ImGabreuw
18794 lines
1.1 MiB
Plaintext
18794 lines
1.1 MiB
Plaintext
{
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"cells": [
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-04-13T21:23:10.418501Z",
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"start_time": "2025-04-13T21:23:04.202513Z"
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}
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},
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"cell_type": "code",
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"source": "!pip install -q pandas numpy requests beautifulsoup4 matplotlib",
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"id": "ebd660f0c74975b3",
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"/usr/bin/bash: warning: setlocale: LC_ALL: cannot change locale (en_US.UTF-8): No such file or directory\r\n"
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]
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}
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],
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"execution_count": 2
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},
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{
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||
"cell_type": "code",
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||
"id": "initial_id",
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||
"metadata": {
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||
"collapsed": true,
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||
"ExecuteTime": {
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||
"end_time": "2025-04-13T22:23:17.542009Z",
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"start_time": "2025-04-13T22:23:17.538466Z"
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}
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},
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"import requests\n",
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"from bs4 import BeautifulSoup\n",
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"import yfinance as yf\n",
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"import matplotlib.pyplot as plt\n",
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"from datetime import datetime, timedelta\n",
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"import time\n",
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"import os\n",
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"import glob"
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],
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"outputs": [],
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||
"execution_count": 34
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},
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{
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||
"metadata": {
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"ExecuteTime": {
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||
"end_time": "2025-04-13T21:36:49.047188Z",
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||
"start_time": "2025-04-13T21:36:49.042332Z"
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}
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},
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"cell_type": "code",
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||
"source": [
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"def obter_dados_fundamentus():\n",
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" url = \"https://www.fundamentus.com.br/resultado.php\"\n",
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" headers = {\n",
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" 'User-Agent': 'Mozilla/5.0 (X11; Linux x86_64; rv:136.0) Gecko/20100101 Firefox/136.0'\n",
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" }\n",
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"\n",
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" response = requests.get(url, headers=headers)\n",
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" soup = BeautifulSoup(response.text, 'html.parser')\n",
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"\n",
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" tabela = soup.find('table', {'id': 'resultado'})\n",
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" dados = []\n",
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"\n",
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" # Extrair cabeçalhos\n",
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" headers = []\n",
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" for th in tabela.find_all('th'):\n",
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" headers.append(th.text.strip())\n",
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"\n",
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" # Extrair linhas de dados\n",
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" for tr in tabela.find_all('tr')[1:]:\n",
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" row = {}\n",
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" for i, td in enumerate(tr.find_all('td')):\n",
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" row[headers[i]] = td.text.strip()\n",
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" dados.append(row)\n",
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"\n",
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" # Converter para DataFrame\n",
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" df = pd.DataFrame(dados)\n",
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"\n",
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" print(headers)\n",
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"\n",
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" # Limpar formatação dos dados numéricos, excluindo a primeira coluna (o nome da ação)\n",
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" for col in headers[1:]:\n",
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" if col in df.columns:\n",
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" df[col] = df[col].str.replace('.', '').str.replace(',', '.')\n",
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" df[col] = df[col].str.replace('%', '')\n",
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" df[col] = pd.to_numeric(df[col], errors='coerce')\n",
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||
"\n",
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||
" return df"
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||
],
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||
"id": "50e3e3d844494a6f",
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||
"outputs": [],
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||
"execution_count": 16
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||
},
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||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-04-13T21:36:50.496417Z",
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||
"start_time": "2025-04-13T21:36:49.560698Z"
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||
}
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||
},
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||
"cell_type": "code",
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||
"source": [
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"acoes_df = obter_dados_fundamentus()\n",
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"acoes_df"
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],
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"id": "dbdceee90ba74b1b",
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||
"outputs": [
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||
{
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||
"name": "stdout",
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"output_type": "stream",
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"text": [
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"['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"
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]
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},
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{
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"data": {
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"text/plain": [
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" Papel Cotação P/L P/VP PSR Div.Yield P/Ativo P/Cap.Giro \\\n",
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"0 PORP4 2.40 0.00 0.00 0.000 0.00 0.000 0.00 \n",
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"1 POPR4 10.17 0.00 0.00 0.000 0.00 0.000 0.00 \n",
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"2 MNSA3 0.42 0.00 0.00 0.000 0.00 0.000 0.00 \n",
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||
"3 CFLU4 1000.00 0.00 0.00 0.000 0.00 0.000 0.00 \n",
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||
"4 CSTB4 147.69 0.00 0.00 0.000 0.00 0.000 0.00 \n",
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||
".. ... ... ... ... ... ... ... ... \n",
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"986 UBBR4 7.49 610.27 1.99 0.000 0.00 0.000 0.00 \n",
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"987 VSTE3 6.80 1165.72 0.74 0.697 0.70 0.468 4.66 \n",
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||
"988 UBBR11 14.75 1201.81 3.91 0.000 0.00 0.000 0.00 \n",
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||
"989 UBBR3 18.00 1466.61 4.77 0.000 0.00 0.000 0.00 \n",
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||
"990 LJQQ3 2.58 3447.18 0.92 0.189 4.73 0.136 0.53 \n",
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||
"\n",
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||
" P/EBIT P/Ativ Circ.Liq ... EV/EBITDA Mrg Ebit Mrg. Líq. Liq. Corr. \\\n",
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||
"0 0.00 0.00 ... 0.00 0.00 0.00 0.00 \n",
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||
"1 0.00 0.00 ... 0.00 8.66 5.65 1.08 \n",
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||
"2 0.00 0.00 ... 0.00 -208.15 -362.66 3.63 \n",
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||
"3 0.00 0.00 ... 0.00 8.88 10.72 1.10 \n",
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"4 0.00 0.00 ... 0.00 40.85 28.98 2.60 \n",
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||
".. ... ... ... ... ... ... ... \n",
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||
"986 0.00 0.00 ... 0.00 0.00 0.00 0.00 \n",
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||
"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",
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||
"989 0.00 0.00 ... 0.00 0.00 0.00 0.00 \n",
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"990 6.36 -0.97 ... 1.83 2.97 0.01 1.56 \n",
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"\n",
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||
" ROIC ROE Liq.2meses Patrim. Líq Dív.Brut/ Patrim. Cresc. Rec.5a \n",
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||
"0 0.00 -2.08 0.0 2.239900e+07 0.00 13.66 \n",
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||
"1 15.25 19.93 0.0 5.458030e+08 0.82 30.93 \n",
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||
"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",
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||
"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",
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||
"\n",
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"[991 rows x 21 columns]"
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||
],
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"text/html": [
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||
"<div>\n",
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||
"<style scoped>\n",
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||
" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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||
" }\n",
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||
"\n",
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||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
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||
" }\n",
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||
"\n",
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||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
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||
"</style>\n",
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||
"<table border=\"1\" class=\"dataframe\">\n",
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||
" <thead>\n",
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||
" <tr style=\"text-align: right;\">\n",
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||
" <th></th>\n",
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||
" <th>Papel</th>\n",
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||
" <th>Cotação</th>\n",
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||
" <th>P/L</th>\n",
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||
" <th>P/VP</th>\n",
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||
" <th>PSR</th>\n",
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||
" <th>Div.Yield</th>\n",
|
||
" <th>P/Ativo</th>\n",
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||
" <th>P/Cap.Giro</th>\n",
|
||
" <th>P/EBIT</th>\n",
|
||
" <th>P/Ativ Circ.Liq</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>EV/EBITDA</th>\n",
|
||
" <th>Mrg Ebit</th>\n",
|
||
" <th>Mrg. Líq.</th>\n",
|
||
" <th>Liq. Corr.</th>\n",
|
||
" <th>ROIC</th>\n",
|
||
" <th>ROE</th>\n",
|
||
" <th>Liq.2meses</th>\n",
|
||
" <th>Patrim. Líq</th>\n",
|
||
" <th>Dív.Brut/ Patrim.</th>\n",
|
||
" <th>Cresc. Rec.5a</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>PORP4</td>\n",
|
||
" <td>2.40</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>-2.08</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.239900e+07</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>13.66</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>POPR4</td>\n",
|
||
" <td>10.17</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>8.66</td>\n",
|
||
" <td>5.65</td>\n",
|
||
" <td>1.08</td>\n",
|
||
" <td>15.25</td>\n",
|
||
" <td>19.93</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>5.458030e+08</td>\n",
|
||
" <td>0.82</td>\n",
|
||
" <td>30.93</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>MNSA3</td>\n",
|
||
" <td>0.42</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>-208.15</td>\n",
|
||
" <td>-362.66</td>\n",
|
||
" <td>3.63</td>\n",
|
||
" <td>-13.50</td>\n",
|
||
" <td>145.70</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>-9.105000e+06</td>\n",
|
||
" <td>-6.52</td>\n",
|
||
" <td>-41.11</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>CFLU4</td>\n",
|
||
" <td>1000.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>8.88</td>\n",
|
||
" <td>10.72</td>\n",
|
||
" <td>1.10</td>\n",
|
||
" <td>17.68</td>\n",
|
||
" <td>32.15</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>6.035100e+07</td>\n",
|
||
" <td>0.06</td>\n",
|
||
" <td>8.14</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>CSTB4</td>\n",
|
||
" <td>147.69</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>40.85</td>\n",
|
||
" <td>28.98</td>\n",
|
||
" <td>2.60</td>\n",
|
||
" <td>22.40</td>\n",
|
||
" <td>20.11</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>8.420670e+09</td>\n",
|
||
" <td>0.14</td>\n",
|
||
" <td>31.91</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>986</th>\n",
|
||
" <td>UBBR4</td>\n",
|
||
" <td>7.49</td>\n",
|
||
" <td>610.27</td>\n",
|
||
" <td>1.99</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.33</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.031720e+10</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>10.58</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>987</th>\n",
|
||
" <td>VSTE3</td>\n",
|
||
" <td>6.80</td>\n",
|
||
" <td>1165.72</td>\n",
|
||
" <td>0.74</td>\n",
|
||
" <td>0.697</td>\n",
|
||
" <td>0.70</td>\n",
|
||
" <td>0.468</td>\n",
|
||
" <td>4.66</td>\n",
|
||
" <td>18.51</td>\n",
|
||
" <td>-6.20</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>4.98</td>\n",
|
||
" <td>3.77</td>\n",
|
||
" <td>0.06</td>\n",
|
||
" <td>1.52</td>\n",
|
||
" <td>2.80</td>\n",
|
||
" <td>0.06</td>\n",
|
||
" <td>113078.0</td>\n",
|
||
" <td>1.043280e+09</td>\n",
|
||
" <td>0.33</td>\n",
|
||
" <td>15.88</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>988</th>\n",
|
||
" <td>UBBR11</td>\n",
|
||
" <td>14.75</td>\n",
|
||
" <td>1201.81</td>\n",
|
||
" <td>3.91</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.33</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.031720e+10</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>10.58</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>989</th>\n",
|
||
" <td>UBBR3</td>\n",
|
||
" <td>18.00</td>\n",
|
||
" <td>1466.61</td>\n",
|
||
" <td>4.77</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.33</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.031720e+10</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>10.58</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>990</th>\n",
|
||
" <td>LJQQ3</td>\n",
|
||
" <td>2.58</td>\n",
|
||
" <td>3447.18</td>\n",
|
||
" <td>0.92</td>\n",
|
||
" <td>0.189</td>\n",
|
||
" <td>4.73</td>\n",
|
||
" <td>0.136</td>\n",
|
||
" <td>0.53</td>\n",
|
||
" <td>6.36</td>\n",
|
||
" <td>-0.97</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1.83</td>\n",
|
||
" <td>2.97</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>1.56</td>\n",
|
||
" <td>3.07</td>\n",
|
||
" <td>0.03</td>\n",
|
||
" <td>9529760.0</td>\n",
|
||
" <td>5.459970e+08</td>\n",
|
||
" <td>0.98</td>\n",
|
||
" <td>12.30</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>991 rows × 21 columns</p>\n",
|
||
"</div>"
|
||
]
|
||
},
|
||
"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",
|
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"Arquivo DEXP4.csv carregado com sucesso\n",
|
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"Arquivo MGEL3.csv carregado com sucesso\n",
|
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"Arquivo DXCO3.csv carregado com sucesso\n",
|
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"Arquivo GPIV33.csv carregado com sucesso\n",
|
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"Arquivo BGIP3.csv carregado com sucesso\n",
|
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"Arquivo AZZA3.csv carregado com sucesso\n",
|
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"Arquivo SHUL4.csv carregado com sucesso\n",
|
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"Arquivo EMAE4.csv carregado com sucesso\n",
|
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"Arquivo BBAS3.csv carregado com sucesso\n",
|
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"Arquivo IGTI11.csv carregado com sucesso\n",
|
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"Arquivo LUPA3.csv carregado com sucesso\n",
|
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"Arquivo FIGE4.csv carregado com sucesso\n",
|
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"Arquivo SANB3.csv carregado com sucesso\n",
|
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"Arquivo CTSA3.csv carregado com sucesso\n",
|
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"Arquivo ABEV3.csv carregado com sucesso\n",
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"Arquivo CPLE6.csv carregado com sucesso\n",
|
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"Arquivo RDNI3.csv carregado com sucesso\n",
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"Arquivo EKTR3.csv carregado com sucesso\n",
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"Arquivo LOGG3.csv carregado com sucesso\n",
|
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"Arquivo EQPA7.csv carregado com sucesso\n",
|
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"Arquivo MMAQ4.csv carregado com sucesso\n",
|
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"Arquivo AZEV3.csv carregado com sucesso\n",
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"Arquivo CEBR5.csv carregado com sucesso\n",
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"Arquivo JSLG3.csv carregado com sucesso\n",
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"Arquivo CSMG3.csv carregado com sucesso\n",
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"Arquivo EUCA4.csv carregado com sucesso\n",
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"Arquivo RENT3.csv carregado com sucesso\n",
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"Arquivo CPLE3.csv carregado com sucesso\n",
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"Arquivo TAEE4.csv carregado com sucesso\n",
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"Arquivo KLBN4.csv carregado com sucesso\n",
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"Arquivo RDOR3.csv carregado com sucesso\n",
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"Arquivo JOPA3.csv carregado com sucesso\n",
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"Arquivo AMAR3.csv carregado com sucesso\n",
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"Arquivo TCSA3.csv carregado com sucesso\n",
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"Arquivo BMKS3.csv carregado com sucesso\n",
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"Arquivo CAML3.csv carregado com sucesso\n",
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"Arquivo CYRE3.csv carregado com sucesso\n",
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"Arquivo NUTR3.csv carregado com sucesso\n",
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"Arquivo MEAL3.csv carregado com sucesso\n",
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"Arquivo CRPG5.csv carregado com sucesso\n",
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"Arquivo USIM6.csv carregado com sucesso\n",
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"Arquivo BRAV3.csv carregado com sucesso\n",
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"Arquivo CRIV3.csv carregado com sucesso\n",
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"Arquivo ENEV3.csv carregado com sucesso\n",
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"Arquivo SLCE3.csv carregado com sucesso\n",
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"Arquivo CTNM3.csv carregado com sucesso\n",
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"Arquivo DOHL4.csv carregado com sucesso\n",
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"Arquivo JALL3.csv carregado com sucesso\n",
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"Arquivo BRGE12.csv carregado com sucesso\n",
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"Arquivo TXRX3.csv carregado com sucesso\n",
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"Arquivo SOJA3.csv carregado com sucesso\n",
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"Arquivo ATMP3.csv carregado com sucesso\n",
|
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"Arquivo CEBR6.csv carregado com sucesso\n",
|
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"Arquivo PINE4.csv carregado com sucesso\n",
|
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"Arquivo ALUP3.csv carregado com sucesso\n",
|
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"Arquivo VITT3.csv carregado com sucesso\n",
|
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"Arquivo ELET5.csv carregado com sucesso\n",
|
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"Arquivo CMIN3.csv carregado com sucesso\n",
|
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"Arquivo SAPR4.csv carregado com sucesso\n",
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"Arquivo BRSR6.csv carregado com sucesso\n",
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"Arquivo ODER4.csv carregado com sucesso\n",
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"Arquivo RADL3.csv carregado com sucesso\n",
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"Arquivo ONCO3.csv carregado com sucesso\n",
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"Arquivo CURY3.csv carregado com sucesso\n",
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"Arquivo BLAU3.csv carregado com sucesso\n",
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"Arquivo EALT3.csv carregado com sucesso\n",
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"Arquivo PATI4.csv carregado com sucesso\n",
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"Arquivo RNEW4.csv carregado com sucesso\n",
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"Arquivo WLMM3.csv carregado com sucesso\n",
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"Arquivo EQPA3.csv carregado com sucesso\n",
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"Arquivo CTKA4.csv carregado com sucesso\n",
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"Arquivo ETER3.csv carregado com sucesso\n",
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"Arquivo GOAU4.csv carregado com sucesso\n",
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"Arquivo WHRL3.csv carregado com sucesso\n",
|
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"Arquivo BPHA3.csv carregado com sucesso\n",
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"Arquivo ODPV3.csv carregado com sucesso\n",
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"Arquivo AURA33.csv carregado com sucesso\n",
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"Arquivo EGIE3.csv carregado com sucesso\n",
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"Arquivo RPAD6.csv carregado com sucesso\n",
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"Arquivo HBSA3.csv carregado com sucesso\n",
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"Arquivo PMAM3.csv carregado com sucesso\n",
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"Arquivo HBTS5.csv carregado com sucesso\n",
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"Arquivo GRND3.csv carregado com sucesso\n",
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"Arquivo BEES4.csv carregado com sucesso\n",
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"Arquivo LOGN3.csv carregado com sucesso\n",
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"Arquivo VAMO3.csv carregado com sucesso\n",
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"Arquivo CRPG3.csv carregado com sucesso\n",
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"Arquivo RPMG3.csv carregado com sucesso\n",
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"Arquivo USIM5.csv carregado com sucesso\n",
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"Arquivo TASA3.csv carregado com sucesso\n",
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"Arquivo MWET4.csv carregado com sucesso\n",
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"Arquivo SMTO3.csv carregado com sucesso\n",
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"Arquivo PDTC3.csv carregado com sucesso\n",
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"Arquivo AFLT3.csv carregado com sucesso\n",
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"Arquivo CLSC4.csv carregado com sucesso\n",
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"Arquivo JOPA4.csv carregado com sucesso\n",
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"Arquivo CGAS3.csv carregado com sucesso\n",
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"Arquivo BRGE7.csv carregado com sucesso\n",
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"Arquivo TAEE11.csv carregado com sucesso\n",
|
||
"Arquivo BEES3.csv carregado com sucesso\n",
|
||
"Arquivo BBSE3.csv carregado com sucesso\n",
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"Arquivo HETA3.csv carregado com sucesso\n",
|
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"Arquivo RECV3.csv carregado com sucesso\n",
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||
"Arquivo KEPL3.csv carregado com sucesso\n",
|
||
"Arquivo TENE5.csv carregado com sucesso\n",
|
||
"Arquivo PATI3.csv carregado com sucesso\n",
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"Arquivo SRNA3.csv carregado com sucesso\n",
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"Arquivo SIMH3.csv carregado com sucesso\n",
|
||
"Arquivo ALLD3.csv carregado com sucesso\n",
|
||
"Arquivo USIM3.csv carregado com sucesso\n",
|
||
"Arquivo AZTE3.csv carregado com sucesso\n",
|
||
"Arquivo EPAR3.csv carregado com sucesso\n",
|
||
"Arquivo CMIG3.csv carregado com sucesso\n",
|
||
"Arquivo ENMT4.csv carregado com sucesso\n",
|
||
"Arquivo HBRE3.csv carregado com sucesso\n",
|
||
"Arquivo POSI3.csv carregado com sucesso\n",
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"Arquivo CRIV4.csv carregado com sucesso\n",
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||
"Arquivo FESA3.csv carregado com sucesso\n",
|
||
"Arquivo MRFG3.csv carregado com sucesso\n",
|
||
"Arquivo TEKA3.csv carregado com sucesso\n",
|
||
"Arquivo PDGR3.csv carregado com sucesso\n",
|
||
"Arquivo HOOT4.csv carregado com sucesso\n",
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||
"Arquivo MAPT3.csv carregado com sucesso\n",
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||
"Arquivo RAIL3.csv carregado com sucesso\n",
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||
"Arquivo AURE3.csv carregado com sucesso\n",
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"Arquivo TRIS3.csv carregado com sucesso\n",
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||
"Arquivo MNDL3.csv carregado com sucesso\n",
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||
"Arquivo UNIP3.csv carregado com sucesso\n",
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||
"Arquivo MELK3.csv carregado com sucesso\n",
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||
"Arquivo SOND5.csv carregado com sucesso\n",
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"Arquivo EVEN3.csv carregado com sucesso\n",
|
||
"Arquivo BRST3.csv carregado com sucesso\n",
|
||
"Arquivo CLSA3.csv carregado com sucesso\n",
|
||
"Arquivo CGRA3.csv carregado com sucesso\n",
|
||
"Arquivo EQMA3B.csv carregado com sucesso\n",
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"Arquivo LPSB3.csv carregado com sucesso\n",
|
||
"Arquivo PEAB4.csv carregado com sucesso\n",
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"Arquivo SUZB3.csv carregado com sucesso\n",
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"Arquivo RPAD3.csv carregado com sucesso\n",
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"Arquivo MSPA4.csv carregado com sucesso\n",
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||
"Arquivo VVEO3.csv carregado com sucesso\n",
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||
"Arquivo UCAS3.csv carregado com sucesso\n",
|
||
"Arquivo WIZC3.csv carregado com sucesso\n",
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||
"Arquivo SEQL3.csv carregado com sucesso\n",
|
||
"Arquivo INEP3.csv carregado com sucesso\n",
|
||
"Arquivo TECN3.csv carregado com sucesso\n",
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||
"Arquivo ITSA4.csv carregado com sucesso\n",
|
||
"Arquivo BMIN4.csv carregado com sucesso\n",
|
||
"Arquivo SBFG3.csv carregado com sucesso\n",
|
||
"Arquivo MRSA3B.csv carregado com sucesso\n",
|
||
"Arquivo MRSA5B.csv carregado com sucesso\n",
|
||
"Arquivo CEDO4.csv carregado com sucesso\n",
|
||
"Arquivo MLAS3.csv carregado com sucesso\n",
|
||
"Arquivo BBDC4.csv carregado com sucesso\n",
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||
"Arquivo CGAS5.csv carregado com sucesso\n",
|
||
"Arquivo REDE3.csv carregado com sucesso\n",
|
||
"Arquivo ESTR3.csv carregado com sucesso\n",
|
||
"Arquivo ORVR3.csv carregado com sucesso\n",
|
||
"Arquivo CPLE5.csv carregado com sucesso\n",
|
||
"Arquivo ITSA3.csv carregado com sucesso\n",
|
||
"Arquivo MGLU3.csv carregado com sucesso\n",
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||
"Arquivo EUCA3.csv carregado com sucesso\n",
|
||
"Arquivo MTRE3.csv carregado com sucesso\n",
|
||
"Arquivo FESA4.csv carregado com sucesso\n",
|
||
"Arquivo UNIP6.csv carregado com sucesso\n",
|
||
"Arquivo BRGE11.csv carregado com sucesso\n",
|
||
"Arquivo GUAR3.csv carregado com sucesso\n",
|
||
"Arquivo CEGR3.csv carregado com sucesso\n",
|
||
"Arquivo RCSL3.csv carregado com sucesso\n",
|
||
"Arquivo ENMT3.csv carregado com sucesso\n",
|
||
"Arquivo SNSY5.csv carregado com sucesso\n",
|
||
"Arquivo TPIS3.csv carregado com sucesso\n",
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||
"Arquivo TELB3.csv carregado com sucesso\n",
|
||
"Arquivo RPAD5.csv carregado com sucesso\n",
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||
"Arquivo AHEB5.csv carregado com sucesso\n",
|
||
"Arquivo PSSA3.csv carregado com sucesso\n",
|
||
"Arquivo TGMA3.csv carregado com sucesso\n",
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||
"Arquivo CTKA3.csv carregado com sucesso\n",
|
||
"Arquivo SEER3.csv carregado com sucesso\n",
|
||
"Arquivo BOBR3.csv carregado com sucesso\n",
|
||
"Arquivo GEPA4.csv carregado com sucesso\n",
|
||
"Arquivo CSAN3.csv carregado com sucesso\n",
|
||
"Arquivo CASH3.csv carregado com sucesso\n",
|
||
"Arquivo IGTI3.csv carregado com sucesso\n",
|
||
"Arquivo ITUB4.csv carregado com sucesso\n",
|
||
"Arquivo SYNE3.csv carregado com sucesso\n",
|
||
"Arquivo BALM4.csv carregado com sucesso\n",
|
||
"Arquivo LIGT3.csv carregado com sucesso\n",
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||
"Arquivo CTNM4.csv carregado com sucesso\n",
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||
"Arquivo SMFT3.csv carregado com sucesso\n",
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"Arquivo RSUL4.csv carregado com sucesso\n",
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||
"Arquivo FLRY3.csv carregado com sucesso\n",
|
||
"Arquivo AALR3.csv carregado com sucesso\n",
|
||
"Arquivo MGEL4.csv carregado com sucesso\n",
|
||
"Arquivo BPAN4.csv carregado com sucesso\n",
|
||
"Arquivo INEP4.csv carregado com sucesso\n",
|
||
"Arquivo ENGI3.csv carregado com sucesso\n",
|
||
"Arquivo TEND3.csv carregado com sucesso\n",
|
||
"Arquivo BPAC3.csv carregado com sucesso\n",
|
||
"Arquivo RAPT3.csv carregado com sucesso\n",
|
||
"Arquivo ASAI3.csv carregado com sucesso\n",
|
||
"Arquivo VALE3.csv carregado com sucesso\n",
|
||
"Arquivo BMEB4.csv carregado com sucesso\n",
|
||
"Arquivo KLBN11.csv carregado com sucesso\n",
|
||
"Arquivo TAEE3.csv carregado com sucesso\n",
|
||
"Arquivo LUXM4.csv carregado com sucesso\n",
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||
"Arquivo OSXB3.csv carregado com sucesso\n",
|
||
"Arquivo PINE3.csv carregado com sucesso\n",
|
||
"Arquivo TELB4.csv carregado com sucesso\n",
|
||
"Arquivo AHEB3.csv carregado com sucesso\n",
|
||
"Arquivo ECPR4.csv carregado com sucesso\n",
|
||
"Arquivo ECPR3.csv carregado com sucesso\n",
|
||
"Arquivo JBSS3.csv carregado com sucesso\n",
|
||
"Arquivo VULC3.csv carregado com sucesso\n",
|
||
"Arquivo BSLI4.csv carregado com sucesso\n",
|
||
"Arquivo BMEB3.csv carregado com sucesso\n",
|
||
"Arquivo CEED3.csv carregado com sucesso\n",
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||
"Arquivo DTCY3.csv carregado com sucesso\n",
|
||
"Arquivo CTSA4.csv carregado com sucesso\n",
|
||
"Arquivo BRAP4.csv carregado com sucesso\n",
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||
"Arquivo PGMN3.csv carregado com sucesso\n",
|
||
"Arquivo PTNT3.csv carregado com sucesso\n",
|
||
"Arquivo RAPT4.csv carregado com sucesso\n",
|
||
"Arquivo STBP3.csv carregado com sucesso\n",
|
||
"Arquivo DASA3.csv carregado com sucesso\n",
|
||
"Arquivo ANIM3.csv carregado com sucesso\n",
|
||
"Arquivo TASA4.csv carregado com sucesso\n",
|
||
"Arquivo COGN3.csv carregado com sucesso\n",
|
||
"Arquivo MOAR3.csv carregado com sucesso\n",
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||
"Arquivo PRIO3.csv carregado com sucesso\n",
|
||
"Arquivo WEST3.csv carregado com sucesso\n",
|
||
"Arquivo SANB4.csv carregado com sucesso\n",
|
||
"Arquivo CEDO3.csv carregado com sucesso\n",
|
||
"Arquivo BRKM6.csv carregado com sucesso\n",
|
||
"Arquivo AGRO3.csv carregado com sucesso\n",
|
||
"Arquivo EZTC3.csv carregado com sucesso\n",
|
||
"Arquivo TEKA4.csv carregado com sucesso\n",
|
||
"Arquivo RCSL4.csv carregado com sucesso\n",
|
||
"Arquivo CORR3.csv carregado com sucesso\n",
|
||
"Arquivo BRSR3.csv carregado com sucesso\n",
|
||
"Arquivo LIPR3.csv carregado com sucesso\n",
|
||
"Arquivo BSLI3.csv carregado com sucesso\n",
|
||
"Arquivo ATED3.csv carregado com sucesso\n",
|
||
"Arquivo GPAR3.csv carregado com sucesso\n",
|
||
"Arquivo COCE5.csv carregado com sucesso\n",
|
||
"Arquivo BPAC5.csv carregado com sucesso\n",
|
||
"Arquivo FIGE3.csv carregado com sucesso\n",
|
||
"Arquivo BBDC3.csv carregado com sucesso\n",
|
||
"Arquivo MRVE3.csv carregado com sucesso\n",
|
||
"Arquivo ISAE4.csv carregado com sucesso\n",
|
||
"Arquivo BRAP3.csv carregado com sucesso\n",
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||
"Arquivo DESK3.csv carregado com sucesso\n",
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||
"Arquivo WEGE3.csv carregado com sucesso\n",
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||
"Arquivo BIOM3.csv carregado com sucesso\n",
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"Arquivo CXSE3.csv carregado com sucesso\n",
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||
"Arquivo POMO4.csv carregado com sucesso\n",
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||
"Arquivo EQPA6.csv carregado com sucesso\n",
|
||
"Arquivo MAPT4.csv carregado com sucesso\n",
|
||
"Arquivo ELET3.csv carregado com sucesso\n",
|
||
"Arquivo FRAS3.csv carregado com sucesso\n",
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"Arquivo GFSA3.csv carregado com sucesso\n",
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"Arquivo NEOE3.csv carregado com sucesso\n",
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||
"Arquivo BPAC11.csv carregado com sucesso\n",
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||
"Arquivo INTB3.csv carregado com sucesso\n",
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"Arquivo BOBR4.csv carregado com sucesso\n",
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"Arquivo PCAR3.csv carregado com sucesso\n",
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"Arquivo LJQQ3.csv carregado com sucesso\n",
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"Arquivo ZAMP3.csv carregado com sucesso\n",
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||
"Arquivo LEVE3.csv carregado com sucesso\n",
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"Arquivo HAGA3.csv carregado com sucesso\n",
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"Arquivo HYPE3.csv carregado com sucesso\n",
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"Arquivo BRKM5.csv carregado com sucesso\n",
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||
"Arquivo FIQE3.csv carregado com sucesso\n",
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||
"Arquivo QUAL3.csv carregado com sucesso\n",
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"Arquivo WLMM4.csv carregado com sucesso\n",
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"Arquivo MERC4.csv carregado com sucesso\n",
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"Arquivo MYPK3.csv carregado com sucesso\n",
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"Arquivo EQTL3.csv carregado com sucesso\n",
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"Arquivo MBLY3.csv carregado com sucesso\n",
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"Arquivo CCRO3.csv carregado com sucesso\n",
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"Arquivo COCE3.csv carregado com sucesso\n",
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"Arquivo AMBP3.csv carregado com sucesso\n",
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"Arquivo VLID3.csv carregado com sucesso\n",
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"Arquivo TFCO4.csv carregado com sucesso\n",
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"Arquivo MDNE3.csv carregado com sucesso\n",
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"Arquivo LAND3.csv carregado com sucesso\n",
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"Arquivo SHOW3.csv carregado com sucesso\n",
|
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"Arquivo CRPG6.csv carregado com sucesso\n",
|
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"Arquivo DEXP3.csv carregado com sucesso\n",
|
||
"Arquivo SAPR3.csv carregado com sucesso\n",
|
||
"Arquivo ALUP11.csv carregado com sucesso\n",
|
||
"Arquivo CRFB3.csv carregado com sucesso\n",
|
||
"Arquivo BMIN3.csv carregado com sucesso\n",
|
||
"Arquivo CMIG4.csv carregado com sucesso\n",
|
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"Arquivo HETA4.csv carregado com sucesso\n",
|
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"Arquivo CORR4.csv carregado com sucesso\n",
|
||
"Arquivo PLAS3.csv carregado com sucesso\n",
|
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"Arquivo BHIA3.csv carregado com sucesso\n",
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"Arquivo TRAD3.csv carregado com sucesso\n",
|
||
"Arquivo MOVI3.csv carregado com sucesso\n",
|
||
"Arquivo NGRD3.csv carregado com sucesso\n",
|
||
"Arquivo RNEW11.csv carregado com sucesso\n",
|
||
"Arquivo MWET3.csv carregado com sucesso\n",
|
||
"Arquivo SBSP3.csv carregado com sucesso\n",
|
||
"Arquivo SLED3.csv carregado com sucesso\n",
|
||
"Arquivo FHER3.csv carregado com sucesso\n",
|
||
"Arquivo CGRA4.csv carregado com sucesso\n",
|
||
"Arquivo BALM3.csv carregado com sucesso\n",
|
||
"Arquivo ELMD3.csv carregado com sucesso\n",
|
||
"Arquivo TKNO4.csv carregado com sucesso\n",
|
||
"Arquivo PTBL3.csv carregado com sucesso\n",
|
||
"Arquivo REAG3.csv carregado com sucesso\n",
|
||
"Arquivo PFRM3.csv carregado com sucesso\n",
|
||
"Arquivo BIED3.csv carregado com sucesso\n",
|
||
"Arquivo CEEB3.csv carregado com sucesso\n",
|
||
"Arquivo MERC3.csv carregado com sucesso\n",
|
||
"Arquivo BRPR3.csv carregado com sucesso\n",
|
||
"Arquivo OPCT3.csv carregado com sucesso\n",
|
||
"Arquivo JHSF3.csv carregado com sucesso\n",
|
||
"Arquivo DOTZ3.csv carregado com sucesso\n",
|
||
"Arquivo EQPA5.csv carregado com sucesso\n",
|
||
"Arquivo LUXM3.csv carregado com sucesso\n",
|
||
"Arquivo KLBN3.csv carregado com sucesso\n",
|
||
"Arquivo NTCO3.csv carregado com sucesso\n",
|
||
"Arquivo BNBR3.csv carregado com sucesso\n",
|
||
"Arquivo EKTR4.csv carregado com sucesso\n",
|
||
"Arquivo PTNT4.csv carregado com sucesso\n",
|
||
"Arquivo BRFS3.csv carregado com sucesso\n",
|
||
"Arquivo PORT3.csv carregado com sucesso\n",
|
||
"Arquivo AZEV4.csv carregado com sucesso\n",
|
||
"Arquivo SCAR3.csv carregado com sucesso\n",
|
||
"Arquivo SAPR11.csv carregado com sucesso\n",
|
||
"Arquivo GEPA3.csv carregado com sucesso\n",
|
||
"Arquivo PNVL3.csv carregado com sucesso\n",
|
||
"Arquivo CALI3.csv carregado com sucesso\n",
|
||
"Arquivo PETZ3.csv carregado com sucesso\n",
|
||
"Arquivo PETR4.csv carregado com sucesso\n",
|
||
"Arquivo ESTR4.csv carregado com sucesso\n",
|
||
"Arquivo ARML3.csv carregado com sucesso\n",
|
||
"Arquivo BRGE8.csv carregado com sucesso\n",
|
||
"Arquivo ISAE3.csv carregado com sucesso\n",
|
||
"Arquivo CEEB5.csv carregado com sucesso\n",
|
||
"Arquivo BRGE6.csv carregado com sucesso\n",
|
||
"Arquivo CSNA3.csv carregado com sucesso\n",
|
||
"Arquivo SOND3.csv carregado com sucesso\n",
|
||
"Arquivo SOND6.csv carregado com sucesso\n",
|
||
"Arquivo PRNR3.csv carregado com sucesso\n",
|
||
"Arquivo MRSA6B.csv carregado com sucesso\n",
|
||
"Arquivo HAPV3.csv carregado com sucesso\n",
|
||
"Arquivo IFCM3.csv carregado com sucesso\n",
|
||
"Arquivo MTSA4.csv carregado com sucesso\n",
|
||
"Arquivo OFSA3.csv carregado com sucesso\n",
|
||
"Arquivo RAIZ4.csv carregado com sucesso\n",
|
||
"Arquivo VBBR3.csv carregado com sucesso\n",
|
||
"Arquivo TIMS3.csv carregado com sucesso\n",
|
||
"Arquivo VIVR3.csv carregado com sucesso\n",
|
||
"Arquivo CPFE3.csv carregado com sucesso\n",
|
||
"Arquivo BAUH4.csv carregado com sucesso\n",
|
||
"Arquivo VIVT3.csv carregado com sucesso\n",
|
||
"Arquivo ENGI11.csv carregado com sucesso\n",
|
||
"Arquivo GOAU3.csv carregado com sucesso\n",
|
||
"Arquivo BMGB4.csv carregado com sucesso\n",
|
||
"Arquivo MNPR3.csv carregado com sucesso\n",
|
||
"Arquivo B3SA3.csv carregado com sucesso\n",
|
||
"Arquivo BRBI11.csv carregado com sucesso\n",
|
||
"Arquivo EMBR3.csv carregado com sucesso\n",
|
||
"Arquivo SGPS3.csv carregado com sucesso\n",
|
||
"Arquivo BRGE3.csv carregado com sucesso\n",
|
||
"Arquivo RNEW3.csv carregado com sucesso\n",
|
||
"Arquivo CEED4.csv carregado com sucesso\n",
|
||
"Arquivo ALOS3.csv carregado com sucesso\n",
|
||
"Arquivo TOTS3.csv carregado com sucesso\n",
|
||
"Arquivo MULT3.csv carregado com sucesso\n",
|
||
"Arquivo ADHM3.csv carregado com sucesso\n",
|
||
"Arquivo CASN3.csv carregado com sucesso\n",
|
||
"Arquivo BRIV3.csv carregado com sucesso\n",
|
||
"Arquivo GGPS3.csv carregado com sucesso\n",
|
||
"Arquivo EALT4.csv carregado com sucesso\n",
|
||
"Arquivo BPAR3.csv carregado com sucesso\n",
|
||
"Arquivo AMOB3.csv carregado com sucesso\n",
|
||
"Arquivo SANB11.csv carregado com sucesso\n",
|
||
"Arquivo RANI3.csv carregado com sucesso\n",
|
||
"Arquivo COCE6.csv carregado com sucesso\n",
|
||
"Arquivo AMER3.csv carregado com sucesso\n",
|
||
"Arquivo AVLL3.csv carregado com sucesso\n",
|
||
"Arquivo ECOR3.csv carregado com sucesso\n",
|
||
"Arquivo CLSC3.csv carregado com sucesso\n",
|
||
"Arquivo MILS3.csv carregado com sucesso\n",
|
||
"Arquivo RSID3.csv carregado com sucesso\n",
|
||
"Arquivo HAGA4.csv carregado com sucesso\n",
|
||
"Arquivo MMAQ3.csv carregado com sucesso\n",
|
||
"Arquivo POMO3.csv carregado com sucesso\n",
|
||
"Arquivo PLPL3.csv carregado com sucesso\n",
|
||
"Arquivo ENGI4.csv carregado com sucesso\n",
|
||
"Arquivo YDUQ3.csv carregado com sucesso\n",
|
||
"Arquivo TUPY3.csv carregado com sucesso\n",
|
||
"Arquivo ENJU3.csv carregado com sucesso\n",
|
||
"Arquivo UNIP5.csv carregado com sucesso\n",
|
||
"Arquivo ALPA3.csv carregado com sucesso\n",
|
||
"Arquivo ESPA3.csv carregado com 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": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Ticker</th>\n",
|
||
" <th>Momentum_6m</th>\n",
|
||
" <th>Momentum_12m</th>\n",
|
||
" <th>Volatilidade</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>DIRR3</td>\n",
|
||
" <td>14.061952</td>\n",
|
||
" <td>60.020649</td>\n",
|
||
" <td>30.598054</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>OIBR4</td>\n",
|
||
" <td>-38.640593</td>\n",
|
||
" <td>-63.591160</td>\n",
|
||
" <td>154.357686</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>BRKM3</td>\n",
|
||
" <td>-42.911877</td>\n",
|
||
" <td>-52.482916</td>\n",
|
||
" <td>41.755155</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>PEAB3</td>\n",
|
||
" <td>-9.011195</td>\n",
|
||
" <td>-9.735953</td>\n",
|
||
" <td>42.284061</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>ALPA4</td>\n",
|
||
" <td>5.050511</td>\n",
|
||
" <td>-21.720429</td>\n",
|
||
" <td>35.454403</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>461</th>\n",
|
||
" <td>TXRX4</td>\n",
|
||
" <td>-12.711863</td>\n",
|
||
" <td>-10.434783</td>\n",
|
||
" <td>57.896237</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>462</th>\n",
|
||
" <td>CEBR3</td>\n",
|
||
" <td>-1.331686</td>\n",
|
||
" <td>-29.705595</td>\n",
|
||
" <td>34.374534</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>463</th>\n",
|
||
" <td>VSTE3</td>\n",
|
||
" <td>-33.916422</td>\n",
|
||
" <td>-54.374358</td>\n",
|
||
" <td>52.341992</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>465</th>\n",
|
||
" <td>JFEN3</td>\n",
|
||
" <td>-54.423077</td>\n",
|
||
" <td>-92.500000</td>\n",
|
||
" <td>129.762323</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>466</th>\n",
|
||
" <td>ELET6</td>\n",
|
||
" <td>9.636244</td>\n",
|
||
" <td>16.264553</td>\n",
|
||
" <td>20.036549</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>426 rows × 4 columns</p>\n",
|
||
"</div>"
|
||
]
|
||
},
|
||
"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": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Ticker</th>\n",
|
||
" <th>Momentum_6m</th>\n",
|
||
" <th>Momentum_12m</th>\n",
|
||
" <th>Volatilidade</th>\n",
|
||
" <th>Momentum_6m_Rank</th>\n",
|
||
" <th>Momentum_12m_Rank</th>\n",
|
||
" <th>Volatilidade_Rank</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>DIRR3</td>\n",
|
||
" <td>14.061952</td>\n",
|
||
" <td>60.020649</td>\n",
|
||
" <td>30.598054</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>144.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>OIBR4</td>\n",
|
||
" <td>-38.640593</td>\n",
|
||
" <td>-63.591160</td>\n",
|
||
" <td>154.357686</td>\n",
|
||
" <td>389.0</td>\n",
|
||
" <td>404.0</td>\n",
|
||
" <td>421.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>BRKM3</td>\n",
|
||
" <td>-42.911877</td>\n",
|
||
" <td>-52.482916</td>\n",
|
||
" <td>41.755155</td>\n",
|
||
" <td>404.0</td>\n",
|
||
" <td>390.0</td>\n",
|
||
" <td>241.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>PEAB3</td>\n",
|
||
" <td>-9.011195</td>\n",
|
||
" <td>-9.735953</td>\n",
|
||
" <td>42.284061</td>\n",
|
||
" <td>237.0</td>\n",
|
||
" <td>221.0</td>\n",
|
||
" <td>244.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>ALPA4</td>\n",
|
||
" <td>5.050511</td>\n",
|
||
" <td>-21.720429</td>\n",
|
||
" <td>35.454403</td>\n",
|
||
" <td>117.0</td>\n",
|
||
" <td>283.0</td>\n",
|
||
" <td>194.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>461</th>\n",
|
||
" <td>TXRX4</td>\n",
|
||
" <td>-12.711863</td>\n",
|
||
" <td>-10.434783</td>\n",
|
||
" <td>57.896237</td>\n",
|
||
" <td>278.0</td>\n",
|
||
" <td>228.0</td>\n",
|
||
" <td>354.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>462</th>\n",
|
||
" <td>CEBR3</td>\n",
|
||
" <td>-1.331686</td>\n",
|
||
" <td>-29.705595</td>\n",
|
||
" <td>34.374534</td>\n",
|
||
" <td>171.0</td>\n",
|
||
" <td>326.0</td>\n",
|
||
" <td>187.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>463</th>\n",
|
||
" <td>VSTE3</td>\n",
|
||
" <td>-33.916422</td>\n",
|
||
" <td>-54.374358</td>\n",
|
||
" <td>52.341992</td>\n",
|
||
" <td>377.0</td>\n",
|
||
" <td>396.0</td>\n",
|
||
" <td>324.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>465</th>\n",
|
||
" <td>JFEN3</td>\n",
|
||
" <td>-54.423077</td>\n",
|
||
" <td>-92.500000</td>\n",
|
||
" <td>129.762323</td>\n",
|
||
" <td>417.0</td>\n",
|
||
" <td>415.0</td>\n",
|
||
" <td>419.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>466</th>\n",
|
||
" <td>ELET6</td>\n",
|
||
" <td>9.636244</td>\n",
|
||
" <td>16.264553</td>\n",
|
||
" <td>20.036549</td>\n",
|
||
" <td>85.0</td>\n",
|
||
" <td>77.0</td>\n",
|
||
" <td>35.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>426 rows × 7 columns</p>\n",
|
||
"</div>"
|
||
]
|
||
},
|
||
"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": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Ticker</th>\n",
|
||
" <th>Momentum_6m</th>\n",
|
||
" <th>Momentum_12m</th>\n",
|
||
" <th>Volatilidade</th>\n",
|
||
" <th>Momentum_6m_Rank</th>\n",
|
||
" <th>Momentum_12m_Rank</th>\n",
|
||
" <th>Volatilidade_Rank</th>\n",
|
||
" <th>Ranking_Combinado</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>263</th>\n",
|
||
" <td>FRAS3</td>\n",
|
||
" <td>31.609075</td>\n",
|
||
" <td>58.282830</td>\n",
|
||
" <td>21.161581</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>25.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>180</th>\n",
|
||
" <td>TGMA3</td>\n",
|
||
" <td>34.539837</td>\n",
|
||
" <td>55.300583</td>\n",
|
||
" <td>25.318405</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>86.0</td>\n",
|
||
" <td>33.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>184</th>\n",
|
||
" <td>GEPA4</td>\n",
|
||
" <td>16.677749</td>\n",
|
||
" <td>53.368286</td>\n",
|
||
" <td>22.289399</td>\n",
|
||
" <td>58.0</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" <td>45.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>105</th>\n",
|
||
" <td>BBSE3</td>\n",
|
||
" <td>17.692076</td>\n",
|
||
" <td>27.781606</td>\n",
|
||
" <td>17.756093</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>45.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>81</th>\n",
|
||
" <td>AURA33</td>\n",
|
||
" <td>75.404372</td>\n",
|
||
" <td>198.598902</td>\n",
|
||
" <td>40.832390</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>233.0</td>\n",
|
||
" <td>52.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>383</th>\n",
|
||
" <td>AMOB3</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>77.650956</td>\n",
|
||
" <td>422.0</td>\n",
|
||
" <td>419.0</td>\n",
|
||
" <td>390.0</td>\n",
|
||
" <td>414.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>465</th>\n",
|
||
" <td>JFEN3</td>\n",
|
||
" <td>-54.423077</td>\n",
|
||
" <td>-92.500000</td>\n",
|
||
" <td>129.762323</td>\n",
|
||
" <td>417.0</td>\n",
|
||
" <td>415.0</td>\n",
|
||
" <td>419.0</td>\n",
|
||
" <td>416.8</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>246</th>\n",
|
||
" <td>ATED3</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>94.108463</td>\n",
|
||
" <td>422.0</td>\n",
|
||
" <td>419.0</td>\n",
|
||
" <td>401.0</td>\n",
|
||
" <td>416.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>460</th>\n",
|
||
" <td>OIBR3</td>\n",
|
||
" <td>-89.565217</td>\n",
|
||
" <td>-92.941177</td>\n",
|
||
" <td>117.000155</td>\n",
|
||
" <td>421.0</td>\n",
|
||
" <td>416.0</td>\n",
|
||
" <td>414.0</td>\n",
|
||
" <td>418.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>218</th>\n",
|
||
" <td>BSLI4</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>200.770830</td>\n",
|
||
" <td>422.0</td>\n",
|
||
" <td>419.0</td>\n",
|
||
" <td>422.0</td>\n",
|
||
" <td>421.1</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>426 rows × 8 columns</p>\n",
|
||
"</div>"
|
||
]
|
||
},
|
||
"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": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Papel</th>\n",
|
||
" <th>Cotação</th>\n",
|
||
" <th>P/L</th>\n",
|
||
" <th>P/VP</th>\n",
|
||
" <th>PSR</th>\n",
|
||
" <th>Div.Yield</th>\n",
|
||
" <th>P/Ativo</th>\n",
|
||
" <th>P/Cap.Giro</th>\n",
|
||
" <th>P/EBIT</th>\n",
|
||
" <th>P/Ativ Circ.Liq</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>Momentum_6m</th>\n",
|
||
" <th>Momentum_12m</th>\n",
|
||
" <th>Volatilidade</th>\n",
|
||
" <th>PL_Rank</th>\n",
|
||
" <th>PVP_Rank</th>\n",
|
||
" <th>ROIC_Rank</th>\n",
|
||
" <th>Mom6m_Rank</th>\n",
|
||
" <th>DY_Rank</th>\n",
|
||
" <th>Vol_Rank</th>\n",
|
||
" <th>Ranking_Combinado</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>33</th>\n",
|
||
" <td>BEEF3</td>\n",
|
||
" <td>6.97</td>\n",
|
||
" <td>-2.72</td>\n",
|
||
" <td>-8.84</td>\n",
|
||
" <td>0.124</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.100</td>\n",
|
||
" <td>0.54</td>\n",
|
||
" <td>1.79</td>\n",
|
||
" <td>-0.24</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>25.585577</td>\n",
|
||
" <td>14.449912</td>\n",
|
||
" <td>43.784118</td>\n",
|
||
" <td>34.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>83.0</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>170.0</td>\n",
|
||
" <td>143.0</td>\n",
|
||
" <td>333.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>78</th>\n",
|
||
" <td>VLID3</td>\n",
|
||
" <td>25.11</td>\n",
|
||
" <td>5.39</td>\n",
|
||
" <td>1.14</td>\n",
|
||
" <td>0.946</td>\n",
|
||
" <td>13.35</td>\n",
|
||
" <td>0.698</td>\n",
|
||
" <td>2.03</td>\n",
|
||
" <td>5.25</td>\n",
|
||
" <td>4.77</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>25.506471</td>\n",
|
||
" <td>55.700730</td>\n",
|
||
" <td>45.730556</td>\n",
|
||
" <td>79.0</td>\n",
|
||
" <td>121.0</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>18.0</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>150.0</td>\n",
|
||
" <td>340.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>64</th>\n",
|
||
" <td>ISAE4</td>\n",
|
||
" <td>22.17</td>\n",
|
||
" <td>4.18</td>\n",
|
||
" <td>0.74</td>\n",
|
||
" <td>1.834</td>\n",
|
||
" <td>10.65</td>\n",
|
||
" <td>0.337</td>\n",
|
||
" <td>3.12</td>\n",
|
||
" <td>3.23</td>\n",
|
||
" <td>-0.96</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>-2.760031</td>\n",
|
||
" <td>-4.301076</td>\n",
|
||
" <td>20.447443</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>75.0</td>\n",
|
||
" <td>96.0</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>356.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>AURA33</td>\n",
|
||
" <td>36.19</td>\n",
|
||
" <td>-52.77</td>\n",
|
||
" <td>5.69</td>\n",
|
||
" <td>2.440</td>\n",
|
||
" <td>2.19</td>\n",
|
||
" <td>1.175</td>\n",
|
||
" <td>9.20</td>\n",
|
||
" <td>6.59</td>\n",
|
||
" <td>-2.71</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>75.404372</td>\n",
|
||
" <td>198.598902</td>\n",
|
||
" <td>40.832390</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>213.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>145.0</td>\n",
|
||
" <td>133.0</td>\n",
|
||
" <td>375.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>81</th>\n",
|
||
" <td>LAVV3</td>\n",
|
||
" <td>9.54</td>\n",
|
||
" <td>5.44</td>\n",
|
||
" <td>1.25</td>\n",
|
||
" <td>1.203</td>\n",
|
||
" <td>10.56</td>\n",
|
||
" <td>0.539</td>\n",
|
||
" <td>0.89</td>\n",
|
||
" <td>5.58</td>\n",
|
||
" <td>2.03</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>27.316067</td>\n",
|
||
" <td>24.017574</td>\n",
|
||
" <td>28.157002</td>\n",
|
||
" <td>82.0</td>\n",
|
||
" <td>141.0</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>380.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>77</th>\n",
|
||
" <td>SAPR3</td>\n",
|
||
" <td>5.44</td>\n",
|
||
" <td>5.32</td>\n",
|
||
" <td>0.76</td>\n",
|
||
" <td>1.200</td>\n",
|
||
" <td>5.28</td>\n",
|
||
" <td>0.401</td>\n",
|
||
" <td>5.69</td>\n",
|
||
" <td>3.55</td>\n",
|
||
" <td>-1.29</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>4.672241</td>\n",
|
||
" <td>15.071730</td>\n",
|
||
" <td>26.861520</td>\n",
|
||
" <td>78.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>98.0</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>383.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>79</th>\n",
|
||
" <td>SAPR11</td>\n",
|
||
" <td>27.59</td>\n",
|
||
" <td>5.40</td>\n",
|
||
" <td>0.77</td>\n",
|
||
" <td>1.218</td>\n",
|
||
" <td>5.62</td>\n",
|
||
" <td>0.407</td>\n",
|
||
" <td>5.77</td>\n",
|
||
" <td>3.61</td>\n",
|
||
" <td>-1.31</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2.003341</td>\n",
|
||
" <td>11.590112</td>\n",
|
||
" <td>24.510670</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>77.0</td>\n",
|
||
" <td>95.0</td>\n",
|
||
" <td>41.0</td>\n",
|
||
" <td>391.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>132</th>\n",
|
||
" <td>TGMA3</td>\n",
|
||
" <td>34.14</td>\n",
|
||
" <td>8.35</td>\n",
|
||
" <td>2.45</td>\n",
|
||
" <td>1.078</td>\n",
|
||
" <td>7.56</td>\n",
|
||
" <td>1.695</td>\n",
|
||
" <td>5.01</td>\n",
|
||
" <td>6.58</td>\n",
|
||
" <td>7.39</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>34.539837</td>\n",
|
||
" <td>55.300583</td>\n",
|
||
" <td>25.318405</td>\n",
|
||
" <td>133.0</td>\n",
|
||
" <td>190.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>50.0</td>\n",
|
||
" <td>396.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>80</th>\n",
|
||
" <td>SAPR4</td>\n",
|
||
" <td>5.53</td>\n",
|
||
" <td>5.41</td>\n",
|
||
" <td>0.77</td>\n",
|
||
" <td>1.220</td>\n",
|
||
" <td>5.71</td>\n",
|
||
" <td>0.407</td>\n",
|
||
" <td>5.78</td>\n",
|
||
" <td>3.61</td>\n",
|
||
" <td>-1.31</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.799486</td>\n",
|
||
" <td>10.269273</td>\n",
|
||
" <td>26.092463</td>\n",
|
||
" <td>81.0</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" <td>92.0</td>\n",
|
||
" <td>57.0</td>\n",
|
||
" <td>401.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>63</th>\n",
|
||
" <td>CMIG4</td>\n",
|
||
" <td>10.11</td>\n",
|
||
" <td>4.07</td>\n",
|
||
" <td>1.06</td>\n",
|
||
" <td>0.727</td>\n",
|
||
" <td>10.26</td>\n",
|
||
" <td>0.484</td>\n",
|
||
" <td>-15.12</td>\n",
|
||
" <td>4.04</td>\n",
|
||
" <td>-1.44</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>-5.692150</td>\n",
|
||
" <td>14.852203</td>\n",
|
||
" <td>24.845885</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>106.0</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" <td>110.0</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>402.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>85</th>\n",
|
||
" <td>CSMG3</td>\n",
|
||
" <td>19.75</td>\n",
|
||
" <td>5.70</td>\n",
|
||
" <td>0.93</td>\n",
|
||
" <td>0.953</td>\n",
|
||
" <td>12.20</td>\n",
|
||
" <td>0.484</td>\n",
|
||
" <td>10.24</td>\n",
|
||
" <td>3.49</td>\n",
|
||
" <td>-1.49</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>-6.297241</td>\n",
|
||
" <td>2.506521</td>\n",
|
||
" <td>29.150735</td>\n",
|
||
" <td>86.0</td>\n",
|
||
" <td>94.0</td>\n",
|
||
" <td>42.0</td>\n",
|
||
" <td>115.0</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>79.0</td>\n",
|
||
" <td>408.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>97</th>\n",
|
||
" <td>NEOE3</td>\n",
|
||
" <td>20.47</td>\n",
|
||
" <td>6.84</td>\n",
|
||
" <td>0.76</td>\n",
|
||
" <td>0.507</td>\n",
|
||
" <td>3.29</td>\n",
|
||
" <td>0.227</td>\n",
|
||
" <td>5.62</td>\n",
|
||
" <td>2.35</td>\n",
|
||
" <td>-0.48</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>8.952308</td>\n",
|
||
" <td>8.050290</td>\n",
|
||
" <td>20.916666</td>\n",
|
||
" <td>98.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>85.0</td>\n",
|
||
" <td>51.0</td>\n",
|
||
" <td>126.0</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>414.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51</th>\n",
|
||
" <td>TIMS3</td>\n",
|
||
" <td>17.27</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>9.55</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>10.856302</td>\n",
|
||
" <td>10.710387</td>\n",
|
||
" <td>26.515419</td>\n",
|
||
" <td>51.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>181.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>36.0</td>\n",
|
||
" <td>59.0</td>\n",
|
||
" <td>424.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>117</th>\n",
|
||
" <td>PFRM3</td>\n",
|
||
" <td>7.00</td>\n",
|
||
" <td>7.56</td>\n",
|
||
" <td>0.67</td>\n",
|
||
" <td>0.085</td>\n",
|
||
" <td>8.21</td>\n",
|
||
" <td>0.154</td>\n",
|
||
" <td>0.84</td>\n",
|
||
" <td>2.91</td>\n",
|
||
" <td>-83.95</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>27.308466</td>\n",
|
||
" <td>25.012733</td>\n",
|
||
" <td>38.427178</td>\n",
|
||
" <td>117.0</td>\n",
|
||
" <td>51.0</td>\n",
|
||
" <td>101.0</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" <td>128.0</td>\n",
|
||
" <td>427.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>99</th>\n",
|
||
" <td>GRND3</td>\n",
|
||
" <td>5.58</td>\n",
|
||
" <td>6.85</td>\n",
|
||
" <td>1.25</td>\n",
|
||
" <td>1.915</td>\n",
|
||
" <td>7.34</td>\n",
|
||
" <td>1.119</td>\n",
|
||
" <td>1.93</td>\n",
|
||
" <td>9.84</td>\n",
|
||
" <td>1.95</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>5.107039</td>\n",
|
||
" <td>-2.372342</td>\n",
|
||
" <td>26.522714</td>\n",
|
||
" <td>100.0</td>\n",
|
||
" <td>141.0</td>\n",
|
||
" <td>41.0</td>\n",
|
||
" <td>62.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>427.5</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>15 rows × 32 columns</p>\n",
|
||
"</div>"
|
||
]
|
||
},
|
||
"execution_count": 117,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 117
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-04-14T00:26:48.949155Z",
|
||
"start_time": "2025-04-14T00:26:48.944838Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": "acoes_top.to_csv('acoes_15_top_multifator.csv', index=False)",
|
||
"id": "158974f3e4bc1e6f",
|
||
"outputs": [],
|
||
"execution_count": 118
|
||
},
|
||
{
|
||
"metadata": {},
|
||
"cell_type": "code",
|
||
"outputs": [],
|
||
"execution_count": null,
|
||
"source": "",
|
||
"id": "6d3b9ea52bc440c1"
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 2
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython2",
|
||
"version": "2.7.6"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|