.51 1.52 917600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.21 1.24 1.17 1.18 1031000\n", " 245 2025-04-08 1.16 1.24 1.14 1.23 559500\n", " 246 2025-04-09 1.21 1.21 1.16 1.17 377200\n", " 247 2025-04-10 1.20 1.21 1.18 1.21 334200\n", " 248 2025-04-11 1.22 1.23 1.18 1.20 259000\n", " \n", " [249 rows x 6 columns],\n", " 'CRPG5': Date Close High Low Open Volume\n", " 0 2024-04-16 31.225588 31.780533 31.225588 31.780533 600\n", " 1 2024-04-17 30.502176 31.592246 30.472446 31.592246 1900\n", " 2 2024-04-18 30.204884 30.700371 30.194974 30.670643 3800\n", " 3 2024-04-19 30.759830 31.265225 30.194974 30.194974 3400\n", " 4 2024-04-22 29.739126 30.849016 29.719306 30.730100 4600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 18.500000 18.510000 18.299999 18.320000 2700\n", " 245 2025-04-08 18.600000 18.629999 18.600000 18.600000 1500\n", " 246 2025-04-09 18.450001 18.450001 18.330000 18.330000 700\n", " 247 2025-04-10 18.170000 18.450001 18.150000 18.400000 1400\n", " 248 2025-04-11 18.049999 18.280001 18.049999 18.280001 900\n", " \n", " [249 rows x 6 columns],\n", " 'USIM6': Date Close High Low Open Volume\n", " 0 2024-04-16 14.706778 14.706778 14.706778 14.706778 0\n", " 1 2024-04-17 14.706778 14.706778 14.706778 14.706778 0\n", " 2 2024-04-18 14.706778 14.706778 14.706778 14.706778 0\n", " 3 2024-04-19 14.706778 14.706778 14.706778 14.706778 0\n", " 4 2024-04-22 14.216552 14.216552 14.216552 14.216552 100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 11.000000 11.000000 11.000000 11.000000 0\n", " 245 2025-04-08 11.000000 11.000000 11.000000 11.000000 0\n", " 246 2025-04-09 11.000000 11.000000 11.000000 11.000000 0\n", " 247 2025-04-10 11.000000 11.000000 11.000000 11.000000 0\n", " 248 2025-04-11 11.000000 11.000000 11.000000 11.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'BRAV3': Date Close High Low Open Volume\n", " 0 2024-04-16 34.299999 34.480000 33.790001 34.480000 3974000\n", " 1 2024-04-17 33.099998 34.189999 32.700001 34.099998 5317800\n", " 2 2024-04-18 32.910000 33.880001 32.509998 33.599998 4474600\n", " 3 2024-04-19 32.900002 33.240002 32.259998 32.910000 6479100\n", " 4 2024-04-22 33.349998 33.709999 32.250000 32.830002 6333800\n", " .. ... ... ... ... ... ...\n", " 243 2025-04-07 18.350000 18.660000 17.219999 17.870001 14059600\n", " 244 2025-04-08 17.580000 19.580000 17.400000 18.700001 14671100\n", " 245 2025-04-09 17.600000 18.250000 15.730000 16.879999 43334300\n", " 246 2025-04-10 16.400000 17.049999 15.900000 17.000000 26956700\n", " 247 2025-04-11 17.260000 17.580000 16.420000 16.549999 15539900\n", " \n", " [248 rows x 6 columns],\n", " 'CRIV3': Date Close High Low Open Volume\n", " 0 2024-04-16 6.98 6.98 6.98 6.98 0\n", " 1 2024-04-17 6.98 6.98 6.98 6.98 0\n", " 2 2024-04-18 6.98 6.98 6.98 6.98 0\n", " 3 2024-04-19 6.98 6.98 6.98 6.98 0\n", " 4 2024-04-22 6.98 6.98 6.98 6.98 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 6.98 6.98 6.98 6.98 0\n", " 245 2025-04-08 6.98 6.98 6.98 6.98 0\n", " 246 2025-04-09 6.98 6.98 6.98 6.98 0\n", " 247 2025-04-10 6.98 6.98 6.98 6.98 0\n", " 248 2025-04-11 6.98 6.98 6.98 6.98 0\n", " \n", " [249 rows x 6 columns],\n", " 'ENEV3': Date Close High Low Open Volume\n", " 0 2024-04-16 12.15 12.27 12.04 12.04 11519800\n", " 1 2024-04-17 12.05 12.22 11.98 12.19 7606700\n", " 2 2024-04-18 12.22 12.27 11.92 12.01 7819200\n", " 3 2024-04-19 12.27 12.40 12.20 12.23 6694700\n", " 4 2024-04-22 12.44 12.49 12.21 12.34 10952500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 11.70 12.07 11.48 11.87 22764900\n", " 245 2025-04-08 11.95 12.04 11.68 11.76 6428700\n", " 246 2025-04-09 12.34 12.54 11.75 11.92 9696700\n", " 247 2025-04-10 12.22 12.39 12.09 12.15 6443700\n", " 248 2025-04-11 12.44 12.50 12.20 12.34 9079600\n", " \n", " [249 rows x 6 columns],\n", " 'SLCE3': Date Close High Low Open Volume\n", " 0 2024-04-16 17.313078 17.533078 17.169600 17.236556 3567800\n", " 1 2024-04-17 17.322643 17.427860 17.265251 17.427860 2278200\n", " 2 2024-04-18 17.437426 17.705253 17.274817 17.274817 2833100\n", " 3 2024-04-19 17.973080 17.973080 17.370469 17.437425 3905000\n", " 4 2024-04-22 18.011339 18.212210 17.858296 18.212210 2482100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 18.719999 19.219999 18.280001 18.290001 6446800\n", " 245 2025-04-08 18.639999 18.980000 18.610001 18.750000 2335300\n", " 246 2025-04-09 18.730000 19.219999 18.500000 18.510000 3157900\n", " 247 2025-04-10 18.980000 19.129999 18.639999 18.730000 2081800\n", " 248 2025-04-11 20.120001 20.129999 19.049999 19.059999 5086700\n", " \n", " [249 rows x 6 columns],\n", " 'CTNM3': Date Close High Low Open Volume\n", " 0 2024-04-16 8.69 8.69 8.69 8.69 100\n", " 1 2024-04-17 8.78 8.78 8.78 8.78 100\n", " 2 2024-04-18 8.78 8.78 8.78 8.78 0\n", " 3 2024-04-19 8.65 8.65 8.64 8.64 300\n", " 4 2024-04-22 8.77 8.77 8.65 8.65 200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 7.13 7.13 7.13 7.13 0\n", " 245 2025-04-08 7.13 7.13 7.13 7.13 0\n", " 246 2025-04-09 7.13 7.13 7.13 7.13 0\n", " 247 2025-04-10 7.13 7.13 7.13 7.13 0\n", " 248 2025-04-11 7.13 7.13 7.13 7.13 0\n", " \n", " [249 rows x 6 columns],\n", " 'DOHL4': Date Close High Low Open Volume\n", " 0 2024-04-16 4.49 4.49 4.17 4.23 1500\n", " 1 2024-04-17 4.48 4.48 4.25 4.27 800\n", " 2 2024-04-18 4.44 4.44 4.26 4.41 1700\n", " 3 2024-04-19 4.49 4.49 4.49 4.49 100\n", " 4 2024-04-22 4.58 4.58 4.57 4.57 200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.93 3.94 3.66 3.66 600\n", " 245 2025-04-08 3.87 3.88 3.61 3.61 400\n", " 246 2025-04-09 3.87 3.87 3.87 3.87 0\n", " 247 2025-04-10 3.87 3.87 3.87 3.87 0\n", " 248 2025-04-11 3.90 3.90 3.85 3.85 1800\n", " \n", " [249 rows x 6 columns],\n", " 'JALL3': Date Close High Low Open Volume\n", " 0 2024-04-16 7.159981 7.278819 7.110465 7.219400 813300\n", " 1 2024-04-17 7.090658 7.229303 7.090658 7.189690 584500\n", " 2 2024-04-18 7.070852 7.169884 7.060949 7.120368 469300\n", " 3 2024-04-19 7.110465 7.150077 7.070852 7.110465 999000\n", " 4 2024-04-22 7.100562 7.239206 7.060949 7.110465 374600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.840000 3.970000 3.780000 3.930000 809800\n", " 245 2025-04-08 3.780000 3.920000 3.780000 3.890000 478300\n", " 246 2025-04-09 3.950000 3.950000 3.720000 3.790000 612900\n", " 247 2025-04-10 3.870000 3.930000 3.840000 3.900000 439900\n", " 248 2025-04-11 3.960000 3.960000 3.840000 3.840000 191800\n", " \n", " [249 rows x 6 columns],\n", " 'BRGE12': Date Close High Low Open Volume\n", " 0 2024-04-16 13.47 13.47 13.47 13.47 0\n", " 1 2024-04-17 13.47 13.47 13.47 13.47 0\n", " 2 2024-04-18 13.47 13.47 13.47 13.47 0\n", " 3 2024-04-19 13.47 13.47 13.47 13.47 0\n", " 4 2024-04-22 13.47 13.47 13.47 13.47 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 13.47 13.47 13.47 13.47 0\n", " 245 2025-04-08 13.47 13.47 13.47 13.47 0\n", " 246 2025-04-09 13.47 13.47 13.47 13.47 0\n", " 247 2025-04-10 13.47 13.47 13.47 13.47 0\n", " 248 2025-04-11 13.47 13.47 13.47 13.47 0\n", " \n", " [249 rows x 6 columns],\n", " 'TXRX3': Date Close High Low Open Volume\n", " 0 2024-04-16 9.05 9.05 9.05 9.05 100\n", " 1 2024-04-17 9.00 9.00 9.00 9.00 100\n", " 2 2024-04-18 9.00 9.00 9.00 9.00 0\n", " 3 2024-04-19 9.00 9.00 9.00 9.00 0\n", " 4 2024-04-22 9.00 9.00 9.00 9.00 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.50 8.50 8.50 8.50 0\n", " 245 2025-04-08 8.50 8.50 8.50 8.50 0\n", " 246 2025-04-09 8.50 8.50 8.50 8.50 0\n", " 247 2025-04-10 8.50 8.50 8.50 8.50 0\n", " 248 2025-04-11 8.50 8.50 8.50 8.50 0\n", " \n", " [249 rows x 6 columns],\n", " 'SOJA3': Date Close High Low Open Volume\n", " 0 2024-04-16 16.141356 16.404213 15.878498 16.073208 222000\n", " 1 2024-04-17 16.180300 16.394479 16.024531 16.199769 181600\n", " 2 2024-04-18 16.170563 16.618392 16.121884 16.160827 479300\n", " 3 2024-04-19 16.501568 16.608656 15.936913 16.160827 1407800\n", " 4 2024-04-22 17.134371 17.251195 16.404213 16.501568 1853400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 10.020000 10.210000 9.940000 10.090000 966400\n", " 245 2025-04-08 9.870000 10.230000 9.860000 10.050000 1242400\n", " 246 2025-04-09 9.990000 10.150000 9.690000 9.870000 1017600\n", " 247 2025-04-10 9.560000 10.150000 9.550000 10.110000 1473800\n", " 248 2025-04-11 9.950000 9.990000 9.600000 9.620000 1718000\n", " \n", " [249 rows x 6 columns],\n", " 'ATMP3': Date Close High Low Open Volume\n", " 0 2024-04-16 2.01 2.06 2.01 2.03 2800\n", " 1 2024-04-17 2.04 2.05 2.00 2.00 4100\n", " 2 2024-04-18 2.04 2.04 2.00 2.02 75400\n", " 3 2024-04-19 2.00 2.01 2.00 2.01 5000\n", " 4 2024-04-22 2.07 2.07 1.97 2.00 3300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.16 1.22 1.10 1.22 20600\n", " 245 2025-04-08 1.17 1.18 1.17 1.18 6700\n", " 246 2025-04-09 1.16 1.19 1.10 1.14 6800\n", " 247 2025-04-10 1.19 1.20 1.12 1.18 10400\n", " 248 2025-04-11 1.18 1.18 1.17 1.17 200\n", " \n", " [249 rows x 6 columns],\n", " 'CEBR6': Date Close High Low Open Volume\n", " 0 2024-04-16 20.585661 20.668556 19.839604 19.848813 1900\n", " 1 2024-04-17 20.530396 20.604080 20.429079 20.604080 2900\n", " 2 2024-04-18 19.508020 20.539605 19.508020 20.539605 2700\n", " 3 2024-04-19 19.250124 19.793549 19.121176 19.176439 8900\n", " 4 2024-04-22 20.742239 21.368559 19.425125 19.581705 13400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 19.570000 20.100000 19.070000 20.000000 21200\n", " 245 2025-04-08 19.709999 19.840000 19.500000 19.540001 5700\n", " 246 2025-04-09 19.700001 19.809999 19.510000 19.809999 6800\n", " 247 2025-04-10 19.900000 19.900000 19.580000 19.690001 6300\n", " 248 2025-04-11 19.920000 20.049999 19.790001 19.830000 15100\n", " \n", " [249 rows x 6 columns],\n", " 'PINE4': Date Close High Low Open Volume\n", " 0 2024-04-16 3.890275 4.019031 3.871882 4.019031 219400\n", " 1 2024-04-17 4.083409 4.083409 3.816700 3.954653 331600\n", " 2 2024-04-18 4.138590 4.138590 3.917866 4.037425 345900\n", " 3 2024-04-19 4.239756 4.248953 4.120197 4.138590 508300\n", " 4 2024-04-22 4.166182 4.294938 4.166182 4.248953 211600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.298590 4.298590 4.141564 4.141564 235600\n", " 245 2025-04-08 4.357475 4.367289 4.298591 4.318219 341400\n", " 246 2025-04-09 4.396732 4.416360 4.298591 4.347661 208500\n", " 247 2025-04-10 4.347661 4.386917 4.298590 4.377103 174900\n", " 248 2025-04-11 4.330000 4.380000 4.220000 4.350000 316100\n", " \n", " [249 rows x 6 columns],\n", " 'ALUP3': Date Close High Low Open Volume\n", " 0 2024-04-16 9.584982 9.713394 9.263955 9.291471 39936\n", " 1 2024-04-17 9.484088 9.704221 9.447399 9.603327 27040\n", " 2 2024-04-18 9.465743 9.557466 9.419883 9.493261 18720\n", " 3 2024-04-19 9.548293 9.676704 9.346503 9.465742 30368\n", " 4 2024-04-22 9.607432 10.028553 9.489909 9.911031 29800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 9.900000 10.180000 9.900000 10.030000 6700\n", " 245 2025-04-08 9.910000 10.060000 9.770000 10.060000 7500\n", " 246 2025-04-09 9.930000 10.350000 9.710000 9.910000 9600\n", " 247 2025-04-10 10.150000 10.470000 9.870000 9.900000 9200\n", " 248 2025-04-11 10.240000 10.300000 10.080000 10.150000 13800\n", " \n", " [249 rows x 6 columns],\n", " 'VITT3': Date Close High Low Open Volume\n", " 0 2024-04-16 5.383649 5.529153 5.315747 5.451551 503200\n", " 1 2024-04-17 5.461252 5.577655 5.383650 5.383650 980700\n", " 2 2024-04-18 5.470952 5.519453 5.335148 5.422450 295100\n", " 3 2024-04-19 5.422450 5.558254 5.373949 5.422450 351500\n", " 4 2024-04-22 5.451550 5.567954 5.315747 5.432150 589300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.000000 5.190000 4.960000 5.160000 524900\n", " 245 2025-04-08 5.050000 5.150000 4.970000 5.150000 172300\n", " 246 2025-04-09 5.140000 5.150000 4.950000 5.020000 241900\n", " 247 2025-04-10 4.910000 5.130000 4.910000 5.110000 264200\n", " 248 2025-04-11 4.950000 4.960000 4.800000 4.960000 242200\n", " \n", " [249 rows x 6 columns],\n", " 'ELET5': Date Close High Low Open Volume\n", " 0 2024-04-16 93.807648 93.807648 93.807648 93.807648 0\n", " 1 2024-04-17 93.807648 93.807648 93.807648 93.807648 0\n", " 2 2024-04-18 93.807648 93.807648 93.807648 93.807648 0\n", " 3 2024-04-19 93.807648 93.807648 93.807648 93.807648 100\n", " 4 2024-04-22 93.807648 93.807648 93.807648 93.807648 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 75.000000 75.000000 75.000000 75.000000 0\n", " 245 2025-04-08 75.000000 75.000000 75.000000 75.000000 0\n", " 246 2025-04-09 75.000000 75.000000 75.000000 75.000000 0\n", " 247 2025-04-10 75.000000 75.000000 75.000000 75.000000 0\n", " 248 2025-04-11 75.000000 75.000000 75.000000 75.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'CMIN3': Date Close High Low Open Volume\n", " 0 2024-04-16 4.721125 4.759430 4.692396 4.759430 10924200\n", " 1 2024-04-17 4.979685 4.998838 4.845617 4.864770 16995700\n", " 2 2024-04-18 5.027567 5.065873 4.941380 5.037144 16186600\n", " 3 2024-04-19 5.075449 5.075449 4.970109 4.989262 10260100\n", " 4 2024-04-22 4.979685 5.056296 4.941380 5.056296 9536200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.670000 5.790000 5.440000 5.500000 8738400\n", " 245 2025-04-08 5.430000 5.780000 5.380000 5.730000 8753700\n", " 246 2025-04-09 5.740000 5.840000 5.380000 5.380000 13203000\n", " 247 2025-04-10 5.700000 5.760000 5.570000 5.760000 7746900\n", " 248 2025-04-11 5.810000 5.890000 5.690000 5.710000 5390700\n", " \n", " [249 rows x 6 columns],\n", " 'SAPR4': Date Close High Low Open Volume\n", " 0 2024-04-16 4.731663 4.778885 4.703330 4.778885 2904400\n", " 1 2024-04-17 4.722219 4.797774 4.722219 4.750553 1350900\n", " 2 2024-04-18 4.722219 4.759997 4.693885 4.722219 1425900\n", " 3 2024-04-19 4.835552 4.835552 4.712774 4.731664 1298800\n", " 4 2024-04-22 4.939441 5.024441 4.844997 4.854441 2301700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.400000 5.590000 5.400000 5.550000 1984000\n", " 245 2025-04-08 5.460000 5.530000 5.420000 5.450000 1680300\n", " 246 2025-04-09 5.570000 5.630000 5.410000 5.460000 1993500\n", " 247 2025-04-10 5.490000 5.580000 5.440000 5.570000 1267600\n", " 248 2025-04-11 5.530000 5.560000 5.460000 5.490000 711600\n", " \n", " [249 rows x 6 columns],\n", " 'BRSR6': Date Close High Low Open Volume\n", " 0 2024-04-16 11.424105 11.541879 11.297271 11.514701 2323000\n", " 1 2024-04-17 11.251975 11.641536 11.170439 11.505643 2289500\n", " 2 2024-04-18 11.179499 11.451286 11.170439 11.251975 930200\n", " 3 2024-04-19 11.233854 11.297272 11.125140 11.179497 1247500\n", " 4 2024-04-22 11.387868 11.442226 11.206677 11.206677 776700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 10.510000 10.810000 10.440000 10.650000 1475100\n", " 245 2025-04-08 10.320000 10.640000 10.320000 10.550000 1244500\n", " 246 2025-04-09 10.580000 10.610000 10.180000 10.290000 1627100\n", " 247 2025-04-10 10.290000 10.590000 10.250000 10.590000 1217600\n", " 248 2025-04-11 10.480000 10.530000 10.240000 10.300000 823000\n", " \n", " [249 rows x 6 columns],\n", " 'ODER4': Date Close High Low Open Volume\n", " 0 2024-04-16 99.470703 99.470703 99.470703 99.470703 0\n", " 1 2024-04-17 99.470703 99.470703 99.470703 99.470703 0\n", " 2 2024-04-18 99.470703 99.470703 99.470703 99.470703 0\n", " 3 2024-04-19 99.470703 99.470703 99.470703 99.470703 0\n", " 4 2024-04-22 99.470703 99.470703 99.470703 99.470703 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 100.000000 100.000000 100.000000 100.000000 0\n", " 245 2025-04-08 100.000000 100.000000 100.000000 100.000000 0\n", " 246 2025-04-09 100.000000 100.000000 100.000000 100.000000 0\n", " 247 2025-04-10 100.000000 100.000000 100.000000 100.000000 0\n", " 248 2025-04-11 100.000000 100.000000 100.000000 100.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'RADL3': Date Close High Low Open Volume\n", " 0 2024-04-16 24.840599 25.835405 24.811052 25.618715 7498900\n", " 1 2024-04-17 24.525410 24.889844 24.328420 24.830746 8494400\n", " 2 2024-04-18 24.573917 24.830513 24.465359 24.593656 14273900\n", " 3 2024-04-19 25.116718 25.481872 24.534445 24.534445 13724900\n", " 4 2024-04-22 25.195669 25.521348 25.126584 25.254883 6581500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 19.400000 20.040001 19.000000 19.420000 9705600\n", " 245 2025-04-08 19.379999 19.879999 19.200001 19.340000 13238100\n", " 246 2025-04-09 21.180000 21.230000 19.250000 19.379999 17253900\n", " 247 2025-04-10 20.590000 21.740000 20.400000 21.000000 15604700\n", " 248 2025-04-11 21.379999 21.770000 20.559999 20.730000 10223600\n", " \n", " [249 rows x 6 columns],\n", " 'ONCO3': Date Close High Low Open Volume\n", " 0 2024-04-16 7.35 7.68 7.30 7.60 3069800\n", " 1 2024-04-17 7.19 7.48 7.13 7.37 1974000\n", " 2 2024-04-18 6.77 7.27 6.70 7.20 2938700\n", " 3 2024-04-19 6.95 7.08 6.74 6.74 2452000\n", " 4 2024-04-22 7.25 7.27 6.93 7.00 1897500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.20 5.30 5.02 5.20 2398800\n", " 245 2025-04-08 4.89 5.31 4.89 5.26 2258400\n", " 246 2025-04-09 4.82 5.05 4.44 4.93 3530300\n", " 247 2025-04-10 4.94 5.02 4.50 4.58 1561400\n", " 248 2025-04-11 5.28 5.28 4.98 4.98 1393300\n", " \n", " [249 rows x 6 columns],\n", " 'CURY3': Date Close High Low Open Volume\n", " 0 2024-04-16 16.392521 16.464261 15.737895 16.105561 3244500\n", " 1 2024-04-17 16.706383 16.948505 16.491164 16.509099 3013500\n", " 2 2024-04-18 16.858828 17.136820 16.598772 16.643609 2835800\n", " 3 2024-04-19 16.742252 17.074049 16.679480 16.840895 2147800\n", " 4 2024-04-22 16.930569 17.109919 16.724317 16.778122 1956500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 25.360001 26.100000 24.629999 25.139999 2415400\n", " 245 2025-04-08 26.090000 26.590000 25.510000 25.530001 2291500\n", " 246 2025-04-09 26.150000 26.820000 25.730000 26.000000 4180200\n", " 247 2025-04-10 25.620001 26.240000 25.350000 26.240000 1915100\n", " 248 2025-04-11 25.930000 26.070000 25.010000 25.629999 2740500\n", " \n", " [249 rows x 6 columns],\n", " 'BLAU3': Date Close High Low Open Volume\n", " 0 2024-04-16 10.380052 10.632277 10.302444 10.632277 436700\n", " 1 2024-04-17 10.137528 10.593475 10.089023 10.564372 306500\n", " 2 2024-04-18 9.943508 10.253939 9.943508 10.156930 295800\n", " 3 2024-04-19 9.982312 10.156930 9.895003 10.040519 227200\n", " 4 2024-04-22 10.040520 10.108426 9.953211 9.972612 236100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 12.480000 13.240000 12.310000 12.900000 356100\n", " 245 2025-04-08 12.510000 12.870000 12.340000 12.590000 256000\n", " 246 2025-04-09 12.620000 13.050000 12.180000 12.400000 446500\n", " 247 2025-04-10 13.250000 13.430000 12.310000 12.490000 651200\n", " 248 2025-04-11 12.850000 13.460000 12.670000 13.460000 433800\n", " \n", " [249 rows x 6 columns],\n", " 'EALT3': Date Close High Low Open Volume\n", " 0 2024-04-16 9.86598 9.86598 9.86598 9.86598 0\n", " 1 2024-04-17 9.86598 9.86598 9.86598 9.86598 100\n", " 2 2024-04-18 9.86598 9.86598 9.86598 9.86598 0\n", " 3 2024-04-19 9.86598 9.86598 9.86598 9.86598 0\n", " 4 2024-04-22 9.86598 9.86598 9.86598 9.86598 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 13.50000 13.59000 13.02000 13.59000 500\n", " 245 2025-04-08 13.99000 13.99000 13.99000 13.99000 200\n", " 246 2025-04-09 13.60000 13.60000 13.60000 13.60000 200\n", " 247 2025-04-10 13.40000 13.52000 13.40000 13.52000 1300\n", " 248 2025-04-11 13.33000 13.40000 13.33000 13.40000 300\n", " \n", " [249 rows x 6 columns],\n", " 'PATI4': Date Close High Low Open Volume\n", " 0 2024-04-16 27.448904 27.448904 27.448904 27.448904 0\n", " 1 2024-04-17 27.448904 27.448904 27.448904 27.448904 0\n", " 2 2024-04-18 27.448904 27.448904 27.448904 27.448904 0\n", " 3 2024-04-19 27.448904 27.448904 27.448904 27.448904 0\n", " 4 2024-04-22 27.448904 27.448904 27.448904 27.448904 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 35.000000 35.000000 35.000000 35.000000 0\n", " 245 2025-04-08 35.000000 35.000000 35.000000 35.000000 0\n", " 246 2025-04-09 35.000000 35.000000 35.000000 35.000000 0\n", " 247 2025-04-10 35.000000 35.000000 35.000000 35.000000 0\n", " 248 2025-04-11 35.000000 35.000000 35.000000 35.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'RNEW4': Date Close High Low Open Volume\n", " 0 2024-04-16 1.06 1.10 1.04 1.10 246500\n", " 1 2024-04-17 1.04 1.06 1.04 1.05 88800\n", " 2 2024-04-18 1.02 1.05 1.02 1.04 78600\n", " 3 2024-04-19 1.01 1.05 0.99 1.02 455800\n", " 4 2024-04-22 1.00 1.02 1.00 1.01 106600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 0.88 0.95 0.88 0.91 108700\n", " 245 2025-04-08 0.85 0.90 0.85 0.88 268000\n", " 246 2025-04-09 0.87 0.87 0.83 0.87 143900\n", " 247 2025-04-10 0.88 0.89 0.86 0.88 29900\n", " 248 2025-04-11 0.86 0.89 0.85 0.89 251900\n", " \n", " [249 rows x 6 columns],\n", " 'WLMM3': Date Close High Low Open Volume\n", " 0 2024-04-16 21.707058 21.707058 21.707058 21.707058 0\n", " 1 2024-04-17 21.707058 21.707058 21.707058 21.707058 0\n", " 2 2024-04-18 21.707058 21.707058 21.707058 21.707058 0\n", " 3 2024-04-19 21.707058 21.707058 21.707058 21.707058 0\n", " 4 2024-04-22 21.707058 21.707058 21.707058 21.707058 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 26.080000 26.080000 26.080000 26.080000 0\n", " 245 2025-04-08 26.080000 26.080000 26.080000 26.080000 0\n", " 246 2025-04-09 26.080000 26.080000 26.080000 26.080000 0\n", " 247 2025-04-10 26.080000 26.080000 26.080000 26.080000 0\n", " 248 2025-04-11 26.080000 26.080000 26.080000 26.080000 0\n", " \n", " [249 rows x 6 columns],\n", " 'EQPA3': Date Close High Low Open Volume\n", " 0 2024-04-16 7.307708 7.452954 7.262318 7.452954 15300\n", " 1 2024-04-17 7.398486 7.407564 7.380331 7.389409 700\n", " 2 2024-04-18 7.316786 7.362175 7.280474 7.325863 7400\n", " 3 2024-04-19 7.380331 7.380331 7.371253 7.371253 200\n", " 4 2024-04-22 7.398486 7.471109 7.325863 7.380331 16800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 6.250000 6.270000 6.040000 6.050000 5800\n", " 245 2025-04-08 6.150000 6.270000 6.120000 6.250000 13600\n", " 246 2025-04-09 6.150000 6.150000 6.030000 6.140000 4100\n", " 247 2025-04-10 6.200000 6.200000 6.130000 6.130000 8000\n", " 248 2025-04-11 6.210000 6.210000 6.130000 6.190000 11200\n", " \n", " [249 rows x 6 columns],\n", " 'CTKA4': Date Close High Low Open Volume\n", " 0 2024-04-16 19.500000 19.500000 19.500000 19.500000 200\n", " 1 2024-04-17 19.500000 19.500000 19.500000 19.500000 0\n", " 2 2024-04-18 19.500000 19.500000 19.500000 19.500000 0\n", " 3 2024-04-19 18.450001 19.500000 17.500000 19.250000 3300\n", " 4 2024-04-22 18.450001 18.450001 18.450001 18.450001 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 28.070000 30.500000 27.700001 29.000000 600\n", " 245 2025-04-08 28.200001 28.219999 28.200001 28.219999 1100\n", " 246 2025-04-09 29.900000 29.900000 28.879999 28.879999 200\n", " 247 2025-04-10 29.900000 29.900000 27.549999 27.549999 1000\n", " 248 2025-04-11 34.720001 34.779999 31.000000 31.000000 500\n", " \n", " [249 rows x 6 columns],\n", " 'ETER3': Date Close High Low Open Volume\n", " 0 2024-04-16 7.259924 7.347864 6.810454 7.054731 341000\n", " 1 2024-04-17 7.269695 7.299008 7.123129 7.259924 133100\n", " 2 2024-04-18 7.338093 7.367406 7.240382 7.259924 135900\n", " 3 2024-04-19 7.504201 7.504201 7.230611 7.230611 200300\n", " 4 2024-04-22 7.445575 7.592142 7.318551 7.504202 183800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.590000 4.740000 4.480000 4.740000 144400\n", " 245 2025-04-08 4.530000 4.760000 4.530000 4.620000 88500\n", " 246 2025-04-09 4.680000 4.680000 4.520000 4.530000 54800\n", " 247 2025-04-10 4.490000 4.680000 4.440000 4.680000 114400\n", " 248 2025-04-11 4.550000 4.560000 4.440000 4.480000 81200\n", " \n", " [249 rows x 6 columns],\n", " 'GOAU4': Date Close High Low Open Volume\n", " 0 2024-04-16 10.155087 10.394820 10.049604 10.327695 11015700\n", " 1 2024-04-17 10.174265 10.490712 10.145497 10.327695 11805800\n", " 2 2024-04-18 10.222212 10.337284 10.164676 10.241391 6733100\n", " 3 2024-04-19 10.529070 10.529070 10.155087 10.193444 11179800\n", " 4 2024-04-22 10.672910 10.816749 10.318105 10.529069 21081600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.010000 8.370000 7.850000 8.240000 30804800\n", " 245 2025-04-08 7.820000 8.180000 7.720000 8.120000 25292200\n", " 246 2025-04-09 8.260000 8.290000 7.670000 7.730000 32666500\n", " 247 2025-04-10 8.050000 8.310000 7.910000 8.210000 22809100\n", " 248 2025-04-11 8.160000 8.220000 7.980000 8.100000 16423600\n", " \n", " [249 rows x 6 columns],\n", " 'WHRL3': Date Close High Low Open Volume\n", " 0 2024-04-16 4.252956 4.418656 4.252956 4.418656 400\n", " 1 2024-04-17 4.372628 4.437067 4.262161 4.437067 400\n", " 2 2024-04-18 4.354217 4.363422 4.354217 4.363422 600\n", " 3 2024-04-19 4.317395 4.317395 4.225339 4.243751 1700\n", " 4 2024-04-22 4.455478 4.455478 4.455478 4.455478 200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.920000 3.960000 3.710000 3.850000 5200\n", " 245 2025-04-08 3.920000 3.930000 3.800000 3.920000 1800\n", " 246 2025-04-09 3.970000 3.970000 3.900000 3.900000 1100\n", " 247 2025-04-10 3.910000 3.910000 3.840000 3.850000 600\n", " 248 2025-04-11 3.900000 3.910000 3.780000 3.910000 11800\n", " \n", " [249 rows x 6 columns],\n", " 'BPHA3': Date Close High Low Open Volume\n", " 0 2024-04-16 0.62 0.62 0.62 0.62 0\n", " 1 2024-04-17 0.62 0.62 0.62 0.62 0\n", " 2 2024-04-18 0.62 0.62 0.62 0.62 0\n", " 3 2024-04-19 0.62 0.62 0.62 0.62 0\n", " 4 2024-04-22 0.62 0.62 0.62 0.62 0\n", " .. ... ... ... ... ... ...\n", " 74 2024-07-31 0.62 0.62 0.62 0.62 0\n", " 75 2024-08-01 0.62 0.62 0.62 0.62 0\n", " 76 2024-08-02 0.62 0.62 0.62 0.62 0\n", " 77 2024-08-05 0.62 0.62 0.62 0.62 0\n", " 78 2024-08-06 0.62 0.62 0.62 0.62 0\n", " \n", " [79 rows x 6 columns],\n", " 'ODPV3': Date Close High Low Open Volume\n", " 0 2024-04-16 10.301879 10.339753 10.008351 10.140912 1353800\n", " 1 2024-04-17 10.169317 10.368159 9.932601 10.301879 1029300\n", " 2 2024-04-18 10.254536 10.358690 10.131443 10.226130 928700\n", " 3 2024-04-19 10.273472 10.424970 10.207191 10.216660 1877300\n", " 4 2024-04-22 10.273472 10.387095 10.254534 10.273472 1637400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 10.630000 10.780000 10.500000 10.650000 1153500\n", " 245 2025-04-08 10.670000 10.910000 10.540000 10.640000 1352600\n", " 246 2025-04-09 10.810000 10.950000 10.510000 10.670000 1256100\n", " 247 2025-04-10 10.860000 10.910000 10.620000 10.870000 1328700\n", " 248 2025-04-11 10.830000 10.960000 10.740000 10.880000 1336600\n", " \n", " [249 rows x 6 columns],\n", " 'AURA33': Date Close High Low Open Volume\n", " 0 2024-04-16 12.801467 12.971065 12.547070 12.945939 620985\n", " 1 2024-04-17 12.295816 12.829733 12.091671 12.766920 417822\n", " 2 2024-04-18 12.506242 12.622447 12.248706 12.430865 196797\n", " 3 2024-04-19 12.609886 12.719811 12.317801 12.562776 385839\n", " 4 2024-04-22 12.189032 12.562775 12.091671 12.562775 225456\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 31.450001 32.730000 29.540001 30.900000 546143\n", " 245 2025-04-08 32.200001 33.029999 31.440001 31.950001 408700\n", " 246 2025-04-09 34.700001 35.230000 32.000000 32.500000 421380\n", " 247 2025-04-10 35.830002 35.959999 34.009998 34.849998 395657\n", " 248 2025-04-11 36.189999 37.299999 35.980000 36.029999 379021\n", " \n", " [249 rows x 6 columns],\n", " 'EGIE3': Date Close High Low Open Volume\n", " 0 2024-04-16 37.753513 38.910096 37.753513 38.675018 5555700\n", " 1 2024-04-17 38.092022 38.628003 37.885156 37.969784 3288000\n", " 2 2024-04-18 37.979187 38.251878 37.819336 38.082622 1857400\n", " 3 2024-04-19 37.518436 38.251878 37.518436 38.082622 11945800\n", " 4 2024-04-22 37.781723 38.129637 37.518437 37.612467 3499900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 39.060001 39.560001 38.599998 39.200001 1511600\n", " 245 2025-04-08 39.049999 39.799999 38.950001 38.970001 1445100\n", " 246 2025-04-09 39.860001 40.660000 38.630001 38.709999 2223300\n", " 247 2025-04-10 39.560001 40.040001 39.360001 39.959999 1226900\n", " 248 2025-04-11 39.650002 39.869999 39.270000 39.810001 1288300\n", " \n", " [249 rows x 6 columns],\n", " 'RPAD6': Date Close High Low Open Volume\n", " 0 2024-04-16 8.43 8.43 8.43 8.43 0\n", " 1 2024-04-17 8.48 8.48 8.48 8.48 100\n", " 2 2024-04-18 8.48 8.48 8.48 8.48 0\n", " 3 2024-04-19 8.48 8.48 8.48 8.48 0\n", " 4 2024-04-22 8.48 8.48 8.48 8.48 500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.00 4.00 4.00 4.00 2400\n", " 245 2025-04-08 4.00 4.00 4.00 4.00 0\n", " 246 2025-04-09 4.00 4.01 4.00 4.01 2100\n", " 247 2025-04-10 4.00 4.00 4.00 4.00 0\n", " 248 2025-04-11 4.10 4.10 4.10 4.10 1700\n", " \n", " [249 rows x 6 columns],\n", " 'HBSA3': Date Close High Low Open Volume\n", " 0 2024-04-16 4.05 4.08 3.91 3.99 13793600\n", " 1 2024-04-17 4.00 4.14 4.00 4.08 7312400\n", " 2 2024-04-18 4.10 4.11 3.96 4.00 7158800\n", " 3 2024-04-19 4.14 4.22 4.08 4.08 6343100\n", " 4 2024-04-22 4.11 4.17 3.95 4.17 12081200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 2.25 2.27 2.06 2.15 3284500\n", " 245 2025-04-08 2.27 2.32 2.20 2.24 4551100\n", " 246 2025-04-09 2.19 2.28 2.19 2.22 9198200\n", " 247 2025-04-10 2.24 2.28 2.14 2.16 2304200\n", " 248 2025-04-11 2.26 2.28 2.19 2.25 1213300\n", " \n", " [249 rows x 6 columns],\n", " 'PMAM3': Date Close High Low Open Volume\n", " 0 2024-04-16 2.93 2.93 2.75 2.78 20600\n", " 1 2024-04-17 2.79 2.93 2.69 2.93 70100\n", " 2 2024-04-18 2.86 2.87 2.76 2.76 17300\n", " 3 2024-04-19 2.65 2.85 2.65 2.85 163500\n", " 4 2024-04-22 2.77 3.01 2.60 2.68 92800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.95 1.97 1.53 1.53 2652400\n", " 245 2025-04-08 2.44 2.70 2.09 2.20 6461200\n", " 246 2025-04-09 2.03 2.71 2.00 2.63 4513800\n", " 247 2025-04-10 1.89 2.25 1.75 2.08 2719900\n", " 248 2025-04-11 2.03 2.15 1.81 1.87 1429400\n", " \n", " [249 rows x 6 columns],\n", " 'HBTS5': Date Close High Low Open Volume\n", " 0 2024-04-16 40.000000 40.000000 40.000000 40.000000 100\n", " 1 2024-04-17 40.000000 40.000000 40.000000 40.000000 0\n", " 2 2024-04-18 40.000000 40.000000 40.000000 40.000000 0\n", " 3 2024-04-19 42.000000 42.000000 42.000000 42.000000 300\n", " 4 2024-04-22 45.889999 45.889999 42.009998 42.009998 200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 30.000000 30.000000 30.000000 30.000000 0\n", " 245 2025-04-08 30.000000 30.000000 30.000000 30.000000 100\n", " 246 2025-04-09 29.000000 29.000000 29.000000 29.000000 500\n", " 247 2025-04-10 29.000000 29.000000 29.000000 29.000000 0\n", " 248 2025-04-11 29.000000 29.000000 29.000000 29.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'GRND3': Date Close High Low Open Volume\n", " 0 2024-04-16 5.547761 5.659649 5.501141 5.641001 4914800\n", " 1 2024-04-17 5.529113 5.687621 5.501142 5.594381 2276600\n", " 2 2024-04-18 5.529113 5.631677 5.491817 5.529113 2340300\n", " 3 2024-04-19 5.594381 5.631677 5.510465 5.519789 1121800\n", " 4 2024-04-22 5.622353 5.678296 5.603705 5.613028 625800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.590000 5.740000 5.560000 5.610000 2364600\n", " 245 2025-04-08 5.500000 5.730000 5.490000 5.600000 1732000\n", " 246 2025-04-09 5.640000 5.700000 5.430000 5.500000 2657400\n", " 247 2025-04-10 5.430000 5.690000 5.430000 5.600000 4188400\n", " 248 2025-04-11 5.580000 5.580000 5.460000 5.460000 1502100\n", " \n", " [249 rows x 6 columns],\n", " 'BEES4': Date Close High Low Open Volume\n", " 0 2024-04-16 8.900957 8.947510 8.845093 8.947510 2700\n", " 1 2024-04-17 8.863714 8.947509 8.863714 8.900957 800\n", " 2 2024-04-18 8.863714 9.087169 8.835782 9.087169 4000\n", " 3 2024-04-19 8.938201 9.003375 8.882337 8.928890 1700\n", " 4 2024-04-22 8.854405 8.984754 8.817163 8.900959 4800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.700000 8.800000 8.630000 8.750000 2900\n", " 245 2025-04-08 8.690000 8.880000 8.690000 8.750000 3900\n", " 246 2025-04-09 8.700000 8.710000 8.660000 8.690000 1800\n", " 247 2025-04-10 8.500000 8.740000 8.500000 8.700000 2100\n", " 248 2025-04-11 8.550000 8.730000 8.470000 8.470000 2800\n", " \n", " [249 rows x 6 columns],\n", " 'LOGN3': Date Close High Low Open Volume\n", " 0 2024-04-16 35.700001 36.590000 34.860001 35.689999 31600\n", " 1 2024-04-17 35.349998 36.180000 35.349998 35.599998 26400\n", " 2 2024-04-18 36.939999 37.320000 35.430000 35.660000 36400\n", " 3 2024-04-19 37.990002 37.990002 36.279999 36.490002 28700\n", " 4 2024-04-22 37.750000 38.200001 37.180000 37.480000 17800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 21.090000 21.290001 20.650000 20.750000 44600\n", " 245 2025-04-08 21.080000 21.190001 20.540001 20.540001 28300\n", " 246 2025-04-09 21.620001 21.620001 21.000000 21.129999 21200\n", " 247 2025-04-10 21.230000 21.410000 20.879999 21.350000 26100\n", " 248 2025-04-11 21.219999 21.360001 21.190001 21.290001 8900\n", " \n", " [249 rows x 6 columns],\n", " 'VAMO3': Date Close High Low Open Volume\n", " 0 2024-04-16 7.123900 7.266951 7.018997 7.066680 9274100\n", " 1 2024-04-17 7.305097 7.381390 7.162047 7.200194 9737800\n", " 2 2024-04-18 7.085753 7.381390 6.914093 7.333707 10549000\n", " 3 2024-04-19 7.047607 7.181121 6.999924 7.076217 8757100\n", " 4 2024-04-22 6.933167 7.028534 6.895020 7.028534 6056900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.230000 4.460000 4.130000 4.180000 11947600\n", " 245 2025-04-08 4.130000 4.420000 4.090000 4.300000 11753300\n", " 246 2025-04-09 4.350000 4.450000 3.970000 3.990000 14177600\n", " 247 2025-04-10 4.320000 4.370000 4.150000 4.370000 9614600\n", " 248 2025-04-11 4.870000 4.920000 4.410000 4.450000 16814500\n", " \n", " [249 rows x 6 columns],\n", " 'CRPG3': Date Close High Low Open Volume\n", " 0 2024-04-16 33.521427 33.521427 33.521427 33.521427 0\n", " 1 2024-04-17 33.521427 33.521427 33.521427 33.521427 0\n", " 2 2024-04-18 33.521427 33.521427 33.521427 33.521427 0\n", " 3 2024-04-19 33.521427 33.521427 33.521427 33.521427 0\n", " 4 2024-04-22 33.521427 33.521427 33.521427 33.521427 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 21.150000 21.150000 21.150000 21.150000 0\n", " 245 2025-04-08 21.150000 21.150000 21.150000 21.150000 0\n", " 246 2025-04-09 21.150000 21.150000 21.150000 21.150000 0\n", " 247 2025-04-10 21.150000 21.150000 21.150000 21.150000 0\n", " 248 2025-04-11 21.150000 21.150000 21.150000 21.150000 0\n", " \n", " [249 rows x 6 columns],\n", " 'RPMG3': Date Close High Low Open Volume\n", " 0 2024-04-16 2.09 2.09 2.02 2.03 1500\n", " 1 2024-04-17 2.09 2.09 2.09 2.09 0\n", " 2 2024-04-18 2.02 2.09 2.02 2.09 1100\n", " 3 2024-04-19 2.09 2.09 2.04 2.04 3300\n", " 4 2024-04-22 2.03 2.08 2.03 2.08 900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 2.75 2.78 2.69 2.69 1000\n", " 245 2025-04-08 2.70 2.86 2.69 2.69 5000\n", " 246 2025-04-09 2.71 2.84 2.71 2.84 1300\n", " 247 2025-04-10 2.75 2.90 2.70 2.72 15700\n", " 248 2025-04-11 2.75 2.75 2.75 2.75 0\n", " \n", " [249 rows x 6 columns],\n", " 'USIM5': Date Close High Low Open Volume\n", " 0 2024-04-16 9.714931 9.763265 9.502266 9.724598 16819700\n", " 1 2024-04-17 9.589266 9.898597 9.444267 9.888930 12147700\n", " 2 2024-04-18 9.608599 9.801931 9.550600 9.579599 8771600\n", " 3 2024-04-19 9.985596 10.149928 9.540932 9.579599 22939700\n", " 4 2024-04-22 10.217594 10.323927 9.792264 9.985596 17187500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.360000 5.490000 5.120000 5.140000 16937200\n", " 245 2025-04-08 5.110000 5.460000 5.070000 5.460000 12899200\n", " 246 2025-04-09 5.470000 5.510000 5.020000 5.050000 25063100\n", " 247 2025-04-10 5.330000 5.480000 5.240000 5.480000 16133200\n", " 248 2025-04-11 5.420000 5.470000 5.320000 5.370000 9609100\n", " \n", " [249 rows x 6 columns],\n", " 'TASA3': Date Close High Low Open Volume\n", " 0 2024-04-16 12.743013 12.821131 12.547718 12.684424 15000\n", " 1 2024-04-17 12.723484 12.918779 12.674660 12.743014 13100\n", " 2 2024-04-18 12.596541 12.752778 12.586777 12.752778 11300\n", " 3 2024-04-19 12.772307 13.075015 12.596541 12.596541 16200\n", " 4 2024-04-22 12.840661 13.075016 12.762543 12.782073 7300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.120000 8.380000 8.120000 8.380000 4000\n", " 245 2025-04-08 8.170000 8.320000 8.090000 8.160000 6600\n", " 246 2025-04-09 8.150000 8.200000 8.050000 8.170000 21200\n", " 247 2025-04-10 8.350000 8.550000 8.160000 8.230000 11800\n", " 248 2025-04-11 8.590000 8.600000 8.370000 8.370000 4000\n", " \n", " [249 rows x 6 columns],\n", " 'MWET4': Date Close High Low Open Volume\n", " 0 2024-04-16 5.29 5.29 5.29 5.29 100\n", " 1 2024-04-17 5.29 5.29 5.29 5.29 0\n", " 2 2024-04-18 5.29 5.29 5.29 5.29 0\n", " 3 2024-04-19 5.29 5.29 5.29 5.29 0\n", " 4 2024-04-22 5.29 5.29 5.29 5.29 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 12.10 12.10 12.10 12.10 0\n", " 245 2025-04-08 12.10 12.10 12.10 12.10 0\n", " 246 2025-04-09 12.10 12.10 12.10 12.10 0\n", " 247 2025-04-10 12.10 12.10 12.10 12.10 0\n", " 248 2025-04-11 12.10 12.10 12.10 12.10 0\n", " \n", " [249 rows x 6 columns],\n", " 'SMTO3': Date Close High Low Open Volume\n", " 0 2024-04-16 27.119562 27.520344 26.613813 26.680610 3153700\n", " 1 2024-04-17 26.823748 27.348580 26.737866 27.110020 1977400\n", " 2 2024-04-18 26.499304 26.900086 26.213030 26.737864 2182000\n", " 3 2024-04-19 26.699694 26.909628 26.289369 26.461133 2537300\n", " 4 2024-04-22 27.224527 27.491714 26.508846 26.728321 2029200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 19.100000 19.129999 18.330000 18.639999 3106800\n", " 245 2025-04-08 19.350000 19.760000 19.100000 19.110001 2561700\n", " 246 2025-04-09 20.000000 20.230000 18.820000 19.299999 1971300\n", " 247 2025-04-10 19.430000 20.040001 19.240000 19.870001 1239200\n", " 248 2025-04-11 19.920000 20.030001 19.340000 19.430000 3128800\n", " \n", " [249 rows x 6 columns],\n", " 'PDTC3': Date Close High Low Open Volume\n", " 0 2024-04-16 2.283176 2.302774 2.253779 2.292975 70600\n", " 1 2024-04-17 2.263578 2.332171 2.243980 2.283176 57300\n", " 2 2024-04-18 2.253779 2.312573 2.253779 2.263578 67000\n", " 3 2024-04-19 2.234181 2.273377 2.224382 2.253779 56900\n", " 4 2024-04-22 2.283176 2.283176 2.234181 2.253779 17000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.110000 1.180000 1.100000 1.150000 110200\n", " 245 2025-04-08 1.080000 1.150000 1.050000 1.150000 69700\n", " 246 2025-04-09 1.060000 1.080000 1.020000 1.060000 63900\n", " 247 2025-04-10 1.090000 1.100000 1.030000 1.060000 72800\n", " 248 2025-04-11 1.070000 1.090000 1.060000 1.080000 26200\n", " \n", " [249 rows x 6 columns],\n", " 'AFLT3': Date Close High Low Open Volume\n", " 0 2024-04-16 7.342591 7.352303 7.342591 7.352303 1300\n", " 1 2024-04-17 7.342591 7.342591 7.332879 7.332879 600\n", " 2 2024-04-18 7.342591 7.342591 7.342591 7.342591 0\n", " 3 2024-04-19 7.342591 7.342591 7.342591 7.342591 0\n", " 4 2024-04-22 7.342591 7.342591 7.342591 7.342591 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 7.300000 7.300000 7.300000 7.300000 0\n", " 245 2025-04-08 7.300000 7.300000 7.300000 7.300000 0\n", " 246 2025-04-09 7.300000 7.300000 7.300000 7.300000 0\n", " 247 2025-04-10 7.300000 7.300000 7.300000 7.300000 0\n", " 248 2025-04-11 7.300000 7.300000 7.300000 7.300000 0\n", " \n", " [249 rows x 6 columns],\n", " 'CLSC4': Date Close High Low Open Volume\n", " 0 2024-04-16 62.299603 62.299603 60.863116 60.863116 2100\n", " 1 2024-04-17 62.217258 63.077323 62.198962 62.583244 4900\n", " 2 2024-04-18 62.391106 62.647293 61.961073 62.647293 6700\n", " 3 2024-04-19 61.677433 62.427700 61.540188 62.089162 12100\n", " 4 2024-04-22 62.601536 62.601536 62.208103 62.208103 300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 82.500000 82.610001 80.910004 81.900002 7200\n", " 245 2025-04-08 82.239998 82.900002 81.199997 82.900002 5300\n", " 246 2025-04-09 81.940002 82.070000 80.389999 80.849998 2800\n", " 247 2025-04-10 79.000000 81.889999 79.000000 80.650002 3500\n", " 248 2025-04-11 81.190002 81.279999 80.000000 80.000000 2700\n", " \n", " [249 rows x 6 columns],\n", " 'JOPA4': Date Close High Low Open Volume\n", " 0 2024-04-16 34.523495 34.523495 34.523495 34.523495 0\n", " 1 2024-04-17 34.523495 34.523495 34.523495 34.523495 0\n", " 2 2024-04-18 34.523495 34.523495 34.523495 34.523495 0\n", " 3 2024-04-19 34.523495 34.523495 34.523495 34.523495 0\n", " 4 2024-04-22 34.523495 34.523495 34.523495 34.523495 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 24.000000 24.000000 24.000000 24.000000 0\n", " 245 2025-04-08 24.000000 24.000000 24.000000 24.000000 0\n", " 246 2025-04-09 24.000000 24.000000 24.000000 24.000000 0\n", " 247 2025-04-10 24.000000 24.000000 24.000000 24.000000 0\n", " 248 2025-04-11 24.000000 24.000000 24.000000 24.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'CGAS3': Date Close High Low Open Volume\n", " 0 2024-04-16 106.665611 107.129375 106.665611 107.129375 500\n", " 1 2024-04-17 106.665611 106.665611 106.665611 106.665611 0\n", " 2 2024-04-18 106.665611 106.665611 106.665611 106.665611 0\n", " 3 2024-04-19 106.665611 106.665611 106.665611 106.665611 100\n", " 4 2024-04-22 106.665611 106.665611 106.665611 106.665611 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 135.000000 135.000000 135.000000 135.000000 100\n", " 245 2025-04-08 133.000000 133.000000 133.000000 133.000000 500\n", " 246 2025-04-09 133.000000 133.000000 133.000000 133.000000 0\n", " 247 2025-04-10 125.070000 125.089996 125.070000 125.089996 200\n", " 248 2025-04-11 125.070000 125.070000 125.070000 125.070000 0\n", " \n", " [249 rows x 6 columns],\n", " 'BRGE7': Date Close High Low Open Volume\n", " 0 2024-04-16 13.07 13.07 13.07 13.07 0\n", " 1 2024-04-17 13.07 13.07 13.07 13.07 0\n", " 2 2024-04-18 13.07 13.07 13.07 13.07 0\n", " 3 2024-04-19 13.07 13.07 13.07 13.07 0\n", " 4 2024-04-22 13.07 13.07 13.07 13.07 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 13.07 13.07 13.07 13.07 0\n", " 245 2025-04-08 13.07 13.07 13.07 13.07 0\n", " 246 2025-04-09 13.07 13.07 13.07 13.07 0\n", " 247 2025-04-10 13.07 13.07 13.07 13.07 0\n", " 248 2025-04-11 13.07 13.07 13.07 13.07 0\n", " \n", " [249 rows x 6 columns],\n", " 'TAEE11': Date Close High Low Open Volume\n", " 0 2024-04-16 33.009903 33.470935 32.945359 33.000684 2986300\n", " 1 2024-04-17 32.917702 33.378734 32.917702 33.028348 2353300\n", " 2 2024-04-18 32.834713 33.120551 32.834713 32.917699 2087400\n", " 3 2024-04-19 32.926922 33.056010 32.770173 32.899261 1810000\n", " 4 2024-04-22 33.009903 33.028345 32.742503 32.917698 1461600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 33.880001 34.389999 33.720001 34.020000 2304700\n", " 245 2025-04-08 34.020000 34.299999 33.880001 33.959999 1638600\n", " 246 2025-04-09 34.200001 34.770000 33.660000 34.020000 2245900\n", " 247 2025-04-10 34.169998 34.279999 33.830002 34.200001 1168000\n", " 248 2025-04-11 34.009998 34.290001 33.970001 34.180000 1140200\n", " \n", " [249 rows x 6 columns],\n", " 'BEES3': Date Close High Low Open Volume\n", " 0 2024-04-16 8.204696 8.343915 8.167570 8.343915 11000\n", " 1 2024-04-17 8.139728 8.260384 8.139728 8.213978 8100\n", " 2 2024-04-18 8.176855 8.288231 8.121167 8.130448 5700\n", " 3 2024-04-19 8.167571 8.195415 8.121164 8.167571 5600\n", " 4 2024-04-22 8.186133 8.316072 8.167571 8.213978 10500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.460000 8.550000 8.410000 8.460000 10000\n", " 245 2025-04-08 8.430000 8.540000 8.400000 8.430000 11000\n", " 246 2025-04-09 8.400000 8.530000 8.270000 8.430000 20300\n", " 247 2025-04-10 8.340000 8.510000 8.310000 8.420000 13100\n", " 248 2025-04-11 8.350000 8.470000 8.320000 8.360000 15400\n", " \n", " [249 rows x 6 columns],\n", " 'BBSE3': Date Close High Low Open Volume\n", " 0 2024-04-16 31.605452 31.884632 31.557314 31.672840 5705900\n", " 1 2024-04-17 31.740229 31.836497 31.307013 31.624702 4880800\n", " 2 2024-04-18 31.432165 31.740229 31.239624 31.740229 5138700\n", " 3 2024-04-19 31.730598 31.788362 31.335892 31.335892 3840600\n", " 4 2024-04-22 31.711346 32.086802 31.480300 31.740229 3602200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 40.070000 40.580002 39.680000 39.849998 3727400\n", " 245 2025-04-08 40.450001 40.810001 40.070000 40.070000 5219900\n", " 246 2025-04-09 40.790001 41.310001 40.150002 40.450001 10919300\n", " 247 2025-04-10 39.660000 41.000000 38.980000 40.520000 13103400\n", " 248 2025-04-11 39.980000 40.110001 39.310001 39.840000 3160000\n", " \n", " [249 rows x 6 columns],\n", " 'HETA3': Date Close High Low Open Volume\n", " 0 2024-04-16 96.0 96.0 96.0 96.0 0\n", " 1 2024-04-17 96.0 96.0 96.0 96.0 0\n", " 2 2024-04-18 96.0 96.0 96.0 96.0 0\n", " 3 2024-04-19 96.0 96.0 96.0 96.0 0\n", " 4 2024-04-22 96.0 96.0 96.0 96.0 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 96.0 96.0 96.0 96.0 0\n", " 245 2025-04-08 96.0 96.0 96.0 96.0 0\n", " 246 2025-04-09 96.0 96.0 96.0 96.0 0\n", " 247 2025-04-10 96.0 96.0 96.0 96.0 0\n", " 248 2025-04-11 96.0 96.0 96.0 96.0 0\n", " \n", " [249 rows x 6 columns],\n", " 'RECV3': Date Close High Low Open Volume\n", " 0 2024-04-16 17.868725 18.231104 17.773817 18.084426 3262900\n", " 1 2024-04-17 17.592628 18.058545 17.359672 17.868726 6314300\n", " 2 2024-04-18 17.480463 17.773817 17.359671 17.592627 1772400\n", " 3 2024-04-19 18.248362 18.248362 17.445951 17.506349 4788500\n", " 4 2024-04-22 17.730677 18.084427 17.583999 18.075801 4317600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 14.030000 14.470000 13.920000 14.040000 4783700\n", " 245 2025-04-08 13.750000 14.420000 13.560000 14.060000 3294400\n", " 246 2025-04-09 14.280000 14.390000 13.240000 13.410000 5896400\n", " 247 2025-04-10 13.380000 14.310000 13.300000 14.080000 5071200\n", " 248 2025-04-11 13.520000 13.640000 13.150000 13.410000 5275600\n", " \n", " [249 rows x 6 columns],\n", " 'KEPL3': Date Close High Low Open Volume\n", " 0 2024-04-16 9.573761 9.736841 9.257194 9.477832 1114600\n", " 1 2024-04-17 9.506612 9.717657 9.449055 9.669692 736100\n", " 2 2024-04-18 9.381904 9.640914 9.314753 9.554577 715300\n", " 3 2024-04-19 9.602541 9.602541 9.333938 9.362717 1126900\n", " 4 2024-04-22 9.506612 9.640913 9.420275 9.640913 718100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 7.330000 7.550000 7.230000 7.400000 1734400\n", " 245 2025-04-08 7.280000 7.530000 7.220000 7.380000 1496100\n", " 246 2025-04-09 7.440000 7.550000 7.140000 7.170000 1943300\n", " 247 2025-04-10 7.350000 7.480000 7.240000 7.470000 1511500\n", " 248 2025-04-11 7.430000 7.550000 7.230000 7.440000 1486500\n", " \n", " [249 rows x 6 columns],\n", " 'TENE5': Date Close High Low Open Volume\n", " 0 2024-04-16 5.0 5.0 5.0 5.0 0\n", " 1 2024-04-17 5.0 5.0 5.0 5.0 0\n", " 2 2024-04-18 5.0 5.0 5.0 5.0 0\n", " 3 2024-04-19 5.0 5.0 5.0 5.0 0\n", " 4 2024-04-22 5.0 5.0 5.0 5.0 0\n", " .. ... ... ... ... ... ...\n", " 74 2024-07-31 5.0 5.0 5.0 5.0 0\n", " 75 2024-08-01 5.0 5.0 5.0 5.0 0\n", " 76 2024-08-02 5.0 5.0 5.0 5.0 0\n", " 77 2024-08-05 5.0 5.0 5.0 5.0 0\n", " 78 2024-08-06 5.0 5.0 5.0 5.0 0\n", " \n", " [79 rows x 6 columns],\n", " 'PATI3': Date Close High Low Open Volume\n", " 0 2024-04-16 26.491209 26.491209 26.491209 26.491209 0\n", " 1 2024-04-17 26.491209 26.491209 26.491209 26.491209 0\n", " 2 2024-04-18 26.491209 26.491209 26.491209 26.491209 0\n", " 3 2024-04-19 26.491209 26.491209 26.491209 26.491209 0\n", " 4 2024-04-22 26.491209 26.491209 26.491209 26.491209 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 28.000000 28.000000 28.000000 28.000000 0\n", " 245 2025-04-08 28.000000 28.000000 28.000000 28.000000 2000\n", " 246 2025-04-09 28.000000 28.000000 28.000000 28.000000 2200\n", " 247 2025-04-10 28.000000 28.000000 27.700001 27.700001 2700\n", " 248 2025-04-11 28.000000 28.000000 28.000000 28.000000 2300\n", " \n", " [249 rows x 6 columns],\n", " 'SRNA3': Date Close High Low Open Volume\n", " 0 2024-04-16 8.34 8.68 8.31 8.37 2775300\n", " 1 2024-04-17 8.38 8.57 8.32 8.35 1950500\n", " 2 2024-04-18 8.65 8.77 8.38 8.38 2945600\n", " 3 2024-04-19 8.84 9.06 8.64 8.64 1633100\n", " 4 2024-04-22 8.76 9.00 8.76 8.80 2905300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.69 8.98 8.49 8.68 7482100\n", " 245 2025-04-08 8.65 8.90 8.56 8.70 5060200\n", " 246 2025-04-09 8.64 8.71 8.36 8.50 4690000\n", " 247 2025-04-10 8.70 8.77 8.48 8.64 3828200\n", " 248 2025-04-11 9.15 9.33 8.79 8.79 8789800\n", " \n", " [249 rows x 6 columns],\n", " 'SIMH3': Date Close High Low Open Volume\n", " 0 2024-04-16 6.34 6.47 6.19 6.39 6080000\n", " 1 2024-04-17 6.39 6.63 6.38 6.41 6265200\n", " 2 2024-04-18 6.26 6.55 6.22 6.39 6145300\n", " 3 2024-04-19 6.27 6.45 6.24 6.26 6634000\n", " 4 2024-04-22 6.19 6.35 6.18 6.31 4844800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.05 4.41 4.00 4.18 11941400\n", " 245 2025-04-08 4.04 4.29 3.91 4.29 7251600\n", " 246 2025-04-09 4.22 4.34 3.88 3.95 8726600\n", " 247 2025-04-10 4.27 4.28 4.08 4.20 4454000\n", " 248 2025-04-11 4.69 4.74 4.26 4.31 7185500\n", " \n", " [249 rows x 6 columns],\n", " 'ALLD3': Date Close High Low Open Volume\n", " 0 2024-04-16 7.40 8.00 7.40 8.00 477700\n", " 1 2024-04-17 6.95 7.40 6.58 7.40 363300\n", " 2 2024-04-18 7.61 7.65 6.95 7.08 188000\n", " 3 2024-04-19 7.50 7.86 7.41 7.72 149300\n", " 4 2024-04-22 7.48 7.69 7.35 7.59 82500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 6.70 6.73 6.60 6.70 71200\n", " 245 2025-04-08 6.71 6.82 6.67 6.70 37200\n", " 246 2025-04-09 6.70 6.75 6.40 6.70 101100\n", " 247 2025-04-10 6.60 6.78 6.58 6.77 42900\n", " 248 2025-04-11 6.68 6.70 6.60 6.67 21600\n", " \n", " [249 rows x 6 columns],\n", " 'USIM3': Date Close High Low Open Volume\n", " 0 2024-04-16 9.010163 9.174687 8.903705 9.145654 419900\n", " 1 2024-04-17 8.903706 9.174688 8.835960 9.126299 225400\n", " 2 2024-04-18 8.913383 9.058552 8.913383 8.923062 253500\n", " 3 2024-04-19 9.203722 9.319857 8.884350 8.932739 239800\n", " 4 2024-04-22 9.339212 9.465026 9.097264 9.145654 312600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.300000 5.450000 5.120000 5.250000 856200\n", " 245 2025-04-08 5.100000 5.430000 5.060000 5.380000 254600\n", " 246 2025-04-09 5.460000 5.460000 4.980000 5.010000 327800\n", " 247 2025-04-10 5.360000 5.420000 5.230000 5.350000 221100\n", " 248 2025-04-11 5.360000 5.440000 5.300000 5.350000 233900\n", " \n", " [249 rows x 6 columns],\n", " 'AZTE3': Date Close High Low Open Volume\n", " 0 2025-02-19 0.96 0.99 0.93 0.95 6204900\n", " 1 2025-02-20 0.95 0.99 0.94 0.97 3503200\n", " 2 2025-02-21 0.96 0.97 0.93 0.96 3818000\n", " 3 2025-02-24 0.99 1.02 0.97 0.97 4957300\n", " 4 2025-02-25 1.04 1.04 0.98 1.00 4522300\n", " 5 2025-02-26 1.19 1.23 1.04 1.05 9774700\n", " 6 2025-02-27 1.55 1.57 1.19 1.19 17993400\n", " 7 2025-02-28 1.39 1.55 1.32 1.55 16409600\n", " 8 2025-03-05 1.24 1.47 1.22 1.39 5848700\n", " 9 2025-03-06 1.30 1.39 1.24 1.27 6775200\n", " 10 2025-03-07 1.27 1.34 1.24 1.33 5515500\n", " 11 2025-03-10 1.24 1.30 1.23 1.25 3792700\n", " 12 2025-03-11 1.13 1.27 1.10 1.25 8522800\n", " 13 2025-03-12 1.05 1.16 1.04 1.14 7075800\n", " 14 2025-03-13 1.05 1.12 1.02 1.05 5181000\n", " 15 2025-03-14 1.05 1.10 1.02 1.07 2853000\n", " 16 2025-03-17 1.04 1.07 1.02 1.04 2533400\n", " 17 2025-03-18 1.05 1.07 1.04 1.04 2216000\n", " 18 2025-03-19 1.16 1.25 1.11 1.12 9573600\n", " 19 2025-03-20 1.12 1.18 1.12 1.16 2064000\n", " 20 2025-03-21 1.11 1.14 1.08 1.12 2216100\n", " 21 2025-03-24 1.06 1.12 1.06 1.11 1969200\n", " 22 2025-03-25 1.06 1.07 1.04 1.06 1980000\n", " 23 2025-03-26 1.06 1.11 1.05 1.05 2823900\n", " 24 2025-03-27 1.06 1.10 1.06 1.08 1930700\n", " 25 2025-03-28 1.11 1.15 1.07 1.07 3384400\n", " 26 2025-03-31 1.08 1.12 1.07 1.12 2727200\n", " 27 2025-04-01 1.08 1.09 1.05 1.09 1801500\n", " 28 2025-04-02 1.03 1.08 1.03 1.06 2049400\n", " 29 2025-04-03 1.01 1.04 0.93 1.02 4045200\n", " 30 2025-04-04 0.96 0.99 0.94 0.98 3513500\n", " 31 2025-04-07 0.92 0.95 0.89 0.93 3525200\n", " 32 2025-04-08 0.88 0.97 0.87 0.92 3334900\n", " 33 2025-04-09 0.93 0.94 0.84 0.86 5103400\n", " 34 2025-04-10 0.90 0.93 0.89 0.91 2660000\n", " 35 2025-04-11 0.91 0.92 0.89 0.91 1986900,\n", " 'EPAR3': Date Close High Low Open Volume\n", " 0 2024-04-16 6.018596 6.066744 6.018596 6.066744 5200\n", " 1 2024-04-17 6.058720 6.251315 5.946373 6.251315 5900\n", " 2 2024-04-18 5.938348 6.179091 5.874150 6.098844 23000\n", " 3 2024-04-19 6.018596 6.018596 5.938348 5.938348 1500\n", " 4 2024-04-22 5.994521 6.034645 5.994521 6.034645 4100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.750000 4.810000 4.750000 4.810000 7100\n", " 245 2025-04-08 4.900000 5.110000 4.730000 5.110000 2600\n", " 246 2025-04-09 4.770000 4.800000 4.710000 4.760000 4600\n", " 247 2025-04-10 4.790000 4.980000 4.710000 4.980000 10700\n", " 248 2025-04-11 4.700000 4.990000 4.700000 4.710000 6500\n", " \n", " [249 rows x 6 columns],\n", " 'CMIG3': Date Close High Low Open Volume\n", " 0 2024-04-16 10.345772 10.577866 10.345772 10.577866 331370\n", " 1 2024-04-17 10.451270 10.606000 10.331707 10.430171 597090\n", " 2 2024-04-18 10.627100 10.690399 10.458304 10.458304 295880\n", " 3 2024-04-19 10.697433 10.816996 10.613034 10.627101 481390\n", " 4 2024-04-22 10.598968 10.746664 10.556768 10.739630 191620\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 14.020000 14.310000 13.930000 14.260000 304200\n", " 245 2025-04-08 14.010000 14.200000 13.960000 14.180000 325000\n", " 246 2025-04-09 14.370000 14.380000 13.840000 13.930000 138200\n", " 247 2025-04-10 14.100000 14.350000 14.020000 14.350000 87700\n", " 248 2025-04-11 14.260000 14.310000 14.050000 14.160000 66500\n", " \n", " [249 rows x 6 columns],\n", " 'ENMT4': Date Close High Low Open Volume\n", " 0 2024-04-16 76.253189 76.253189 76.253189 76.253189 0\n", " 1 2024-04-17 76.253189 76.253189 76.253189 76.253189 0\n", " 2 2024-04-18 76.253189 76.253189 76.253189 76.253189 0\n", " 3 2024-04-19 76.243652 76.243652 72.049726 72.049726 300\n", " 4 2024-04-22 76.243652 76.243652 76.243652 76.243652 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 79.989998 79.989998 79.989998 79.989998 0\n", " 245 2025-04-08 79.989998 79.989998 79.989998 79.989998 0\n", " 246 2025-04-09 79.989998 79.989998 79.989998 79.989998 0\n", " 247 2025-04-10 79.989998 79.989998 79.989998 79.989998 0\n", " 248 2025-04-11 79.989998 79.989998 79.989998 79.989998 0\n", " \n", " [249 rows x 6 columns],\n", " 'HBRE3': Date Close High Low Open Volume\n", " 0 2024-04-16 5.23 5.37 5.16 5.36 1001100\n", " 1 2024-04-17 5.25 5.30 5.12 5.29 815100\n", " 2 2024-04-18 5.16 5.31 5.12 5.25 386700\n", " 3 2024-04-19 5.30 5.35 5.15 5.19 674900\n", " 4 2024-04-22 5.14 5.40 5.12 5.33 896900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.38 3.47 3.21 3.32 481100\n", " 245 2025-04-08 3.49 3.65 3.42 3.47 1037900\n", " 246 2025-04-09 3.65 3.67 3.43 3.43 753800\n", " 247 2025-04-10 3.41 3.69 3.39 3.69 511300\n", " 248 2025-04-11 3.67 3.69 3.43 3.46 512200\n", " \n", " [249 rows x 6 columns],\n", " 'POSI3': Date Close High Low Open Volume\n", " 0 2024-04-16 8.953589 9.106316 8.695863 9.096770 1883200\n", " 1 2024-04-17 8.829499 9.125407 8.676773 9.029953 1399800\n", " 2 2024-04-18 9.173133 9.173133 8.791317 8.791317 1317000\n", " 3 2024-04-19 9.220860 9.402224 9.020407 9.134952 1324800\n", " 4 2024-04-22 9.220860 9.354496 9.010861 9.335405 1409100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.900000 5.010000 4.690000 4.800000 1864900\n", " 245 2025-04-08 4.900000 5.060000 4.840000 4.970000 1475400\n", " 246 2025-04-09 4.950000 5.070000 4.760000 4.910000 2131700\n", " 247 2025-04-10 4.880000 5.010000 4.860000 5.010000 822000\n", " 248 2025-04-11 4.970000 5.010000 4.860000 4.920000 902000\n", " \n", " [249 rows x 6 columns],\n", " 'CRIV4': Date Close High Low Open Volume\n", " 0 2024-04-16 6.74 6.74 6.74 6.74 0\n", " 1 2024-04-17 6.74 6.74 6.74 6.74 0\n", " 2 2024-04-18 6.74 6.74 6.74 6.74 0\n", " 3 2024-04-19 6.74 6.74 6.74 6.74 0\n", " 4 2024-04-22 6.74 6.74 6.74 6.74 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 6.74 6.74 6.74 6.74 0\n", " 245 2025-04-08 6.74 6.74 6.74 6.74 0\n", " 246 2025-04-09 6.74 6.74 6.74 6.74 0\n", " 247 2025-04-10 6.74 6.74 6.74 6.74 0\n", " 248 2025-04-11 6.74 6.74 6.74 6.74 0\n", " \n", " [249 rows x 6 columns],\n", " 'FESA3': Date Close High Low Open Volume\n", " 0 2024-04-16 14.416948 14.513062 14.416948 14.513062 600\n", " 1 2024-04-17 14.416948 14.416948 14.378503 14.397725 500\n", " 2 2024-04-18 14.388115 14.388115 14.388115 14.388115 200\n", " 3 2024-04-19 14.887902 14.887902 14.887902 14.887902 100\n", " 4 2024-04-22 14.887902 14.887902 14.887902 14.887902 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 11.990000 11.990000 11.990000 11.990000 0\n", " 245 2025-04-08 11.680000 11.680000 11.680000 11.680000 100\n", " 246 2025-04-09 12.560000 12.560000 11.680000 11.680000 200\n", " 247 2025-04-10 12.600000 12.600000 12.600000 12.600000 100\n", " 248 2025-04-11 12.600000 12.600000 12.600000 12.600000 0\n", " \n", " [249 rows x 6 columns],\n", " 'MRFG3': Date Close High Low Open Volume\n", " 0 2024-04-16 8.903758 9.297957 8.860910 8.912327 11508200\n", " 1 2024-04-17 8.329598 8.946605 8.312459 8.929466 9543400\n", " 2 2024-04-18 8.329598 8.415293 8.252472 8.312459 8270300\n", " 3 2024-04-19 8.398154 8.466711 8.183916 8.295320 9605000\n", " 4 2024-04-22 8.338167 8.398155 8.166776 8.381015 6141000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 18.549999 18.780001 18.040001 18.260000 4423500\n", " 245 2025-04-08 18.590000 18.750000 18.410000 18.580000 4291000\n", " 246 2025-04-09 19.610001 19.700001 18.129999 18.500000 8173900\n", " 247 2025-04-10 19.930000 20.420000 19.420000 19.520000 6447700\n", " 248 2025-04-11 20.160000 20.340000 19.799999 20.090000 5674600\n", " \n", " [249 rows x 6 columns],\n", " 'TEKA3': Date Close High Low Open Volume\n", " 0 2024-04-16 50.0 50.0 50.0 50.0 0\n", " 1 2024-04-17 50.0 50.0 50.0 50.0 500\n", " 2 2024-04-18 50.0 50.0 50.0 50.0 0\n", " 3 2024-04-19 50.0 50.0 50.0 50.0 0\n", " 4 2024-04-22 50.0 50.0 50.0 50.0 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 42.5 42.5 42.5 42.5 0\n", " 245 2025-04-08 42.5 42.5 42.5 42.5 0\n", " 246 2025-04-09 42.5 42.5 42.5 42.5 0\n", " 247 2025-04-10 42.5 42.5 42.5 42.5 0\n", " 248 2025-04-11 42.5 42.5 42.5 42.5 0\n", " \n", " [249 rows x 6 columns],\n", " 'PDGR3': Date Close High Low Open Volume\n", " 0 2024-04-16 33.75 35.00 32.50 33.75 15161\n", " 1 2024-04-17 33.75 35.00 33.75 35.00 6925\n", " 2 2024-04-18 32.50 35.00 31.25 35.00 28370\n", " 3 2024-04-19 30.00 32.50 28.75 32.50 44584\n", " 4 2024-04-22 31.25 31.25 27.50 30.00 31208\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 0.85 0.91 0.83 0.90 787300\n", " 245 2025-04-08 0.82 0.90 0.80 0.87 593900\n", " 246 2025-04-09 0.88 0.88 0.80 0.82 641000\n", " 247 2025-04-10 0.87 0.91 0.85 0.86 649300\n", " 248 2025-04-11 0.88 0.89 0.86 0.87 165700\n", " \n", " [249 rows x 6 columns],\n", " 'HOOT4': Date Close High Low Open Volume\n", " 0 2024-04-16 2.80 2.82 2.80 2.82 7200\n", " 1 2024-04-17 2.80 2.83 2.80 2.83 6200\n", " 2 2024-04-18 2.78 2.80 2.78 2.80 200\n", " 3 2024-04-19 2.78 2.78 2.78 2.78 0\n", " 4 2024-04-22 2.80 2.80 2.80 2.80 400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.00 3.19 3.00 3.15 7500\n", " 245 2025-04-08 2.98 3.00 2.92 3.00 2700\n", " 246 2025-04-09 2.87 2.99 2.77 2.77 5900\n", " 247 2025-04-10 2.75 2.85 2.72 2.85 14100\n", " 248 2025-04-11 2.71 2.72 2.71 2.72 2000\n", " \n", " [249 rows x 6 columns],\n", " 'MAPT3': Date Close High Low Open Volume\n", " 0 2024-04-16 8.55 10.98 8.14 8.14 3800\n", " 1 2024-04-17 7.52 10.63 7.52 10.00 6700\n", " 2 2024-04-18 7.00 7.52 7.00 7.52 500\n", " 3 2024-04-19 7.00 7.00 7.00 7.00 0\n", " 4 2024-04-22 7.00 7.00 7.00 7.00 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.65 3.65 3.65 3.65 0\n", " 245 2025-04-08 3.65 3.65 3.65 3.65 0\n", " 246 2025-04-09 3.65 3.65 3.65 3.65 0\n", " 247 2025-04-10 3.65 3.65 3.65 3.65 0\n", " 248 2025-04-11 3.65 3.65 3.65 3.65 0\n", " \n", " [249 rows x 6 columns],\n", " 'RAIL3': Date Close High Low Open Volume\n", " 0 2024-04-16 21.282005 21.640356 21.252144 21.411411 19214700\n", " 1 2024-04-17 21.023199 21.391502 21.003290 21.282006 8580700\n", " 2 2024-04-18 21.003290 21.102832 20.734527 20.983381 9850000\n", " 3 2024-04-19 21.152603 21.481091 20.913703 21.003291 10744700\n", " 4 2024-04-22 20.993336 21.202372 20.883839 21.152602 8107500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 17.040001 17.480000 16.650000 16.910000 21656100\n", " 245 2025-04-08 16.840000 17.360001 16.799999 17.040001 8335300\n", " 246 2025-04-09 17.170000 17.379999 16.420000 16.730000 15815900\n", " 247 2025-04-10 17.180000 17.480000 16.840000 17.040001 14448600\n", " 248 2025-04-11 17.770000 17.900000 17.250000 17.250000 14529200\n", " \n", " [249 rows x 6 columns],\n", " 'AURE3': Date Close High Low Open Volume\n", " 0 2024-04-16 11.60 11.77 11.26 11.75 14513900\n", " 1 2024-04-17 11.75 11.80 11.59 11.71 8522100\n", " 2 2024-04-18 11.79 11.96 11.72 11.75 4323100\n", " 3 2024-04-19 11.81 11.88 11.73 11.80 6594100\n", " 4 2024-04-22 11.75 11.83 11.65 11.82 3030700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 7.50 7.70 7.38 7.62 5197900\n", " 245 2025-04-08 7.52 7.65 7.45 7.52 5613200\n", " 246 2025-04-09 7.71 7.89 7.40 7.52 6219300\n", " 247 2025-04-10 7.67 7.77 7.60 7.67 3848100\n", " 248 2025-04-11 7.87 7.91 7.68 7.72 4186600\n", " \n", " [249 rows x 6 columns],\n", " 'TRIS3': Date Close High Low Open Volume\n", " 0 2024-04-16 4.463722 4.463722 4.109306 4.310461 1018000\n", " 1 2024-04-17 4.415828 4.597825 4.339197 4.492458 766500\n", " 2 2024-04-18 4.425406 4.502037 4.348776 4.406249 390900\n", " 3 2024-04-19 4.387091 4.578667 4.348776 4.463722 577900\n", " 4 2024-04-22 4.406249 4.540352 4.348776 4.358355 502300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 6.190000 6.380000 6.070000 6.240000 687000\n", " 245 2025-04-08 6.220000 6.340000 6.170000 6.190000 363500\n", " 246 2025-04-09 6.350000 6.450000 6.110000 6.150000 632400\n", " 247 2025-04-10 6.300000 6.370000 6.230000 6.310000 178300\n", " 248 2025-04-11 6.290000 6.310000 6.170000 6.250000 192100\n", " \n", " [249 rows x 6 columns],\n", " 'MNDL3': Date Close High Low Open Volume\n", " 0 2024-04-16 11.0000 11.0000 11.000000 11.000000 0\n", " 1 2024-04-17 11.0000 11.0000 11.000000 11.000000 0\n", " 2 2024-04-18 11.0000 11.0000 11.000000 11.000000 0\n", " 3 2024-04-19 11.6725 11.7225 11.672500 11.717500 1600\n", " 4 2024-04-22 11.6725 11.6725 11.672500 11.672500 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 17.5000 17.5000 17.490000 17.500000 1300\n", " 245 2025-04-08 17.6500 17.6500 17.000000 17.000000 700\n", " 246 2025-04-09 18.0000 18.0000 17.650000 17.650000 700\n", " 247 2025-04-10 18.5000 18.5000 17.030001 18.000000 1600\n", " 248 2025-04-11 18.5000 18.5000 18.200001 18.200001 1600\n", " \n", " [249 rows x 6 columns],\n", " 'UNIP3': Date Close High Low Open Volume\n", " 0 2024-04-16 51.911213 52.274110 51.738408 51.833450 5610\n", " 1 2024-04-17 51.764328 52.213628 51.496477 51.842091 7370\n", " 2 2024-04-18 51.652004 51.859372 51.332310 51.850733 10230\n", " 3 2024-04-19 53.842331 55.942799 51.675329 51.675329 14400\n", " 4 2024-04-22 52.369148 54.716732 52.369148 53.861336 11300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 49.820000 50.500000 48.560001 50.000000 9400\n", " 245 2025-04-08 49.380001 51.299999 49.290001 49.830002 19400\n", " 246 2025-04-09 51.000000 51.000000 49.049999 49.299999 12500\n", " 247 2025-04-10 49.299999 50.470001 49.299999 49.910000 5400\n", " 248 2025-04-11 49.990002 50.549999 48.849998 50.000000 5500\n", " \n", " [249 rows x 6 columns],\n", " 'MELK3': Date Close High Low Open Volume\n", " 0 2024-04-16 4.237747 4.273967 4.138142 4.210582 202000\n", " 1 2024-04-17 4.138142 4.292077 4.120032 4.292077 327700\n", " 2 2024-04-18 4.120032 4.201527 4.056647 4.165307 228600\n", " 3 2024-04-19 4.120032 4.165307 4.092867 4.138142 77300\n", " 4 2024-04-22 4.156252 4.210582 4.120032 4.120032 55800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.210000 3.240000 3.130000 3.220000 518100\n", " 245 2025-04-08 3.220000 3.280000 3.210000 3.230000 889100\n", " 246 2025-04-09 3.280000 3.290000 3.170000 3.200000 590800\n", " 247 2025-04-10 3.260000 3.280000 3.240000 3.260000 479600\n", " 248 2025-04-11 3.270000 3.320000 3.240000 3.260000 465700\n", " \n", " [249 rows x 6 columns],\n", " 'SOND5': Date Close High Low Open Volume\n", " 0 2024-04-16 50.660805 50.660805 50.660805 50.660805 0\n", " 1 2024-04-17 50.660805 50.660805 50.660805 50.660805 0\n", " 2 2024-04-18 50.660805 50.660805 50.660805 50.660805 0\n", " 3 2024-04-19 50.660805 50.660805 50.660805 50.660805 0\n", " 4 2024-04-22 50.660805 50.660805 50.660805 50.660805 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 42.900002 42.900002 42.900002 42.900002 0\n", " 245 2025-04-08 43.900002 43.900002 43.900002 43.900002 100\n", " 246 2025-04-09 43.900002 43.900002 43.900002 43.900002 0\n", " 247 2025-04-10 43.900002 43.900002 43.900002 43.900002 0\n", " 248 2025-04-11 43.900002 43.900002 43.900002 43.900002 0\n", " \n", " [249 rows x 6 columns],\n", " 'EVEN3': Date Close High Low Open Volume\n", " 0 2024-04-16 6.703782 6.830953 6.449437 6.685614 1368100\n", " 1 2024-04-17 6.740117 6.830954 6.658363 6.694698 936600\n", " 2 2024-04-18 6.685615 6.876373 6.649280 6.740117 677300\n", " 3 2024-04-19 6.594777 6.767367 6.585693 6.658363 689600\n", " 4 2024-04-22 6.576610 6.712865 6.540275 6.622028 650300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.530000 5.730000 5.460000 5.680000 1976400\n", " 245 2025-04-08 5.540000 5.750000 5.500000 5.570000 869400\n", " 246 2025-04-09 5.660000 5.750000 5.460000 5.460000 1200300\n", " 247 2025-04-10 5.540000 5.660000 5.500000 5.660000 955100\n", " 248 2025-04-11 5.600000 5.630000 5.480000 5.570000 977800\n", " \n", " [249 rows x 6 columns],\n", " 'BRST3': Date Close High Low Open Volume\n", " 0 2024-12-10 3.026229 3.026229 2.937512 2.967085 205900\n", " 1 2024-12-11 2.957227 3.045944 2.937512 2.957227 239100\n", " 2 2024-12-12 2.967085 2.967085 2.917798 2.947370 213400\n", " 3 2024-12-13 2.907940 3.016372 2.907940 3.016372 104200\n", " 4 2024-12-16 2.838938 2.937513 2.819223 2.907940 427500\n", " .. ... ... ... ... ... ...\n", " 78 2025-04-07 2.490000 2.540000 2.400000 2.500000 337700\n", " 79 2025-04-08 2.410000 2.540000 2.410000 2.490000 262600\n", " 80 2025-04-09 2.550000 2.550000 2.420000 2.420000 201000\n", " 81 2025-04-10 2.500000 2.560000 2.480000 2.560000 165200\n", " 82 2025-04-11 2.460000 2.520000 2.460000 2.490000 155100\n", " \n", " [83 rows x 6 columns],\n", " 'CLSA3': Date Close High Low Open Volume\n", " 0 2024-04-16 7.27 7.39 6.77 6.96 1931800\n", " 1 2024-04-17 7.30 7.50 7.09 7.27 1942600\n", " 2 2024-04-18 7.98 7.99 7.30 7.30 2800300\n", " 3 2024-04-19 7.76 8.12 7.66 7.98 2058900\n", " 4 2024-04-22 7.96 8.12 7.64 7.72 1446100\n", " .. ... ... ... ... ... ...\n", " 235 2025-03-25 10.47 10.50 10.44 10.47 552000\n", " 236 2025-03-26 10.46 10.46 10.43 10.43 19607100\n", " 237 2025-03-27 10.46 10.47 10.44 10.46 1265500\n", " 238 2025-03-28 10.47 10.48 10.44 10.45 1868200\n", " 239 2025-03-31 10.47 10.49 10.46 10.46 1827000\n", " \n", " [240 rows x 6 columns],\n", " 'CGRA3': Date Close High Low Open Volume\n", " 0 2024-04-16 23.415556 23.730645 23.415556 23.460568 1500\n", " 1 2024-04-17 23.766653 23.766653 23.766653 23.766653 200\n", " 2 2024-04-18 23.766653 23.856679 23.541590 23.829670 1000\n", " 3 2024-04-19 23.775656 23.973711 23.271515 23.442563 4300\n", " 4 2024-04-22 24.099747 24.837953 24.099747 24.837953 500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 26.750000 26.750000 25.500000 26.690001 2100\n", " 245 2025-04-08 25.610001 26.240000 25.610001 26.240000 2200\n", " 246 2025-04-09 26.850000 26.850000 26.080000 26.080000 200\n", " 247 2025-04-10 26.400000 27.030001 26.400000 27.030001 700\n", " 248 2025-04-11 26.400000 26.400000 26.400000 26.400000 0\n", " \n", " [249 rows x 6 columns],\n", " 'EQMA3B': Date Close High Low Open Volume\n", " 0 2024-04-16 27.159668 27.159668 27.159668 27.159668 0\n", " 1 2024-04-17 27.159668 27.159668 27.159668 27.159668 0\n", " 2 2024-04-18 27.159668 27.159668 27.159668 27.159668 1200\n", " 3 2024-04-19 27.159668 27.159668 27.159668 27.159668 500\n", " 4 2024-04-22 27.159668 27.159668 27.159668 27.159668 200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 26.480000 26.480000 26.480000 26.480000 0\n", " 245 2025-04-08 26.480000 26.480000 26.480000 26.480000 0\n", " 246 2025-04-09 26.480000 26.480000 26.480000 26.480000 0\n", " 247 2025-04-10 26.480000 26.480000 26.480000 26.480000 0\n", " 248 2025-04-11 26.190001 26.190001 25.600000 25.600000 1700\n", " \n", " [249 rows x 6 columns],\n", " 'LPSB3': Date Close High Low Open Volume\n", " 0 2024-04-16 1.963879 2.012976 1.954060 1.954060 43300\n", " 1 2024-04-17 2.052253 2.062073 1.934421 1.934421 159200\n", " 2 2024-04-18 2.003157 2.052254 1.983518 2.012976 64900\n", " 3 2024-04-19 2.012976 2.052253 1.895143 2.003157 138100\n", " 4 2024-04-22 2.160267 2.179906 2.012976 2.012976 473300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.310000 1.360000 1.260000 1.330000 134000\n", " 245 2025-04-08 1.320000 1.350000 1.280000 1.320000 49900\n", " 246 2025-04-09 1.350000 1.350000 1.280000 1.320000 69800\n", " 247 2025-04-10 1.340000 1.340000 1.290000 1.340000 38400\n", " 248 2025-04-11 1.320000 1.350000 1.300000 1.330000 42200\n", " \n", " [249 rows x 6 columns],\n", " 'PEAB4': Date Close High Low Open Volume\n", " 0 2024-04-16 48.877956 48.877956 46.325145 46.325145 1400\n", " 1 2024-04-17 48.877956 48.877956 48.877956 48.877956 0\n", " 2 2024-04-18 48.877956 48.877956 48.877956 48.877956 0\n", " 3 2024-04-19 48.877956 48.877956 48.877956 48.877956 0\n", " 4 2024-04-22 48.877956 48.877956 48.877956 48.877956 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 50.000000 50.000000 50.000000 50.000000 0\n", " 245 2025-04-08 50.000000 50.000000 50.000000 50.000000 0\n", " 246 2025-04-09 50.000000 50.000000 50.000000 50.000000 0\n", " 247 2025-04-10 50.000000 50.000000 50.000000 50.000000 0\n", " 248 2025-04-11 50.000000 50.000000 50.000000 50.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'SUZB3': Date Close High Low Open Volume\n", " 0 2024-04-16 59.412231 60.235386 58.298557 58.560029 8783300\n", " 1 2024-04-17 58.889290 59.818967 58.724657 59.315391 4961700\n", " 2 2024-04-18 58.831184 59.102339 58.327608 58.889291 3993700\n", " 3 2024-04-19 59.276653 59.654334 58.501922 58.831183 5928700\n", " 4 2024-04-22 58.637501 59.906125 58.637501 59.489707 4774700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 50.500000 51.419998 50.119999 50.680000 8045600\n", " 245 2025-04-08 50.709999 52.110001 50.400002 50.570000 10377100\n", " 246 2025-04-09 52.240002 53.099998 50.590000 50.869999 13225400\n", " 247 2025-04-10 52.240002 52.509998 51.150002 52.470001 4926000\n", " 248 2025-04-11 51.639999 52.349998 51.020000 52.290001 6029100\n", " \n", " [249 rows x 6 columns],\n", " 'RPAD3': Date Close High Low Open Volume\n", " 0 2024-04-16 8.43 8.43 8.43 8.43 0\n", " 1 2024-04-17 8.43 8.43 8.43 8.43 0\n", " 2 2024-04-18 8.43 8.43 8.43 8.43 0\n", " 3 2024-04-19 8.48 8.48 8.48 8.48 900\n", " 4 2024-04-22 8.50 8.50 8.50 8.50 500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.00 4.00 4.00 4.00 100\n", " 245 2025-04-08 4.00 4.00 4.00 4.00 100\n", " 246 2025-04-09 4.00 4.00 4.00 4.00 0\n", " 247 2025-04-10 4.00 4.00 4.00 4.00 0\n", " 248 2025-04-11 4.10 4.10 4.10 4.10 300\n", " \n", " [249 rows x 6 columns],\n", " 'MSPA4': Date Close High Low Open Volume\n", " 0 2024-04-16 36.682190 36.682190 36.682190 36.682190 0\n", " 1 2024-04-17 36.682190 36.682190 36.682190 36.682190 0\n", " 2 2024-04-18 36.682190 36.682190 36.682190 36.682190 0\n", " 3 2024-04-19 36.682190 36.682190 36.682190 36.682190 0\n", " 4 2024-04-22 36.682190 36.682190 36.682190 36.682190 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 36.299999 36.299999 36.299999 36.299999 0\n", " 245 2025-04-08 36.299999 36.299999 36.299999 36.299999 0\n", " 246 2025-04-09 36.299999 36.299999 36.299999 36.299999 0\n", " 247 2025-04-10 36.299999 36.299999 36.299999 36.299999 0\n", " 248 2025-04-11 36.299999 36.299999 36.299999 36.299999 0\n", " \n", " [249 rows x 6 columns],\n", " 'VVEO3': Date Close High Low Open Volume\n", " 0 2024-04-16 6.294743 6.518512 6.100160 6.285014 1477000\n", " 1 2024-04-17 6.499054 6.674178 6.285013 6.285013 2618300\n", " 2 2024-04-18 6.158535 6.528242 6.158535 6.469867 790900\n", " 3 2024-04-19 6.168264 6.392034 6.129348 6.207181 557000\n", " 4 2024-04-22 6.372576 6.460138 6.168264 6.207181 551200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.280000 1.310000 1.250000 1.280000 1286200\n", " 245 2025-04-08 1.260000 1.320000 1.260000 1.300000 1118100\n", " 246 2025-04-09 1.360000 1.370000 1.250000 1.250000 2855000\n", " 247 2025-04-10 1.250000 1.350000 1.250000 1.350000 1753400\n", " 248 2025-04-11 1.270000 1.290000 1.250000 1.270000 561600\n", " \n", " [249 rows x 6 columns],\n", " 'UCAS3': Date Close High Low Open Volume\n", " 0 2024-04-16 2.238589 2.256938 2.183542 2.256938 17900\n", " 1 2024-04-17 2.229415 2.247764 2.165193 2.247764 45800\n", " 2 2024-04-18 2.220240 2.229415 2.165193 2.229415 15800\n", " 3 2024-04-19 2.165193 2.220240 2.137669 2.220240 98700\n", " 4 2024-04-22 2.165193 2.211066 2.146844 2.183542 23700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.450000 1.530000 1.430000 1.450000 60600\n", " 245 2025-04-08 1.460000 1.520000 1.450000 1.450000 38200\n", " 246 2025-04-09 1.540000 1.550000 1.460000 1.510000 90400\n", " 247 2025-04-10 1.560000 1.630000 1.490000 1.570000 145100\n", " 248 2025-04-11 1.530000 1.560000 1.510000 1.550000 20600\n", " \n", " [249 rows x 6 columns],\n", " 'WIZC3': Date Close High Low Open Volume\n", " 0 2024-04-16 6.781568 6.849191 6.627003 6.762247 691600\n", " 1 2024-04-17 6.742927 6.907153 6.723606 6.781568 245100\n", " 2 2024-04-18 6.829870 6.858851 6.713945 6.733266 261900\n", " 3 2024-04-19 6.897492 7.003756 6.762247 6.762247 359000\n", " 4 2024-04-22 6.820209 6.974775 6.791228 6.897492 373600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.900000 5.960000 5.740000 5.900000 393700\n", " 245 2025-04-08 5.890000 6.010000 5.820000 5.900000 289800\n", " 246 2025-04-09 5.940000 5.980000 5.790000 5.860000 437100\n", " 247 2025-04-10 5.820000 5.950000 5.790000 5.880000 327200\n", " 248 2025-04-11 5.920000 5.930000 5.840000 5.850000 206400\n", " \n", " [249 rows x 6 columns],\n", " 'SEQL3': Date Close High Low Open Volume\n", " 0 2024-04-16 6.00 6.00 5.40 5.60 311500\n", " 1 2024-04-17 7.20 7.80 5.80 6.00 2672435\n", " 2 2024-04-18 8.40 8.80 7.20 7.40 2015900\n", " 3 2024-04-19 9.00 9.20 8.40 8.60 1221550\n", " 4 2024-04-22 9.20 9.80 9.20 9.40 806245\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.98 2.37 1.98 2.16 1432800\n", " 245 2025-04-08 1.95 2.08 1.93 2.08 456200\n", " 246 2025-04-09 2.00 2.03 1.94 1.95 468600\n", " 247 2025-04-10 2.00 2.14 1.99 2.04 777300\n", " 248 2025-04-11 2.01 2.08 2.00 2.08 196400\n", " \n", " [249 rows x 6 columns],\n", " 'INEP3': Date Close High Low Open Volume\n", " 0 2024-04-16 3.85 3.99 3.66 3.96 82000\n", " 1 2024-04-17 3.79 3.91 3.68 3.83 46500\n", " 2 2024-04-18 3.68 3.83 3.67 3.78 57300\n", " 3 2024-04-19 3.43 3.74 3.41 3.73 84600\n", " 4 2024-04-22 3.08 3.48 3.08 3.43 200400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.39 1.47 1.39 1.40 40700\n", " 245 2025-04-08 1.39 1.43 1.38 1.43 33200\n", " 246 2025-04-09 1.38 1.48 1.35 1.39 57800\n", " 247 2025-04-10 1.51 1.60 1.41 1.44 164300\n", " 248 2025-04-11 1.42 1.57 1.42 1.57 34900\n", " \n", " [249 rows x 6 columns],\n", " 'TECN3': Date Close High Low Open Volume\n", " 0 2024-04-16 4.143701 4.229828 4.000154 4.076713 281900\n", " 1 2024-04-17 4.086282 4.229829 4.086282 4.143701 168900\n", " 2 2024-04-18 4.124561 4.172410 4.019294 4.095852 225500\n", " 3 2024-04-19 4.392514 4.392514 4.057573 4.067143 259100\n", " 4 2024-04-22 4.248968 4.382944 4.229829 4.382944 87300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.890000 5.890000 5.620000 5.890000 127000\n", " 245 2025-04-08 5.830000 6.120000 5.830000 5.900000 1010200\n", " 246 2025-04-09 5.980000 5.980000 5.750000 5.840000 94000\n", " 247 2025-04-10 5.830000 6.050000 5.810000 5.980000 43200\n", " 248 2025-04-11 5.870000 5.960000 5.700000 5.960000 76500\n", " \n", " [249 rows x 6 columns],\n", " 'ITSA4': Date Close High Low Open Volume\n", " 0 2024-04-16 8.459777 8.556813 8.433312 8.539169 22576470\n", " 1 2024-04-17 8.424491 8.503884 8.380384 8.477419 24370920\n", " 2 2024-04-18 8.415669 8.503884 8.318633 8.424491 23771370\n", " 3 2024-04-19 8.406848 8.468598 8.380384 8.415670 15365490\n", " 4 2024-04-22 8.398026 8.459777 8.336276 8.424490 14943075\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 9.400000 9.530000 9.160000 9.230000 53530800\n", " 245 2025-04-08 9.380000 9.570000 9.360000 9.490000 37742500\n", " 246 2025-04-09 9.600000 9.770000 9.300000 9.360000 40346400\n", " 247 2025-04-10 9.550000 9.640000 9.380000 9.570000 32716800\n", " 248 2025-04-11 9.650000 9.790000 9.500000 9.600000 37822000\n", " \n", " [249 rows x 6 columns],\n", " 'BMIN4': Date Close High Low Open Volume\n", " 0 2024-04-16 15.10 15.10 15.10 15.10 100\n", " 1 2024-04-17 15.10 15.10 15.10 15.10 0\n", " 2 2024-04-18 15.10 16.00 15.10 16.00 700\n", " 3 2024-04-19 14.90 14.90 14.90 14.90 100\n", " 4 2024-04-22 14.90 14.90 14.90 14.90 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 15.37 15.89 15.37 15.70 900\n", " 245 2025-04-08 15.43 15.43 15.40 15.40 300\n", " 246 2025-04-09 15.43 15.43 15.43 15.43 100\n", " 247 2025-04-10 16.90 17.00 16.90 17.00 400\n", " 248 2025-04-11 16.93 16.93 16.93 16.93 200\n", " \n", " [249 rows x 6 columns],\n", " 'SBFG3': Date Close High Low Open Volume\n", " 0 2024-04-16 11.183798 11.371015 10.661558 11.233065 4614900\n", " 1 2024-04-17 11.272479 11.558232 11.134530 11.380869 2016100\n", " 2 2024-04-18 11.311893 11.508965 11.233064 11.311893 1533100\n", " 3 2024-04-19 11.489258 12.041058 11.272479 11.272479 2231100\n", " 4 2024-04-22 11.420282 11.607500 11.233064 11.508965 1190200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 11.290000 11.800000 11.010000 11.500000 1240300\n", " 245 2025-04-08 11.270000 11.700000 11.200000 11.400000 1158300\n", " 246 2025-04-09 11.780000 11.780000 10.900000 11.090000 1604300\n", " 247 2025-04-10 11.040000 11.670000 10.960000 11.600000 1492000\n", " 248 2025-04-11 11.490000 11.600000 11.040000 11.090000 1208600\n", " \n", " [249 rows x 6 columns],\n", " 'MRSA3B': Date Close High Low Open Volume\n", " 0 2024-04-16 27.159643 27.159643 27.159643 27.159643 0\n", " 1 2024-04-17 27.159643 27.159643 27.159643 27.159643 0\n", " 2 2024-04-18 27.159643 27.159643 27.159643 27.159643 0\n", " 3 2024-04-19 27.159643 27.159643 27.159643 27.159643 0\n", " 4 2024-04-22 27.159643 27.159643 27.159643 27.159643 400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 29.000000 29.000000 27.600000 27.600000 700\n", " 245 2025-04-08 27.600000 27.600000 27.600000 27.600000 800\n", " 246 2025-04-09 27.000000 28.700001 27.000000 28.700001 200\n", " 247 2025-04-10 27.000000 27.000000 27.000000 27.000000 0\n", " 248 2025-04-11 28.389999 28.389999 28.389999 28.389999 100\n", " \n", " [249 rows x 6 columns],\n", " 'MRSA5B': Date Close High Low Open Volume\n", " 0 2024-04-16 25.199656 25.199656 25.199656 25.199656 0\n", " 1 2024-04-17 25.199656 25.199656 25.199656 25.199656 0\n", " 2 2024-04-18 25.199656 25.199656 25.199656 25.199656 0\n", " 3 2024-04-19 25.199656 25.199656 25.199656 25.199656 0\n", " 4 2024-04-22 25.199656 25.199656 25.199656 25.199656 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 27.059999 27.059999 27.059999 27.059999 0\n", " 245 2025-04-08 27.059999 27.059999 27.059999 27.059999 0\n", " 246 2025-04-09 27.059999 27.059999 27.059999 27.059999 0\n", " 247 2025-04-10 27.059999 27.059999 27.059999 27.059999 0\n", " 248 2025-04-11 27.059999 27.059999 27.059999 27.059999 0\n", " \n", " [249 rows x 6 columns],\n", " 'CEDO4': Date Close High Low Open Volume\n", " 0 2024-04-16 27.24 27.240000 27.240000 27.240000 300\n", " 1 2024-04-17 27.49 27.490000 26.000000 27.240000 800\n", " 2 2024-04-18 27.49 27.490000 27.490000 27.490000 0\n", " 3 2024-04-19 27.49 27.490000 27.490000 27.490000 0\n", " 4 2024-04-22 27.49 27.490000 27.490000 27.490000 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 21.00 21.000000 21.000000 21.000000 1200\n", " 245 2025-04-08 21.00 21.000000 21.000000 21.000000 500\n", " 246 2025-04-09 21.16 21.160000 20.639999 20.650000 1300\n", " 247 2025-04-10 21.68 21.680000 21.680000 21.680000 200\n", " 248 2025-04-11 20.74 21.049999 20.740000 21.049999 200\n", " \n", " [249 rows x 6 columns],\n", " 'MLAS3': Date Close High Low Open Volume\n", " 0 2024-04-16 2.09 2.14 2.01 2.08 3398100\n", " 1 2024-04-17 2.11 2.18 2.04 2.11 1979800\n", " 2 2024-04-18 2.04 2.20 2.04 2.11 2419900\n", " 3 2024-04-19 2.09 2.20 2.05 2.05 2620300\n", " 4 2024-04-22 2.06 2.11 2.02 2.10 2410800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.20 1.24 1.13 1.19 2097700\n", " 245 2025-04-08 1.15 1.22 1.13 1.19 1960700\n", " 246 2025-04-09 1.20 1.23 1.11 1.14 1886600\n", " 247 2025-04-10 1.19 1.22 1.17 1.20 599900\n", " 248 2025-04-11 1.18 1.21 1.16 1.20 718300\n", " \n", " [249 rows x 6 columns],\n", " 'BBDC4': Date Close High Low Open Volume\n", " 0 2024-04-16 12.500411 12.608329 12.446453 12.527391 39993200\n", " 1 2024-04-17 12.437461 12.563365 12.302565 12.527392 27611500\n", " 2 2024-04-18 12.383503 12.545378 12.293572 12.455448 40788000\n", " 3 2024-04-19 12.266593 12.410482 12.239613 12.338538 49864000\n", " 4 2024-04-22 12.212636 12.365519 12.176664 12.320553 24572300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 12.360000 12.670000 12.140000 12.390000 50116900\n", " 245 2025-04-08 12.020000 12.540000 11.910000 12.470000 56053800\n", " 246 2025-04-09 12.470000 12.620000 11.820000 11.910000 64688900\n", " 247 2025-04-10 12.450000 12.450000 12.160000 12.390000 29807400\n", " 248 2025-04-11 12.620000 12.800000 12.450000 12.520000 28170600\n", " \n", " [249 rows x 6 columns],\n", " 'CGAS5': Date Close High Low Open Volume\n", " 0 2024-04-16 106.027946 106.027946 103.492496 105.059862 1700\n", " 1 2024-04-17 104.230087 104.230087 104.202422 104.211644 300\n", " 2 2024-04-18 104.183983 104.644974 104.183983 104.183983 400\n", " 3 2024-04-19 105.566956 105.566956 104.183982 104.183982 400\n", " 4 2024-04-22 106.027946 106.369082 105.105964 105.105964 300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 131.000000 131.000000 130.300003 130.309998 700\n", " 245 2025-04-08 131.000000 131.000000 131.000000 131.000000 0\n", " 246 2025-04-09 134.000000 134.000000 131.000000 131.000000 200\n", " 247 2025-04-10 134.000000 134.000000 134.000000 134.000000 200\n", " 248 2025-04-11 134.000000 134.000000 134.000000 134.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'REDE3': Date Close High Low Open Volume\n", " 0 2024-04-16 6.373927 6.383111 6.337190 6.337190 1200\n", " 1 2024-04-17 6.346374 6.373927 6.226978 6.373927 1900\n", " 2 2024-04-18 6.300453 6.447402 6.300453 6.419849 2500\n", " 3 2024-04-19 6.429033 6.520876 6.291268 6.300452 1100\n", " 4 2024-04-22 6.383111 6.419848 6.291268 6.309636 800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 6.370000 6.620000 6.370000 6.570000 3200\n", " 245 2025-04-08 6.410000 6.580000 6.400000 6.570000 1400\n", " 246 2025-04-09 6.420000 6.450000 6.390000 6.450000 2200\n", " 247 2025-04-10 6.390000 6.390000 6.390000 6.390000 100\n", " 248 2025-04-11 6.460000 6.460000 6.420000 6.420000 800\n", " \n", " [249 rows x 6 columns],\n", " 'ESTR3': Date Close High Low Open Volume\n", " 0 2024-04-16 7.6 7.6 7.6 7.6 0\n", " 1 2024-04-17 7.6 7.6 7.6 7.6 0\n", " 2 2024-04-18 7.6 7.6 7.6 7.6 0\n", " 3 2024-04-19 7.6 7.6 7.6 7.6 0\n", " 4 2024-04-22 7.6 7.6 7.6 7.6 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.0 5.0 5.0 5.0 0\n", " 245 2025-04-08 5.0 5.0 5.0 5.0 0\n", " 246 2025-04-09 5.0 5.0 5.0 5.0 0\n", " 247 2025-04-10 5.0 5.0 5.0 5.0 0\n", " 248 2025-04-11 5.0 5.0 5.0 5.0 0\n", " \n", " [249 rows x 6 columns],\n", " 'ORVR3': Date Close High Low Open Volume\n", " 0 2024-04-16 35.540001 36.000000 35.040001 35.380001 259300\n", " 1 2024-04-17 35.660000 36.189999 35.500000 35.939999 175400\n", " 2 2024-04-18 35.900002 36.020000 35.360001 35.610001 141600\n", " 3 2024-04-19 36.000000 36.340000 35.790001 35.860001 173700\n", " 4 2024-04-22 35.669998 36.200001 35.529999 36.200001 168900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 40.950001 41.830002 40.770000 41.200001 304100\n", " 245 2025-04-08 40.970001 41.689999 40.910000 41.439999 225100\n", " 246 2025-04-09 41.450001 41.720001 40.200001 40.910000 640800\n", " 247 2025-04-10 40.830002 41.650002 40.509998 41.639999 278200\n", " 248 2025-04-11 41.459999 41.779999 40.549999 40.630001 166800\n", " \n", " [249 rows x 6 columns],\n", " 'CPLE5': Date Close High Low Open Volume\n", " 0 2024-04-16 19.387745 19.387745 19.387745 19.387745 0\n", " 1 2024-04-17 19.387745 19.387745 19.387745 19.387745 0\n", " 2 2024-04-18 19.387745 19.387745 19.387745 19.387745 0\n", " 3 2024-04-19 19.387745 19.387745 19.387745 19.387745 0\n", " 4 2024-04-22 19.387745 19.387745 19.387745 19.387745 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 9.770000 9.800000 9.770000 9.800000 400\n", " 245 2025-04-08 9.770000 9.990000 9.770000 9.990000 200\n", " 246 2025-04-09 9.770000 9.770000 9.770000 9.770000 0\n", " 247 2025-04-10 9.770000 9.770000 9.770000 9.770000 300\n", " 248 2025-04-11 9.770000 9.770000 9.770000 9.770000 0\n", " \n", " [249 rows x 6 columns],\n", " 'ITSA3': Date Close High Low Open Volume\n", " 0 2024-04-16 8.502301 8.590499 8.458202 8.590499 172200\n", " 1 2024-04-17 8.449382 8.511121 8.431742 8.502301 116340\n", " 2 2024-04-18 8.440561 8.528759 8.343543 8.502300 436065\n", " 3 2024-04-19 8.467020 8.484660 8.405281 8.467020 82635\n", " 4 2024-04-22 8.396461 8.467020 8.352363 8.458201 112140\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 9.450000 9.610000 9.310000 9.420000 188600\n", " 245 2025-04-08 9.480000 9.700000 9.460000 9.550000 137300\n", " 246 2025-04-09 9.660000 9.760000 9.400000 9.420000 185900\n", " 247 2025-04-10 9.610000 9.670000 9.440000 9.610000 105000\n", " 248 2025-04-11 9.730000 9.790000 9.570000 9.590000 139700\n", " \n", " [249 rows x 6 columns],\n", " 'MGLU3': Date Close High Low Open Volume\n", " 0 2024-04-16 15.20 15.70 14.50 14.90 23922440\n", " 1 2024-04-17 15.20 15.80 14.90 15.60 12675440\n", " 2 2024-04-18 15.00 15.60 15.00 15.20 9677420\n", " 3 2024-04-19 15.40 16.00 14.90 15.00 12259250\n", " 4 2024-04-22 15.30 15.60 15.00 15.40 11151190\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 10.14 10.88 10.05 10.41 53646600\n", " 245 2025-04-08 8.78 10.42 8.73 10.39 53611700\n", " 246 2025-04-09 9.77 9.87 8.48 8.66 53457200\n", " 247 2025-04-10 10.21 10.49 9.58 9.70 41659100\n", " 248 2025-04-11 10.47 10.54 10.03 10.34 27424500\n", " \n", " [249 rows x 6 columns],\n", " 'EUCA3': Date Close High Low Open Volume\n", " 0 2024-04-16 16.320744 16.829268 16.320744 16.829268 1000\n", " 1 2024-04-17 15.831408 16.330337 15.831408 16.330337 1900\n", " 2 2024-04-18 15.783435 16.215199 15.783435 16.215199 500\n", " 3 2024-04-19 15.783435 15.783435 15.783435 15.783435 100\n", " 4 2024-04-22 15.399642 15.639512 15.399642 15.639512 200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 15.050000 15.050000 15.050000 15.050000 0\n", " 245 2025-04-08 15.050000 15.050000 15.050000 15.050000 0\n", " 246 2025-04-09 15.050000 15.050000 15.050000 15.050000 0\n", " 247 2025-04-10 15.600000 15.600000 15.250000 15.250000 200\n", " 248 2025-04-11 15.600000 15.600000 15.600000 15.600000 0\n", " \n", " [249 rows x 6 columns],\n", " 'MTRE3': Date Close High Low Open Volume\n", " 0 2024-04-16 3.933459 4.057208 3.915780 3.986495 1407100\n", " 1 2024-04-17 3.809710 4.048369 3.774353 4.004173 1657800\n", " 2 2024-04-18 3.880423 3.915780 3.792031 3.800870 1043500\n", " 3 2024-04-19 4.013012 4.066048 3.827388 3.862745 1074600\n", " 4 2024-04-22 4.127922 4.216314 3.959977 4.039530 1277700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.440000 3.520000 3.320000 3.440000 848300\n", " 245 2025-04-08 3.400000 3.560000 3.360000 3.440000 781500\n", " 246 2025-04-09 3.610000 3.630000 3.310000 3.370000 1142600\n", " 247 2025-04-10 3.580000 3.610000 3.490000 3.610000 506400\n", " 248 2025-04-11 3.610000 3.610000 3.500000 3.610000 356200\n", " \n", " [249 rows x 6 columns],\n", " 'FESA4': Date Close High Low Open Volume\n", " 0 2024-04-16 7.636743 7.805201 7.627384 7.702254 1062000\n", " 1 2024-04-17 7.627385 7.805202 7.627385 7.711614 888000\n", " 2 2024-04-18 7.580591 7.711613 7.561873 7.618026 764500\n", " 3 2024-04-19 7.749048 7.833277 7.599308 7.636743 884100\n", " 4 2024-04-22 7.664819 7.814560 7.627384 7.795842 887200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 6.890000 7.050000 6.820000 6.910000 665900\n", " 245 2025-04-08 6.670000 7.030000 6.600000 6.910000 1159900\n", " 246 2025-04-09 7.110000 7.160000 6.620000 6.620000 918500\n", " 247 2025-04-10 6.900000 7.130000 6.790000 7.130000 573000\n", " 248 2025-04-11 7.090000 7.090000 6.830000 6.900000 310500\n", " \n", " [249 rows x 6 columns],\n", " 'UNIP6': Date Close High Low Open Volume\n", " 0 2024-04-16 52.950916 53.675327 52.899175 53.658080 215490\n", " 1 2024-04-17 52.847431 53.830557 52.778440 53.830557 149490\n", " 2 2024-04-18 52.140266 53.054405 52.088522 53.019907 241010\n", " 3 2024-04-19 53.455414 55.646755 52.421405 52.649078 379400\n", " 4 2024-04-22 52.743942 54.280729 52.516273 54.195352 292800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 55.360001 55.910000 53.520000 54.980000 216100\n", " 245 2025-04-08 53.279999 56.349998 53.080002 55.009998 138600\n", " 246 2025-04-09 55.889999 55.889999 52.209999 52.299999 179100\n", " 247 2025-04-10 54.560001 55.799999 53.869999 55.009998 93400\n", " 248 2025-04-11 54.689999 55.619999 53.900002 54.200001 119200\n", " \n", " [249 rows x 6 columns],\n", " 'BRGE11': Date Close High Low Open Volume\n", " 0 2024-04-16 13.18 13.18 13.18 13.18 0\n", " 1 2024-04-17 13.18 13.18 13.18 13.18 0\n", " 2 2024-04-18 13.18 13.18 13.18 13.18 0\n", " 3 2024-04-19 13.18 13.18 13.18 13.18 0\n", " 4 2024-04-22 13.18 13.18 13.18 13.18 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 13.18 13.18 13.18 13.18 0\n", " 245 2025-04-08 13.18 13.18 13.18 13.18 0\n", " 246 2025-04-09 13.18 13.18 13.18 13.18 0\n", " 247 2025-04-10 13.18 13.18 13.18 13.18 0\n", " 248 2025-04-11 13.18 13.18 13.18 13.18 0\n", " \n", " [249 rows x 6 columns],\n", " 'GUAR3': Date Close High Low Open Volume\n", " 0 2024-04-16 7.110297 7.277482 6.884105 7.080793 3752000\n", " 1 2024-04-17 7.041455 7.336489 6.913608 7.198807 2354900\n", " 2 2024-04-18 6.992283 7.120131 6.952946 7.031621 1689600\n", " 3 2024-04-19 7.198807 7.395495 7.002118 7.061124 2659700\n", " 4 2024-04-22 7.247979 7.277482 7.051290 7.198807 2149100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 6.260000 6.600000 6.160000 6.250000 1669100\n", " 245 2025-04-08 6.410000 6.610000 6.320000 6.380000 2616900\n", " 246 2025-04-09 6.680000 6.740000 6.260000 6.270000 2198900\n", " 247 2025-04-10 6.390000 6.700000 6.340000 6.690000 1440300\n", " 248 2025-04-11 6.590000 6.630000 6.300000 6.440000 1491200\n", " \n", " [249 rows x 6 columns],\n", " 'CEGR3': Date Close High Low Open Volume\n", " 0 2024-04-16 66.395882 66.395882 66.395882 66.395882 0\n", " 1 2024-04-17 66.395882 66.395882 66.395882 66.395882 0\n", " 2 2024-04-18 66.395882 66.395882 66.395882 66.395882 0\n", " 3 2024-04-19 66.395882 66.395882 66.395882 66.395882 0\n", " 4 2024-04-22 66.395882 66.395882 66.395882 66.395882 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 56.009998 56.009998 56.009998 56.009998 0\n", " 245 2025-04-08 56.009998 56.009998 56.009998 56.009998 0\n", " 246 2025-04-09 60.009998 60.009998 60.009998 60.009998 200\n", " 247 2025-04-10 60.009998 60.009998 60.009998 60.009998 0\n", " 248 2025-04-11 96.720001 96.720001 96.720001 96.720001 100\n", " \n", " [249 rows x 6 columns],\n", " 'RCSL3': Date Close High Low Open Volume\n", " 0 2024-04-16 6.20 6.24 6.08 6.24 217225\n", " 1 2024-04-17 6.20 6.32 6.20 6.28 267000\n", " 2 2024-04-18 5.72 6.20 5.64 6.20 261925\n", " 3 2024-04-19 6.12 6.16 5.68 5.76 282225\n", " 4 2024-04-22 6.40 6.44 6.12 6.24 258075\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.08 3.10 3.01 3.04 909600\n", " 245 2025-04-08 3.05 3.12 3.05 3.11 432900\n", " 246 2025-04-09 3.07 3.14 3.06 3.10 890200\n", " 247 2025-04-10 2.73 3.09 2.68 3.08 385400\n", " 248 2025-04-11 2.70 2.84 2.68 2.80 962600\n", " \n", " [249 rows x 6 columns],\n", " 'ENMT3': Date Close High Low Open Volume\n", " 0 2024-04-16 69.060097 69.060097 69.060097 69.060097 0\n", " 1 2024-04-17 72.694839 72.694839 72.694839 72.694839 100\n", " 2 2024-04-18 72.694839 72.694839 72.694839 72.694839 0\n", " 3 2024-04-19 72.694839 72.694839 72.694839 72.694839 0\n", " 4 2024-04-22 72.694839 72.694839 72.694839 72.694839 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 81.989998 81.989998 81.989998 81.989998 0\n", " 245 2025-04-08 75.010002 77.040001 75.010002 77.040001 500\n", " 246 2025-04-09 75.010002 75.010002 75.010002 75.010002 0\n", " 247 2025-04-10 75.000000 76.989998 75.000000 76.989998 200\n", " 248 2025-04-11 77.000000 77.000000 73.510002 73.510002 200\n", " \n", " [249 rows x 6 columns],\n", " 'SNSY5': Date Close High Low Open Volume\n", " 0 2024-04-16 6.21 6.39 6.20 6.22 23300\n", " 1 2024-04-17 6.37 6.40 6.21 6.40 6800\n", " 2 2024-04-18 6.34 6.35 6.34 6.35 300\n", " 3 2024-04-19 6.34 6.36 6.34 6.36 300\n", " 4 2024-04-22 6.38 6.39 6.21 6.23 3700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.40 4.40 4.30 4.35 5300\n", " 245 2025-04-08 4.42 4.43 4.40 4.43 300\n", " 246 2025-04-09 4.49 4.50 4.27 4.40 8900\n", " 247 2025-04-10 4.20 4.65 4.20 4.57 6600\n", " 248 2025-04-11 4.44 4.44 4.28 4.43 2200\n", " \n", " [249 rows x 6 columns],\n", " 'TPIS3': Date Close High Low Open Volume\n", " 0 2024-04-16 3.687367 3.696970 3.591342 3.687367 38300\n", " 1 2024-04-17 3.687367 3.696970 3.629752 3.696970 27500\n", " 2 2024-04-18 3.648957 3.696970 3.629752 3.687367 13800\n", " 3 2024-04-19 3.735380 3.735380 3.620150 3.648957 20900\n", " 4 2024-04-22 3.725778 3.725778 3.658560 3.696970 17600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.050000 4.460000 4.010000 4.350000 76000\n", " 245 2025-04-08 4.010000 4.250000 4.000000 4.170000 62800\n", " 246 2025-04-09 4.200000 4.200000 4.110000 4.130000 15900\n", " 247 2025-04-10 4.200000 4.250000 4.080000 4.080000 9600\n", " 248 2025-04-11 4.150000 4.300000 4.120000 4.300000 6900\n", " \n", " [249 rows x 6 columns],\n", " 'TELB3': Date Close High Low Open Volume\n", " 0 2024-04-16 13.80 13.80 13.50 13.50 200\n", " 1 2024-04-17 13.80 13.80 13.80 13.80 0\n", " 2 2024-04-18 13.98 13.98 13.98 13.98 100\n", " 3 2024-04-19 13.98 13.98 13.98 13.98 0\n", " 4 2024-04-22 13.56 13.98 13.50 13.98 1000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 14.44 14.44 13.90 14.10 500\n", " 245 2025-04-08 14.44 14.44 14.44 14.44 0\n", " 246 2025-04-09 14.04 14.10 13.51 14.04 1500\n", " 247 2025-04-10 14.45 14.45 13.90 13.90 1000\n", " 248 2025-04-11 14.50 14.64 13.91 13.95 2200\n", " \n", " [249 rows x 6 columns],\n", " 'RPAD5': Date Close High Low Open Volume\n", " 0 2024-04-16 7.819020 7.846946 7.353602 7.772479 16000\n", " 1 2024-04-17 7.819020 7.819020 7.819020 7.819020 0\n", " 2 2024-04-18 7.725937 7.725937 7.725937 7.725937 100\n", " 3 2024-04-19 7.725937 7.725937 7.725937 7.725937 0\n", " 4 2024-04-22 7.725937 7.725937 7.725937 7.725937 100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.720000 5.720000 5.720000 5.720000 0\n", " 245 2025-04-08 5.720000 5.720000 5.720000 5.720000 0\n", " 246 2025-04-09 5.510000 5.510000 5.510000 5.510000 100\n", " 247 2025-04-10 5.510000 5.510000 5.510000 5.510000 0\n", " 248 2025-04-11 5.510000 5.510000 5.510000 5.510000 0\n", " \n", " [249 rows x 6 columns],\n", " 'AHEB5': Date Close High Low Open Volume\n", " 0 2024-04-16 16.610001 16.610001 16.610001 16.610001 0\n", " 1 2024-04-17 16.610001 16.610001 16.610001 16.610001 0\n", " 2 2024-04-18 16.610001 16.610001 16.610001 16.610001 0\n", " 3 2024-04-19 16.610001 16.610001 16.610001 16.610001 0\n", " 4 2024-04-22 16.610001 16.610001 16.610001 16.610001 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 50.000000 50.000000 50.000000 50.000000 0\n", " 245 2025-04-08 50.000000 50.000000 50.000000 50.000000 0\n", " 246 2025-04-09 50.000000 50.000000 50.000000 50.000000 0\n", " 247 2025-04-10 50.000000 50.000000 50.000000 50.000000 0\n", " 248 2025-04-11 50.000000 50.000000 50.000000 50.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'PSSA3': Date Close High Low Open Volume\n", " 0 2024-04-16 28.780561 29.175343 28.742047 29.069427 1621000\n", " 1 2024-04-17 28.607241 29.030910 28.510954 28.790189 1743200\n", " 2 2024-04-18 28.530210 28.742046 28.299119 28.607241 1293200\n", " 3 2024-04-19 28.520584 28.732418 28.318378 28.443554 2073600\n", " 4 2024-04-22 28.433924 28.780560 28.279863 28.616870 1020900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 39.150002 40.130001 38.619999 39.810001 3154800\n", " 245 2025-04-08 39.200001 39.980000 39.049999 39.540001 2893900\n", " 246 2025-04-09 39.669998 39.770000 38.669998 38.799999 2672300\n", " 247 2025-04-10 38.799999 39.490002 38.549999 39.189999 1724700\n", " 248 2025-04-11 38.990002 39.240002 38.430000 38.889999 1182800\n", " \n", " [249 rows x 6 columns],\n", " 'TGMA3': Date Close High Low Open Volume\n", " 0 2024-04-16 22.623020 22.769270 22.312239 22.577318 386900\n", " 1 2024-04-17 22.485910 23.006925 22.202552 23.006925 228600\n", " 2 2024-04-18 22.440207 22.632160 22.211691 22.303098 185600\n", " 3 2024-04-19 22.394505 22.613879 22.284816 22.394505 148200\n", " 4 2024-04-22 22.394505 22.613879 22.175130 22.385364 156800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 33.394901 33.689822 32.696918 32.706751 156400\n", " 245 2025-04-08 33.385067 33.807788 33.385067 33.483376 179300\n", " 246 2025-04-09 34.259998 34.397631 33.001670 33.237608 297400\n", " 247 2025-04-10 34.169998 34.470001 33.619999 34.470001 146500\n", " 248 2025-04-11 34.139999 34.450001 33.790001 34.230000 105100\n", " \n", " [249 rows x 6 columns],\n", " 'CTKA3': Date Close High Low Open Volume\n", " 0 2024-04-16 19.0 19.0 19.0 19.0 0\n", " 1 2024-04-17 19.0 19.0 19.0 19.0 0\n", " 2 2024-04-18 19.0 19.0 19.0 19.0 0\n", " 3 2024-04-19 19.0 19.0 19.0 19.0 0\n", " 4 2024-04-22 19.0 19.0 19.0 19.0 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 38.0 38.0 38.0 38.0 0\n", " 245 2025-04-08 38.0 38.0 38.0 38.0 0\n", " 246 2025-04-09 38.0 38.0 38.0 38.0 0\n", " 247 2025-04-10 38.0 38.0 38.0 38.0 0\n", " 248 2025-04-11 38.0 38.0 38.0 38.0 0\n", " \n", " [249 rows x 6 columns],\n", " 'SEER3': Date Close High Low Open Volume\n", " 0 2024-04-16 5.60 5.62 5.12 5.47 2280300\n", " 1 2024-04-17 5.35 5.78 5.26 5.72 1296000\n", " 2 2024-04-18 5.27 5.50 5.21 5.36 1173800\n", " 3 2024-04-19 5.40 5.47 5.19 5.31 662900\n", " 4 2024-04-22 5.31 5.43 5.27 5.39 673500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.91 5.09 4.74 4.97 1305300\n", " 245 2025-04-08 4.89 5.17 4.81 4.92 937900\n", " 246 2025-04-09 5.30 5.46 4.82 4.83 1807300\n", " 247 2025-04-10 5.20 5.38 5.11 5.30 1249200\n", " 248 2025-04-11 5.27 5.37 5.14 5.25 719100\n", " \n", " [249 rows x 6 columns],\n", " 'BOBR3': Date Close High Low Open Volume\n", " 0 2024-04-16 1.0 1.0 1.0 1.0 0\n", " 1 2024-04-17 1.0 1.0 1.0 1.0 0\n", " 2 2024-04-18 1.0 1.0 1.0 1.0 0\n", " 3 2024-04-19 1.0 1.0 1.0 1.0 0\n", " 4 2024-04-22 1.0 1.0 1.0 1.0 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.0 1.0 1.0 1.0 0\n", " 245 2025-04-08 1.0 1.0 1.0 1.0 0\n", " 246 2025-04-09 1.0 1.0 1.0 1.0 0\n", " 247 2025-04-10 1.0 1.0 1.0 1.0 0\n", " 248 2025-04-11 1.0 1.0 1.0 1.0 0\n", " \n", " [249 rows x 6 columns],\n", " 'GEPA4': Date Close High Low Open Volume\n", " 0 2024-04-16 21.976526 21.976526 21.774907 21.774907 300\n", " 1 2024-04-17 22.178146 22.178146 21.976527 21.976527 700\n", " 2 2024-04-18 21.460381 22.170081 21.460381 22.170081 4500\n", " 3 2024-04-19 21.774906 21.912007 21.774906 21.912007 200\n", " 4 2024-04-22 22.258793 22.258793 21.516833 21.774906 1200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 31.799999 31.799999 31.799999 31.799999 0\n", " 245 2025-04-08 32.500000 32.500000 32.500000 32.500000 100\n", " 246 2025-04-09 32.500000 32.500000 32.500000 32.500000 500\n", " 247 2025-04-10 32.500000 32.500000 32.500000 32.500000 0\n", " 248 2025-04-11 33.000000 33.000000 32.990002 32.990002 400\n", " \n", " [249 rows x 6 columns],\n", " 'CSAN3': Date Close High Low Open Volume\n", " 0 2024-04-16 13.649626 13.852486 13.610986 13.813846 12623500\n", " 1 2024-04-17 13.910446 14.055347 13.697926 13.813846 17173200\n", " 2 2024-04-18 13.881467 14.209908 13.794526 13.949087 13832500\n", " 3 2024-04-19 13.929767 14.045687 13.823507 13.852486 8297100\n", " 4 2024-04-22 14.065007 14.306508 13.900787 13.958746 10874200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 7.010000 7.430000 6.930000 7.000000 18643200\n", " 245 2025-04-08 6.590000 7.110000 6.570000 7.080000 32612300\n", " 246 2025-04-09 6.840000 6.990000 6.450000 6.500000 43249100\n", " 247 2025-04-10 6.940000 6.940000 6.650000 6.790000 22727500\n", " 248 2025-04-11 7.040000 7.110000 6.840000 7.010000 16628200\n", " \n", " [249 rows x 6 columns],\n", " 'CASH3': Date Close High Low Open Volume\n", " 0 2024-04-16 2.679325 2.703962 2.630050 2.648528 1777400\n", " 1 2024-04-17 2.667006 2.753237 2.648528 2.691643 1902400\n", " 2 2024-04-18 2.710122 2.722441 2.599253 2.673166 1985900\n", " 3 2024-04-19 2.845628 2.857947 2.685484 2.697803 2558900\n", " 4 2024-04-22 2.814831 2.907221 2.802512 2.857946 2773900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.040000 3.130000 2.990000 3.100000 1004900\n", " 245 2025-04-08 3.030000 3.170000 3.010000 3.060000 403300\n", " 246 2025-04-09 3.070000 3.130000 2.940000 3.000000 834000\n", " 247 2025-04-10 3.030000 3.150000 3.000000 3.100000 651100\n", " 248 2025-04-11 3.290000 3.390000 3.030000 3.030000 1455000\n", " \n", " [249 rows x 6 columns],\n", " 'IGTI3': Date Close High Low Open Volume\n", " 0 2024-04-16 2.917122 2.955759 2.917122 2.955759 56300\n", " 1 2024-04-17 2.907463 2.955759 2.907463 2.936441 45000\n", " 2 2024-04-18 2.897804 2.955760 2.897804 2.907463 21000\n", " 3 2024-04-19 2.939577 2.979167 2.939577 2.939577 7900\n", " 4 2024-04-22 2.949475 2.959372 2.919782 2.939577 15700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 2.070000 2.160000 2.060000 2.110000 123800\n", " 245 2025-04-08 2.110000 2.150000 2.060000 2.110000 37900\n", " 246 2025-04-09 2.170000 2.200000 2.080000 2.100000 126300\n", " 247 2025-04-10 2.140000 2.220000 2.100000 2.130000 42200\n", " 248 2025-04-11 2.210000 2.220000 2.120000 2.140000 59000\n", " \n", " [249 rows x 6 columns],\n", " 'ITUB4': Date Close High Low Open Volume\n", " 0 2024-04-16 28.215107 28.393289 27.956742 28.250743 33859870\n", " 1 2024-04-17 28.232929 28.304204 27.956747 28.232929 27870040\n", " 2 2024-04-18 28.268566 28.509112 27.938930 28.286385 23867580\n", " 3 2024-04-19 28.108202 28.482385 28.019110 28.313111 29608700\n", " 4 2024-04-22 28.090382 28.277474 27.867655 28.188382 23887160\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 31.200001 31.620001 30.540001 30.900000 32292300\n", " 245 2025-04-08 31.209999 31.770000 30.990000 31.540001 36022000\n", " 246 2025-04-09 31.780001 32.349998 30.820000 31.000000 36802300\n", " 247 2025-04-10 31.650000 32.040001 31.129999 31.660000 35288600\n", " 248 2025-04-11 31.809999 32.130001 31.440001 31.760000 27525100\n", " \n", " [249 rows x 6 columns],\n", " 'SYNE3': Date Close High Low Open Volume\n", " 0 2024-04-16 6.380804 6.410379 6.173779 6.284685 274700\n", " 1 2024-04-17 6.380804 6.454741 6.321654 6.373410 250200\n", " 2 2024-04-18 6.269897 6.491710 6.255110 6.373410 367500\n", " 3 2024-04-19 6.358623 6.454741 6.284685 6.314260 305500\n", " 4 2024-04-22 6.358623 6.439954 6.292079 6.358623 247300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.900000 4.960000 4.710000 4.860000 638900\n", " 245 2025-04-08 4.870000 5.000000 4.830000 4.900000 477800\n", " 246 2025-04-09 5.050000 5.090000 4.830000 4.920000 617200\n", " 247 2025-04-10 4.920000 5.060000 4.900000 4.980000 361700\n", " 248 2025-04-11 5.040000 5.040000 4.910000 5.010000 339900\n", " \n", " [249 rows x 6 columns],\n", " 'BALM4': Date Close High Low Open Volume\n", " 0 2024-04-16 9.809953 9.809953 9.809953 9.809953 0\n", " 1 2024-04-17 9.809953 9.809953 9.809953 9.809953 0\n", " 2 2024-04-18 9.809953 9.809953 9.809953 9.809953 0\n", " 3 2024-04-19 9.809953 9.809953 9.809953 9.809953 0\n", " 4 2024-04-22 9.809953 9.809953 9.809953 9.809953 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 12.820000 13.000000 12.590000 12.590000 1800\n", " 245 2025-04-08 12.820000 12.820000 12.820000 12.820000 0\n", " 246 2025-04-09 12.820000 12.820000 12.820000 12.820000 0\n", " 247 2025-04-10 12.820000 12.820000 12.820000 12.820000 0\n", " 248 2025-04-11 13.500000 13.500000 13.500000 13.500000 100\n", " \n", " [249 rows x 6 columns],\n", " 'LIGT3': Date Close High Low Open Volume\n", " 0 2024-04-16 5.10 5.27 4.97 5.10 1246100\n", " 1 2024-04-17 5.16 5.22 5.07 5.14 1234500\n", " 2 2024-04-18 5.11 5.27 5.06 5.16 647200\n", " 3 2024-04-19 5.10 5.20 5.05 5.11 309500\n", " 4 2024-04-22 5.04 5.15 4.98 5.06 322200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.86 4.96 4.51 4.70 785200\n", " 245 2025-04-08 4.70 5.04 4.69 4.87 1032600\n", " 246 2025-04-09 4.88 5.13 4.61 4.61 1652300\n", " 247 2025-04-10 4.56 4.95 4.53 4.93 1109500\n", " 248 2025-04-11 4.58 4.64 4.50 4.61 1071700\n", " \n", " [249 rows x 6 columns],\n", " 'CTNM4': Date Close High Low Open Volume\n", " 0 2024-04-16 1.11 1.12 1.00 1.10 70200\n", " 1 2024-04-17 1.08 1.11 1.06 1.11 18800\n", " 2 2024-04-18 1.08 1.09 1.06 1.09 14200\n", " 3 2024-04-19 1.09 1.09 1.07 1.07 1900\n", " 4 2024-04-22 1.12 1.14 1.07 1.09 26800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 0.86 0.86 0.86 0.86 0\n", " 245 2025-04-08 0.86 0.86 0.86 0.86 0\n", " 246 2025-04-09 0.86 0.86 0.86 0.86 0\n", " 247 2025-04-10 0.86 0.86 0.86 0.86 0\n", " 248 2025-04-11 0.86 0.86 0.86 0.86 0\n", " \n", " [249 rows x 6 columns],\n", " 'SMFT3': Date Close High Low Open Volume\n", " 0 2024-04-16 23.430803 23.946515 23.061049 23.401611 2570800\n", " 1 2024-04-17 23.129162 24.257888 22.944284 24.228696 3582300\n", " 2 2024-04-18 22.808060 23.693526 22.574530 23.129163 2787300\n", " 3 2024-04-19 23.216736 23.576760 22.662103 22.769136 2768800\n", " 4 2024-04-22 23.508648 23.839482 23.090240 23.148624 1673600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 20.180000 20.610001 19.520000 19.719999 2737500\n", " 245 2025-04-08 20.330000 20.910000 20.219999 20.219999 2902900\n", " 246 2025-04-09 20.820000 21.389999 19.959999 20.100000 4287700\n", " 247 2025-04-10 20.850000 21.139999 20.590000 20.690001 4838500\n", " 248 2025-04-11 21.610001 21.750000 20.959999 21.059999 4486600\n", " \n", " [249 rows x 6 columns],\n", " 'RSUL4': Date Close High Low Open Volume\n", " 0 2024-04-16 77.194008 77.281625 77.194008 77.281625 300\n", " 1 2024-04-17 78.333076 78.975633 76.999289 78.975633 1500\n", " 2 2024-04-18 75.559998 80.959999 75.559998 80.879997 2000\n", " 3 2024-04-19 77.900002 77.900002 77.000000 77.000000 200\n", " 4 2024-04-22 78.120003 78.489998 77.160004 78.000000 1200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 69.070000 69.449997 67.080002 69.449997 1500\n", " 245 2025-04-08 67.449997 68.980003 66.900002 68.150002 3200\n", " 246 2025-04-09 66.970001 68.949997 65.220001 68.949997 3500\n", " 247 2025-04-10 66.550003 68.470001 66.070000 68.470001 1200\n", " 248 2025-04-11 67.989998 68.000000 67.980003 68.000000 300\n", " \n", " [249 rows x 6 columns],\n", " 'FLRY3': Date Close High Low Open Volume\n", " 0 2024-04-16 12.974622 13.214893 12.928416 13.140963 4808800\n", " 1 2024-04-17 12.826764 13.057794 12.762076 13.002346 3847400\n", " 2 2024-04-18 12.817522 12.919175 12.651180 12.836005 8264000\n", " 3 2024-04-19 12.974622 13.011586 12.762075 12.817522 2762200\n", " 4 2024-04-22 12.946899 13.020829 12.817523 12.956141 3187800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 11.500000 11.860000 11.390000 11.600000 3472100\n", " 245 2025-04-08 11.490000 11.770000 11.380000 11.600000 3312400\n", " 246 2025-04-09 11.940000 12.070000 11.280000 11.370000 3491800\n", " 247 2025-04-10 11.930000 11.980000 11.770000 11.870000 2106600\n", " 248 2025-04-11 12.020000 12.100000 11.830000 12.010000 1955700\n", " \n", " [249 rows x 6 columns],\n", " 'AALR3': Date Close High Low Open Volume\n", " 0 2024-04-16 8.91 9.05 8.29 8.91 412000\n", " 1 2024-04-17 10.00 10.17 8.64 9.03 220800\n", " 2 2024-04-18 9.99 10.94 9.64 10.02 184800\n", " 3 2024-04-19 10.03 10.60 9.61 9.97 130200\n", " 4 2024-04-22 10.02 10.67 9.68 10.01 374800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 6.15 7.57 6.15 7.57 393100\n", " 245 2025-04-08 5.83 6.46 5.61 6.27 172400\n", " 246 2025-04-09 5.56 6.00 5.55 5.84 239800\n", " 247 2025-04-10 5.41 6.26 5.41 5.58 334100\n", " 248 2025-04-11 5.16 5.60 5.12 5.49 611400\n", " \n", " [249 rows x 6 columns],\n", " 'MGEL4': Date Close High Low Open Volume\n", " 0 2024-04-16 17.440001 18.48 17.440001 18.000000 4700\n", " 1 2024-04-17 17.889999 18.48 17.830000 18.480000 2000\n", " 2 2024-04-18 17.990000 17.99 17.570000 17.889999 8200\n", " 3 2024-04-19 17.510000 17.99 17.410000 17.410000 1100\n", " 4 2024-04-22 17.820000 17.82 17.510000 17.520000 1100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 6.090000 6.09 6.090000 6.090000 0\n", " 245 2025-04-08 6.100000 6.30 6.090000 6.090000 400\n", " 246 2025-04-09 5.850000 6.07 5.840000 5.840000 1100\n", " 247 2025-04-10 6.050000 6.10 6.050000 6.070000 2000\n", " 248 2025-04-11 6.050000 6.05 6.000000 6.000000 600\n", " \n", " [249 rows x 6 columns],\n", " 'BPAN4': Date Close High Low Open Volume\n", " 0 2024-04-16 8.728132 8.843864 8.525601 8.843864 5236200\n", " 1 2024-04-17 8.728132 8.930664 8.612400 8.757065 3174600\n", " 2 2024-04-18 8.747420 8.930663 8.689555 8.785998 1779400\n", " 3 2024-04-19 8.863153 9.248927 8.757065 9.084973 3128100\n", " 4 2024-04-22 8.959596 9.036750 8.824575 8.863152 3267100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 7.250000 7.300000 6.850000 6.940000 1627900\n", " 245 2025-04-08 7.030000 7.330000 7.000000 7.320000 1475500\n", " 246 2025-04-09 7.140000 7.260000 6.910000 7.000000 1600600\n", " 247 2025-04-10 7.140000 7.170000 7.020000 7.160000 1563700\n", " 248 2025-04-11 7.250000 7.280000 7.090000 7.180000 4313300\n", " \n", " [249 rows x 6 columns],\n", " 'INEP4': Date Close High Low Open Volume\n", " 0 2024-04-16 3.15 3.22 3.06 3.11 30200\n", " 1 2024-04-17 3.17 3.33 3.03 3.18 53200\n", " 2 2024-04-18 3.12 3.23 3.05 3.16 40100\n", " 3 2024-04-19 2.97 3.22 2.95 3.05 65000\n", " 4 2024-04-22 2.90 3.00 2.82 3.00 49600\n", " .. ... ... ... ... ... ...\n", " 243 2025-04-07 1.36 1.38 1.29 1.38 18500\n", " 244 2025-04-08 1.37 1.37 1.35 1.36 39300\n", " 245 2025-04-09 1.31 1.37 1.31 1.37 32700\n", " 246 2025-04-10 1.32 1.42 1.32 1.35 168100\n", " 247 2025-04-11 1.34 1.37 1.32 1.37 13200\n", " \n", " [248 rows x 6 columns],\n", " 'ENGI3': Date Close High Low Open Volume\n", " 0 2024-04-16 14.019873 14.306382 13.972121 14.296832 2800\n", " 1 2024-04-17 13.838416 14.029422 13.809765 14.029422 2000\n", " 2 2024-04-18 13.924370 13.924370 13.733364 13.733364 1200\n", " 3 2024-04-19 14.086725 14.182229 13.933920 14.019873 1800\n", " 4 2024-04-22 14.325483 14.650194 13.943471 13.943471 7000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 11.850000 12.000000 11.390000 11.500000 4000\n", " 245 2025-04-08 11.220000 11.740000 11.220000 11.740000 6200\n", " 246 2025-04-09 11.360000 11.850000 11.170000 11.170000 7500\n", " 247 2025-04-10 11.220000 11.360000 11.100000 11.360000 4300\n", " 248 2025-04-11 11.570000 11.570000 11.290000 11.390000 2500\n", " \n", " [249 rows x 6 columns],\n", " 'TEND3': Date Close High Low Open Volume\n", " 0 2024-04-16 11.401044 11.667561 10.868008 11.085170 4148600\n", " 1 2024-04-17 11.203624 11.697175 11.164140 11.628078 4450200\n", " 2 2024-04-18 11.460270 11.746530 11.223365 11.262849 2780300\n", " 3 2024-04-19 11.864983 12.003176 11.410915 11.420785 2669500\n", " 4 2024-04-22 11.726788 12.062403 11.657691 11.934079 1890100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 13.710000 13.850000 13.100000 13.400000 1758100\n", " 245 2025-04-08 13.750000 14.290000 13.600000 13.880000 1839500\n", " 246 2025-04-09 14.360000 14.480000 13.570000 13.720000 3879600\n", " 247 2025-04-10 14.250000 14.440000 13.960000 14.280000 1276800\n", " 248 2025-04-11 14.500000 14.650000 13.960000 14.300000 1368700\n", " \n", " [249 rows x 6 columns],\n", " 'BPAC3': Date Close High Low Open Volume\n", " 0 2024-04-16 16.644018 16.644018 16.232086 16.241894 2500\n", " 1 2024-04-17 15.888814 16.232089 15.879006 16.232089 26000\n", " 2 2024-04-18 15.888814 16.143818 15.888814 16.143818 500\n", " 3 2024-04-19 15.859387 16.379207 15.859387 16.379207 3300\n", " 4 2024-04-22 16.016315 16.016315 15.712271 15.731887 1700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 17.760000 17.760000 16.360001 16.959999 3300\n", " 245 2025-04-08 18.530001 19.850000 17.680000 17.760000 33300\n", " 246 2025-04-09 19.240000 20.290001 18.030001 18.299999 58600\n", " 247 2025-04-10 18.459999 19.250000 18.350000 19.219999 10700\n", " 248 2025-04-11 18.930000 19.200001 18.350000 18.440001 4900\n", " \n", " [249 rows x 6 columns],\n", " 'RAPT3': Date Close High Low Open Volume\n", " 0 2024-04-16 9.943380 10.269708 9.924185 10.269708 85100\n", " 1 2024-04-17 9.818608 10.077751 9.818608 10.029761 29500\n", " 2 2024-04-18 9.780217 9.876196 9.597858 9.789815 24800\n", " 3 2024-04-19 9.665042 9.818607 9.540270 9.780216 21700\n", " 4 2024-04-22 9.386704 9.655445 9.367509 9.655445 149400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 7.850000 7.890000 7.550000 7.790000 16900\n", " 245 2025-04-08 7.980000 8.460000 7.870000 7.950000 45600\n", " 246 2025-04-09 8.050000 8.100000 7.810000 7.850000 29700\n", " 247 2025-04-10 7.800000 8.130000 7.750000 8.050000 15300\n", " 248 2025-04-11 7.830000 7.860000 7.570000 7.860000 44400\n", " \n", " [249 rows x 6 columns],\n", " 'ASAI3': Date Close High Low Open Volume\n", " 0 2024-04-16 12.788205 13.299734 12.739020 13.280059 17806100\n", " 1 2024-04-17 12.630812 12.916087 12.502930 12.896412 11080000\n", " 2 2024-04-18 12.965273 13.073480 12.630812 12.630812 15954900\n", " 3 2024-04-19 13.162014 13.407941 12.965273 12.994784 12837800\n", " 4 2024-04-22 13.339082 13.388266 13.024295 13.211200 6410200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.010000 8.210000 7.640000 7.770000 17470600\n", " 245 2025-04-08 7.670000 8.210000 7.580000 8.130000 19370700\n", " 246 2025-04-09 8.200000 8.390000 7.490000 7.580000 22700800\n", " 247 2025-04-10 8.220000 8.330000 8.020000 8.160000 12172800\n", " 248 2025-04-11 8.300000 8.470000 8.160000 8.300000 11854100\n", " \n", " [249 rows x 6 columns],\n", " 'VALE3': Date Close High Low Open Volume\n", " 0 2024-04-16 56.543438 56.690686 55.862415 56.258146 29973800\n", " 1 2024-04-17 57.160042 58.411655 57.021995 58.015924 34220700\n", " 2 2024-04-18 57.371712 57.721428 56.975981 57.693817 19932500\n", " 3 2024-04-19 58.310425 58.485281 57.141639 57.279686 32882400\n", " 4 2024-04-22 58.282814 58.512890 57.334899 58.006720 27171200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 52.049999 53.480000 51.169998 51.709999 35942800\n", " 245 2025-04-08 49.200001 52.810001 49.020000 52.349998 46815300\n", " 246 2025-04-09 51.849998 52.060001 48.770000 49.150002 56491900\n", " 247 2025-04-10 52.779999 53.240002 51.459999 52.099998 38010400\n", " 248 2025-04-11 53.660000 54.150002 52.560001 52.560001 22129900\n", " \n", " [249 rows x 6 columns],\n", " 'BMEB4': Date Close High Low Open Volume\n", " 0 2024-04-16 21.618248 22.154237 21.448988 22.022591 13000\n", " 1 2024-04-17 21.533619 21.881543 21.289132 21.289132 9400\n", " 2 2024-04-18 21.054047 21.514809 20.856578 21.514809 17900\n", " 3 2024-04-19 21.063452 21.401972 20.997629 21.401972 2300\n", " 4 2024-04-22 21.721685 21.815719 21.185696 21.185696 6500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 32.910000 35.189999 32.599998 34.480000 14200\n", " 245 2025-04-08 33.619999 34.200001 33.040001 33.040001 14200\n", " 246 2025-04-09 33.049999 34.000000 32.930000 33.630001 13600\n", " 247 2025-04-10 32.740002 34.000000 32.500000 34.000000 12200\n", " 248 2025-04-11 32.330002 33.750000 32.330002 33.750000 14300\n", " \n", " [249 rows x 6 columns],\n", " 'KLBN11': Date Close High Low Open Volume\n", " 0 2024-04-16 20.994381 21.294914 20.831234 20.951448 4983880\n", " 1 2024-04-17 20.917105 21.166117 20.822651 21.037317 3742970\n", " 2 2024-04-18 20.814062 21.020142 20.599394 20.985795 4668510\n", " 3 2024-04-19 21.140358 21.140358 20.642331 20.736783 6843870\n", " 4 2024-04-22 20.685263 21.123182 20.633742 21.097422 4907430\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 18.110001 18.709999 18.080000 18.450001 7195700\n", " 245 2025-04-08 18.139999 18.490000 18.000000 18.290001 5867100\n", " 246 2025-04-09 18.639999 18.820000 18.040001 18.139999 7243900\n", " 247 2025-04-10 18.209999 18.680000 17.990000 18.639999 5632400\n", " 248 2025-04-11 18.090000 18.340000 17.879999 18.299999 6870800\n", " \n", " [249 rows x 6 columns],\n", " 'TAEE3': Date Close High Low Open Volume\n", " 0 2024-04-16 10.958613 11.106080 10.921747 10.977046 80300\n", " 1 2024-04-17 10.930962 11.069212 10.912529 10.940178 76300\n", " 2 2024-04-18 10.894096 10.986263 10.894096 10.940180 76100\n", " 3 2024-04-19 10.921746 10.940179 10.866446 10.903313 83500\n", " 4 2024-04-22 10.940179 10.940179 10.866446 10.921746 52200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 11.230000 11.370000 11.120000 11.270000 128200\n", " 245 2025-04-08 11.260000 11.360000 11.230000 11.250000 76000\n", " 246 2025-04-09 11.380000 11.490000 11.150000 11.150000 101800\n", " 247 2025-04-10 11.220000 11.370000 11.220000 11.270000 78600\n", " 248 2025-04-11 11.300000 11.430000 11.220000 11.220000 49600\n", " \n", " [249 rows x 6 columns],\n", " 'LUXM4': Date Close High Low Open Volume\n", " 0 2024-04-16 15.477571 15.477571 15.477571 15.477571 0\n", " 1 2024-04-17 15.477571 15.477571 15.477571 15.477571 0\n", " 2 2024-04-18 15.477571 15.477571 15.477571 15.477571 0\n", " 3 2024-04-19 15.477571 15.477571 15.477571 15.477571 0\n", " 4 2024-04-22 15.477571 15.477571 15.477571 15.477571 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 11.950000 11.950000 11.950000 11.950000 0\n", " 245 2025-04-08 11.950000 11.950000 11.950000 11.950000 0\n", " 246 2025-04-09 11.950000 11.950000 11.950000 11.950000 0\n", " 247 2025-04-10 11.950000 11.950000 11.950000 11.950000 200\n", " 248 2025-04-11 11.950000 11.950000 11.950000 11.950000 0\n", " \n", " [249 rows x 6 columns],\n", " 'OSXB3': Date Close High Low Open Volume\n", " 0 2024-04-16 4.13 4.14 4.11 4.12 1400\n", " 1 2024-04-17 4.12 4.17 4.08 4.13 7000\n", " 2 2024-04-18 4.07 4.07 4.01 4.03 2100\n", " 3 2024-04-19 4.12 4.19 4.00 4.01 11100\n", " 4 2024-04-22 4.07 4.17 3.99 4.17 10400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 2.85 3.06 2.81 3.02 11400\n", " 245 2025-04-08 2.95 3.17 2.95 2.99 4200\n", " 246 2025-04-09 2.90 3.10 2.90 3.10 200\n", " 247 2025-04-10 3.00 3.00 3.00 3.00 800\n", " 248 2025-04-11 2.97 2.97 2.85 2.85 4100\n", " \n", " [249 rows x 6 columns],\n", " 'PINE3': Date Close High Low Open Volume\n", " 0 2024-04-16 6.009728 6.328497 5.831593 6.328497 1700\n", " 1 2024-04-17 6.187864 6.759773 6.019104 6.459755 1800\n", " 2 2024-04-18 5.972226 6.319121 5.953475 6.187864 2600\n", " 3 2024-04-19 5.972226 5.981602 5.972226 5.981602 1300\n", " 4 2024-04-22 5.981602 5.981602 5.981602 5.981602 1000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.429272 4.429272 4.331062 4.331062 1700\n", " 245 2025-04-08 4.556945 4.566766 4.419451 4.468556 22800\n", " 246 2025-04-09 4.498019 4.704260 4.419451 4.566766 115700\n", " 247 2025-04-10 4.517661 4.517661 4.321241 4.419451 46300\n", " 248 2025-04-11 4.480000 4.550000 4.330000 4.550000 15100\n", " \n", " [249 rows x 6 columns],\n", " 'TELB4': Date Close High Low Open Volume\n", " 0 2024-04-16 9.86 9.86 9.50 9.70 1500\n", " 1 2024-04-17 9.50 9.54 9.49 9.54 2400\n", " 2 2024-04-18 9.58 9.58 9.48 9.48 1400\n", " 3 2024-04-19 9.38 9.40 9.35 9.40 600\n", " 4 2024-04-22 9.43 9.50 9.42 9.47 1200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.69 8.69 8.20 8.40 700\n", " 245 2025-04-08 8.48 8.67 8.48 8.67 500\n", " 246 2025-04-09 8.34 9.11 8.34 8.38 20300\n", " 247 2025-04-10 8.68 8.70 8.45 8.45 2000\n", " 248 2025-04-11 9.07 9.19 8.52 8.60 7500\n", " \n", " [249 rows x 6 columns],\n", " 'AHEB3': Date Close High Low Open Volume\n", " 0 2024-04-16 19.0 19.0 19.0 19.0 100\n", " 1 2024-04-17 19.0 19.0 19.0 19.0 0\n", " 2 2024-04-18 19.0 19.0 19.0 19.0 0\n", " 3 2024-04-19 19.0 19.0 19.0 19.0 0\n", " 4 2024-04-22 19.0 19.0 19.0 19.0 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 45.0 45.0 45.0 45.0 0\n", " 245 2025-04-08 45.0 45.0 45.0 45.0 0\n", " 246 2025-04-09 45.0 45.0 45.0 45.0 900\n", " 247 2025-04-10 45.0 45.0 45.0 45.0 0\n", " 248 2025-04-11 45.0 45.0 45.0 45.0 0\n", " \n", " [249 rows x 6 columns],\n", " 'ECPR4': Date Close High Low Open Volume\n", " 0 2024-04-16 90.739998 90.739998 90.739998 90.739998 0\n", " 1 2024-04-17 90.739998 90.739998 90.739998 90.739998 0\n", " 2 2024-04-18 90.739998 90.739998 90.739998 90.739998 0\n", " 3 2024-04-19 90.739998 90.739998 90.739998 90.739998 0\n", " 4 2024-04-22 90.739998 90.739998 90.739998 90.739998 0\n", " .. ... ... ... ... ... ...\n", " 74 2024-07-31 90.739998 90.739998 90.739998 90.739998 0\n", " 75 2024-08-01 90.739998 90.739998 90.739998 90.739998 0\n", " 76 2024-08-02 90.739998 90.739998 90.739998 90.739998 0\n", " 77 2024-08-05 90.739998 90.739998 90.739998 90.739998 0\n", " 78 2024-08-06 90.739998 90.739998 90.739998 90.739998 0\n", " \n", " [79 rows x 6 columns],\n", " 'ECPR3': Date Close High Low Open Volume\n", " 0 2024-04-16 90.25 90.25 90.25 90.25 0\n", " 1 2024-04-17 90.25 90.25 90.25 90.25 0\n", " 2 2024-04-18 90.25 90.25 90.25 90.25 0\n", " 3 2024-04-19 90.25 90.25 90.25 90.25 0\n", " 4 2024-04-22 90.25 90.25 90.25 90.25 0\n", " .. ... ... ... ... ... ...\n", " 74 2024-07-31 90.25 90.25 90.25 90.25 0\n", " 75 2024-08-01 90.25 90.25 90.25 90.25 0\n", " 76 2024-08-02 90.25 90.25 90.25 90.25 0\n", " 77 2024-08-05 90.25 90.25 90.25 90.25 0\n", " 78 2024-08-06 90.25 90.25 90.25 90.25 0\n", " \n", " [79 rows x 6 columns],\n", " 'JBSS3': Date Close High Low Open Volume\n", " 0 2024-04-16 20.833218 21.505554 20.713486 21.210831 11443200\n", " 1 2024-04-17 20.630596 20.971370 20.427975 20.925319 6657500\n", " 2 2024-04-18 20.658226 20.759538 20.363504 20.630595 8218700\n", " 3 2024-04-19 20.372715 20.787168 20.372715 20.612176 7139300\n", " 4 2024-04-22 20.372715 20.556916 20.299034 20.556916 4851600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 40.810001 41.700001 39.930000 39.980000 12473300\n", " 245 2025-04-08 39.919998 41.529999 39.369999 41.130001 9288800\n", " 246 2025-04-09 41.549999 41.950001 39.470001 39.900002 10280200\n", " 247 2025-04-10 41.590000 42.770000 41.070000 41.080002 24989800\n", " 248 2025-04-11 41.330002 41.970001 41.049999 41.830002 4056700\n", " \n", " [249 rows x 6 columns],\n", " 'VULC3': Date Close High Low Open Volume\n", " 0 2024-04-16 14.912539 14.995901 14.616140 14.829176 1397000\n", " 1 2024-04-17 14.699500 15.134835 14.625401 14.903274 957300\n", " 2 2024-04-18 14.727287 14.819912 14.560564 14.755075 819000\n", " 3 2024-04-19 14.764338 15.005162 14.671714 14.671714 742200\n", " 4 2024-04-22 14.838438 14.986637 14.727288 14.764338 455100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 14.910000 15.250000 14.750000 14.940000 802800\n", " 245 2025-04-08 14.710000 15.280000 14.620000 15.040000 516300\n", " 246 2025-04-09 15.150000 15.320000 14.530000 14.700000 791000\n", " 247 2025-04-10 15.250000 15.260000 14.970000 15.200000 573000\n", " 248 2025-04-11 15.380000 15.550000 15.090000 15.290000 520500\n", " \n", " [249 rows x 6 columns],\n", " 'BSLI4': Date Close High Low Open Volume\n", " 0 2024-12-16 7.915119 7.99507 7.905125 7.925113 600\n", " 1 2024-12-17 7.995070 7.99507 7.995070 7.995070 800\n", " 2 2024-12-18 7.600000 7.60000 7.200000 7.200000 1200\n", " 3 2024-12-19 7.750000 7.75000 7.750000 7.750000 100\n", " 4 2024-12-26 8.120000 8.12000 8.120000 8.120000 100\n", " 5 2024-12-27 8.120000 8.12000 8.120000 8.120000 100\n", " 6 2025-01-02 8.470000 8.47000 8.170000 8.170000 200\n", " 7 2025-01-03 8.390000 8.39000 8.390000 8.390000 300\n", " 8 2025-01-06 8.460000 8.46000 8.370000 8.370000 200\n", " 9 2025-01-09 7.900000 7.90000 7.900000 7.900000 400\n", " 10 2025-01-14 8.000000 8.00000 7.950000 7.950000 1500\n", " 11 2025-01-21 7.940000 7.94000 7.550000 7.710000 400\n", " 12 2025-01-22 7.200000 7.31000 7.200000 7.310000 600\n", " 13 2025-01-23 7.000000 7.50000 7.000000 7.220000 2300\n", " 14 2025-01-24 7.020000 7.05000 7.020000 7.050000 500\n", " 15 2025-01-29 7.120000 7.60000 6.900000 7.600000 1400\n", " 16 2025-01-30 7.070000 7.45000 7.070000 7.450000 4400\n", " 17 2025-01-31 7.070000 7.20000 7.070000 7.110000 900\n", " 18 2025-02-03 7.200000 7.20000 7.200000 7.200000 100\n", " 19 2025-02-04 7.160000 7.19000 7.000000 7.190000 500\n", " 20 2025-02-05 7.070000 7.19000 7.020000 7.190000 400\n", " 21 2025-02-07 7.030000 7.83000 7.030000 7.340000 2100\n", " 22 2025-02-10 7.180000 7.18000 7.030000 7.030000 300\n", " 23 2025-02-11 7.200000 7.20000 7.200000 7.200000 200\n", " 24 2025-02-12 7.400000 7.40000 7.380000 7.380000 1000\n", " 25 2025-02-14 7.330000 7.33000 7.010000 7.200000 900\n", " 26 2025-02-17 7.370000 7.37000 7.310000 7.310000 2600\n", " 27 2025-02-18 7.120000 7.12000 7.120000 7.120000 100\n", " 28 2025-02-19 7.000000 7.12000 7.000000 7.110000 2800\n", " 29 2025-02-20 6.920000 7.03000 6.920000 7.030000 1400\n", " 30 2025-02-21 7.050000 7.14000 6.850000 6.990000 4500\n", " 31 2025-02-24 6.800000 6.84000 6.800000 6.840000 1400\n", " 32 2025-02-25 6.820000 6.82000 6.820000 6.820000 300\n", " 33 2025-02-26 6.820000 6.82000 6.820000 6.820000 200\n", " 34 2025-02-27 6.620000 6.62000 6.620000 6.620000 200\n", " 35 2025-02-28 6.680000 6.69000 6.680000 6.680000 700\n", " 36 2025-03-05 6.460000 6.46000 6.460000 6.460000 100\n", " 37 2025-03-06 6.030000 6.21000 6.030000 6.210000 1000\n", " 38 2025-03-07 6.890000 6.89000 6.400000 6.400000 600\n", " 39 2025-03-11 6.630000 6.66000 6.630000 6.660000 300\n", " 40 2025-03-12 6.500000 6.50000 6.400000 6.400000 500\n", " 41 2025-03-20 6.450000 6.81000 6.330000 6.330000 1000\n", " 42 2025-03-21 6.550000 6.80000 6.350000 6.350000 1000\n", " 43 2025-03-24 6.830000 6.83000 6.790000 6.790000 600\n", " 44 2025-03-26 6.540000 6.54000 6.540000 6.540000 300\n", " 45 2025-03-27 6.830000 6.83000 6.390000 6.390000 400\n", " 46 2025-03-28 6.830000 6.83000 6.780000 6.780000 2500\n", " 47 2025-03-31 13.000000 13.30000 7.000000 7.000000 294100\n", " 48 2025-04-01 12.420000 24.50000 10.950000 12.650000 341800\n", " 49 2025-04-02 13.000000 16.15000 12.350000 12.360000 129900\n", " 50 2025-04-03 13.000000 14.01000 11.000000 12.930000 41500\n", " 51 2025-04-04 11.000000 12.98000 10.220000 12.980000 16200\n", " 52 2025-04-07 9.990000 10.10000 9.090000 10.100000 31900\n", " 53 2025-04-08 10.070000 10.98000 9.530000 9.670000 15100\n", " 54 2025-04-09 10.190000 10.49000 9.410000 10.490000 2200\n", " 55 2025-04-10 10.030000 11.80000 9.800000 10.120000 11700\n", " 56 2025-04-11 10.030000 10.30000 9.500000 9.940000 8100,\n", " 'BMEB3': Date Close High Low Open Volume\n", " 0 2024-04-16 21.845852 21.845852 21.845852 21.845852 100\n", " 1 2024-04-17 21.845852 21.845852 21.845852 21.845852 0\n", " 2 2024-04-18 21.845852 21.845852 21.845852 21.845852 0\n", " 3 2024-04-19 21.845852 21.845852 21.845852 21.845852 100\n", " 4 2024-04-22 21.845852 21.845852 21.845852 21.845852 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 32.810001 34.000000 32.810001 34.000000 300\n", " 245 2025-04-08 31.600000 32.799999 31.600000 32.599998 2000\n", " 246 2025-04-09 30.200001 30.219999 30.200001 30.219999 200\n", " 247 2025-04-10 30.270000 30.299999 30.270000 30.299999 800\n", " 248 2025-04-11 30.049999 30.070000 30.049999 30.070000 800\n", " \n", " [249 rows x 6 columns],\n", " 'CEED3': Date Close High Low Open Volume\n", " 0 2024-04-16 22.90 22.90 22.90 22.90 0\n", " 1 2024-04-17 22.90 22.90 22.90 22.90 0\n", " 2 2024-04-18 22.90 22.90 22.90 22.90 0\n", " 3 2024-04-19 22.90 22.90 22.90 22.90 0\n", " 4 2024-04-22 22.90 22.90 22.90 22.90 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 10.83 10.83 10.83 10.83 0\n", " 245 2025-04-08 11.00 11.01 10.85 10.85 500\n", " 246 2025-04-09 11.00 11.00 11.00 11.00 0\n", " 247 2025-04-10 11.00 11.00 11.00 11.00 0\n", " 248 2025-04-11 11.00 11.00 11.00 11.00 0\n", " \n", " [249 rows x 6 columns],\n", " 'DTCY3': Date Close High Low Open Volume\n", " 0 2024-04-16 4.70 4.70 4.70 4.70 0\n", " 1 2024-04-17 4.70 4.70 4.70 4.70 100\n", " 2 2024-04-18 4.70 4.70 4.70 4.70 0\n", " 3 2024-04-19 4.70 4.70 4.70 4.70 0\n", " 4 2024-04-22 4.70 4.70 4.70 4.70 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.90 3.90 3.90 3.90 0\n", " 245 2025-04-08 4.20 4.20 4.20 4.20 100\n", " 246 2025-04-09 3.70 4.00 3.70 3.90 1600\n", " 247 2025-04-10 3.99 3.99 3.99 3.99 600\n", " 248 2025-04-11 4.00 4.00 3.90 3.90 300\n", " \n", " [249 rows x 6 columns],\n", " 'CTSA4': Date Close High Low Open Volume\n", " 0 2024-04-16 1.34 1.39 1.33 1.35 14300\n", " 1 2024-04-17 1.36 1.39 1.33 1.35 7800\n", " 2 2024-04-18 1.32 1.38 1.32 1.36 16000\n", " 3 2024-04-19 1.30 1.38 1.30 1.34 22000\n", " 4 2024-04-22 1.31 1.37 1.31 1.32 31400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 0.73 0.73 0.73 0.73 200\n", " 245 2025-04-08 0.71 0.71 0.71 0.71 100\n", " 246 2025-04-09 0.70 0.70 0.70 0.70 800\n", " 247 2025-04-10 0.71 0.71 0.71 0.71 600\n", " 248 2025-04-11 0.71 0.71 0.71 0.71 1200\n", " \n", " [249 rows x 6 columns],\n", " 'BRAP4': Date Close High Low Open Volume\n", " 0 2024-04-16 18.472473 18.689477 18.409181 18.680435 6400500\n", " 1 2024-04-17 18.671392 19.005941 18.617142 18.861272 4750800\n", " 2 2024-04-18 18.644268 18.852230 18.535765 18.807020 3419200\n", " 3 2024-04-19 19.159653 19.159653 18.499597 18.599058 7241600\n", " 4 2024-04-22 19.123484 19.367614 18.671392 19.078275 8174200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 16.520000 17.010000 16.320000 16.360001 5273500\n", " 245 2025-04-08 15.900000 16.860001 15.890000 16.670000 9151600\n", " 246 2025-04-09 16.719999 16.870001 15.760000 15.870000 10636100\n", " 247 2025-04-10 16.900000 16.980000 16.639999 16.790001 4973900\n", " 248 2025-04-11 17.170000 17.299999 16.809999 16.940001 4021500\n", " \n", " [249 rows x 6 columns],\n", " 'PGMN3': Date Close High Low Open Volume\n", " 0 2024-04-16 2.50 2.52 2.40 2.50 1108400\n", " 1 2024-04-17 2.50 2.54 2.47 2.51 777000\n", " 2 2024-04-18 2.51 2.56 2.48 2.49 730300\n", " 3 2024-04-19 2.67 2.67 2.51 2.52 931600\n", " 4 2024-04-22 2.56 2.65 2.53 2.65 824200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.20 3.24 3.04 3.17 1692800\n", " 245 2025-04-08 3.22 3.30 3.15 3.20 1059400\n", " 246 2025-04-09 3.38 3.40 3.12 3.16 1435200\n", " 247 2025-04-10 3.35 3.42 3.32 3.38 691200\n", " 248 2025-04-11 3.43 3.45 3.35 3.38 590000\n", " \n", " [249 rows x 6 columns],\n", " 'PTNT3': Date Close High Low Open Volume\n", " 0 2024-04-16 9.87 9.87 9.87 9.87 100\n", " 1 2024-04-17 9.87 9.87 9.87 9.87 200\n", " 2 2024-04-18 9.83 9.93 9.83 9.85 800\n", " 3 2024-04-19 9.80 9.94 9.76 9.76 500\n", " 4 2024-04-22 9.90 9.90 9.90 9.90 100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 9.09 9.09 8.95 9.07 1200\n", " 245 2025-04-08 9.19 9.19 9.19 9.19 100\n", " 246 2025-04-09 9.11 9.32 8.60 8.60 900\n", " 247 2025-04-10 9.11 9.11 9.11 9.11 0\n", " 248 2025-04-11 9.11 9.11 9.11 9.11 0\n", " \n", " [249 rows x 6 columns],\n", " 'RAPT4': Date Close High Low Open Volume\n", " 0 2024-04-16 12.428143 12.582770 12.244523 12.582770 2749500\n", " 1 2024-04-17 12.263851 12.660084 12.263851 12.447471 3018500\n", " 2 2024-04-18 11.935269 12.350829 11.915941 12.176874 3846800\n", " 3 2024-04-19 11.693666 12.128554 11.655009 11.925606 5421900\n", " 4 2024-04-22 11.297433 11.712993 11.278105 11.693665 2977200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.320000 8.570000 8.140000 8.210000 2600800\n", " 245 2025-04-08 8.330000 9.170000 8.280000 9.120000 7433600\n", " 246 2025-04-09 8.560000 8.640000 8.150000 8.250000 3765100\n", " 247 2025-04-10 8.210000 8.570000 8.130000 8.540000 4782900\n", " 248 2025-04-11 7.980000 8.300000 7.900000 8.300000 10906700\n", " \n", " [249 rows x 6 columns],\n", " 'STBP3': Date Close High Low Open Volume\n", " 0 2024-04-16 12.032870 12.145239 11.798768 11.967321 5122000\n", " 1 2024-04-17 12.117146 12.332521 12.060962 12.154603 5230600\n", " 2 2024-04-18 12.051599 12.266973 11.892409 12.089055 2905400\n", " 3 2024-04-19 12.313793 12.435527 12.004778 12.135876 8639800\n", " 4 2024-04-22 11.976686 12.313793 11.976686 12.313793 2809500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 13.300000 13.340000 13.260000 13.290000 4759200\n", " 245 2025-04-08 13.320000 13.330000 13.270000 13.300000 4442200\n", " 246 2025-04-09 13.330000 13.350000 13.290000 13.350000 6234700\n", " 247 2025-04-10 13.340000 13.350000 13.280000 13.310000 4736000\n", " 248 2025-04-11 13.330000 13.350000 13.310000 13.350000 2073600\n", " \n", " [249 rows x 6 columns],\n", " 'DASA3': Date Close High Low Open Volume\n", " 0 2024-04-16 4.36 4.59 4.29 4.59 1316200\n", " 1 2024-04-17 4.20 4.45 4.19 4.37 474600\n", " 2 2024-04-18 4.21 4.32 4.12 4.21 590800\n", " 3 2024-04-19 4.24 4.48 4.19 4.21 459900\n", " 4 2024-04-22 4.31 4.52 4.20 4.24 459100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.81 1.85 1.73 1.81 433600\n", " 245 2025-04-08 1.73 1.85 1.73 1.83 522600\n", " 246 2025-04-09 1.82 1.86 1.71 1.72 576000\n", " 247 2025-04-10 1.82 1.85 1.79 1.82 574500\n", " 248 2025-04-11 1.76 1.85 1.73 1.82 864100\n", " \n", " [249 rows x 6 columns],\n", " 'ANIM3': Date Close High Low Open Volume\n", " 0 2024-04-16 3.169252 3.292160 3.107799 3.292160 11699600\n", " 1 2024-04-17 3.063904 3.283381 2.984892 3.186811 8811100\n", " 2 2024-04-18 2.923438 3.116578 2.914659 3.072682 9765100\n", " 3 2024-04-19 2.976113 3.072683 2.914659 2.923438 6162900\n", " 4 2024-04-22 3.002450 3.142915 2.958554 2.958554 4610900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 2.230000 2.390000 2.160000 2.290000 19274000\n", " 245 2025-04-08 2.180000 2.330000 2.110000 2.280000 13956200\n", " 246 2025-04-09 2.480000 2.480000 2.130000 2.130000 19476000\n", " 247 2025-04-10 2.370000 2.500000 2.340000 2.470000 9665000\n", " 248 2025-04-11 2.530000 2.580000 2.380000 2.400000 12060900\n", " \n", " [249 rows x 6 columns],\n", " 'TASA4': Date Close High Low Open Volume\n", " 0 2024-04-16 11.995552 12.219859 11.995552 12.141839 366400\n", " 1 2024-04-17 11.868770 12.180849 11.849264 12.073572 302800\n", " 2 2024-04-18 11.800503 11.995552 11.771245 11.907780 287800\n", " 3 2024-04-19 12.005304 12.112581 11.829759 11.849264 575400\n", " 4 2024-04-22 12.044314 12.190601 11.917532 12.015056 258700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.130000 8.240000 8.050000 8.240000 311500\n", " 245 2025-04-08 8.020000 8.310000 8.020000 8.150000 307700\n", " 246 2025-04-09 8.130000 8.250000 7.970000 8.020000 259200\n", " 247 2025-04-10 8.400000 8.520000 8.130000 8.220000 363500\n", " 248 2025-04-11 8.570000 8.580000 8.320000 8.430000 169600\n", " \n", " [249 rows x 6 columns],\n", " 'COGN3': Date Close High Low Open Volume\n", " 0 2024-04-16 2.04 2.09 2.02 2.08 40472200\n", " 1 2024-04-17 1.99 2.09 1.97 2.07 37859500\n", " 2 2024-04-18 1.94 2.02 1.92 2.00 48284700\n", " 3 2024-04-19 1.97 2.02 1.90 1.96 46132900\n", " 4 2024-04-22 2.00 2.00 1.93 1.98 40671000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 2.03 2.09 1.93 1.98 95366500\n", " 245 2025-04-08 2.01 2.09 1.99 2.07 69049900\n", " 246 2025-04-09 2.25 2.28 1.97 1.98 113136000\n", " 247 2025-04-10 2.24 2.29 2.21 2.24 74387400\n", " 248 2025-04-11 2.25 2.29 2.21 2.26 57266800\n", " \n", " [249 rows x 6 columns],\n", " 'MOAR3': Date Close High Low Open Volume\n", " 0 2024-04-16 357.625671 357.625671 357.625671 357.625671 0\n", " 1 2024-04-17 357.625671 357.625671 357.625671 357.625671 0\n", " 2 2024-04-18 357.625671 357.625671 357.625671 357.625671 0\n", " 3 2024-04-19 344.061188 344.061188 316.083291 316.083291 200\n", " 4 2024-04-22 344.061188 344.061188 344.061188 344.061188 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 226.000000 226.000000 220.000000 220.000000 300\n", " 245 2025-04-08 232.000000 232.000000 232.000000 232.000000 200\n", " 246 2025-04-09 238.000000 245.000000 233.000000 239.000000 1100\n", " 247 2025-04-10 249.990005 249.990005 220.000000 220.000000 2200\n", " 248 2025-04-11 249.990005 249.990005 249.990005 249.990005 0\n", " \n", " [249 rows x 6 columns],\n", " 'PRIO3': Date Close High Low Open Volume\n", " 0 2024-04-16 49.799999 50.310001 49.220001 49.919998 8219700\n", " 1 2024-04-17 48.730000 49.779999 48.400002 49.779999 9296500\n", " 2 2024-04-18 49.240002 49.840000 48.750000 48.830002 6533800\n", " 3 2024-04-19 48.799999 49.470001 48.119999 49.290001 10164900\n", " 4 2024-04-22 48.000000 48.820000 47.689999 48.400002 10195700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 34.509998 34.849998 33.020000 33.130001 17720000\n", " 245 2025-04-08 33.820000 35.509998 33.480000 34.880001 16672700\n", " 246 2025-04-09 35.799999 36.090000 32.689999 33.200001 27219000\n", " 247 2025-04-10 32.889999 35.310001 32.680000 35.310001 46430200\n", " 248 2025-04-11 34.330002 34.630001 32.860001 33.200001 16037300\n", " \n", " [249 rows x 6 columns],\n", " 'WEST3': Date Close High Low Open Volume\n", " 0 2024-04-16 11.80 12.50 11.80 12.50 10720\n", " 1 2024-04-17 11.70 12.30 11.60 12.10 3980\n", " 2 2024-04-18 11.70 12.00 11.50 11.60 2350\n", " 3 2024-04-19 12.10 12.10 11.50 11.70 3960\n", " 4 2024-04-22 12.00 12.30 11.60 12.10 2580\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.95 5.14 4.95 5.14 4500\n", " 245 2025-04-08 4.94 5.15 4.94 5.08 1100\n", " 246 2025-04-09 4.96 4.96 4.95 4.95 600\n", " 247 2025-04-10 5.09 5.10 5.09 5.10 800\n", " 248 2025-04-11 5.05 5.05 5.05 5.05 7500\n", " \n", " [249 rows x 6 columns],\n", " 'SANB4': Date Close High Low Open Volume\n", " 0 2024-04-16 13.645765 13.703140 13.578827 13.703140 157700\n", " 1 2024-04-17 13.578827 13.684016 13.492764 13.684016 230500\n", " 2 2024-04-18 13.521452 13.741390 13.444952 13.578827 193000\n", " 3 2024-04-19 13.856141 13.856141 13.531014 13.559702 295100\n", " 4 2024-04-22 13.750157 13.973342 13.604602 13.895713 379600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 14.000000 14.170000 13.690000 14.000000 89200\n", " 245 2025-04-08 13.780000 14.110000 13.620000 14.000000 72300\n", " 246 2025-04-09 13.960000 14.100000 13.490000 13.760000 76800\n", " 247 2025-04-10 13.950000 13.970000 13.760000 13.960000 33200\n", " 248 2025-04-11 13.960000 14.080000 13.880000 13.900000 74700\n", " \n", " [249 rows x 6 columns],\n", " 'CEDO3': Date Close High Low Open Volume\n", " 0 2024-04-16 32.500000 32.500000 32.000000 32.000000 200\n", " 1 2024-04-17 32.500000 32.500000 32.500000 32.500000 0\n", " 2 2024-04-18 32.500000 32.500000 32.500000 32.500000 0\n", " 3 2024-04-19 32.500000 33.000000 32.500000 32.500000 900\n", " 4 2024-04-22 32.759998 32.759998 32.500000 32.549999 3100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 25.000000 25.000000 25.000000 25.000000 0\n", " 245 2025-04-08 23.500000 25.000000 21.940001 21.940001 500\n", " 246 2025-04-09 27.000000 27.000000 22.010000 22.010000 400\n", " 247 2025-04-10 27.000000 27.000000 27.000000 27.000000 100\n", " 248 2025-04-11 27.000000 27.000000 26.000000 26.000000 2800\n", " \n", " [249 rows x 6 columns],\n", " 'BRKM6': Date Close High Low Open Volume\n", " 0 2024-04-16 15.18 15.18 15.18 15.18 0\n", " 1 2024-04-17 15.18 15.18 15.18 15.18 0\n", " 2 2024-04-18 15.18 15.18 15.18 15.18 0\n", " 3 2024-04-19 15.18 15.18 15.18 15.18 0\n", " 4 2024-04-22 15.18 15.18 15.18 15.18 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 7.09 7.09 7.09 7.09 500\n", " 245 2025-04-08 7.09 7.09 7.09 7.09 0\n", " 246 2025-04-09 7.56 7.56 7.56 7.56 100\n", " 247 2025-04-10 7.56 7.56 7.56 7.56 0\n", " 248 2025-04-11 7.56 7.56 7.56 7.56 0\n", " \n", " [249 rows x 6 columns],\n", " 'AGRO3': Date Close High Low Open Volume\n", " 0 2024-04-16 23.415876 23.903317 22.853445 23.069045 391100\n", " 1 2024-04-17 23.322138 23.809578 23.294017 23.406503 205900\n", " 2 2024-04-18 23.509615 23.903317 23.425250 23.547111 295200\n", " 3 2024-04-19 24.962561 24.962561 23.509615 23.509615 746700\n", " 4 2024-04-22 24.222027 24.934440 24.222027 24.812579 325100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 22.000000 22.400000 21.889999 22.219999 316600\n", " 245 2025-04-08 21.320000 22.180000 21.250000 22.000000 411700\n", " 246 2025-04-09 21.940001 21.980000 21.190001 21.200001 240300\n", " 247 2025-04-10 21.290001 21.990000 21.219999 21.780001 252700\n", " 248 2025-04-11 22.040001 22.040001 21.309999 21.370001 221800\n", " \n", " [249 rows x 6 columns],\n", " 'EZTC3': Date Close High Low Open Volume\n", " 0 2024-04-16 13.193090 13.424873 12.562641 12.775881 4136000\n", " 1 2024-04-17 12.608998 13.480502 12.608998 13.332161 3896100\n", " 2 2024-04-18 12.414300 12.812966 12.349400 12.599726 2565200\n", " 3 2024-04-19 12.590454 12.785152 12.340129 12.460655 3132400\n", " 4 2024-04-22 12.581183 12.701711 12.405029 12.581183 1191100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 14.810000 15.190000 14.390000 14.610000 2142000\n", " 245 2025-04-08 14.870000 15.030000 14.540000 14.920000 1915300\n", " 246 2025-04-09 15.330000 15.370000 14.480000 14.770000 2927300\n", " 247 2025-04-10 15.200000 15.480000 14.920000 15.300000 2299300\n", " 248 2025-04-11 15.500000 15.580000 14.670000 15.380000 2753100\n", " \n", " [249 rows x 6 columns],\n", " 'TEKA4': Date Close High Low Open Volume\n", " 0 2024-04-16 40.950001 40.950001 40.950001 40.950001 0\n", " 1 2024-04-17 40.950001 40.950001 40.950001 40.950001 0\n", " 2 2024-04-18 40.950001 40.950001 40.950001 40.950001 0\n", " 3 2024-04-19 40.950001 40.950001 40.950001 40.950001 0\n", " 4 2024-04-22 40.950001 40.950001 40.950001 40.950001 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 21.250000 21.250000 21.250000 21.250000 0\n", " 245 2025-04-08 21.250000 21.250000 21.250000 21.250000 0\n", " 246 2025-04-09 21.250000 21.250000 21.250000 21.250000 0\n", " 247 2025-04-10 21.250000 21.250000 21.250000 21.250000 0\n", " 248 2025-04-11 21.250000 21.250000 21.250000 21.250000 0\n", " \n", " [249 rows x 6 columns],\n", " 'RCSL4': Date Close High Low Open Volume\n", " 0 2024-04-16 2.44 2.48 2.40 2.44 72475\n", " 1 2024-04-17 2.20 2.48 2.20 2.44 689525\n", " 2 2024-04-18 2.00 2.20 1.96 2.20 926075\n", " 3 2024-04-19 2.00 2.04 1.96 2.00 315200\n", " 4 2024-04-22 2.04 2.08 2.00 2.04 264025\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.35 1.38 1.35 1.36 2388800\n", " 245 2025-04-08 1.36 1.43 1.36 1.38 2451200\n", " 246 2025-04-09 1.35 1.42 1.35 1.38 3116400\n", " 247 2025-04-10 1.34 1.44 1.30 1.35 4298900\n", " 248 2025-04-11 1.39 1.47 1.34 1.35 4418200\n", " \n", " [249 rows x 6 columns],\n", " 'CORR3': Date Close High Low Open Volume\n", " 0 2024-04-16 12.0 12.0 12.0 12.0 0\n", " 1 2024-04-17 12.0 12.0 12.0 12.0 0\n", " 2 2024-04-18 12.0 12.0 12.0 12.0 0\n", " 3 2024-04-19 12.0 12.0 12.0 12.0 0\n", " 4 2024-04-22 12.0 12.0 12.0 12.0 0\n", " .. ... ... ... ... ... ...\n", " 74 2024-07-31 12.0 12.0 12.0 12.0 0\n", " 75 2024-08-01 12.0 12.0 12.0 12.0 0\n", " 76 2024-08-02 12.0 12.0 12.0 12.0 0\n", " 77 2024-08-05 12.0 12.0 12.0 12.0 0\n", " 78 2024-08-06 12.0 12.0 12.0 12.0 0\n", " \n", " [79 rows x 6 columns],\n", " 'BRSR3': Date Close High Low Open Volume\n", " 0 2024-04-16 11.509376 11.774274 11.390628 11.591585 7200\n", " 1 2024-04-17 11.198804 11.682928 11.180535 11.646390 6900\n", " 2 2024-04-18 11.281013 11.445433 11.198804 11.198804 1300\n", " 3 2024-04-19 11.326686 11.418030 11.235342 11.281014 6600\n", " 4 2024-04-22 11.472837 11.673794 11.363224 11.372358 10000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 11.850000 12.020000 11.710000 11.760000 4700\n", " 245 2025-04-08 11.790000 12.030000 11.650000 11.920000 7600\n", " 246 2025-04-09 12.150000 12.220000 11.650000 11.650000 12900\n", " 247 2025-04-10 11.810000 12.300000 11.800000 12.020000 3100\n", " 248 2025-04-11 11.800000 11.900000 11.750000 11.820000 3800\n", " \n", " [249 rows x 6 columns],\n", " 'LIPR3': Date Close High Low Open Volume\n", " 0 2024-04-16 48.773701 48.773701 48.773701 48.773701 0\n", " 1 2024-04-17 48.773701 48.773701 48.773701 48.773701 0\n", " 2 2024-04-18 48.773701 48.773701 48.773701 48.773701 0\n", " 3 2024-04-19 48.773701 48.773701 48.773701 48.773701 0\n", " 4 2024-04-22 48.773701 48.773701 48.773701 48.773701 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 41.250000 41.250000 41.250000 41.250000 0\n", " 245 2025-04-08 41.250000 41.250000 41.250000 41.250000 0\n", " 246 2025-04-09 41.250000 41.250000 41.250000 41.250000 0\n", " 247 2025-04-10 41.250000 41.250000 41.250000 41.250000 0\n", " 248 2025-04-11 41.250000 41.250000 41.250000 41.250000 0\n", " \n", " [249 rows x 6 columns],\n", " 'BSLI3': Date Close High Low Open Volume\n", " 0 2024-04-16 9.904448 9.904448 9.904448 9.904448 100\n", " 1 2024-04-17 9.904448 9.904448 9.904448 9.904448 0\n", " 2 2024-04-18 9.904448 9.904448 9.904448 9.904448 0\n", " 3 2024-04-19 9.904448 9.904448 9.904448 9.904448 0\n", " 4 2024-04-22 9.904448 9.904448 9.904448 9.904448 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 9.600000 10.830000 8.600000 10.760000 48500\n", " 245 2025-04-08 9.970000 11.000000 9.200000 9.800000 21000\n", " 246 2025-04-09 9.980000 10.000000 9.250000 9.800000 12400\n", " 247 2025-04-10 9.520000 11.710000 9.350000 10.010000 35300\n", " 248 2025-04-11 9.620000 10.000000 8.750000 9.520000 13300\n", " \n", " [249 rows x 6 columns],\n", " 'ATED3': Date Close High Low Open Volume\n", " 0 2024-12-16 1.47 1.56 1.41 1.47 399500\n", " 1 2024-12-17 2.05 2.05 1.39 1.47 267100\n", " 2 2024-12-18 1.70 2.17 1.63 2.10 486500\n", " 3 2024-12-19 1.68 1.90 1.62 1.70 139300\n", " 4 2024-12-20 1.59 1.79 1.55 1.72 118900\n", " .. ... ... ... ... ... ...\n", " 74 2025-04-07 1.10 1.11 1.09 1.10 1500\n", " 75 2025-04-08 1.09 1.11 1.09 1.11 3000\n", " 76 2025-04-09 1.10 1.11 1.08 1.09 5600\n", " 77 2025-04-10 1.10 1.10 1.09 1.09 500\n", " 78 2025-04-11 1.12 1.12 1.10 1.11 2700\n", " \n", " [79 rows x 6 columns],\n", " 'GPAR3': Date Close High Low Open Volume\n", " 0 2024-04-16 47.500000 47.500000 47.500000 47.500000 0\n", " 1 2024-04-17 47.500000 47.500000 47.500000 47.500000 0\n", " 2 2024-04-18 47.500000 47.500000 47.500000 47.500000 0\n", " 3 2024-04-19 47.500000 47.500000 47.500000 47.500000 0\n", " 4 2024-04-22 47.500000 47.500000 47.500000 47.500000 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 22.910000 22.910000 22.910000 22.910000 0\n", " 245 2025-04-08 23.309999 23.309999 23.309999 23.309999 100\n", " 246 2025-04-09 25.330000 25.330000 25.330000 25.330000 100\n", " 247 2025-04-10 25.330000 25.330000 25.330000 25.330000 0\n", " 248 2025-04-11 25.330000 25.330000 25.330000 25.330000 0\n", " \n", " [249 rows x 6 columns],\n", " 'COCE5': Date Close High Low Open Volume\n", " 0 2024-04-16 33.026913 33.609739 32.754928 33.600027 5800\n", " 1 2024-04-17 33.697163 33.949723 32.861779 33.065768 11800\n", " 2 2024-04-18 33.502892 33.697165 32.949202 33.697165 13600\n", " 3 2024-04-19 34.493694 34.493694 33.415466 33.415466 11000\n", " 4 2024-04-22 34.629692 34.629692 33.658312 34.289707 14700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 24.570000 24.570000 23.959999 24.370001 6200\n", " 245 2025-04-08 24.580000 24.969999 24.360001 24.850000 4100\n", " 246 2025-04-09 24.709999 24.799999 24.340000 24.490000 3700\n", " 247 2025-04-10 24.400000 25.070000 24.360001 25.070000 6000\n", " 248 2025-04-11 24.840000 24.840000 24.430000 24.440001 1300\n", " \n", " [249 rows x 6 columns],\n", " 'BPAC5': Date Close High Low Open Volume\n", " 0 2024-04-16 7.855404 8.134579 7.855404 8.134579 2800\n", " 1 2024-04-17 7.893911 8.144206 7.816898 7.980552 8200\n", " 2 2024-04-18 7.932417 7.942044 7.816897 7.922790 1300\n", " 3 2024-04-19 7.874658 7.961299 7.749511 7.961299 5500\n", " 4 2024-04-22 7.990178 7.999805 7.865030 7.922790 2400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.000000 8.190000 7.640000 8.000000 3800\n", " 245 2025-04-08 7.410000 8.180000 7.370000 7.950000 30200\n", " 246 2025-04-09 7.270000 7.670000 7.100000 7.340000 40500\n", " 247 2025-04-10 7.250000 7.390000 7.090000 7.270000 14300\n", " 248 2025-04-11 7.340000 7.700000 7.310000 7.390000 13300\n", " \n", " [249 rows x 6 columns],\n", " 'FIGE3': Date Close High Low Open Volume\n", " 0 2024-04-16 11.984735 11.984735 11.984735 11.984735 0\n", " 1 2024-04-17 11.984735 11.984735 11.984735 11.984735 0\n", " 2 2024-04-18 11.984735 11.984735 11.984735 11.984735 0\n", " 3 2024-04-19 11.984735 11.984735 11.984735 11.984735 0\n", " 4 2024-04-22 11.984735 11.984735 11.984735 11.984735 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 12.030000 12.030000 12.030000 12.030000 0\n", " 245 2025-04-08 12.030000 12.030000 12.030000 12.030000 0\n", " 246 2025-04-09 12.030000 12.030000 12.030000 12.030000 0\n", " 247 2025-04-10 12.030000 12.030000 12.030000 12.030000 0\n", " 248 2025-04-11 12.030000 12.030000 12.030000 12.030000 0\n", " \n", " [249 rows x 6 columns],\n", " 'BBDC3': Date Close High Low Open Volume\n", " 0 2024-04-16 11.046059 11.135863 11.010137 11.099941 5091800\n", " 1 2024-04-17 11.010139 11.126886 10.884411 11.073002 6652100\n", " 2 2024-04-18 10.920331 11.090962 10.875428 11.028097 4193600\n", " 3 2024-04-19 10.839506 10.965234 10.839506 10.938293 4838000\n", " 4 2024-04-22 10.803587 10.929315 10.776646 10.893393 4066200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 11.030000 11.260000 10.800000 10.960000 11571000\n", " 245 2025-04-08 10.750000 11.170000 10.660000 11.080000 9068100\n", " 246 2025-04-09 11.100000 11.270000 10.590000 10.710000 14919100\n", " 247 2025-04-10 11.090000 11.100000 10.840000 11.010000 7576100\n", " 248 2025-04-11 11.180000 11.340000 11.070000 11.140000 6381900\n", " \n", " [249 rows x 6 columns],\n", " 'MRVE3': Date Close High Low Open Volume\n", " 0 2024-04-16 6.56 6.70 6.11 6.30 34842800\n", " 1 2024-04-17 6.64 6.75 6.44 6.70 25318700\n", " 2 2024-04-18 6.42 6.76 6.42 6.61 16455900\n", " 3 2024-04-19 6.57 6.64 6.38 6.41 14900900\n", " 4 2024-04-22 6.55 6.68 6.51 6.57 9550700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.80 5.10 4.70 4.88 18530300\n", " 245 2025-04-08 4.66 4.96 4.59 4.90 13233200\n", " 246 2025-04-09 4.81 4.88 4.56 4.61 27144900\n", " 247 2025-04-10 4.78 4.83 4.69 4.81 7974600\n", " 248 2025-04-11 4.93 4.93 4.69 4.83 9275100\n", " \n", " [249 rows x 6 columns],\n", " 'ISAE4': Date Close High Low Open Volume\n", " 0 2024-04-16 24.130144 24.570709 24.093429 24.276999 4265100\n", " 1 2024-04-17 23.873146 24.249462 23.680398 24.139320 4113900\n", " 2 2024-04-18 23.808897 24.075071 23.763004 23.873146 1934400\n", " 3 2024-04-19 23.175583 23.919037 23.175583 23.772182 4261700\n", " 4 2024-04-22 23.166405 23.368330 22.918586 23.322438 6900800\n", " .. ... ... ... ... ... ...\n", " 243 2025-04-07 22.040001 22.240000 21.730000 21.879999 3648100\n", " 244 2025-04-08 22.209999 22.330000 22.030001 22.110001 2786000\n", " 245 2025-04-09 22.360001 22.860001 22.020000 22.150000 4197400\n", " 246 2025-04-10 22.170000 22.400000 21.959999 22.340000 1628000\n", " 247 2025-04-11 22.170000 22.330000 22.010000 22.270000 855100\n", " \n", " [248 rows x 6 columns],\n", " 'BRAP3': Date Close High Low Open Volume\n", " 0 2024-04-16 17.966352 18.338759 17.939103 18.329676 86900\n", " 1 2024-04-17 18.048101 18.384175 18.048101 18.202514 59500\n", " 2 2024-04-18 18.138931 18.184348 17.957271 18.157098 53100\n", " 3 2024-04-19 18.411425 18.511337 18.020851 18.138931 54500\n", " 4 2024-04-22 18.375090 18.856494 18.175262 18.366006 103000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 15.940000 16.180000 15.590000 15.700000 100200\n", " 245 2025-04-08 15.200000 16.100000 15.200000 15.960000 210000\n", " 246 2025-04-09 15.910000 16.040001 15.230000 15.280000 88900\n", " 247 2025-04-10 16.090000 16.129999 15.890000 16.049999 45100\n", " 248 2025-04-11 16.520000 16.580000 15.990000 16.110001 48100\n", " \n", " [249 rows x 6 columns],\n", " 'DESK3': Date Close High Low Open Volume\n", " 0 2024-04-16 13.525696 13.725044 13.346284 13.565565 80200\n", " 1 2024-04-17 13.276512 13.794815 13.216709 13.794815 107200\n", " 2 2024-04-18 13.027328 13.356251 13.007394 13.306415 77000\n", " 3 2024-04-19 12.867850 13.306414 12.808047 13.037295 116900\n", " 4 2024-04-22 13.180000 13.230000 12.770000 12.870000 92300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.340000 8.600000 8.150000 8.600000 417400\n", " 245 2025-04-08 8.190000 8.480000 8.190000 8.310000 181500\n", " 246 2025-04-09 8.370000 8.520000 8.020000 8.170000 269100\n", " 247 2025-04-10 8.060000 8.410000 7.980000 8.270000 147100\n", " 248 2025-04-11 8.200000 8.290000 8.040000 8.080000 211400\n", " \n", " [249 rows x 6 columns],\n", " 'WEGE3': Date Close High Low Open Volume\n", " 0 2024-04-16 38.158161 38.384531 36.445619 36.701518 13386100\n", " 1 2024-04-17 37.616840 38.236895 37.459366 38.158160 6574700\n", " 2 2024-04-18 37.990841 38.049895 37.498732 37.616841 6347300\n", " 3 2024-04-19 37.941635 38.305795 37.725110 37.853055 8284900\n", " 4 2024-04-22 37.666054 37.961319 37.508579 37.656209 5350900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 44.000000 44.070000 42.650002 43.150002 9948200\n", " 245 2025-04-08 44.000000 44.770000 43.750000 44.520000 8394700\n", " 246 2025-04-09 45.410000 46.080002 43.660000 43.770000 11604000\n", " 247 2025-04-10 44.910000 45.459999 44.299999 45.400002 5364200\n", " 248 2025-04-11 45.119999 45.349998 44.740002 45.099998 3282900\n", " \n", " [249 rows x 6 columns],\n", " 'BIOM3': Date Close High Low Open Volume\n", " 0 2024-04-16 11.110000 11.240000 10.990000 11.140000 20400\n", " 1 2024-04-17 15.350000 16.290001 11.000000 11.000000 369800\n", " 2 2024-04-18 16.219999 18.400000 15.890000 15.900000 410800\n", " 3 2024-04-19 17.100000 17.850000 16.290001 16.600000 473300\n", " 4 2024-04-22 16.360001 17.760000 16.350000 17.110001 91500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 9.200000 9.450000 9.100000 9.450000 27200\n", " 245 2025-04-08 9.050000 9.450000 9.050000 9.410000 8500\n", " 246 2025-04-09 9.610000 9.610000 9.080000 9.080000 11900\n", " 247 2025-04-10 9.200000 9.720000 9.200000 9.510000 15800\n", " 248 2025-04-11 9.550000 9.550000 9.160000 9.240000 4200\n", " \n", " [249 rows x 6 columns],\n", " 'CXSE3': Date Close High Low Open Volume\n", " 0 2024-04-16 14.042457 14.197471 13.951272 14.151879 2583200\n", " 1 2024-04-17 14.024220 14.133641 13.923917 14.069812 3328800\n", " 2 2024-04-18 14.097167 14.170115 13.978627 14.051574 3223400\n", " 3 2024-04-19 14.179234 14.370722 14.106286 14.106286 2144600\n", " 4 2024-04-22 14.224826 14.553091 14.124522 14.279536 3093500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 14.750000 15.120000 14.700000 14.930000 5520400\n", " 245 2025-04-08 15.130000 15.280000 14.790000 14.860000 5430500\n", " 246 2025-04-09 15.520000 15.680000 15.050000 15.100000 5149100\n", " 247 2025-04-10 15.160000 15.460000 15.020000 15.430000 2427400\n", " 248 2025-04-11 15.280000 15.300000 15.010000 15.190000 2017800\n", " \n", " [249 rows x 6 columns],\n", " 'POMO4': Date Close High Low Open Volume\n", " 0 2024-04-16 6.789281 6.798544 6.492887 6.502149 9142600\n", " 1 2024-04-17 6.742970 6.891167 6.687396 6.835593 4757000\n", " 2 2024-04-18 6.687396 6.761495 6.511412 6.715183 4868000\n", " 3 2024-04-19 6.604035 6.770757 6.594772 6.668871 6613700\n", " 4 2024-04-22 6.529937 6.678134 6.529937 6.650347 5398200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.850000 6.060000 5.790000 5.950000 18818700\n", " 245 2025-04-08 6.000000 6.100000 5.900000 5.910000 21125600\n", " 246 2025-04-09 6.100000 6.230000 5.920000 5.920000 19272000\n", " 247 2025-04-10 6.040000 6.110000 5.970000 6.100000 18496700\n", " 248 2025-04-11 6.030000 6.110000 5.900000 6.090000 17242200\n", " \n", " [249 rows x 6 columns],\n", " 'EQPA6': Date Close High Low Open Volume\n", " 0 2024-04-16 8.24111 8.24111 8.24111 8.24111 0\n", " 1 2024-04-17 8.24111 8.24111 8.24111 8.24111 0\n", " 2 2024-04-18 8.24111 8.24111 8.24111 8.24111 0\n", " 3 2024-04-19 8.24111 8.24111 8.24111 8.24111 0\n", " 4 2024-04-22 8.24111 8.24111 8.24111 8.24111 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.00000 8.00000 8.00000 8.00000 0\n", " 245 2025-04-08 8.00000 8.00000 8.00000 8.00000 0\n", " 246 2025-04-09 8.00000 8.00000 8.00000 8.00000 0\n", " 247 2025-04-10 8.00000 8.00000 8.00000 8.00000 0\n", " 248 2025-04-11 8.00000 8.00000 8.00000 8.00000 0\n", " \n", " [249 rows x 6 columns],\n", " 'MAPT4': Date Close High Low Open Volume\n", " 0 2024-04-16 10.00 12.50 7.56 7.77 15100\n", " 1 2024-04-17 9.81 13.01 9.81 11.99 41100\n", " 2 2024-04-18 9.90 11.01 9.90 11.01 2800\n", " 3 2024-04-19 9.09 10.50 9.09 10.30 3800\n", " 4 2024-04-22 7.80 8.40 7.50 8.40 6200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.00 4.00 4.00 4.00 0\n", " 245 2025-04-08 4.00 4.00 4.00 4.00 0\n", " 246 2025-04-09 4.00 4.00 4.00 4.00 0\n", " 247 2025-04-10 4.00 4.00 4.00 4.00 0\n", " 248 2025-04-11 4.00 4.00 4.00 4.00 0\n", " \n", " [249 rows x 6 columns],\n", " 'ELET3': Date Close High Low Open Volume\n", " 0 2024-04-16 36.945900 37.476592 36.733621 36.762567 9366100\n", " 1 2024-04-17 36.733624 37.245018 36.328369 37.100285 7784300\n", " 2 2024-04-18 36.588886 36.810816 36.096790 36.704677 5995200\n", " 3 2024-04-19 36.473099 36.936249 36.424855 36.666079 6967800\n", " 4 2024-04-22 36.366959 36.733620 36.164331 36.598535 8686000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 40.660000 41.369999 39.830002 40.540001 10793800\n", " 245 2025-04-08 41.049999 41.630001 40.660000 40.860001 9105300\n", " 246 2025-04-09 41.619999 42.400002 40.500000 40.799999 9081200\n", " 247 2025-04-10 41.509998 41.810001 40.880001 41.349998 6629300\n", " 248 2025-04-11 41.459999 41.930000 41.130001 41.900002 6319300\n", " \n", " [249 rows x 6 columns],\n", " 'FRAS3': Date Close High Low Open Volume\n", " 0 2024-04-16 16.744074 16.840861 16.444036 16.695681 287400\n", " 1 2024-04-17 16.773109 17.015076 16.724717 16.831181 174200\n", " 2 2024-04-18 16.937647 16.986039 16.647288 16.763431 304700\n", " 3 2024-04-19 17.257042 17.257042 16.744073 16.966683 199900\n", " 4 2024-04-22 17.489330 17.682904 17.160256 17.160256 264200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 27.010000 27.280001 26.540001 26.870001 305600\n", " 245 2025-04-08 26.830000 27.379999 26.760000 27.150000 189200\n", " 246 2025-04-09 27.290001 27.309999 26.580000 26.709999 243300\n", " 247 2025-04-10 27.200001 27.330000 26.920000 27.150000 190000\n", " 248 2025-04-11 27.299999 27.469999 26.930000 27.200001 201300\n", " \n", " [249 rows x 6 columns],\n", " 'GFSA3': Date Close High Low Open Volume\n", " 0 2024-04-16 6.00 6.07 5.90 5.91 1546600\n", " 1 2024-04-17 5.99 6.15 5.86 6.06 1793500\n", " 2 2024-04-18 5.82 6.04 5.80 6.01 1491700\n", " 3 2024-04-19 5.77 5.86 5.70 5.84 1297500\n", " 4 2024-04-22 5.76 5.82 5.65 5.81 795400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.91 2.10 1.88 1.95 10973100\n", " 245 2025-04-08 1.73 2.09 1.73 1.95 11429800\n", " 246 2025-04-09 1.85 1.88 1.66 1.71 11610600\n", " 247 2025-04-10 1.71 1.88 1.70 1.85 6920000\n", " 248 2025-04-11 1.74 1.81 1.68 1.75 6722700\n", " \n", " [249 rows x 6 columns],\n", " 'NEOE3': Date Close High Low Open Volume\n", " 0 2024-04-16 19.110174 19.544934 19.052205 19.400014 3401800\n", " 1 2024-04-17 19.177805 19.380693 18.994239 19.119837 1751200\n", " 2 2024-04-18 19.148817 19.361368 18.868639 19.226108 2093100\n", " 3 2024-04-19 18.907286 19.438662 18.907286 19.226111 10714200\n", " 4 2024-04-22 18.935097 19.052523 18.837241 18.964452 1204500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 20.360001 20.459999 20.000000 20.320000 795400\n", " 245 2025-04-08 20.290001 20.480000 19.830000 20.270000 1586100\n", " 246 2025-04-09 20.450001 20.590000 19.969999 20.290001 1243600\n", " 247 2025-04-10 20.250000 20.480000 20.020000 20.450001 1078400\n", " 248 2025-04-11 20.469999 20.530001 20.010000 20.360001 1397000\n", " \n", " [249 rows x 6 columns],\n", " 'BPAC11': Date Close High Low Open Volume\n", " 0 2024-04-16 32.350430 32.807028 31.981264 32.505867 13007900\n", " 1 2024-04-17 31.806395 32.719588 31.592667 32.398997 9944800\n", " 2 2024-04-18 31.602386 32.126989 31.378946 31.825827 8175200\n", " 3 2024-04-19 31.689817 31.971549 31.485807 31.864685 5640200\n", " 4 2024-04-22 32.369858 32.369858 31.534381 31.816112 5635300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 33.650002 34.450001 32.270000 32.610001 10317700\n", " 245 2025-04-08 33.599998 34.400002 33.389999 33.650002 14001200\n", " 246 2025-04-09 34.029999 34.820000 32.549999 33.400002 14262400\n", " 247 2025-04-10 33.580002 33.709999 32.990002 33.709999 8755800\n", " 248 2025-04-11 33.570000 33.840000 33.310001 33.759998 8776800\n", " \n", " [249 rows x 6 columns],\n", " 'INTB3': Date Close High Low Open Volume\n", " 0 2024-04-16 18.045912 18.589229 17.182423 17.531700 1490400\n", " 1 2024-04-17 17.900381 18.181741 17.783955 18.181741 687200\n", " 2 2024-04-18 17.900381 18.191443 17.706338 17.842167 1025400\n", " 3 2024-04-19 18.075018 18.278763 17.735446 17.832465 1324900\n", " 4 2024-04-22 18.045912 18.230252 17.706338 18.075017 1215200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 12.010000 12.580000 11.670000 12.510000 4549400\n", " 245 2025-04-08 11.680000 12.310000 11.680000 12.270000 2771900\n", " 246 2025-04-09 12.000000 12.030000 11.270000 11.550000 4707700\n", " 247 2025-04-10 11.420000 11.960000 11.330000 11.960000 5299200\n", " 248 2025-04-11 11.600000 11.760000 11.260000 11.500000 3752600\n", " \n", " [249 rows x 6 columns],\n", " 'BOBR4': Date Close High Low Open Volume\n", " 0 2024-04-16 2.19 2.28 2.10 2.19 22300\n", " 1 2024-04-17 2.11 2.22 2.10 2.19 44600\n", " 2 2024-04-18 2.15 2.15 2.11 2.11 15200\n", " 3 2024-04-19 2.16 2.20 2.13 2.18 21700\n", " 4 2024-04-22 2.19 2.24 2.12 2.15 16100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.62 1.70 1.60 1.67 96800\n", " 245 2025-04-08 1.65 1.70 1.63 1.63 11100\n", " 246 2025-04-09 1.64 1.68 1.60 1.64 86000\n", " 247 2025-04-10 1.63 1.70 1.62 1.66 24400\n", " 248 2025-04-11 1.68 1.71 1.63 1.65 24300\n", " \n", " [249 rows x 6 columns],\n", " 'PCAR3': Date Close High Low Open Volume\n", " 0 2024-04-16 2.46 2.63 2.41 2.44 25465400\n", " 1 2024-04-17 2.43 2.52 2.39 2.47 20552000\n", " 2 2024-04-18 2.36 2.45 2.36 2.44 16957400\n", " 3 2024-04-19 2.47 2.53 2.35 2.37 29544900\n", " 4 2024-04-22 2.48 2.57 2.42 2.49 46260000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.21 3.26 3.02 3.15 12547300\n", " 245 2025-04-08 3.07 3.26 3.04 3.23 9605600\n", " 246 2025-04-09 3.65 3.68 3.00 3.02 27471100\n", " 247 2025-04-10 3.72 3.76 3.52 3.64 17465900\n", " 248 2025-04-11 3.81 4.10 3.73 3.77 28367300\n", " \n", " [249 rows x 6 columns],\n", " 'LJQQ3': Date Close High Low Open Volume\n", " 0 2024-04-16 4.501810 4.539640 4.331573 4.520725 3112900\n", " 1 2024-04-17 4.463979 4.690961 4.445064 4.568012 2079200\n", " 2 2024-04-18 4.463979 4.520725 4.312658 4.482894 2277400\n", " 3 2024-04-19 4.482894 4.681503 4.359946 4.501810 3680600\n", " 4 2024-04-22 4.511267 4.539640 4.322115 4.473436 2562400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 2.700000 2.820000 2.600000 2.790000 3618300\n", " 245 2025-04-08 2.570000 2.770000 2.560000 2.730000 3233600\n", " 246 2025-04-09 2.750000 2.770000 2.480000 2.490000 4656400\n", " 247 2025-04-10 2.540000 2.760000 2.510000 2.760000 3996400\n", " 248 2025-04-11 2.580000 2.620000 2.490000 2.550000 3066700\n", " \n", " [249 rows x 6 columns],\n", " 'ZAMP3': Date Close High Low Open Volume\n", " 0 2024-04-16 2.89 3.01 2.81 3.01 1319300\n", " 1 2024-04-17 2.96 3.06 2.88 2.93 869800\n", " 2 2024-04-18 3.23 3.28 2.99 3.01 1303600\n", " 3 2024-04-19 3.51 3.53 3.17 3.17 1109100\n", " 4 2024-04-22 3.59 3.59 3.46 3.51 835800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 2.87 2.95 2.78 2.92 1216000\n", " 245 2025-04-08 2.77 3.00 2.74 2.92 620500\n", " 246 2025-04-09 3.00 3.07 2.66 2.76 691300\n", " 247 2025-04-10 2.90 2.97 2.80 2.97 588600\n", " 248 2025-04-11 2.89 2.94 2.80 2.90 364000\n", " \n", " [249 rows x 6 columns],\n", " 'LEVE3': Date Close High Low Open Volume\n", " 0 2024-04-16 31.363970 31.558719 31.122853 31.363970 341400\n", " 1 2024-04-17 31.261959 31.883305 31.234139 31.540172 417500\n", " 2 2024-04-18 30.455139 31.456707 30.241842 31.345423 568100\n", " 3 2024-04-19 30.983747 31.076484 30.436593 30.436593 296800\n", " 4 2024-04-22 31.187769 31.354698 30.677711 30.983744 545000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 28.309999 28.690001 27.920000 28.010000 518400\n", " 245 2025-04-08 29.010000 30.559999 28.860001 28.870001 994500\n", " 246 2025-04-09 29.590000 29.590000 28.650000 29.010000 474800\n", " 247 2025-04-10 29.150000 29.730000 28.700001 29.590000 389100\n", " 248 2025-04-11 29.559999 29.740000 28.950001 29.209999 217000\n", " \n", " [249 rows x 6 columns],\n", " 'HAGA3': Date Close High Low Open Volume\n", " 0 2024-04-16 2.62 2.62 2.62 2.62 100\n", " 1 2024-04-17 2.62 2.62 2.62 2.62 100\n", " 2 2024-04-18 2.50 2.62 2.48 2.62 1100\n", " 3 2024-04-19 2.50 2.50 2.50 2.50 100\n", " 4 2024-04-22 2.57 2.57 2.57 2.57 100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 2.20 2.30 2.12 2.30 3300\n", " 245 2025-04-08 2.20 2.20 2.07 2.17 2300\n", " 246 2025-04-09 2.30 2.30 2.15 2.15 1100\n", " 247 2025-04-10 2.20 2.20 2.20 2.20 100\n", " 248 2025-04-11 2.20 2.20 2.20 2.20 100\n", " \n", " [249 rows x 6 columns],\n", " 'HYPE3': Date Close High Low Open Volume\n", " 0 2024-04-16 27.932549 28.321819 27.486312 27.828109 2692300\n", " 1 2024-04-17 26.869171 28.160411 26.745745 28.160411 6282200\n", " 2 2024-04-18 26.964119 27.030580 26.109623 26.907153 4888700\n", " 3 2024-04-19 26.916647 27.372378 26.612826 26.964118 4857700\n", " 4 2024-04-22 27.533783 27.771143 26.793218 26.802713 4237900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 20.070000 20.559999 19.690001 19.969999 3162800\n", " 245 2025-04-08 19.370001 20.110001 19.059999 19.940001 6557100\n", " 246 2025-04-09 19.760000 20.299999 19.170000 19.290001 3328700\n", " 247 2025-04-10 19.340000 19.790001 19.180000 19.639999 2565300\n", " 248 2025-04-11 19.370001 19.629999 19.219999 19.629999 1413000\n", " \n", " [249 rows x 6 columns],\n", " 'BRKM5': Date Close High Low Open Volume\n", " 0 2024-04-16 22.920000 23.150000 22.719999 22.969999 2135400\n", " 1 2024-04-17 22.440001 23.139999 22.440001 23.010000 2208700\n", " 2 2024-04-18 22.410000 22.570000 21.950001 22.400000 2299000\n", " 3 2024-04-19 22.299999 22.650000 22.160000 22.559999 1940900\n", " 4 2024-04-22 22.530001 22.719999 21.770000 22.200001 1970700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 9.430000 10.020000 9.220000 9.560000 5766200\n", " 245 2025-04-08 8.900000 9.870000 8.890000 9.550000 6372300\n", " 246 2025-04-09 9.780000 9.860000 8.710000 8.810000 7407000\n", " 247 2025-04-10 9.880000 10.300000 9.570000 9.650000 6115000\n", " 248 2025-04-11 10.170000 10.240000 9.790000 9.880000 2739500\n", " \n", " [249 rows x 6 columns],\n", " 'FIQE3': Date Close High Low Open Volume\n", " 0 2024-04-16 3.554923 3.554923 3.424638 3.471168 243000\n", " 1 2024-04-17 3.508392 3.573535 3.508392 3.554922 119200\n", " 2 2024-04-18 3.489780 3.545616 3.443250 3.480474 130100\n", " 3 2024-04-19 3.517698 3.564228 3.489780 3.564228 102800\n", " 4 2024-04-22 3.545616 3.610759 3.517698 3.527004 125700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.540000 3.680000 3.490000 3.670000 895800\n", " 245 2025-04-08 3.510000 3.620000 3.510000 3.580000 400700\n", " 246 2025-04-09 3.580000 3.620000 3.480000 3.500000 580200\n", " 247 2025-04-10 3.570000 3.600000 3.510000 3.600000 248700\n", " 248 2025-04-11 3.610000 3.670000 3.550000 3.560000 870400\n", " \n", " [249 rows x 6 columns],\n", " 'QUAL3': Date Close High Low Open Volume\n", " 0 2024-04-16 1.36 1.45 1.35 1.37 9196600\n", " 1 2024-04-17 1.35 1.41 1.34 1.40 6304300\n", " 2 2024-04-18 1.35 1.39 1.34 1.36 4813400\n", " 3 2024-04-19 1.47 1.49 1.35 1.35 11069500\n", " 4 2024-04-22 1.62 1.64 1.47 1.47 9068600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.80 1.83 1.70 1.78 2931900\n", " 245 2025-04-08 1.77 1.85 1.75 1.81 2710800\n", " 246 2025-04-09 1.94 1.95 1.75 1.76 4674700\n", " 247 2025-04-10 1.93 1.95 1.87 1.92 2586500\n", " 248 2025-04-11 2.01 2.01 1.90 1.90 2702900\n", " \n", " [249 rows x 6 columns],\n", " 'WLMM4': Date Close High Low Open Volume\n", " 0 2024-04-16 26.395731 26.395731 25.535426 26.141550 1700\n", " 1 2024-04-17 28.282536 28.321639 26.425059 26.425059 1100\n", " 2 2024-04-18 28.546495 28.595376 27.529770 28.253208 2400\n", " 3 2024-04-19 28.644255 28.937542 28.644255 28.937542 700\n", " 4 2024-04-22 29.015751 29.015751 28.595374 28.595374 2100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 29.389999 29.389999 28.600000 28.629999 2100\n", " 245 2025-04-08 29.980000 30.000000 29.309999 29.480000 1700\n", " 246 2025-04-09 29.889999 30.350000 29.889999 30.350000 1400\n", " 247 2025-04-10 31.000000 31.000000 29.400000 30.000000 600\n", " 248 2025-04-11 30.500000 30.870001 30.000000 30.020000 1300\n", " \n", " [249 rows x 6 columns],\n", " 'MERC4': Date Close High Low Open Volume\n", " 0 2024-04-16 7.301823 7.301823 7.301823 7.301823 0\n", " 1 2024-04-17 7.301823 7.301823 7.301823 7.301823 0\n", " 2 2024-04-18 7.301823 7.301823 7.301823 7.301823 0\n", " 3 2024-04-19 7.301823 7.301823 7.301823 7.301823 0\n", " 4 2024-04-22 7.301823 7.301823 7.301823 7.301823 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 9.600000 9.600000 9.600000 9.600000 500\n", " 245 2025-04-08 9.600000 9.600000 9.600000 9.600000 0\n", " 246 2025-04-09 9.600000 9.600000 9.600000 9.600000 0\n", " 247 2025-04-10 9.600000 9.600000 9.600000 9.600000 0\n", " 248 2025-04-11 9.600000 9.600000 9.600000 9.600000 0\n", " \n", " [249 rows x 6 columns],\n", " 'MYPK3': Date Close High Low Open Volume\n", " 0 2024-04-16 12.043766 12.250606 11.865130 12.250606 1294800\n", " 1 2024-04-17 11.893336 12.212999 11.893336 12.053168 685100\n", " 2 2024-04-18 11.921543 11.930944 11.705300 11.883936 979000\n", " 3 2024-04-19 11.677094 11.930943 11.639486 11.874532 1088300\n", " 4 2024-04-22 11.648890 11.761712 11.536067 11.620683 741000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 11.610000 11.800000 11.370000 11.610000 1882200\n", " 245 2025-04-08 11.120000 11.750000 11.120000 11.750000 942800\n", " 246 2025-04-09 11.350000 11.520000 10.980000 11.010000 1607500\n", " 247 2025-04-10 10.880000 11.400000 10.800000 11.400000 1435600\n", " 248 2025-04-11 10.900000 11.010000 10.810000 10.870000 999100\n", " \n", " [249 rows x 6 columns],\n", " 'EQTL3': Date Close High Low Open Volume\n", " 0 2024-04-16 30.753998 31.215356 30.587123 30.587123 8850100\n", " 1 2024-04-17 30.567492 30.979770 30.479146 30.861977 8782500\n", " 2 2024-04-18 30.488962 30.969953 30.361353 30.508595 6715400\n", " 3 2024-04-19 30.577307 31.077931 30.518410 30.616572 31247500\n", " 4 2024-04-22 30.665653 30.901241 30.469331 30.587124 3991000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 32.790001 33.619999 32.599998 33.270000 18873000\n", " 245 2025-04-08 32.959999 33.669998 32.669998 32.730000 9053600\n", " 246 2025-04-09 33.380001 33.900002 32.320000 32.919998 11678100\n", " 247 2025-04-10 33.200001 33.439999 32.680000 33.099998 7200400\n", " 248 2025-04-11 33.599998 33.759998 32.970001 33.320000 6674900\n", " \n", " [249 rows x 6 columns],\n", " 'MBLY3': Date Close High Low Open Volume\n", " 0 2024-04-16 2.22 2.22 2.01 2.08 450900\n", " 1 2024-04-17 2.30 2.33 2.19 2.23 1680600\n", " 2 2024-04-18 2.30 2.36 2.26 2.28 424600\n", " 3 2024-04-19 2.37 2.41 2.30 2.30 614800\n", " 4 2024-04-22 2.41 2.44 2.37 2.39 605500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.02 1.03 0.99 1.03 84200\n", " 245 2025-04-08 1.01 1.04 0.98 1.03 164900\n", " 246 2025-04-09 1.01 1.02 0.99 1.01 133400\n", " 247 2025-04-10 1.00 1.02 0.97 1.02 238600\n", " 248 2025-04-11 1.00 1.01 0.97 1.00 194600\n", " \n", " [249 rows x 6 columns],\n", " 'CCRO3': Date Close High Low Open Volume\n", " 0 2024-04-16 12.423028 12.520235 12.306380 12.461911 11122700\n", " 1 2024-04-17 12.325822 12.500793 12.228615 12.423028 7021200\n", " 2 2024-04-18 12.393866 12.539675 12.286938 12.306379 6821500\n", " 3 2024-04-19 12.493371 12.542752 12.335352 12.374857 6719300\n", " 4 2024-04-22 12.414361 12.621761 12.414361 12.434114 4860400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 11.590000 12.040000 11.470000 11.590000 11436000\n", " 245 2025-04-08 11.560000 11.770000 11.460000 11.650000 11370400\n", " 246 2025-04-09 11.710000 11.860000 11.340000 11.480000 14340500\n", " 247 2025-04-10 11.640000 11.730000 11.530000 11.580000 15767300\n", " 248 2025-04-11 11.700000 11.890000 11.670000 11.790000 17300200\n", " \n", " [249 rows x 6 columns],\n", " 'COCE3': Date Close High Low Open Volume\n", " 0 2024-04-16 50.990002 50.990002 50.990002 50.990002 0\n", " 1 2024-04-17 50.990002 50.990002 50.990002 50.990002 0\n", " 2 2024-04-18 50.990002 50.990002 50.990002 50.990002 0\n", " 3 2024-04-19 50.990002 50.990002 50.990002 50.990002 0\n", " 4 2024-04-22 50.990002 50.990002 50.990002 50.990002 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 25.100000 25.100000 25.100000 25.100000 0\n", " 245 2025-04-08 25.100000 25.100000 25.100000 25.100000 0\n", " 246 2025-04-09 25.100000 25.100000 25.100000 25.100000 0\n", " 247 2025-04-10 25.100000 25.100000 25.100000 25.100000 0\n", " 248 2025-04-11 25.100000 25.100000 25.100000 25.100000 0\n", " \n", " [249 rows x 6 columns],\n", " 'AMBP3': Date Close High Low Open Volume\n", " 0 2024-04-16 10.720000 11.230000 10.720000 11.180000 1447300\n", " 1 2024-04-17 10.790000 10.980000 10.600000 10.850000 1339700\n", " 2 2024-04-18 10.410000 10.850000 10.410000 10.780000 1252900\n", " 3 2024-04-19 10.620000 10.770000 10.400000 10.410000 1083500\n", " 4 2024-04-22 10.750000 10.840000 10.500000 10.640000 812200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 125.629997 127.900002 120.980003 123.000000 53000\n", " 245 2025-04-08 130.899994 131.839996 123.949997 124.120003 112200\n", " 246 2025-04-09 127.129997 133.830002 127.129997 130.899994 87700\n", " 247 2025-04-10 126.430000 129.460007 125.250000 127.129997 38700\n", " 248 2025-04-11 127.940002 130.550003 125.849998 130.550003 42500\n", " \n", " [249 rows x 6 columns],\n", " 'VLID3': Date Close High Low Open Volume\n", " 0 2024-04-16 15.646638 15.811340 15.454485 15.646638 520300\n", " 1 2024-04-17 16.131590 16.131590 15.719837 15.783888 421100\n", " 2 2024-04-18 16.140743 16.314595 15.921142 16.159044 337600\n", " 3 2024-04-19 16.122444 16.360345 15.985192 16.140743 237700\n", " 4 2024-04-22 16.250544 16.424396 16.076692 16.213942 300400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 25.090000 25.520000 24.270000 24.900000 368200\n", " 245 2025-04-08 24.440001 25.430000 24.430000 25.190001 249800\n", " 246 2025-04-09 25.040001 25.049999 24.120001 24.440001 546500\n", " 247 2025-04-10 24.430000 25.040001 24.320000 25.040001 225400\n", " 248 2025-04-11 25.110001 25.240000 24.330000 24.719999 368000\n", " \n", " [249 rows x 6 columns],\n", " 'TFCO4': Date Close High Low Open Volume\n", " 0 2024-04-16 11.097774 11.127107 11.029329 11.048884 77800\n", " 1 2024-04-17 10.951106 11.107550 10.853329 11.087995 218500\n", " 2 2024-04-18 10.921774 10.990218 10.755552 10.931552 149700\n", " 3 2024-04-19 11.185773 11.215107 10.902217 10.902217 76700\n", " 4 2024-04-22 11.283552 11.322663 11.166219 11.215108 63700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 10.580000 10.900000 10.500000 10.730000 412700\n", " 245 2025-04-08 10.670000 11.000000 10.590000 10.600000 209700\n", " 246 2025-04-09 10.920000 11.000000 10.500000 10.580000 727100\n", " 247 2025-04-10 10.780000 10.890000 10.720000 10.860000 235500\n", " 248 2025-04-11 10.870000 10.880000 10.650000 10.850000 186600\n", " \n", " [249 rows x 6 columns],\n", " 'MDNE3': Date Close High Low Open Volume\n", " 0 2024-04-16 11.431639 11.604119 11.019601 11.144171 453900\n", " 1 2024-04-17 11.450803 11.786182 11.354981 11.786182 465500\n", " 2 2024-04-18 11.431639 11.920333 11.345398 11.527461 918200\n", " 3 2024-04-19 11.757436 12.064068 11.422056 11.489132 1056100\n", " 4 2024-04-22 11.623284 11.920334 11.479550 11.901170 417000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 14.830000 15.250000 14.300000 15.100000 596800\n", " 245 2025-04-08 14.630000 15.210000 14.510000 15.030000 538500\n", " 246 2025-04-09 15.350000 15.420000 14.160000 14.350000 632900\n", " 247 2025-04-10 15.190000 15.490000 14.900000 15.490000 237800\n", " 248 2025-04-11 15.470000 15.470000 14.950000 15.150000 289700\n", " \n", " [249 rows x 6 columns],\n", " 'LAND3': Date Close High Low Open Volume\n", " 0 2024-04-16 14.424310 14.633070 14.096259 14.523719 70600\n", " 1 2024-04-17 14.235431 14.483954 14.235431 14.394486 37900\n", " 2 2024-04-18 15.060530 15.060530 14.295078 14.295078 30800\n", " 3 2024-04-19 14.911415 15.179821 14.712596 15.140056 43000\n", " 4 2024-04-22 15.159939 15.189761 14.712597 15.189761 50000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 14.780000 14.780000 14.030000 14.500000 25200\n", " 245 2025-04-08 14.570000 14.820000 14.250000 14.760000 27400\n", " 246 2025-04-09 14.580000 14.580000 14.100000 14.340000 53500\n", " 247 2025-04-10 14.230000 14.690000 14.230000 14.690000 15100\n", " 248 2025-04-11 14.160000 14.360000 14.160000 14.220000 42100\n", " \n", " [249 rows x 6 columns],\n", " 'SHOW3': Date Close High Low Open Volume\n", " 0 2024-04-16 2.42 2.54 2.33 2.40 205000\n", " 1 2024-04-17 2.53 2.53 2.40 2.45 72300\n", " 2 2024-04-18 2.49 2.58 2.45 2.48 101500\n", " 3 2024-04-19 2.52 2.53 2.43 2.45 74400\n", " 4 2024-04-22 2.51 2.55 2.47 2.51 99400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 0.65 0.66 0.65 0.65 38800\n", " 245 2025-04-08 0.65 0.66 0.65 0.65 71300\n", " 246 2025-04-09 0.63 0.66 0.63 0.65 82100\n", " 247 2025-04-10 0.62 0.65 0.60 0.65 286900\n", " 248 2025-04-11 0.63 0.65 0.62 0.63 120000\n", " \n", " [249 rows x 6 columns],\n", " 'CRPG6': Date Close High Low Open Volume\n", " 0 2024-04-16 30.830357 30.830357 30.285124 30.285124 200\n", " 1 2024-04-17 30.225645 30.225645 29.749807 29.749807 200\n", " 2 2024-04-18 29.759720 30.225644 29.759720 30.225644 200\n", " 3 2024-04-19 29.690329 30.225646 29.561455 30.225646 1000\n", " 4 2024-04-22 29.472235 29.700240 29.472235 29.690328 300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 18.510000 18.510000 18.510000 18.510000 0\n", " 245 2025-04-08 18.510000 18.510000 18.510000 18.510000 0\n", " 246 2025-04-09 18.500000 18.500000 18.500000 18.500000 100\n", " 247 2025-04-10 18.799999 18.799999 18.500000 18.500000 300\n", " 248 2025-04-11 18.799999 18.799999 18.799999 18.799999 0\n", " \n", " [249 rows x 6 columns],\n", " 'DEXP3': Date Close High Low Open Volume\n", " 0 2024-04-16 9.987885 10.395747 9.987885 10.348321 105600\n", " 1 2024-04-17 9.968915 10.300895 9.968915 10.139647 91700\n", " 2 2024-04-18 9.836122 10.120677 9.779211 9.987884 83700\n", " 3 2024-04-19 10.111192 10.196558 9.807667 9.807667 48600\n", " 4 2024-04-22 10.101707 10.234499 9.864577 10.111192 81000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 7.400000 7.570000 7.300000 7.530000 220300\n", " 245 2025-04-08 7.410000 7.640000 7.330000 7.430000 91400\n", " 246 2025-04-09 7.700000 7.760000 7.280000 7.490000 119000\n", " 247 2025-04-10 7.570000 7.880000 7.550000 7.740000 76200\n", " 248 2025-04-11 7.680000 7.700000 7.530000 7.560000 52400\n", " \n", " [249 rows x 6 columns],\n", " 'SAPR3': Date Close High Low Open Volume\n", " 0 2024-04-16 4.500112 4.575903 4.471690 4.575903 352000\n", " 1 2024-04-17 4.509586 4.575903 4.481164 4.481164 177400\n", " 2 2024-04-18 4.500112 4.556956 4.443269 4.509586 226500\n", " 3 2024-04-19 4.585378 4.585378 4.452742 4.500112 171100\n", " 4 2024-04-22 4.727486 4.765382 4.575904 4.585378 621500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.450000 5.640000 5.450000 5.620000 177400\n", " 245 2025-04-08 5.520000 5.610000 5.450000 5.450000 136300\n", " 246 2025-04-09 5.570000 5.620000 5.450000 5.520000 182400\n", " 247 2025-04-10 5.450000 5.580000 5.390000 5.570000 156300\n", " 248 2025-04-11 5.440000 5.510000 5.380000 5.510000 123000\n", " \n", " [249 rows x 6 columns],\n", " 'ALUP11': Date Close High Low Open Volume\n", " 0 2024-04-16 27.267277 27.468782 26.919222 27.129886 1000480\n", " 1 2024-04-17 27.349709 27.633647 27.258114 27.505417 524264\n", " 2 2024-04-18 27.395504 27.532895 27.184840 27.349708 419120\n", " 3 2024-04-19 27.432140 27.551211 27.212316 27.395503 934856\n", " 4 2024-04-22 27.639633 27.913778 27.385070 27.874614 806700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 29.290001 29.879999 29.160000 29.639999 1111400\n", " 245 2025-04-08 28.959999 29.639999 28.959999 29.450001 622100\n", " 246 2025-04-09 29.790001 29.930000 28.639999 28.700001 1167800\n", " 247 2025-04-10 29.830000 29.950001 29.389999 29.950001 856700\n", " 248 2025-04-11 29.750000 29.980000 29.580000 29.980000 669600\n", " \n", " [249 rows x 6 columns],\n", " 'CRFB3': Date Close High Low Open Volume\n", " 0 2024-04-16 11.318175 11.632842 11.318175 11.613176 5822500\n", " 1 2024-04-17 11.033009 11.436175 11.013341 11.396842 4704700\n", " 2 2024-04-18 11.082175 11.082175 10.895341 11.072342 3373300\n", " 3 2024-04-19 11.160842 11.524675 11.082175 11.082175 3254600\n", " 4 2024-04-22 11.042841 11.249341 10.983841 11.141175 2165200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.240000 8.310000 8.150000 8.200000 13045300\n", " 245 2025-04-08 8.230000 8.290000 8.210000 8.220000 12265100\n", " 246 2025-04-09 8.240000 8.330000 8.220000 8.250000 21118600\n", " 247 2025-04-10 8.300000 8.370000 8.240000 8.240000 16391000\n", " 248 2025-04-11 8.290000 8.360000 8.250000 8.310000 24230800\n", " \n", " [249 rows x 6 columns],\n", " 'BMIN3': Date Close High Low Open Volume\n", " 0 2024-04-16 20.01 20.01 20.01 20.01 0\n", " 1 2024-04-17 20.01 20.01 20.01 20.01 0\n", " 2 2024-04-18 20.01 20.01 20.01 20.01 0\n", " 3 2024-04-19 20.01 20.01 20.01 20.01 0\n", " 4 2024-04-22 20.01 20.01 20.01 20.01 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 20.00 20.00 20.00 20.00 0\n", " 245 2025-04-08 17.51 17.51 17.51 17.51 100\n", " 246 2025-04-09 17.51 17.51 17.51 17.51 0\n", " 247 2025-04-10 17.51 17.51 17.51 17.51 0\n", " 248 2025-04-11 17.51 17.51 17.51 17.51 0\n", " \n", " [249 rows x 6 columns],\n", " 'CMIG4': Date Close High Low Open Volume\n", " 0 2024-04-16 8.768419 8.871014 8.720542 8.836816 18720520\n", " 1 2024-04-17 8.809457 8.884692 8.665824 8.802617 16712410\n", " 2 2024-04-18 8.932570 8.946250 8.768419 8.809457 18049590\n", " 3 2024-04-19 8.966768 9.048844 8.864173 8.898372 30861090\n", " 4 2024-04-22 8.877854 9.014647 8.809458 9.014647 15068820\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 10.000000 10.160000 9.810000 9.970000 21486300\n", " 245 2025-04-08 10.010000 10.090000 9.940000 10.030000 17035600\n", " 246 2025-04-09 10.150000 10.350000 9.890000 9.990000 24793600\n", " 247 2025-04-10 10.050000 10.150000 9.920000 10.140000 15010900\n", " 248 2025-04-11 10.110000 10.210000 9.990000 10.120000 13846300\n", " \n", " [249 rows x 6 columns],\n", " 'HETA4': Date Close High Low Open Volume\n", " 0 2024-04-16 6.05 6.05 6.05 6.05 0\n", " 1 2024-04-17 6.05 6.05 6.05 6.05 0\n", " 2 2024-04-18 6.05 6.05 6.05 6.05 0\n", " 3 2024-04-19 6.39 6.39 6.37 6.37 300\n", " 4 2024-04-22 6.39 6.39 6.39 6.39 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.61 5.61 5.61 5.61 100\n", " 245 2025-04-08 5.61 5.61 5.61 5.61 0\n", " 246 2025-04-09 5.61 5.61 5.61 5.61 0\n", " 247 2025-04-10 5.61 5.61 5.61 5.61 0\n", " 248 2025-04-11 5.61 5.61 5.61 5.61 0\n", " \n", " [249 rows x 6 columns],\n", " 'CORR4': Date Close High Low Open Volume\n", " 0 2024-04-16 82.0 82.0 82.0 82.0 0\n", " 1 2024-04-17 82.0 82.0 82.0 82.0 0\n", " 2 2024-04-18 82.0 82.0 82.0 82.0 0\n", " 3 2024-04-19 82.0 82.0 82.0 82.0 0\n", " 4 2024-04-22 82.0 82.0 82.0 82.0 0\n", " .. ... ... ... ... ... ...\n", " 74 2024-07-31 82.0 82.0 82.0 82.0 0\n", " 75 2024-08-01 82.0 82.0 82.0 82.0 0\n", " 76 2024-08-02 82.0 82.0 82.0 82.0 0\n", " 77 2024-08-05 82.0 82.0 82.0 82.0 0\n", " 78 2024-08-06 82.0 82.0 82.0 82.0 0\n", " \n", " [79 rows x 6 columns],\n", " 'PLAS3': Date Close High Low Open Volume\n", " 0 2024-04-16 7.50 7.50 7.00 7.13 7300\n", " 1 2024-04-17 7.50 7.50 7.50 7.50 0\n", " 2 2024-04-18 7.30 8.09 7.30 8.09 200\n", " 3 2024-04-19 6.59 7.10 6.05 7.10 6200\n", " 4 2024-04-22 6.56 6.56 6.55 6.55 400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 6.00 6.00 6.00 6.00 0\n", " 245 2025-04-08 6.00 6.00 6.00 6.00 0\n", " 246 2025-04-09 6.00 6.00 6.00 6.00 0\n", " 247 2025-04-10 6.00 6.00 6.00 6.00 0\n", " 248 2025-04-11 6.20 6.20 5.90 5.99 1300\n", " \n", " [249 rows x 6 columns],\n", " 'BHIA3': Date Close High Low Open Volume\n", " 0 2024-04-16 6.65 7.02 6.45 6.50 7796100\n", " 1 2024-04-17 6.47 6.85 6.47 6.72 6232800\n", " 2 2024-04-18 6.20 6.60 6.19 6.50 5888100\n", " 3 2024-04-19 6.22 6.45 6.13 6.21 7235800\n", " 4 2024-04-22 6.25 6.51 6.13 6.24 6125400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 7.59 7.95 6.78 7.23 7751800\n", " 245 2025-04-08 6.50 7.99 6.39 7.77 10657300\n", " 246 2025-04-09 7.28 7.78 6.30 6.52 11264200\n", " 247 2025-04-10 6.90 7.63 6.85 7.51 8012100\n", " 248 2025-04-11 7.10 7.42 6.98 7.10 7494800\n", " \n", " [249 rows x 6 columns],\n", " 'TRAD3': Date Close High Low Open Volume\n", " 0 2024-04-16 5.389999 5.669999 5.249999 5.459999 85471\n", " 1 2024-04-17 5.389999 5.529999 5.249999 5.389999 46057\n", " 2 2024-04-18 5.459999 5.529999 5.319999 5.319999 180142\n", " 3 2024-04-19 5.389999 5.599999 5.319999 5.389999 23885\n", " 4 2024-04-22 5.319999 5.459999 5.319999 5.389999 20185\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 6.950000 7.500000 6.950000 7.350000 37800\n", " 245 2025-04-08 6.680000 7.240000 6.680000 7.240000 13600\n", " 246 2025-04-09 6.770000 6.820000 6.310000 6.690000 170600\n", " 247 2025-04-10 6.770000 7.090000 6.540000 7.000000 33800\n", " 248 2025-04-11 7.290000 7.440000 6.520000 6.720000 30300\n", " \n", " [249 rows x 6 columns],\n", " 'MOVI3': Date Close High Low Open Volume\n", " 0 2024-04-16 7.240791 7.346147 7.116280 7.298258 4293200\n", " 1 2024-04-17 7.173747 7.403614 7.154592 7.279103 2090000\n", " 2 2024-04-18 7.106703 7.365302 7.068392 7.173747 2526900\n", " 3 2024-04-19 7.192903 7.355725 7.106703 7.145014 2110700\n", " 4 2024-04-22 7.001348 7.250370 7.001348 7.240792 3400200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.330000 5.540000 5.050000 5.270000 6561500\n", " 245 2025-04-08 5.230000 5.500000 5.140000 5.450000 5750100\n", " 246 2025-04-09 5.400000 5.450000 4.990000 5.140000 6433300\n", " 247 2025-04-10 5.520000 5.520000 5.290000 5.440000 4268500\n", " 248 2025-04-11 5.790000 5.940000 5.500000 5.580000 7857200\n", " \n", " [249 rows x 6 columns],\n", " 'NGRD3': Date Close High Low Open Volume\n", " 0 2024-04-16 24.750000 25.500000 24.250000 25.500000 38936\n", " 1 2024-04-17 24.500000 25.250000 24.250000 24.250000 13992\n", " 2 2024-04-18 24.500000 25.000000 24.250000 24.750000 13796\n", " 3 2024-04-19 25.750000 26.250000 24.250000 24.250000 15368\n", " 4 2024-04-22 26.000000 26.250000 25.000000 25.500000 7224\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 19.389999 19.490000 18.540001 19.200001 28400\n", " 245 2025-04-08 19.370001 19.610001 18.910000 19.320000 30800\n", " 246 2025-04-09 19.160000 19.889999 18.900000 19.150000 20900\n", " 247 2025-04-10 19.299999 19.510000 19.020000 19.299999 19600\n", " 248 2025-04-11 20.299999 20.299999 19.180000 19.190001 23200\n", " \n", " [249 rows x 6 columns],\n", " 'RNEW11': Date Close High Low Open Volume\n", " 0 2024-04-16 3.18 3.27 3.18 3.23 13000\n", " 1 2024-04-17 3.17 3.19 3.17 3.18 1300\n", " 2 2024-04-18 3.16 3.16 3.11 3.16 4000\n", " 3 2024-04-19 3.13 3.13 3.02 3.11 10800\n", " 4 2024-04-22 3.10 3.11 3.05 3.09 1700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 2.60 2.80 2.60 2.80 19000\n", " 245 2025-04-08 2.62 2.70 2.62 2.70 9500\n", " 246 2025-04-09 2.56 2.60 2.49 2.53 33900\n", " 247 2025-04-10 2.60 2.62 2.59 2.62 1000\n", " 248 2025-04-11 2.67 2.70 2.61 2.67 2200\n", " \n", " [249 rows x 6 columns],\n", " 'MWET3': Date Close High Low Open Volume\n", " 0 2024-04-16 11.11 11.11 11.11 11.11 0\n", " 1 2024-04-17 11.11 11.11 11.11 11.11 0\n", " 2 2024-04-18 11.11 11.11 11.11 11.11 0\n", " 3 2024-04-19 11.11 11.11 11.11 11.11 0\n", " 4 2024-04-22 11.11 11.11 11.11 11.11 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 12.50 12.50 12.50 12.50 0\n", " 245 2025-04-08 12.50 12.50 12.50 12.50 0\n", " 246 2025-04-09 12.50 12.50 12.50 12.50 0\n", " 247 2025-04-10 12.50 12.50 12.50 12.50 0\n", " 248 2025-04-11 12.50 12.50 12.50 12.50 0\n", " \n", " [249 rows x 6 columns],\n", " 'SBSP3': Date Close High Low Open Volume\n", " 0 2024-04-16 78.633904 79.105533 78.064020 78.604428 2551500\n", " 1 2024-04-17 80.019310 80.500760 78.535649 78.820591 3325600\n", " 2 2024-04-18 81.326103 83.016100 80.156867 82.829419 8114800\n", " 3 2024-04-19 83.016106 83.016106 80.667799 81.267158 6802500\n", " 4 2024-04-22 81.345764 83.418957 81.345764 82.524828 3960700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 101.849998 104.000000 101.019997 103.180000 2812600\n", " 245 2025-04-08 101.589996 103.699997 101.000000 102.110001 2593100\n", " 246 2025-04-09 103.019997 104.000000 99.910004 101.169998 3779400\n", " 247 2025-04-10 105.000000 105.000000 102.739998 103.279999 5104000\n", " 248 2025-04-11 107.019997 107.589996 105.120003 105.500000 3714300\n", " \n", " [249 rows x 6 columns],\n", " 'SLED3': Date Close High Low Open Volume\n", " 0 2024-04-16 3.21 3.21 3.21 3.21 0\n", " 1 2024-04-17 3.21 3.21 3.21 3.21 0\n", " 2 2024-04-18 3.21 3.21 3.21 3.21 0\n", " 3 2024-04-19 3.21 3.21 3.21 3.21 0\n", " 4 2024-04-22 3.21 3.21 3.21 3.21 0\n", " .. ... ... ... ... ... ...\n", " 74 2024-07-31 3.21 3.21 3.21 3.21 0\n", " 75 2024-08-01 3.21 3.21 3.21 3.21 0\n", " 76 2024-08-02 3.21 3.21 3.21 3.21 0\n", " 77 2024-08-05 3.21 3.21 3.21 3.21 0\n", " 78 2024-08-06 3.21 3.21 3.21 3.21 0\n", " \n", " [79 rows x 6 columns],\n", " 'FHER3': Date Close High Low Open Volume\n", " 0 2024-04-16 5.05 5.15 5.05 5.12 7700\n", " 1 2024-04-17 5.05 5.17 5.05 5.15 3700\n", " 2 2024-04-18 5.06 5.10 5.05 5.05 3000\n", " 3 2024-04-19 5.05 5.05 5.04 5.05 1800\n", " 4 2024-04-22 5.04 5.12 5.01 5.01 8400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.74 3.83 3.65 3.70 40100\n", " 245 2025-04-08 3.62 3.85 3.57 3.83 20700\n", " 246 2025-04-09 3.60 3.77 3.59 3.64 10800\n", " 247 2025-04-10 3.54 3.73 3.54 3.66 43800\n", " 248 2025-04-11 3.78 3.96 3.57 3.59 58400\n", " \n", " [249 rows x 6 columns],\n", " 'CGRA4': Date Close High Low Open Volume\n", " 0 2024-04-16 23.953333 24.717897 23.953333 24.555989 4600\n", " 1 2024-04-17 24.061272 24.627948 23.836400 24.627948 3700\n", " 2 2024-04-18 24.061272 24.061272 23.890369 24.061272 3700\n", " 3 2024-04-19 23.926350 24.259159 23.926350 24.115241 1800\n", " 4 2024-04-22 23.782431 24.618954 23.782431 24.115240 3200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 26.549999 26.840000 26.549999 26.750000 7100\n", " 245 2025-04-08 25.790001 26.790001 25.500000 26.670000 20700\n", " 246 2025-04-09 26.070000 26.389999 25.969999 25.969999 1700\n", " 247 2025-04-10 26.309999 26.309999 26.260000 26.260000 500\n", " 248 2025-04-11 26.400000 26.490000 26.250000 26.309999 800\n", " \n", " [249 rows x 6 columns],\n", " 'BALM3': Date Close High Low Open Volume\n", " 0 2024-04-16 11.337557 11.337557 11.337557 11.337557 0\n", " 1 2024-04-17 11.337557 11.337557 11.337557 11.337557 0\n", " 2 2024-04-18 11.337557 11.337557 11.337557 11.337557 100\n", " 3 2024-04-19 11.337557 11.337557 11.337557 11.337557 0\n", " 4 2024-04-22 11.337557 11.337557 11.337557 11.337557 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 16.450001 16.450001 16.450001 16.450001 0\n", " 245 2025-04-08 16.450001 16.450001 16.450001 16.450001 0\n", " 246 2025-04-09 16.450001 16.450001 16.450001 16.450001 0\n", " 247 2025-04-10 16.450001 16.450001 16.450001 16.450001 0\n", " 248 2025-04-11 16.450001 16.450001 16.450001 16.450001 0\n", " \n", " [249 rows x 6 columns],\n", " 'ELMD3': Date Close High Low Open Volume\n", " 0 2024-04-16 17.278513 18.047557 17.268527 18.047557 116600\n", " 1 2024-04-17 17.378389 17.578142 17.158663 17.578142 85300\n", " 2 2024-04-18 17.927708 17.927708 17.258540 17.268528 42600\n", " 3 2024-04-19 17.857792 17.977644 16.958910 17.927707 93900\n", " 4 2024-04-22 17.638067 17.777893 17.438315 17.508230 44200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 30.330000 30.420000 30.250000 30.299999 130500\n", " 245 2025-04-08 30.330000 30.440001 30.280001 30.280001 238500\n", " 246 2025-04-09 30.350000 30.450001 30.299999 30.389999 198300\n", " 247 2025-04-10 30.389999 30.420000 30.320000 30.320000 102500\n", " 248 2025-04-11 30.469999 30.490000 30.340000 30.340000 308900\n", " \n", " [249 rows x 6 columns],\n", " 'TKNO4': Date Close High Low Open Volume\n", " 0 2024-04-16 62.450985 62.450985 62.450985 62.450985 0\n", " 1 2024-04-17 62.450985 62.450985 62.450985 62.450985 0\n", " 2 2024-04-18 62.450985 62.450985 62.450985 62.450985 0\n", " 3 2024-04-19 62.450985 62.450985 62.450985 62.450985 0\n", " 4 2024-04-22 62.450985 62.450985 62.450985 62.450985 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 81.050003 81.050003 81.050003 81.050003 0\n", " 245 2025-04-08 79.019997 79.019997 79.019997 79.019997 100\n", " 246 2025-04-09 79.019997 79.019997 79.019997 79.019997 0\n", " 247 2025-04-10 72.000000 72.000000 72.000000 72.000000 100\n", " 248 2025-04-11 72.000000 72.000000 72.000000 72.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'PTBL3': Date Close High Low Open Volume\n", " 0 2024-04-16 5.66 5.77 5.44 5.66 700200\n", " 1 2024-04-17 5.87 6.03 5.70 5.70 1130200\n", " 2 2024-04-18 5.89 5.99 5.78 5.88 458100\n", " 3 2024-04-19 6.03 6.10 5.77 5.91 543100\n", " 4 2024-04-22 5.92 6.07 5.90 6.00 247000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.56 3.70 3.50 3.59 395500\n", " 245 2025-04-08 3.55 3.69 3.54 3.59 373500\n", " 246 2025-04-09 3.66 3.70 3.50 3.55 363000\n", " 247 2025-04-10 3.64 3.67 3.57 3.62 229500\n", " 248 2025-04-11 3.72 3.76 3.61 3.68 340100\n", " \n", " [249 rows x 6 columns],\n", " 'REAG3': Date Close High Low Open Volume\n", " 0 2024-04-16 5.13 5.13 5.12 5.12 52500\n", " 1 2024-04-17 5.13 5.13 5.12 5.12 9200\n", " 2 2024-04-18 5.10 5.14 5.09 5.13 11500\n", " 3 2024-04-19 5.18 5.18 5.10 5.10 72800\n", " 4 2024-04-22 5.13 5.17 5.10 5.14 3700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.45 4.45 4.20 4.20 3500\n", " 245 2025-04-08 4.41 4.42 4.40 4.41 400\n", " 246 2025-04-09 4.41 4.41 4.25 4.41 2900\n", " 247 2025-04-10 4.41 4.41 4.41 4.41 0\n", " 248 2025-04-11 4.28 4.31 4.24 4.24 15000\n", " \n", " [249 rows x 6 columns],\n", " 'PFRM3': Date Close High Low Open Volume\n", " 0 2024-04-16 4.883437 4.920155 4.699849 4.865078 240500\n", " 1 2024-04-17 4.910975 5.076205 4.782464 5.030308 170000\n", " 2 2024-04-18 5.002769 5.011949 4.791643 4.901796 177700\n", " 3 2024-04-19 5.268971 5.268971 4.892616 4.956872 627800\n", " 4 2024-04-22 5.434200 5.507635 5.250612 5.287330 595200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 6.370000 6.700000 6.330000 6.700000 434200\n", " 245 2025-04-08 6.550000 6.750000 6.400000 6.420000 408100\n", " 246 2025-04-09 6.870000 6.870000 6.480000 6.510000 509800\n", " 247 2025-04-10 6.910000 6.910000 6.740000 6.820000 270200\n", " 248 2025-04-11 7.000000 7.000000 6.720000 6.910000 338300\n", " \n", " [249 rows x 6 columns],\n", " 'BIED3': Date Close High Low Open Volume\n", " 0 2024-11-22 4.31 4.33 4.18 4.18 7300\n", " 1 2024-11-25 4.51 4.51 4.35 4.35 3700\n", " 2 2024-11-26 4.68 4.71 4.31 4.31 3900\n", " 3 2024-11-27 4.63 4.65 4.45 4.45 3200\n", " 4 2024-11-28 4.62 4.63 4.51 4.63 1900\n", " .. ... ... ... ... ... ...\n", " 84 2025-04-07 3.37 3.37 3.34 3.34 3000\n", " 85 2025-04-08 3.24 3.29 3.24 3.27 28300\n", " 86 2025-04-09 3.24 3.27 3.24 3.25 4100\n", " 87 2025-04-10 3.30 3.32 3.24 3.24 1300\n", " 88 2025-04-11 3.45 3.45 3.32 3.32 200\n", " \n", " [89 rows x 6 columns],\n", " 'CEEB3': Date Close High Low Open Volume\n", " 0 2024-04-16 37.132652 37.142230 36.768797 36.768797 1200\n", " 1 2024-04-17 37.132652 37.132652 37.132652 37.132652 0\n", " 2 2024-04-18 36.797523 36.835825 36.797523 36.835825 2600\n", " 3 2024-04-19 36.797523 36.989028 36.797523 36.816674 1000\n", " 4 2024-04-22 36.787945 36.797522 35.849575 36.797522 2300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 35.979507 37.079708 35.979507 37.069798 1500\n", " 245 2025-04-08 36.911213 36.970681 36.911213 36.970681 200\n", " 246 2025-04-09 37.416706 37.416706 36.822005 36.822005 200\n", " 247 2025-04-10 37.406799 37.406799 36.366067 36.366067 200\n", " 248 2025-04-11 37.740002 37.740002 37.740002 37.740002 0\n", " \n", " [249 rows x 6 columns],\n", " 'MERC3': Date Close High Low Open Volume\n", " 0 2024-04-16 15.12680 15.12680 15.12680 15.12680 0\n", " 1 2024-04-17 15.12680 15.12680 15.12680 15.12680 0\n", " 2 2024-04-18 15.12680 15.12680 15.12680 15.12680 0\n", " 3 2024-04-19 15.12680 15.12680 15.12680 15.12680 0\n", " 4 2024-04-22 15.12680 15.12680 15.12680 15.12680 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 14.52131 14.52131 14.52131 14.52131 0\n", " 245 2025-04-08 14.52131 14.52131 14.52131 14.52131 0\n", " 246 2025-04-09 14.52131 14.52131 14.52131 14.52131 0\n", " 247 2025-04-10 14.52131 14.52131 14.52131 14.52131 0\n", " 248 2025-04-11 14.52131 14.52131 14.52131 14.52131 0\n", " \n", " [249 rows x 6 columns],\n", " 'BRPR3': Date Close High Low Open Volume\n", " 0 2024-04-16 131.169998 131.169998 131.169998 131.169998 0\n", " 1 2024-04-17 131.169998 131.169998 131.169998 131.169998 0\n", " 2 2024-04-18 131.169998 131.169998 131.169998 131.169998 0\n", " 3 2024-04-19 131.169998 131.169998 131.169998 131.169998 0\n", " 4 2024-04-22 131.169998 131.169998 131.169998 131.169998 0\n", " .. ... ... ... ... ... ...\n", " 74 2024-07-31 131.169998 131.169998 131.169998 131.169998 0\n", " 75 2024-08-01 131.169998 131.169998 131.169998 131.169998 0\n", " 76 2024-08-02 131.169998 131.169998 131.169998 131.169998 0\n", " 77 2024-08-05 131.169998 131.169998 131.169998 131.169998 0\n", " 78 2024-08-06 131.169998 131.169998 131.169998 131.169998 0\n", " \n", " [79 rows x 6 columns],\n", " 'OPCT3': Date Close High Low Open Volume\n", " 0 2024-04-16 5.73 5.82 5.68 5.75 598900\n", " 1 2024-04-17 5.91 5.91 5.70 5.73 752400\n", " 2 2024-04-18 6.10 6.11 5.83 5.85 925700\n", " 3 2024-04-19 6.28 6.33 6.08 6.14 1285500\n", " 4 2024-04-22 6.39 6.43 6.30 6.34 791100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.97 5.27 4.94 4.98 594800\n", " 245 2025-04-08 5.12 5.17 4.99 5.04 822400\n", " 246 2025-04-09 5.39 5.48 4.99 5.08 1218200\n", " 247 2025-04-10 5.13 5.39 5.11 5.39 414200\n", " 248 2025-04-11 5.35 5.38 5.09 5.15 236000\n", " \n", " [249 rows x 6 columns],\n", " 'JHSF3': Date Close High Low Open Volume\n", " 0 2024-04-16 3.807778 3.854101 3.705866 3.752190 3312600\n", " 1 2024-04-17 3.789248 3.872630 3.779983 3.826307 2371500\n", " 2 2024-04-18 3.835572 3.946748 3.789249 3.826307 3442500\n", " 3 2024-04-19 3.965276 3.965276 3.817042 3.835571 3939500\n", " 4 2024-04-22 3.891160 3.993071 3.891160 3.993071 2694400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.110000 4.120000 3.930000 4.000000 6876000\n", " 245 2025-04-08 4.060000 4.150000 4.030000 4.150000 4474100\n", " 246 2025-04-09 4.190000 4.230000 4.010000 4.030000 4757400\n", " 247 2025-04-10 4.180000 4.200000 4.110000 4.200000 2883900\n", " 248 2025-04-11 4.190000 4.220000 4.130000 4.180000 2454300\n", " \n", " [249 rows x 6 columns],\n", " 'DOTZ3': Date Close High Low Open Volume\n", " 0 2024-04-16 5.37 5.57 5.25 5.35 24300\n", " 1 2024-04-17 5.26 5.76 5.25 5.47 20400\n", " 2 2024-04-18 5.54 5.54 5.23 5.26 22400\n", " 3 2024-04-19 5.45 5.68 5.45 5.47 17400\n", " 4 2024-04-22 5.47 5.98 5.33 5.60 24500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.40 3.56 3.40 3.42 6200\n", " 245 2025-04-08 3.41 3.51 3.34 3.40 7500\n", " 246 2025-04-09 3.22 3.56 3.17 3.49 17100\n", " 247 2025-04-10 3.33 3.66 3.24 3.24 14400\n", " 248 2025-04-11 3.38 3.63 3.36 3.38 14000\n", " \n", " [249 rows x 6 columns],\n", " 'EQPA5': Date Close High Low Open Volume\n", " 0 2024-04-16 6.867591 6.867591 6.867591 6.867591 0\n", " 1 2024-04-17 6.867591 6.867591 6.867591 6.867591 0\n", " 2 2024-04-18 6.867591 6.867591 6.867591 6.867591 0\n", " 3 2024-04-19 6.867591 6.867591 6.867591 6.867591 0\n", " 4 2024-04-22 6.867591 6.867591 6.867591 6.867591 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 7.450000 7.450000 7.450000 7.450000 600\n", " 245 2025-04-08 7.450000 7.450000 7.450000 7.450000 0\n", " 246 2025-04-09 7.450000 7.450000 7.450000 7.450000 0\n", " 247 2025-04-10 7.450000 7.450000 7.450000 7.450000 0\n", " 248 2025-04-11 7.450000 7.450000 7.450000 7.450000 0\n", " \n", " [249 rows x 6 columns],\n", " 'LUXM3': Date Close High Low Open Volume\n", " 0 2024-04-16 1.46446 1.46446 1.46446 1.46446 0\n", " 1 2024-04-17 1.46446 1.46446 1.46446 1.46446 0\n", " 2 2024-04-18 1.46446 1.46446 1.46446 1.46446 0\n", " 3 2024-04-19 1.46446 1.46446 1.46446 1.46446 0\n", " 4 2024-04-22 1.46446 1.46446 1.46446 1.46446 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.66667 1.66667 1.66667 1.66667 0\n", " 245 2025-04-08 1.66667 1.66667 1.66667 1.66667 0\n", " 246 2025-04-09 1.66667 1.66667 1.66667 1.66667 0\n", " 247 2025-04-10 1.66667 1.66667 1.66667 1.66667 0\n", " 248 2025-04-11 1.66667 1.66667 1.66667 1.66667 0\n", " \n", " [249 rows x 6 columns],\n", " 'KLBN3': Date Close High Low Open Volume\n", " 0 2024-04-16 4.238014 4.299182 4.194324 4.246752 236500\n", " 1 2024-04-17 4.255491 4.290444 4.211800 4.246753 220000\n", " 2 2024-04-18 4.211800 4.255490 4.159371 4.220539 761530\n", " 3 2024-04-19 4.264229 4.264229 4.176848 4.211800 249700\n", " 4 2024-04-22 4.185585 4.281705 4.176847 4.264229 364210\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.730000 3.830000 3.700000 3.800000 1258800\n", " 245 2025-04-08 3.730000 3.820000 3.720000 3.760000 706000\n", " 246 2025-04-09 3.840000 3.880000 3.720000 3.750000 542200\n", " 247 2025-04-10 3.730000 3.850000 3.710000 3.810000 643300\n", " 248 2025-04-11 3.720000 3.760000 3.670000 3.740000 982800\n", " \n", " [249 rows x 6 columns],\n", " 'NTCO3': Date Close High Low Open Volume\n", " 0 2024-04-16 16.400000 16.700001 16.370001 16.680000 10569600\n", " 1 2024-04-17 16.250000 16.600000 16.150000 16.540001 6622100\n", " 2 2024-04-18 16.090000 16.420000 15.990000 16.200001 5516900\n", " 3 2024-04-19 16.090000 16.530001 15.970000 16.110001 8920100\n", " 4 2024-04-22 16.049999 16.330000 16.020000 16.129999 3751100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 9.410000 9.500000 8.950000 9.050000 13183000\n", " 245 2025-04-08 9.400000 9.560000 9.200000 9.530000 15778600\n", " 246 2025-04-09 9.880000 9.880000 9.280000 9.300000 14421100\n", " 247 2025-04-10 9.480000 9.800000 9.300000 9.790000 10403000\n", " 248 2025-04-11 9.370000 9.550000 9.360000 9.550000 7983400\n", " \n", " [249 rows x 6 columns],\n", " 'BNBR3': Date Close High Low Open Volume\n", " 0 2024-04-16 98.083580 98.083580 98.083580 98.083580 0\n", " 1 2024-04-17 95.725800 100.441356 95.725800 100.441356 500\n", " 2 2024-04-18 94.311134 94.594071 94.311134 94.594071 200\n", " 3 2024-04-19 94.311134 94.311134 94.311134 94.311134 300\n", " 4 2024-04-22 98.083580 98.083580 98.083580 98.083580 100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 96.989998 96.989998 96.989998 96.989998 100\n", " 245 2025-04-08 96.989998 96.989998 96.989998 96.989998 0\n", " 246 2025-04-09 96.989998 96.989998 96.989998 96.989998 0\n", " 247 2025-04-10 99.449997 99.449997 99.400002 99.400002 200\n", " 248 2025-04-11 99.449997 99.449997 99.449997 99.449997 0\n", " \n", " [249 rows x 6 columns],\n", " 'EKTR4': Date Close High Low Open Volume\n", " 0 2024-04-16 35.054688 35.054688 34.966323 34.966323 200\n", " 1 2024-04-17 35.346298 35.452336 35.028181 35.452336 300\n", " 2 2024-04-18 35.602562 35.629071 35.602562 35.629071 200\n", " 3 2024-04-19 35.611397 35.611397 35.602562 35.602562 200\n", " 4 2024-04-22 35.611397 35.611397 35.611397 35.611397 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 50.099998 50.099998 50.099998 50.099998 0\n", " 245 2025-04-08 49.000000 49.009998 49.000000 49.009998 700\n", " 246 2025-04-09 49.000000 49.000000 49.000000 49.000000 100\n", " 247 2025-04-10 51.930000 51.930000 51.930000 51.930000 100\n", " 248 2025-04-11 51.930000 51.930000 51.930000 51.930000 0\n", " \n", " [249 rows x 6 columns],\n", " 'PTNT4': Date Close High Low Open Volume\n", " 0 2024-04-16 7.60 7.60 7.45 7.50 2700\n", " 1 2024-04-17 7.79 7.79 7.50 7.50 2000\n", " 2 2024-04-18 7.41 7.78 7.41 7.62 7900\n", " 3 2024-04-19 7.45 7.56 7.45 7.51 1100\n", " 4 2024-04-22 7.36 7.61 7.36 7.59 4400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 7.43 7.59 7.43 7.56 4800\n", " 245 2025-04-08 7.30 7.54 7.30 7.54 1700\n", " 246 2025-04-09 7.17 7.44 7.17 7.44 12600\n", " 247 2025-04-10 6.90 7.22 6.81 7.13 14000\n", " 248 2025-04-11 7.00 7.14 6.97 7.08 12600\n", " \n", " [249 rows x 6 columns],\n", " 'BRFS3': Date Close High Low Open Volume\n", " 0 2024-04-16 17.702879 17.921924 17.384265 17.543573 10710000\n", " 1 2024-04-17 16.995956 17.842270 16.856564 17.712835 12220800\n", " 2 2024-04-18 16.976044 17.055697 16.478212 16.976044 8821600\n", " 3 2024-04-19 16.976044 17.264787 16.717173 16.976044 8581200\n", " 4 2024-04-22 17.085566 17.165218 16.557864 16.985999 7049100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 19.200001 19.600000 18.870001 18.950001 6963000\n", " 245 2025-04-08 19.059999 19.410000 18.780001 19.200001 4996800\n", " 246 2025-04-09 20.559999 20.990000 18.850000 18.930000 9427600\n", " 247 2025-04-10 20.350000 21.120001 20.070000 20.309999 5060800\n", " 248 2025-04-11 20.540001 21.000000 20.260000 20.480000 4927800\n", " \n", " [249 rows x 6 columns],\n", " 'PORT3': Date Close High Low Open Volume\n", " 0 2024-04-16 15.740606 15.787038 15.619881 15.684886 1106700\n", " 1 2024-04-17 15.684884 15.814896 15.619879 15.768463 438900\n", " 2 2024-04-18 15.601308 15.787038 15.582736 15.712747 1222700\n", " 3 2024-04-19 15.554875 15.712746 15.527015 15.712746 835800\n", " 4 2024-04-22 15.601308 15.657028 15.452724 15.554876 1177100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 17.000000 17.100000 16.830000 16.969999 1363900\n", " 245 2025-04-08 16.910000 17.080000 16.879999 17.059999 1038100\n", " 246 2025-04-09 17.049999 17.100000 16.870001 16.910000 680500\n", " 247 2025-04-10 17.040001 17.080000 16.900000 17.020000 659100\n", " 248 2025-04-11 17.120001 17.139999 16.950001 17.030001 4669200\n", " \n", " [249 rows x 6 columns],\n", " 'AZEV4': Date Close High Low Open Volume\n", " 0 2024-04-16 1.60 1.66 1.47 1.51 5104400\n", " 1 2024-04-17 1.45 1.69 1.45 1.61 4983200\n", " 2 2024-04-18 1.44 1.52 1.41 1.46 2543400\n", " 3 2024-04-19 1.41 1.50 1.40 1.44 2514000\n", " 4 2024-04-22 1.42 1.47 1.35 1.41 2025000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 0.88 0.92 0.86 0.90 3935000\n", " 245 2025-04-08 0.86 0.93 0.85 0.92 3215700\n", " 246 2025-04-09 0.93 0.94 0.85 0.87 6697500\n", " 247 2025-04-10 0.96 0.96 0.91 0.93 2634400\n", " 248 2025-04-11 0.91 0.97 0.91 0.97 4975400\n", " \n", " [249 rows x 6 columns],\n", " 'SCAR3': Date Close High Low Open Volume\n", " 0 2024-04-16 21.501076 21.889025 21.501076 21.776951 6100\n", " 1 2024-04-17 21.863163 21.983858 20.397572 21.768330 19400\n", " 2 2024-04-18 21.544180 21.682118 21.544180 21.552801 5000\n", " 3 2024-04-19 21.871784 22.018343 21.466590 21.466590 3300\n", " 4 2024-04-22 21.294168 21.932131 21.294168 21.664875 7000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 16.650000 16.910000 16.600000 16.670000 61800\n", " 245 2025-04-08 16.450001 16.889999 16.450001 16.840000 107500\n", " 246 2025-04-09 16.590000 16.750000 16.340000 16.450001 106300\n", " 247 2025-04-10 16.410000 16.650000 16.400000 16.459999 50600\n", " 248 2025-04-11 16.410000 16.750000 16.410000 16.500000 48900\n", " \n", " [249 rows x 6 columns],\n", " 'SAPR11': Date Close High Low Open Volume\n", " 0 2024-04-16 23.269480 23.524566 23.165557 23.420643 922200\n", " 1 2024-04-17 23.326166 23.656833 23.260033 23.335614 698000\n", " 2 2024-04-18 23.212793 23.496223 23.099423 23.448984 846100\n", " 3 2024-04-19 24.223690 24.223690 23.165558 23.278928 2705700\n", " 4 2024-04-22 24.592148 24.970052 23.921366 24.223690 1611700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 27.010000 28.059999 27.010000 27.860001 1158900\n", " 245 2025-04-08 27.440001 27.740000 27.190001 27.400000 872100\n", " 246 2025-04-09 27.730000 28.190001 27.150000 27.420000 931600\n", " 247 2025-04-10 27.290001 27.990000 27.150000 27.549999 589700\n", " 248 2025-04-11 27.590000 27.670000 27.250000 27.309999 316100\n", " \n", " [249 rows x 6 columns],\n", " 'GEPA3': Date Close High Low Open Volume\n", " 0 2024-04-16 22.505371 22.505371 22.505371 22.505371 300\n", " 1 2024-04-17 22.505371 22.505371 22.505371 22.505371 100\n", " 2 2024-04-18 22.505371 22.505371 22.505371 22.505371 200\n", " 3 2024-04-19 22.505371 22.505371 22.505371 22.505371 0\n", " 4 2024-04-22 22.505371 22.505371 22.505371 22.505371 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 31.500000 31.500000 31.500000 31.500000 200\n", " 245 2025-04-08 31.500000 31.500000 31.500000 31.500000 0\n", " 246 2025-04-09 31.500000 31.500000 31.500000 31.500000 0\n", " 247 2025-04-10 31.000000 31.000000 31.000000 31.000000 200\n", " 248 2025-04-11 31.000000 31.000000 31.000000 31.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'PNVL3': Date Close High Low Open Volume\n", " 0 2024-04-16 10.854020 11.085367 10.680510 11.085367 442500\n", " 1 2024-04-17 10.796183 10.969693 10.699789 10.882938 367100\n", " 2 2024-04-18 10.738346 10.921495 10.622673 10.776904 191800\n", " 3 2024-04-19 10.728705 10.882936 10.622672 10.670868 359800\n", " 4 2024-04-22 10.699788 10.747985 10.613033 10.661230 328100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.550000 8.880000 8.490000 8.700000 299100\n", " 245 2025-04-08 8.550000 8.740000 8.500000 8.530000 172700\n", " 246 2025-04-09 8.810000 8.930000 8.410000 8.550000 284300\n", " 247 2025-04-10 8.700000 8.890000 8.530000 8.770000 138900\n", " 248 2025-04-11 8.720000 8.750000 8.540000 8.700000 399600\n", " \n", " [249 rows x 6 columns],\n", " 'CALI3': Date Close High Low Open Volume\n", " 0 2024-04-16 29.000000 29.000000 29.000000 29.000000 0\n", " 1 2024-04-17 28.379999 28.379999 28.379999 28.379999 100\n", " 2 2024-04-18 28.379999 28.379999 28.379999 28.379999 0\n", " 3 2024-04-19 28.379999 28.379999 28.379999 28.379999 0\n", " 4 2024-04-22 28.379999 28.379999 28.379999 28.379999 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 25.000000 25.000000 25.000000 25.000000 0\n", " 245 2025-04-08 25.000000 25.000000 25.000000 25.000000 0\n", " 246 2025-04-09 25.000000 25.000000 25.000000 25.000000 0\n", " 247 2025-04-10 25.000000 25.000000 25.000000 25.000000 0\n", " 248 2025-04-11 25.000000 25.000000 25.000000 25.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'PETZ3': Date Close High Low Open Volume\n", " 0 2024-04-16 3.392968 3.477557 3.204992 3.308379 15063700\n", " 1 2024-04-17 3.327176 3.439962 3.280182 3.439962 13113100\n", " 2 2024-04-18 3.289581 3.355372 3.270783 3.308378 9520300\n", " 3 2024-04-19 4.511425 4.924972 4.351646 4.830984 104736100\n", " 4 2024-04-22 5.018961 5.141145 4.370443 4.539622 55862300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.020000 4.150000 3.890000 3.980000 4972300\n", " 245 2025-04-08 3.880000 4.110000 3.830000 4.060000 12326500\n", " 246 2025-04-09 4.020000 4.070000 3.770000 3.900000 8806000\n", " 247 2025-04-10 4.030000 4.150000 3.980000 4.030000 4850000\n", " 248 2025-04-11 4.020000 4.080000 3.990000 4.050000 5012700\n", " \n", " [249 rows x 6 columns],\n", " 'PETR4': Date Close High Low Open Volume\n", " 0 2024-04-16 33.457584 33.643975 33.000073 33.050905 37303000\n", " 1 2024-04-17 33.703281 33.847314 33.330496 33.457584 39221700\n", " 2 2024-04-18 33.762589 34.389549 33.593143 33.889676 45078800\n", " 3 2024-04-19 34.338711 34.796222 33.754115 33.932035 80546900\n", " 4 2024-04-22 35.160538 35.236790 34.330241 34.533577 51775500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 33.180000 34.549999 33.110001 33.919998 85724900\n", " 245 2025-04-08 32.000000 33.939999 31.879999 33.700001 62128500\n", " 246 2025-04-09 33.299999 33.580002 31.040001 31.309999 106391600\n", " 247 2025-04-10 31.230000 33.020000 31.200001 33.000000 71250600\n", " 248 2025-04-11 31.850000 32.299999 30.780001 31.500000 65329400\n", " \n", " [249 rows x 6 columns],\n", " 'ESTR4': Date Close High Low Open Volume\n", " 0 2024-04-16 2.09 2.09 2.06 2.06 1000\n", " 1 2024-04-17 2.09 2.09 2.09 2.09 0\n", " 2 2024-04-18 2.09 2.09 2.09 2.09 0\n", " 3 2024-04-19 2.09 2.09 2.09 2.09 0\n", " 4 2024-04-22 2.09 2.09 2.09 2.09 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.40 3.40 3.40 3.40 500\n", " 245 2025-04-08 3.20 3.30 3.20 3.30 3900\n", " 246 2025-04-09 3.25 3.25 3.25 3.25 300\n", " 247 2025-04-10 3.25 3.25 3.25 3.25 0\n", " 248 2025-04-11 3.25 3.25 3.25 3.25 0\n", " \n", " [249 rows x 6 columns],\n", " 'ARML3': Date Close High Low Open Volume\n", " 0 2024-04-16 10.662395 10.947643 10.337801 10.564033 1345900\n", " 1 2024-04-17 10.426328 10.927971 10.386983 10.721412 773300\n", " 2 2024-04-18 10.219768 10.524688 10.131242 10.426327 861600\n", " 3 2024-04-19 10.249276 10.603377 10.141079 10.180423 939000\n", " 4 2024-04-22 10.593542 10.593542 10.160751 10.318129 749400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.230000 4.290000 3.810000 3.860000 3726100\n", " 245 2025-04-08 4.110000 4.380000 3.970000 4.240000 1871400\n", " 246 2025-04-09 4.200000 4.240000 3.890000 4.120000 3624200\n", " 247 2025-04-10 4.280000 4.310000 4.070000 4.100000 1412700\n", " 248 2025-04-11 4.300000 4.460000 4.260000 4.290000 1328800\n", " \n", " [249 rows x 6 columns],\n", " 'BRGE8': Date Close High Low Open Volume\n", " 0 2024-04-16 13.17 13.17 13.17 13.17 0\n", " 1 2024-04-17 13.17 13.17 13.17 13.17 0\n", " 2 2024-04-18 13.17 13.17 13.17 13.17 0\n", " 3 2024-04-19 13.17 13.17 13.17 13.17 0\n", " 4 2024-04-22 13.17 13.17 13.17 13.17 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 13.17 13.17 13.17 13.17 0\n", " 245 2025-04-08 13.17 13.17 13.17 13.17 0\n", " 246 2025-04-09 13.17 13.17 13.17 13.17 0\n", " 247 2025-04-10 13.17 13.17 13.17 13.17 0\n", " 248 2025-04-11 13.17 13.17 13.17 13.17 0\n", " \n", " [249 rows x 6 columns],\n", " 'ISAE3': Date Close High Low Open Volume\n", " 0 2024-04-16 31.642694 31.943070 31.633309 31.943070 600\n", " 1 2024-04-17 31.867975 31.867975 31.473730 31.473730 400\n", " 2 2024-04-18 31.182745 32.093256 31.182745 31.867976 4500\n", " 3 2024-04-19 31.351707 31.914910 30.450578 31.914910 800\n", " 4 2024-04-22 30.647703 31.163973 30.506901 30.929305 2700\n", " .. ... ... ... ... ... ...\n", " 243 2025-04-07 31.670000 31.670000 30.480000 30.480000 4100\n", " 244 2025-04-08 32.290001 32.500000 31.120001 31.840000 17300\n", " 245 2025-04-09 31.690001 32.250000 31.540001 32.250000 1800\n", " 246 2025-04-10 31.930000 31.930000 31.389999 31.450001 1600\n", " 247 2025-04-11 32.200001 32.200001 31.540001 31.540001 1400\n", " \n", " [248 rows x 6 columns],\n", " 'CEEB5': Date Close High Low Open Volume\n", " 0 2024-04-16 35.220722 35.220722 35.220722 35.220722 0\n", " 1 2024-04-17 35.220722 35.220722 35.220722 35.220722 0\n", " 2 2024-04-18 35.220722 35.220722 35.220722 35.220722 0\n", " 3 2024-04-19 35.220722 35.220722 35.220722 35.220722 0\n", " 4 2024-04-22 35.220722 35.220722 35.220722 35.220722 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 35.666794 35.666794 35.666794 35.666794 0\n", " 245 2025-04-08 35.666794 35.666794 35.666794 35.666794 0\n", " 246 2025-04-09 35.666794 35.666794 35.666794 35.666794 0\n", " 247 2025-04-10 35.666794 35.666794 35.666794 35.666794 0\n", " 248 2025-04-11 36.000000 36.000000 36.000000 36.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'BRGE6': Date Close High Low Open Volume\n", " 0 2024-04-16 12.92 12.92 12.92 12.92 0\n", " 1 2024-04-17 12.92 12.92 12.92 12.92 0\n", " 2 2024-04-18 12.92 12.92 12.92 12.92 0\n", " 3 2024-04-19 12.92 12.92 12.92 12.92 0\n", " 4 2024-04-22 12.92 12.92 12.92 12.92 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 12.92 12.92 12.92 12.92 0\n", " 245 2025-04-08 12.92 12.92 12.92 12.92 0\n", " 246 2025-04-09 12.92 12.92 12.92 12.92 0\n", " 247 2025-04-10 12.92 12.92 12.92 12.92 0\n", " 248 2025-04-11 12.92 12.92 12.92 12.92 0\n", " \n", " [249 rows x 6 columns],\n", " 'CSNA3': Date Close High Low Open Volume\n", " 0 2024-04-16 12.794109 12.857312 12.532268 12.748964 8009100\n", " 1 2024-04-17 12.929544 13.245560 12.893428 13.191386 8566500\n", " 2 2024-04-18 12.830226 13.200415 12.730907 13.019835 6476500\n", " 3 2024-04-19 13.254590 13.254590 12.721878 12.785081 10532900\n", " 4 2024-04-22 13.344879 13.471286 12.929545 13.155270 7159500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.240000 8.470000 7.900000 8.050000 17178300\n", " 245 2025-04-08 7.770000 8.450000 7.690000 8.380000 15445400\n", " 246 2025-04-09 8.410000 8.520000 7.660000 7.690000 20379000\n", " 247 2025-04-10 8.360000 8.490000 8.080000 8.490000 10956300\n", " 248 2025-04-11 8.630000 8.690000 8.320000 8.430000 9047700\n", " \n", " [249 rows x 6 columns],\n", " 'SOND3': Date Close High Low Open Volume\n", " 0 2024-04-16 41.425064 41.425064 41.425064 41.425064 0\n", " 1 2024-04-17 41.425064 41.425064 41.425064 41.425064 0\n", " 2 2024-04-18 41.425064 41.425064 41.425064 41.425064 0\n", " 3 2024-04-19 41.425064 41.425064 41.425064 41.425064 0\n", " 4 2024-04-22 41.425064 41.425064 41.425064 41.425064 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 47.000000 47.000000 47.000000 47.000000 0\n", " 245 2025-04-08 47.000000 47.000000 47.000000 47.000000 0\n", " 246 2025-04-09 47.000000 47.000000 47.000000 47.000000 0\n", " 247 2025-04-10 47.000000 47.000000 47.000000 47.000000 0\n", " 248 2025-04-11 47.000000 47.000000 47.000000 47.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'SOND6': Date Close High Low Open Volume\n", " 0 2024-04-16 54.956573 54.956573 54.956573 54.956573 0\n", " 1 2024-04-17 54.956573 54.956573 54.956573 54.956573 0\n", " 2 2024-04-18 54.956573 54.956573 54.956573 54.956573 0\n", " 3 2024-04-19 54.956573 54.956573 54.956573 54.956573 0\n", " 4 2024-04-22 54.956573 54.956573 54.956573 54.956573 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 43.000000 43.000000 43.000000 43.000000 0\n", " 245 2025-04-08 43.000000 43.000000 43.000000 43.000000 0\n", " 246 2025-04-09 43.000000 43.000000 43.000000 43.000000 0\n", " 247 2025-04-10 43.000000 43.000000 43.000000 43.000000 0\n", " 248 2025-04-11 43.000000 43.000000 43.000000 43.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'PRNR3': Date Close High Low Open Volume\n", " 0 2024-04-16 12.330954 12.579562 12.151957 12.500007 377500\n", " 1 2024-04-17 12.281233 12.629283 12.022680 12.340898 1042800\n", " 2 2024-04-18 12.430397 12.490063 12.231511 12.321010 384000\n", " 3 2024-04-19 12.500008 12.669061 12.281233 12.519897 448400\n", " 4 2024-04-22 12.629284 12.778449 12.251400 12.440342 719100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 16.670000 17.070000 16.320000 16.700001 297500\n", " 245 2025-04-08 16.639999 17.040001 16.350000 16.830000 185900\n", " 246 2025-04-09 17.209999 17.209999 16.340000 16.650000 464100\n", " 247 2025-04-10 16.799999 17.150000 16.760000 17.100000 262600\n", " 248 2025-04-11 17.100000 17.190001 16.690001 16.750000 146300\n", " \n", " [249 rows x 6 columns],\n", " 'MRSA6B': Date Close High Low Open Volume\n", " 0 2024-04-16 25.204742 25.204742 25.204742 25.204742 0\n", " 1 2024-04-17 25.204742 25.204742 25.204742 25.204742 0\n", " 2 2024-04-18 25.204742 25.204742 25.204742 25.204742 0\n", " 3 2024-04-19 25.204742 25.204742 25.204742 25.204742 0\n", " 4 2024-04-22 25.204742 25.204742 25.204742 25.204742 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 27.059999 27.059999 27.059999 27.059999 0\n", " 245 2025-04-08 27.059999 27.059999 27.059999 27.059999 0\n", " 246 2025-04-09 27.059999 27.059999 27.059999 27.059999 0\n", " 247 2025-04-10 27.059999 27.059999 27.059999 27.059999 0\n", " 248 2025-04-11 27.000000 27.000000 27.000000 27.000000 200\n", " \n", " [249 rows x 6 columns],\n", " 'HAPV3': Date Close High Low Open Volume\n", " 0 2024-04-16 3.60 3.67 3.56 3.66 129894300\n", " 1 2024-04-17 3.54 3.65 3.53 3.62 91232100\n", " 2 2024-04-18 3.50 3.62 3.45 3.54 98305700\n", " 3 2024-04-19 3.60 3.68 3.50 3.50 75426600\n", " 4 2024-04-22 3.64 3.68 3.58 3.62 47943300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 2.06 2.19 2.04 2.10 85987200\n", " 245 2025-04-08 2.03 2.11 1.99 2.07 81175900\n", " 246 2025-04-09 2.16 2.22 2.00 2.01 88987300\n", " 247 2025-04-10 2.22 2.25 2.14 2.16 60359900\n", " 248 2025-04-11 2.24 2.27 2.17 2.23 46935100\n", " \n", " [249 rows x 6 columns],\n", " 'IFCM3': Date Close High Low Open Volume\n", " 0 2024-04-16 0.73 0.76 0.69 0.72 8705500\n", " 1 2024-04-17 0.72 0.76 0.71 0.74 5585500\n", " 2 2024-04-18 0.71 0.78 0.70 0.72 9975000\n", " 3 2024-04-19 0.70 0.75 0.70 0.71 12059100\n", " 4 2024-04-22 0.72 0.74 0.71 0.71 6413200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 0.09 0.11 0.09 0.09 34716800\n", " 245 2025-04-08 0.09 0.10 0.08 0.09 15212900\n", " 246 2025-04-09 0.09 0.10 0.09 0.09 9267400\n", " 247 2025-04-10 0.09 0.10 0.08 0.09 14832200\n", " 248 2025-04-11 0.09 0.10 0.09 0.09 7709800\n", " \n", " [249 rows x 6 columns],\n", " 'MTSA4': Date Close High Low Open Volume\n", " 0 2024-04-16 44.403595 44.403595 44.084684 44.197240 1500\n", " 1 2024-04-17 45.679241 45.716761 44.347319 45.716761 2000\n", " 2 2024-04-18 45.716759 45.716759 45.032036 45.032036 2100\n", " 3 2024-04-19 45.463509 45.463509 45.135216 45.313433 1900\n", " 4 2024-04-22 45.482269 45.716762 45.482269 45.716762 400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 41.439999 43.180000 41.439999 43.180000 4500\n", " 245 2025-04-08 41.090000 42.790001 41.090000 42.790001 2200\n", " 246 2025-04-09 40.000000 40.619999 40.000000 40.599998 3700\n", " 247 2025-04-10 39.009998 40.000000 39.009998 40.000000 900\n", " 248 2025-04-11 39.660000 39.660000 39.660000 39.660000 400\n", " \n", " [249 rows x 6 columns],\n", " 'OFSA3': Date Close High Low Open Volume\n", " 0 2024-04-16 21.013369 21.395429 20.822337 21.175745 27500\n", " 1 2024-04-17 20.822340 21.013371 20.822340 21.013371 1100\n", " 2 2024-04-18 20.822340 21.070680 20.822340 20.841444 3100\n", " 3 2024-04-19 20.726826 20.956062 20.583551 20.583551 17800\n", " 4 2024-04-22 20.726826 21.347675 20.726826 20.726826 4500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 22.000000 22.000000 21.980000 21.980000 3600\n", " 245 2025-04-08 21.000000 21.000000 21.000000 21.000000 100\n", " 246 2025-04-09 21.680000 21.760000 21.129999 21.129999 1500\n", " 247 2025-04-10 22.350000 22.350000 21.000000 21.000000 7200\n", " 248 2025-04-11 22.370001 22.370001 21.700001 22.129999 2200\n", " \n", " [249 rows x 6 columns],\n", " 'RAIZ4': Date Close High Low Open Volume\n", " 0 2024-04-16 2.95 3.02 2.92 2.99 23774700\n", " 1 2024-04-17 2.97 3.02 2.93 2.99 24606500\n", " 2 2024-04-18 2.93 3.02 2.88 2.99 30494700\n", " 3 2024-04-19 3.02 3.05 2.91 2.93 21842100\n", " 4 2024-04-22 3.12 3.14 2.99 3.03 16533100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.69 1.76 1.66 1.71 16808000\n", " 245 2025-04-08 1.69 1.74 1.66 1.70 14045200\n", " 246 2025-04-09 1.77 1.80 1.66 1.68 22108400\n", " 247 2025-04-10 1.77 1.79 1.72 1.78 14657400\n", " 248 2025-04-11 1.76 1.78 1.74 1.77 10450200\n", " \n", " [249 rows x 6 columns],\n", " 'VBBR3': Date Close High Low Open Volume\n", " 0 2024-04-16 22.327158 22.567136 22.290237 22.567136 7556600\n", " 1 2024-04-17 22.465607 22.530216 22.105641 22.317928 10715800\n", " 2 2024-04-18 22.281008 22.548676 21.856433 22.465607 7866400\n", " 3 2024-04-19 22.059793 22.457438 21.946182 22.362762 6070700\n", " 4 2024-04-22 21.936712 22.249147 21.785229 21.870438 5743100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 17.230000 17.770000 17.020000 17.389999 12821300\n", " 245 2025-04-08 17.139999 17.860001 17.030001 17.410000 10636500\n", " 246 2025-04-09 17.750000 17.860001 16.910000 16.910000 14399100\n", " 247 2025-04-10 17.620001 17.770000 17.270000 17.530001 9054200\n", " 248 2025-04-11 17.900000 18.059999 17.420000 17.760000 9390100\n", " \n", " [249 rows x 6 columns],\n", " 'TIMS3': Date Close High Low Open Volume\n", " 0 2024-04-16 15.653769 15.826387 15.644683 15.708281 6678900\n", " 1 2024-04-17 15.699196 15.753706 15.553833 15.644684 5951500\n", " 2 2024-04-18 15.572001 15.780962 15.472066 15.699195 7296500\n", " 3 2024-04-19 15.708281 15.817302 15.372128 15.662854 7574300\n", " 4 2024-04-22 15.753707 16.026262 15.717365 15.808218 3633100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 16.480000 16.900000 16.280001 16.750000 10731000\n", " 245 2025-04-08 16.639999 16.740000 16.410000 16.500000 8168600\n", " 246 2025-04-09 17.049999 17.330000 16.440001 16.540001 8763800\n", " 247 2025-04-10 17.040001 17.190001 16.920000 16.990000 3550700\n", " 248 2025-04-11 17.270000 17.379999 17.049999 17.150000 5216100\n", " \n", " [249 rows x 6 columns],\n", " 'VIVR3': Date Close High Low Open Volume\n", " 0 2024-04-16 3.01 3.01 2.88 2.95 48500\n", " 1 2024-04-17 2.99 3.01 2.94 3.01 51300\n", " 2 2024-04-18 3.04 3.04 2.93 3.04 232700\n", " 3 2024-04-19 3.05 3.08 2.99 3.00 28000\n", " 4 2024-04-22 2.96 3.08 2.95 3.02 35800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 0.99 1.00 0.98 0.99 197000\n", " 245 2025-04-08 0.98 1.00 0.98 1.00 122100\n", " 246 2025-04-09 0.99 0.99 0.97 0.98 118000\n", " 247 2025-04-10 0.98 0.99 0.97 0.98 63800\n", " 248 2025-04-11 0.96 0.98 0.96 0.98 34300\n", " \n", " [249 rows x 6 columns],\n", " 'CPFE3': Date Close High Low Open Volume\n", " 0 2024-04-16 34.889999 35.110001 34.520000 34.910000 2058200\n", " 1 2024-04-17 35.099998 35.189999 34.830002 35.000000 1791000\n", " 2 2024-04-18 34.709999 35.360001 34.570000 35.169998 2143900\n", " 3 2024-04-19 34.930000 35.099998 34.619999 34.660000 4404000\n", " 4 2024-04-22 34.980000 35.090000 34.549999 35.040001 1878400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 37.430000 38.150002 37.200001 37.639999 1248700\n", " 245 2025-04-08 38.700001 40.060001 37.099998 37.400002 4293600\n", " 246 2025-04-09 38.700001 39.330002 38.180000 38.700001 2171100\n", " 247 2025-04-10 38.150002 38.840000 37.910000 38.450001 890700\n", " 248 2025-04-11 37.709999 38.560001 37.400002 38.209999 1929900\n", " \n", " [249 rows x 6 columns],\n", " 'BAUH4': Date Close High Low Open Volume\n", " 0 2024-04-16 77.962677 77.962677 76.923443 76.923443 500\n", " 1 2024-04-17 77.972580 77.972580 76.953138 76.953138 300\n", " 2 2024-04-18 77.972580 77.972580 77.972580 77.972580 0\n", " 3 2024-04-19 77.972580 77.972580 77.972580 77.972580 0\n", " 4 2024-04-22 77.962677 77.962677 76.953134 76.953134 800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 78.989998 78.989998 78.989998 78.989998 0\n", " 245 2025-04-08 78.989998 78.989998 78.989998 78.989998 0\n", " 246 2025-04-09 78.989998 78.989998 78.989998 78.989998 0\n", " 247 2025-04-10 78.989998 78.989998 78.989998 78.989998 0\n", " 248 2025-04-11 78.989998 78.989998 78.989998 78.989998 0\n", " \n", " [249 rows x 6 columns],\n", " 'VIVT3': Date Close High Low Open Volume\n", " 0 2024-04-16 45.851292 46.359810 45.455780 45.606452 2174100\n", " 1 2024-04-17 46.058460 46.143213 45.531108 45.898373 1835400\n", " 2 2024-04-18 45.888962 46.331561 45.418113 46.058468 1790500\n", " 3 2024-04-19 45.870121 46.058461 45.465190 45.691200 2146600\n", " 4 2024-04-22 45.954876 46.331557 45.559364 45.870123 1667000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 49.520000 51.160000 49.259998 50.939999 2181500\n", " 245 2025-04-08 50.040001 50.270000 49.520000 49.520000 1537900\n", " 246 2025-04-09 50.730000 51.799999 49.740002 49.849998 2493500\n", " 247 2025-04-10 50.639999 51.099998 50.060001 50.419998 1397300\n", " 248 2025-04-11 50.450001 51.119999 49.930000 51.020000 1257700\n", " \n", " [249 rows x 6 columns],\n", " 'ENGI11': Date Close High Low Open Volume\n", " 0 2024-04-16 43.154285 43.527913 42.902085 43.079558 3126100\n", " 1 2024-04-17 42.696587 43.191649 42.528453 43.144942 2022500\n", " 2 2024-04-18 42.556480 42.836702 42.136146 42.537798 1870800\n", " 3 2024-04-19 43.154285 43.509235 42.304277 42.304277 4149300\n", " 4 2024-04-22 43.798798 44.349902 42.864722 43.126262 3502300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 40.410000 41.860001 40.189999 40.919998 2220400\n", " 245 2025-04-08 40.610001 41.520000 40.389999 40.970001 4571600\n", " 246 2025-04-09 40.689999 41.540001 39.500000 40.410000 3849500\n", " 247 2025-04-10 40.439999 40.779999 39.750000 40.299999 2939300\n", " 248 2025-04-11 41.200001 41.439999 40.290001 40.599998 1600700\n", " \n", " [249 rows x 6 columns],\n", " 'GOAU3': Date Close High Low Open Volume\n", " 0 2024-04-16 10.425710 10.684674 10.368163 10.684674 39400\n", " 1 2024-04-17 10.492847 10.732629 10.444892 10.492847 30800\n", " 2 2024-04-18 10.550398 10.607946 10.368164 10.416120 54700\n", " 3 2024-04-19 10.569579 10.675083 10.406527 10.540805 53600\n", " 4 2024-04-22 10.598353 10.943639 10.569580 10.723040 79100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.280000 8.600000 8.180000 8.600000 154300\n", " 245 2025-04-08 8.080000 8.460000 8.080000 8.430000 55000\n", " 246 2025-04-09 8.540000 8.590000 8.040000 8.080000 40600\n", " 247 2025-04-10 8.440000 8.580000 8.250000 8.540000 37300\n", " 248 2025-04-11 8.500000 8.570000 8.350000 8.430000 35400\n", " \n", " [249 rows x 6 columns],\n", " 'BMGB4': Date Close High Low Open Volume\n", " 0 2024-04-16 2.892436 2.945508 2.839363 2.918972 693700\n", " 1 2024-04-17 2.892436 2.945508 2.892436 2.936662 395400\n", " 2 2024-04-18 2.918972 2.954353 2.892435 2.892435 325600\n", " 3 2024-04-19 2.963199 3.016271 2.910126 2.918972 407800\n", " 4 2024-04-22 3.078188 3.078188 2.945508 2.998580 993300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.630000 3.680000 3.580000 3.650000 721000\n", " 245 2025-04-08 3.600000 3.690000 3.590000 3.640000 712000\n", " 246 2025-04-09 3.700000 3.750000 3.560000 3.590000 1322300\n", " 247 2025-04-10 3.620000 3.710000 3.600000 3.700000 411800\n", " 248 2025-04-11 3.670000 3.680000 3.600000 3.650000 359800\n", " \n", " [249 rows x 6 columns],\n", " 'MNPR3': Date Close High Low Open Volume\n", " 0 2024-04-16 19.309999 19.309999 19.309999 19.309999 0\n", " 1 2024-04-17 19.500000 19.500000 18.150000 18.510000 2500\n", " 2 2024-04-18 18.000000 18.709999 18.000000 18.660000 3200\n", " 3 2024-04-19 18.969999 19.000000 18.500000 18.500000 2300\n", " 4 2024-04-22 18.969999 18.969999 18.969999 18.969999 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 27.870001 27.879999 27.200001 27.299999 500\n", " 245 2025-04-08 27.639999 27.870001 27.000000 27.510000 2700\n", " 246 2025-04-09 27.500000 27.600000 27.000000 27.590000 2100\n", " 247 2025-04-10 27.549999 27.580000 27.000000 27.150000 3500\n", " 248 2025-04-11 27.370001 27.490000 26.000000 27.480000 1800\n", " \n", " [249 rows x 6 columns],\n", " 'B3SA3': Date Close High Low Open Volume\n", " 0 2024-04-16 11.017222 11.143634 10.842191 11.026947 49107500\n", " 1 2024-04-17 10.929708 11.172806 10.832469 11.056119 48295800\n", " 2 2024-04-18 10.832469 11.065843 10.744953 10.890812 39453700\n", " 3 2024-04-19 10.871364 11.017222 10.813020 10.832468 39339300\n", " 4 2024-04-22 10.958880 11.026948 10.861641 10.890812 31325900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 11.950000 12.250000 11.620000 11.860000 50560500\n", " 245 2025-04-08 11.740000 12.170000 11.650000 12.020000 35507800\n", " 246 2025-04-09 12.170000 12.250000 11.600000 11.620000 71372100\n", " 247 2025-04-10 11.860000 12.170000 11.750000 12.160000 37053200\n", " 248 2025-04-11 11.940000 12.000000 11.710000 11.950000 46094000\n", " \n", " [249 rows x 6 columns],\n", " 'BRBI11': Date Close High Low Open Volume\n", " 0 2024-04-16 13.143850 13.660497 13.143850 13.660497 255500\n", " 1 2024-04-17 13.003742 13.397795 12.872391 13.248930 167600\n", " 2 2024-04-18 12.653473 13.170120 12.548392 13.047526 360800\n", " 3 2024-04-19 13.117579 13.135093 12.565906 12.618446 115300\n", " 4 2024-04-22 12.784824 13.117579 12.741041 13.117579 243100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 13.650000 13.820000 13.400000 13.500000 417100\n", " 245 2025-04-08 13.750000 14.030000 13.670000 13.710000 312100\n", " 246 2025-04-09 14.100000 14.210000 13.610000 13.750000 354200\n", " 247 2025-04-10 14.000000 14.170000 13.730000 14.120000 265700\n", " 248 2025-04-11 14.100000 14.140000 13.930000 14.140000 280900\n", " \n", " [249 rows x 6 columns],\n", " 'EMBR3': Date Close High Low Open Volume\n", " 0 2024-04-16 31.760000 31.900000 30.809999 31.200001 7487800\n", " 1 2024-04-17 31.940001 32.439999 31.709999 32.060001 4542100\n", " 2 2024-04-18 31.830000 32.200001 31.520000 31.900000 5354200\n", " 3 2024-04-19 30.920000 32.080002 30.559999 31.840000 6945800\n", " 4 2024-04-22 31.360001 31.799999 30.940001 31.350000 5984900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 60.110001 61.450001 58.119999 58.529999 8967300\n", " 245 2025-04-08 60.599998 62.240002 60.070000 61.240002 8253700\n", " 246 2025-04-09 62.450001 63.119999 58.549999 59.860001 8200100\n", " 247 2025-04-10 60.919998 62.599998 60.259998 62.520000 5144300\n", " 248 2025-04-11 60.709999 61.880001 59.650002 61.189999 3994200\n", " \n", " [249 rows x 6 columns],\n", " 'SGPS3': Date Close High Low Open Volume\n", " 0 2024-04-16 3.80 3.85 3.75 3.80 26900\n", " 1 2024-04-17 3.75 3.90 3.75 3.80 27840\n", " 2 2024-04-18 3.75 3.80 3.75 3.75 12660\n", " 3 2024-04-19 3.75 3.80 3.70 3.80 23220\n", " 4 2024-04-22 3.85 3.95 3.75 3.75 68940\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.64 1.64 1.64 1.64 0\n", " 245 2025-04-08 1.64 1.64 1.64 1.64 0\n", " 246 2025-04-09 1.64 1.64 1.64 1.64 0\n", " 247 2025-04-10 1.64 1.64 1.64 1.64 0\n", " 248 2025-04-11 1.64 1.64 1.64 1.64 0\n", " \n", " [249 rows x 6 columns],\n", " 'BRGE3': Date Close High Low Open Volume\n", " 0 2024-04-16 13.5 13.5 13.5 13.5 0\n", " 1 2024-04-17 13.5 13.5 13.5 13.5 0\n", " 2 2024-04-18 13.5 13.5 13.5 13.5 0\n", " 3 2024-04-19 13.5 13.5 13.5 13.5 0\n", " 4 2024-04-22 13.5 13.5 13.5 13.5 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 13.5 13.5 13.5 13.5 0\n", " 245 2025-04-08 13.5 13.5 13.5 13.5 0\n", " 246 2025-04-09 13.5 13.5 13.5 13.5 0\n", " 247 2025-04-10 13.5 13.5 13.5 13.5 0\n", " 248 2025-04-11 13.5 13.5 13.5 13.5 0\n", " \n", " [249 rows x 6 columns],\n", " 'RNEW3': Date Close High Low Open Volume\n", " 0 2024-04-16 1.06 1.11 1.06 1.08 152000\n", " 1 2024-04-17 1.05 1.07 1.05 1.07 20300\n", " 2 2024-04-18 1.05 1.06 1.03 1.04 44100\n", " 3 2024-04-19 1.05 1.06 1.02 1.04 60700\n", " 4 2024-04-22 1.03 1.05 1.02 1.05 38900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 0.89 0.94 0.89 0.92 90100\n", " 245 2025-04-08 0.84 0.91 0.84 0.90 55400\n", " 246 2025-04-09 0.88 0.90 0.84 0.87 110200\n", " 247 2025-04-10 0.88 0.92 0.87 0.90 56200\n", " 248 2025-04-11 0.86 0.98 0.85 0.88 216300\n", " \n", " [249 rows x 6 columns],\n", " 'CEED4': Date Close High Low Open Volume\n", " 0 2024-04-16 25.0 25.0 25.0 25.0 0\n", " 1 2024-04-17 25.0 25.0 25.0 25.0 0\n", " 2 2024-04-18 25.0 25.0 25.0 25.0 0\n", " 3 2024-04-19 25.0 25.0 25.0 25.0 0\n", " 4 2024-04-22 25.0 25.0 25.0 25.0 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 20.0 20.0 20.0 20.0 0\n", " 245 2025-04-08 20.0 20.0 20.0 20.0 0\n", " 246 2025-04-09 20.0 20.0 20.0 20.0 0\n", " 247 2025-04-10 20.0 20.0 20.0 20.0 0\n", " 248 2025-04-11 20.0 20.0 20.0 20.0 0\n", " \n", " [249 rows x 6 columns],\n", " 'ALOS3': Date Close High Low Open Volume\n", " 0 2024-04-16 20.499872 20.880531 20.314184 20.611285 9148000\n", " 1 2024-04-17 20.267763 20.778402 20.156350 20.629853 6391300\n", " 2 2024-04-18 20.100645 20.453452 19.998518 20.332754 3278000\n", " 3 2024-04-19 20.156347 20.407025 19.970661 20.054221 5094800\n", " 4 2024-04-22 20.174917 20.295615 20.044937 20.137781 2518800\n", " .. ... ... ... ... ... ...\n", " 243 2025-04-07 19.150000 19.770000 18.959999 19.190001 3651800\n", " 244 2025-04-08 19.190001 19.610001 19.000000 19.200001 3488100\n", " 245 2025-04-09 19.580000 19.940001 18.809999 18.920000 4853600\n", " 246 2025-04-10 19.629999 19.629999 19.230000 19.469999 3170700\n", " 247 2025-04-11 19.750000 19.959999 19.500000 19.690001 3495400\n", " \n", " [248 rows x 6 columns],\n", " 'TOTS3': Date Close High Low Open Volume\n", " 0 2024-04-16 25.914314 26.276685 25.884934 26.012252 4768300\n", " 1 2024-04-17 26.531322 26.639055 25.904522 25.953490 8115600\n", " 2 2024-04-18 27.187506 27.686988 26.511735 26.541117 11995900\n", " 3 2024-04-19 27.520493 27.638017 27.069978 27.177710 7691000\n", " 4 2024-04-22 28.294199 28.470487 27.373586 27.373586 12355900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 33.480000 34.279999 33.009998 34.009998 3507500\n", " 245 2025-04-08 33.810001 34.139999 33.290001 33.299999 3826000\n", " 246 2025-04-09 34.240002 34.610001 33.529999 33.770000 3984500\n", " 247 2025-04-10 33.860001 34.369999 33.549999 33.900002 2221500\n", " 248 2025-04-11 34.700001 34.880001 33.500000 34.200001 2769800\n", " \n", " [249 rows x 6 columns],\n", " 'MULT3': Date Close High Low Open Volume\n", " 0 2024-04-16 23.120518 23.447242 22.784184 23.024422 7111100\n", " 1 2024-04-17 22.985985 23.360756 22.957156 23.303099 6050500\n", " 2 2024-04-18 22.957155 23.187784 22.736137 23.062861 4555800\n", " 3 2024-04-19 23.139736 23.447241 23.014813 23.110907 5954300\n", " 4 2024-04-22 23.101297 23.264658 22.966763 23.101297 2913400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 22.690001 23.049999 22.160000 22.570000 4753800\n", " 245 2025-04-08 23.040001 23.610001 22.700001 22.700001 10179500\n", " 246 2025-04-09 23.629999 23.799999 22.570000 22.870001 6363800\n", " 247 2025-04-10 23.480000 23.700001 23.030001 23.340000 4408900\n", " 248 2025-04-11 23.799999 23.959999 23.250000 23.660000 5227400\n", " \n", " [249 rows x 6 columns],\n", " 'ADHM3': Date Close High Low Open Volume\n", " 0 2024-04-16 1.56 1.56 1.56 1.56 0\n", " 1 2024-04-17 1.56 1.56 1.56 1.56 0\n", " 2 2024-04-18 1.56 1.56 1.56 1.56 0\n", " 3 2024-04-19 1.56 1.56 1.56 1.56 0\n", " 4 2024-04-22 1.56 1.56 1.56 1.56 0\n", " .. ... ... ... ... ... ...\n", " 74 2024-07-31 1.56 1.56 1.56 1.56 0\n", " 75 2024-08-01 1.56 1.56 1.56 1.56 0\n", " 76 2024-08-02 1.56 1.56 1.56 1.56 0\n", " 77 2024-08-05 1.56 1.56 1.56 1.56 0\n", " 78 2024-08-06 1.56 1.56 1.56 1.56 0\n", " \n", " [79 rows x 6 columns],\n", " 'CASN3': Date Close High Low Open Volume\n", " 0 2024-04-16 9.572997 9.572997 9.572997 9.572997 0\n", " 1 2024-04-17 9.572997 9.572997 9.572997 9.572997 0\n", " 2 2024-04-18 9.572997 9.572997 9.572997 9.572997 0\n", " 3 2024-04-19 9.572997 9.572997 9.572997 9.572997 0\n", " 4 2024-04-22 9.572997 9.572997 9.572997 9.572997 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.807370 8.807370 8.807370 8.807370 0\n", " 245 2025-04-08 8.807370 8.807370 8.807370 8.807370 0\n", " 246 2025-04-09 8.807370 8.807370 8.807370 8.807370 0\n", " 247 2025-04-10 8.807370 8.807370 8.807370 8.807370 0\n", " 248 2025-04-11 8.807370 8.807370 8.807370 8.807370 0\n", " \n", " [249 rows x 6 columns],\n", " 'BRIV3': Date Close High Low Open Volume\n", " 0 2024-04-16 12.86 12.86 12.86 12.86 0\n", " 1 2024-04-17 12.86 12.86 12.86 12.86 0\n", " 2 2024-04-18 12.86 12.86 12.86 12.86 0\n", " 3 2024-04-19 12.86 12.86 12.86 12.86 0\n", " 4 2024-04-22 12.86 12.86 12.86 12.86 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 12.86 12.86 12.86 12.86 0\n", " 245 2025-04-08 12.86 12.86 12.86 12.86 0\n", " 246 2025-04-09 12.86 12.86 12.86 12.86 0\n", " 247 2025-04-10 12.86 12.86 12.86 12.86 0\n", " 248 2025-04-11 12.86 12.86 12.86 12.86 0\n", " \n", " [249 rows x 6 columns],\n", " 'GGPS3': Date Close High Low Open Volume\n", " 0 2024-04-16 17.989922 18.584709 17.989922 18.487202 4761700\n", " 1 2024-04-17 17.960669 18.418948 17.960669 17.999670 4398900\n", " 2 2024-04-18 18.087425 18.350693 17.892414 17.892414 1421000\n", " 3 2024-04-19 18.253187 18.555458 18.136181 18.184933 1517300\n", " 4 2024-04-22 18.360445 18.526206 18.214186 18.253187 1796000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 12.685575 12.958593 12.383305 12.685575 2748700\n", " 245 2025-04-08 12.432059 12.939093 12.393057 12.831835 1793200\n", " 246 2025-04-09 12.666074 12.773331 12.120039 12.324802 3061100\n", " 247 2025-04-10 12.705076 12.919590 12.422308 12.519815 2390700\n", " 248 2025-04-11 13.190000 13.260000 12.530000 12.750000 2624400\n", " \n", " [249 rows x 6 columns],\n", " 'EALT4': Date Close High Low Open Volume\n", " 0 2024-04-16 10.154237 10.403849 10.094329 10.403849 5800\n", " 1 2024-04-17 10.074361 10.254082 9.744872 10.154237 9400\n", " 2 2024-04-18 10.074361 10.134267 9.924593 9.984500 2000\n", " 3 2024-04-19 10.084346 10.134268 9.944562 10.074361 6200\n", " 4 2024-04-22 9.924593 10.244098 9.844717 9.964531 10800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 13.290000 13.380000 12.900000 13.130000 11800\n", " 245 2025-04-08 13.200000 13.650000 13.200000 13.490000 22800\n", " 246 2025-04-09 13.540000 13.570000 13.060000 13.220000 10400\n", " 247 2025-04-10 12.950000 13.540000 12.950000 13.540000 12000\n", " 248 2025-04-11 13.500000 13.500000 12.990000 13.170000 6000\n", " \n", " [249 rows x 6 columns],\n", " 'BPAR3': Date Close High Low Open Volume\n", " 0 2024-04-16 164.626129 164.626129 164.626129 164.626129 0\n", " 1 2024-04-17 164.626129 164.626129 164.626129 164.626129 0\n", " 2 2024-04-18 164.626129 164.626129 164.626129 164.626129 0\n", " 3 2024-04-19 164.626129 164.626129 164.626129 164.626129 0\n", " 4 2024-04-22 164.626129 164.626129 164.626129 164.626129 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 182.070007 182.070007 182.070007 182.070007 0\n", " 245 2025-04-08 182.070007 182.070007 182.070007 182.070007 0\n", " 246 2025-04-09 182.070007 182.070007 182.070007 182.070007 0\n", " 247 2025-04-10 182.070007 182.070007 182.070007 182.070007 0\n", " 248 2025-04-11 182.070007 182.070007 182.070007 182.070007 0\n", " \n", " [249 rows x 6 columns],\n", " 'AMOB3': Date Close High Low Open Volume\n", " 0 2024-12-19 0.47 0.50 0.38 0.42 89589600\n", " 1 2024-12-20 0.42 0.53 0.41 0.51 85522100\n", " 2 2024-12-23 0.34 0.43 0.33 0.43 68213800\n", " 3 2024-12-26 0.34 0.36 0.32 0.35 40303600\n", " 4 2024-12-27 0.35 0.38 0.33 0.36 33817000\n", " .. ... ... ... ... ... ...\n", " 71 2025-04-07 0.25 0.25 0.24 0.25 7155300\n", " 72 2025-04-08 0.24 0.26 0.23 0.25 17096600\n", " 73 2025-04-09 0.24 0.25 0.23 0.24 9859700\n", " 74 2025-04-10 0.24 0.25 0.23 0.24 11166300\n", " 75 2025-04-11 0.24 0.25 0.23 0.24 13017900\n", " \n", " [76 rows x 6 columns],\n", " 'SANB11': Date Close High Low Open Volume\n", " 0 2024-04-16 25.193684 25.495406 25.193684 25.353973 2409100\n", " 1 2024-04-17 25.174828 25.429403 25.080539 25.363402 1962400\n", " 2 2024-04-18 25.014538 25.457690 24.967393 25.335116 2123300\n", " 3 2024-04-19 25.702839 25.759411 25.071111 25.071111 4321200\n", " 4 2024-04-22 25.647715 25.886966 25.217064 25.752986 3708600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 26.500000 26.940001 25.930000 26.450001 2195900\n", " 245 2025-04-08 26.100000 26.870001 25.820000 26.750000 1944000\n", " 246 2025-04-09 26.750000 26.889999 25.590000 25.750000 2437000\n", " 247 2025-04-10 26.350000 26.600000 26.049999 26.350000 1604900\n", " 248 2025-04-11 26.620001 26.799999 26.299999 26.299999 5358300\n", " \n", " [249 rows x 6 columns],\n", " 'RANI3': Date Close High Low Open Volume\n", " 0 2024-04-16 8.426415 8.518912 8.333920 8.481914 1494200\n", " 1 2024-04-17 8.417167 8.583660 8.417167 8.463414 764500\n", " 2 2024-04-18 8.389418 8.481914 8.343170 8.407917 531900\n", " 3 2024-04-19 8.602159 8.629907 8.361668 8.361668 893700\n", " 4 2024-04-22 8.509661 8.648406 8.491162 8.602157 514000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 7.150000 7.350000 7.120000 7.190000 604200\n", " 245 2025-04-08 7.060000 7.270000 7.050000 7.230000 601600\n", " 246 2025-04-09 7.210000 7.310000 6.990000 7.030000 693200\n", " 247 2025-04-10 7.090000 7.240000 7.060000 7.210000 433800\n", " 248 2025-04-11 7.200000 7.210000 7.040000 7.090000 357500\n", " \n", " [249 rows x 6 columns],\n", " 'COCE6': Date Close High Low Open Volume\n", " 0 2024-04-16 33.352909 33.352909 33.352909 33.352909 0\n", " 1 2024-04-17 33.352909 33.352909 33.352909 33.352909 0\n", " 2 2024-04-18 33.352909 33.352909 33.352909 33.352909 0\n", " 3 2024-04-19 33.352909 33.352909 33.352909 33.352909 0\n", " 4 2024-04-22 33.352909 33.352909 33.352909 33.352909 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 35.000000 35.000000 35.000000 35.000000 0\n", " 245 2025-04-08 35.000000 35.000000 35.000000 35.000000 0\n", " 246 2025-04-09 35.000000 35.000000 35.000000 35.000000 0\n", " 247 2025-04-10 35.000000 35.000000 35.000000 35.000000 0\n", " 248 2025-04-11 35.000000 35.000000 35.000000 35.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'AMER3': Date Close High Low Open Volume\n", " 0 2024-04-16 52.00 54.00 49.00 50.00 278741\n", " 1 2024-04-17 53.00 56.00 52.00 53.00 233131\n", " 2 2024-04-18 52.00 54.00 52.00 54.00 103447\n", " 3 2024-04-19 52.00 55.00 51.00 52.00 184591\n", " 4 2024-04-22 53.00 54.00 52.00 52.00 42072\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.78 5.97 5.63 5.78 4141400\n", " 245 2025-04-08 5.60 6.03 5.51 5.91 5071600\n", " 246 2025-04-09 5.82 5.89 5.44 5.54 6012600\n", " 247 2025-04-10 5.77 5.94 5.65 5.86 2758100\n", " 248 2025-04-11 6.01 6.02 5.71 5.79 4301600\n", " \n", " [249 rows x 6 columns],\n", " 'AVLL3': Date Close High Low Open Volume\n", " 0 2024-04-16 3.86 3.86 3.86 3.86 0\n", " 1 2024-04-17 3.86 3.86 3.86 3.86 0\n", " 2 2024-04-18 3.79 3.86 3.79 3.80 5800\n", " 3 2024-04-19 3.52 3.70 3.50 3.70 1600\n", " 4 2024-04-22 3.52 3.52 3.52 3.52 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.91 2.06 1.87 2.06 25000\n", " 245 2025-04-08 2.00 2.06 1.97 1.97 23600\n", " 246 2025-04-09 2.01 2.01 1.99 2.00 13600\n", " 247 2025-04-10 2.01 2.01 2.00 2.01 5200\n", " 248 2025-04-11 2.00 2.01 2.00 2.00 3900\n", " \n", " [249 rows x 6 columns],\n", " 'ECOR3': Date Close High Low Open Volume\n", " 0 2024-04-16 7.389189 7.506014 7.262629 7.418395 6435900\n", " 1 2024-04-17 7.398924 7.583898 7.389189 7.408660 4016600\n", " 2 2024-04-18 7.301570 7.467072 7.194480 7.398924 4039600\n", " 3 2024-04-19 7.291834 7.379453 7.194480 7.311306 8027600\n", " 4 2024-04-22 7.359982 7.447601 7.252893 7.291834 3941200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.790000 5.930000 5.470000 5.610000 5206100\n", " 245 2025-04-08 5.750000 5.990000 5.660000 5.820000 7989900\n", " 246 2025-04-09 5.860000 6.000000 5.500000 5.710000 10338300\n", " 247 2025-04-10 5.750000 5.880000 5.680000 5.880000 5598900\n", " 248 2025-04-11 6.070000 6.170000 5.790000 5.810000 5083800\n", " \n", " [249 rows x 6 columns],\n", " 'CLSC3': Date Close High Low Open Volume\n", " 0 2024-04-16 63.077099 63.077099 63.077099 63.077099 0\n", " 1 2024-04-17 63.077099 63.077099 63.077099 63.077099 0\n", " 2 2024-04-18 63.077099 63.077099 63.077099 63.077099 0\n", " 3 2024-04-19 63.077099 63.077099 63.077099 63.077099 0\n", " 4 2024-04-22 63.077099 63.077099 63.077099 63.077099 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 75.000000 75.000000 75.000000 75.000000 300\n", " 245 2025-04-08 75.000000 75.000000 75.000000 75.000000 0\n", " 246 2025-04-09 75.000000 75.000000 75.000000 75.000000 0\n", " 247 2025-04-10 75.000000 75.000000 75.000000 75.000000 0\n", " 248 2025-04-11 75.000000 75.000000 75.000000 75.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'MILS3': Date Close High Low Open Volume\n", " 0 2024-04-16 12.173724 12.514513 11.927600 12.050662 2603400\n", " 1 2024-04-17 12.296786 12.599710 12.164258 12.164258 1093300\n", " 2 2024-04-18 12.344118 12.590243 12.249454 12.249454 1194700\n", " 3 2024-04-19 12.514512 12.779570 12.325185 12.372516 1612600\n", " 4 2024-04-22 12.779571 12.779571 12.363052 12.505047 1823900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 9.190000 9.420000 9.010000 9.170000 894000\n", " 245 2025-04-08 9.010000 9.330000 9.000000 9.240000 750700\n", " 246 2025-04-09 9.230000 9.270000 8.910000 8.990000 820200\n", " 247 2025-04-10 9.010000 9.200000 8.970000 9.140000 610900\n", " 248 2025-04-11 9.130000 9.170000 8.920000 9.020000 748000\n", " \n", " [249 rows x 6 columns],\n", " 'RSID3': Date Close High Low Open Volume\n", " 0 2024-04-16 4.30 4.50 4.23 4.23 31300\n", " 1 2024-04-17 4.43 4.69 4.11 4.49 218400\n", " 2 2024-04-18 4.69 4.69 4.37 4.37 148900\n", " 3 2024-04-19 5.29 5.29 4.44 4.44 283300\n", " 4 2024-04-22 5.24 5.26 4.89 5.20 137600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 2.75 2.86 2.73 2.86 11800\n", " 245 2025-04-08 2.57 2.80 2.52 2.80 32100\n", " 246 2025-04-09 2.55 2.62 2.46 2.59 17800\n", " 247 2025-04-10 2.39 2.56 2.25 2.56 48400\n", " 248 2025-04-11 2.42 2.49 2.26 2.39 92500\n", " \n", " [249 rows x 6 columns],\n", " 'HAGA4': Date Close High Low Open Volume\n", " 0 2024-04-16 1.15 1.17 1.11 1.13 20600\n", " 1 2024-04-17 1.15 1.15 1.15 1.15 200\n", " 2 2024-04-18 1.19 1.20 1.12 1.12 13500\n", " 3 2024-04-19 1.18 1.23 1.16 1.16 17000\n", " 4 2024-04-22 1.18 1.21 1.18 1.18 900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.18 1.23 1.15 1.22 9900\n", " 245 2025-04-08 1.22 1.23 1.16 1.22 800\n", " 246 2025-04-09 1.22 1.22 1.21 1.21 4500\n", " 247 2025-04-10 1.20 1.24 1.19 1.22 2300\n", " 248 2025-04-11 1.23 1.23 1.17 1.17 1300\n", " \n", " [249 rows x 6 columns],\n", " 'MMAQ3': Date Close High Low Open Volume\n", " 0 2024-04-16 -154.873917 -154.873917 -154.873917 -154.873917 0\n", " 1 2024-04-17 -154.873917 -154.873917 -154.873917 -154.873917 0\n", " 2 2024-04-18 -154.873917 -154.873917 -154.873917 -154.873917 0\n", " 3 2024-04-19 -154.873917 -154.873917 -154.873917 -154.873917 0\n", " 4 2024-04-22 -154.873917 -154.873917 -154.873917 -154.873917 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " 245 2025-04-08 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " 246 2025-04-09 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " 247 2025-04-10 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " 248 2025-04-11 2550.010010 2550.010010 2550.010010 2550.010010 0\n", " \n", " [249 rows x 6 columns],\n", " 'POMO3': Date Close High Low Open Volume\n", " 0 2024-04-16 5.122297 5.149447 4.995597 5.058947 397100\n", " 1 2024-04-17 5.077048 5.185648 5.077048 5.104198 121000\n", " 2 2024-04-18 5.040848 5.086097 4.905098 5.049898 312100\n", " 3 2024-04-19 5.067997 5.086097 4.995598 5.040848 97200\n", " 4 2024-04-22 5.022748 5.040847 4.950347 5.022748 268000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.660000 4.740000 4.540000 4.740000 686600\n", " 245 2025-04-08 4.590000 4.780000 4.570000 4.650000 821000\n", " 246 2025-04-09 4.760000 4.810000 4.560000 4.590000 664700\n", " 247 2025-04-10 4.740000 4.820000 4.660000 4.810000 286300\n", " 248 2025-04-11 4.680000 4.760000 4.660000 4.740000 292800\n", " \n", " [249 rows x 6 columns],\n", " 'PLPL3': Date Close High Low Open Volume\n", " 0 2024-04-16 10.651718 10.814340 10.525234 10.814340 1300200\n", " 1 2024-04-17 10.534269 10.751098 10.254199 10.660753 607900\n", " 2 2024-04-18 10.254199 10.624615 9.974128 10.461993 1656000\n", " 3 2024-04-19 10.516201 10.832409 10.263233 10.299371 708700\n", " 4 2024-04-22 10.615581 10.733030 10.407787 10.516201 582000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 11.950000 11.990000 11.180000 11.310000 879300\n", " 245 2025-04-08 11.740000 12.180000 11.680000 11.990000 586500\n", " 246 2025-04-09 12.230000 12.290000 11.500000 11.680000 799800\n", " 247 2025-04-10 11.980000 12.230000 11.740000 12.230000 420800\n", " 248 2025-04-11 11.960000 12.080000 11.750000 12.000000 402400\n", " \n", " [249 rows x 6 columns],\n", " 'ENGI4': Date Close High Low Open Volume\n", " 0 2024-04-16 7.300691 7.374716 7.226666 7.309944 4700\n", " 1 2024-04-17 7.235920 7.300692 7.217414 7.300692 4600\n", " 2 2024-04-18 7.208161 7.235920 7.124883 7.235920 3500\n", " 3 2024-04-19 7.309945 7.309945 7.208160 7.208160 4800\n", " 4 2024-04-22 7.402476 7.467247 7.217414 7.319198 32300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 7.250000 7.470000 7.220000 7.380000 16900\n", " 245 2025-04-08 7.320000 7.380000 7.250000 7.300000 18600\n", " 246 2025-04-09 7.260000 7.400000 7.100000 7.240000 17700\n", " 247 2025-04-10 7.320000 7.320000 7.180000 7.270000 10600\n", " 248 2025-04-11 7.470000 7.470000 7.300000 7.300000 9800\n", " \n", " [249 rows x 6 columns],\n", " 'YDUQ3': Date Close High Low Open Volume\n", " 0 2024-04-16 13.852145 14.205817 13.616363 13.753903 5061600\n", " 1 2024-04-17 13.793200 14.107574 13.675309 14.028981 4093000\n", " 2 2024-04-18 13.783376 14.392477 13.665485 13.803025 4549600\n", " 3 2024-04-19 13.783376 14.117399 13.694958 13.783376 4264100\n", " 4 2024-04-22 13.832497 14.107574 13.655660 13.803024 3087100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 12.780000 13.140000 12.150000 12.310000 6137900\n", " 245 2025-04-08 12.480000 13.140000 12.330000 12.750000 3076600\n", " 246 2025-04-09 12.970000 13.340000 12.320000 12.380000 6414400\n", " 247 2025-04-10 12.800000 13.230000 12.730000 12.900000 3915800\n", " 248 2025-04-11 12.950000 13.160000 12.650000 12.940000 3179500\n", " \n", " [249 rows x 6 columns],\n", " 'TUPY3': Date Close High Low Open Volume\n", " 0 2024-04-16 25.165382 25.408617 24.669560 25.165382 669900\n", " 1 2024-04-17 25.258932 25.689269 25.099894 25.174736 545500\n", " 2 2024-04-18 25.343130 25.698625 24.959569 25.258934 727300\n", " 3 2024-04-19 25.193447 25.455390 24.987632 25.249578 585900\n", " 4 2024-04-22 24.959568 25.249577 24.922147 25.165381 311300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 17.570000 17.740000 16.990000 17.190001 1061100\n", " 245 2025-04-08 17.549999 17.719999 17.160000 17.469999 1019300\n", " 246 2025-04-09 17.969999 18.000000 17.100000 17.400000 1134700\n", " 247 2025-04-10 18.040001 18.110001 17.680000 18.020000 957900\n", " 248 2025-04-11 18.940001 19.139999 17.799999 18.030001 1161900\n", " \n", " [249 rows x 6 columns],\n", " 'ENJU3': Date Close High Low Open Volume\n", " 0 2024-04-16 1.78 1.85 1.77 1.81 628300\n", " 1 2024-04-17 1.89 1.89 1.77 1.77 439700\n", " 2 2024-04-18 1.96 2.00 1.86 1.91 1202500\n", " 3 2024-04-19 1.98 2.05 1.94 1.96 706900\n", " 4 2024-04-22 1.96 2.12 1.88 1.98 1477500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 0.99 1.04 0.96 1.03 1731300\n", " 245 2025-04-08 0.98 1.03 0.98 1.01 821300\n", " 246 2025-04-09 1.02 1.03 0.98 0.98 1030700\n", " 247 2025-04-10 1.00 1.02 0.99 1.02 586200\n", " 248 2025-04-11 1.10 1.13 1.00 1.00 4102600\n", " \n", " [249 rows x 6 columns],\n", " 'UNIP5': Date Close High Low Open Volume\n", " 0 2024-04-16 55.328499 55.337142 55.328499 55.337142 220\n", " 1 2024-04-17 55.328499 55.328499 55.328499 55.328499 0\n", " 2 2024-04-18 55.328499 55.328499 55.328499 55.328499 0\n", " 3 2024-04-19 55.328499 55.328499 55.328499 55.328499 0\n", " 4 2024-04-22 56.097794 56.097794 56.097794 56.097794 100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 54.000000 54.000000 54.000000 54.000000 200\n", " 245 2025-04-08 53.250000 55.470001 53.250000 55.470001 300\n", " 246 2025-04-09 55.299999 55.540001 55.299999 55.540001 200\n", " 247 2025-04-10 55.299999 55.299999 55.299999 55.299999 0\n", " 248 2025-04-11 55.299999 55.299999 55.299999 55.299999 0\n", " \n", " [249 rows x 6 columns],\n", " 'ALPA3': Date Close High Low Open Volume\n", " 0 2024-04-16 9.20 9.46 9.19 9.46 5800\n", " 1 2024-04-17 9.06 9.18 8.80 9.00 4600\n", " 2 2024-04-18 8.80 8.93 8.80 8.80 1700\n", " 3 2024-04-19 9.12 9.12 9.00 9.00 700\n", " 4 2024-04-22 9.24 9.24 9.12 9.12 7200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 6.78 7.14 6.60 7.00 23100\n", " 245 2025-04-08 6.70 6.95 6.70 6.90 1200\n", " 246 2025-04-09 6.75 7.35 6.75 6.78 20800\n", " 247 2025-04-10 7.05 7.27 7.05 7.25 10000\n", " 248 2025-04-11 7.40 7.40 7.01 7.08 7400\n", " \n", " [249 rows x 6 columns],\n", " 'ESPA3': Date Close High Low Open Volume\n", " 0 2024-04-16 0.93 0.96 0.93 0.94 966500\n", " 1 2024-04-17 0.88 0.96 0.86 0.94 1450700\n", " 2 2024-04-18 0.90 0.92 0.88 0.90 1647600\n", " 3 2024-04-19 0.90 0.94 0.90 0.90 970800\n", " 4 2024-04-22 0.93 0.94 0.90 0.90 972900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 0.70 0.70 0.69 0.70 255700\n", " 245 2025-04-08 0.70 0.71 0.68 0.71 648700\n", " 246 2025-04-09 0.72 0.72 0.68 0.70 286300\n", " 247 2025-04-10 0.72 0.72 0.71 0.71 97000\n", " 248 2025-04-11 0.72 0.73 0.71 0.72 316600\n", " \n", " [249 rows x 6 columns],\n", " 'CSED3': Date Close High Low Open Volume\n", " 0 2024-04-16 3.537019 3.642458 3.489092 3.642458 914300\n", " 1 2024-04-17 3.469920 3.594531 3.421993 3.575360 739000\n", " 2 2024-04-18 3.441164 3.565775 3.441164 3.479506 262900\n", " 3 2024-04-19 3.517848 3.613702 3.460335 3.469920 169300\n", " 4 2024-04-22 3.613702 3.613702 3.479506 3.546604 174600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.390000 3.390000 3.200000 3.350000 733000\n", " 245 2025-04-08 3.360000 3.460000 3.270000 3.370000 1179500\n", " 246 2025-04-09 3.570000 3.620000 3.330000 3.330000 496400\n", " 247 2025-04-10 3.620000 3.650000 3.520000 3.570000 513700\n", " 248 2025-04-11 3.690000 3.700000 3.560000 3.610000 1817100\n", " \n", " [249 rows x 6 columns],\n", " 'VTRU3': Date Close High Low Open Volume\n", " 0 2024-06-14 15.890000 16.219999 15.550000 16.049999 106100\n", " 1 2024-06-17 16.400000 16.400000 15.150000 16.150000 178300\n", " 2 2024-06-18 16.120001 16.500000 16.120001 16.190001 75800\n", " 3 2024-06-19 15.750000 16.299999 15.710000 16.209999 95200\n", " 4 2024-06-20 14.160000 16.080000 14.160000 15.590000 67500\n", " .. ... ... ... ... ... ...\n", " 203 2025-04-07 6.250000 6.550000 6.050000 6.550000 923400\n", " 204 2025-04-08 6.060000 6.500000 6.060000 6.300000 377300\n", " 205 2025-04-09 6.390000 6.590000 5.840000 6.060000 424800\n", " 206 2025-04-10 6.470000 6.770000 6.300000 6.420000 487000\n", " 207 2025-04-11 7.060000 7.110000 6.430000 6.580000 397400\n", " \n", " [208 rows x 6 columns],\n", " 'CEAB3': Date Close High Low Open Volume\n", " 0 2024-04-16 9.667531 10.002544 9.342089 9.514381 5545500\n", " 1 2024-04-17 9.600528 10.136550 9.533525 9.811108 2870900\n", " 2 2024-04-18 9.571812 9.887681 9.543096 9.619671 2487800\n", " 3 2024-04-19 10.260983 10.528993 9.571812 9.629243 6611100\n", " 4 2024-04-22 10.394988 10.615140 10.002544 10.232267 4118800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 10.920000 11.360000 10.600000 11.070000 4039000\n", " 245 2025-04-08 10.830000 11.330000 10.710000 11.120000 3075500\n", " 246 2025-04-09 11.610000 11.750000 10.540000 10.600000 4047500\n", " 247 2025-04-10 11.700000 11.790000 11.290000 11.570000 2979100\n", " 248 2025-04-11 12.050000 12.160000 11.710000 11.840000 4056000\n", " \n", " [249 rows x 6 columns],\n", " 'PETR3': Date Close High Low Open Volume\n", " 0 2024-04-16 33.954914 34.186292 33.442575 33.583054 10944200\n", " 1 2024-04-17 34.004494 34.268927 33.880539 34.037546 10628800\n", " 2 2024-04-18 33.921860 34.682108 33.756588 34.128448 10453300\n", " 3 2024-04-19 35.301876 35.376248 33.897072 34.045816 18589200\n", " 4 2024-04-22 36.161278 36.243915 35.285344 35.491933 13007200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 35.630001 37.570000 35.520000 37.200001 28421800\n", " 245 2025-04-08 34.490002 36.520000 34.130001 36.139999 18081300\n", " 246 2025-04-09 35.570000 35.990002 33.450001 33.700001 29549700\n", " 247 2025-04-10 33.259998 35.299999 33.180000 35.209999 16049900\n", " 248 2025-04-11 33.919998 34.290001 32.740002 33.560001 19003500\n", " \n", " [249 rows x 6 columns],\n", " 'CVCB3': Date Close High Low Open Volume\n", " 0 2024-04-16 1.98 2.04 1.88 1.97 42436400\n", " 1 2024-04-17 1.88 2.04 1.88 2.01 35020500\n", " 2 2024-04-18 1.80 1.91 1.80 1.88 32006800\n", " 3 2024-04-19 1.92 1.95 1.78 1.78 35035400\n", " 4 2024-04-22 2.13 2.15 1.96 1.97 25501200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.98 2.04 1.88 1.96 22586800\n", " 245 2025-04-08 2.00 2.08 1.97 2.01 23314300\n", " 246 2025-04-09 2.16 2.19 1.94 1.96 34943900\n", " 247 2025-04-10 2.12 2.17 2.08 2.14 14927000\n", " 248 2025-04-11 2.18 2.19 2.11 2.15 17237600\n", " \n", " [249 rows x 6 columns],\n", " 'GMAT3': Date Close High Low Open Volume\n", " 0 2024-04-16 7.206584 7.429969 7.167735 7.429969 7342700\n", " 1 2024-04-17 7.128886 7.352270 7.080324 7.226009 5394900\n", " 2 2024-04-18 7.099748 7.293996 7.099748 7.099748 2622700\n", " 3 2024-04-19 7.284283 7.391119 7.099748 7.099748 4062500\n", " 4 2024-04-22 7.216297 7.303708 7.128886 7.284283 2483300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 6.950000 7.190000 6.790000 6.860000 3833400\n", " 245 2025-04-08 6.760000 7.010000 6.740000 7.000000 3728000\n", " 246 2025-04-09 7.260000 7.270000 6.680000 6.710000 5060600\n", " 247 2025-04-10 7.440000 7.440000 7.190000 7.240000 7364800\n", " 248 2025-04-11 7.570000 7.700000 7.360000 7.470000 7086800\n", " \n", " [249 rows x 6 columns],\n", " 'CBEE3': Date Close High Low Open Volume\n", " 0 2024-04-16 11.8 11.8 11.8 11.8 0\n", " 1 2024-04-17 11.8 11.8 11.8 11.8 0\n", " 2 2024-04-18 11.8 11.8 11.8 11.8 0\n", " 3 2024-04-19 11.8 11.8 11.8 11.8 0\n", " 4 2024-04-22 11.8 11.8 11.8 11.8 0\n", " .. ... ... ... ... ... ...\n", " 238 2025-04-07 8.8 8.8 8.8 8.8 0\n", " 239 2025-04-08 8.8 8.8 8.8 8.8 0\n", " 240 2025-04-09 8.8 8.8 8.8 8.8 0\n", " 241 2025-04-10 8.8 8.8 8.8 8.8 0\n", " 242 2025-04-11 8.8 8.8 8.8 8.8 0\n", " \n", " [243 rows x 6 columns],\n", " 'FRIO3': Date Close High Low Open Volume\n", " 0 2024-04-16 301.0 301.0 301.0 301.0 0\n", " 1 2024-04-17 301.0 301.0 301.0 301.0 0\n", " 2 2024-04-18 301.0 301.0 301.0 301.0 0\n", " 3 2024-04-19 301.0 301.0 301.0 301.0 0\n", " 4 2024-04-22 301.0 301.0 301.0 301.0 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 293.0 293.0 293.0 293.0 0\n", " 245 2025-04-08 293.0 293.0 293.0 293.0 0\n", " 246 2025-04-09 293.0 293.0 293.0 293.0 0\n", " 247 2025-04-10 293.0 293.0 293.0 293.0 0\n", " 248 2025-04-11 293.0 293.0 293.0 293.0 0\n", " \n", " [249 rows x 6 columns],\n", " 'ROMI3': Date Close High Low Open Volume\n", " 0 2024-04-16 10.774749 11.013169 10.738069 10.912298 314200\n", " 1 2024-04-17 10.004469 10.453799 9.811899 10.453799 1045000\n", " 2 2024-04-18 10.004469 10.242889 9.903599 9.912769 326700\n", " 3 2024-04-19 9.995298 10.224548 9.986129 10.004469 305300\n", " 4 2024-04-22 9.811899 10.068659 9.811899 10.022810 361100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.950000 9.050000 8.740000 8.950000 117800\n", " 245 2025-04-08 8.800000 9.050000 8.800000 9.050000 100800\n", " 246 2025-04-09 9.050000 9.060000 8.740000 8.830000 111300\n", " 247 2025-04-10 8.820000 9.010000 8.780000 9.010000 62400\n", " 248 2025-04-11 8.990000 8.990000 8.780000 8.830000 78300\n", " \n", " [249 rows x 6 columns],\n", " 'CSUD3': Date Close High Low Open Volume\n", " 0 2024-04-16 17.013956 17.427097 16.826163 17.427097 63600\n", " 1 2024-04-17 16.835554 17.136021 16.797995 17.051515 71500\n", " 2 2024-04-18 16.600813 16.948227 16.553864 16.844943 38000\n", " 3 2024-04-19 16.544477 16.929451 16.544477 16.610204 60300\n", " 4 2024-04-22 16.187672 16.628982 16.187672 16.553866 40300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 16.709999 16.910000 15.800000 16.709999 94800\n", " 245 2025-04-08 16.299999 17.200001 16.270000 16.709999 23100\n", " 246 2025-04-09 16.500000 16.700001 16.160000 16.219999 49400\n", " 247 2025-04-10 16.200001 16.879999 16.110001 16.879999 72000\n", " 248 2025-04-11 16.690001 16.719999 16.209999 16.209999 26200\n", " \n", " [249 rows x 6 columns],\n", " 'ALUP4': Date Close High Low Open Volume\n", " 0 2024-04-16 9.007249 9.016402 8.705176 8.934019 67080\n", " 1 2024-04-17 8.915712 9.062171 8.906559 8.988942 51896\n", " 2 2024-04-18 8.915712 8.988942 8.897405 8.915712 40456\n", " 3 2024-04-19 9.007249 9.062170 8.915711 8.924866 39728\n", " 4 2024-04-22 9.084053 9.181942 8.927432 9.054687 33900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 9.770000 9.830000 9.660000 9.760000 22400\n", " 245 2025-04-08 9.730000 9.760000 9.650000 9.740000 23800\n", " 246 2025-04-09 9.730000 9.980000 9.320000 9.600000 30500\n", " 247 2025-04-10 9.750000 9.870000 9.680000 9.810000 17900\n", " 248 2025-04-11 9.810000 9.840000 9.720000 9.750000 28700\n", " \n", " [249 rows x 6 columns],\n", " 'IRBR3': Date Close High Low Open Volume\n", " 0 2024-04-16 38.529999 38.880001 38.070000 38.880001 1068200\n", " 1 2024-04-17 39.020000 40.349998 38.220001 38.740002 1481800\n", " 2 2024-04-18 39.580002 40.099998 38.830002 39.180000 1658900\n", " 3 2024-04-19 39.650002 39.779999 39.020000 39.779999 931300\n", " 4 2024-04-22 40.770000 41.169998 39.549999 39.779999 1229800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 50.119999 51.290001 47.459999 47.549999 1903200\n", " 245 2025-04-08 49.730000 51.560001 49.139999 50.509998 948400\n", " 246 2025-04-09 50.380001 51.070000 48.450001 49.549999 1544700\n", " 247 2025-04-10 47.810001 50.220001 46.790001 49.990002 2203200\n", " 248 2025-04-11 44.630001 48.240002 44.630001 48.090000 2771400\n", " \n", " [249 rows x 6 columns],\n", " 'AGXY3': Date Close High Low Open Volume\n", " 0 2024-04-16 1.88 1.89 1.80 1.82 258500\n", " 1 2024-04-17 1.88 2.04 1.83 1.89 320400\n", " 2 2024-04-18 1.88 2.00 1.88 1.88 380100\n", " 3 2024-04-19 1.80 1.92 1.80 1.92 298500\n", " 4 2024-04-22 1.78 1.84 1.75 1.81 409800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 0.53 0.53 0.50 0.51 401500\n", " 245 2025-04-08 0.54 0.56 0.52 0.52 514600\n", " 246 2025-04-09 0.53 0.61 0.53 0.56 1423400\n", " 247 2025-04-10 0.53 0.63 0.52 0.63 2189800\n", " 248 2025-04-11 0.53 0.56 0.53 0.54 355900\n", " \n", " [249 rows x 6 columns],\n", " 'FIEI3': Date Close High Low Open Volume\n", " 0 2024-04-16 10.00 10.00 10.00 10.00 0\n", " 1 2024-04-17 10.00 10.00 10.00 10.00 0\n", " 2 2024-04-18 10.00 10.00 10.00 10.00 100\n", " 3 2024-04-19 9.95 9.95 9.30 9.50 3800\n", " 4 2024-04-22 9.95 9.95 9.95 9.95 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 9.00 9.00 9.00 9.00 0\n", " 245 2025-04-08 9.00 9.00 9.00 9.00 0\n", " 246 2025-04-09 9.00 9.00 9.00 9.00 0\n", " 247 2025-04-10 8.00 8.01 8.00 8.01 300\n", " 248 2025-04-11 8.99 8.99 8.99 8.99 400\n", " \n", " [249 rows x 6 columns],\n", " 'FICT3': Date Close High Low Open Volume\n", " 0 2024-04-16 2.12 2.27 2.08 2.15 107900\n", " 1 2024-04-17 2.13 2.24 2.11 2.23 50000\n", " 2 2024-04-18 2.17 2.18 2.09 2.15 29200\n", " 3 2024-04-19 2.15 2.21 2.11 2.17 17500\n", " 4 2024-04-22 2.15 2.23 2.12 2.15 34200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.98 4.12 3.80 4.12 34700\n", " 245 2025-04-08 3.89 4.01 3.81 4.01 34300\n", " 246 2025-04-09 4.06 4.12 3.83 3.83 51600\n", " 247 2025-04-10 4.07 4.09 4.00 4.06 6900\n", " 248 2025-04-11 3.97 4.04 3.95 4.00 15900\n", " \n", " [249 rows x 6 columns],\n", " 'MDIA3': Date Close High Low Open Volume\n", " 0 2024-04-16 33.423767 34.049973 33.306354 33.502045 1178600\n", " 1 2024-04-17 33.413982 33.766220 33.335705 33.746655 784500\n", " 2 2024-04-18 33.482475 33.864069 33.384628 33.462906 951900\n", " 3 2024-04-19 33.560749 33.746656 33.374845 33.707518 646600\n", " 4 2024-04-22 33.413982 33.756438 33.404196 33.756438 566800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 24.000000 24.219999 22.780001 23.530001 770400\n", " 245 2025-04-08 23.780001 24.480000 23.719999 24.200001 573800\n", " 246 2025-04-09 23.740000 24.129999 23.290001 23.690001 589800\n", " 247 2025-04-10 23.260000 24.020000 23.219999 23.600000 643000\n", " 248 2025-04-11 23.889999 23.889999 23.340000 23.400000 310700\n", " \n", " [249 rows x 6 columns],\n", " 'NORD3': Date Close High Low Open Volume\n", " 0 2024-04-16 9.00 9.60 8.70 9.45 1200\n", " 1 2024-04-17 8.98 8.98 8.97 8.97 200\n", " 2 2024-04-18 8.98 8.98 8.98 8.98 0\n", " 3 2024-04-19 8.60 8.80 8.50 8.50 1100\n", " 4 2024-04-22 8.60 8.60 8.60 8.60 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 6.08 6.08 6.08 6.08 0\n", " 245 2025-04-08 5.85 5.85 5.85 5.85 500\n", " 246 2025-04-09 5.85 5.85 5.85 5.85 0\n", " 247 2025-04-10 5.85 5.85 5.85 5.85 0\n", " 248 2025-04-11 5.38 5.50 5.38 5.50 1000\n", " \n", " [249 rows x 6 columns],\n", " 'LVTC3': Date Close High Low Open Volume\n", " 0 2024-04-16 3.81 3.83 3.75 3.83 8800\n", " 1 2024-04-17 3.77 3.84 3.75 3.84 5200\n", " 2 2024-04-18 3.72 3.83 3.72 3.76 16500\n", " 3 2024-04-19 3.87 3.87 3.71 3.71 54000\n", " 4 2024-04-22 3.78 3.87 3.75 3.85 34300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 2.76 2.78 2.67 2.70 19800\n", " 245 2025-04-08 2.66 2.90 2.66 2.74 24300\n", " 246 2025-04-09 2.74 2.81 2.53 2.66 32900\n", " 247 2025-04-10 2.72 2.85 2.72 2.74 8100\n", " 248 2025-04-11 2.77 2.77 2.60 2.70 72500\n", " \n", " [249 rows x 6 columns],\n", " 'MATD3': Date Close High Low Open Volume\n", " 0 2024-04-16 5.417643 5.536061 5.170938 5.289356 801000\n", " 1 2024-04-17 5.496589 5.733425 5.328829 5.417643 790900\n", " 2 2024-04-18 5.457116 5.624875 5.417643 5.447248 657100\n", " 3 2024-04-19 5.615007 5.881448 5.457116 5.457116 1209400\n", " 4 2024-04-22 5.506457 5.772898 5.496589 5.684085 406600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.740000 3.940000 3.740000 3.840000 577700\n", " 245 2025-04-08 3.730000 3.850000 3.630000 3.850000 568800\n", " 246 2025-04-09 3.780000 3.850000 3.650000 3.690000 262700\n", " 247 2025-04-10 3.840000 3.910000 3.770000 3.780000 343000\n", " 248 2025-04-11 3.840000 3.890000 3.750000 3.890000 195300\n", " \n", " [249 rows x 6 columns],\n", " 'BGIP4': Date Close High Low Open Volume\n", " 0 2024-04-16 21.857441 22.089452 21.857441 22.089452 1000\n", " 1 2024-04-17 21.857441 21.857441 21.857441 21.857441 0\n", " 2 2024-04-18 21.857441 21.857441 21.857441 21.857441 100\n", " 3 2024-04-19 21.857441 21.857441 21.702767 21.780104 400\n", " 4 2024-04-22 21.847775 21.992781 21.847775 21.944446 900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 24.825258 25.608297 24.709252 25.134607 2600\n", " 245 2025-04-08 26.488008 27.068038 26.091655 26.091655 2900\n", " 246 2025-04-09 26.778025 26.778025 26.101323 26.488009 6100\n", " 247 2025-04-10 26.275331 26.768357 26.197994 26.197994 5200\n", " 248 2025-04-11 26.049999 26.200001 26.049999 26.139999 1200\n", " \n", " [249 rows x 6 columns],\n", " 'SLED4': Date Close High Low Open Volume\n", " 0 2024-04-16 1.6 1.6 1.6 1.6 0\n", " 1 2024-04-17 1.6 1.6 1.6 1.6 0\n", " 2 2024-04-18 1.6 1.6 1.6 1.6 0\n", " 3 2024-04-19 1.6 1.6 1.6 1.6 0\n", " 4 2024-04-22 1.6 1.6 1.6 1.6 0\n", " .. ... ... ... ... ... ...\n", " 74 2024-07-31 1.6 1.6 1.6 1.6 0\n", " 75 2024-08-01 1.6 1.6 1.6 1.6 0\n", " 76 2024-08-02 1.6 1.6 1.6 1.6 0\n", " 77 2024-08-05 1.6 1.6 1.6 1.6 0\n", " 78 2024-08-06 1.6 1.6 1.6 1.6 0\n", " \n", " [79 rows x 6 columns],\n", " 'LAVV3': Date Close High Low Open Volume\n", " 0 2024-04-16 7.665277 7.774004 7.475004 7.774004 1116200\n", " 1 2024-04-17 7.601853 7.774004 7.565610 7.692458 378600\n", " 2 2024-04-18 7.819306 8.018640 7.774003 7.882730 1635900\n", " 3 2024-04-19 7.792126 8.000520 7.719641 7.819308 584400\n", " 4 2024-04-22 7.719641 7.900853 7.719641 7.792126 893700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 9.300000 9.440000 9.030000 9.250000 1198600\n", " 245 2025-04-08 9.240000 9.560000 9.190000 9.380000 825400\n", " 246 2025-04-09 9.420000 9.490000 9.130000 9.240000 1721200\n", " 247 2025-04-10 9.280000 9.660000 9.250000 9.500000 1176900\n", " 248 2025-04-11 9.540000 9.540000 8.950000 9.200000 1576300\n", " \n", " [249 rows x 6 columns],\n", " 'APTI4': Date Close High Low Open Volume\n", " 0 2024-04-16 3451.703613 3451.703613 3451.703613 3451.703613 0\n", " 1 2024-04-17 3451.703613 3451.703613 3451.703613 3451.703613 0\n", " 2 2024-04-18 3451.703613 3451.703613 3451.703613 3451.703613 0\n", " 3 2024-04-19 3451.703613 3451.703613 3451.703613 3451.703613 0\n", " 4 2024-04-22 3451.703613 3451.703613 3451.703613 3451.703613 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3500.000000 3500.000000 3500.000000 3500.000000 0\n", " 245 2025-04-08 3500.000000 3500.000000 3500.000000 3500.000000 0\n", " 246 2025-04-09 3500.000000 3500.000000 3500.000000 3500.000000 0\n", " 247 2025-04-10 3500.000000 3500.000000 3500.000000 3500.000000 0\n", " 248 2025-04-11 3500.000000 3500.000000 3500.000000 3500.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'BAZA3': Date Close High Low Open Volume\n", " 0 2024-04-16 94.446861 95.381979 87.919738 95.381979 6400\n", " 1 2024-04-17 92.744949 96.429314 92.744949 94.446863 2900\n", " 2 2024-04-18 93.511742 94.446859 93.034830 93.511742 3300\n", " 3 2024-04-19 92.464409 94.437507 91.847235 94.437507 4200\n", " 4 2024-04-22 94.456215 94.456215 92.576627 92.576627 3900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 90.000000 90.000000 87.040001 88.000000 3600\n", " 245 2025-04-08 89.000000 90.000000 88.750000 89.959999 2500\n", " 246 2025-04-09 90.080002 90.489998 87.120003 88.970001 4400\n", " 247 2025-04-10 89.980003 89.980003 88.099998 89.110001 1200\n", " 248 2025-04-11 89.889999 89.889999 88.400002 89.019997 3800\n", " \n", " [249 rows x 6 columns],\n", " 'KRSA3': Date Close High Low Open Volume\n", " 0 2024-04-16 6.60 7.00 6.50 6.90 100570\n", " 1 2024-04-17 6.40 6.80 6.30 6.50 69170\n", " 2 2024-04-18 7.00 7.10 6.50 6.50 194760\n", " 3 2024-04-19 7.60 7.80 6.90 6.90 67800\n", " 4 2024-04-22 7.50 8.00 7.40 7.60 97030\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.85 8.86 8.85 8.85 17200\n", " 245 2025-04-08 8.86 8.86 8.85 8.85 900\n", " 246 2025-04-09 8.88 8.88 8.86 8.86 2000\n", " 247 2025-04-10 8.86 8.87 8.86 8.86 2100\n", " 248 2025-04-11 8.88 8.88 8.87 8.88 1500\n", " \n", " [249 rows x 6 columns],\n", " 'HBOR3': Date Close High Low Open Volume\n", " 0 2024-04-16 2.581312 2.629651 2.513637 2.552309 605200\n", " 1 2024-04-17 2.532973 2.629651 2.513637 2.590980 589600\n", " 2 2024-04-18 2.513637 2.581312 2.465298 2.581312 478500\n", " 3 2024-04-19 2.561977 2.590980 2.484634 2.542641 375400\n", " 4 2024-04-22 2.581312 2.639319 2.532973 2.552309 544000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.780000 1.830000 1.720000 1.800000 692700\n", " 245 2025-04-08 1.700000 1.820000 1.700000 1.790000 602300\n", " 246 2025-04-09 1.700000 1.750000 1.640000 1.690000 1667600\n", " 247 2025-04-10 1.700000 1.740000 1.670000 1.710000 405300\n", " 248 2025-04-11 1.700000 1.730000 1.680000 1.720000 684600\n", " \n", " [249 rows x 6 columns],\n", " 'VSPT3': Date Close High Low Open Volume\n", " 0 2024-04-16 1.5 1.5 1.5 1.5 0\n", " 1 2024-04-17 1.5 1.5 1.5 1.5 0\n", " 2 2024-04-18 1.5 1.5 1.5 1.5 0\n", " 3 2024-04-19 1.5 1.5 1.5 1.5 0\n", " 4 2024-04-22 1.5 1.5 1.5 1.5 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.5 1.5 1.5 1.5 0\n", " 245 2025-04-08 1.5 1.5 1.5 1.5 0\n", " 246 2025-04-09 1.5 1.5 1.5 1.5 0\n", " 247 2025-04-10 1.5 1.5 1.5 1.5 0\n", " 248 2025-04-11 1.5 1.5 1.5 1.5 0\n", " \n", " [249 rows x 6 columns],\n", " 'BEEF3': Date Close High Low Open Volume\n", " 0 2024-04-16 6.00 6.12 5.95 6.01 16433200\n", " 1 2024-04-17 6.04 6.09 5.99 6.03 14748500\n", " 2 2024-04-18 6.10 6.11 6.02 6.06 7036100\n", " 3 2024-04-19 6.08 6.19 6.04 6.09 9193300\n", " 4 2024-04-22 6.15 6.23 6.08 6.10 7947000\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 6.44 6.58 6.28 6.32 8263700\n", " 245 2025-04-08 6.25 6.36 6.06 6.21 26519000\n", " 246 2025-04-09 6.76 6.90 6.18 6.18 25581600\n", " 247 2025-04-10 6.80 7.02 6.69 6.72 19792100\n", " 248 2025-04-11 6.97 7.12 6.81 6.82 14188700\n", " \n", " [249 rows x 6 columns],\n", " 'AHEB6': Date Close High Low Open Volume\n", " 0 2024-04-16 20.0 20.0 20.0 20.0 100\n", " 1 2024-04-17 20.0 20.0 20.0 20.0 0\n", " 2 2024-04-18 20.0 20.0 20.0 20.0 0\n", " 3 2024-04-19 20.0 20.0 20.0 20.0 0\n", " 4 2024-04-22 20.0 20.0 20.0 20.0 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 55.0 55.0 55.0 55.0 0\n", " 245 2025-04-08 55.0 55.0 55.0 55.0 0\n", " 246 2025-04-09 55.0 55.0 55.0 55.0 0\n", " 247 2025-04-10 55.0 55.0 55.0 55.0 0\n", " 248 2025-04-11 55.0 55.0 55.0 55.0 0\n", " \n", " [249 rows x 6 columns],\n", " 'GSHP3': Date Close High Low Open Volume\n", " 0 2024-04-16 10.8 10.8 10.8 10.8 0\n", " 1 2024-04-17 10.8 10.8 10.8 10.8 0\n", " 2 2024-04-18 10.8 10.8 10.8 10.8 0\n", " 3 2024-04-19 10.8 10.8 10.8 10.8 0\n", " 4 2024-04-22 10.8 10.8 10.8 10.8 100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 6.0 6.0 6.0 6.0 0\n", " 245 2025-04-08 6.0 6.0 6.0 6.0 0\n", " 246 2025-04-09 6.0 6.0 6.0 6.0 0\n", " 247 2025-04-10 6.0 6.0 6.0 6.0 0\n", " 248 2025-04-11 6.0 6.0 6.0 6.0 0\n", " \n", " [249 rows x 6 columns],\n", " 'NEXP3': Date Close High Low Open Volume\n", " 0 2024-04-16 4.27 4.29 4.20 4.21 2800\n", " 1 2024-04-17 4.21 4.25 4.21 4.25 200\n", " 2 2024-04-18 4.20 4.49 4.20 4.20 5800\n", " 3 2024-04-19 4.20 4.30 4.20 4.30 1500\n", " 4 2024-04-22 4.21 4.25 4.21 4.22 900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.80 3.93 3.80 3.93 300\n", " 245 2025-04-08 3.94 3.94 3.94 3.94 200\n", " 246 2025-04-09 3.74 3.92 3.74 3.92 300\n", " 247 2025-04-10 3.87 3.87 3.76 3.76 300\n", " 248 2025-04-11 3.80 3.92 3.80 3.92 1700\n", " \n", " [249 rows x 6 columns],\n", " 'TTEN3': Date Close High Low Open Volume\n", " 0 2024-04-16 9.584846 9.851365 9.574974 9.782268 2032300\n", " 1 2024-04-17 9.634201 9.752654 9.565103 9.604587 784200\n", " 2 2024-04-18 9.653943 9.772396 9.584846 9.594717 553200\n", " 3 2024-04-19 9.624330 9.792138 9.486134 9.673685 1118100\n", " 4 2024-04-22 9.604587 9.703298 9.525618 9.624329 856400\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 13.980000 14.210000 13.530000 13.680000 1245300\n", " 245 2025-04-08 14.090000 14.340000 13.980000 13.980000 837900\n", " 246 2025-04-09 14.270000 14.470000 14.000000 14.070000 1172400\n", " 247 2025-04-10 14.140000 14.310000 13.880000 14.180000 1780800\n", " 248 2025-04-11 14.570000 14.770000 14.080000 14.150000 874400\n", " \n", " [249 rows x 6 columns],\n", " 'BDLL3': Date Close High Low Open Volume\n", " 0 2024-04-16 12.50 12.50 12.50 12.50 100\n", " 1 2024-04-17 12.01 12.01 12.01 12.01 100\n", " 2 2024-04-18 12.01 12.01 12.01 12.01 0\n", " 3 2024-04-19 12.01 12.01 12.01 12.01 300\n", " 4 2024-04-22 12.01 12.01 12.01 12.01 300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 9.05 9.05 9.05 9.05 200\n", " 245 2025-04-08 9.50 9.50 9.50 9.50 100\n", " 246 2025-04-09 9.50 9.50 9.50 9.50 0\n", " 247 2025-04-10 9.50 9.50 9.50 9.50 0\n", " 248 2025-04-11 9.50 9.50 9.50 9.50 0\n", " \n", " [249 rows x 6 columns],\n", " 'BRSR5': Date Close High Low Open Volume\n", " 0 2024-04-16 14.855040 14.855040 14.855040 14.855040 0\n", " 1 2024-04-17 14.167994 14.167994 14.167994 14.167994 100\n", " 2 2024-04-18 14.167994 14.167994 14.167994 14.167994 0\n", " 3 2024-04-19 14.669353 14.669353 14.669353 14.669353 100\n", " 4 2024-04-22 14.390820 14.390820 13.044582 13.044582 200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 14.500000 14.500000 14.500000 14.500000 200\n", " 245 2025-04-08 14.000000 14.000000 14.000000 14.000000 300\n", " 246 2025-04-09 14.000000 14.000000 14.000000 14.000000 0\n", " 247 2025-04-10 14.000000 14.000000 14.000000 14.000000 0\n", " 248 2025-04-11 14.000000 14.000000 14.000000 14.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'LWSA3': Date Close High Low Open Volume\n", " 0 2024-04-16 4.767265 4.924536 4.747606 4.924536 9453700\n", " 1 2024-04-17 4.944194 5.003171 4.688629 4.806582 9189600\n", " 2 2024-04-18 4.786923 4.983512 4.757435 4.944194 6175400\n", " 3 2024-04-19 4.786923 4.924536 4.747606 4.747606 4899600\n", " 4 2024-04-22 4.816412 4.895047 4.747606 4.796753 5145700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 2.620000 2.660000 2.470000 2.530000 14152900\n", " 245 2025-04-08 2.690000 2.780000 2.610000 2.640000 12941500\n", " 246 2025-04-09 2.840000 2.890000 2.660000 2.670000 15073500\n", " 247 2025-04-10 2.970000 3.010000 2.800000 2.830000 18503800\n", " 248 2025-04-11 2.940000 3.060000 2.910000 2.960000 10289700\n", " \n", " [249 rows x 6 columns],\n", " 'AERI3': Date Close High Low Open Volume\n", " 0 2024-04-16 11.20 11.80 11.20 11.80 126775\n", " 1 2024-04-17 11.40 11.60 11.20 11.20 71270\n", " 2 2024-04-18 11.00 11.40 11.00 11.20 88735\n", " 3 2024-04-19 11.40 11.40 11.00 11.00 45610\n", " 4 2024-04-22 11.40 12.00 11.20 11.40 147440\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.89 4.00 3.70 3.99 480500\n", " 245 2025-04-08 3.66 3.96 3.60 3.91 800900\n", " 246 2025-04-09 3.70 3.75 3.54 3.61 508200\n", " 247 2025-04-10 3.64 3.73 3.62 3.70 231000\n", " 248 2025-04-11 3.71 3.72 3.62 3.68 179500\n", " \n", " [249 rows x 6 columns],\n", " 'CAMB3': Date Close High Low Open Volume\n", " 0 2024-04-16 10.012571 10.012571 9.610198 9.778633 132600\n", " 1 2024-04-17 9.918997 9.993857 9.638270 9.993857 84500\n", " 2 2024-04-18 9.918997 10.059360 9.619555 9.825421 126900\n", " 3 2024-04-19 9.638270 9.918997 9.610198 9.918997 166900\n", " 4 2024-04-22 9.656985 9.872209 9.656985 9.731846 31800\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 9.780000 9.800000 9.460000 9.760000 39500\n", " 245 2025-04-08 9.510000 10.060000 9.510000 9.800000 40200\n", " 246 2025-04-09 9.850000 9.950000 9.480000 9.510000 36600\n", " 247 2025-04-10 9.500000 9.720000 9.500000 9.680000 23200\n", " 248 2025-04-11 9.500000 9.630000 9.410000 9.520000 25500\n", " \n", " [249 rows x 6 columns],\n", " 'GGBR4': Date Close High Low Open Volume\n", " 0 2024-04-16 17.910172 18.205746 17.790344 18.205746 14296200\n", " 1 2024-04-17 17.982069 18.533273 17.950116 18.365516 13046400\n", " 2 2024-04-18 17.993252 18.347939 17.935733 18.146630 12500200\n", " 3 2024-04-19 18.424629 18.443802 17.868631 17.935734 16038100\n", " 4 2024-04-22 18.808079 19.181939 18.137046 18.443803 22240200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 14.600000 15.360000 14.300000 14.790000 27336400\n", " 245 2025-04-08 14.000000 15.010000 13.960000 14.770000 21471100\n", " 246 2025-04-09 15.000000 15.060000 13.740000 13.800000 19415200\n", " 247 2025-04-10 14.540000 15.140000 14.340000 14.870000 14261000\n", " 248 2025-04-11 14.680000 14.940000 14.420000 14.690000 12951000\n", " \n", " [249 rows x 6 columns],\n", " 'CBAV3': Date Close High Low Open Volume\n", " 0 2024-04-16 4.92 5.04 4.64 4.78 5816100\n", " 1 2024-04-17 4.85 5.10 4.83 4.97 3021500\n", " 2 2024-04-18 4.98 5.06 4.85 4.85 3956800\n", " 3 2024-04-19 5.11 5.14 4.93 4.98 4104200\n", " 4 2024-04-22 5.12 5.22 5.02 5.15 4168700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.84 4.10 3.80 4.10 14021800\n", " 245 2025-04-08 3.61 4.08 3.61 3.88 13520100\n", " 246 2025-04-09 3.96 4.03 3.60 3.62 12368000\n", " 247 2025-04-10 3.93 4.14 3.90 4.00 11917500\n", " 248 2025-04-11 4.08 4.22 3.96 4.01 7512500\n", " \n", " [249 rows x 6 columns],\n", " 'MSPA3': Date Close High Low Open Volume\n", " 0 2024-04-16 42.711071 42.711071 42.711071 42.711071 0\n", " 1 2024-04-17 42.711071 42.711071 42.711071 42.711071 0\n", " 2 2024-04-18 42.711071 42.711071 42.711071 42.711071 0\n", " 3 2024-04-19 42.711071 42.711071 42.711071 42.711071 0\n", " 4 2024-04-22 42.711071 42.711071 42.711071 42.711071 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 47.000000 47.000000 47.000000 47.000000 0\n", " 245 2025-04-08 47.000000 47.000000 47.000000 47.000000 0\n", " 246 2025-04-09 47.000000 47.000000 47.000000 47.000000 0\n", " 247 2025-04-10 47.000000 47.000000 47.000000 47.000000 0\n", " 248 2025-04-11 47.000000 47.000000 47.000000 47.000000 0\n", " \n", " [249 rows x 6 columns],\n", " 'BRIV4': Date Close High Low Open Volume\n", " 0 2024-04-16 12.54 12.54 12.54 12.54 0\n", " 1 2024-04-17 12.54 12.54 12.54 12.54 0\n", " 2 2024-04-18 12.54 12.54 12.54 12.54 0\n", " 3 2024-04-19 12.54 12.54 12.54 12.54 0\n", " 4 2024-04-22 12.54 12.54 12.54 12.54 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 12.54 12.54 12.54 12.54 0\n", " 245 2025-04-08 12.54 12.54 12.54 12.54 0\n", " 246 2025-04-09 12.54 12.54 12.54 12.54 0\n", " 247 2025-04-10 12.54 12.54 12.54 12.54 0\n", " 248 2025-04-11 12.54 12.54 12.54 12.54 0\n", " \n", " [249 rows x 6 columns],\n", " 'ALPK3': Date Close High Low Open Volume\n", " 0 2024-04-16 4.03 4.17 3.92 4.17 209100\n", " 1 2024-04-17 3.93 4.09 3.93 4.03 99000\n", " 2 2024-04-18 4.00 4.05 3.91 4.03 126200\n", " 3 2024-04-19 4.05 4.12 3.95 4.03 93600\n", " 4 2024-04-22 4.09 4.14 4.03 4.05 94500\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 2.76 2.88 2.76 2.84 122500\n", " 245 2025-04-08 2.68 2.84 2.68 2.81 64400\n", " 246 2025-04-09 2.77 2.78 2.60 2.65 105400\n", " 247 2025-04-10 2.77 2.77 2.71 2.72 38100\n", " 248 2025-04-11 2.92 2.92 2.70 2.76 104600\n", " \n", " [249 rows x 6 columns],\n", " 'BDLL4': Date Close High Low Open Volume\n", " 0 2024-04-16 9.77 9.77 9.59 9.59 1200\n", " 1 2024-04-17 9.12 9.21 9.12 9.21 600\n", " 2 2024-04-18 9.12 9.12 9.12 9.12 0\n", " 3 2024-04-19 9.60 9.60 9.60 9.60 600\n", " 4 2024-04-22 9.60 9.60 9.60 9.60 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 8.70 8.70 8.70 8.70 0\n", " 245 2025-04-08 8.70 8.70 8.70 8.70 0\n", " 246 2025-04-09 8.70 8.70 8.70 8.70 0\n", " 247 2025-04-10 8.70 8.70 8.70 8.70 0\n", " 248 2025-04-11 8.70 8.70 8.70 8.70 0\n", " \n", " [249 rows x 6 columns],\n", " 'VIVA3': Date Close High Low Open Volume\n", " 0 2024-04-16 22.085751 22.292342 21.141326 21.475809 6006200\n", " 1 2024-04-17 22.046398 22.616988 21.820130 22.193964 3056800\n", " 2 2024-04-18 21.603699 22.046398 21.269217 21.957858 3099100\n", " 3 2024-04-19 21.800455 22.164453 21.593863 21.623375 1573700\n", " 4 2024-04-22 22.095587 22.380882 21.682403 21.820131 1542300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 19.290001 19.920000 19.020000 19.280001 2820000\n", " 245 2025-04-08 19.309999 19.889999 19.090000 19.469999 2184800\n", " 246 2025-04-09 20.000000 20.320000 18.920000 19.010000 3776700\n", " 247 2025-04-10 19.860001 20.219999 19.540001 19.900000 2705600\n", " 248 2025-04-11 19.900000 20.110001 19.430000 20.030001 3178400\n", " \n", " [249 rows x 6 columns],\n", " 'GGBR3': Date Close High Low Open Volume\n", " 0 2024-04-16 16.070457 16.380881 15.998820 16.380881 86160\n", " 1 2024-04-17 16.380877 16.675381 16.086370 16.548029 374040\n", " 2 2024-04-18 16.065678 16.657873 16.037024 16.533703 140100\n", " 3 2024-04-19 16.189850 16.361776 16.008370 16.189850 73000\n", " 4 2024-04-22 16.428637 16.600563 15.979713 16.208950 104900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 14.230000 14.900000 13.960000 14.700000 93700\n", " 245 2025-04-08 13.660000 14.650000 13.600000 14.460000 92400\n", " 246 2025-04-09 14.500000 14.580000 13.510000 13.700000 120700\n", " 247 2025-04-10 14.030000 14.980000 13.980000 14.640000 59300\n", " 248 2025-04-11 14.280000 14.480000 14.040000 14.040000 28700\n", " \n", " [249 rows x 6 columns],\n", " 'WHRL4': Date Close High Low Open Volume\n", " 0 2024-04-16 4.262682 4.281016 4.262682 4.262682 3600\n", " 1 2024-04-17 4.171011 4.216846 4.171011 4.216846 4100\n", " 2 2024-04-18 4.262682 4.262682 4.216846 4.216846 10100\n", " 3 2024-04-19 4.262682 4.262682 4.171011 4.180178 1500\n", " 4 2024-04-22 4.262682 4.262682 4.171011 4.171011 3200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 4.240000 4.240000 4.100000 4.110000 2500\n", " 245 2025-04-08 4.290000 4.290000 4.250000 4.250000 4500\n", " 246 2025-04-09 4.350000 4.360000 4.200000 4.240000 14000\n", " 247 2025-04-10 4.290000 4.360000 4.230000 4.350000 4200\n", " 248 2025-04-11 4.230000 4.320000 4.140000 4.210000 5400\n", " \n", " [249 rows x 6 columns],\n", " 'ITUB3': Date Close High Low Open Volume\n", " 0 2024-04-16 24.661118 24.822654 24.553427 24.777784 831600\n", " 1 2024-04-17 24.679066 24.966240 24.526503 24.957266 363660\n", " 2 2024-04-18 24.714960 24.921367 24.562399 24.679063 251570\n", " 3 2024-04-19 24.616243 24.912391 24.562399 24.714960 335280\n", " 4 2024-04-22 24.607271 24.741885 24.454708 24.517528 346060\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 27.510000 27.950001 27.020000 27.400000 439700\n", " 245 2025-04-08 27.530001 28.020000 27.360001 27.600000 741000\n", " 246 2025-04-09 28.010000 28.459999 27.200001 27.490000 728900\n", " 247 2025-04-10 27.809999 28.150000 27.510000 28.010000 401000\n", " 248 2025-04-11 28.150000 28.379999 27.780001 28.059999 376900\n", " \n", " [249 rows x 6 columns],\n", " 'DMFN3': Date Close High Low Open Volume\n", " 0 2024-04-16 12.154632 12.154632 12.154632 12.154632 0\n", " 1 2024-04-17 12.154632 12.154632 12.154632 12.154632 0\n", " 2 2024-04-18 12.154632 12.154632 12.154632 12.154632 100\n", " 3 2024-04-19 12.154632 12.154632 12.154632 12.154632 0\n", " 4 2024-04-22 12.154632 12.154632 12.154632 12.154632 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 12.500000 12.500000 12.500000 12.500000 0\n", " 245 2025-04-08 12.500000 12.500000 12.500000 12.500000 0\n", " 246 2025-04-09 12.500000 12.500000 12.500000 12.500000 0\n", " 247 2025-04-10 12.500000 12.500000 12.500000 12.500000 0\n", " 248 2025-04-11 12.500000 12.500000 12.500000 12.500000 0\n", " \n", " [249 rows x 6 columns],\n", " 'GOLL4': Date Close High Low Open Volume\n", " 0 2024-04-16 1.38 1.42 1.31 1.32 9193800\n", " 1 2024-04-17 1.37 1.43 1.33 1.39 6661200\n", " 2 2024-04-18 1.41 1.56 1.35 1.36 25233200\n", " 3 2024-04-19 1.37 1.41 1.34 1.41 12909200\n", " 4 2024-04-22 1.37 1.40 1.35 1.38 6886100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.42 1.44 1.35 1.37 3232700\n", " 245 2025-04-08 1.40 1.49 1.39 1.46 2059700\n", " 246 2025-04-09 1.44 1.45 1.37 1.38 2794800\n", " 247 2025-04-10 1.40 1.44 1.40 1.41 1169000\n", " 248 2025-04-11 1.39 1.43 1.35 1.41 1796000\n", " \n", " [249 rows x 6 columns],\n", " 'BMOB3': Date Close High Low Open Volume\n", " 0 2024-04-16 12.006117 12.283328 11.757582 11.986998 1951800\n", " 1 2024-04-17 12.101707 12.292887 11.986998 12.015675 450100\n", " 2 2024-04-18 11.900968 12.245093 11.795819 12.130384 409200\n", " 3 2024-04-19 11.948763 12.082589 11.805378 11.853172 339900\n", " 4 2024-04-22 11.910527 11.986999 11.776701 11.958322 342900\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 17.209999 17.379999 16.709999 16.830000 628400\n", " 245 2025-04-08 16.580000 17.459999 16.580000 17.410000 297800\n", " 246 2025-04-09 16.830000 16.990000 16.420000 16.760000 369000\n", " 247 2025-04-10 16.650000 16.809999 16.549999 16.760000 320700\n", " 248 2025-04-11 16.860001 17.080000 16.410000 16.900000 604800\n", " \n", " [249 rows x 6 columns],\n", " 'UGPA3': Date Close High Low Open Volume\n", " 0 2024-04-16 25.906437 26.166077 25.396770 25.464084 4715800\n", " 1 2024-04-17 25.762194 25.887205 25.502552 25.839124 3040700\n", " 2 2024-04-18 25.531399 25.906438 25.319840 25.762193 3280300\n", " 3 2024-04-19 25.550632 25.829507 25.444852 25.646796 2560800\n", " 4 2024-04-22 25.589098 26.050682 25.454468 25.637179 3253600\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 16.730000 17.360001 16.389999 16.910000 9837200\n", " 245 2025-04-08 16.510000 17.150000 16.209999 16.830000 8943000\n", " 246 2025-04-09 16.870001 17.129999 16.260000 16.350000 8735100\n", " 247 2025-04-10 16.790001 16.820000 16.410000 16.650000 4473300\n", " 248 2025-04-11 16.780001 17.020000 16.600000 17.020000 4509000\n", " \n", " [249 rows x 6 columns],\n", " 'LREN3': Date Close High Low Open Volume\n", " 0 2024-04-16 14.031103 14.319055 13.455199 13.708249 16291990\n", " 1 2024-04-17 13.664620 14.362686 13.507556 14.109637 16248210\n", " 2 2024-04-18 13.446474 13.830409 13.333039 13.699523 16929220\n", " 3 2024-04-19 13.655893 13.996200 13.376668 13.446474 18075090\n", " 4 2024-04-22 13.603539 13.961297 13.542457 13.699523 9886910\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 12.120000 12.750000 12.030000 12.390000 26951700\n", " 245 2025-04-08 11.990000 12.570000 11.910000 12.300000 17882800\n", " 246 2025-04-09 12.760000 12.780000 11.770000 11.860000 28772800\n", " 247 2025-04-10 12.670000 12.960000 12.490000 12.650000 19449300\n", " 248 2025-04-11 12.800000 12.980000 12.540000 12.750000 15532900\n", " \n", " [249 rows x 6 columns],\n", " 'DOHL3': Date Close High Low Open Volume\n", " 0 2024-04-16 6.44 6.44 6.44 6.44 0\n", " 1 2024-04-17 6.44 6.44 6.44 6.44 0\n", " 2 2024-04-18 6.44 6.44 6.44 6.44 0\n", " 3 2024-04-19 6.44 6.44 6.44 6.44 0\n", " 4 2024-04-22 6.44 6.44 6.44 6.44 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.90 5.90 5.90 5.90 100\n", " 245 2025-04-08 5.90 5.90 5.90 5.90 0\n", " 246 2025-04-09 5.90 5.90 5.90 5.90 0\n", " 247 2025-04-10 5.90 5.90 5.90 5.90 0\n", " 248 2025-04-11 5.90 5.90 5.90 5.90 0\n", " \n", " [249 rows x 6 columns],\n", " 'DMVF3': Date Close High Low Open Volume\n", " 0 2024-04-16 6.86 7.30 6.80 6.90 113600\n", " 1 2024-04-17 7.21 7.23 6.81 6.81 115300\n", " 2 2024-04-18 7.77 7.97 7.25 7.25 317400\n", " 3 2024-04-19 8.17 8.23 7.71 7.77 201300\n", " 4 2024-04-22 7.83 8.33 7.72 8.19 237700\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 5.24 5.32 5.13 5.30 66100\n", " 245 2025-04-08 5.21 5.33 5.11 5.16 86500\n", " 246 2025-04-09 5.49 5.70 5.08 5.19 249900\n", " 247 2025-04-10 5.62 5.72 5.35 5.40 227700\n", " 248 2025-04-11 5.69 5.89 5.53 5.75 94000\n", " \n", " [249 rows x 6 columns],\n", " 'ABCB4': Date Close High Low Open Volume\n", " 0 2024-04-16 21.514687 21.690353 21.311281 21.690353 655700\n", " 1 2024-04-17 20.922962 21.708845 20.904472 21.542422 789900\n", " 2 2024-04-18 20.617855 21.126368 20.525400 20.922962 713900\n", " 3 2024-04-19 21.218826 21.265054 20.608612 20.617856 824800\n", " 4 2024-04-22 21.403738 21.477703 20.738050 21.126368 566100\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 19.559999 20.070000 19.500000 19.930000 522200\n", " 245 2025-04-08 19.330000 19.889999 19.330000 19.629999 448500\n", " 246 2025-04-09 19.469999 19.719999 19.139999 19.330000 611800\n", " 247 2025-04-10 19.459999 19.590000 19.250000 19.510000 576100\n", " 248 2025-04-11 19.280001 19.469999 19.240000 19.410000 409000\n", " \n", " [249 rows x 6 columns],\n", " 'AZUL4': Date Close High Low Open Volume\n", " 0 2024-04-16 10.47 10.66 9.88 10.35 25639900\n", " 1 2024-04-17 10.47 11.00 10.29 10.86 16414700\n", " 2 2024-04-18 10.07 10.81 9.72 10.38 30799100\n", " 3 2024-04-19 9.94 10.32 9.85 10.00 20050100\n", " 4 2024-04-22 10.13 10.29 9.93 10.01 13120200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 3.09 3.21 3.04 3.10 15796100\n", " 245 2025-04-08 3.01 3.19 2.97 3.19 12207500\n", " 246 2025-04-09 3.15 3.15 2.91 2.95 21479200\n", " 247 2025-04-10 3.01 3.15 2.97 3.15 14118400\n", " 248 2025-04-11 3.00 3.07 2.97 3.01 11762100\n", " \n", " [249 rows x 6 columns],\n", " 'OIBR3': Date Close High Low Open Volume\n", " 0 2024-04-16 6.80 7.10 6.60 6.70 1448090\n", " 1 2024-04-17 6.80 7.10 6.60 6.90 1066110\n", " 2 2024-04-18 7.10 7.20 6.70 6.90 1623880\n", " 3 2024-04-19 7.00 7.50 7.00 7.30 1902870\n", " 4 2024-04-22 6.90 7.20 6.80 7.10 889010\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 0.80 0.89 0.78 0.89 12639700\n", " 245 2025-04-08 0.72 0.84 0.71 0.82 9700000\n", " 246 2025-04-09 0.70 0.73 0.68 0.72 9635400\n", " 247 2025-04-10 0.59 0.75 0.58 0.70 26377900\n", " 248 2025-04-11 0.48 0.60 0.46 0.59 40969000\n", " \n", " [249 rows x 6 columns],\n", " 'TXRX4': Date Close High Low Open Volume\n", " 0 2024-04-16 2.39 2.39 2.30 2.30 3200\n", " 1 2024-04-17 2.39 2.39 2.39 2.39 0\n", " 2 2024-04-18 2.30 2.30 2.30 2.30 1000\n", " 3 2024-04-19 2.20 2.33 2.20 2.33 6100\n", " 4 2024-04-22 2.40 2.48 2.21 2.21 5200\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 1.70 1.70 1.70 1.70 300\n", " 245 2025-04-08 1.50 1.65 1.50 1.65 1600\n", " 246 2025-04-09 1.50 1.50 1.50 1.50 0\n", " 247 2025-04-10 1.90 1.90 1.79 1.79 400\n", " 248 2025-04-11 2.06 2.10 1.85 1.85 9100\n", " \n", " [249 rows x 6 columns],\n", " 'CEBR3': Date Close High Low Open Volume\n", " 0 2024-04-16 20.152208 20.152208 20.021591 20.152208 1200\n", " 1 2024-04-17 19.984274 20.236177 19.984274 20.236177 3300\n", " 2 2024-04-18 19.788349 20.236177 19.788349 20.170870 3500\n", " 3 2024-04-19 20.002934 20.217517 19.620415 20.217517 2700\n", " 4 2024-04-22 23.510910 26.123233 19.965613 20.170868 63300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 18.100000 18.350000 17.910000 18.290001 11000\n", " 245 2025-04-08 18.000000 18.100000 17.809999 18.100000 6000\n", " 246 2025-04-09 17.990000 18.000000 17.629999 17.809999 7000\n", " 247 2025-04-10 17.850000 17.969999 17.700001 17.700001 5400\n", " 248 2025-04-11 17.950001 18.000000 17.309999 17.850000 5800\n", " \n", " [249 rows x 6 columns],\n", " 'VSTE3': Date Close High Low Open Volume\n", " 0 2024-04-16 14.893930 15.053438 14.854054 14.854054 4400\n", " 1 2024-04-17 14.903900 14.903900 14.335658 14.614794 8000\n", " 2 2024-04-18 14.953746 15.252821 14.664640 14.804209 5000\n", " 3 2024-04-19 13.966799 15.422297 13.966799 14.963715 2200\n", " 4 2024-04-22 15.063407 15.063407 14.245936 14.245936 1400\n", " .. ... ... ... ... ... ...\n", " 240 2025-04-07 6.730000 6.770000 6.620000 6.700000 9800\n", " 241 2025-04-08 6.790000 6.950000 6.640000 6.730000 2300\n", " 242 2025-04-09 6.700000 6.720000 6.620000 6.620000 2400\n", " 243 2025-04-10 6.770000 6.800000 6.620000 6.800000 400\n", " 244 2025-04-11 6.800000 6.840000 6.630000 6.840000 2900\n", " \n", " [245 rows x 6 columns],\n", " 'BRGE5': Date Close High Low Open Volume\n", " 0 2024-04-16 13.18 13.18 13.18 13.18 0\n", " 1 2024-04-17 13.18 13.18 13.18 13.18 0\n", " 2 2024-04-18 13.18 13.18 13.18 13.18 0\n", " 3 2024-04-19 13.18 13.18 13.18 13.18 0\n", " 4 2024-04-22 13.18 13.18 13.18 13.18 0\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 13.18 13.18 13.18 13.18 0\n", " 245 2025-04-08 13.18 13.18 13.18 13.18 0\n", " 246 2025-04-09 13.18 13.18 13.18 13.18 0\n", " 247 2025-04-10 13.18 13.18 13.18 13.18 0\n", " 248 2025-04-11 13.18 13.18 13.18 13.18 0\n", " \n", " [249 rows x 6 columns],\n", " 'JFEN3': Date Close High Low Open Volume\n", " 0 2024-04-16 33.200001 36.400002 33.200001 35.799999 2050\n", " 1 2024-04-17 33.000000 36.000000 32.599998 36.000000 2175\n", " 2 2024-04-18 33.400002 34.799999 32.200001 34.599998 1595\n", " 3 2024-04-19 33.000000 33.400002 31.799999 32.400002 4270\n", " 4 2024-04-22 32.400002 33.200001 31.400000 31.600000 3230\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 2.320000 2.400000 2.320000 2.400000 6400\n", " 245 2025-04-08 2.310000 2.360000 2.310000 2.330000 18400\n", " 246 2025-04-09 2.320000 2.320000 2.310000 2.310000 2300\n", " 247 2025-04-10 2.310000 2.370000 2.310000 2.320000 9300\n", " 248 2025-04-11 2.370000 2.400000 2.310000 2.310000 8800\n", " \n", " [249 rows x 6 columns],\n", " 'ELET6': Date Close High Low Open Volume\n", " 0 2024-04-16 39.279392 39.891134 39.032868 39.032868 1609700\n", " 1 2024-04-17 38.978085 39.489394 38.631128 39.315915 1809700\n", " 2 2024-04-18 38.923302 39.197216 38.485038 38.996344 1479100\n", " 3 2024-04-19 39.014606 39.261130 38.831996 39.014606 1007200\n", " 4 2024-04-22 39.005478 39.224608 38.612866 39.014607 1295300\n", " .. ... ... ... ... ... ...\n", " 244 2025-04-07 43.820000 44.320000 43.009998 43.500000 1478800\n", " 245 2025-04-08 43.860001 44.529999 43.779999 43.820000 1881400\n", " 246 2025-04-09 44.630001 45.070000 43.459999 43.610001 3027100\n", " 247 2025-04-10 45.130001 45.130001 44.099998 44.400002 1366100\n", " 248 2025-04-11 44.840000 45.380001 44.570000 45.380001 1966200\n", " \n", " [249 rows x 6 columns]}" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 76 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-14T00:14:39.692507Z", "start_time": "2025-04-14T00:14:39.685091Z" } }, "cell_type": "code", "source": [ "# https://www.dias-uteis.com/#am1d\n", "dias_uteis_6meses = 122\n", "dias_uteis_12meses = dias_uteis_6meses * 2\n", "\n", "\n", "def calcular_metricas_tecnicas(dados_historicos):\n", " resultados = []\n", "\n", " for i, (ticker, data) in enumerate(dados_historicos.items()):\n", " if len(data) < 50: # Ignorar ações com poucos dados\n", " continue\n", "\n", " try:\n", " # Calcular retornos diários\n", " retornos = data['Close'].pct_change().dropna()\n", "\n", " preco_atual = data.iloc[-1]['Close']\n", "\n", " # Momentum de 6 meses\n", " range_6m = max(0, dias_uteis_6meses)\n", " if len(data) >= range_6m:\n", " preco_6m = data.iloc[-range_6m]['Close']\n", " momentum_6m = ((preco_atual / preco_6m) - 1) * 100\n", " else:\n", " momentum_6m = None\n", "\n", " # Momentum de 12 meses\n", " range_12m = max(0, dias_uteis_12meses)\n", " if len(data) >= range_12m:\n", " preco_12m = data.iloc[-range_12m]['Close']\n", " momentum_12m = ((preco_atual / preco_12m) - 1) * 100\n", " else:\n", " momentum_12m = None\n", "\n", " # Volatilidade (anualizada)\n", " volatilidade = retornos.std() * np.sqrt(dias_uteis_12meses) * 100\n", "\n", " resultados.append({\n", " 'Ticker': ticker,\n", " 'Momentum_6m': momentum_6m,\n", " 'Momentum_12m': momentum_12m,\n", " 'Volatilidade': volatilidade\n", " })\n", "\n", " except Exception as e:\n", " print(f\"Erro nos cálculos para {ticker}: {e}\")\n", "\n", " resultados_df = pd.DataFrame(resultados).loc[~(pd.DataFrame(resultados) == 0).any(axis=1)]\n", " return resultados_df" ], "id": "fbca0e518ee0f867", "outputs": [], "execution_count": 99 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-14T00:14:40.502228Z", "start_time": "2025-04-14T00:14:40.228859Z" } }, "cell_type": "code", "source": [ "acoes_resultados = calcular_metricas_tecnicas(acoes_historico_dict)\n", "acoes_resultados" ], "id": "18533d822a81c3e", "outputs": [ { "data": { "text/plain": [ " Ticker Momentum_6m Momentum_12m Volatilidade\n", "0 DIRR3 14.061952 60.020649 30.598054\n", "1 OIBR4 -38.640593 -63.591160 154.357686\n", "2 BRKM3 -42.911877 -52.482916 41.755155\n", "3 PEAB3 -9.011195 -9.735953 42.284061\n", "4 ALPA4 5.050511 -21.720429 35.454403\n", ".. ... ... ... ...\n", "461 TXRX4 -12.711863 -10.434783 57.896237\n", "462 CEBR3 -1.331686 -29.705595 34.374534\n", "463 VSTE3 -33.916422 -54.374358 52.341992\n", "465 JFEN3 -54.423077 -92.500000 129.762323\n", "466 ELET6 9.636244 16.264553 20.036549\n", "\n", "[426 rows x 4 columns]" ], "text/html": [ "
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TickerMomentum_6mMomentum_12mVolatilidade
0DIRR314.06195260.02064930.598054
1OIBR4-38.640593-63.591160154.357686
2BRKM3-42.911877-52.48291641.755155
3PEAB3-9.011195-9.73595342.284061
4ALPA45.050511-21.72042935.454403
...............
461TXRX4-12.711863-10.43478357.896237
462CEBR3-1.331686-29.70559534.374534
463VSTE3-33.916422-54.37435852.341992
465JFEN3-54.423077-92.500000129.762323
466ELET69.63624416.26455320.036549
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426 rows × 4 columns

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" ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 100 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-14T00:14:58.137272Z", "start_time": "2025-04-14T00:14:58.133013Z" } }, "cell_type": "code", "source": [ "def ranking_fatores(df, fatores):\n", " \"\"\"\n", " Calcula ranking para cada fator\n", " fatores = [{\n", " 'nome': nome do fator,\n", " 'coluna': coluna no dataframe,\n", " 'ascendente': True se menor valor é melhor\n", " }]\n", " \"\"\"\n", " df_ranking = df.copy()\n", "\n", " for fator in fatores:\n", " nome = fator['nome']\n", " coluna = fator['coluna']\n", " ascendente = fator['ascendente']\n", "\n", " if coluna in df.columns:\n", " df_ranking.loc[:, f'{nome}_Rank'] = df[coluna].rank(ascending=ascendente, method='min', na_option='bottom')\n", "\n", " return df_ranking" ], "id": "5d00dac399bd3be8", "outputs": [], "execution_count": 101 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-14T00:19:08.110684Z", "start_time": "2025-04-14T00:19:08.095246Z" } }, "cell_type": "code", "source": [ "acoes_fatores = [\n", " {\n", " 'nome': 'Momentum_6m',\n", " 'coluna': 'Momentum_6m',\n", " 'ascendente': False\n", " },\n", " {\n", " 'nome': 'Momentum_12m',\n", " 'coluna': 'Momentum_12m',\n", " 'ascendente': False\n", " },\n", " {\n", " 'nome': 'Volatilidade',\n", " 'coluna': 'Volatilidade',\n", " 'ascendente': True\n", " }\n", "]\n", "acoes_rank_fatores = ranking_fatores(acoes_resultados, acoes_fatores)\n", "\n", "acoes_rank_fatores" ], "id": "6c302006e3cbf3b3", "outputs": [ { "data": { "text/plain": [ " Ticker Momentum_6m Momentum_12m Volatilidade Momentum_6m_Rank \\\n", "0 DIRR3 14.061952 60.020649 30.598054 66.0 \n", "1 OIBR4 -38.640593 -63.591160 154.357686 389.0 \n", "2 BRKM3 -42.911877 -52.482916 41.755155 404.0 \n", "3 PEAB3 -9.011195 -9.735953 42.284061 237.0 \n", "4 ALPA4 5.050511 -21.720429 35.454403 117.0 \n", ".. ... ... ... ... ... \n", "461 TXRX4 -12.711863 -10.434783 57.896237 278.0 \n", "462 CEBR3 -1.331686 -29.705595 34.374534 171.0 \n", "463 VSTE3 -33.916422 -54.374358 52.341992 377.0 \n", "465 JFEN3 -54.423077 -92.500000 129.762323 417.0 \n", "466 ELET6 9.636244 16.264553 20.036549 85.0 \n", "\n", " Momentum_12m_Rank Volatilidade_Rank \n", "0 15.0 144.0 \n", "1 404.0 421.0 \n", "2 390.0 241.0 \n", "3 221.0 244.0 \n", "4 283.0 194.0 \n", ".. ... ... \n", "461 228.0 354.0 \n", "462 326.0 187.0 \n", "463 396.0 324.0 \n", "465 415.0 419.0 \n", "466 77.0 35.0 \n", "\n", "[426 rows x 7 columns]" ], "text/html": [ "
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TickerMomentum_6mMomentum_12mVolatilidadeMomentum_6m_RankMomentum_12m_RankVolatilidade_Rank
0DIRR314.06195260.02064930.59805466.015.0144.0
1OIBR4-38.640593-63.591160154.357686389.0404.0421.0
2BRKM3-42.911877-52.48291641.755155404.0390.0241.0
3PEAB3-9.011195-9.73595342.284061237.0221.0244.0
4ALPA45.050511-21.72042935.454403117.0283.0194.0
........................
461TXRX4-12.711863-10.43478357.896237278.0228.0354.0
462CEBR3-1.331686-29.70559534.374534171.0326.0187.0
463VSTE3-33.916422-54.37435852.341992377.0396.0324.0
465JFEN3-54.423077-92.500000129.762323417.0415.0419.0
466ELET69.63624416.26455320.03654985.077.035.0
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426 rows × 7 columns

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" ] }, "execution_count": 109, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 109 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-14T00:19:10.513014Z", "start_time": "2025-04-14T00:19:10.508873Z" } }, "cell_type": "code", "source": [ "def combinar_rankings(df, fatores, pesos=None):\n", " if pesos is None:\n", " pesos = {fator['nome']: 1 for fator in fatores}\n", "\n", " # Calcular ranking combinado\n", " df_resultado = df.copy()\n", " df_resultado.loc[:, 'Ranking_Combinado'] = 0.0\n", "\n", " for fator in fatores:\n", " nome = fator['nome']\n", " peso = pesos.get(nome, 1)\n", " df_resultado.loc[:, 'Ranking_Combinado'] += df_resultado[f'{nome}_Rank'].fillna(0) * peso\n", "\n", " # Ordenar pelo ranking combinado\n", " return df_resultado.sort_values('Ranking_Combinado')" ], "id": "8c5d4891df43ad5", "outputs": [], "execution_count": 110 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-14T00:22:00.274300Z", "start_time": "2025-04-14T00:22:00.259709Z" } }, "cell_type": "code", "source": [ "acoes_ranks_combinados = combinar_rankings(acoes_rank_fatores, acoes_fatores, pesos={\n", " 'Momentum_6m': 0.5,\n", " 'Momentum_12m': 0.3,\n", " 'Volatilidade': 0.2\n", "})\n", "acoes_ranks_combinados" ], "id": "8726bcc7f3e20265", "outputs": [ { "data": { "text/plain": [ " Ticker Momentum_6m Momentum_12m Volatilidade Momentum_6m_Rank \\\n", "263 FRAS3 31.609075 58.282830 21.161581 24.0 \n", "180 TGMA3 34.539837 55.300583 25.318405 21.0 \n", "184 GEPA4 16.677749 53.368286 22.289399 58.0 \n", "105 BBSE3 17.692076 27.781606 17.756093 56.0 \n", "81 AURA33 75.404372 198.598902 40.832390 9.0 \n", ".. ... ... ... ... ... \n", "383 AMOB3 NaN NaN 77.650956 422.0 \n", "465 JFEN3 -54.423077 -92.500000 129.762323 417.0 \n", "246 ATED3 NaN NaN 94.108463 422.0 \n", "460 OIBR3 -89.565217 -92.941177 117.000155 421.0 \n", "218 BSLI4 NaN NaN 200.770830 422.0 \n", "\n", " Momentum_12m_Rank Volatilidade_Rank Ranking_Combinado \n", "263 17.0 43.0 25.7 \n", "180 20.0 86.0 33.7 \n", "184 21.0 49.0 45.1 \n", "105 49.0 15.0 45.7 \n", "81 4.0 233.0 52.3 \n", ".. ... ... ... \n", "383 419.0 390.0 414.7 \n", "465 415.0 419.0 416.8 \n", "246 419.0 401.0 416.9 \n", "460 416.0 414.0 418.1 \n", "218 419.0 422.0 421.1 \n", "\n", "[426 rows x 8 columns]" ], "text/html": [ "
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TickerMomentum_6mMomentum_12mVolatilidadeMomentum_6m_RankMomentum_12m_RankVolatilidade_RankRanking_Combinado
263FRAS331.60907558.28283021.16158124.017.043.025.7
180TGMA334.53983755.30058325.31840521.020.086.033.7
184GEPA416.67774953.36828622.28939958.021.049.045.1
105BBSE317.69207627.78160617.75609356.049.015.045.7
81AURA3375.404372198.59890240.8323909.04.0233.052.3
...........................
383AMOB3NaNNaN77.650956422.0419.0390.0414.7
465JFEN3-54.423077-92.500000129.762323417.0415.0419.0416.8
246ATED3NaNNaN94.108463422.0419.0401.0416.9
460OIBR3-89.565217-92.941177117.000155421.0416.0414.0418.1
218BSLI4NaNNaN200.770830422.0419.0422.0421.1
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426 rows × 8 columns

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" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 112 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-14T00:22:59.442603Z", "start_time": "2025-04-14T00:22:59.429448Z" } }, "cell_type": "code", "source": [ "def factor_investing(estrategia='multifator', top_n=30, liquidez_minima=1_000_000):\n", " print(f\"Aplicando estratégia: {estrategia}\")\n", "\n", " # Obter dados fundamentalistas\n", " # print(\"Obtendo dados fundamentalistas...\")\n", " # acoes_df = obter_dados_fundamentus()\n", "\n", " # Filtro de liquidez\n", " df_liquido = acoes_df[acoes_df['Liq.2meses'] > liquidez_minima].copy()\n", "\n", " # Definir fatores conforme a estratégia\n", " if estrategia == 'valor':\n", " fatores = [\n", " {'nome': 'PL', 'coluna': 'P/L', 'ascendente': True},\n", " {'nome': 'PVP', 'coluna': 'P/VP', 'ascendente': True},\n", " {'nome': 'EVEBIT', 'coluna': 'EV/EBIT', 'ascendente': True}\n", " ]\n", " pesos = {'PL': 1, 'PVP': 1, 'EVEBIT': 1}\n", "\n", " elif estrategia == 'qualidade':\n", " fatores = [\n", " {'nome': 'ROE', 'coluna': 'ROE', 'ascendente': False},\n", " {'nome': 'ROIC', 'coluna': 'ROIC', 'ascendente': False},\n", " {'nome': 'MargLiq', 'coluna': 'Mrg. Líq.', 'ascendente': False}\n", " ]\n", " pesos = {'ROE': 1, 'ROIC': 1, 'MargLiq': 1}\n", "\n", " elif estrategia == 'crescimento':\n", " fatores = [\n", " {'nome': 'CrescRec', 'coluna': 'Cresc. Rec.5a', 'ascendente': False}\n", " ]\n", " pesos = {'CrescRec': 1}\n", "\n", " elif estrategia == 'dividendos':\n", " fatores = [\n", " {'nome': 'DY', 'coluna': 'Div.Yield', 'ascendente': False}\n", " ]\n", " pesos = {'DY': 1}\n", "\n", " elif estrategia == 'momentum':\n", " print(\"Obtendo dados históricos para momentum...\")\n", " tickers = df_liquido['Papel'].tolist()\n", " # dados_hist = obter_dados_historicos(tickers)\n", "\n", " # Calcular métricas técnicas\n", " df_tecnico = calcular_metricas_tecnicas(acoes_historico_dict)\n", "\n", " # Mesclar com dados fundamentalistas\n", " df_liquido = pd.merge(df_liquido, df_tecnico, left_on='Papel', right_on='Ticker', how='left')\n", "\n", " fatores = [\n", " {'nome': 'Mom6m', 'coluna': 'Momentum_6m', 'ascendente': False},\n", " {'nome': 'Mom12m', 'coluna': 'Momentum_12m', 'ascendente': False}\n", " ]\n", " pesos = {'Mom6m': 0.7, 'Mom12m': 0.3}\n", "\n", " elif estrategia == 'baixa_volatilidade':\n", " print(\"Obtendo dados históricos para volatilidade...\")\n", " tickers = df_liquido['Papel'].tolist()\n", " # dados_hist = obter_dados_historicos(tickers)\n", "\n", " df_tecnico = calcular_metricas_tecnicas(acoes_historico_dict)\n", " df_liquido = pd.merge(df_liquido, df_tecnico, left_on='Papel', right_on='Ticker', how='left')\n", "\n", " fatores = [\n", " {'nome': 'Vol', 'coluna': 'Volatilidade', 'ascendente': True}\n", " ]\n", " pesos = {'Vol': 1}\n", "\n", " elif estrategia == 'multifator':\n", " print(\"Obtendo dados históricos...\")\n", " tickers = df_liquido['Papel'].tolist()\n", " # dados_hist = obter_dados_historicos(tickers)\n", "\n", " df_tecnico = calcular_metricas_tecnicas(acoes_historico_dict)\n", " df_liquido = pd.merge(df_liquido, df_tecnico, left_on='Papel', right_on='Ticker', how='left')\n", "\n", " fatores = [\n", " {'nome': 'PL', 'coluna': 'P/L', 'ascendente': True},\n", " {'nome': 'PVP', 'coluna': 'P/VP', 'ascendente': True},\n", " {'nome': 'ROIC', 'coluna': 'ROIC', 'ascendente': False},\n", " {'nome': 'Mom6m', 'coluna': 'Momentum_6m', 'ascendente': False},\n", " {'nome': 'DY', 'coluna': 'Div.Yield', 'ascendente': False},\n", " {'nome': 'Vol', 'coluna': 'Volatilidade', 'ascendente': True}\n", " ]\n", " pesos = {'PL': 1, 'PVP': 1, 'ROIC': 1.5, 'Mom6m': 1, 'DY': 0.5, 'Vol': 0.5}\n", "\n", " else:\n", " print(\"Estratégia inválida. Use 'valor', 'qualidade', 'crescimento', 'dividendos', 'momentum', 'baixa_volatilidade' ou 'multifator'\")\n", " return None\n", "\n", " # Calcular rankings para cada fator\n", " print(\"Calculando rankings...\")\n", " df_ranks = ranking_fatores(df_liquido, fatores)\n", "\n", " # Combinar rankings com pesos\n", " df_resultado = combinar_rankings(df_ranks, fatores, pesos)\n", "\n", " # Selecionar as top N ações\n", " top_acoes = df_resultado.head(top_n)\n", "\n", " return top_acoes" ], "id": "886110a92dbf4bb1", "outputs": [], "execution_count": 113 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-14T00:25:02.665483Z", "start_time": "2025-04-14T00:25:02.362533Z" } }, "cell_type": "code", "source": [ "acoes_top = factor_investing(estrategia='multifator', top_n=15, liquidez_minima=1_000_000)\n", "acoes_top" ], "id": "a65a698145cb89c4", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aplicando estratégia: multifator\n", "Obtendo dados históricos...\n", "Calculando rankings...\n" ] }, { "data": { "text/plain": [ " Papel Cotação P/L P/VP PSR Div.Yield P/Ativo P/Cap.Giro \\\n", "33 BEEF3 6.97 -2.72 -8.84 0.124 0.00 0.100 0.54 \n", "78 VLID3 25.11 5.39 1.14 0.946 13.35 0.698 2.03 \n", "64 ISAE4 22.17 4.18 0.74 1.834 10.65 0.337 3.12 \n", "4 AURA33 36.19 -52.77 5.69 2.440 2.19 1.175 9.20 \n", "81 LAVV3 9.54 5.44 1.25 1.203 10.56 0.539 0.89 \n", "77 SAPR3 5.44 5.32 0.76 1.200 5.28 0.401 5.69 \n", "79 SAPR11 27.59 5.40 0.77 1.218 5.62 0.407 5.77 \n", "132 TGMA3 34.14 8.35 2.45 1.078 7.56 1.695 5.01 \n", "80 SAPR4 5.53 5.41 0.77 1.220 5.71 0.407 5.78 \n", "63 CMIG4 10.11 4.07 1.06 0.727 10.26 0.484 -15.12 \n", "85 CSMG3 19.75 5.70 0.93 0.953 12.20 0.484 10.24 \n", "97 NEOE3 20.47 6.84 0.76 0.507 3.29 0.227 5.62 \n", "51 TIMS3 17.27 0.00 0.00 0.000 9.55 0.000 0.00 \n", "117 PFRM3 7.00 7.56 0.67 0.085 8.21 0.154 0.84 \n", "99 GRND3 5.58 6.85 1.25 1.915 7.34 1.119 1.93 \n", "\n", " P/EBIT P/Ativ Circ.Liq ... Momentum_6m Momentum_12m Volatilidade \\\n", "33 1.79 -0.24 ... 25.585577 14.449912 43.784118 \n", "78 5.25 4.77 ... 25.506471 55.700730 45.730556 \n", "64 3.23 -0.96 ... -2.760031 -4.301076 20.447443 \n", "4 6.59 -2.71 ... 75.404372 198.598902 40.832390 \n", "81 5.58 2.03 ... 27.316067 24.017574 28.157002 \n", "77 3.55 -1.29 ... 4.672241 15.071730 26.861520 \n", "79 3.61 -1.31 ... 2.003341 11.590112 24.510670 \n", "132 6.58 7.39 ... 34.539837 55.300583 25.318405 \n", "80 3.61 -1.31 ... 0.799486 10.269273 26.092463 \n", "63 4.04 -1.44 ... -5.692150 14.852203 24.845885 \n", "85 3.49 -1.49 ... -6.297241 2.506521 29.150735 \n", "97 2.35 -0.48 ... 8.952308 8.050290 20.916666 \n", "51 0.00 0.00 ... 10.856302 10.710387 26.515419 \n", "117 2.91 -83.95 ... 27.308466 25.012733 38.427178 \n", "99 9.84 1.95 ... 5.107039 -2.372342 26.522714 \n", "\n", " PL_Rank PVP_Rank ROIC_Rank Mom6m_Rank DY_Rank Vol_Rank \\\n", "33 34.0 1.0 83.0 17.0 170.0 143.0 \n", "78 79.0 121.0 26.0 18.0 16.0 150.0 \n", "64 65.0 61.0 75.0 96.0 27.0 16.0 \n", "4 5.0 213.0 10.0 3.0 145.0 133.0 \n", "81 82.0 141.0 61.0 15.0 28.0 73.0 \n", "77 78.0 66.0 64.0 64.0 98.0 61.0 \n", "79 80.0 70.0 64.0 77.0 95.0 41.0 \n", "132 133.0 190.0 5.0 10.0 61.0 50.0 \n", "80 81.0 70.0 64.0 80.0 92.0 57.0 \n", "63 64.0 106.0 56.0 110.0 32.0 44.0 \n", "85 86.0 94.0 42.0 115.0 21.0 79.0 \n", "97 98.0 66.0 85.0 51.0 126.0 17.0 \n", "51 51.0 10.0 181.0 44.0 36.0 59.0 \n", "117 117.0 51.0 101.0 16.0 56.0 128.0 \n", "99 100.0 141.0 41.0 62.0 66.0 60.0 \n", "\n", " Ranking_Combinado \n", "33 333.0 \n", "78 340.0 \n", "64 356.0 \n", "4 375.0 \n", "81 380.0 \n", "77 383.5 \n", "79 391.0 \n", "132 396.0 \n", "80 401.5 \n", "63 402.0 \n", "85 408.0 \n", "97 414.0 \n", "51 424.0 \n", "117 427.5 \n", "99 427.5 \n", "\n", "[15 rows x 32 columns]" ], "text/html": [ "
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PapelCotaçãoP/LP/VPPSRDiv.YieldP/AtivoP/Cap.GiroP/EBITP/Ativ Circ.Liq...Momentum_6mMomentum_12mVolatilidadePL_RankPVP_RankROIC_RankMom6m_RankDY_RankVol_RankRanking_Combinado
33BEEF36.97-2.72-8.840.1240.000.1000.541.79-0.24...25.58557714.44991243.78411834.01.083.017.0170.0143.0333.0
78VLID325.115.391.140.94613.350.6982.035.254.77...25.50647155.70073045.73055679.0121.026.018.016.0150.0340.0
64ISAE422.174.180.741.83410.650.3373.123.23-0.96...-2.760031-4.30107620.44744365.061.075.096.027.016.0356.0
4AURA3336.19-52.775.692.4402.191.1759.206.59-2.71...75.404372198.59890240.8323905.0213.010.03.0145.0133.0375.0
81LAVV39.545.441.251.20310.560.5390.895.582.03...27.31606724.01757428.15700282.0141.061.015.028.073.0380.0
77SAPR35.445.320.761.2005.280.4015.693.55-1.29...4.67224115.07173026.86152078.066.064.064.098.061.0383.5
79SAPR1127.595.400.771.2185.620.4075.773.61-1.31...2.00334111.59011224.51067080.070.064.077.095.041.0391.0
132TGMA334.148.352.451.0787.561.6955.016.587.39...34.53983755.30058325.318405133.0190.05.010.061.050.0396.0
80SAPR45.535.410.771.2205.710.4075.783.61-1.31...0.79948610.26927326.09246381.070.064.080.092.057.0401.5
63CMIG410.114.071.060.72710.260.484-15.124.04-1.44...-5.69215014.85220324.84588564.0106.056.0110.032.044.0402.0
85CSMG319.755.700.930.95312.200.48410.243.49-1.49...-6.2972412.50652129.15073586.094.042.0115.021.079.0408.0
97NEOE320.476.840.760.5073.290.2275.622.35-0.48...8.9523088.05029020.91666698.066.085.051.0126.017.0414.0
51TIMS317.270.000.000.0009.550.0000.000.000.00...10.85630210.71038726.51541951.010.0181.044.036.059.0424.0
117PFRM37.007.560.670.0858.210.1540.842.91-83.95...27.30846625.01273338.427178117.051.0101.016.056.0128.0427.5
99GRND35.586.851.251.9157.341.1191.939.841.95...5.107039-2.37234226.522714100.0141.041.062.066.060.0427.5
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15 rows × 32 columns

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