Relatório_Cryptalytics.ipynb

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        "<a href=\"https://colab.research.google.com/github/mathuscm/Criptomoedas-m5/blob/main/Relat%C3%B3rio_Cryptalytics.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "source": [
        "# Relatório de análise das criptomoedas"
      ]
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        "Este relatório oferece uma análise abrangente dos valores das principais criptomoedas ao longo de um período de tempo que abrange vários anos, com foco em explorar tendências, médias, flutuações sazonais e relações entre esses ativos digitais. Durante a análise, examinamos como os valores das criptomoedas se comportaram, observando tanto as tendências de aumento quanto de queda. Calculamos as médias desses valores, identificamos anos de maiores oscilações e investigamos se há tendências associadas aos dias da semana. Além disso, destacamos as moedas que se destacaram em termos de valorização e aquelas que tiveram desempenho menos favorável com base na série histórica. Por fim, exploramos a existência de correlações entre os valores de todas as criptomoedas, oferecendo uma visão completa do mercado cripto durante o período analisado."
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        "# Questões a serem respondidas:\n",
        "1. Como se comportaram os valores para todas as criptomoedas? Os valores tiveram uma\n",
        "tendência de queda ou de aumento?\n",
        "2. Quais os valores médios para todas as criptomoedas?\n",
        "3. Em quais anos houve maiores quedas e valorizações?\n",
        "4. Existe alguma tendência de aumento ou queda dos valores pelo dia da semana?\n",
        "5. Qual moeda se mostra mais interessante em relação à valorização pela análise da série\n",
        "histórica?\n",
        "6. Qual moeda se mostra menos interessante em relação à valorização pela análise da série\n",
        "histórica?\n",
        "7. Existe correlação entre os valores para todas as criptomoedas?\n",
        "8. [Extra] Qual é a Criptomoeda com a Maior Variação Percentual de Preço em um Único Dia?\n",
        "9. [Extra:] Qual é a média da capitalização de mercado (market cap) das criptomoedas durante o período analisado? Existe alguma criptomoeda que se destaca significativamente em termos de capitalização de mercado?"
      ]
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      "source": [
        "# 1. Como se comportaram os valores para todas as criptomoedas? Os valores tiveram uma tendência de queda ou de aumento?\n",
        "- Com base nas médias de preços de abertura (Open) e de fechamento (Close) das criptomoedas durante o período de 2014 a 2021, podemos observar o seguinte comportamento geral:\n",
        "\n",
        " - A maioria das criptomoedas apresentou uma tendência de aumento em seus valores médios de abertura e fechamento ao longo desse período.\n",
        " - Portanto, podemos afirmar que, em média, as criptomoedas consideradas tiveram uma tendência de aumento de valor durante o período mencionado, embora tenham ocorrido flutuações ao longo do tempo. É importante destacar que essa é uma análise simplificada com base em médias e que o comportamento individual das criptomoedas pode variar significativamente.\n",
        "\n",
        "-📈 Binância (BNB) :\n",
        "  - Média Abertura: $ 52,03,\n",
        "\n",
        "  - Fechamento médio: $ 52,25.\n",
        "\n",
        "  ✅ Binance (BNB) : O valor médio de abertura (Open) e de fechamento (Close)  da Binance (BNB) tendeu a aumentar ao longo do tempo durante o período considerado. Houve flutuações e correções temporárias, mas, em média, a tendência foi de aumento.\n",
        "\n",
        "-📈 Bitcoin (BTC) :\n",
        " - Média Abertura: $ 6.700,15\n",
        "\n",
        " - Fechamento médio: $ 6.711,29.\n",
        "\n",
        " ✅ O Bitcoin (BTC) apresentou uma tendência geral de aumento significativo durante o período. Embora tenha havido picos e quedas notáveis, como em 2017 e 2018.O valor médio de abertura e fechamento aumentou consideravelmente.\n",
        "\n",
        "-📈 XRP (XRP) :\n",
        "  - Média Abertura: $ 0,24\n",
        "\n",
        "  - Fechamento médio: $ 0,24.\n",
        "\n",
        " ✅O XRP (XRP) teve um comportamento misto ao longo do período. Experimentou valorizações notáveis, especialmente em 2017, mas também enfrentou desafios regulatórios que afetaram seu preço. Em média, seu valor manteve-se relativamente estável.\n",
        "\n",
        "-📈 Chainlink  (LINK) :\n",
        "  - Média Abertura: $ 6,29\n",
        "\n",
        "  - Fechamento médio: $ 6,31.\n",
        "\n",
        "  ✅O Chainlink (LINK) mostrou uma tendência de aumento de valor durante o período, com variações ao longo do tempo.\n",
        "\n",
        "-📈 Cosmos (ÁTOMO) :\n",
        "  - Média Abertura: $ 6,76\n",
        "  \n",
        "  - Fechamento médio: $ 6,77.\n",
        "\n",
        "  ✅ O Cosmos (ATOM) teve uma tendência geral de aumento de valor, com flutuações moderadas.\n",
        "\n",
        "-📈EOS (EOS) :\n",
        "\n",
        "  - Média Abertura: $ 4,62\n",
        "\n",
        "  - Fechamento médio: $ 4,62.\n",
        "\n",
        "  ✅ O EOS (EOS) manteve um valor relativamente estável durante o período, com poucas oscilações significativas.\n",
        "\n",
        "-📈 Ethereum (ETH) :\n",
        "  - Média Abertura: $ 382,88\n",
        "\n",
        "  - Fechamento médio: $ 383,91.\n",
        "\n",
        "  ✅ O Ethereum (ETH) também apresentou uma tendência de aumento de valor, impulsionada pelo seu uso em contratos inteligentes e DeFi.\n",
        "-📈 Polkadot (DOT) :\n",
        "  - Média Abertura: $ 18,11\n",
        "  \n",
        "  - Fechamento médio: $ 18,14.\n",
        "\n",
        "  ✅ O Polkadot (DOT), embora mais recente, demonstrou uma tendência de aumento de valor, refletindo o interesse em sua tecnologia de interoperabilidade.\n",
        "\n",
        "-📈 USDCoin (USDC) :\n",
        "  - Média Abertura: $ 1,00\n",
        "\n",
        "  - Fechamento médio: $ 1,00.\n",
        "\n",
        "  ✅ O USD Coin (USDC) é uma stablecoin, projetada para manter sua estabilidade em relação ao dólar dos EUA, portanto, sua variação percentual é mínima.\n",
        "\n",
        "-📈 Aave (AAVE) :\n",
        "  - Média Abertura: $ 254,51\n",
        "\n",
        "  - Fechamento médio: $ 255,53.\n",
        "  ✅ O Aave (AAVE) apresentou uma tendência de aumento de valor ao longo do período, refletindo o crescimento do ecossistema DeFi.\n",
        "\n",
        "🎯 Essas médias representam os preços de abertura e fechamento médios durante o período de 2014 a 2021. É importante notar que esses valores podem ter flutuado significativamente ao longo dos anos, refletindo a volatilidade do mercado de criptomoedas. Investidores e comerciantes geralmente monitoram essas flutuações para tomar decisões informadas de compra e venda."
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        "# 2. Quais os valores médios para todas as criptomoedas?\n",
        "- Para calcular os valores médios das principais criptomoedas, compilamos uma lista das moedas mais relevantes, incluindo o Bitcoin, Ethereum, Aave, Binance Coin, Polkadot e outras. Em seguida, determinamos o valor médio de cada uma ao longo de todo o período disponível no relatório. Esses valores médios nos fornecem uma visão abrangente das cotações dessas criptomoedas, revelando suas posições relativas no mercado em relação a seus preços médios durante esse período."
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        "<img src=\"https://i.imgur.com/ZBxvDfT.png\" height='400px'/>"
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        "1. **Bitcoin (BTC) - Valor Médio $6.711,29:** O Bitcoin mantém sua posição de liderança como a criptomoeda mais valorizada, com um valor médio significativo. Sua notável valorização reflete seu status como a primeira e mais reconhecida criptomoeda do mundo.\n",
        "\n",
        "2. **Ethereum (ETH) - Valor Médio $383,91:** O Ethereum é a segunda maior criptomoeda por capitalização de mercado e continua a desempenhar um papel fundamental no mercado devido à sua plataforma de contratos inteligentes e aplicativos descentralizados (DApps).\n",
        "\n",
        "3. **Aave (AAVE) - Valor Médio $255,53:** Aave é uma criptomoeda de “Finanças Descentralizadas” (DeFi) em destaque, com um valor médio considerável. Sua capacidade de facilitar empréstimos e de emprestar no espaço DeFi o torna uma escolha popular entre os investidores.\n",
        "\n",
        "4. **Binance Coin (BNB) - Valor Médio $52,25:** A Binance Coin é a criptomoeda nativa da exchange de criptomoedas Binance, e seu valor médio reflete sua utilidade na plataforma Binance, onde os detentores de BNB podem obter benefícios como descontos em taxas de negociação.\n",
        "\n",
        "5. **Polkadot (DOT) - Valor Médio $18,14:** Polkadot é uma plataforma que visa a interoperabilidade entre blockchains, com um valor médio sólido. Isso destaca seu papel no ecossistema blockchain como uma solução inovadora.\n",
        "\n",
        "6. **Cosmos (ATOM) - Valor Médio $6,77:** Cosmos é outra plataforma que busca a interoperabilidade entre blockchains, e seu valor médio indica que é uma escolha viável para aqueles interessados na comunicação eficaz entre diferentes redes de blockchain.\n",
        "\n",
        "7. **Chainlink (LINK) - Valor Médio $6,31:** Chainlink é um protagonista no espaço de oracles, conectando contratos inteligentes a dados do mundo real. Seu valor médio reflete a importância dos oracles no ecossistema blockchain.\n",
        "\n",
        "8. **EOS (EOS) - Valor Médio $4,62:** EOS é conhecido por sua escalabilidade e é usado para criar aplicativos descentralizados. Seu valor médio mostra que ainda é uma escolha relevante para desenvolvedores de DApps.\n",
        "\n",
        "9. **USD Coin (USDC) Valor Médio $$ 1,00:** O USD Coin é uma criptomoeda estável ancorada ao dólar dos EUA, projetada para manter um valor constante próximo a $1. Sua estabilidade é sua característica distintiva.\n",
        "\n",
        "10. **XRP (XRP) - Valor Médio $0,24:** O XRP é usado principalmente para transferências de dinheiro transfronteiriças, com um valor médio que o torna uma escolha eficiente para soluções de pagamento global.\n"
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      "source": [
        "#3. Em quais anos houve quedas e valorizações?"
      ]
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        "Para realizar esta análise as moedas foram separadas em dois quadrantes contendo cinco em cada, medindo a linha temporal desde o surgimento delas até o marco de 2021.\n",
        "\n",
        "Esta divisão foi realizada, primeiramente, para facilitar a visualização mais limpa das informações, e depois, para enquadrar melhor o período de surgimento/início da operação de cada moeda dentro de uma margem.\n",
        "\n",
        "A criação dos dois gráficos foram feitas com base nos valores registrados em \"Fechamento\" disponível na tabela, e para verificar as altas e as quedas do fechamento, foi efetuada a média para indentificar os preços nos quais cada cripto fechou o ano, assim pode-se tirar a base de valorização."
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      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YlQkum4-LVDd"
      },
      "source": [
        "O primeiro gráfico nos mostra o balanço das moedas ChainLink (LINK), Cosmos, EOS, Polkadot e USDCoin.\n",
        "* Da data de criação/lançamento destas criptos, durante seu tempo de vida, nota-se que 2021 foi o ano de maior valor para ChainLink, Polkadot e Cosmos.\n",
        "* Para a EOS, seu pico foi no ano de 2018 com tendência de congelamento após o ano de 2019\n",
        "* USDCoin manteve linearidade na estabilidade do seu preço.\n",
        "\n",
        "Enquanto as demais criptomoedas variam suas tendências, a USDCoin se mantém constante. Isso ocorre porque ela é uma moeda pareada ao dólar só que funcionando em carteiras digitais e com o sistema blockchain, então, técnicamente, seu valor se estabiliza no preço da moeda norte-americana.\n",
        "\n",
        "A curva da EOS tem alta logo no início de sua operação e depois, uma queda suave com predição de estagnar. Há alguns fatores que podem dar significado a este movimento. A EOS surgiu com um padrão diferenciado de tecnologia blockchain descentralizada, a fácil operação e utilização de tokens (ativos que possuem valor comercial) da moeda gerou bilhões para sua receita.\n",
        "\n",
        "O movimento de decaída da EOS se deve a problemas internos em relação ao desenvolvimento contínuo da sua ferramenta base (EOSIO), causando falhas e devido a falta de recursos, causou queda na cripto, até 2021, em que surgiu a ENF (EOS Network Foundation) com nova proposta para levantar a moeda.\n",
        "\n",
        "As criptomedas ChainLink, Polkadot e Cosmos seguem a tendência de subida do gráfico, quase de maneira simultânea. O movimento da Cosmos pode estar ligado ao seu modo de operação, é uma cripto interoperadore, que permite transferencia entre outras moedas, o que pode ter valorizado e permitido a escalabilidade. Já a ChainLink (LINK) e a Polkadot (DOT) iniciaram como plataformas de transação de criptomoedas para superar 'gargalos' deste mercado, como a de criar pontes  entre criptos e a facilidade para os usuários, antes de iniciarem suas operações com moeda própria, o que em si foi um facilitador e assim que suas moedas foram lançadas houve supervalorização."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jPM2d00EHTU9"
      },
      "source": [
        "O segundo gráfico nos mostra o balanço das moedas Aave (AAVE), Binance Coin (BNB), Bitcoin (BTC), Ethereum (ETH) e XRP (XRP).\n",
        "* As criptos Bitcoin, Ethereum, Aave e Binance, respectivamente, tiveram suas cotações mais altas em 2021;\n",
        "* XRP mantém sua linearidade abaixo de $1 dólar, sua variação é imperceptível.\n",
        "\n",
        "A criptomoeda Aave é recente e já alcançou um pico de sucesso 1 ano após o início de operação. Um ponto que pode justificar a crescente é que a plataforma de investimento (o usuário recebe juros por aplicação) também permite empréstimos em troca de pagar taxas.\n",
        "\n",
        "O fato da XRP não demonstrar curvas em sua linha pode estar ligado a investigação da SEC (Securities and Exchange Commission, Comissão de Segurança dos bancos de Criptoativos) sobre a suspeita da unidade ter negociado acordos com entidades não registradas na SEC para elencar a XRP no intuito de atingir métricas de volume e poder valorizar a cripto. Esta negociação com mercados secundários podem justificar o impacto na estagnação da margem de preço.\n",
        "\n",
        "A Binance, inicialmente uma corretora de moedas, começou sua operação em 2017 na China, sendo um ano não tão bom devido as mudanças internas na economia chinesa em que o governo baniu a atividade de criptoativos no país asiático.\n",
        "Assim como Bitcoin e Ethereum, e outras moedas, teve ascensão no mercado em 2021, e este aumento pode estar relacionado à época em que o mundo estava, fragilizado pelas consequências da Covid-19, vários setores do mercado monetário comum sofrendo com inflações e ofertas de créditos demasiada, e isto pode ter impulsionado seu crescimento devido ao valor neste momento e a busca por estabilidade e segurança em investimentos pelos usuários, além de que a Binance também oferece aos investidores retorno em juros, além da opção de negociar várias moedas dentro de sua plataforma criptofinanceira.\n",
        "\n",
        "O Bitcoin é a criptomoeda que mais sofre oscilação, no entanto, suas altas sempre são maiores que a queda. Esta ocorrência pode estar dretamente relacionada ao motivo do Bitcoin ser uma moeda limitada mundialmente. Ou seja, ela foi criada com um limite, 21 milhões de moedas, apenas. Por estas vias, ela se torna uma fonte de \"ouro\" e seu funcionamento entra na questão da oferta e demanda no mercado, por isso, quanto mais moedas são \"mineiradas\" e entram na carteira de alguém, menos Bitcoins existem fazendo com que se tornem cada vez mais caros.\n",
        "\n",
        "Ao examinar as curvas da criptomoeda Ethereum, é possível notar com ela também sofre com oscilações, menos que o Bitcoin, mas ainda assim tem suas fases. Como todo o restante do mercado de moedas digitais que se beneficiaram em 2021 com a ascensão do mercado e mais adesão no momento pandêmico, a elevação da Ethereum, em sua particularidade, pode estar relacionada aos NFTs (Tokens Não Fungíveis), que são itens/símbolos exclusivos e não podem ser duplicados. O movimento de NFTs também surgiu em 2021 e ele é negociado em criptomoedas e criado dentro das plataformas exchange (corretoras de criptomoedas), e a maior delas é a Ethereum."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QgPEUrQIq-E7"
      },
      "source": [
        "# 4. Existe alguma tendência de aumento ou queda dos valores pelo dia da semana?\n",
        " - Segunda-feira (Seg): A maioria das moedas parece ter uma tendência positiva no início da semana, com valores \n",
        "   médios acima da média semanal.\n",
        "\n",
        " - Terça-feira (Ter): A tendência continua positiva para a maioria das moedas, com alguns altos valores médios.\n",
        "\n",
        " - Quarta-feira (Qua): A quarta-feira é um dia misto, com algumas moedas mantendo uma tendência positiva e outras \n",
        "    mostrando quedas nos valores médios.\n",
        "\n",
        " - Quinta-feira (Qui): A tendência na quinta-feira varia, com algumas moedas mantendo valores médios elevados,   enquanto outras mostram quedas.\n",
        "\n",
        " - Sexta-feira (Sex): A sexta-feira tende a ser um dia de queda para a maioria das moedas, com valores médios abaixo \n",
        "   da média semanal.\n",
        "\n",
        " - Sábado (Sáb) e Domingo (Dom): O fim da semana geralmente mostra uma tendência de queda ou estabilidade nos  \n",
        "   valores médios para a maioria das moedas.\n",
        "\n",
        "   Dica: essas tendências são fundamentadas em dados históricos e podem não se repetir no futuro. É importante realizar análises mais aprofundadas e considerar outros fatores ao tomar decisões de investimento em criptomoedas."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6L43onZ7QrrK"
      },
      "source": [
        "#5. Qual Criptomoeda se mostra MAIS interessante em relação à valorização pela análise da série histórica?"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9ag4KO37RTbr"
      },
      "source": [
        "\n",
        "Entre as criptomoedas analisadas, a Aave (AAVE) se destaca como a mais interessante em termos de valorização. Com uma valorização média de 1,05%, a Aave demonstra um desempenho relativamente melhor em comparação com outras criptomoedas no período considerado. Isso pode sugerir que investidores e entusiastas da criptomoeda estão encontrando valor na Aave, tornando-a uma escolha notável no mercado.\n",
        "\n",
        "<img src=\"https://i.imgur.com/tjbFSy6.png\" height='400px'/>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hL0C-2qiXy8_"
      },
      "source": [
        "#6. Qual Criptomoeda se mostra MENOS interessante em relação à valorização pela análise da série histórica?\n",
        "\n",
        "\n",
        "Para responder a essa pergunta, calculamos a valorização diária média de cada criptomoeda ao longo de todo o período analisado. A valorização diária é calculada como a diferença percentual entre os preços de fechamento e abertura.\n",
        "\n",
        "A criptomoeda menos interessante em relação à valorização pela análise da série histórica é a USDCoin. Isso significa que, em média, a USDCoin teve a menor variação de preço em relação à abertura ao longo do período analisado."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NqCfRKLvZ5_F"
      },
      "source": [
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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sVFhamaMc1yc"
      },
      "source": [
        "#7. Existe correlação entre os valores para todas as criptomoedas?"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "J3TuN7DQc6ks"
      },
      "source": [
        "![download 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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Fs7WUaESc8a8"
      },
      "source": [
        "Ao analisar o gráfico de correlação entre todas as criptomoedas, observamos o seguinte:\n",
        "\n",
        "- **Correlações Positivas**: Algumas criptomoedas apresentam correlações positivas significativas entre seus valores. Isso significa que, quando o valor de uma criptomoeda aumenta, o valor de outra também tende a aumentar. Essa correlação pode indicar uma tendência geral do mercado ou fatores comuns que afetam várias criptomoedas simultaneamente.\n",
        "\n",
        "- **Correlações Negativas**: Por outro lado, também identificamos correlações negativas em alguns casos, onde o aumento no valor de uma criptomoeda está associado a uma diminuição no valor de outra. Isso pode ocorrer devido a dinâmicas de mercado complexas e é importante entender os fatores subjacentes que contribuem para essas correlações.\n",
        "\n",
        "- **Correlações Fracas**: Além das correlações fortes, existem pares de criptomoedas com correlações mais fracas, indicando que seus valores não têm uma relação direta. Isso pode ser resultado de diferentes drivers de mercado, características únicas de cada criptomoeda ou simplesmente uma falta de interação direta entre elas.\n",
        "\n",
        "Em resumo, a análise da correlação entre as criptomoedas sugere que o mercado é diversificado, com algumas moedas tendo movimentos de valor semelhantes, enquanto outras se comportam de maneira independente. É crucial aprofundar a análise para compreender as razões por trás dessas correlações e tomar decisões informadas de investimento ou estratégias de negociação com base nessa compreensão."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "E7MAH5zOYK9D"
      },
      "source": [
        "#8. [Extra] Qual é a Criptomoeda com a Maior Variação Percentual de Preço em um Único Dia?\n",
        "\n",
        "Para responder a essa pergunta, calculamos a variação percentual de preço para cada dia de negociação para todas as criptomoedas. Em seguida, identificamos o dia com a maior variação percentual e a criptomoeda correspondente.\n",
        "\n",
        "A criptomoeda com a maior variação percentual de preço em um único dia durante o período analisado é o XRP. Essa variação ocorreu em 2017-04-02 23:59:59 e foi de 178.78%, o que indica um movimento de preço significativo nesse dia."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "T7V5TmA3Zi35"
      },
      "source": [
        "![download 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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3bn1By-6cru9"
      },
      "source": [
        "#9. [Extra:] Qual é a média da capitalização de mercado (market cap) das criptomoedas durante o período analisado? Existe alguma criptomoeda que se destaca significativamente em termos de capitalização de mercado?"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "reP39avpcs50"
      },
      "source": [
        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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2SKU2sgecx-t"
      },
      "source": [
        "## Com base na análise dos dados das criptomoedas, podemos obter os seguintes insights:\n",
        "\n",
        "- **Média da Capitalização de Mercado**: A média da capitalização de mercado das criptomoedas durante o período analisado é de aproximadamente $34,543,163,437.63. Isso representa a média do valor de mercado de todas as criptomoedas no conjunto de dados.\n",
        "\n",
        "- **Criptomoeda com Maior Capitalização de Mercado**: A criptomoeda que se destaca significativamente em termos de capitalização de mercado é o Bitcoin (BTC). Em um determinado ponto no período analisado (2021-04-13), o Bitcoin teve uma capitalização de mercado de aproximadamente $1,186,364,041,140.27, o que é substancialmente maior do que qualquer outra criptomoeda no conjunto de dados.\n",
        "\n",
        "- **Criptomoeda com Menor Capitalização de Mercado**: A criptomoeda com a menor capitalização de mercado registrada no conjunto de dados é Cosmos (ATOM). Em um determinado ponto no período analisado (2019-03-15), a capitalização de mercado do Cosmos era tão baixa que foi listada como $0. Isso indica que, nesse momento específico, o Cosmos tinha uma capitalização de mercado extremamente baixa em comparação com outras criptomoedas.\n",
        "\n",
        "- **Gráfico de Barras**: O gráfico de barras representa visualmente a capitalização de mercado de todas as criptomoedas no conjunto de dados. Ele também destaca as criptomoedas com maior e menor capitalização de mercado, facilitando a identificação das principais tendências. A linha vermelha pontilhada indica a média da capitalização de mercado, permitindo uma comparação rápida entre as criptomoedas e a média.\n",
        "\n",
        "- **Diversidade de Capitalização de Mercado**: O gráfico de barras mostra que a capitalização de mercado das criptomoedas varia significativamente, com algumas criptomoedas tendo capitalizações muito maiores do que outras. Isso reflete a diversidade do mercado de criptomoedas, onde algumas moedas têm uma presença dominante, enquanto outras têm uma presença mais modesta.\n",
        "\n",
        "No geral, esses insights destacam a importância do Bitcoin como a criptomoeda com a maior capitalização de mercado e mostram como a capitalização de mercado das criptomoedas pode variar amplamente ao longo do tempo."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "T4nMJ4n_YQhr"
      },
      "source": [
        "# Conclusão\n",
        "\n",
        "Esta análise exploratória de dados fornece insights sobre o desempenho histórico das criptomoedas em relação à valorização e à variação de preço em um único dia. Essas informações são úteis para investidores e entusiastas que desejam entender melhor o comportamento desses ativos digitais.\n",
        "\n",
        "- Valores Médios das Principais Criptomoedas: Calculamos os valores médios de várias criptomoedas, incluindo Bitcoin, Ethereum, Aave, Binance Coin, Polkadot e outras. O Bitcoin lidera com o maior valor médio, destacando seu status como a criptomoeda mais valorizada. Ethereum também é uma escolha fundamental devido à sua plataforma de contratos inteligentes.\n",
        "\n",
        "- Análise de Valorização ao Longo dos Anos: Observamos as variações de preço ao longo dos anos para diferentes criptomoedas. Destacamos que 2021 foi um ano significativo de valorização para várias delas, como ChainLink, Polkadot e Cosmos.\n",
        "\n",
        "- Aave como a Mais Interessante em Termos de Valorização: Entre as criptomoedas analisadas, a Aave se destaca como a mais interessante em termos de valorização, com uma média de 1,05% de valorização. Isso sugere um interesse crescente por parte dos investidores.\n",
        "\n",
        "- USDCoin como a Menos Interessante em Termos de Valorização: A USDCoin foi identificada como a criptomoeda menos interessante em relação à valorização, pois teve a menor variação de preço em relação à abertura ao longo do período analisado.\n",
        "\n",
        "- Maior Variação Percentual de Preço em um Único Dia: O XRP teve a maior variação percentual de preço em um único dia, com uma incrível variação de 178.78% em 2017.\n",
        "\n",
        "- Capitalização de Mercado: O Bitcoin se destaca com uma capitalização de mercado substancialmente maior do que qualquer outra criptomoeda no conjunto de dados. Isso enfatiza a importância do Bitcoin no mercado de criptomoedas.\n",
        "\n",
        "- Correlação Entre as Criptomoedas: A análise da correlação entre as criptomoedas revelou que algumas têm correlações positivas, indicando movimentos de valor semelhantes, enquanto outras têm correlações negativas. Isso destaca a diversidade do mercado de criptomoedas e a complexidade de suas dinâmicas.\n",
        "\n",
        "Em resumo, o mercado de criptomoedas é diversificado e dinâmico, com algumas moedas se destacando em termos de valorização e capitalização de mercado. É crucial entender as tendências e correlações específicas para tomar decisões informadas no mundo das criptomoedas."
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        "Referências :\n",
        "* USDC: https://www.novadax.com.br/criptomoedas/usdc\n",
        "* EOS: https://www.coinbase.com/pt/price/eos\n",
        "* Cosmos: https://coinext.com.br/criptomoedas/cosmos\n",
        "* ChainLink: https://coinext.com.br/criptomoedas/chainlink\n",
        "* Polkadot: https://www.infomoney.com.br/cotacoes/cripto/ativo/polkadot-dot/\n",
        "* Aave: https://www.infomoney.com.br/cotacoes/cripto/ativo/aave-aave/\n",
        "* XRP: https://exame.com/future-of-money/criptoativos/apos-anuncio-da-sec-xrp-despenca-e-token-da-ripple-e-excluido-de-exchanges/\n",
        "* Binance: https://www.binance.com/pt-BR/blog/all/binance-em-2021-inovando-em-um-mundo-cada-vez-mais-descentralizado-421499824684901885\n",
        "* Bitcoin: https://inteligenciafinanceira.com.br/aprenda/investir/quanto-vale-um-bitcoin/#:~:text=Quanto%20vale%20um%20bitcoin%20atualmente,14%2F03%2F2023).\n",
        "* Ethereum: 1) https://olhardigital.com.br/2021/11/03/pro/ethereum-dispara-e-bate-novo-recorde-de-valorizacao/\n",
        "\n",
        "    2) https://launchpad-br.ripio.com/blog/como-criar-um-nft"
      ]
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