Fundos_Analises.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Fundos_Analises.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyNdJq4P4dafyjwOBp4ijHgW",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/fonsecajr/Projects/blob/master/Fundos_Analises.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "z1F_qGBUZWAC",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "outputId": "d62fcac5-6163-4827-ee6f-81d7a1629c5f"
      },
      "source": [
        "!pip install investpy"
      ],
      "execution_count": 107,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: investpy in /usr/local/lib/python3.6/dist-packages (0.9.14)\n",
            "Requirement already satisfied: lxml>=4.4.1 in /usr/local/lib/python3.6/dist-packages (from investpy) (4.5.1)\n",
            "Requirement already satisfied: requests>=2.22.0 in /usr/local/lib/python3.6/dist-packages (from investpy) (2.23.0)\n",
            "Requirement already satisfied: setuptools>=41.2.0 in /usr/local/lib/python3.6/dist-packages (from investpy) (46.3.0)\n",
            "Requirement already satisfied: numpy>=1.17.2 in /usr/local/lib/python3.6/dist-packages (from investpy) (1.18.4)\n",
            "Requirement already satisfied: Unidecode>=1.1.1 in /usr/local/lib/python3.6/dist-packages (from investpy) (1.1.1)\n",
            "Requirement already satisfied: pandas>=0.25.1 in /usr/local/lib/python3.6/dist-packages (from investpy) (1.0.3)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests>=2.22.0->investpy) (1.24.3)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests>=2.22.0->investpy) (2020.4.5.1)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests>=2.22.0->investpy) (2.9)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests>=2.22.0->investpy) (3.0.4)\n",
            "Requirement already satisfied: python-dateutil>=2.6.1 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.25.1->investpy) (2.8.1)\n",
            "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.25.1->investpy) (2018.9)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.6.1->pandas>=0.25.1->investpy) (1.12.0)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_09wS_e9XmAO",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import investpy as inv\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import seaborn as sns ; sns.set ()\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib ; matplotlib.rcParams['figure.figsize'] = (22,8)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "go4AVoVkZz-x",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "95601be2-6650-4c6a-ba99-5eaf6dd6c19f"
      },
      "source": [
        "funds_br = inv.get_funds_list(country='brazil')\n",
        "funds_br"
      ],
      "execution_count": 109,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Fundo De Investimento Multimercado Bordeaux Iv Crédito Privado Investimento No Exterior',\n",
              " 'Cshg Warrior V Fundo De Investimento Multimercado - Crédito Privado Investimento No Exterior',\n",
              " 'A3 Viking Fi Em Quotas De Fi Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Bb Espelho Multimercado Lp J. Safra Absoluto 30 Private Fic Fi',\n",
              " 'Ctm Hedge Fundo De Investimento Multimercado - Longo Prazo',\n",
              " 'Vif - Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Fundo De Investimento Multimercado Bordeaux Iii Crédito Privado Investimento No Exterior',\n",
              " 'Bb Top Tatico Fundo De Investimento Multimercado',\n",
              " 'Epm Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Western Asset Multitrading H Multimercado Fundo De Investimento',\n",
              " 'Concordia Phoenix Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Fundo De Investimento Multimercado Irmb Crédito Privado - Investimento No Exterior',\n",
              " 'Wm Multigestor Estratégia Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Pmk Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Ibiuna Hedge J Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Artesanal Master Fundo De Investimento Multimercado',\n",
              " 'Ene Ficfi Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Rainbow Fundo De Investimento Em Ações Bdr Nível I',\n",
              " 'Fundo De Investimento Catânia Renda Fixa Longo Prazo',\n",
              " 'Votorantim Adam Macro Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Port Mm Multigestores Fi Em Cotas De Fundos De Investimento Multimercado Longo Prazo',\n",
              " 'Bradesco Fundo De Investimento Multimercado Crédito Privado Tiffany',\n",
              " 'Artesanal Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Lerosa Antares Fundo De Investimento Multimercado',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fi Multimercado Créd Priv Investimento No Exterior Cedro',\n",
              " 'Rhodes Fundo De Investimento Em Cotas De Fundos De Investimento Renda Fixa Longo Prazo',\n",
              " 'Btg Pactual Infraestrutura Ii Feeder Fic Fi Multimercado Crédito Privado',\n",
              " 'Pad501 Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Polo Crédito Privado Investimento No Exterior Fi Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Kapitalo Zeta Ekip Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Opportunity Figueira Fundo De Investimento Multimercado Investimento No Exterior',\n",
              " 'Lcp Fundo De Inv Em Cotas De Fundos De Inv Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Jgp Max Pvt Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Bahia Am Cíclotron E Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Fundo De Investimento Multimercado Bordeaux Ii Crédito Privado Investimento No Exterior',\n",
              " 'Saint-emilion Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior - Ip',\n",
              " 'Joms Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Ehwaz Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado',\n",
              " 'Elupe Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Kr Mike Fundo De Investimento Em Quotas De Fundos De Investimento Multimercado Crédito Privado',\n",
              " 'Song Ii Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Sucesso Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Gusbel Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Londres Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior Livre',\n",
              " 'Mongeral Aegon Multiestrategia Fundo De Investimento Em Cotas De Fundo De Investimento Multimercado',\n",
              " 'Jgp Hedge Master Fundo De Investimento Multimercado',\n",
              " 'Expresso Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Sky Fim Credito Privado',\n",
              " 'Diolipe - Fi Multimercado - Cred Priv - Ie - Ip',\n",
              " 'Fundo De Investimento Multimercado Sofram Iii Investimento No Exterior Crédito Privado',\n",
              " 'Zag Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Belpart Plus Ii Fundo De Investimento Multimercado Credito Privado',\n",
              " 'Canvas Enduro 30 Distribuição Bb Fi Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Ibiuna Hedge Pvt Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Fundo De Investimento Multimercado Credito Privado - Investimento No Exterior Abrolhos',\n",
              " 'Jgp Hedge Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Mirae Asset Multimercado Macro Strategy Fundo De Investimento',\n",
              " 'Itaú Private Multimercado Fund Of Funds Long & Short Fdo De Inv Em Cotas De Fdos De Investimento',\n",
              " 'Rio Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Klr - Fundo De Investimento Multimercado Credito Privado',\n",
              " 'Manager Canvas Enduro Ii Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'G5 Ferretti Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Jade Exclusivo Fim Credito Privado',\n",
              " 'Fact Seed Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Logos Fundo De Investimento Multimercado Investimento No Exterior',\n",
              " 'Opportunity Flor Da Mata Fundo De Investimento Multimercado - Investimento No Exterior',\n",
              " 'Benventura Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Fundo De Investimento Multimercado Bordeaux I Crédito Privado Investimento No Exterior',\n",
              " 'Bnp Paribas Capital Protegido X Fi Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Bnp Paribas Capital Protegido Xiii Fi Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Vb Invest Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Paragon Fundo De Investimento Multimercado Investimento No Exterior',\n",
              " 'Dlm Hedge Moderado Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Cshg Allocation Verde Am Agar Fundo De Investimento Em Cotas De Fundo De Investimento Multimercado',\n",
              " 'Iport Multi Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Fundo De Investimento Em Cotas De Fundos De Investimento Caixa Estratégico Multimercado Longo Prazo',\n",
              " 'Sparta Cíclico Fundo De Investimento Multimercado',\n",
              " 'Ac2 All Investors Fundo De Investimento Multimercado',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado Liton',\n",
              " \"Bradesco Fi Em Cotas De Fi Multimercado Crédito Privado Investimento No Exterior Estrela D'alva\",\n",
              " 'Fiq De Fi Multimercado Crédito Privado Tatui - Investimento No Exterior',\n",
              " 'Alfa Investor 197 - Fundo De Investimento Multimercado - Crédito Privado - Ie - Ip',\n",
              " 'Vértice Verde 14 Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Krm Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Allocation Rhodes Fi Em Cotas De Fundos De Investimento Multimercado Credito Privado',\n",
              " 'Ddc Multimercado Crédito Privado Investimento No Exterior Ficfi',\n",
              " 'Alocação Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Podosk Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado Ie',\n",
              " 'Dijon Fundo De Investimento Multimercado Cred Priv Investimento No Exterior',\n",
              " 'Verona Fi Em Cotas De Fundos De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Marcella - Fundo De Investimento Multimercado - Cp - Ip',\n",
              " 'Macuco Fi Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Opportunity Maracaípe Fundo De Investimento Multimercado Investimento No Exterior',\n",
              " 'Western Asset Multitrading Advanced Top Fic Fi Multimercado',\n",
              " \"Santander Fic Fi Pb Sant'anna Multimercado Credito Privado\",\n",
              " 'Krr Fundo De Investimento Multimercado Crédito Privado - Investimento No Exterior',\n",
              " 'Cfo Arapaima Fim C Priv Ie',\n",
              " 'Bnp Paribas Avenir Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Beni Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Plano Cv Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado',\n",
              " 'Luckyx - Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Blue Moon Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Camboinhas Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Veritas Top Capital Fundo De Investimento Multimercado Credito Privado',\n",
              " 'Tessa Fundo De Investimento Multimercado - Crédito Privado Investimento No Exterior',\n",
              " 'Montebello Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado',\n",
              " 'Kr Bh Fundo De Investimento Multimercado Crédito Privado - Investimento No Exterior',\n",
              " 'Bradesco Fic De Fundos De Investimento Multimercado Crédito Privado Investimento No Exterior Esquilo',\n",
              " 'Iporanga Macro Fundo De Investimento Multimercado',\n",
              " 'Fl Pegasus Fundo De Investimento Multimercado - Crédito Privado',\n",
              " 'Marathon Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Barao De Maua Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Cred Priv',\n",
              " 'Santander Fic Fi Total Plus Multimercado',\n",
              " 'Sestriere Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Vértice Gália Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Fundo De Investimento Multimercado Crédito Privado Bolt',\n",
              " 'Ujay Hedge Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Mapfre Inversion Fundo De Investimento Multimercado',\n",
              " 'Bram Srm4 Fic Fim C Priv Ie',\n",
              " 'Gap Yield Fundo De Investimento Renda Fixa',\n",
              " 'Malu Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Rei Salomão Fundo De Investimento Multimercado Crédito Privado - Investimento No Exterior',\n",
              " 'Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado Pilot Blue Ii',\n",
              " 'Ouro Fino Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Smartquant Fundo De Investimento Multimercado',\n",
              " 'Araras Fi Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Eos Titanium Fundo De Investimento Multimercado',\n",
              " 'Kondor Macro Fundo De Investimento Em Quotas De Fundos De Investimento Multimercado',\n",
              " 'Belpart Fundo De Investimento Em Cotas De Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Verde Am Agar Fundo De Investimento Em Cotas De Fundo De Investimento Multimercado',\n",
              " 'Novero Fundo De Investimento Renda Fixa Crédito Privado Imobiliário',\n",
              " 'Corleone Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Gávea Macro Plus Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Carvoeiro Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Arg Fundo De Investimento Multimercado I',\n",
              " 'Fundo De Investimento Em Cotas De Fi Institucional Sinaf Multimercado Credito Privado',\n",
              " 'Bradesco Prime Fdo De Investimento Em Cotas De Fundos De Investimento Multimercado Multi Allocation',\n",
              " 'Fundo De Investimento Barcelona Renda Fixa',\n",
              " 'Nacional Ii Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Sf2 Tropico Cash Fundo De Investimento Multimercado',\n",
              " 'Focus Fundo De Fundos - Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Btg Pactual Multistrategies Advanced Fundo De Investimento Multimercado',\n",
              " 'Saint Germain Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Ti Favo Fic Fi Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Bnp Paribas Capital Protegido Xiv Fi Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Arkansas Multimercado Fundo De Investimento Investimento No Exterior',\n",
              " 'Cshg Trifeta Fundo De Investimento Multimercado - Crédito Privado Investimento No Exterior',\n",
              " 'Beta F Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'V2 Multistrategy Fic Fi Multimercado Crédito Privado',\n",
              " 'Santander Fic Fi Diversificação Global Van Gogh Multimercado',\n",
              " 'Saga Snake Fundo De Investimento Multimercado',\n",
              " 'Impacto Horizonte Fundo De Investimento Renda Fixa Crédito Privado Longo Prazo',\n",
              " 'Pad530 Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Rio Bravo Apollo Master Fundo De Investimento Multimercado',\n",
              " 'Fator Portfolio Verde - Fundo De Investimento Em Cotas De Fundo De Investimento Multimercado',\n",
              " 'Mx Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Aviao Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Btg Pactual Hedge Fundo De Investimento Multimercado',\n",
              " 'Opportunity Allocation Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Cshg Allocation Verde Am Ii Fundo De Investimento Em Cotas De Fundo De Investimentos Multimercado',\n",
              " 'Jgp Max Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Feeder Ii',\n",
              " 'Brb Fundo De Investimento Em Cotas De Fundos De Investimento Em Renda Fixa Di Longo Prazo 1 Milhão',\n",
              " 'Infinity Institucional Fundo De Investimento Multimercado',\n",
              " 'Ventor Hedge Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Bb Multimercado Multigestor Arbitragem Private Fic De Fundos De Investimento',\n",
              " 'Fact Total Return Master Fundo De Investimento Multimercado',\n",
              " 'Santander Fi Top Brasil Multimercado',\n",
              " 'Gávea Macro I Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Cshg Allocation Verde Am Delta Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Alocc Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Malta Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Clingen Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Holly Portfólio Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Ravi Mae Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado Ie',\n",
              " 'Polo Macro Fundo De Investimento Multimercado',\n",
              " 'Claritas Hedge Master Fundo De Investimento Multimercado Longo Prazo',\n",
              " 'Bnp Paribas Premium Fic De Fi Multimercado',\n",
              " 'Mongeral Aegon Fundo De Investimento Multimercado',\n",
              " 'Mauá Institucional Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Tg Fundo De Investimento Multimercado Investimento No Exterior',\n",
              " 'Btgp Access Balanceado Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Itaú Personnalité Seleção Ibiuna Hedge Multimercado Fdo De Invest Em Cotas De Fdos De Investimento',\n",
              " 'Cshg Allocation Verde 14 Fundo De Investimento Em Cotas De Fundo De Investimento Multimercado',\n",
              " 'Kapitalo Koppa Fundo De Investimento Em Quotas De Fundos De Investimento Multimercado',\n",
              " 'Ibiuna Hedge Str Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Paineiras Hedge Ii Ficfi Multimercado',\n",
              " 'Vértice Verde Ii Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Bb Espelho Multimercado Truxt I Macro Private Fundo De Investimento Em Cotas De Fi',\n",
              " 'Bb Multimercado Lp Global Acqua Private Fundo De Investimento',\n",
              " 'Claritas Hedge Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Longo Prazo',\n",
              " 'Meros Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado - Crédito Privado - Ie',\n",
              " 'Vinci Credito Estruturado Selection Advisory Fi Em Cotas De Fi Multimercado Credito Privado',\n",
              " 'Tna Multimercados Ii Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Kapitalo Pwm Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Santander Fic Fi Global Multimercado',\n",
              " 'A3 Pram Fi Em Cotas De Fi Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Santander Fic Fi Multiestrategia Multimercado',\n",
              " 'Sicredi - Fundo De Investimento Em Cotas De Fundos De Investimento Renda Fixa Premium Longo Prazo',\n",
              " 'Mauá Institucional Master Fundo De Investimento Multimercado',\n",
              " 'Btg Pactual Multistrategies Advanced Plus Fundo De Investimento Multimercado',\n",
              " 'Neo Multiestratégia 30 Bp Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Brb Fundo De Investimento Em Renda Fixa Credito Privado Longo Prazo',\n",
              " 'Infinity Lotus Fundo De Investimento Renda Fixa',\n",
              " 'Fundo De Investimento Multimercado Sculptor Crédito Privado',\n",
              " 'Tera Fundo De Investimento Multimercado Investimento No Exterior',\n",
              " 'Dbm Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Novus Capital Macro Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Logos Master Fundo De Investimento Multimercado',\n",
              " 'Jgp Strategy Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado - Feeder I',\n",
              " 'Bb Espelho Mm Canvas Classic Ii Private Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Verde Am V Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Crivitz Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Santander Fundo De Investimento Top Multimercado',\n",
              " 'Gap Multiportfolio Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Bradesco Fdo De Inv Em Cotas De Fundos De Investimento Multimercado Crédito Privado Estratégia A',\n",
              " 'Singular Fundo De Investimento De Acoes Investimento No Exterior',\n",
              " 'Phisiq Qi Master Series Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Manager Occam Equity Hedge Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Verde Am Jade Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Ibiuna Hedge A Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Platon Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Kapitalo Kalletal Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Verde 14 Fundo De Investimento Em Cotas Fundo De Investimento Mult',\n",
              " 'Bahia Am Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Vic Opportunities Fundo De Investimento Em Cotas De Fi Multimercado Crédito Privado Ie',\n",
              " 'Opportunity Market Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Leste Credit Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Btgp Access Vintage Macro Ii Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Porto Seguro Macro Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Arx Extra Master Fundo De Investimento Multimercado',\n",
              " 'Cshg Allocation Spx Raptor Fic De Fi Multimercado-crédito Privado Investimento No Exterior',\n",
              " 'Wright Multi Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Bnp Paribas Master Multigestão Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Cshg Verde Am Carteira Administrada - Real Fundo De Investimento Em Cotas De Fi Multimercado',\n",
              " 'Potenji Renda Fixa Crédito Privado - Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Spx Capital Portfolio Fundo De Investimento Em Quotas De Fundos De Investimento Multimercado',\n",
              " 'M Ca Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado',\n",
              " 'Vértice Verde Am Jade Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Cshg Allocation Verde Am Iii Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Novus Macro D5 Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Uv Baobá Fundo De Investimento De Acoes Investimento No Exterior',\n",
              " 'Az Quest Legan Termo Fundo De Investimento Multimercado',\n",
              " 'Lmpar Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Infinity Hedge Fundo De Investimento Multimercado',\n",
              " 'Mirae Asset Global Multi Strategy Master Fundo De Investimento Multimercado',\n",
              " 'Mirae Asset Global Multi Strategy Fi Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Perfin Equity Hedge 15 Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Gf Master Fundo De Investimento Multimercado',\n",
              " 'Liz Fundo De Investimento Multimercado - Crédito Privado',\n",
              " 'Primavera - Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Hpr Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Santander Fi Pb Belle Du Jour Multimercado Crédito Privado',\n",
              " 'Bb Top Hedge Fundo De Investimento Multimercado',\n",
              " 'Occam Equity Hedge Bb Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Rcv Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Solana Absolutto Fundo De Investimento De Ações',\n",
              " 'Itaú Multimercado Multimanager Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Fundo De Investimento Multimercado Bordeaux V Crédito Privado Investimento No Exterior',\n",
              " 'Fx1 Fundo De Investimento Multimercado Crédito Privado - Investimento No Exterior',\n",
              " 'Bb Espelho Multimercado Occam Equity Hedge Private Fundo De Investimento Em Cotas De Fi',\n",
              " 'Bb Multimercado Lp Global Innovation Private Fundo De Investimento',\n",
              " 'Vértice Fof Alocação 90 Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Pomponesco Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Seival Fgs Master Agressivo Fundo De Investimento Multimercado',\n",
              " 'Luiza Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Bb Espelho Multimercado Ibiuna Hedge Private Fundo De Investimento Em Cotas De Fi',\n",
              " 'Seival Fgs Agressivo Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Mauá Absoluto Bp Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Córsega Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Whoop Fundo De Investimento Multimercado Crédito Privado - Investimento No Exterior',\n",
              " 'Sedona Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Cfo Fex Fim C Priv Ie',\n",
              " 'Capri Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Astorga Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Fc8 Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado',\n",
              " 'Bnp Paribas Manu Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Aaa Allocation Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Spxr Dist Vnc Fi Em Cotas De Fi Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Vivert Multimercado Crédito Privado Investimento No Exterior Fundo De Investimento',\n",
              " 'Bnp Paribas Capital Protegido Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Manager Spx Raptor Fundo De Investimento Em Cotas De Fi Multimercado Crédito Privado Inv No Exterior',\n",
              " 'Santander Pb Gaar Intrepid Mult Cred Priv Fc Fi',\n",
              " 'Harmonicus Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Btgp Access Kapitalo Kappa Fundo De Investimento Em Quotas De Fundos De Investimento Multimercado',\n",
              " 'More Macro Fundo De Investimento Em Quotas De Fundos De Investimento Multimercado',\n",
              " 'Porto Seguro Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Credito Privado',\n",
              " 'Fundo De Investimento Em Cotas De Fundos De Investimento Caixa Cap Prot Ibovespa Cíclico I Mult',\n",
              " 'Piatã Fundo De Investimento Renda Fixa Longo Prazo Previdenciário Crédito Privado',\n",
              " 'Daytona Fundo De Investimento Multimercado Investimento No Exterior Credito Privado',\n",
              " 'Sicredi Fundo De Investimento Multimercado Perfil Classico Longo Prazo',\n",
              " 'Spx Nimitz Bny Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Znt Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Santander Fic Fi Moderado Van Gogh Multimercado',\n",
              " 'Garin Special Fundo De Investimento Multimercado',\n",
              " 'Ca Indosuez Béton Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Kapitalo Estratégias Master Fundo De Investimento Multimercado',\n",
              " 'Vintage Macro Iv Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'G5 Bardauni Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Bb Multimercado Longo Prazo Global Vita Private Fundo De Investimento',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fi Mult Crédito Privado Investimento No Exterior Owl',\n",
              " 'Occam Previdência Master Fundo De Investimento Multimercado',\n",
              " 'Arx Especial Master Fundo De Investimento Multimercado',\n",
              " 'Bb Multimercado Lp Arbitragem Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Mauá Absoluto Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Mauá Absoluto Master Fundo De Investimento Multimercado',\n",
              " 'Hawker Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Pretium Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Qw1 Crédito Privado Fundo De Investimento Multimercado',\n",
              " 'Cw1 Crédito Privado Fundo De Investimento Multimercado',\n",
              " 'Zell Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Bradesco Fundo De Investimento Multimercado S&p 500 Mais',\n",
              " 'Bradesco H Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Aquamarine',\n",
              " 'Vitoria Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Credito Privado',\n",
              " 'Western Asset Multimercado Institucional Fundo De Investimento',\n",
              " 'Cshg Bellatrix Fundo De Investimento Multimercado - Crédito Privado Investimento No Exterior',\n",
              " 'Bradesco Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior - Rfi',\n",
              " 'Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Credito Privado Ie Kre',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Invest. Multimercado Crédito Privado Maturi',\n",
              " 'Ventor Ima-b Hedge Fundo De Investimento Multimercado',\n",
              " 'Bradesco Prime Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Top Fundo De Investimento Renda Fixa',\n",
              " 'Grd-chd Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Acrópolis Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Luke 4 Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Rio Ipanema Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Pyxis Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Blf Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Investimento No Exterior',\n",
              " 'Zukunft Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Polo Ti Crédito Privado Fundo De Investimento Multimercado',\n",
              " 'Propel Brimp Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Ktva Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Bnp Paribas Capital Protegido Iii Fi Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Santander Fic Fi Pb Aplauso Multimercado Crédito Privado',\n",
              " 'Advance 1954 Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Wright Impacto Social Fundo De Investimento Em Cotas De Fi Multimercado Credito Privado Ie',\n",
              " 'Mcms Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Luteus Fundo De Investimento Em Cotas De Fundo De Investimento Multimercado Credito Privado Ie',\n",
              " 'Tao Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Tktp Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado',\n",
              " 'Par Multimercado Fundo De Investimento Crédito Privado Investimento No Exterior',\n",
              " 'Bradesco Fic De Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior Hawk Eye',\n",
              " 'Melv Fundo De Investimento Multimercado Crédito Privado - Investimento No Exterior',\n",
              " 'G5 Genesis Fundo De Investimento Multimercado Crédito Privado - Investimento No Exterior',\n",
              " 'Bnp Paribas Sky Fundo De Investimento Multimercado',\n",
              " 'Kadima Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Feeder Ventor Hedge Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'G5 Milano Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Golden Kut Fundo De Investimento Multimercado Crédito Privado - Investimento No Exterior',\n",
              " 'Bnp Paribas Fic Fi Santorini Multimercado Crédito Privado',\n",
              " 'Itaú Private Pátria Real Estate Ii-fdo.de Invest.em Cotas De Fdos De Invest.multim. Crédito Privado',\n",
              " 'Fc3 Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado',\n",
              " 'Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Gorizia - Crédito Privado',\n",
              " 'Fm Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado - Investimento No Exterior',\n",
              " 'Atenas Fundo De Investimento Multimercado Crédito Privado Super Qualificado',\n",
              " 'Limão Cravo Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Prosperidade Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Bradesco Fic De Fundos De Investimento Multimercado Crédito Privado Investimento No Exterior Cardo',\n",
              " 'Casulo Fundo De Investimento Em Cotas De Fi Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Fundo De Investimento Multimercado Crédito Privado Nova Lima',\n",
              " 'Zehava Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Brasil Plural Special Situations Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Bnp Paribas Capital Protegido Xv Fi Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Lsa Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Compostella Fundo De Investimento Multimercado Credito Privado - Investimento No Exterior',\n",
              " 'Wm Partners Equity Hedge Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Maxwell Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado',\n",
              " 'Vértice Verde Am Agar Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Fundo De Investimento Multimercado Crédito Privado Magazine Investimento No Exterior',\n",
              " 'G5 Ccp Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Tagus Absoluto Fundo De Investimento Multimercado',\n",
              " 'Vértice Spx Raptor Fundo De Inv Em Cotas De Fi Multimercado Crédito Privado Inv No Exterior',\n",
              " 'Navitimer Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Bradesco Fic De Fdos De Investimento Multimercado Crédito Privado Investimento No Exterior Esmeralda',\n",
              " 'Bradesco Fi Em Cotas De Fi Multimercado Crédito Privado Investimento No Exterior âmbar',\n",
              " 'Koi Legacy Capital Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Pbr Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Mauá Ipca Hedge Master Fundo De Investimento Multimercado',\n",
              " 'Aconcágua Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Capital Allocation Fundo De Investimento Em Cotas De Fundos De Investimentos Multimercado',\n",
              " 'Propel Axis I Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Esmeralda Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Infinity Eagle Fundo De Investimento Multimercado',\n",
              " 'Bradesco Fic De Fundos De Investimento Multimercado Crédito Privado Investimento No Exterior Lalan',\n",
              " 'Condeixa Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Bb Multimercado Lp Votorantim Multistrategy Private Fi Em Cotas De Fundos De Investimento',\n",
              " 'Mg 2 Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Pride Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Bnp Paribas Capital Protegido Ii Fi Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Hydra Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Azimut Wm Dédalus Jelb Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Cshg Oceano Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado - Cred Priv Ie',\n",
              " 'Michelangelo Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Fundo De Investimento Multimercado Credito Privado Monte Verde',\n",
              " 'Mongeral Aegon Carrera Fi Em Cotas De Fi Multimercado Crédito Privado Longo Prazo',\n",
              " 'Btgp Access Iporanga Macro 30 Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Brasil Plural Equity Hedge Citi Feeder Fi Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Richmond Fundo De Investimento Multimercado Crédito Privado - Investimento No Exterior',\n",
              " 'Kadiwéu Fundo De Investimento Multimercado Crédito Privado - Investimento No Exterior',\n",
              " 'Canvas Enduro I Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Fundo De Investimento Sonar Patrimônio Multimercado Crédito Privado',\n",
              " 'Bemais Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Annecy Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Aquila Fundo De Investimento Multimercado Credito Privado Ie',\n",
              " 'Aaa Leleske Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Credito Privado',\n",
              " 'Ti Top Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Paineiras Hedge M Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Fundo De Investimento Multimercado Crédito Privado Proprietário 8 - Investimento No Exterior',\n",
              " 'Schroder Total Fundo De Investimento Em Cotas De Fundo De Investimento Multimercado',\n",
              " 'Rc01 Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Credito Privado',\n",
              " 'Gênesis Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Cirrus Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Bb Espelho Mult Lp Kondor Max Private Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Mais',\n",
              " 'Jandaia Fi Em Cotas De Fundos De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Danúbio Fundo De Investimento Em Cotas De Fi Multimercado Crédito Privado Inv No Exterior',\n",
              " 'Sarret I Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Fundo De Investimento Em Cotas De Fundos De Investimento Amb Multimercado - Crédito Privado',\n",
              " 'Blima Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Degas Ii Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado - Ie',\n",
              " 'Bela Ametista Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Pnrp Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Western Asset Allocation 2 Fic Fi Multimercado',\n",
              " 'Brl Titan Fundo De Investimento Multimercado De Longo Prazo',\n",
              " 'Hermes Fi Em Cotas De Fundos De Investimento Multimercado Investimento No Exterior',\n",
              " 'Bradesco Fundo De Investimento Multimercado Supremo',\n",
              " 'Western Asset Multirenda 20 Fic Fi Multimercado',\n",
              " 'Veryon Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Pm Fundo De Investimento Multimercado',\n",
              " 'Safra Galileo Distribuidores Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Montecristo Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Access Spx Nimitz Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Arx Allocation Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Integral Fundo De Investimento Renda Fixa Crédito Privado',\n",
              " 'Platinum Capital Dinamico Fi Em Cotas De Fundos De Investimento Multimercado Credito Privado',\n",
              " 'Itaú Personnalité Btg Pactual Hedge Multimercado - Fundo De Invest.em Cotas De Fundos De Invest.',\n",
              " 'Brb Fundo De Investimento Multimercado Longo Prazo 5 Mil',\n",
              " 'Fundo De Investimento Em Quotas De Fundos De Investimento Multimercado Laeco',\n",
              " 'Ujay Bold Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Lfi Tech Star Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Verde Am All Prisma Fi Em Cotas De Fi Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Wm Macro Allocation Fundo De Investimento Multimercado',\n",
              " 'Belvedere Matisse Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Rocha Petersen Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'órama Gávea Macro Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'London Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Heidelberg Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Jive Cash Fundo De Investimento Multimercado',\n",
              " 'Lifetime Balanced Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Nexxt Fic Fi Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Cshg Yaramazan Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado - Créd Priv Ie',\n",
              " 'Alpinia Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'G5 Thoga Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Kinea Arkhe Pvt Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Aurest Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Saga Dlebta Fundo De Investimento Multimercado Investimento No Exterior',\n",
              " 'Remil Fundo De Investimento Em Cotas De Fundo De Investimento Multimercado Credito Privado',\n",
              " 'Florença Prime Fundo De Investimento Multimercado',\n",
              " 'Canvas Enduro Ii Cshg Fundo De Investimento Em Cotas De Fundo De Investimento Multimercado',\n",
              " 'Jgp Premium Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Eos Lvt Fundo De Investimento Multimercado Investimento No Exterior Crédito Privado',\n",
              " 'Bradesco Prime Net Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Cristal',\n",
              " 'Reis Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Fundo De Investimento Sonar Aurora Multimercado Credito Privado',\n",
              " 'Jaguari Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Fc6 Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado',\n",
              " 'Philadelphia Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Legacy Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Roma Fundo De Investimento Em Cotas De Fundo De Investimento Multimercado',\n",
              " 'Jamm Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Access Hedge Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado',\n",
              " 'Morro Verde Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Fc4 Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado',\n",
              " 'Fundo De Investimento Multimercado Crédito Privado Longo Prazo Somma Multi-estratégias Ii',\n",
              " 'Fundo De Investimento Multimercado Crédito Privado Ducape Investimento No Exterior',\n",
              " 'Gss Fundo Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Xp Belze Fi Em Cotas De Fundos De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Transamérica Estratégia - Fundo De Investimento Multimercado',\n",
              " 'Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Target 200',\n",
              " 'Philos Fundo De Investimento Multimercado Credito Privado',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fi Mult Crédito Privado Investimento No Exterior Hbr',\n",
              " 'B 25 Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Sul América Frizzo Fdo De Invest Em Cotas De Fdos De Investimento Multimercado Crédito Privado',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Multiperformance',\n",
              " 'Bradesco Fdo De Investimento Em Cotas De Fundo De Investimento Multimercado Crédito Privado Ruari Ii',\n",
              " 'Turin Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Sandalwood Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Quarteto Fundo De Investimento Multimercado Credito Privado',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundo De Investimento Multimercado Cred Priv Ie Tipuana',\n",
              " 'Chablyss Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Limiar Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Bradesco Private Fic De Fundos De Investimento Multimercado Multiestratégia Plus',\n",
              " 'Jazz Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Ikoporan Endowment - Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Mk Plus Fundo De Investimento Multimercado - Credito Privado - Investimento No Exterior',\n",
              " 'X2 Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Antuerpia Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Neo Multi Estrategia Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'San Diego Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Fundo De Investimento Multimercado Cornucopia Crédito Privado',\n",
              " 'Concórdia Ti Fundo De Investimento Multimercado Longo Prazo',\n",
              " 'Farroupilha Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Sweet Caroline Fundo De Investimento Multimercado Crédito Privado - Investimento No Exterior',\n",
              " 'Saturno Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Credito Privado',\n",
              " 'Bny Mellon Gávea Macro Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Vinci Selection Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Santander Pb Mingote Ii Multimercado Crédito Privado Fic Fi',\n",
              " 'Zorzi Fundo De Investimento Em Cotas De Fi Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Puritama Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Papageno Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Ipanema Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'F6 Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Três Marias Fi Multimercado Credito Privado',\n",
              " 'Rio Arbitragem Fundo De Investimento Multimercado',\n",
              " 'Safari Carlu Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Brain Golden Star Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Ssmm Fundo De Investimento Multimercado Crédito Privado - Investimento No Exterior',\n",
              " 'Sq Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Esmeralda Fi Em Cotas De Fi Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Galt Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Fundo De Investimento Multimercado Crédito Privado Em5',\n",
              " 'Fisherton Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Light Blue Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Bodrum Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Sophia Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Fundo De Investimento Multimercado Gold Crédito Privado Investimento No Exterior',\n",
              " 'Gama Un Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Cfo Ouro Verde Fim C Priv Ie',\n",
              " 'Ludo Ii Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Helena Ii Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Giuseppe Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Santander Fic Fi Total Ii Multimercado',\n",
              " 'Fundo De Investimento Multimercado Crédito Privado Teca Investimento No Exterior',\n",
              " 'Generale Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'For Ti - Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Apoena Macro Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Victoria Falls Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Bnp Paribas Pimpo Fic Fi Multimercado Crédito Privado',\n",
              " 'Cshg Blue Marlin Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado- Cred Priv Ie',\n",
              " 'Pinguim Fi Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Bnp Paribas Capital Protegido Vii Fi Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Abaco Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Alfa Dynamic - Fi Multimercado - Crédito Privado - Ip',\n",
              " 'Planner Fundo De Investimento Multimercado',\n",
              " 'Sts Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Cfo Bonsai Fim C Priv Ie',\n",
              " 'Ilha Santorini Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Brasil Plural Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Fundo De Investimento Em Quotas De Fundos De Investimento Multimercado Crédito Privado Cielo',\n",
              " 'Alfa Alocações - Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado - Iq',\n",
              " 'Guaratiba Fundo De Investimento Multimercado Crédito Privado - Investimento No Exterior',\n",
              " 'Cezanne Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Alfa Top Gestores-fundo De Invest Em Cotas De Fundos De Invest Multimercado - Credito Privado- Iq',\n",
              " 'Madretur Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Dódos - Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Rotas Fundo De Investimento Em Cotas De Fundo De Investimento Multimercado Credito Privado Ie',\n",
              " 'Bresser Hedge Plus Fi Multimercado',\n",
              " 'Tacto Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado',\n",
              " 'Bradesco Fic De Fundos De Investimento Multimercado Crédito Privado Investimento No Exterior Emapar',\n",
              " 'Okeanos Fundo De Investimento Em Cotas De Fi Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Fi Em Cotas De Fi Multimercado Longo Prazo Target Ii Crédito Privado Investimento No Exterior',\n",
              " 'Pwm Allocation Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado',\n",
              " 'Santander Fi Pb Mep Multimercado Credito Privado',\n",
              " 'Vert Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Lumina Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Iporanga Macro Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Claritas Alocação Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Ficus Fi Em Cotas De Fundos De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Acácia Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Multinvest Capital New Timbo Fi Multimercado Crédito Privado Longo Prazo Investimento No Exterior',\n",
              " 'Feeder Verde Am Vii Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Infinity Platinum Fundo De Investimento Multimercado',\n",
              " 'Lotus Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado - Crédito Privado',\n",
              " 'Acacias Fi Multimercado Crédito Privado Ie',\n",
              " '761 Fundo De Investimento Em Cotas De Fi Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Bram Fundo De Investimento Multimercado Dracma',\n",
              " 'Regina 18 Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Telco Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Picadilli - Fim Crédito Privado',\n",
              " 'Dex Hedge Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Gsdj Prv Fundo De Investimento Multimercado - Credito Privado',\n",
              " 'Alfa Total Jgp Hedge - Fundo De Inv Em Cotas De Fundos De Inv Multimercado - Iq',\n",
              " 'Bluelite Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Carema Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Praia Do Arpoador Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Arcobaleno Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Diutinus Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Eagle Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Bb Private 32 Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento Crédito Privado',\n",
              " 'Montaigne Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Mediator Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Votorantim Gavea Macro Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Juruá Fundo De Investimento Em Cotas De Fi Multimercado Crédito Privado Inv Exterior',\n",
              " 'Black Swan Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Una Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado',\n",
              " 'Cyclops Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Preguinho Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Portfolio Diversificado 1 Fi Em Cotas De Fi Multimercado - Credito Privado',\n",
              " 'Vivere Fundo De Investimento Multimercado Credito Privado',\n",
              " 'Multistrategy Qualificado Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Destino Fi Em Cotas De Fundos De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Mongeral Aegon Hedge Longo Prazo Fundo De Investimento Multimercado',\n",
              " 'Noidore Fi Em Cotas De Fundos De Investimento Multimercado Crédito Privado Inv No Exterior',\n",
              " 'Dmt Fundo De Investimento Multimercado - Credito Privado Investimento No Exterior',\n",
              " 'Guandré Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Santander Fundo De Investimento Em Cotas De Fundos De Investimento Pb Hg Verde 90 Multimercado',\n",
              " 'Pontal Fundo De Investimneto Cotas De Fundos De Investimento Multimercado Crédito Privado',\n",
              " 'Bb Multimercado Lp Global Europa Private Fundo De Investimento',\n",
              " 'Luzes Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Mestiço Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Credito Privado',\n",
              " 'Bradesco H Ficfi Renda Fixa Longo Prazo Total',\n",
              " 'Vert 14 Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Gianda Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Santander Fic Fi Pb Canoe Multimercado Credito Privado',\n",
              " 'Quantitas Fundo De Investimento Em Cotas De Fundo De Investimento Multimercado Brisa',\n",
              " 'Occam Institucional Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Cshg Betari Fic De Fundos De Investimento Multimercado - Crédito Privado Invest No Exterior',\n",
              " 'Krf Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Zoriun Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Cruise Plus Ficfi Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Pad588 Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Mip',\n",
              " 'H3 Vert Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Qoppa Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fi Multimercado Créd Priv Investimento No Exterior Storm',\n",
              " 'Green View Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Crédito Privado',\n",
              " 'Teia Fic De Fi Multimercado Crédito Privado Ie',\n",
              " 'Sagres Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Bnp Paribas Fic De Fi Barcelona Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Hera - Fundo De Investimento Em Cotas De Fi Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Jgp Max Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado - Feeder I',\n",
              " 'Aria Capital Hedge Fundo De Investimento Multimercado',\n",
              " 'Bnp Paribas Capital Protegido Vi Fi Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Confiance Multistrategies Fundo De Investimento Multimercado',\n",
              " 'Mybs Fi Em Cotas De Fundos De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Cshg Amppar Fundo De Investimento Em Ações',\n",
              " 'Confiance Multistrategies Fundo De Investimento Em Quotas De Fundos De Investimento',\n",
              " 'Ipf Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Gávea Macro Dólar Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Xp Advisory Dvora Fim C Priv',\n",
              " 'Bnp Paribas Young Fi Multimercado Crédito Privado',\n",
              " 'Wml Exclusive Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Ujay Hedge Ii Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Fundo De Investimento Votorantim Multistrategy Multimercado',\n",
              " 'Marino Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Bs2 Advisor I Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Barabaru Fundo De Investimento Multimercado',\n",
              " 'Jgp Max Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Safra Galileo Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'O3 Fundo De Investimento Multimercado Credito Privado Investimento No Exterior Macro',\n",
              " 'Unibanco Prever I Rv 30 Fic De Fundos De Investimento Especialmente Constituídos Multimercado',\n",
              " 'Tim Moderado Prev Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Schroder Brasil Balanced Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Porto Seguro Previdência Privada Multimercado Arrojado Fdo De Invest Em Cotas De Fdos De Investiment',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Quant',\n",
              " 'Itaú Flexprev I V40 Multimercado - Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Iu Western Asset Corporate Rv 25 - Fundo De Investimento Multimercado',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Pgbl - V40/20',\n",
              " 'Itaú Flexprev Investors V40 Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Pgbl/vgbl - V40/12',\n",
              " 'Tutto Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Itaú Flexprev Plus V40 Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Pgbl - V40 Plus',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Pgbl/vgbl - V30/12',\n",
              " 'Santander Fic Fi Pb Top Managers Multimercado',\n",
              " 'Santander Comshell Iii Cd Fic De Fim Credito Privado',\n",
              " 'Fundo De Investimento Caixa Rio Preto Multimercado Crédito Privado',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fi Multimercado Pgbl/vgbl Future Composto Ii',\n",
              " 'Bradesco Corporate Exclusivo Iv Fundo De Investimento Em Cotas De Fi Multimercado Pgbl/vgbl Rv49',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Pgbl - V30/20',\n",
              " 'Bradesco H Ficfi Multimercado Pgbl/vgbl Premium Lp',\n",
              " 'Itaú Flexprev Private V45 Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Uniclass Prever Rv 30 Fi Cotas De Fundos De Investimento Especialmente Constituídos Multimercado',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Pgbl/vgbl - V30/19',\n",
              " 'Bresser Hedge Fundo De Investimento Multimercado',\n",
              " 'Bradesco H Ficfi Multimercado Pgbl/vgbl Dinâmico',\n",
              " 'Metlife Silver Rv 25 Fundo De Investimento Em Cotas De Fundos De Investimento Mult Balanceado',\n",
              " 'Sicredi Fic De Fi Especialmente Constituídos Multimercado Is Previdência Essencial Composto',\n",
              " 'Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Longo Prazo Sr',\n",
              " 'Icatu Vanguarda Data Alvo 2040 Fundo De Investimento Em Cotas De Fi Multimercado',\n",
              " 'Itaú Private Prev V45 Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Unibanco Prever Ii Rv 30 Fic De Fundos De Investimento Especialmente Constituídos Multimercado',\n",
              " 'Metlife Gold Rv 25 Ficfi Multimercado Balanceado Previdenciário',\n",
              " 'Alfaprev Private 49 -fdo De Investimento Em Cotas De Fdo De Investimento Mutimercado-previdenciario',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fi Multimercado Golden Profit Dinâmico',\n",
              " 'Itauprev Annuity V30 Multimercado - Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Santa Fe Aquarius Fundo De Investimento Multimercado',\n",
              " 'Kapitalo Tfo Kappa Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Sicredi Fic De Fi Especialmente Constituídos Multimercado Is Previdência Valor Composto',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Pgbl/vgbl - V30 Plus',\n",
              " 'Western Asset Hub Fundo De Investimento Multimercado',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Pgbl - V40/15',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Pgbl - V30/15',\n",
              " 'Brasilprev Multimercado Especial Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Brasilprev Multimercado Dividendos Ii Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Itaú Flexprev Premium V40 Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Fdo De Inv Em Cotas De Fdos De Inv Previdenciário Caixa Multimercado Renda Variável 0/30 150',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Vgbl - V40/15',\n",
              " 'Safra Prevmult Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Previdenciário',\n",
              " 'Dragon - Fundo De Investimento Multimercado Credito Privado E Investimento No Exterior',\n",
              " 'Fundo De Investimento Em Cotas De Fundos De Investimento Previdenciário Caixa Mult Rv 15/30 125',\n",
              " 'Santander Fundo De Investimento Em Cotas De Fundos De Investimento Agressivo Multimercado',\n",
              " 'Fundo De Investimento Em Cotas De Fundos De Investimento Previdenciário Caixa Mult Rv 0/30 300',\n",
              " 'Brasilprev Multimercado Dividendos Iii Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Kapitalo Kappa Red Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Kapitalo Kappa S Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Pgbl/vgbl - V30/15',\n",
              " 'Brasilprev Multimercado Multiestratégia I Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Sharp Multimanager Bbdc Fundo De Investimento Multimercado',\n",
              " 'Kapitalo Kappa Pvt Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Porto Seguro Multimercado Rubi Plus Fundo De Investimento Em Cotas Fdos Investimento Previdenciário',\n",
              " 'Sulamerica Mix 30 Iv Fundo De Investimento Multimercado',\n",
              " 'Ti Legado Prev Fundo De Investimento Multimercado Credito Privado',\n",
              " 'Fundo De Investimento Em Cotas De Fundos De Investimento Previdenciário Caixa Mult Rv 15/30 200',\n",
              " 'Unibanco Prever Iv Rv 30 Fic De Fundos De Investimento Especialmente Constituídos Multimercado',\n",
              " 'Itaú Flexprev Corporate Rv35 - Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Resistenza Fundo De Investimento Multimercado Crédito Privado - Investimento No Exterior',\n",
              " 'Itaú Flexprev Corporate Platinum Ii Rv49 Fdo De Investimento Em Cotas De Fdos De Invest Multimercado',\n",
              " 'Vinci Equilíbrio Icatu Previdência Fundo De Investimento Em Cotas De Fi Multimercado Ii',\n",
              " 'Sulamerica Mix 40 Fundo De Investimento Multimercado',\n",
              " 'Fundo De Investimento Em Cotas De Fundos De Investimento Previdenciário Caixa Mult Rv 15/30 250',\n",
              " 'Alaska Range Fundo De Investimento Multimercado',\n",
              " 'Icatu Seg Classic Dividendos 49 Fic Fim',\n",
              " 'Vinci Equilíbrio Icatu Previdência Master Fundo De Investimento Multimercado',\n",
              " 'Agressivo Fundo De Investimento Multimercado',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Pgbl/vgbl Rv30/10',\n",
              " 'Santander Fundo De Investimento Em Cotas De Fundos De Investimento 49 Iii Multimercado Créd Priv',\n",
              " 'Popper Fundo De Investimento Multimercado Crédito Privado - Investimento No Exterior',\n",
              " 'Fundo De Investimento Caixa Multimercado Rv 30 Longo Prazo',\n",
              " 'Itaú Flexprev Xi A V40 Multimercado - Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Vie Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Fundo De Investimento Em Cotas De Fi Previdenciário Multimercado - 10 - Crédito Privado',\n",
              " 'Santander Fic Fi Prev Moderado Multimercado Credito Privado',\n",
              " 'Safra Prev Moderado Premium Fic Fi Multimercado Previdenciário',\n",
              " 'Visia Zarathustra Fundo De Investimento Em Cotas De Fundo De Investimento Multimercado',\n",
              " 'Fundo De Investimento Multimercado Tertius Moderado',\n",
              " 'Brasilprev Multimercado Dinâmico Ii Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Pgbl Moderado',\n",
              " 'Daycoval Expert Ii Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Fdo De Inv Em Cotas De Fdos De Inv Previdenciário Caixa Multimercado Renda Variável 0/15 150',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Alocação Arrojada',\n",
              " 'Bb Previdenciário Multimercado Fundo De Investimento Longo Prazo',\n",
              " 'Santander Fic Fi Prev Pb Allocation Multimercado Credito Privado',\n",
              " 'Somma Qp1 Fundo De Investimento Multimercado',\n",
              " 'Fundo De Investimento Em Cotas De Fundos De Investimento Previdenciário Caixa Mult Rv 0/15 125',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Vgbl Moderado',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Pgbl/vgbl - V15/15',\n",
              " 'Vitreo Fof Melhores Fundos Fundo De Investimento Em Cotas De Fundo De Investimento Multimercado Cp',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Alocação Moderada',\n",
              " 'Bradesco Empresas Fundo De Investimento Em Cotas De Fundos De Investimento Renda Fixa Duration',\n",
              " 'Bnp Paribas ártico Fic De Fi Multimercado Previdenciário Crédito Privado (conservador)',\n",
              " 'Brasilprev Multimercado Dinâmico I Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Bb Multimercado Longo Prazo Balanceado Dividendos Fundo De Investimento Em Cotas De Fundos De Invest',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Pgbl Moderado Ii',\n",
              " 'Fundo De Investimento Em Cotas De Fundos De Investimento Previdenciário Caixa Mult Rv 0/15 200',\n",
              " 'Unimed Rv 15 Fundo De Investimento Multimercado',\n",
              " 'Itaú Flexprev Premium V10 Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Wright Credito Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Jjsp Fund Iii Fundo De Investimento Multimercado',\n",
              " 'Itaú Hedge 30 Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Pgbl - V15/15',\n",
              " 'Bb Top Multimercado Balanceado Fundo De Investimento Longo Prazo',\n",
              " 'Bahia Am Charrua Ima-b Fundo De Investimento Multimercado',\n",
              " 'Icatu Vanguarda Multiestratégia Moderado Fundo De Investimento Em Cotas De Fi Multimercado',\n",
              " 'Angá Portfólio Fundo De Investimento Multimercado',\n",
              " 'Itaú Flexprev Premium V20 Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Moderado Fundo De Investimento Multimercado',\n",
              " 'Mapfre Master Multimercado Prev Fundo De Investimento',\n",
              " 'Vic Multimercado - Fundo De Investimento Em Cotas De Fi Multimercado Crédito Privado',\n",
              " 'Brasilprev Multimercado Dinâmico V Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Fundo De Investimento Multimercado Previdenciário Milênio Bc Ii',\n",
              " 'Fundo De Investimento Em Quotas De Fundos De Investimento Multimercado Crédito Privado Sms',\n",
              " 'Safra Prevmult Corporate Fic Fi Multimercado Previdenciário',\n",
              " 'Sulamérica Mix 30 Iii Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Itauprev Premium V40 Multimercado - Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Itaú Flexprev Valor V40 Multimercado Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Sul América Cp53 Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Bbt-fundo De Investimento Multimercado',\n",
              " 'Icatu Seg único C Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Fi Em Quotas De Fi Multimercado Crédito Privado Portfolio Ix Investimento No Exterior',\n",
              " 'Alfa Alaska Range - Fic Fi Multimercado - Iq',\n",
              " 'Alfaprev Master 25 - Fundo De Investimento Em Cotas De Fundos De Invest.multimercado-previdenciario',\n",
              " 'Iporanga Macro 30 Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Medoc Fi Em Cotas De Fundos De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Terere Fundo De Investimento Multimercado Investimento No Exterior',\n",
              " 'Sunses Fundo De Investimento Multimercado Investimento No Exterior',\n",
              " 'Prem Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Ms Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Pgbl - V25/15',\n",
              " 'Alfaprev Mix 49 Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado Previdenciário',\n",
              " 'Itauprev Classic V40 Multimercado - Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Fundo De Investimento Em Cotas De Fundos De Investimento Previdenciário Caixa Mult Rv 0/15 300',\n",
              " 'Bradesco Private Fundo De Investimento Renda Fixa Ativo',\n",
              " 'Santander Fundo De Investimento Em Cotas De Fundos De Investimento Mca Multimercado',\n",
              " 'Vitreo Fof Superprevidência Icatu Fundo De Investimento Multimercado',\n",
              " 'Ca Indosuez Di Master Fundo De Investimento Renda Fixa Referenciado Di Longo Prazo',\n",
              " 'Bb Multimercado Lp Allocation Plus Private Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Fundo De Investimento Em Cotas De Fi Previdenciário Multimercado - 14 - Crédito Privado',\n",
              " 'Frg Plano Cd Fundo De Investimento Multimercado',\n",
              " 'Bradesco Fundo De Investimento Renda Fixa Bond',\n",
              " 'Dlm Hedge Conservador Ii Fundo De Investimento Renda Fixa Crédito Privado',\n",
              " 'Fundo De Investimento Em Cotas De Fundos De Investimento Caixa Alocação Macro Mult Longo Prazo',\n",
              " 'Fundo De Investimento Em Cotas De Fi Previdenciário Multimercado - 11 - Crédito Privado',\n",
              " 'Frg Plano Bd Fundo De Investimento Multimercado',\n",
              " 'Arbor Global Equities Fundo De Investimento De Acoes Bdr Nivel I',\n",
              " 'Btg Pactual Absoluto Ls Master Fundo De Investimento De Ações',\n",
              " 'Metlife C45 Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Metlife Gold Rv 30 Fundo De Investimento Multimercado Balanceado Previdenciário',\n",
              " 'Itaú Flexprev Premium Valor V40 Multimercado Fundo De Investimento Em Cotas De Fdos De Investimento',\n",
              " 'Brasilprev Multimercado Dividendos I Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Brasilprev Multimercado Multiestratégia Ii Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Kapitalo Kappa Advisory Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Access Europe Fundo De Investimento Em Ações - Investimento No Exterior',\n",
              " 'Pipa Global Equities Long Only Master Fundo De Investimento Em Ações - Investimento No Exterior',\n",
              " 'Jgp Health Care Fi Em Cotas De Fundos De Investimento Em Ações - Investimento No Exterior',\n",
              " 'Sul América Abs Fundo De Investimento Em Ações Com Investimento No Exterior',\n",
              " 'Btg Pactual Absoluto Global Equities Usd Fi Em Cotas De Fi De Ações - Investimento No Exterior',\n",
              " 'Western Asset Us Index 500 Feeder Fi Em Cotas De Fi Multimercado',\n",
              " 'Opportunity Global Equity Usd Fundo De Investimento Em Ações Investimento No Exterior',\n",
              " 'Verde Am Allocation Global Alpha Fic De Fi Multimercado Credito Privado - Investimento No Exterior',\n",
              " 'Cshg Verde Am Alpha Fic Fi Multimercado Crédito Privado - Investimento No Exterior',\n",
              " 'Verde Am All Global Equities Fi Em Cotas De Fundos De Investimento Em Ações Investimento No Exterior',\n",
              " 'Votorantim Fundo De Investimento Top Manager Global Allocation Multimercado - Inv No Exterior',\n",
              " 'Pimco Rae Fundamental Global Equities Plus Fi Multimercado Investimento No Exterior',\n",
              " 'Bradesco H Fundo De Investimento Em Ações Global Dynamic - Investimento No Exterior',\n",
              " 'Bradesco Europa Fundo De Investimento Ações - Investimento No Exterior',\n",
              " 'Bradesco Institucional Fundo De Investimento Em Ações Bdr Nível I',\n",
              " 'Koi Edmond De Rothschild Europe Synergy Investimento No Exterior Fundo De Investimento Em Ações',\n",
              " 'Access Usa Companies Fundo De Investimento Em Ações - Investimento No Exterior',\n",
              " 'Koi Edmond De Rothschild Europe Synergy Invest No Exterior Fi Em Cotas De Fi Em Ações',\n",
              " 'Icatu Seg Aposentadoria Us Index Fundo De Investimento Multimercado',\n",
              " 'Patria Pipe Master Fundo De Investimento Em Ações',\n",
              " 'Bb Top Ações Infraestrutura Fundo De Investimento De Ações',\n",
              " 'Fundo De Investimento Em Ações Caixa Construção Civil',\n",
              " 'Bb Ações Construção Civil Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Safra Setorial Bancos Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações',\n",
              " 'Bb Ações Tecnologia Fundo De Investimento',\n",
              " 'Bb Top Ações Construção Civil Fundo De Investimento De Ações',\n",
              " 'Bb Ações Consumo Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Fundo De Investimento De Ações Dinâmica Energia',\n",
              " 'Safra Consumo Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações Bdr-nível I',\n",
              " 'Fundo De Investimento Em Ações Caixa Infraestrutura',\n",
              " 'Bb Acoes Setor Financeiro Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Safra Consumo Americano Fdo De Investimento Em Cotas De Fundos De Investimento Em Ações Bdr-nível I',\n",
              " 'Bb Ações Energia Fundo De Investimento',\n",
              " 'Patria Pipe Feeder Institucional Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações',\n",
              " 'Safra Consumo Americano Fundo De Investimento Em Ações Bdr-nível I Pb',\n",
              " 'Neo Navitas Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações',\n",
              " 'Santander Fundo De Investimento Em Cotas De Fundos De Investimento Seleção Plus Ações',\n",
              " 'Bradesco Australasia Ex-japão Fundo De Investimento Em Ações Investimento No Exterior',\n",
              " 'Bradesco Prime Global Fdo De Inv Em Cotas De Fdos De Inv Em Ações - Investimento No Exterior',\n",
              " 'Global Research Enhanced Index Equity Fundo De Investimento Em Acoes - Investimento No Exterior',\n",
              " 'Itaú Multimercado Estratégia S&p500 Us Fundo De Investimento',\n",
              " 'Bradesco Fundo De Investimento Em Ações Bdr Nível I',\n",
              " 'Bradesco Global Fundo De Investimento Em Ações Investimento No Exterior',\n",
              " 'It Now S&p500 Trn Fund Etf',\n",
              " 'Western Asset Fundo De Investimento Ações Bdr Nível I',\n",
              " 'Ishares S&p 500 Fic Fi Ie',\n",
              " 'Dynamo Global Fic Fia - Investimento No Exterior',\n",
              " 'Santander Fi Global Equities Multimercado Investimento No Exterior',\n",
              " 'Dynamo Global Master Fundo De Investimento Em Ações - Investimento No Exterior',\n",
              " 'Investcenter Opportunity Lógica Ii Fundo De Investimento Em Cotas De Fundos De Investimento Ações',\n",
              " 'Western Asset Long Biased Fundo De Investimento Em Ações',\n",
              " 'Fcl Hedge Fundo De Investimento Multimercado',\n",
              " 'Vertra Institucional Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações',\n",
              " 'Multiportfolio Aggressive Ib - Multimercado Fundo De Investimento',\n",
              " 'Portfólio Diversificado Equities Fundo De Investimento Em Cotas De Fi Em Ações',\n",
              " 'Venturestar Fundo De Investimento Multimercado',\n",
              " 'Fundo De Investimento Em Ações Caixa Institucional Bdr Nível I',\n",
              " 'M Square Global Equity Managers Master Fundo De Investimento Multimercado Investimento No Exterior',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações Bdr Nível I',\n",
              " 'Fof Multi Global Equities Multimercado Investimento No Exterior Fdo De Inv Em Cotas De Fdos De Inves',\n",
              " 'Access Equity World Fundo De Investimento Em Ações - Investimento No Exterior',\n",
              " 'Global Schroder Quality Equities Investimento No Exterior Fundo De Investimento Em Ações',\n",
              " 'Cshg Verde Am Global Equities Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações - Ie',\n",
              " 'Safra Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações Bdr-nível I',\n",
              " 'Geo Global Equities Fi Em Cotas De Fundos De Investimentos Em Ações Investimento No Exterior',\n",
              " 'Acadian Global Managed Volatility Equity Fundo De Investimento Multimercado Investimento No Exterior',\n",
              " 'Safra Fundo De Investimento Em Ações Bdr-nivel I Pb',\n",
              " 'Legg Mason Clearbridge Global Equity Fundo De Investimento Em Ações Investimento No Exterior',\n",
              " 'Bram Fundo De Investimento Em Ações Bdr Special Equities Investimento No Exterior',\n",
              " 'Sul América Franklin Templeton Fundo De Investimento Em Ações Com Investimento No Exterior',\n",
              " 'Itaú Fundo De Investimento Em Ações Bdr Nível 1',\n",
              " 'Itaú Ações Bdr Nível I Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Feeder Falcon Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações',\n",
              " 'Itaú Multimercado S&p500 Usd Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'M Square Global Equity Managers Institucional Fic De Fi Multimercado Investimento No Exterior',\n",
              " 'Wm American Equities Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Fundo De Investimento Em Ações Caixa Bdr Nível I',\n",
              " 'Bradesco Pipe P Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Itaú Index Ibovespa 1 Fundo De Investimento Em Ações',\n",
              " 'Trx Fundo De Investimento Em Cotas De Fi Multimercado Desenvolvimento Imobiliário I',\n",
              " 'Bb Acoes Infraestrutura Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Santander Fundo De Investimento Colaboradores Magazine Luiza Ações',\n",
              " 'Bb Ações Cielo Fundo De Investimento',\n",
              " 'Safra Vale Do Rio Doce - Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações',\n",
              " 'Santander Fundo De Investimento Vale 2 Ações',\n",
              " 'Santander Fundo De Investimento Em Cotas De Fundos De Investimento Petrobrás 2 Ações',\n",
              " 'Santander Fundo De Investimento Em Cotas De Fundos De Investimento Petrobrás 3 Ações',\n",
              " 'Vic Neo Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações',\n",
              " 'Santander Fundo De Investimento Vale Ações',\n",
              " 'Safra Fundo De Investimento Em Ações Vale Do Rio Doce',\n",
              " 'Safra Petrobras - Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações',\n",
              " 'Sicredi - Fundo De Investimento Em Ações Petrobras',\n",
              " 'Bradesco H Fundo De Investimento Ações Petrobras',\n",
              " 'Santander Fic Fi Petrobrás Plus Ações',\n",
              " 'Bradesco H Fundo De Investimento Em Ações Vale Do Rio Doce',\n",
              " 'Safra Fundo De Investimento Em Ações Da Petrobras',\n",
              " 'Hix Capital Spo Iii Fundo De Investimento De Ações',\n",
              " 'Santander Fundo De Investimento Vale Top Ações',\n",
              " 'Santander Fundo De Investimento Em Cotas De Fundos De Investimento Vale Plus Ações',\n",
              " 'Bradesco Fundo De Investimento Em Ações - Petrobras 2010',\n",
              " 'Santander Fundo De Investimento Em Cotas De Fundos De Investimento Vale 3 Ações',\n",
              " 'Gwi Leverage Fundo De Investimento Em Ações',\n",
              " 'Florença Teórica Fundo De Investimento Multimercado',\n",
              " 'Gwi Classic Fundo De Investimento Em Ações',\n",
              " 'Santa Bárbara Fundo De Investimento Em Ações',\n",
              " 'Roma Ações Fi De Ações',\n",
              " 'Gwi Pipes Fundo De Investimento De Ações',\n",
              " 'Bradesco Ba Fundo De Investimento Em Ações - Vale',\n",
              " 'Safra Petrobras 2 Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações',\n",
              " 'Itaú Ações Petrobrás Ii Fundo De Investimento',\n",
              " 'Alfa Ii Ações - Fundo De Investimento Em Ações Da Petrobras',\n",
              " 'Rio Bravo Pandas Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Figi Fundo De Investimento De Ações',\n",
              " 'Cambridge Private Fundo De Investimento Multimercado Crédito Privado Investimento Exterior',\n",
              " 'Bradesco Fundo De Investimento Em Ações Bb Seguridade',\n",
              " 'Itaú Private Ações Petrobrás - Fundo De Investimento',\n",
              " 'Bradesco Fundo De Investimento Em Ações Cielo',\n",
              " 'Guepardo Pipe Fundo De Investimento De Ações',\n",
              " 'Bradesco Fundo De Investimento Em Ações Bradesco',\n",
              " 'Bb Terra Do Sol Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Vr1 - Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Santander Fi Petrobrás Ações',\n",
              " 'Bradesco Private Fundo De Investimento Em Cotas De Fi Em Ações Small Caps',\n",
              " 'Bradesco Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações Sml',\n",
              " 'Bradesco Prime Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações Sml Plus',\n",
              " 'It Now Imat Index Fund - Matb11 Etf',\n",
              " 'Taler E Real Estate Ii Fic Fi Multimercado',\n",
              " 'Fundo De Investimento Em Ações Brb Petrovale',\n",
              " 'Tarpon Partners Fundo De Investimento Em Ações',\n",
              " 'Bb Carteira Ativa Fundo De Investimento Em Ações',\n",
              " 'Mb Fundo De Investimento Em Ações Instituições Financeiras',\n",
              " 'Bradesco Prime Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações Sml',\n",
              " 'Banrisul Infra-estrutura Fundo De Investimento Em Ações',\n",
              " 'Dlm Wealth Multigestores Ações Fundo De Investimento Em Cotas De Fundos De Investimento De Ações',\n",
              " 'Bb Top Ações Saúde Bem Estar Fundo De Investimento',\n",
              " 'Bb Ações Siderurgia Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Safra Infraestrutura - Fundo De Investimento Em Ações',\n",
              " 'Bradesco Fundo De Investimento Em Ações Infra-estrutura',\n",
              " 'Jpp Fundo De Investimento Em Ações',\n",
              " 'Carteira Ativa Ii Fundo De Investimento De Ações',\n",
              " 'Bb Carteira Livre I Fundo De Investimento Em Ações',\n",
              " 'Fundo De Investimento Em Ações Caixa Petrobras',\n",
              " 'Ennesa Fundo De Investimento De Ações',\n",
              " 'Bb Ações Bb Seguridade Fundo De Investimento Em Ações',\n",
              " 'Santander Fi Vale 4 Ações',\n",
              " 'Santander Fundo De Investimento Petro Top Ações',\n",
              " 'M89 Fundo De Investimento De Ações',\n",
              " 'Bradesco Fundo De Investimento Em Ações Vale',\n",
              " 'Bb Top Ações Setorial Consumo Fundo De Investimento',\n",
              " 'Bradesco Fundo De Investimento Em Ações Petrobras',\n",
              " 'Itaú Unibanco Ações Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Itaú Ações Petrobrás - Fundo De Investimento',\n",
              " 'Itaú Ações Vale - Fundo De Investimento',\n",
              " 'Bb Ações Bb Fundo De Investimento',\n",
              " 'Fundo De Investimento Em Ações Caixa Vale Do Rio Doce',\n",
              " 'Neo Future Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações',\n",
              " 'Singular Fundo De Investimento Em Ações',\n",
              " 'Bb Ações Vale Fundo De Investimento',\n",
              " 'Bb Ações Petrobras Fundo De Investimento',\n",
              " 'Fundo De Investimento Em Ações Caixa Petrobras Pré-sal',\n",
              " 'Rostock Fundo De Investimento Multimercado Credito Privado Investimento No Exterior',\n",
              " 'Rafter Moderado Fundo De Investimento Multimercado Crédito Privado',\n",
              " 'Icatu Seg Composto 20e Fundo De Investimento Em Cotas De Fundo De Investimento Multimercado',\n",
              " 'Canvas Enduro Ii Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Claritas Institucional Fundo De Investimento Multimercado',\n",
              " 'Fundo De Investimento Em Cotas De Fundos De Investimento Top Gestor Macro Multimercado',\n",
              " 'Manager Spx Nimitz Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Ventor Hedge Master Fundo De Investimento Multimercado',\n",
              " 'Jgp Max Feeder P Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Itaú Personnalité Seleção Jgp Max Multimercado Fundo De Inv Em Cotas De Fundos De Inv',\n",
              " 'Diversificado Fundo De Inv Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Mogno Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Kru Fundo De Investimento Multimercado',\n",
              " 'Kinea Atlas Fundo De Investimento Multimercado',\n",
              " 'Sul América Evolution Fundo De Investimento Multimercado',\n",
              " 'Bb Multimercado Macro Lp Fundo De Investimento Em Cotas De Fundos De Investimento',\n",
              " 'Gávea Macro Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Absolute Hedge Master Fundo De Investimento Multimercado',\n",
              " 'Absolute Hedge Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Az Quest Multi Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Novus Macro Master Fundo De Investimento Multimercado',\n",
              " 'A3 Alocações Fundo De Investimento Multimercado Crédito Privado - Investimento No Exterior',\n",
              " 'Kadima Ii Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Santander Fic Fi Macro Multimercado',\n",
              " 'Tf Fundo De Investimento Multimercado Investimento No Exterior',\n",
              " 'Mauá Macro Master Fundo De Investimento Multimercado',\n",
              " 'Safra High Yield Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Neo Multi Estratégia 30 Feeder Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " ...]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 109
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eUzS5PLFaKN2",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 33
        },
        "outputId": "d87be21d-16ca-4a00-9694-8e4b8715cef5"
      },
      "source": [
        "len(funds_br)"
      ],
      "execution_count": 110,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "5200"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 110
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kLOInOuGaNHF",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 180
        },
        "outputId": "97f7655b-a14f-4112-91ea-1b0ea7b16f89"
      },
      "source": [
        "funds_br[:10]"
      ],
      "execution_count": 111,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Fundo De Investimento Multimercado Bordeaux Iv Crédito Privado Investimento No Exterior',\n",
              " 'Cshg Warrior V Fundo De Investimento Multimercado - Crédito Privado Investimento No Exterior',\n",
              " 'A3 Viking Fi Em Quotas De Fi Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Bb Espelho Multimercado Lp J. Safra Absoluto 30 Private Fic Fi',\n",
              " 'Ctm Hedge Fundo De Investimento Multimercado - Longo Prazo',\n",
              " 'Vif - Fundo De Investimento Em Cotas De Fundos De Investimento Multimercado',\n",
              " 'Fundo De Investimento Multimercado Bordeaux Iii Crédito Privado Investimento No Exterior',\n",
              " 'Bb Top Tatico Fundo De Investimento Multimercado',\n",
              " 'Epm Fundo De Investimento Multimercado Crédito Privado Investimento No Exterior',\n",
              " 'Western Asset Multitrading H Multimercado Fundo De Investimento']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 111
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "p_Em4fFdaVvN",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 840
        },
        "outputId": "725141cc-6e3c-458a-db51-2b31212eba31"
      },
      "source": [
        "search = inv.search_funds(by='name', value='alaska')\n",
        "search"
      ],
      "execution_count": 112,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "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>country</th>\n",
              "      <th>name</th>\n",
              "      <th>symbol</th>\n",
              "      <th>issuer</th>\n",
              "      <th>isin</th>\n",
              "      <th>asset_class</th>\n",
              "      <th>currency</th>\n",
              "      <th>underlying</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>brazil</td>\n",
              "      <td>Alaska Range Fundo De Investimento Multimercado</td>\n",
              "      <td>0P0000U6GN</td>\n",
              "      <td>Alaska Investimentos LTDA.</td>\n",
              "      <td>BRMAC4CTF008</td>\n",
              "      <td>other</td>\n",
              "      <td>BRL</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>brazil</td>\n",
              "      <td>Alfa Alaska Range - Fic Fi Multimercado - Iq</td>\n",
              "      <td>0P0001BL1J</td>\n",
              "      <td>Banco Alfa Investimentos SA</td>\n",
              "      <td>BRALK4CTF009</td>\n",
              "      <td>other</td>\n",
              "      <td>BRL</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>brazil</td>\n",
              "      <td>Alfa Alaska - Fic Fi Multimercado - Iq</td>\n",
              "      <td>0P0001BL1I</td>\n",
              "      <td>Banco Alfa Investimentos SA</td>\n",
              "      <td>BRALK2CTF003</td>\n",
              "      <td>other</td>\n",
              "      <td>BRL</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>brazil</td>\n",
              "      <td>Alaska Black Fundo De Investimento Em Cotas De...</td>\n",
              "      <td>0P0000U9BK</td>\n",
              "      <td>Alaska Investimentos LTDA.</td>\n",
              "      <td>BRSKP7CTF008</td>\n",
              "      <td>other</td>\n",
              "      <td>BRL</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>brazil</td>\n",
              "      <td>Alaska Black Master Fundo De Investimento Em A...</td>\n",
              "      <td>0P0000U9BJ</td>\n",
              "      <td>Alaska Investimentos LTDA.</td>\n",
              "      <td>BRSKI1CTF000</td>\n",
              "      <td>other</td>\n",
              "      <td>BRL</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>brazil</td>\n",
              "      <td>Alaska Cash Renda Fixa Fi Crédito Privado</td>\n",
              "      <td>0P0000U6GK</td>\n",
              "      <td>Alaska Investimentos LTDA.</td>\n",
              "      <td>BRMCH1CTF007</td>\n",
              "      <td>bond</td>\n",
              "      <td>BRL</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>brazil</td>\n",
              "      <td>Alaska Black Fundo De Investimento Em Cotas De...</td>\n",
              "      <td>0P00019LLR</td>\n",
              "      <td>Alaska Investimentos LTDA.</td>\n",
              "      <td>BRALK5CTF006</td>\n",
              "      <td>equity</td>\n",
              "      <td>BRL</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>brazil</td>\n",
              "      <td>Alaska Poland Fundo De Investimento Em Ações -...</td>\n",
              "      <td>0P0000UA63</td>\n",
              "      <td>Alaska Investimentos LTDA.</td>\n",
              "      <td>BRPLD3CTF003</td>\n",
              "      <td>equity</td>\n",
              "      <td>BRL</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>brazil</td>\n",
              "      <td>Alaska Black Institucional Fundo De Investimen...</td>\n",
              "      <td>0P00019X6E</td>\n",
              "      <td>Alaska Investimentos LTDA.</td>\n",
              "      <td>BRASK4CTF002</td>\n",
              "      <td>equity</td>\n",
              "      <td>BRL</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>brazil</td>\n",
              "      <td>Alfa Alaska Black Institucional - Fundo De Inv...</td>\n",
              "      <td>0P0001CF6A</td>\n",
              "      <td>Banco Alfa Investimentos SA</td>\n",
              "      <td>BRLSK1CTF005</td>\n",
              "      <td>equity</td>\n",
              "      <td>BRL</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>united states</td>\n",
              "      <td>Ak University Of Alaska College Savings Plan T...</td>\n",
              "      <td>0P0000O5ZA</td>\n",
              "      <td>T. Rowe Price Associates, Inc.</td>\n",
              "      <td>NaN</td>\n",
              "      <td>equity</td>\n",
              "      <td>USD</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>united states</td>\n",
              "      <td>Ak University Of Alaska College Savings Plan B...</td>\n",
              "      <td>0P0000O71Q</td>\n",
              "      <td>T. Rowe Price Associates, Inc.</td>\n",
              "      <td>NaN</td>\n",
              "      <td>equity</td>\n",
              "      <td>USD</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>united states</td>\n",
              "      <td>Ak University Of Alaska College Savings Plan A...</td>\n",
              "      <td>0P0000O70U</td>\n",
              "      <td>T. Rowe Price Associates, Inc.</td>\n",
              "      <td>NaN</td>\n",
              "      <td>equity</td>\n",
              "      <td>USD</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>united states</td>\n",
              "      <td>Ak University Of Alaska College Savings Plan F...</td>\n",
              "      <td>0P0000O71Y</td>\n",
              "      <td>T. Rowe Price Associates, Inc.</td>\n",
              "      <td>NaN</td>\n",
              "      <td>bond</td>\n",
              "      <td>USD</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          country  ... underlying\n",
              "0          brazil  ...        NaN\n",
              "1          brazil  ...        NaN\n",
              "2          brazil  ...        NaN\n",
              "3          brazil  ...        NaN\n",
              "4          brazil  ...        NaN\n",
              "5          brazil  ...        NaN\n",
              "6          brazil  ...        NaN\n",
              "7          brazil  ...        NaN\n",
              "8          brazil  ...        NaN\n",
              "9          brazil  ...        NaN\n",
              "10  united states  ...        NaN\n",
              "11  united states  ...        NaN\n",
              "12  united states  ...        NaN\n",
              "13  united states  ...        NaN\n",
              "\n",
              "[14 rows x 8 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 112
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lvZFd0P0bFl9",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 33
        },
        "outputId": "f47d406b-a487-46e9-ea1c-0735a099d403"
      },
      "source": [
        "search['name'][6]"
      ],
      "execution_count": 113,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Alaska Black Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações Ii - Bdr Nível I'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 113
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ARu6B_YTbJLK",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "fund = 'Alaska Black Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações Ii - Bdr Nível I'"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "culZeAqdbb5B",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "alaska = inv.get_fund_historical_data(fund, country='brazil', from_date='01/01/1900', to_date='26/05/2020')['Close']"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ctrx80w5cQut",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 228
        },
        "outputId": "7f9453bf-a448-402f-fc1b-92354e33dea8"
      },
      "source": [
        "alaska"
      ],
      "execution_count": 116,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Date\n",
              "2018-11-28    2.130\n",
              "2018-11-29    2.139\n",
              "2018-11-30    2.134\n",
              "2018-12-03    2.164\n",
              "2018-12-04    2.109\n",
              "              ...  \n",
              "2020-05-19    1.163\n",
              "2020-05-20    1.172\n",
              "2020-05-21    1.204\n",
              "2020-05-22    1.169\n",
              "2020-05-25    1.231\n",
              "Name: Close, Length: 371, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 116
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JfOI08oVcePb",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 333
        },
        "outputId": "fffb1493-fa4f-4d67-dd61-176135b18251"
      },
      "source": [
        "alaska.plot();"
      ],
      "execution_count": 117,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1584x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sghQSuMNcw3C",
        "colab_type": "code",
        "outputId": "4a5baa4a-8643-4248-cb42-0d5263b320b8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 353
        }
      },
      "source": [
        "search2 = inv.search_funds(by='name', value='brasil capital')\n",
        "search2"
      ],
      "execution_count": 118,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "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>country</th>\n",
              "      <th>name</th>\n",
              "      <th>symbol</th>\n",
              "      <th>issuer</th>\n",
              "      <th>isin</th>\n",
              "      <th>asset_class</th>\n",
              "      <th>currency</th>\n",
              "      <th>underlying</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>brazil</td>\n",
              "      <td>Brasil Capital Master Fundo De Investimento Em...</td>\n",
              "      <td>0P0000WYI7</td>\n",
              "      <td>Bc Gestão de Recursos Ltda</td>\n",
              "      <td>BRBCM3CTF009</td>\n",
              "      <td>other</td>\n",
              "      <td>BRL</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>brazil</td>\n",
              "      <td>Brasil Capital Fundo De Investimento Em Cotas ...</td>\n",
              "      <td>0P0000UEXA</td>\n",
              "      <td>Bc Gestão de Recursos Ltda</td>\n",
              "      <td>BRBCF2CTF000</td>\n",
              "      <td>equity</td>\n",
              "      <td>BRL</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>brazil</td>\n",
              "      <td>Bradesco Fundo De Investimento Multimercado Br...</td>\n",
              "      <td>0P0000V1ZC</td>\n",
              "      <td>BRAM – Bradesco Asset Management SA DTVM</td>\n",
              "      <td>BRBCC1CTF005</td>\n",
              "      <td>equity</td>\n",
              "      <td>BRL</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>brazil</td>\n",
              "      <td>Brasil Capital 30 Fundo De Investimento Em Cot...</td>\n",
              "      <td>0P0000WVGL</td>\n",
              "      <td>Bc Gestão de Recursos Ltda</td>\n",
              "      <td>BRBSD3CTF002</td>\n",
              "      <td>equity</td>\n",
              "      <td>BRL</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>brazil</td>\n",
              "      <td>Brasil Capital 30 Master Fundo De Investimento...</td>\n",
              "      <td>0P0000UFHD</td>\n",
              "      <td>Bc Gestão de Recursos Ltda</td>\n",
              "      <td>BRBSD2CTF004</td>\n",
              "      <td>equity</td>\n",
              "      <td>BRL</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  country  ... underlying\n",
              "0  brazil  ...        NaN\n",
              "1  brazil  ...        NaN\n",
              "2  brazil  ...        NaN\n",
              "3  brazil  ...        NaN\n",
              "4  brazil  ...        NaN\n",
              "\n",
              "[5 rows x 8 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 118
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZZFVibAOeYV4",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 33
        },
        "outputId": "22735736-e72f-4df8-8a9f-238a261c94cb"
      },
      "source": [
        "search2['name'][1]"
      ],
      "execution_count": 119,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Brasil Capital Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 119
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GKU7oF-PgN9k",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "fund2 = 'Brasil Capital Fundo De Investimento Em Cotas De Fundos De Investimento Em Ações'"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8MSf7SlHgYbf",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "Brasil = inv.get_fund_historical_data(fund2, country='brazil', from_date='01/01/1900', to_date='26/05/2020')['Close']"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QT4qIXIdiGT0",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 228
        },
        "outputId": "4b0d39d5-5053-404c-bae7-bb7e7426349f"
      },
      "source": [
        "Brasil"
      ],
      "execution_count": 122,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Date\n",
              "2008-10-14     1.004\n",
              "2008-10-15     0.920\n",
              "2008-10-16     0.920\n",
              "2008-10-17     0.923\n",
              "2008-10-20     0.981\n",
              "               ...  \n",
              "2020-05-20    11.512\n",
              "2020-05-21    11.892\n",
              "2020-05-22    11.794\n",
              "2020-05-25    12.226\n",
              "2020-05-26    12.268\n",
              "Name: Close, Length: 2907, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 122
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5dm7qtUPiJIH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 330
        },
        "outputId": "9ae013e4-db3a-4f8d-abfa-3c6cc1c369ce"
      },
      "source": [
        "Brasil.plot();"
      ],
      "execution_count": 123,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1584x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OfEj4Qirikdu",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 633
        },
        "outputId": "20e97f24-66a1-4ed8-b551-8537c8aba2ca"
      },
      "source": [
        "inv.get_etfs_overview(country='brazil')"
      ],
      "execution_count": 124,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "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>country</th>\n",
              "      <th>name</th>\n",
              "      <th>full_name</th>\n",
              "      <th>symbol</th>\n",
              "      <th>last</th>\n",
              "      <th>change</th>\n",
              "      <th>turnover</th>\n",
              "      <th>currency</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>brazil</td>\n",
              "      <td>Ishares Ibovespa</td>\n",
              "      <td>Ishares Ibovespa</td>\n",
              "      <td>BOVA11</td>\n",
              "      <td>84.68</td>\n",
              "      <td>+2.70%</td>\n",
              "      <td>9840000</td>\n",
              "      <td>BRL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>brazil</td>\n",
              "      <td>It Now Ibovespa Fundo De Indice</td>\n",
              "      <td>It Now Ibovespa Fundo De Indice</td>\n",
              "      <td>BOVV11</td>\n",
              "      <td>88.37</td>\n",
              "      <td>+2.80%</td>\n",
              "      <td>917110</td>\n",
              "      <td>BRL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>brazil</td>\n",
              "      <td>iShares BM&amp;FBOVESPA Small Cap</td>\n",
              "      <td>iShares BM&amp;FBOVESPA Small Cap</td>\n",
              "      <td>SMAL11</td>\n",
              "      <td>95.80</td>\n",
              "      <td>+4.24%</td>\n",
              "      <td>734860</td>\n",
              "      <td>BRL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>brazil</td>\n",
              "      <td>ETF Bradesco Ibovespa Fdo De Indice</td>\n",
              "      <td>ETF Bradesco Ibovespa Fundo de Índice</td>\n",
              "      <td>BOVB11</td>\n",
              "      <td>88.01</td>\n",
              "      <td>+2.88%</td>\n",
              "      <td>561660</td>\n",
              "      <td>BRL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>brazil</td>\n",
              "      <td>Fundo de Invest Ishares SP 500</td>\n",
              "      <td>Fundo de Investimento Ishares S&amp;P 500</td>\n",
              "      <td>IVVB11</td>\n",
              "      <td>172.90</td>\n",
              "      <td>+0.44%</td>\n",
              "      <td>370530</td>\n",
              "      <td>BRL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>brazil</td>\n",
              "      <td>It Now Small Cap Fundo de indice</td>\n",
              "      <td>It Now Small Cap Fundo de Índice</td>\n",
              "      <td>SMAC11</td>\n",
              "      <td>49.80</td>\n",
              "      <td>+4.62%</td>\n",
              "      <td>228420</td>\n",
              "      <td>BRL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>brazil</td>\n",
              "      <td>It Now PIBB IBrX-50</td>\n",
              "      <td>It Now PIBB IBrX-50</td>\n",
              "      <td>PIBB11</td>\n",
              "      <td>147.58</td>\n",
              "      <td>+2.57%</td>\n",
              "      <td>193880</td>\n",
              "      <td>BRL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>brazil</td>\n",
              "      <td>It Now IDIV</td>\n",
              "      <td>It Now IDIV</td>\n",
              "      <td>DIVO11</td>\n",
              "      <td>51.99</td>\n",
              "      <td>+0.95%</td>\n",
              "      <td>73770</td>\n",
              "      <td>BRL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>brazil</td>\n",
              "      <td>It Now SP500 TRN</td>\n",
              "      <td>It Now S&amp;P500 TRN</td>\n",
              "      <td>SPXI11</td>\n",
              "      <td>169.38</td>\n",
              "      <td>+0.33%</td>\n",
              "      <td>49730</td>\n",
              "      <td>BRL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>brazil</td>\n",
              "      <td>BB SP Dividendos</td>\n",
              "      <td>BB S&amp;P Dividendos</td>\n",
              "      <td>BBSD11</td>\n",
              "      <td>71.60</td>\n",
              "      <td>+1.78%</td>\n",
              "      <td>17540</td>\n",
              "      <td>BRL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>brazil</td>\n",
              "      <td>CAIXA Ibovespa</td>\n",
              "      <td>CAIXA Ibovespa</td>\n",
              "      <td>XBOV11</td>\n",
              "      <td>86.48</td>\n",
              "      <td>+2.96%</td>\n",
              "      <td>11910</td>\n",
              "      <td>BRL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>brazil</td>\n",
              "      <td>iShares IBrX Brasil</td>\n",
              "      <td>iShares IBrX Brasil</td>\n",
              "      <td>BRAX11</td>\n",
              "      <td>73.50</td>\n",
              "      <td>+2.80%</td>\n",
              "      <td>7840</td>\n",
              "      <td>BRL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>brazil</td>\n",
              "      <td>It Now IFNC</td>\n",
              "      <td>It Now IFNC</td>\n",
              "      <td>FIND11</td>\n",
              "      <td>85.90</td>\n",
              "      <td>+0.41%</td>\n",
              "      <td>420</td>\n",
              "      <td>BRL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>brazil</td>\n",
              "      <td>iShares Carbono Eficiente (ICO2) Brasil</td>\n",
              "      <td>iShares Carbono Eficiente (ICO2) Brasil</td>\n",
              "      <td>ECOO11</td>\n",
              "      <td>91.69</td>\n",
              "      <td>+1.54%</td>\n",
              "      <td>370</td>\n",
              "      <td>BRL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>brazil</td>\n",
              "      <td>It Now IMAT</td>\n",
              "      <td>It Now IMAT</td>\n",
              "      <td>MATB11</td>\n",
              "      <td>30.87</td>\n",
              "      <td>+5.50%</td>\n",
              "      <td>330</td>\n",
              "      <td>BRL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>brazil</td>\n",
              "      <td>It Now ISE</td>\n",
              "      <td>It Now ISE</td>\n",
              "      <td>ISUS11</td>\n",
              "      <td>34.19</td>\n",
              "      <td>+3.86%</td>\n",
              "      <td>210</td>\n",
              "      <td>BRL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>brazil</td>\n",
              "      <td>It Now IGCT</td>\n",
              "      <td>It Now IGCT</td>\n",
              "      <td>GOVE11</td>\n",
              "      <td>38.43</td>\n",
              "      <td>+2.62%</td>\n",
              "      <td>140</td>\n",
              "      <td>BRL</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   country                                     name  ... turnover currency\n",
              "0   brazil                         Ishares Ibovespa  ...  9840000      BRL\n",
              "1   brazil          It Now Ibovespa Fundo De Indice  ...   917110      BRL\n",
              "2   brazil            iShares BM&FBOVESPA Small Cap  ...   734860      BRL\n",
              "3   brazil      ETF Bradesco Ibovespa Fdo De Indice  ...   561660      BRL\n",
              "4   brazil           Fundo de Invest Ishares SP 500  ...   370530      BRL\n",
              "5   brazil         It Now Small Cap Fundo de indice  ...   228420      BRL\n",
              "6   brazil                      It Now PIBB IBrX-50  ...   193880      BRL\n",
              "7   brazil                              It Now IDIV  ...    73770      BRL\n",
              "8   brazil                         It Now SP500 TRN  ...    49730      BRL\n",
              "9   brazil                         BB SP Dividendos  ...    17540      BRL\n",
              "10  brazil                           CAIXA Ibovespa  ...    11910      BRL\n",
              "11  brazil                      iShares IBrX Brasil  ...     7840      BRL\n",
              "12  brazil                              It Now IFNC  ...      420      BRL\n",
              "13  brazil  iShares Carbono Eficiente (ICO2) Brasil  ...      370      BRL\n",
              "14  brazil                              It Now IMAT  ...      330      BRL\n",
              "15  brazil                               It Now ISE  ...      210      BRL\n",
              "16  brazil                              It Now IGCT  ...      140      BRL\n",
              "\n",
              "[17 rows x 8 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 124
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2J4YDocgiwBr",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 228
        },
        "outputId": "d7d81ffa-49f2-475d-9235-10001ddab377"
      },
      "source": [
        "BOVB11 = inv.get_etf_historical_data(etf='ETF Bradesco Ibovespa Fdo De Indice', country='brazil', from_date='01/01/1900', to_date='27/05/2020')['Close']\n",
        "BOVB11"
      ],
      "execution_count": 125,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Date\n",
              "2019-06-27    100.67\n",
              "2019-06-28    100.91\n",
              "2019-07-01    101.30\n",
              "2019-07-02    100.57\n",
              "2019-07-03    102.00\n",
              "               ...  \n",
              "2020-05-21     83.03\n",
              "2020-05-22     82.17\n",
              "2020-05-25     85.68\n",
              "2020-05-26     85.55\n",
              "2020-05-27     88.01\n",
              "Name: Close, Length: 228, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 125
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sXMazbkWjyVV",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 337
        },
        "outputId": "3ea6a0e0-7581-4c43-991c-a8ee2c51ea39"
      },
      "source": [
        "BOVB11.plot();"
      ],
      "execution_count": 126,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1584x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BZ3cANX2qs4t",
        "colab_type": "text"
      },
      "source": [
        "Alaska x Brasil x BOVB11"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9BMRwt9xvz1O",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 33
        },
        "outputId": "d816e23b-e672-423b-88b3-070c28123006"
      },
      "source": [
        "BOVB11.index[0]"
      ],
      "execution_count": 132,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Timestamp('2019-06-27 00:00:00')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 132
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v58jQG4pqyGt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 420
        },
        "outputId": "93f39df8-2938-4b7e-b06f-5e5a0721edfe"
      },
      "source": [
        "compare = pd.DataFrame()\n",
        "date_start = BOVB11.index[0]\n",
        "\n",
        "compare['BOVB11'] = BOVB11 / BOVB11.loc[date_start]\n",
        "compare['alaska'] = alaska / alaska.loc[date_start]\n",
        "compare['Brasil'] = Brasil / Brasil.loc[date_start]\n",
        "\n",
        "compare"
      ],
      "execution_count": 141,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "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>BOVB11</th>\n",
              "      <th>alaska</th>\n",
              "      <th>Brasil</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2019-06-27</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-06-28</th>\n",
              "      <td>1.002384</td>\n",
              "      <td>1.007203</td>\n",
              "      <td>1.007197</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-01</th>\n",
              "      <td>1.006258</td>\n",
              "      <td>1.006403</td>\n",
              "      <td>1.003974</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-02</th>\n",
              "      <td>0.999007</td>\n",
              "      <td>0.999200</td>\n",
              "      <td>0.997451</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019-07-03</th>\n",
              "      <td>1.013211</td>\n",
              "      <td>1.030012</td>\n",
              "      <td>1.009972</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-05-21</th>\n",
              "      <td>0.824774</td>\n",
              "      <td>0.481793</td>\n",
              "      <td>0.891588</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-05-22</th>\n",
              "      <td>0.816231</td>\n",
              "      <td>0.467787</td>\n",
              "      <td>0.884241</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-05-25</th>\n",
              "      <td>0.851098</td>\n",
              "      <td>0.492597</td>\n",
              "      <td>0.916629</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-05-26</th>\n",
              "      <td>0.849806</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.919778</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-05-27</th>\n",
              "      <td>0.874243</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>228 rows × 3 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "              BOVB11    alaska    Brasil\n",
              "Date                                    \n",
              "2019-06-27  1.000000  1.000000  1.000000\n",
              "2019-06-28  1.002384  1.007203  1.007197\n",
              "2019-07-01  1.006258  1.006403  1.003974\n",
              "2019-07-02  0.999007  0.999200  0.997451\n",
              "2019-07-03  1.013211  1.030012  1.009972\n",
              "...              ...       ...       ...\n",
              "2020-05-21  0.824774  0.481793  0.891588\n",
              "2020-05-22  0.816231  0.467787  0.884241\n",
              "2020-05-25  0.851098  0.492597  0.916629\n",
              "2020-05-26  0.849806       NaN  0.919778\n",
              "2020-05-27  0.874243       NaN       NaN\n",
              "\n",
              "[228 rows x 3 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 141
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pdFLJntvxFKJ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 338
        },
        "outputId": "f895de69-52b2-4b67-95dc-23784ae79526"
      },
      "source": [
        "compare.plot();"
      ],
      "execution_count": 143,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1584x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}