FraudeCredito.ipynb

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        "<a href=\"https://colab.research.google.com/github/paulo-santos-ds/MachineLearningLogisticRegression/blob/main/FraudeCredito.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "cell_type": "markdown",
      "id": "1b3a1c72",
      "metadata": {
        "id": "1b3a1c72"
      },
      "source": [
        "# Prevendo Fraude de Cartão de Credito\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "a5278429",
      "metadata": {
        "id": "a5278429"
      },
      "source": [
        "Apesar do surgimento constante de novos meios de pagamento, como pix e whatsapp, boletos ate mesmos o cashback o cartão de crédito ainda concentra grande parte das transações do varejo brasileiro, justamente pela enorme quantidade de transações que isso significa mais de 2,65 trilhões de reais somente em 2021 alta de 33,1%, segundo  Associação Brasileira das Empresas de Cartões de Crédito(Abecs )."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "0ba87b9e",
      "metadata": {
        "id": "0ba87b9e"
      },
      "source": [
        "### Importação das Bibliotecas"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "5cd7075d",
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        "id": "5cd7075d"
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      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.metrics import accuracy_score"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "b28d5f00",
      "metadata": {
        "id": "b28d5f00"
      },
      "source": [
        "### Importado os dados da fonte: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "be22dae1",
      "metadata": {
        "id": "be22dae1"
      },
      "source": [
        "O conjunto de dados contém transações feitas por cartões de crédito em setembro de 2013 por titulares de cartões europeus.Este conjunto de dados apresenta transações que ocorreram em dois dias, onde temos 492 fraudes em 284.807 transações. O conjunto de dados é altamente desequilibrado, a classe positiva (fraudes) responde por 0,172%"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "fc3643f9",
      "metadata": {
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      },
      "source": [
        "## Lendo os Dados"
      ]
    },
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              "         V8        V9  ...       V21       V22       V23       V24       V25  \\\n",
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          },
          "metadata": {},
          "execution_count": 28
        }
      ],
      "source": [
        "df_credit = pd.read_csv('/content/creditcard.csv')\n",
        "df_credit.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "12752d99",
      "metadata": {
        "id": "12752d99"
      },
      "source": [
        "## Observando Tipo de Valores"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "dd5a4265",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dd5a4265",
        "outputId": "03ae08d5-c51c-4e40-9ce6-7cc46f42ddbb"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Time      float64\n",
              "V1        float64\n",
              "V2        float64\n",
              "V3        float64\n",
              "V4        float64\n",
              "V5        float64\n",
              "V6        float64\n",
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              "V15       float64\n",
              "V16       float64\n",
              "V17       float64\n",
              "V18       float64\n",
              "V19       float64\n",
              "V20       float64\n",
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              "V22       float64\n",
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              "V24       float64\n",
              "V25       float64\n",
              "V26       float64\n",
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              "V28       float64\n",
              "Amount    float64\n",
              "Class       int64\n",
              "dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ],
      "source": [
        "df_credit.dtypes"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "9a97e391",
      "metadata": {
        "id": "9a97e391"
      },
      "source": [
        "## Procurando Valores nulos"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "dd5a6e5c",
      "metadata": {
        "colab": {
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        },
        "id": "dd5a6e5c",
        "outputId": "704f6da4-3878-441c-f71c-f33e569d8544"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Time      0\n",
              "V1        0\n",
              "V2        0\n",
              "V3        0\n",
              "V4        0\n",
              "V5        0\n",
              "V6        0\n",
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              "V18       0\n",
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              "V28       0\n",
              "Amount    0\n",
              "Class     0\n",
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          },
          "metadata": {},
          "execution_count": 30
        }
      ],
      "source": [
        "df_credit.isnull().sum()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "ca92a81b",
      "metadata": {
        "id": "ca92a81b"
      },
      "source": [
        "## Estatistica dos valores sem Fraude"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "1e4dbb83",
      "metadata": {
        "colab": {
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        },
        "id": "1e4dbb83",
        "outputId": "008e8e8b-88a0-43e7-acbb-f380b64fcd9a"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count    284315.000000\n",
              "mean         88.291022\n",
              "std         250.105092\n",
              "min           0.000000\n",
              "25%           5.650000\n",
              "50%          22.000000\n",
              "75%          77.050000\n",
              "max       25691.160000\n",
              "Name: Amount, dtype: float64"
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          },
          "metadata": {},
          "execution_count": 31
        }
      ],
      "source": [
        "df_sem_fraude = df_credit.Amount[df_credit.Class == 0]\n",
        "df_sem_fraude.describe()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "c379b6d9",
      "metadata": {
        "id": "c379b6d9"
      },
      "source": [
        "## Estatistica dos valores Fraude"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "6fdf1100",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6fdf1100",
        "outputId": "1267c4f9-e95b-45f1-a510-92301c0e2582"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count     492.000000\n",
              "mean      122.211321\n",
              "std       256.683288\n",
              "min         0.000000\n",
              "25%         1.000000\n",
              "50%         9.250000\n",
              "75%       105.890000\n",
              "max      2125.870000\n",
              "Name: Amount, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ],
      "source": [
        "df_fraude = df_credit.Amount[df_credit.Class == 1]\n",
        "df_fraude.describe()\n"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "5c01a2c7",
      "metadata": {
        "id": "5c01a2c7"
      },
      "source": [
        "## Observando o Desbalanceamento dos Dados"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "a19ce3a7",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "a19ce3a7",
        "outputId": "8d43cc06-e1d3-479e-b452-d543b36654ae"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    284315\n",
              "1       492\n",
              "Name: Class, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 33
        }
      ],
      "source": [
        "df_credit.Class.value_counts()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "57568f86",
      "metadata": {
        "id": "57568f86"
      },
      "source": [
        "## Grafico demonstra o desbalanceamento dos dados"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "dd8998ff",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 266
        },
        "id": "dd8998ff",
        "outputId": "9c831987-8687-49e5-f9db-54cfbccb8bb6"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "x = np.array([\"Fraude\", \"Sem_Fraude\"])\n",
        "y = np.array([492, 284315])\n",
        "plt.yscale('log')\n",
        "plt.bar(x, y, color = 'green' )\n",
        "plt.show()\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "4f24b553",
      "metadata": {
        "id": "4f24b553"
      },
      "source": []
    },
    {
      "cell_type": "markdown",
      "id": "a2ae82f4",
      "metadata": {
        "id": "a2ae82f4"
      },
      "source": [
        "## Verificação de Dados sem Fraude"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "abea5d18",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "abea5d18",
        "outputId": "fde447cf-26f1-4e51-e000-2f95cc0d132c"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "            Time         V1         V2        V3        V4        V5  \\\n",
              "0            0.0  -1.359807  -0.072781  2.536347  1.378155 -0.338321   \n",
              "1            0.0   1.191857   0.266151  0.166480  0.448154  0.060018   \n",
              "2            1.0  -1.358354  -1.340163  1.773209  0.379780 -0.503198   \n",
              "3            1.0  -0.966272  -0.185226  1.792993 -0.863291 -0.010309   \n",
              "4            2.0  -1.158233   0.877737  1.548718  0.403034 -0.407193   \n",
              "...          ...        ...        ...       ...       ...       ...   \n",
              "284802  172786.0 -11.881118  10.071785 -9.834783 -2.066656 -5.364473   \n",
              "284803  172787.0  -0.732789  -0.055080  2.035030 -0.738589  0.868229   \n",
              "284804  172788.0   1.919565  -0.301254 -3.249640 -0.557828  2.630515   \n",
              "284805  172788.0  -0.240440   0.530483  0.702510  0.689799 -0.377961   \n",
              "284806  172792.0  -0.533413  -0.189733  0.703337 -0.506271 -0.012546   \n",
              "\n",
              "              V6        V7        V8        V9  ...       V21       V22  \\\n",
              "0       0.462388  0.239599  0.098698  0.363787  ... -0.018307  0.277838   \n",
              "1      -0.082361 -0.078803  0.085102 -0.255425  ... -0.225775 -0.638672   \n",
              "2       1.800499  0.791461  0.247676 -1.514654  ...  0.247998  0.771679   \n",
              "3       1.247203  0.237609  0.377436 -1.387024  ... -0.108300  0.005274   \n",
              "4       0.095921  0.592941 -0.270533  0.817739  ... -0.009431  0.798278   \n",
              "...          ...       ...       ...       ...  ...       ...       ...   \n",
              "284802 -2.606837 -4.918215  7.305334  1.914428  ...  0.213454  0.111864   \n",
              "284803  1.058415  0.024330  0.294869  0.584800  ...  0.214205  0.924384   \n",
              "284804  3.031260 -0.296827  0.708417  0.432454  ...  0.232045  0.578229   \n",
              "284805  0.623708 -0.686180  0.679145  0.392087  ...  0.265245  0.800049   \n",
              "284806 -0.649617  1.577006 -0.414650  0.486180  ...  0.261057  0.643078   \n",
              "\n",
              "             V23       V24       V25       V26       V27       V28  Amount  \\\n",
              "0      -0.110474  0.066928  0.128539 -0.189115  0.133558 -0.021053  149.62   \n",
              "1       0.101288 -0.339846  0.167170  0.125895 -0.008983  0.014724    2.69   \n",
              "2       0.909412 -0.689281 -0.327642 -0.139097 -0.055353 -0.059752  378.66   \n",
              "3      -0.190321 -1.175575  0.647376 -0.221929  0.062723  0.061458  123.50   \n",
              "4      -0.137458  0.141267 -0.206010  0.502292  0.219422  0.215153   69.99   \n",
              "...          ...       ...       ...       ...       ...       ...     ...   \n",
              "284802  1.014480 -0.509348  1.436807  0.250034  0.943651  0.823731    0.77   \n",
              "284803  0.012463 -1.016226 -0.606624 -0.395255  0.068472 -0.053527   24.79   \n",
              "284804 -0.037501  0.640134  0.265745 -0.087371  0.004455 -0.026561   67.88   \n",
              "284805 -0.163298  0.123205 -0.569159  0.546668  0.108821  0.104533   10.00   \n",
              "284806  0.376777  0.008797 -0.473649 -0.818267 -0.002415  0.013649  217.00   \n",
              "\n",
              "        Class  \n",
              "0           0  \n",
              "1           0  \n",
              "2           0  \n",
              "3           0  \n",
              "4           0  \n",
              "...       ...  \n",
              "284802      0  \n",
              "284803      0  \n",
              "284804      0  \n",
              "284805      0  \n",
              "284806      0  \n",
              "\n",
              "[284315 rows x 31 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-bb99a2e8-4c71-4d7f-8dc7-5712658485a3\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Time</th>\n",
              "      <th>V1</th>\n",
              "      <th>V2</th>\n",
              "      <th>V3</th>\n",
              "      <th>V4</th>\n",
              "      <th>V5</th>\n",
              "      <th>V6</th>\n",
              "      <th>V7</th>\n",
              "      <th>V8</th>\n",
              "      <th>V9</th>\n",
              "      <th>...</th>\n",
              "      <th>V21</th>\n",
              "      <th>V22</th>\n",
              "      <th>V23</th>\n",
              "      <th>V24</th>\n",
              "      <th>V25</th>\n",
              "      <th>V26</th>\n",
              "      <th>V27</th>\n",
              "      <th>V28</th>\n",
              "      <th>Amount</th>\n",
              "      <th>Class</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.0</td>\n",
              "      <td>-1.359807</td>\n",
              "      <td>-0.072781</td>\n",
              "      <td>2.536347</td>\n",
              "      <td>1.378155</td>\n",
              "      <td>-0.338321</td>\n",
              "      <td>0.462388</td>\n",
              "      <td>0.239599</td>\n",
              "      <td>0.098698</td>\n",
              "      <td>0.363787</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.018307</td>\n",
              "      <td>0.277838</td>\n",
              "      <td>-0.110474</td>\n",
              "      <td>0.066928</td>\n",
              "      <td>0.128539</td>\n",
              "      <td>-0.189115</td>\n",
              "      <td>0.133558</td>\n",
              "      <td>-0.021053</td>\n",
              "      <td>149.62</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.0</td>\n",
              "      <td>1.191857</td>\n",
              "      <td>0.266151</td>\n",
              "      <td>0.166480</td>\n",
              "      <td>0.448154</td>\n",
              "      <td>0.060018</td>\n",
              "      <td>-0.082361</td>\n",
              "      <td>-0.078803</td>\n",
              "      <td>0.085102</td>\n",
              "      <td>-0.255425</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.225775</td>\n",
              "      <td>-0.638672</td>\n",
              "      <td>0.101288</td>\n",
              "      <td>-0.339846</td>\n",
              "      <td>0.167170</td>\n",
              "      <td>0.125895</td>\n",
              "      <td>-0.008983</td>\n",
              "      <td>0.014724</td>\n",
              "      <td>2.69</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.358354</td>\n",
              "      <td>-1.340163</td>\n",
              "      <td>1.773209</td>\n",
              "      <td>0.379780</td>\n",
              "      <td>-0.503198</td>\n",
              "      <td>1.800499</td>\n",
              "      <td>0.791461</td>\n",
              "      <td>0.247676</td>\n",
              "      <td>-1.514654</td>\n",
              "      <td>...</td>\n",
              "      <td>0.247998</td>\n",
              "      <td>0.771679</td>\n",
              "      <td>0.909412</td>\n",
              "      <td>-0.689281</td>\n",
              "      <td>-0.327642</td>\n",
              "      <td>-0.139097</td>\n",
              "      <td>-0.055353</td>\n",
              "      <td>-0.059752</td>\n",
              "      <td>378.66</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.966272</td>\n",
              "      <td>-0.185226</td>\n",
              "      <td>1.792993</td>\n",
              "      <td>-0.863291</td>\n",
              "      <td>-0.010309</td>\n",
              "      <td>1.247203</td>\n",
              "      <td>0.237609</td>\n",
              "      <td>0.377436</td>\n",
              "      <td>-1.387024</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.108300</td>\n",
              "      <td>0.005274</td>\n",
              "      <td>-0.190321</td>\n",
              "      <td>-1.175575</td>\n",
              "      <td>0.647376</td>\n",
              "      <td>-0.221929</td>\n",
              "      <td>0.062723</td>\n",
              "      <td>0.061458</td>\n",
              "      <td>123.50</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2.0</td>\n",
              "      <td>-1.158233</td>\n",
              "      <td>0.877737</td>\n",
              "      <td>1.548718</td>\n",
              "      <td>0.403034</td>\n",
              "      <td>-0.407193</td>\n",
              "      <td>0.095921</td>\n",
              "      <td>0.592941</td>\n",
              "      <td>-0.270533</td>\n",
              "      <td>0.817739</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.009431</td>\n",
              "      <td>0.798278</td>\n",
              "      <td>-0.137458</td>\n",
              "      <td>0.141267</td>\n",
              "      <td>-0.206010</td>\n",
              "      <td>0.502292</td>\n",
              "      <td>0.219422</td>\n",
              "      <td>0.215153</td>\n",
              "      <td>69.99</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>284802</th>\n",
              "      <td>172786.0</td>\n",
              "      <td>-11.881118</td>\n",
              "      <td>10.071785</td>\n",
              "      <td>-9.834783</td>\n",
              "      <td>-2.066656</td>\n",
              "      <td>-5.364473</td>\n",
              "      <td>-2.606837</td>\n",
              "      <td>-4.918215</td>\n",
              "      <td>7.305334</td>\n",
              "      <td>1.914428</td>\n",
              "      <td>...</td>\n",
              "      <td>0.213454</td>\n",
              "      <td>0.111864</td>\n",
              "      <td>1.014480</td>\n",
              "      <td>-0.509348</td>\n",
              "      <td>1.436807</td>\n",
              "      <td>0.250034</td>\n",
              "      <td>0.943651</td>\n",
              "      <td>0.823731</td>\n",
              "      <td>0.77</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>284803</th>\n",
              "      <td>172787.0</td>\n",
              "      <td>-0.732789</td>\n",
              "      <td>-0.055080</td>\n",
              "      <td>2.035030</td>\n",
              "      <td>-0.738589</td>\n",
              "      <td>0.868229</td>\n",
              "      <td>1.058415</td>\n",
              "      <td>0.024330</td>\n",
              "      <td>0.294869</td>\n",
              "      <td>0.584800</td>\n",
              "      <td>...</td>\n",
              "      <td>0.214205</td>\n",
              "      <td>0.924384</td>\n",
              "      <td>0.012463</td>\n",
              "      <td>-1.016226</td>\n",
              "      <td>-0.606624</td>\n",
              "      <td>-0.395255</td>\n",
              "      <td>0.068472</td>\n",
              "      <td>-0.053527</td>\n",
              "      <td>24.79</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>284804</th>\n",
              "      <td>172788.0</td>\n",
              "      <td>1.919565</td>\n",
              "      <td>-0.301254</td>\n",
              "      <td>-3.249640</td>\n",
              "      <td>-0.557828</td>\n",
              "      <td>2.630515</td>\n",
              "      <td>3.031260</td>\n",
              "      <td>-0.296827</td>\n",
              "      <td>0.708417</td>\n",
              "      <td>0.432454</td>\n",
              "      <td>...</td>\n",
              "      <td>0.232045</td>\n",
              "      <td>0.578229</td>\n",
              "      <td>-0.037501</td>\n",
              "      <td>0.640134</td>\n",
              "      <td>0.265745</td>\n",
              "      <td>-0.087371</td>\n",
              "      <td>0.004455</td>\n",
              "      <td>-0.026561</td>\n",
              "      <td>67.88</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>284805</th>\n",
              "      <td>172788.0</td>\n",
              "      <td>-0.240440</td>\n",
              "      <td>0.530483</td>\n",
              "      <td>0.702510</td>\n",
              "      <td>0.689799</td>\n",
              "      <td>-0.377961</td>\n",
              "      <td>0.623708</td>\n",
              "      <td>-0.686180</td>\n",
              "      <td>0.679145</td>\n",
              "      <td>0.392087</td>\n",
              "      <td>...</td>\n",
              "      <td>0.265245</td>\n",
              "      <td>0.800049</td>\n",
              "      <td>-0.163298</td>\n",
              "      <td>0.123205</td>\n",
              "      <td>-0.569159</td>\n",
              "      <td>0.546668</td>\n",
              "      <td>0.108821</td>\n",
              "      <td>0.104533</td>\n",
              "      <td>10.00</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>284806</th>\n",
              "      <td>172792.0</td>\n",
              "      <td>-0.533413</td>\n",
              "      <td>-0.189733</td>\n",
              "      <td>0.703337</td>\n",
              "      <td>-0.506271</td>\n",
              "      <td>-0.012546</td>\n",
              "      <td>-0.649617</td>\n",
              "      <td>1.577006</td>\n",
              "      <td>-0.414650</td>\n",
              "      <td>0.486180</td>\n",
              "      <td>...</td>\n",
              "      <td>0.261057</td>\n",
              "      <td>0.643078</td>\n",
              "      <td>0.376777</td>\n",
              "      <td>0.008797</td>\n",
              "      <td>-0.473649</td>\n",
              "      <td>-0.818267</td>\n",
              "      <td>-0.002415</td>\n",
              "      <td>0.013649</td>\n",
              "      <td>217.00</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>284315 rows × 31 columns</p>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 35
        }
      ],
      "source": [
        "df_sem_fraude = df_credit[df_credit.Class == 0]\n",
        "df_sem_fraude"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "bba13784",
      "metadata": {
        "id": "bba13784"
      },
      "source": [
        "## Verificação de Dados com Fraude"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "3a367f9e",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "3a367f9e",
        "outputId": "4312c31b-7ea0-484a-81ff-30be104c636e"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "            Time        V1        V2        V3        V4        V5        V6  \\\n",
              "541        406.0 -2.312227  1.951992 -1.609851  3.997906 -0.522188 -1.426545   \n",
              "623        472.0 -3.043541 -3.157307  1.088463  2.288644  1.359805 -1.064823   \n",
              "4920      4462.0 -2.303350  1.759247 -0.359745  2.330243 -0.821628 -0.075788   \n",
              "6108      6986.0 -4.397974  1.358367 -2.592844  2.679787 -1.128131 -1.706536   \n",
              "6329      7519.0  1.234235  3.019740 -4.304597  4.732795  3.624201 -1.357746   \n",
              "...          ...       ...       ...       ...       ...       ...       ...   \n",
              "279863  169142.0 -1.927883  1.125653 -4.518331  1.749293 -1.566487 -2.010494   \n",
              "280143  169347.0  1.378559  1.289381 -5.004247  1.411850  0.442581 -1.326536   \n",
              "280149  169351.0 -0.676143  1.126366 -2.213700  0.468308 -1.120541 -0.003346   \n",
              "281144  169966.0 -3.113832  0.585864 -5.399730  1.817092 -0.840618 -2.943548   \n",
              "281674  170348.0  1.991976  0.158476 -2.583441  0.408670  1.151147 -0.096695   \n",
              "\n",
              "              V7        V8        V9  ...       V21       V22       V23  \\\n",
              "541    -2.537387  1.391657 -2.770089  ...  0.517232 -0.035049 -0.465211   \n",
              "623     0.325574 -0.067794 -0.270953  ...  0.661696  0.435477  1.375966   \n",
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              "6108   -3.496197 -0.248778 -0.247768  ...  0.573574  0.176968 -0.436207   \n",
              "6329    1.713445 -0.496358 -1.282858  ... -0.379068 -0.704181 -0.656805   \n",
              "...          ...       ...       ...  ...       ...       ...       ...   \n",
              "279863 -0.882850  0.697211 -2.064945  ...  0.778584 -0.319189  0.639419   \n",
              "280143 -1.413170  0.248525 -1.127396  ...  0.370612  0.028234 -0.145640   \n",
              "280149 -2.234739  1.210158 -0.652250  ...  0.751826  0.834108  0.190944   \n",
              "281144 -2.208002  1.058733 -1.632333  ...  0.583276 -0.269209 -0.456108   \n",
              "281674  0.223050 -0.068384  0.577829  ... -0.164350 -0.295135 -0.072173   \n",
              "\n",
              "             V24       V25       V26       V27       V28  Amount  Class  \n",
              "541     0.320198  0.044519  0.177840  0.261145 -0.143276    0.00      1  \n",
              "623    -0.293803  0.279798 -0.145362 -0.252773  0.035764  529.00      1  \n",
              "4920   -0.087330 -0.156114 -0.542628  0.039566 -0.153029  239.93      1  \n",
              "6108   -0.053502  0.252405 -0.657488 -0.827136  0.849573   59.00      1  \n",
              "6329   -1.632653  1.488901  0.566797 -0.010016  0.146793    1.00      1  \n",
              "...          ...       ...       ...       ...       ...     ...    ...  \n",
              "279863 -0.294885  0.537503  0.788395  0.292680  0.147968  390.00      1  \n",
              "280143 -0.081049  0.521875  0.739467  0.389152  0.186637    0.76      1  \n",
              "280149  0.032070 -0.739695  0.471111  0.385107  0.194361   77.89      1  \n",
              "281144 -0.183659 -0.328168  0.606116  0.884876 -0.253700  245.00      1  \n",
              "281674 -0.450261  0.313267 -0.289617  0.002988 -0.015309   42.53      1  \n",
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              "      <th>Time</th>\n",
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              "      <td>472.0</td>\n",
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              "      <td>-2.303350</td>\n",
              "      <td>1.759247</td>\n",
              "      <td>-0.359745</td>\n",
              "      <td>2.330243</td>\n",
              "      <td>-0.821628</td>\n",
              "      <td>-0.075788</td>\n",
              "      <td>0.562320</td>\n",
              "      <td>-0.399147</td>\n",
              "      <td>-0.238253</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.294166</td>\n",
              "      <td>-0.932391</td>\n",
              "      <td>0.172726</td>\n",
              "      <td>-0.087330</td>\n",
              "      <td>-0.156114</td>\n",
              "      <td>-0.542628</td>\n",
              "      <td>0.039566</td>\n",
              "      <td>-0.153029</td>\n",
              "      <td>239.93</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6108</th>\n",
              "      <td>6986.0</td>\n",
              "      <td>-4.397974</td>\n",
              "      <td>1.358367</td>\n",
              "      <td>-2.592844</td>\n",
              "      <td>2.679787</td>\n",
              "      <td>-1.128131</td>\n",
              "      <td>-1.706536</td>\n",
              "      <td>-3.496197</td>\n",
              "      <td>-0.248778</td>\n",
              "      <td>-0.247768</td>\n",
              "      <td>...</td>\n",
              "      <td>0.573574</td>\n",
              "      <td>0.176968</td>\n",
              "      <td>-0.436207</td>\n",
              "      <td>-0.053502</td>\n",
              "      <td>0.252405</td>\n",
              "      <td>-0.657488</td>\n",
              "      <td>-0.827136</td>\n",
              "      <td>0.849573</td>\n",
              "      <td>59.00</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6329</th>\n",
              "      <td>7519.0</td>\n",
              "      <td>1.234235</td>\n",
              "      <td>3.019740</td>\n",
              "      <td>-4.304597</td>\n",
              "      <td>4.732795</td>\n",
              "      <td>3.624201</td>\n",
              "      <td>-1.357746</td>\n",
              "      <td>1.713445</td>\n",
              "      <td>-0.496358</td>\n",
              "      <td>-1.282858</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.379068</td>\n",
              "      <td>-0.704181</td>\n",
              "      <td>-0.656805</td>\n",
              "      <td>-1.632653</td>\n",
              "      <td>1.488901</td>\n",
              "      <td>0.566797</td>\n",
              "      <td>-0.010016</td>\n",
              "      <td>0.146793</td>\n",
              "      <td>1.00</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>279863</th>\n",
              "      <td>169142.0</td>\n",
              "      <td>-1.927883</td>\n",
              "      <td>1.125653</td>\n",
              "      <td>-4.518331</td>\n",
              "      <td>1.749293</td>\n",
              "      <td>-1.566487</td>\n",
              "      <td>-2.010494</td>\n",
              "      <td>-0.882850</td>\n",
              "      <td>0.697211</td>\n",
              "      <td>-2.064945</td>\n",
              "      <td>...</td>\n",
              "      <td>0.778584</td>\n",
              "      <td>-0.319189</td>\n",
              "      <td>0.639419</td>\n",
              "      <td>-0.294885</td>\n",
              "      <td>0.537503</td>\n",
              "      <td>0.788395</td>\n",
              "      <td>0.292680</td>\n",
              "      <td>0.147968</td>\n",
              "      <td>390.00</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>280143</th>\n",
              "      <td>169347.0</td>\n",
              "      <td>1.378559</td>\n",
              "      <td>1.289381</td>\n",
              "      <td>-5.004247</td>\n",
              "      <td>1.411850</td>\n",
              "      <td>0.442581</td>\n",
              "      <td>-1.326536</td>\n",
              "      <td>-1.413170</td>\n",
              "      <td>0.248525</td>\n",
              "      <td>-1.127396</td>\n",
              "      <td>...</td>\n",
              "      <td>0.370612</td>\n",
              "      <td>0.028234</td>\n",
              "      <td>-0.145640</td>\n",
              "      <td>-0.081049</td>\n",
              "      <td>0.521875</td>\n",
              "      <td>0.739467</td>\n",
              "      <td>0.389152</td>\n",
              "      <td>0.186637</td>\n",
              "      <td>0.76</td>\n",
              "      <td>1</td>\n",
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              "    <tr>\n",
              "      <th>280149</th>\n",
              "      <td>169351.0</td>\n",
              "      <td>-0.676143</td>\n",
              "      <td>1.126366</td>\n",
              "      <td>-2.213700</td>\n",
              "      <td>0.468308</td>\n",
              "      <td>-1.120541</td>\n",
              "      <td>-0.003346</td>\n",
              "      <td>-2.234739</td>\n",
              "      <td>1.210158</td>\n",
              "      <td>-0.652250</td>\n",
              "      <td>...</td>\n",
              "      <td>0.751826</td>\n",
              "      <td>0.834108</td>\n",
              "      <td>0.190944</td>\n",
              "      <td>0.032070</td>\n",
              "      <td>-0.739695</td>\n",
              "      <td>0.471111</td>\n",
              "      <td>0.385107</td>\n",
              "      <td>0.194361</td>\n",
              "      <td>77.89</td>\n",
              "      <td>1</td>\n",
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              "    <tr>\n",
              "      <th>281144</th>\n",
              "      <td>169966.0</td>\n",
              "      <td>-3.113832</td>\n",
              "      <td>0.585864</td>\n",
              "      <td>-5.399730</td>\n",
              "      <td>1.817092</td>\n",
              "      <td>-0.840618</td>\n",
              "      <td>-2.943548</td>\n",
              "      <td>-2.208002</td>\n",
              "      <td>1.058733</td>\n",
              "      <td>-1.632333</td>\n",
              "      <td>...</td>\n",
              "      <td>0.583276</td>\n",
              "      <td>-0.269209</td>\n",
              "      <td>-0.456108</td>\n",
              "      <td>-0.183659</td>\n",
              "      <td>-0.328168</td>\n",
              "      <td>0.606116</td>\n",
              "      <td>0.884876</td>\n",
              "      <td>-0.253700</td>\n",
              "      <td>245.00</td>\n",
              "      <td>1</td>\n",
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              "    <tr>\n",
              "      <th>281674</th>\n",
              "      <td>170348.0</td>\n",
              "      <td>1.991976</td>\n",
              "      <td>0.158476</td>\n",
              "      <td>-2.583441</td>\n",
              "      <td>0.408670</td>\n",
              "      <td>1.151147</td>\n",
              "      <td>-0.096695</td>\n",
              "      <td>0.223050</td>\n",
              "      <td>-0.068384</td>\n",
              "      <td>0.577829</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.164350</td>\n",
              "      <td>-0.295135</td>\n",
              "      <td>-0.072173</td>\n",
              "      <td>-0.450261</td>\n",
              "      <td>0.313267</td>\n",
              "      <td>-0.289617</td>\n",
              "      <td>0.002988</td>\n",
              "      <td>-0.015309</td>\n",
              "      <td>42.53</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>492 rows × 31 columns</p>\n",
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          },
          "metadata": {},
          "execution_count": 36
        }
      ],
      "source": [
        "df_fraude = df_credit[df_credit.Class == 1]\n",
        "df_fraude"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "62ee41b4",
      "metadata": {
        "id": "62ee41b4"
      },
      "source": [
        "## Balanceamento de dados sem Fraude com dados Fraudados"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "993f8587",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "993f8587",
        "outputId": "cb151f90-9523-402b-8e2c-6e0587a5e4ef"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "            Time        V1        V2        V3        V4        V5        V6  \\\n",
              "271431  164571.0  2.056921  0.115713 -1.703530  0.434255  0.369509 -0.902838   \n",
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              "...          ...       ...       ...       ...       ...       ...       ...   \n",
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              "168712  119348.0 -0.305520 -1.385536  1.334436 -1.728520 -1.532001  0.646209   \n",
              "\n",
              "              V7        V8        V9  ...       V21       V22       V23  \\\n",
              "271431  0.180303 -0.226784  0.528092  ... -0.360412 -0.963090  0.339659   \n",
              "281237  1.447298 -0.432400 -0.299742  ... -0.044828  0.074564 -0.202987   \n",
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              "...          ...       ...       ...  ...       ...       ...       ...   \n",
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              "107098  1.182567 -0.507384  0.919572  ... -0.165294 -0.060288 -0.093443   \n",
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              "154406  0.068601 -0.333524  1.344141  ...  0.074915  0.428857 -0.001673   \n",
              "168712 -0.399224  0.396661 -0.253127  ...  0.665645  1.355545  0.544397   \n",
              "\n",
              "             V24       V25       V26       V27       V28  Amount  Class  \n",
              "271431  0.561756 -0.273756  0.169597 -0.065792 -0.029242    9.85      0  \n",
              "281237  0.234837 -0.021612  0.410629 -0.466000 -0.240596   18.92      0  \n",
              "277674  0.521766  0.077112 -0.474100 -1.268656 -1.026944    0.68      0  \n",
              "113140 -0.648406 -0.163617 -0.982827  0.369792  0.099665   61.86      0  \n",
              "154067 -0.092052 -0.695401  0.450781 -0.047757 -0.047088   15.95      0  \n",
              "...          ...       ...       ...       ...       ...     ...    ...  \n",
              "120980 -0.008760 -0.516037 -0.214795  0.235985 -0.072351   24.75      0  \n",
              "107098  0.011760  0.046419 -0.460466 -0.980174 -0.455522   79.99      0  \n",
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              "154406 -0.325637 -0.022874  0.336677 -0.096776 -0.066306   73.98      0  \n",
              "168712  0.736442 -0.394742 -0.203455 -0.038797  0.004716  242.00      0  \n",
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              "      <td>0.234837</td>\n",
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              "      <td>0.410629</td>\n",
              "      <td>-0.466000</td>\n",
              "      <td>-0.240596</td>\n",
              "      <td>18.92</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>277674</th>\n",
              "      <td>167788.0</td>\n",
              "      <td>-4.097093</td>\n",
              "      <td>3.132488</td>\n",
              "      <td>-1.802347</td>\n",
              "      <td>-2.665912</td>\n",
              "      <td>1.939195</td>\n",
              "      <td>3.571644</td>\n",
              "      <td>-0.272957</td>\n",
              "      <td>1.180333</td>\n",
              "      <td>2.820322</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.600650</td>\n",
              "      <td>-0.728091</td>\n",
              "      <td>0.085168</td>\n",
              "      <td>0.521766</td>\n",
              "      <td>0.077112</td>\n",
              "      <td>-0.474100</td>\n",
              "      <td>-1.268656</td>\n",
              "      <td>-1.026944</td>\n",
              "      <td>0.68</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>113140</th>\n",
              "      <td>72950.0</td>\n",
              "      <td>-1.346252</td>\n",
              "      <td>-0.460331</td>\n",
              "      <td>0.942324</td>\n",
              "      <td>-4.345720</td>\n",
              "      <td>-0.469936</td>\n",
              "      <td>0.297471</td>\n",
              "      <td>-0.280149</td>\n",
              "      <td>0.833253</td>\n",
              "      <td>0.525409</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.049632</td>\n",
              "      <td>0.514316</td>\n",
              "      <td>0.154560</td>\n",
              "      <td>-0.648406</td>\n",
              "      <td>-0.163617</td>\n",
              "      <td>-0.982827</td>\n",
              "      <td>0.369792</td>\n",
              "      <td>0.099665</td>\n",
              "      <td>61.86</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>154067</th>\n",
              "      <td>100866.0</td>\n",
              "      <td>1.953483</td>\n",
              "      <td>-0.556817</td>\n",
              "      <td>0.235112</td>\n",
              "      <td>0.586615</td>\n",
              "      <td>-1.156548</td>\n",
              "      <td>-0.423572</td>\n",
              "      <td>-1.095156</td>\n",
              "      <td>0.059928</td>\n",
              "      <td>2.918889</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.125836</td>\n",
              "      <td>-0.045338</td>\n",
              "      <td>0.352660</td>\n",
              "      <td>-0.092052</td>\n",
              "      <td>-0.695401</td>\n",
              "      <td>0.450781</td>\n",
              "      <td>-0.047757</td>\n",
              "      <td>-0.047088</td>\n",
              "      <td>15.95</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>120980</th>\n",
              "      <td>76031.0</td>\n",
              "      <td>-0.199021</td>\n",
              "      <td>0.326141</td>\n",
              "      <td>2.203261</td>\n",
              "      <td>0.951418</td>\n",
              "      <td>-0.499144</td>\n",
              "      <td>0.330264</td>\n",
              "      <td>-0.302198</td>\n",
              "      <td>0.230208</td>\n",
              "      <td>0.340180</td>\n",
              "      <td>...</td>\n",
              "      <td>0.301583</td>\n",
              "      <td>1.096072</td>\n",
              "      <td>-0.091651</td>\n",
              "      <td>-0.008760</td>\n",
              "      <td>-0.516037</td>\n",
              "      <td>-0.214795</td>\n",
              "      <td>0.235985</td>\n",
              "      <td>-0.072351</td>\n",
              "      <td>24.75</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>107098</th>\n",
              "      <td>70279.0</td>\n",
              "      <td>-1.056164</td>\n",
              "      <td>0.640622</td>\n",
              "      <td>1.339071</td>\n",
              "      <td>0.725652</td>\n",
              "      <td>-0.046162</td>\n",
              "      <td>0.120039</td>\n",
              "      <td>1.182567</td>\n",
              "      <td>-0.507384</td>\n",
              "      <td>0.919572</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.165294</td>\n",
              "      <td>-0.060288</td>\n",
              "      <td>-0.093443</td>\n",
              "      <td>0.011760</td>\n",
              "      <td>0.046419</td>\n",
              "      <td>-0.460466</td>\n",
              "      <td>-0.980174</td>\n",
              "      <td>-0.455522</td>\n",
              "      <td>79.99</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17793</th>\n",
              "      <td>28922.0</td>\n",
              "      <td>1.144821</td>\n",
              "      <td>-0.181884</td>\n",
              "      <td>0.580059</td>\n",
              "      <td>-0.111454</td>\n",
              "      <td>-0.385964</td>\n",
              "      <td>0.268749</td>\n",
              "      <td>-0.498075</td>\n",
              "      <td>0.299849</td>\n",
              "      <td>0.142939</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.031301</td>\n",
              "      <td>-0.078284</td>\n",
              "      <td>0.151767</td>\n",
              "      <td>-0.243821</td>\n",
              "      <td>-0.075895</td>\n",
              "      <td>0.916084</td>\n",
              "      <td>-0.043071</td>\n",
              "      <td>-0.007722</td>\n",
              "      <td>3.00</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>154406</th>\n",
              "      <td>101438.0</td>\n",
              "      <td>1.909839</td>\n",
              "      <td>-0.142119</td>\n",
              "      <td>-1.121473</td>\n",
              "      <td>0.555823</td>\n",
              "      <td>0.140107</td>\n",
              "      <td>-0.643023</td>\n",
              "      <td>0.068601</td>\n",
              "      <td>-0.333524</td>\n",
              "      <td>1.344141</td>\n",
              "      <td>...</td>\n",
              "      <td>0.074915</td>\n",
              "      <td>0.428857</td>\n",
              "      <td>-0.001673</td>\n",
              "      <td>-0.325637</td>\n",
              "      <td>-0.022874</td>\n",
              "      <td>0.336677</td>\n",
              "      <td>-0.096776</td>\n",
              "      <td>-0.066306</td>\n",
              "      <td>73.98</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>168712</th>\n",
              "      <td>119348.0</td>\n",
              "      <td>-0.305520</td>\n",
              "      <td>-1.385536</td>\n",
              "      <td>1.334436</td>\n",
              "      <td>-1.728520</td>\n",
              "      <td>-1.532001</td>\n",
              "      <td>0.646209</td>\n",
              "      <td>-0.399224</td>\n",
              "      <td>0.396661</td>\n",
              "      <td>-0.253127</td>\n",
              "      <td>...</td>\n",
              "      <td>0.665645</td>\n",
              "      <td>1.355545</td>\n",
              "      <td>0.544397</td>\n",
              "      <td>0.736442</td>\n",
              "      <td>-0.394742</td>\n",
              "      <td>-0.203455</td>\n",
              "      <td>-0.038797</td>\n",
              "      <td>0.004716</td>\n",
              "      <td>242.00</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>492 rows × 31 columns</p>\n",
              "</div>\n",
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              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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            ]
          },
          "metadata": {},
          "execution_count": 37
        }
      ],
      "source": [
        "df_sem_fraude = df_sem_fraude.sample(n=492)\n",
        "df_sem_fraude"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "3df29701",
      "metadata": {
        "id": "3df29701"
      },
      "source": [
        "## Concatenando dados sem Fraude com Fraudados"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "78fd3e2d",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "78fd3e2d",
        "outputId": "e9b55a0d-9f39-4ac1-c844-b4873b4aa3dd"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "            Time        V1        V2        V3        V4        V5        V6  \\\n",
              "271431  164571.0  2.056921  0.115713 -1.703530  0.434255  0.369509 -0.902838   \n",
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              "...          ...       ...       ...       ...       ...       ...       ...   \n",
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              "281674  170348.0  1.991976  0.158476 -2.583441  0.408670  1.151147 -0.096695   \n",
              "\n",
              "              V7        V8        V9  ...       V21       V22       V23  \\\n",
              "271431  0.180303 -0.226784  0.528092  ... -0.360412 -0.963090  0.339659   \n",
              "281237  1.447298 -0.432400 -0.299742  ... -0.044828  0.074564 -0.202987   \n",
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              "...          ...       ...       ...  ...       ...       ...       ...   \n",
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              "280143 -1.413170  0.248525 -1.127396  ...  0.370612  0.028234 -0.145640   \n",
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              "281674  0.223050 -0.068384  0.577829  ... -0.164350 -0.295135 -0.072173   \n",
              "\n",
              "             V24       V25       V26       V27       V28  Amount  Class  \n",
              "271431  0.561756 -0.273756  0.169597 -0.065792 -0.029242    9.85      0  \n",
              "281237  0.234837 -0.021612  0.410629 -0.466000 -0.240596   18.92      0  \n",
              "277674  0.521766  0.077112 -0.474100 -1.268656 -1.026944    0.68      0  \n",
              "113140 -0.648406 -0.163617 -0.982827  0.369792  0.099665   61.86      0  \n",
              "154067 -0.092052 -0.695401  0.450781 -0.047757 -0.047088   15.95      0  \n",
              "...          ...       ...       ...       ...       ...     ...    ...  \n",
              "279863 -0.294885  0.537503  0.788395  0.292680  0.147968  390.00      1  \n",
              "280143 -0.081049  0.521875  0.739467  0.389152  0.186637    0.76      1  \n",
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              "281144 -0.183659 -0.328168  0.606116  0.884876 -0.253700  245.00      1  \n",
              "281674 -0.450261  0.313267 -0.289617  0.002988 -0.015309   42.53      1  \n",
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              "      <th>271431</th>\n",
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              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>281237</th>\n",
              "      <td>170024.0</td>\n",
              "      <td>0.070893</td>\n",
              "      <td>0.935948</td>\n",
              "      <td>-0.975433</td>\n",
              "      <td>-0.691433</td>\n",
              "      <td>1.592652</td>\n",
              "      <td>-0.432971</td>\n",
              "      <td>1.447298</td>\n",
              "      <td>-0.432400</td>\n",
              "      <td>-0.299742</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.044828</td>\n",
              "      <td>0.074564</td>\n",
              "      <td>-0.202987</td>\n",
              "      <td>0.234837</td>\n",
              "      <td>-0.021612</td>\n",
              "      <td>0.410629</td>\n",
              "      <td>-0.466000</td>\n",
              "      <td>-0.240596</td>\n",
              "      <td>18.92</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>277674</th>\n",
              "      <td>167788.0</td>\n",
              "      <td>-4.097093</td>\n",
              "      <td>3.132488</td>\n",
              "      <td>-1.802347</td>\n",
              "      <td>-2.665912</td>\n",
              "      <td>1.939195</td>\n",
              "      <td>3.571644</td>\n",
              "      <td>-0.272957</td>\n",
              "      <td>1.180333</td>\n",
              "      <td>2.820322</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.600650</td>\n",
              "      <td>-0.728091</td>\n",
              "      <td>0.085168</td>\n",
              "      <td>0.521766</td>\n",
              "      <td>0.077112</td>\n",
              "      <td>-0.474100</td>\n",
              "      <td>-1.268656</td>\n",
              "      <td>-1.026944</td>\n",
              "      <td>0.68</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>113140</th>\n",
              "      <td>72950.0</td>\n",
              "      <td>-1.346252</td>\n",
              "      <td>-0.460331</td>\n",
              "      <td>0.942324</td>\n",
              "      <td>-4.345720</td>\n",
              "      <td>-0.469936</td>\n",
              "      <td>0.297471</td>\n",
              "      <td>-0.280149</td>\n",
              "      <td>0.833253</td>\n",
              "      <td>0.525409</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.049632</td>\n",
              "      <td>0.514316</td>\n",
              "      <td>0.154560</td>\n",
              "      <td>-0.648406</td>\n",
              "      <td>-0.163617</td>\n",
              "      <td>-0.982827</td>\n",
              "      <td>0.369792</td>\n",
              "      <td>0.099665</td>\n",
              "      <td>61.86</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>154067</th>\n",
              "      <td>100866.0</td>\n",
              "      <td>1.953483</td>\n",
              "      <td>-0.556817</td>\n",
              "      <td>0.235112</td>\n",
              "      <td>0.586615</td>\n",
              "      <td>-1.156548</td>\n",
              "      <td>-0.423572</td>\n",
              "      <td>-1.095156</td>\n",
              "      <td>0.059928</td>\n",
              "      <td>2.918889</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.125836</td>\n",
              "      <td>-0.045338</td>\n",
              "      <td>0.352660</td>\n",
              "      <td>-0.092052</td>\n",
              "      <td>-0.695401</td>\n",
              "      <td>0.450781</td>\n",
              "      <td>-0.047757</td>\n",
              "      <td>-0.047088</td>\n",
              "      <td>15.95</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>279863</th>\n",
              "      <td>169142.0</td>\n",
              "      <td>-1.927883</td>\n",
              "      <td>1.125653</td>\n",
              "      <td>-4.518331</td>\n",
              "      <td>1.749293</td>\n",
              "      <td>-1.566487</td>\n",
              "      <td>-2.010494</td>\n",
              "      <td>-0.882850</td>\n",
              "      <td>0.697211</td>\n",
              "      <td>-2.064945</td>\n",
              "      <td>...</td>\n",
              "      <td>0.778584</td>\n",
              "      <td>-0.319189</td>\n",
              "      <td>0.639419</td>\n",
              "      <td>-0.294885</td>\n",
              "      <td>0.537503</td>\n",
              "      <td>0.788395</td>\n",
              "      <td>0.292680</td>\n",
              "      <td>0.147968</td>\n",
              "      <td>390.00</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>280143</th>\n",
              "      <td>169347.0</td>\n",
              "      <td>1.378559</td>\n",
              "      <td>1.289381</td>\n",
              "      <td>-5.004247</td>\n",
              "      <td>1.411850</td>\n",
              "      <td>0.442581</td>\n",
              "      <td>-1.326536</td>\n",
              "      <td>-1.413170</td>\n",
              "      <td>0.248525</td>\n",
              "      <td>-1.127396</td>\n",
              "      <td>...</td>\n",
              "      <td>0.370612</td>\n",
              "      <td>0.028234</td>\n",
              "      <td>-0.145640</td>\n",
              "      <td>-0.081049</td>\n",
              "      <td>0.521875</td>\n",
              "      <td>0.739467</td>\n",
              "      <td>0.389152</td>\n",
              "      <td>0.186637</td>\n",
              "      <td>0.76</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>280149</th>\n",
              "      <td>169351.0</td>\n",
              "      <td>-0.676143</td>\n",
              "      <td>1.126366</td>\n",
              "      <td>-2.213700</td>\n",
              "      <td>0.468308</td>\n",
              "      <td>-1.120541</td>\n",
              "      <td>-0.003346</td>\n",
              "      <td>-2.234739</td>\n",
              "      <td>1.210158</td>\n",
              "      <td>-0.652250</td>\n",
              "      <td>...</td>\n",
              "      <td>0.751826</td>\n",
              "      <td>0.834108</td>\n",
              "      <td>0.190944</td>\n",
              "      <td>0.032070</td>\n",
              "      <td>-0.739695</td>\n",
              "      <td>0.471111</td>\n",
              "      <td>0.385107</td>\n",
              "      <td>0.194361</td>\n",
              "      <td>77.89</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>281144</th>\n",
              "      <td>169966.0</td>\n",
              "      <td>-3.113832</td>\n",
              "      <td>0.585864</td>\n",
              "      <td>-5.399730</td>\n",
              "      <td>1.817092</td>\n",
              "      <td>-0.840618</td>\n",
              "      <td>-2.943548</td>\n",
              "      <td>-2.208002</td>\n",
              "      <td>1.058733</td>\n",
              "      <td>-1.632333</td>\n",
              "      <td>...</td>\n",
              "      <td>0.583276</td>\n",
              "      <td>-0.269209</td>\n",
              "      <td>-0.456108</td>\n",
              "      <td>-0.183659</td>\n",
              "      <td>-0.328168</td>\n",
              "      <td>0.606116</td>\n",
              "      <td>0.884876</td>\n",
              "      <td>-0.253700</td>\n",
              "      <td>245.00</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>281674</th>\n",
              "      <td>170348.0</td>\n",
              "      <td>1.991976</td>\n",
              "      <td>0.158476</td>\n",
              "      <td>-2.583441</td>\n",
              "      <td>0.408670</td>\n",
              "      <td>1.151147</td>\n",
              "      <td>-0.096695</td>\n",
              "      <td>0.223050</td>\n",
              "      <td>-0.068384</td>\n",
              "      <td>0.577829</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.164350</td>\n",
              "      <td>-0.295135</td>\n",
              "      <td>-0.072173</td>\n",
              "      <td>-0.450261</td>\n",
              "      <td>0.313267</td>\n",
              "      <td>-0.289617</td>\n",
              "      <td>0.002988</td>\n",
              "      <td>-0.015309</td>\n",
              "      <td>42.53</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>984 rows × 31 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-19a1ccee-6fbf-4a18-9238-f3f8f816da90')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
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            ]
          },
          "metadata": {},
          "execution_count": 38
        }
      ],
      "source": [
        "df = pd.concat([df_sem_fraude,df_fraude], axis = 0)\n",
        "df"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "5a46f480",
      "metadata": {
        "id": "5a46f480"
      },
      "source": [
        "## Ajuste de Numeração index ordem Crescente"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "64a0ab9e",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "64a0ab9e",
        "outputId": "e65d2d64-d1a6-4529-fcd2-807b43d47020"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      index      Time        V1        V2        V3        V4        V5  \\\n",
              "0    271431  164571.0  2.056921  0.115713 -1.703530  0.434255  0.369509   \n",
              "1    281237  170024.0  0.070893  0.935948 -0.975433 -0.691433  1.592652   \n",
              "2    277674  167788.0 -4.097093  3.132488 -1.802347 -2.665912  1.939195   \n",
              "3    113140   72950.0 -1.346252 -0.460331  0.942324 -4.345720 -0.469936   \n",
              "4    154067  100866.0  1.953483 -0.556817  0.235112  0.586615 -1.156548   \n",
              "..      ...       ...       ...       ...       ...       ...       ...   \n",
              "979  279863  169142.0 -1.927883  1.125653 -4.518331  1.749293 -1.566487   \n",
              "980  280143  169347.0  1.378559  1.289381 -5.004247  1.411850  0.442581   \n",
              "981  280149  169351.0 -0.676143  1.126366 -2.213700  0.468308 -1.120541   \n",
              "982  281144  169966.0 -3.113832  0.585864 -5.399730  1.817092 -0.840618   \n",
              "983  281674  170348.0  1.991976  0.158476 -2.583441  0.408670  1.151147   \n",
              "\n",
              "           V6        V7        V8  ...       V21       V22       V23  \\\n",
              "0   -0.902838  0.180303 -0.226784  ... -0.360412 -0.963090  0.339659   \n",
              "1   -0.432971  1.447298 -0.432400  ... -0.044828  0.074564 -0.202987   \n",
              "2    3.571644 -0.272957  1.180333  ... -0.600650 -0.728091  0.085168   \n",
              "3    0.297471 -0.280149  0.833253  ... -0.049632  0.514316  0.154560   \n",
              "4   -0.423572 -1.095156  0.059928  ... -0.125836 -0.045338  0.352660   \n",
              "..        ...       ...       ...  ...       ...       ...       ...   \n",
              "979 -2.010494 -0.882850  0.697211  ...  0.778584 -0.319189  0.639419   \n",
              "980 -1.326536 -1.413170  0.248525  ...  0.370612  0.028234 -0.145640   \n",
              "981 -0.003346 -2.234739  1.210158  ...  0.751826  0.834108  0.190944   \n",
              "982 -2.943548 -2.208002  1.058733  ...  0.583276 -0.269209 -0.456108   \n",
              "983 -0.096695  0.223050 -0.068384  ... -0.164350 -0.295135 -0.072173   \n",
              "\n",
              "          V24       V25       V26       V27       V28  Amount  Class  \n",
              "0    0.561756 -0.273756  0.169597 -0.065792 -0.029242    9.85      0  \n",
              "1    0.234837 -0.021612  0.410629 -0.466000 -0.240596   18.92      0  \n",
              "2    0.521766  0.077112 -0.474100 -1.268656 -1.026944    0.68      0  \n",
              "3   -0.648406 -0.163617 -0.982827  0.369792  0.099665   61.86      0  \n",
              "4   -0.092052 -0.695401  0.450781 -0.047757 -0.047088   15.95      0  \n",
              "..        ...       ...       ...       ...       ...     ...    ...  \n",
              "979 -0.294885  0.537503  0.788395  0.292680  0.147968  390.00      1  \n",
              "980 -0.081049  0.521875  0.739467  0.389152  0.186637    0.76      1  \n",
              "981  0.032070 -0.739695  0.471111  0.385107  0.194361   77.89      1  \n",
              "982 -0.183659 -0.328168  0.606116  0.884876 -0.253700  245.00      1  \n",
              "983 -0.450261  0.313267 -0.289617  0.002988 -0.015309   42.53      1  \n",
              "\n",
              "[984 rows x 32 columns]"
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              "      <th>0</th>\n",
              "      <td>271431</td>\n",
              "      <td>164571.0</td>\n",
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              "      <td>0.434255</td>\n",
              "      <td>0.369509</td>\n",
              "      <td>-0.902838</td>\n",
              "      <td>0.180303</td>\n",
              "      <td>-0.226784</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.360412</td>\n",
              "      <td>-0.963090</td>\n",
              "      <td>0.339659</td>\n",
              "      <td>0.561756</td>\n",
              "      <td>-0.273756</td>\n",
              "      <td>0.169597</td>\n",
              "      <td>-0.065792</td>\n",
              "      <td>-0.029242</td>\n",
              "      <td>9.85</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>281237</td>\n",
              "      <td>170024.0</td>\n",
              "      <td>0.070893</td>\n",
              "      <td>0.935948</td>\n",
              "      <td>-0.975433</td>\n",
              "      <td>-0.691433</td>\n",
              "      <td>1.592652</td>\n",
              "      <td>-0.432971</td>\n",
              "      <td>1.447298</td>\n",
              "      <td>-0.432400</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.044828</td>\n",
              "      <td>0.074564</td>\n",
              "      <td>-0.202987</td>\n",
              "      <td>0.234837</td>\n",
              "      <td>-0.021612</td>\n",
              "      <td>0.410629</td>\n",
              "      <td>-0.466000</td>\n",
              "      <td>-0.240596</td>\n",
              "      <td>18.92</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>277674</td>\n",
              "      <td>167788.0</td>\n",
              "      <td>-4.097093</td>\n",
              "      <td>3.132488</td>\n",
              "      <td>-1.802347</td>\n",
              "      <td>-2.665912</td>\n",
              "      <td>1.939195</td>\n",
              "      <td>3.571644</td>\n",
              "      <td>-0.272957</td>\n",
              "      <td>1.180333</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.600650</td>\n",
              "      <td>-0.728091</td>\n",
              "      <td>0.085168</td>\n",
              "      <td>0.521766</td>\n",
              "      <td>0.077112</td>\n",
              "      <td>-0.474100</td>\n",
              "      <td>-1.268656</td>\n",
              "      <td>-1.026944</td>\n",
              "      <td>0.68</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>113140</td>\n",
              "      <td>72950.0</td>\n",
              "      <td>-1.346252</td>\n",
              "      <td>-0.460331</td>\n",
              "      <td>0.942324</td>\n",
              "      <td>-4.345720</td>\n",
              "      <td>-0.469936</td>\n",
              "      <td>0.297471</td>\n",
              "      <td>-0.280149</td>\n",
              "      <td>0.833253</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.049632</td>\n",
              "      <td>0.514316</td>\n",
              "      <td>0.154560</td>\n",
              "      <td>-0.648406</td>\n",
              "      <td>-0.163617</td>\n",
              "      <td>-0.982827</td>\n",
              "      <td>0.369792</td>\n",
              "      <td>0.099665</td>\n",
              "      <td>61.86</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>154067</td>\n",
              "      <td>100866.0</td>\n",
              "      <td>1.953483</td>\n",
              "      <td>-0.556817</td>\n",
              "      <td>0.235112</td>\n",
              "      <td>0.586615</td>\n",
              "      <td>-1.156548</td>\n",
              "      <td>-0.423572</td>\n",
              "      <td>-1.095156</td>\n",
              "      <td>0.059928</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.125836</td>\n",
              "      <td>-0.045338</td>\n",
              "      <td>0.352660</td>\n",
              "      <td>-0.092052</td>\n",
              "      <td>-0.695401</td>\n",
              "      <td>0.450781</td>\n",
              "      <td>-0.047757</td>\n",
              "      <td>-0.047088</td>\n",
              "      <td>15.95</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>979</th>\n",
              "      <td>279863</td>\n",
              "      <td>169142.0</td>\n",
              "      <td>-1.927883</td>\n",
              "      <td>1.125653</td>\n",
              "      <td>-4.518331</td>\n",
              "      <td>1.749293</td>\n",
              "      <td>-1.566487</td>\n",
              "      <td>-2.010494</td>\n",
              "      <td>-0.882850</td>\n",
              "      <td>0.697211</td>\n",
              "      <td>...</td>\n",
              "      <td>0.778584</td>\n",
              "      <td>-0.319189</td>\n",
              "      <td>0.639419</td>\n",
              "      <td>-0.294885</td>\n",
              "      <td>0.537503</td>\n",
              "      <td>0.788395</td>\n",
              "      <td>0.292680</td>\n",
              "      <td>0.147968</td>\n",
              "      <td>390.00</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>980</th>\n",
              "      <td>280143</td>\n",
              "      <td>169347.0</td>\n",
              "      <td>1.378559</td>\n",
              "      <td>1.289381</td>\n",
              "      <td>-5.004247</td>\n",
              "      <td>1.411850</td>\n",
              "      <td>0.442581</td>\n",
              "      <td>-1.326536</td>\n",
              "      <td>-1.413170</td>\n",
              "      <td>0.248525</td>\n",
              "      <td>...</td>\n",
              "      <td>0.370612</td>\n",
              "      <td>0.028234</td>\n",
              "      <td>-0.145640</td>\n",
              "      <td>-0.081049</td>\n",
              "      <td>0.521875</td>\n",
              "      <td>0.739467</td>\n",
              "      <td>0.389152</td>\n",
              "      <td>0.186637</td>\n",
              "      <td>0.76</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>981</th>\n",
              "      <td>280149</td>\n",
              "      <td>169351.0</td>\n",
              "      <td>-0.676143</td>\n",
              "      <td>1.126366</td>\n",
              "      <td>-2.213700</td>\n",
              "      <td>0.468308</td>\n",
              "      <td>-1.120541</td>\n",
              "      <td>-0.003346</td>\n",
              "      <td>-2.234739</td>\n",
              "      <td>1.210158</td>\n",
              "      <td>...</td>\n",
              "      <td>0.751826</td>\n",
              "      <td>0.834108</td>\n",
              "      <td>0.190944</td>\n",
              "      <td>0.032070</td>\n",
              "      <td>-0.739695</td>\n",
              "      <td>0.471111</td>\n",
              "      <td>0.385107</td>\n",
              "      <td>0.194361</td>\n",
              "      <td>77.89</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>982</th>\n",
              "      <td>281144</td>\n",
              "      <td>169966.0</td>\n",
              "      <td>-3.113832</td>\n",
              "      <td>0.585864</td>\n",
              "      <td>-5.399730</td>\n",
              "      <td>1.817092</td>\n",
              "      <td>-0.840618</td>\n",
              "      <td>-2.943548</td>\n",
              "      <td>-2.208002</td>\n",
              "      <td>1.058733</td>\n",
              "      <td>...</td>\n",
              "      <td>0.583276</td>\n",
              "      <td>-0.269209</td>\n",
              "      <td>-0.456108</td>\n",
              "      <td>-0.183659</td>\n",
              "      <td>-0.328168</td>\n",
              "      <td>0.606116</td>\n",
              "      <td>0.884876</td>\n",
              "      <td>-0.253700</td>\n",
              "      <td>245.00</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>983</th>\n",
              "      <td>281674</td>\n",
              "      <td>170348.0</td>\n",
              "      <td>1.991976</td>\n",
              "      <td>0.158476</td>\n",
              "      <td>-2.583441</td>\n",
              "      <td>0.408670</td>\n",
              "      <td>1.151147</td>\n",
              "      <td>-0.096695</td>\n",
              "      <td>0.223050</td>\n",
              "      <td>-0.068384</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.164350</td>\n",
              "      <td>-0.295135</td>\n",
              "      <td>-0.072173</td>\n",
              "      <td>-0.450261</td>\n",
              "      <td>0.313267</td>\n",
              "      <td>-0.289617</td>\n",
              "      <td>0.002988</td>\n",
              "      <td>-0.015309</td>\n",
              "      <td>42.53</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>984 rows × 32 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d220d469-c466-42b4-a778-fcdc22ec9f74')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-d220d469-c466-42b4-a778-fcdc22ec9f74 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-d220d469-c466-42b4-a778-fcdc22ec9f74');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 39
        }
      ],
      "source": [
        "df.reset_index(inplace = True)\n",
        "df"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "214b060d",
      "metadata": {
        "id": "214b060d"
      },
      "source": [
        "## Separação de dados para Validação 20 primeiros"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "4c2ab604",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 706
        },
        "id": "4c2ab604",
        "outputId": "f0151313-da45-4a46-b13c-5ba4f5379a71"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     index      Time        V1        V2        V3        V4        V5  \\\n",
              "0   271431  164571.0  2.056921  0.115713 -1.703530  0.434255  0.369509   \n",
              "1   281237  170024.0  0.070893  0.935948 -0.975433 -0.691433  1.592652   \n",
              "2   277674  167788.0 -4.097093  3.132488 -1.802347 -2.665912  1.939195   \n",
              "3   113140   72950.0 -1.346252 -0.460331  0.942324 -4.345720 -0.469936   \n",
              "4   154067  100866.0  1.953483 -0.556817  0.235112  0.586615 -1.156548   \n",
              "5    73553   55184.0  0.941714 -0.367136  1.120568  1.106461 -0.674869   \n",
              "6   153362   98728.0 -0.585509  0.421993  0.943889 -0.938467  1.186810   \n",
              "7   260556  159615.0 -0.564763  0.822686  0.948227 -0.698162  0.377789   \n",
              "8   212118  138724.0 -0.835674  0.443743 -0.134109 -0.516823  1.245593   \n",
              "9    35807   38275.0  0.642049  0.197732  1.028119  0.609740 -0.918675   \n",
              "10  181766  125116.0  1.964433 -0.576132 -0.183882  0.722035 -1.046627   \n",
              "11  162386  115064.0 -0.005450  0.869579  0.030308  0.536903  0.864216   \n",
              "12  129224   79000.0  1.224094  0.028820 -0.467444 -0.130387  0.336720   \n",
              "13  109374   71355.0 -0.633563  0.807747  1.741135  0.462710  0.209016   \n",
              "14   46774   42924.0  1.499763 -1.403957  1.003353 -1.210111 -2.046955   \n",
              "15  127026   78183.0  1.152112  0.064509  1.269948  2.621465 -0.771357   \n",
              "16  194326  130533.0 -1.209163  0.965342  1.804217  3.122048  0.382382   \n",
              "17  203982  135061.0  0.176923  1.363307 -1.983165  0.393968  1.246451   \n",
              "18    2290    1834.0 -0.680322  0.392782  1.482052  0.115722  0.234838   \n",
              "19   91103   63314.0  1.367825 -0.534688  0.381723 -0.648104 -1.077395   \n",
              "\n",
              "          V6        V7        V8  ...       V21       V22       V23       V24  \\\n",
              "0  -0.902838  0.180303 -0.226784  ... -0.360412 -0.963090  0.339659  0.561756   \n",
              "1  -0.432971  1.447298 -0.432400  ... -0.044828  0.074564 -0.202987  0.234837   \n",
              "2   3.571644 -0.272957  1.180333  ... -0.600650 -0.728091  0.085168  0.521766   \n",
              "3   0.297471 -0.280149  0.833253  ... -0.049632  0.514316  0.154560 -0.648406   \n",
              "4  -0.423572 -1.095156  0.059928  ... -0.125836 -0.045338  0.352660 -0.092052   \n",
              "5   0.932018 -0.798270  0.543695  ...  0.099160  0.295463  0.023285 -0.327396   \n",
              "6   1.426493  0.454290  0.369052  ...  0.053258  0.464628 -0.072141 -1.640997   \n",
              "7   0.116930  0.300907  0.314312  ...  0.258371  0.895033 -0.260623  0.654636   \n",
              "8  -0.945101  1.459739 -0.298973  ...  0.331453  0.708529 -0.197901 -0.712917   \n",
              "9   0.212321 -0.400491  0.263142  ...  0.293403  0.894449  0.386424  0.239778   \n",
              "10 -0.602630 -0.642264 -0.087887  ... -0.209949 -0.000715  0.297342  0.497500   \n",
              "11  0.140180  0.845287  0.017251  ...  0.408853  1.366895 -0.140354  0.730250   \n",
              "12 -0.395497  0.412340 -0.204105  ... -0.372109 -1.166310  0.023090 -0.715551   \n",
              "13 -0.067839  0.270806  0.298102  ... -0.159323 -0.609391 -0.094089 -0.063196   \n",
              "14 -0.128178 -1.705754  0.157279  ... -0.299891 -0.358748  0.032315 -0.175748   \n",
              "15  0.374304 -0.720973  0.327114  ... -0.143842 -0.378582  0.008541 -0.189722   \n",
              "16  0.506132 -0.101715 -0.609576  ...  0.997851  0.564921  0.164081 -0.063610   \n",
              "17 -0.996204  1.078093  0.266254  ...  0.294674  0.649519 -0.034683  0.553801   \n",
              "18 -0.232062  0.149940  0.272019  ...  0.019363  0.228317 -0.178263  0.038957   \n",
              "19 -1.043890 -0.483842 -0.222025  ...  0.120472  0.195079 -0.041878  0.349444   \n",
              "\n",
              "         V25       V26       V27       V28  Amount  Class  \n",
              "0  -0.273756  0.169597 -0.065792 -0.029242    9.85      0  \n",
              "1  -0.021612  0.410629 -0.466000 -0.240596   18.92      0  \n",
              "2   0.077112 -0.474100 -1.268656 -1.026944    0.68      0  \n",
              "3  -0.163617 -0.982827  0.369792  0.099665   61.86      0  \n",
              "4  -0.695401  0.450781 -0.047757 -0.047088   15.95      0  \n",
              "5   0.148680 -0.372619  0.079751  0.027165   55.60      0  \n",
              "6  -0.434873  0.599844  0.079582  0.111834   53.71      0  \n",
              "7  -0.148259  0.602461  0.351311  0.227057   19.99      0  \n",
              "8   0.600159 -0.045908  0.050890  0.155942  137.53      0  \n",
              "9  -1.320036  0.213296 -0.122695 -0.138259   42.90      0  \n",
              "10 -0.254571 -0.730451  0.066724 -0.029796   25.00      0  \n",
              "11 -0.730485 -0.564837  0.160982  0.256659   10.00      0  \n",
              "12  0.246061  0.778352 -0.098747 -0.001798   59.95      0  \n",
              "13 -0.161225  0.293415  0.040637  0.073334    1.29      0  \n",
              "14  0.256490 -0.157331  0.068219  0.022410    5.99      0  \n",
              "15  0.283455 -0.004650  0.026377  0.026191    3.78      0  \n",
              "16 -0.566539  0.020292  0.018179  0.245156   14.00      0  \n",
              "17 -0.204246 -0.626000 -0.090430 -0.039423   15.99      0  \n",
              "18 -0.149030  0.369239  0.337916  0.190603    1.69      0  \n",
              "19  0.443738 -0.251566 -0.001395  0.020498   36.00      0  \n",
              "\n",
              "[20 rows x 32 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-e8aef377-1322-4489-b046-928a3e06429e\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
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              "    .dataframe tbody tr th:only-of-type {\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>index</th>\n",
              "      <th>Time</th>\n",
              "      <th>V1</th>\n",
              "      <th>V2</th>\n",
              "      <th>V3</th>\n",
              "      <th>V4</th>\n",
              "      <th>V5</th>\n",
              "      <th>V6</th>\n",
              "      <th>V7</th>\n",
              "      <th>V8</th>\n",
              "      <th>...</th>\n",
              "      <th>V21</th>\n",
              "      <th>V22</th>\n",
              "      <th>V23</th>\n",
              "      <th>V24</th>\n",
              "      <th>V25</th>\n",
              "      <th>V26</th>\n",
              "      <th>V27</th>\n",
              "      <th>V28</th>\n",
              "      <th>Amount</th>\n",
              "      <th>Class</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>271431</td>\n",
              "      <td>164571.0</td>\n",
              "      <td>2.056921</td>\n",
              "      <td>0.115713</td>\n",
              "      <td>-1.703530</td>\n",
              "      <td>0.434255</td>\n",
              "      <td>0.369509</td>\n",
              "      <td>-0.902838</td>\n",
              "      <td>0.180303</td>\n",
              "      <td>-0.226784</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.360412</td>\n",
              "      <td>-0.963090</td>\n",
              "      <td>0.339659</td>\n",
              "      <td>0.561756</td>\n",
              "      <td>-0.273756</td>\n",
              "      <td>0.169597</td>\n",
              "      <td>-0.065792</td>\n",
              "      <td>-0.029242</td>\n",
              "      <td>9.85</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>281237</td>\n",
              "      <td>170024.0</td>\n",
              "      <td>0.070893</td>\n",
              "      <td>0.935948</td>\n",
              "      <td>-0.975433</td>\n",
              "      <td>-0.691433</td>\n",
              "      <td>1.592652</td>\n",
              "      <td>-0.432971</td>\n",
              "      <td>1.447298</td>\n",
              "      <td>-0.432400</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.044828</td>\n",
              "      <td>0.074564</td>\n",
              "      <td>-0.202987</td>\n",
              "      <td>0.234837</td>\n",
              "      <td>-0.021612</td>\n",
              "      <td>0.410629</td>\n",
              "      <td>-0.466000</td>\n",
              "      <td>-0.240596</td>\n",
              "      <td>18.92</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>277674</td>\n",
              "      <td>167788.0</td>\n",
              "      <td>-4.097093</td>\n",
              "      <td>3.132488</td>\n",
              "      <td>-1.802347</td>\n",
              "      <td>-2.665912</td>\n",
              "      <td>1.939195</td>\n",
              "      <td>3.571644</td>\n",
              "      <td>-0.272957</td>\n",
              "      <td>1.180333</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.600650</td>\n",
              "      <td>-0.728091</td>\n",
              "      <td>0.085168</td>\n",
              "      <td>0.521766</td>\n",
              "      <td>0.077112</td>\n",
              "      <td>-0.474100</td>\n",
              "      <td>-1.268656</td>\n",
              "      <td>-1.026944</td>\n",
              "      <td>0.68</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>113140</td>\n",
              "      <td>72950.0</td>\n",
              "      <td>-1.346252</td>\n",
              "      <td>-0.460331</td>\n",
              "      <td>0.942324</td>\n",
              "      <td>-4.345720</td>\n",
              "      <td>-0.469936</td>\n",
              "      <td>0.297471</td>\n",
              "      <td>-0.280149</td>\n",
              "      <td>0.833253</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.049632</td>\n",
              "      <td>0.514316</td>\n",
              "      <td>0.154560</td>\n",
              "      <td>-0.648406</td>\n",
              "      <td>-0.163617</td>\n",
              "      <td>-0.982827</td>\n",
              "      <td>0.369792</td>\n",
              "      <td>0.099665</td>\n",
              "      <td>61.86</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>154067</td>\n",
              "      <td>100866.0</td>\n",
              "      <td>1.953483</td>\n",
              "      <td>-0.556817</td>\n",
              "      <td>0.235112</td>\n",
              "      <td>0.586615</td>\n",
              "      <td>-1.156548</td>\n",
              "      <td>-0.423572</td>\n",
              "      <td>-1.095156</td>\n",
              "      <td>0.059928</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.125836</td>\n",
              "      <td>-0.045338</td>\n",
              "      <td>0.352660</td>\n",
              "      <td>-0.092052</td>\n",
              "      <td>-0.695401</td>\n",
              "      <td>0.450781</td>\n",
              "      <td>-0.047757</td>\n",
              "      <td>-0.047088</td>\n",
              "      <td>15.95</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>73553</td>\n",
              "      <td>55184.0</td>\n",
              "      <td>0.941714</td>\n",
              "      <td>-0.367136</td>\n",
              "      <td>1.120568</td>\n",
              "      <td>1.106461</td>\n",
              "      <td>-0.674869</td>\n",
              "      <td>0.932018</td>\n",
              "      <td>-0.798270</td>\n",
              "      <td>0.543695</td>\n",
              "      <td>...</td>\n",
              "      <td>0.099160</td>\n",
              "      <td>0.295463</td>\n",
              "      <td>0.023285</td>\n",
              "      <td>-0.327396</td>\n",
              "      <td>0.148680</td>\n",
              "      <td>-0.372619</td>\n",
              "      <td>0.079751</td>\n",
              "      <td>0.027165</td>\n",
              "      <td>55.60</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>153362</td>\n",
              "      <td>98728.0</td>\n",
              "      <td>-0.585509</td>\n",
              "      <td>0.421993</td>\n",
              "      <td>0.943889</td>\n",
              "      <td>-0.938467</td>\n",
              "      <td>1.186810</td>\n",
              "      <td>1.426493</td>\n",
              "      <td>0.454290</td>\n",
              "      <td>0.369052</td>\n",
              "      <td>...</td>\n",
              "      <td>0.053258</td>\n",
              "      <td>0.464628</td>\n",
              "      <td>-0.072141</td>\n",
              "      <td>-1.640997</td>\n",
              "      <td>-0.434873</td>\n",
              "      <td>0.599844</td>\n",
              "      <td>0.079582</td>\n",
              "      <td>0.111834</td>\n",
              "      <td>53.71</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>260556</td>\n",
              "      <td>159615.0</td>\n",
              "      <td>-0.564763</td>\n",
              "      <td>0.822686</td>\n",
              "      <td>0.948227</td>\n",
              "      <td>-0.698162</td>\n",
              "      <td>0.377789</td>\n",
              "      <td>0.116930</td>\n",
              "      <td>0.300907</td>\n",
              "      <td>0.314312</td>\n",
              "      <td>...</td>\n",
              "      <td>0.258371</td>\n",
              "      <td>0.895033</td>\n",
              "      <td>-0.260623</td>\n",
              "      <td>0.654636</td>\n",
              "      <td>-0.148259</td>\n",
              "      <td>0.602461</td>\n",
              "      <td>0.351311</td>\n",
              "      <td>0.227057</td>\n",
              "      <td>19.99</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>212118</td>\n",
              "      <td>138724.0</td>\n",
              "      <td>-0.835674</td>\n",
              "      <td>0.443743</td>\n",
              "      <td>-0.134109</td>\n",
              "      <td>-0.516823</td>\n",
              "      <td>1.245593</td>\n",
              "      <td>-0.945101</td>\n",
              "      <td>1.459739</td>\n",
              "      <td>-0.298973</td>\n",
              "      <td>...</td>\n",
              "      <td>0.331453</td>\n",
              "      <td>0.708529</td>\n",
              "      <td>-0.197901</td>\n",
              "      <td>-0.712917</td>\n",
              "      <td>0.600159</td>\n",
              "      <td>-0.045908</td>\n",
              "      <td>0.050890</td>\n",
              "      <td>0.155942</td>\n",
              "      <td>137.53</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>35807</td>\n",
              "      <td>38275.0</td>\n",
              "      <td>0.642049</td>\n",
              "      <td>0.197732</td>\n",
              "      <td>1.028119</td>\n",
              "      <td>0.609740</td>\n",
              "      <td>-0.918675</td>\n",
              "      <td>0.212321</td>\n",
              "      <td>-0.400491</td>\n",
              "      <td>0.263142</td>\n",
              "      <td>...</td>\n",
              "      <td>0.293403</td>\n",
              "      <td>0.894449</td>\n",
              "      <td>0.386424</td>\n",
              "      <td>0.239778</td>\n",
              "      <td>-1.320036</td>\n",
              "      <td>0.213296</td>\n",
              "      <td>-0.122695</td>\n",
              "      <td>-0.138259</td>\n",
              "      <td>42.90</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>181766</td>\n",
              "      <td>125116.0</td>\n",
              "      <td>1.964433</td>\n",
              "      <td>-0.576132</td>\n",
              "      <td>-0.183882</td>\n",
              "      <td>0.722035</td>\n",
              "      <td>-1.046627</td>\n",
              "      <td>-0.602630</td>\n",
              "      <td>-0.642264</td>\n",
              "      <td>-0.087887</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.209949</td>\n",
              "      <td>-0.000715</td>\n",
              "      <td>0.297342</td>\n",
              "      <td>0.497500</td>\n",
              "      <td>-0.254571</td>\n",
              "      <td>-0.730451</td>\n",
              "      <td>0.066724</td>\n",
              "      <td>-0.029796</td>\n",
              "      <td>25.00</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>162386</td>\n",
              "      <td>115064.0</td>\n",
              "      <td>-0.005450</td>\n",
              "      <td>0.869579</td>\n",
              "      <td>0.030308</td>\n",
              "      <td>0.536903</td>\n",
              "      <td>0.864216</td>\n",
              "      <td>0.140180</td>\n",
              "      <td>0.845287</td>\n",
              "      <td>0.017251</td>\n",
              "      <td>...</td>\n",
              "      <td>0.408853</td>\n",
              "      <td>1.366895</td>\n",
              "      <td>-0.140354</td>\n",
              "      <td>0.730250</td>\n",
              "      <td>-0.730485</td>\n",
              "      <td>-0.564837</td>\n",
              "      <td>0.160982</td>\n",
              "      <td>0.256659</td>\n",
              "      <td>10.00</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>129224</td>\n",
              "      <td>79000.0</td>\n",
              "      <td>1.224094</td>\n",
              "      <td>0.028820</td>\n",
              "      <td>-0.467444</td>\n",
              "      <td>-0.130387</td>\n",
              "      <td>0.336720</td>\n",
              "      <td>-0.395497</td>\n",
              "      <td>0.412340</td>\n",
              "      <td>-0.204105</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.372109</td>\n",
              "      <td>-1.166310</td>\n",
              "      <td>0.023090</td>\n",
              "      <td>-0.715551</td>\n",
              "      <td>0.246061</td>\n",
              "      <td>0.778352</td>\n",
              "      <td>-0.098747</td>\n",
              "      <td>-0.001798</td>\n",
              "      <td>59.95</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>109374</td>\n",
              "      <td>71355.0</td>\n",
              "      <td>-0.633563</td>\n",
              "      <td>0.807747</td>\n",
              "      <td>1.741135</td>\n",
              "      <td>0.462710</td>\n",
              "      <td>0.209016</td>\n",
              "      <td>-0.067839</td>\n",
              "      <td>0.270806</td>\n",
              "      <td>0.298102</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.159323</td>\n",
              "      <td>-0.609391</td>\n",
              "      <td>-0.094089</td>\n",
              "      <td>-0.063196</td>\n",
              "      <td>-0.161225</td>\n",
              "      <td>0.293415</td>\n",
              "      <td>0.040637</td>\n",
              "      <td>0.073334</td>\n",
              "      <td>1.29</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>46774</td>\n",
              "      <td>42924.0</td>\n",
              "      <td>1.499763</td>\n",
              "      <td>-1.403957</td>\n",
              "      <td>1.003353</td>\n",
              "      <td>-1.210111</td>\n",
              "      <td>-2.046955</td>\n",
              "      <td>-0.128178</td>\n",
              "      <td>-1.705754</td>\n",
              "      <td>0.157279</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.299891</td>\n",
              "      <td>-0.358748</td>\n",
              "      <td>0.032315</td>\n",
              "      <td>-0.175748</td>\n",
              "      <td>0.256490</td>\n",
              "      <td>-0.157331</td>\n",
              "      <td>0.068219</td>\n",
              "      <td>0.022410</td>\n",
              "      <td>5.99</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>127026</td>\n",
              "      <td>78183.0</td>\n",
              "      <td>1.152112</td>\n",
              "      <td>0.064509</td>\n",
              "      <td>1.269948</td>\n",
              "      <td>2.621465</td>\n",
              "      <td>-0.771357</td>\n",
              "      <td>0.374304</td>\n",
              "      <td>-0.720973</td>\n",
              "      <td>0.327114</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.143842</td>\n",
              "      <td>-0.378582</td>\n",
              "      <td>0.008541</td>\n",
              "      <td>-0.189722</td>\n",
              "      <td>0.283455</td>\n",
              "      <td>-0.004650</td>\n",
              "      <td>0.026377</td>\n",
              "      <td>0.026191</td>\n",
              "      <td>3.78</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>194326</td>\n",
              "      <td>130533.0</td>\n",
              "      <td>-1.209163</td>\n",
              "      <td>0.965342</td>\n",
              "      <td>1.804217</td>\n",
              "      <td>3.122048</td>\n",
              "      <td>0.382382</td>\n",
              "      <td>0.506132</td>\n",
              "      <td>-0.101715</td>\n",
              "      <td>-0.609576</td>\n",
              "      <td>...</td>\n",
              "      <td>0.997851</td>\n",
              "      <td>0.564921</td>\n",
              "      <td>0.164081</td>\n",
              "      <td>-0.063610</td>\n",
              "      <td>-0.566539</td>\n",
              "      <td>0.020292</td>\n",
              "      <td>0.018179</td>\n",
              "      <td>0.245156</td>\n",
              "      <td>14.00</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>203982</td>\n",
              "      <td>135061.0</td>\n",
              "      <td>0.176923</td>\n",
              "      <td>1.363307</td>\n",
              "      <td>-1.983165</td>\n",
              "      <td>0.393968</td>\n",
              "      <td>1.246451</td>\n",
              "      <td>-0.996204</td>\n",
              "      <td>1.078093</td>\n",
              "      <td>0.266254</td>\n",
              "      <td>...</td>\n",
              "      <td>0.294674</td>\n",
              "      <td>0.649519</td>\n",
              "      <td>-0.034683</td>\n",
              "      <td>0.553801</td>\n",
              "      <td>-0.204246</td>\n",
              "      <td>-0.626000</td>\n",
              "      <td>-0.090430</td>\n",
              "      <td>-0.039423</td>\n",
              "      <td>15.99</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>2290</td>\n",
              "      <td>1834.0</td>\n",
              "      <td>-0.680322</td>\n",
              "      <td>0.392782</td>\n",
              "      <td>1.482052</td>\n",
              "      <td>0.115722</td>\n",
              "      <td>0.234838</td>\n",
              "      <td>-0.232062</td>\n",
              "      <td>0.149940</td>\n",
              "      <td>0.272019</td>\n",
              "      <td>...</td>\n",
              "      <td>0.019363</td>\n",
              "      <td>0.228317</td>\n",
              "      <td>-0.178263</td>\n",
              "      <td>0.038957</td>\n",
              "      <td>-0.149030</td>\n",
              "      <td>0.369239</td>\n",
              "      <td>0.337916</td>\n",
              "      <td>0.190603</td>\n",
              "      <td>1.69</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>91103</td>\n",
              "      <td>63314.0</td>\n",
              "      <td>1.367825</td>\n",
              "      <td>-0.534688</td>\n",
              "      <td>0.381723</td>\n",
              "      <td>-0.648104</td>\n",
              "      <td>-1.077395</td>\n",
              "      <td>-1.043890</td>\n",
              "      <td>-0.483842</td>\n",
              "      <td>-0.222025</td>\n",
              "      <td>...</td>\n",
              "      <td>0.120472</td>\n",
              "      <td>0.195079</td>\n",
              "      <td>-0.041878</td>\n",
              "      <td>0.349444</td>\n",
              "      <td>0.443738</td>\n",
              "      <td>-0.251566</td>\n",
              "      <td>-0.001395</td>\n",
              "      <td>0.020498</td>\n",
              "      <td>36.00</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>20 rows × 32 columns</p>\n",
              "</div>\n",
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              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "          document.querySelector('#df-e8aef377-1322-4489-b046-928a3e06429e button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-e8aef377-1322-4489-b046-928a3e06429e');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 40
        }
      ],
      "source": [
        "df_valor_sem_fraude = df.head(20)\n",
        "df_valor_sem_fraude "
      ]
    },
    {
      "cell_type": "markdown",
      "id": "6970935e",
      "metadata": {
        "id": "6970935e"
      },
      "source": [
        "## Separação de dados para Validação 20 ultimos"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "618faf22",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 706
        },
        "id": "618faf22",
        "outputId": "d9216161-8277-4d0a-dfc4-82e0451feec2"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      index      Time        V1        V2        V3        V4        V5  \\\n",
              "964  261473  160034.0 -2.349340  1.512604 -2.647497  1.753792  0.406328   \n",
              "965  261925  160243.0 -2.783865  1.596824 -2.084844  2.512986 -1.446749   \n",
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              "968  263080  160791.0  2.132386  0.705608 -3.530759  0.514779  1.527175   \n",
              "969  263274  160870.0 -0.644278  5.002352 -8.252739  7.756915 -0.216267   \n",
              "970  263324  160895.0 -0.848290  2.719882 -6.199070  3.044437 -3.301910   \n",
              "971  263877  161154.0 -3.387601  3.977881 -6.978585  1.657766 -1.100500   \n",
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              "973  272521  165132.0 -7.503926 -0.360628 -3.830952  2.486103  2.497367   \n",
              "974  274382  165981.0 -5.766879 -8.402154  0.056543  6.950983  9.880564   \n",
              "975  274475  166028.0 -0.956390  2.361594 -3.171195  1.970759  0.474761   \n",
              "976  275992  166831.0 -2.027135 -1.131890 -1.135194  1.086963 -0.010547   \n",
              "977  276071  166883.0  2.091900 -0.757459 -1.192258 -0.755458 -0.620324   \n",
              "978  276864  167338.0 -1.374424  2.793185 -4.346572  2.400731 -1.688433   \n",
              "979  279863  169142.0 -1.927883  1.125653 -4.518331  1.749293 -1.566487   \n",
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              "983  281674  170348.0  1.991976  0.158476 -2.583441  0.408670  1.151147   \n",
              "\n",
              "           V6        V7         V8  ...       V21       V22       V23  \\\n",
              "964 -2.188494 -0.686935  -0.547984  ... -0.088519 -0.595178  0.258148   \n",
              "965 -0.828496 -0.732262  -0.203329  ...  0.203563  0.293268  0.199568   \n",
              "966 -2.396535 -2.792489   0.514811  ...  0.614221 -0.365047 -0.180409   \n",
              "967 -2.646693 -2.854432   0.958783  ...  0.622200 -0.437708 -0.090358   \n",
              "968 -1.716268  1.132791  -0.574214  ...  0.163739  0.703910 -0.245076   \n",
              "969 -2.751496 -3.358857   1.406268  ...  0.587728 -0.605759  0.033746   \n",
              "970 -1.992117 -3.734902   1.520079  ...  1.125229  0.805258  0.199119   \n",
              "971 -3.599487 -3.686651   1.942252  ...  1.043587  0.262189 -0.479224   \n",
              "972 -0.477295 -4.276132  -0.695173  ... -0.326140  1.509239 -0.215966   \n",
              "973  1.332437 -6.783964 -15.415385  ... -6.389132  2.249964  1.670508   \n",
              "974 -5.773192 -5.748879   0.721743  ...  0.880395 -0.130436  2.241471   \n",
              "975 -1.902598 -0.055178   0.277831  ...  0.473211  0.719400  0.122458   \n",
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              "980 -1.326536 -1.413170   0.248525  ...  0.370612  0.028234 -0.145640   \n",
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              "983 -0.096695  0.223050  -0.068384  ... -0.164350 -0.295135 -0.072173   \n",
              "\n",
              "          V24       V25       V26       V27       V28  Amount  Class  \n",
              "964  0.061901 -0.354180 -1.152671 -0.736073  0.733703    4.90      1  \n",
              "965  0.146868  0.163602 -0.624085 -1.333100  0.428634  156.00      1  \n",
              "966 -0.523271  0.645054  0.246466  0.902675  0.473571    4.69      1  \n",
              "967 -0.742802 -0.312361  0.502575  0.821390  0.372379    0.77      1  \n",
              "968  0.460049  0.920281 -0.216586 -0.026219 -0.025001    1.00      1  \n",
              "969 -0.756170 -0.008172  0.532772  0.663970  0.192067    0.77      1  \n",
              "970  0.035206  0.012159  0.601658  0.137468 -0.171397  127.14      1  \n",
              "971 -0.326638 -0.156939  0.113807  0.354124  0.287592    0.38      1  \n",
              "972 -0.245727  0.893041  0.865758  0.854657 -0.964482   39.98      1  \n",
              "973  0.140450  0.162147  1.207731  1.268958  0.097538   12.31      1  \n",
              "974  0.665346 -1.890041 -0.120803  0.073269  0.583799    0.00      1  \n",
              "975 -0.255650 -0.619259 -0.484280  0.683535  0.443299   39.90      1  \n",
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              "977  0.592615 -0.196143 -0.136676  0.020182 -0.015470   19.95      1  \n",
              "978  0.368275  0.103137 -0.414209  0.454982  0.096711  349.08      1  \n",
              "979 -0.294885  0.537503  0.788395  0.292680  0.147968  390.00      1  \n",
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              "982 -0.183659 -0.328168  0.606116  0.884876 -0.253700  245.00      1  \n",
              "983 -0.450261  0.313267 -0.289617  0.002988 -0.015309   42.53      1  \n",
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              "      <td>0.705608</td>\n",
              "      <td>-3.530759</td>\n",
              "      <td>0.514779</td>\n",
              "      <td>1.527175</td>\n",
              "      <td>-1.716268</td>\n",
              "      <td>1.132791</td>\n",
              "      <td>-0.574214</td>\n",
              "      <td>...</td>\n",
              "      <td>0.163739</td>\n",
              "      <td>0.703910</td>\n",
              "      <td>-0.245076</td>\n",
              "      <td>0.460049</td>\n",
              "      <td>0.920281</td>\n",
              "      <td>-0.216586</td>\n",
              "      <td>-0.026219</td>\n",
              "      <td>-0.025001</td>\n",
              "      <td>1.00</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>969</th>\n",
              "      <td>263274</td>\n",
              "      <td>160870.0</td>\n",
              "      <td>-0.644278</td>\n",
              "      <td>5.002352</td>\n",
              "      <td>-8.252739</td>\n",
              "      <td>7.756915</td>\n",
              "      <td>-0.216267</td>\n",
              "      <td>-2.751496</td>\n",
              "      <td>-3.358857</td>\n",
              "      <td>1.406268</td>\n",
              "      <td>...</td>\n",
              "      <td>0.587728</td>\n",
              "      <td>-0.605759</td>\n",
              "      <td>0.033746</td>\n",
              "      <td>-0.756170</td>\n",
              "      <td>-0.008172</td>\n",
              "      <td>0.532772</td>\n",
              "      <td>0.663970</td>\n",
              "      <td>0.192067</td>\n",
              "      <td>0.77</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>970</th>\n",
              "      <td>263324</td>\n",
              "      <td>160895.0</td>\n",
              "      <td>-0.848290</td>\n",
              "      <td>2.719882</td>\n",
              "      <td>-6.199070</td>\n",
              "      <td>3.044437</td>\n",
              "      <td>-3.301910</td>\n",
              "      <td>-1.992117</td>\n",
              "      <td>-3.734902</td>\n",
              "      <td>1.520079</td>\n",
              "      <td>...</td>\n",
              "      <td>1.125229</td>\n",
              "      <td>0.805258</td>\n",
              "      <td>0.199119</td>\n",
              "      <td>0.035206</td>\n",
              "      <td>0.012159</td>\n",
              "      <td>0.601658</td>\n",
              "      <td>0.137468</td>\n",
              "      <td>-0.171397</td>\n",
              "      <td>127.14</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>971</th>\n",
              "      <td>263877</td>\n",
              "      <td>161154.0</td>\n",
              "      <td>-3.387601</td>\n",
              "      <td>3.977881</td>\n",
              "      <td>-6.978585</td>\n",
              "      <td>1.657766</td>\n",
              "      <td>-1.100500</td>\n",
              "      <td>-3.599487</td>\n",
              "      <td>-3.686651</td>\n",
              "      <td>1.942252</td>\n",
              "      <td>...</td>\n",
              "      <td>1.043587</td>\n",
              "      <td>0.262189</td>\n",
              "      <td>-0.479224</td>\n",
              "      <td>-0.326638</td>\n",
              "      <td>-0.156939</td>\n",
              "      <td>0.113807</td>\n",
              "      <td>0.354124</td>\n",
              "      <td>0.287592</td>\n",
              "      <td>0.38</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>972</th>\n",
              "      <td>268375</td>\n",
              "      <td>163181.0</td>\n",
              "      <td>-5.238808</td>\n",
              "      <td>0.623013</td>\n",
              "      <td>-5.784507</td>\n",
              "      <td>1.678889</td>\n",
              "      <td>-0.364432</td>\n",
              "      <td>-0.477295</td>\n",
              "      <td>-4.276132</td>\n",
              "      <td>-0.695173</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.326140</td>\n",
              "      <td>1.509239</td>\n",
              "      <td>-0.215966</td>\n",
              "      <td>-0.245727</td>\n",
              "      <td>0.893041</td>\n",
              "      <td>0.865758</td>\n",
              "      <td>0.854657</td>\n",
              "      <td>-0.964482</td>\n",
              "      <td>39.98</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>973</th>\n",
              "      <td>272521</td>\n",
              "      <td>165132.0</td>\n",
              "      <td>-7.503926</td>\n",
              "      <td>-0.360628</td>\n",
              "      <td>-3.830952</td>\n",
              "      <td>2.486103</td>\n",
              "      <td>2.497367</td>\n",
              "      <td>1.332437</td>\n",
              "      <td>-6.783964</td>\n",
              "      <td>-15.415385</td>\n",
              "      <td>...</td>\n",
              "      <td>-6.389132</td>\n",
              "      <td>2.249964</td>\n",
              "      <td>1.670508</td>\n",
              "      <td>0.140450</td>\n",
              "      <td>0.162147</td>\n",
              "      <td>1.207731</td>\n",
              "      <td>1.268958</td>\n",
              "      <td>0.097538</td>\n",
              "      <td>12.31</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>974</th>\n",
              "      <td>274382</td>\n",
              "      <td>165981.0</td>\n",
              "      <td>-5.766879</td>\n",
              "      <td>-8.402154</td>\n",
              "      <td>0.056543</td>\n",
              "      <td>6.950983</td>\n",
              "      <td>9.880564</td>\n",
              "      <td>-5.773192</td>\n",
              "      <td>-5.748879</td>\n",
              "      <td>0.721743</td>\n",
              "      <td>...</td>\n",
              "      <td>0.880395</td>\n",
              "      <td>-0.130436</td>\n",
              "      <td>2.241471</td>\n",
              "      <td>0.665346</td>\n",
              "      <td>-1.890041</td>\n",
              "      <td>-0.120803</td>\n",
              "      <td>0.073269</td>\n",
              "      <td>0.583799</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>975</th>\n",
              "      <td>274475</td>\n",
              "      <td>166028.0</td>\n",
              "      <td>-0.956390</td>\n",
              "      <td>2.361594</td>\n",
              "      <td>-3.171195</td>\n",
              "      <td>1.970759</td>\n",
              "      <td>0.474761</td>\n",
              "      <td>-1.902598</td>\n",
              "      <td>-0.055178</td>\n",
              "      <td>0.277831</td>\n",
              "      <td>...</td>\n",
              "      <td>0.473211</td>\n",
              "      <td>0.719400</td>\n",
              "      <td>0.122458</td>\n",
              "      <td>-0.255650</td>\n",
              "      <td>-0.619259</td>\n",
              "      <td>-0.484280</td>\n",
              "      <td>0.683535</td>\n",
              "      <td>0.443299</td>\n",
              "      <td>39.90</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>976</th>\n",
              "      <td>275992</td>\n",
              "      <td>166831.0</td>\n",
              "      <td>-2.027135</td>\n",
              "      <td>-1.131890</td>\n",
              "      <td>-1.135194</td>\n",
              "      <td>1.086963</td>\n",
              "      <td>-0.010547</td>\n",
              "      <td>0.423797</td>\n",
              "      <td>3.790880</td>\n",
              "      <td>-1.155595</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.315105</td>\n",
              "      <td>0.575520</td>\n",
              "      <td>0.490842</td>\n",
              "      <td>0.756502</td>\n",
              "      <td>-0.142685</td>\n",
              "      <td>-0.602777</td>\n",
              "      <td>0.508712</td>\n",
              "      <td>-0.091646</td>\n",
              "      <td>634.30</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>977</th>\n",
              "      <td>276071</td>\n",
              "      <td>166883.0</td>\n",
              "      <td>2.091900</td>\n",
              "      <td>-0.757459</td>\n",
              "      <td>-1.192258</td>\n",
              "      <td>-0.755458</td>\n",
              "      <td>-0.620324</td>\n",
              "      <td>-0.322077</td>\n",
              "      <td>-1.082511</td>\n",
              "      <td>0.117200</td>\n",
              "      <td>...</td>\n",
              "      <td>0.288253</td>\n",
              "      <td>0.831939</td>\n",
              "      <td>0.142007</td>\n",
              "      <td>0.592615</td>\n",
              "      <td>-0.196143</td>\n",
              "      <td>-0.136676</td>\n",
              "      <td>0.020182</td>\n",
              "      <td>-0.015470</td>\n",
              "      <td>19.95</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>978</th>\n",
              "      <td>276864</td>\n",
              "      <td>167338.0</td>\n",
              "      <td>-1.374424</td>\n",
              "      <td>2.793185</td>\n",
              "      <td>-4.346572</td>\n",
              "      <td>2.400731</td>\n",
              "      <td>-1.688433</td>\n",
              "      <td>0.111136</td>\n",
              "      <td>-0.922038</td>\n",
              "      <td>-2.149930</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.870779</td>\n",
              "      <td>0.504849</td>\n",
              "      <td>0.137994</td>\n",
              "      <td>0.368275</td>\n",
              "      <td>0.103137</td>\n",
              "      <td>-0.414209</td>\n",
              "      <td>0.454982</td>\n",
              "      <td>0.096711</td>\n",
              "      <td>349.08</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>979</th>\n",
              "      <td>279863</td>\n",
              "      <td>169142.0</td>\n",
              "      <td>-1.927883</td>\n",
              "      <td>1.125653</td>\n",
              "      <td>-4.518331</td>\n",
              "      <td>1.749293</td>\n",
              "      <td>-1.566487</td>\n",
              "      <td>-2.010494</td>\n",
              "      <td>-0.882850</td>\n",
              "      <td>0.697211</td>\n",
              "      <td>...</td>\n",
              "      <td>0.778584</td>\n",
              "      <td>-0.319189</td>\n",
              "      <td>0.639419</td>\n",
              "      <td>-0.294885</td>\n",
              "      <td>0.537503</td>\n",
              "      <td>0.788395</td>\n",
              "      <td>0.292680</td>\n",
              "      <td>0.147968</td>\n",
              "      <td>390.00</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>980</th>\n",
              "      <td>280143</td>\n",
              "      <td>169347.0</td>\n",
              "      <td>1.378559</td>\n",
              "      <td>1.289381</td>\n",
              "      <td>-5.004247</td>\n",
              "      <td>1.411850</td>\n",
              "      <td>0.442581</td>\n",
              "      <td>-1.326536</td>\n",
              "      <td>-1.413170</td>\n",
              "      <td>0.248525</td>\n",
              "      <td>...</td>\n",
              "      <td>0.370612</td>\n",
              "      <td>0.028234</td>\n",
              "      <td>-0.145640</td>\n",
              "      <td>-0.081049</td>\n",
              "      <td>0.521875</td>\n",
              "      <td>0.739467</td>\n",
              "      <td>0.389152</td>\n",
              "      <td>0.186637</td>\n",
              "      <td>0.76</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>981</th>\n",
              "      <td>280149</td>\n",
              "      <td>169351.0</td>\n",
              "      <td>-0.676143</td>\n",
              "      <td>1.126366</td>\n",
              "      <td>-2.213700</td>\n",
              "      <td>0.468308</td>\n",
              "      <td>-1.120541</td>\n",
              "      <td>-0.003346</td>\n",
              "      <td>-2.234739</td>\n",
              "      <td>1.210158</td>\n",
              "      <td>...</td>\n",
              "      <td>0.751826</td>\n",
              "      <td>0.834108</td>\n",
              "      <td>0.190944</td>\n",
              "      <td>0.032070</td>\n",
              "      <td>-0.739695</td>\n",
              "      <td>0.471111</td>\n",
              "      <td>0.385107</td>\n",
              "      <td>0.194361</td>\n",
              "      <td>77.89</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>982</th>\n",
              "      <td>281144</td>\n",
              "      <td>169966.0</td>\n",
              "      <td>-3.113832</td>\n",
              "      <td>0.585864</td>\n",
              "      <td>-5.399730</td>\n",
              "      <td>1.817092</td>\n",
              "      <td>-0.840618</td>\n",
              "      <td>-2.943548</td>\n",
              "      <td>-2.208002</td>\n",
              "      <td>1.058733</td>\n",
              "      <td>...</td>\n",
              "      <td>0.583276</td>\n",
              "      <td>-0.269209</td>\n",
              "      <td>-0.456108</td>\n",
              "      <td>-0.183659</td>\n",
              "      <td>-0.328168</td>\n",
              "      <td>0.606116</td>\n",
              "      <td>0.884876</td>\n",
              "      <td>-0.253700</td>\n",
              "      <td>245.00</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>983</th>\n",
              "      <td>281674</td>\n",
              "      <td>170348.0</td>\n",
              "      <td>1.991976</td>\n",
              "      <td>0.158476</td>\n",
              "      <td>-2.583441</td>\n",
              "      <td>0.408670</td>\n",
              "      <td>1.151147</td>\n",
              "      <td>-0.096695</td>\n",
              "      <td>0.223050</td>\n",
              "      <td>-0.068384</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.164350</td>\n",
              "      <td>-0.295135</td>\n",
              "      <td>-0.072173</td>\n",
              "      <td>-0.450261</td>\n",
              "      <td>0.313267</td>\n",
              "      <td>-0.289617</td>\n",
              "      <td>0.002988</td>\n",
              "      <td>-0.015309</td>\n",
              "      <td>42.53</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>20 rows × 32 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e06040b3-fa3f-4ac7-8842-bbe85f39be11')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-e06040b3-fa3f-4ac7-8842-bbe85f39be11 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-e06040b3-fa3f-4ac7-8842-bbe85f39be11');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 41
        }
      ],
      "source": [
        "df_valor_fraude = df.tail(20)\n",
        "df_valor_fraude"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "a96460c4",
      "metadata": {
        "id": "a96460c4"
      },
      "source": [
        "## Retirando 20 primeiras e 20 ultimas linhas"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "64ac6d73",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "64ac6d73",
        "outputId": "07d08a3c-672e-4133-ef5b-81adca02c2ac"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      index      Time        V1        V2        V3        V4        V5  \\\n",
              "20   182275  125329.0 -1.215858 -1.650160  0.334612 -3.868649  2.132059   \n",
              "21    82999   59646.0  1.274163  0.414063 -0.033853  0.920460  0.266021   \n",
              "22   102307   68136.0  0.881804 -0.061385  1.190737  3.217111 -0.852709   \n",
              "23   200647  133516.0  0.036837  0.249941  0.936484  1.174419 -0.101064   \n",
              "24      831     634.0  1.092046 -0.257599  0.327828  0.709777 -0.499339   \n",
              "..      ...       ...       ...       ...       ...       ...       ...   \n",
              "959  254395  156710.0  0.202402  1.176270  0.346379  2.882138  1.407133   \n",
              "960  255403  157207.0  1.170756  2.501038 -4.986159  5.374160  0.997798   \n",
              "961  255556  157284.0 -0.242245  4.147186 -5.672349  6.493741  1.591168   \n",
              "962  258403  158638.0 -5.976119 -7.196980 -5.388316  5.104799  4.676533   \n",
              "963  261056  159844.0 -0.408111  3.132944 -3.098030  5.803893  0.890609   \n",
              "\n",
              "           V6        V7        V8  ...       V21       V22       V23  \\\n",
              "20   3.607568 -0.021088  0.491672  ... -0.647705 -1.232891  0.059033   \n",
              "21  -0.450671  0.335275 -0.280055  ...  0.001111  0.101484 -0.236981   \n",
              "22   0.441914 -0.592057  0.240693  ...  0.027645  0.275331 -0.237736   \n",
              "23  -0.191060  0.080244  0.127522  ...  0.442280  1.374330  0.131946   \n",
              "24  -0.208212 -0.124638  0.078494  ... -0.177570 -0.557918 -0.082042   \n",
              "..        ...       ...       ...  ...       ...       ...       ...   \n",
              "959 -0.504355  1.438537 -0.395603  ...  0.242560  0.841230 -0.370157   \n",
              "960 -1.259004 -1.237689  0.358426  ...  0.123145 -0.713201 -0.080868   \n",
              "961 -1.602523 -0.950463  0.722903  ...  0.249023 -0.480286 -0.286080   \n",
              "962 -5.566870 -4.291180  0.876531  ...  1.459369 -0.136262  0.848177   \n",
              "963 -0.501474 -0.440054  0.591828  ...  0.098482 -0.538375 -0.217989   \n",
              "\n",
              "          V24       V25       V26       V27       V28  Amount  Class  \n",
              "20   0.656340  0.251474 -0.398578 -0.370093 -0.233479  174.07      0  \n",
              "21  -0.409455  0.849685 -0.283042  0.020660  0.018032   20.00      0  \n",
              "22   0.357942  0.549173  0.214888  0.058749  0.074410  104.96      0  \n",
              "23  -0.111655 -1.316621 -0.522679  0.354593  0.305750   39.95      0  \n",
              "24   0.001970  0.407333  0.269729 -0.045557  0.007649   68.70      0  \n",
              "..        ...       ...       ...       ...       ...     ...    ...  \n",
              "959 -0.026012  0.491954  0.234576 -0.279788 -0.331933    7.59      1  \n",
              "960 -0.964310  0.338568  0.068630  0.481588  0.268226    4.97      1  \n",
              "961 -1.153575 -0.035571  0.559628  0.409446  0.221048    0.77      1  \n",
              "962 -0.269916 -1.095060 -0.710905  0.565846 -1.034107  296.00      1  \n",
              "963 -1.042657  0.314389  0.543244  0.233851  0.119603   45.51      1  \n",
              "\n",
              "[944 rows x 32 columns]"
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              "      <th>Amount</th>\n",
              "      <th>Class</th>\n",
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              "      <th>20</th>\n",
              "      <td>182275</td>\n",
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              "      <td>3.607568</td>\n",
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              "      <td>0.656340</td>\n",
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              "      <td>-0.398578</td>\n",
              "      <td>-0.370093</td>\n",
              "      <td>-0.233479</td>\n",
              "      <td>174.07</td>\n",
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              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>82999</td>\n",
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              "      <td>1.274163</td>\n",
              "      <td>0.414063</td>\n",
              "      <td>-0.033853</td>\n",
              "      <td>0.920460</td>\n",
              "      <td>0.266021</td>\n",
              "      <td>-0.450671</td>\n",
              "      <td>0.335275</td>\n",
              "      <td>-0.280055</td>\n",
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              "      <td>0.001111</td>\n",
              "      <td>0.101484</td>\n",
              "      <td>-0.236981</td>\n",
              "      <td>-0.409455</td>\n",
              "      <td>0.849685</td>\n",
              "      <td>-0.283042</td>\n",
              "      <td>0.020660</td>\n",
              "      <td>0.018032</td>\n",
              "      <td>20.00</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>102307</td>\n",
              "      <td>68136.0</td>\n",
              "      <td>0.881804</td>\n",
              "      <td>-0.061385</td>\n",
              "      <td>1.190737</td>\n",
              "      <td>3.217111</td>\n",
              "      <td>-0.852709</td>\n",
              "      <td>0.441914</td>\n",
              "      <td>-0.592057</td>\n",
              "      <td>0.240693</td>\n",
              "      <td>...</td>\n",
              "      <td>0.027645</td>\n",
              "      <td>0.275331</td>\n",
              "      <td>-0.237736</td>\n",
              "      <td>0.357942</td>\n",
              "      <td>0.549173</td>\n",
              "      <td>0.214888</td>\n",
              "      <td>0.058749</td>\n",
              "      <td>0.074410</td>\n",
              "      <td>104.96</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>200647</td>\n",
              "      <td>133516.0</td>\n",
              "      <td>0.036837</td>\n",
              "      <td>0.249941</td>\n",
              "      <td>0.936484</td>\n",
              "      <td>1.174419</td>\n",
              "      <td>-0.101064</td>\n",
              "      <td>-0.191060</td>\n",
              "      <td>0.080244</td>\n",
              "      <td>0.127522</td>\n",
              "      <td>...</td>\n",
              "      <td>0.442280</td>\n",
              "      <td>1.374330</td>\n",
              "      <td>0.131946</td>\n",
              "      <td>-0.111655</td>\n",
              "      <td>-1.316621</td>\n",
              "      <td>-0.522679</td>\n",
              "      <td>0.354593</td>\n",
              "      <td>0.305750</td>\n",
              "      <td>39.95</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>831</td>\n",
              "      <td>634.0</td>\n",
              "      <td>1.092046</td>\n",
              "      <td>-0.257599</td>\n",
              "      <td>0.327828</td>\n",
              "      <td>0.709777</td>\n",
              "      <td>-0.499339</td>\n",
              "      <td>-0.208212</td>\n",
              "      <td>-0.124638</td>\n",
              "      <td>0.078494</td>\n",
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              "      <td>-0.177570</td>\n",
              "      <td>-0.557918</td>\n",
              "      <td>-0.082042</td>\n",
              "      <td>0.001970</td>\n",
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              "      <td>0.269729</td>\n",
              "      <td>-0.045557</td>\n",
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              "      <td>...</td>\n",
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              "      <td>...</td>\n",
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              "      <th>959</th>\n",
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              "      <td>0.202402</td>\n",
              "      <td>1.176270</td>\n",
              "      <td>0.346379</td>\n",
              "      <td>2.882138</td>\n",
              "      <td>1.407133</td>\n",
              "      <td>-0.504355</td>\n",
              "      <td>1.438537</td>\n",
              "      <td>-0.395603</td>\n",
              "      <td>...</td>\n",
              "      <td>0.242560</td>\n",
              "      <td>0.841230</td>\n",
              "      <td>-0.370157</td>\n",
              "      <td>-0.026012</td>\n",
              "      <td>0.491954</td>\n",
              "      <td>0.234576</td>\n",
              "      <td>-0.279788</td>\n",
              "      <td>-0.331933</td>\n",
              "      <td>7.59</td>\n",
              "      <td>1</td>\n",
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              "      <th>960</th>\n",
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              "      <td>1.170756</td>\n",
              "      <td>2.501038</td>\n",
              "      <td>-4.986159</td>\n",
              "      <td>5.374160</td>\n",
              "      <td>0.997798</td>\n",
              "      <td>-1.259004</td>\n",
              "      <td>-1.237689</td>\n",
              "      <td>0.358426</td>\n",
              "      <td>...</td>\n",
              "      <td>0.123145</td>\n",
              "      <td>-0.713201</td>\n",
              "      <td>-0.080868</td>\n",
              "      <td>-0.964310</td>\n",
              "      <td>0.338568</td>\n",
              "      <td>0.068630</td>\n",
              "      <td>0.481588</td>\n",
              "      <td>0.268226</td>\n",
              "      <td>4.97</td>\n",
              "      <td>1</td>\n",
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              "      <th>961</th>\n",
              "      <td>255556</td>\n",
              "      <td>157284.0</td>\n",
              "      <td>-0.242245</td>\n",
              "      <td>4.147186</td>\n",
              "      <td>-5.672349</td>\n",
              "      <td>6.493741</td>\n",
              "      <td>1.591168</td>\n",
              "      <td>-1.602523</td>\n",
              "      <td>-0.950463</td>\n",
              "      <td>0.722903</td>\n",
              "      <td>...</td>\n",
              "      <td>0.249023</td>\n",
              "      <td>-0.480286</td>\n",
              "      <td>-0.286080</td>\n",
              "      <td>-1.153575</td>\n",
              "      <td>-0.035571</td>\n",
              "      <td>0.559628</td>\n",
              "      <td>0.409446</td>\n",
              "      <td>0.221048</td>\n",
              "      <td>0.77</td>\n",
              "      <td>1</td>\n",
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              "    <tr>\n",
              "      <th>962</th>\n",
              "      <td>258403</td>\n",
              "      <td>158638.0</td>\n",
              "      <td>-5.976119</td>\n",
              "      <td>-7.196980</td>\n",
              "      <td>-5.388316</td>\n",
              "      <td>5.104799</td>\n",
              "      <td>4.676533</td>\n",
              "      <td>-5.566870</td>\n",
              "      <td>-4.291180</td>\n",
              "      <td>0.876531</td>\n",
              "      <td>...</td>\n",
              "      <td>1.459369</td>\n",
              "      <td>-0.136262</td>\n",
              "      <td>0.848177</td>\n",
              "      <td>-0.269916</td>\n",
              "      <td>-1.095060</td>\n",
              "      <td>-0.710905</td>\n",
              "      <td>0.565846</td>\n",
              "      <td>-1.034107</td>\n",
              "      <td>296.00</td>\n",
              "      <td>1</td>\n",
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              "    <tr>\n",
              "      <th>963</th>\n",
              "      <td>261056</td>\n",
              "      <td>159844.0</td>\n",
              "      <td>-0.408111</td>\n",
              "      <td>3.132944</td>\n",
              "      <td>-3.098030</td>\n",
              "      <td>5.803893</td>\n",
              "      <td>0.890609</td>\n",
              "      <td>-0.501474</td>\n",
              "      <td>-0.440054</td>\n",
              "      <td>0.591828</td>\n",
              "      <td>...</td>\n",
              "      <td>0.098482</td>\n",
              "      <td>-0.538375</td>\n",
              "      <td>-0.217989</td>\n",
              "      <td>-1.042657</td>\n",
              "      <td>0.314389</td>\n",
              "      <td>0.543244</td>\n",
              "      <td>0.233851</td>\n",
              "      <td>0.119603</td>\n",
              "      <td>45.51</td>\n",
              "      <td>1</td>\n",
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              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 42
        }
      ],
      "source": [
        "df = df.iloc[20:]\n",
        "df = df[:-20]\n",
        "df"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "e7390cc0",
      "metadata": {
        "id": "e7390cc0"
      },
      "source": [
        "## Concatenar o DataFrame de Validação"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "a8cbee55",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "a8cbee55",
        "outputId": "f9e5554f-518a-41cb-efd5-7bc9d2652053"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "          V1        V2        V3        V4        V5        V6        V7  \\\n",
              "0   2.056921  0.115713 -1.703530  0.434255  0.369509 -0.902838  0.180303   \n",
              "1   0.070893  0.935948 -0.975433 -0.691433  1.592652 -0.432971  1.447298   \n",
              "2  -4.097093  3.132488 -1.802347 -2.665912  1.939195  3.571644 -0.272957   \n",
              "3  -1.346252 -0.460331  0.942324 -4.345720 -0.469936  0.297471 -0.280149   \n",
              "4   1.953483 -0.556817  0.235112  0.586615 -1.156548 -0.423572 -1.095156   \n",
              "5   0.941714 -0.367136  1.120568  1.106461 -0.674869  0.932018 -0.798270   \n",
              "6  -0.585509  0.421993  0.943889 -0.938467  1.186810  1.426493  0.454290   \n",
              "7  -0.564763  0.822686  0.948227 -0.698162  0.377789  0.116930  0.300907   \n",
              "8  -0.835674  0.443743 -0.134109 -0.516823  1.245593 -0.945101  1.459739   \n",
              "9   0.642049  0.197732  1.028119  0.609740 -0.918675  0.212321 -0.400491   \n",
              "10  1.964433 -0.576132 -0.183882  0.722035 -1.046627 -0.602630 -0.642264   \n",
              "11 -0.005450  0.869579  0.030308  0.536903  0.864216  0.140180  0.845287   \n",
              "12  1.224094  0.028820 -0.467444 -0.130387  0.336720 -0.395497  0.412340   \n",
              "13 -0.633563  0.807747  1.741135  0.462710  0.209016 -0.067839  0.270806   \n",
              "14  1.499763 -1.403957  1.003353 -1.210111 -2.046955 -0.128178 -1.705754   \n",
              "15  1.152112  0.064509  1.269948  2.621465 -0.771357  0.374304 -0.720973   \n",
              "16 -1.209163  0.965342  1.804217  3.122048  0.382382  0.506132 -0.101715   \n",
              "17  0.176923  1.363307 -1.983165  0.393968  1.246451 -0.996204  1.078093   \n",
              "18 -0.680322  0.392782  1.482052  0.115722  0.234838 -0.232062  0.149940   \n",
              "19  1.367825 -0.534688  0.381723 -0.648104 -1.077395 -1.043890 -0.483842   \n",
              "20 -2.349340  1.512604 -2.647497  1.753792  0.406328 -2.188494 -0.686935   \n",
              "21 -2.783865  1.596824 -2.084844  2.512986 -1.446749 -0.828496 -0.732262   \n",
              "22  0.567539  3.309385 -6.631268  6.394574 -0.054172 -2.396535 -2.792489   \n",
              "23 -0.417340  4.700055 -7.521767  7.671884  0.260821 -2.646693 -2.854432   \n",
              "24  2.132386  0.705608 -3.530759  0.514779  1.527175 -1.716268  1.132791   \n",
              "25 -0.644278  5.002352 -8.252739  7.756915 -0.216267 -2.751496 -3.358857   \n",
              "26 -0.848290  2.719882 -6.199070  3.044437 -3.301910 -1.992117 -3.734902   \n",
              "27 -3.387601  3.977881 -6.978585  1.657766 -1.100500 -3.599487 -3.686651   \n",
              "28 -5.238808  0.623013 -5.784507  1.678889 -0.364432 -0.477295 -4.276132   \n",
              "29 -7.503926 -0.360628 -3.830952  2.486103  2.497367  1.332437 -6.783964   \n",
              "30 -5.766879 -8.402154  0.056543  6.950983  9.880564 -5.773192 -5.748879   \n",
              "31 -0.956390  2.361594 -3.171195  1.970759  0.474761 -1.902598 -0.055178   \n",
              "32 -2.027135 -1.131890 -1.135194  1.086963 -0.010547  0.423797  3.790880   \n",
              "33  2.091900 -0.757459 -1.192258 -0.755458 -0.620324 -0.322077 -1.082511   \n",
              "34 -1.374424  2.793185 -4.346572  2.400731 -1.688433  0.111136 -0.922038   \n",
              "35 -1.927883  1.125653 -4.518331  1.749293 -1.566487 -2.010494 -0.882850   \n",
              "36  1.378559  1.289381 -5.004247  1.411850  0.442581 -1.326536 -1.413170   \n",
              "37 -0.676143  1.126366 -2.213700  0.468308 -1.120541 -0.003346 -2.234739   \n",
              "38 -3.113832  0.585864 -5.399730  1.817092 -0.840618 -2.943548 -2.208002   \n",
              "39  1.991976  0.158476 -2.583441  0.408670  1.151147 -0.096695  0.223050   \n",
              "\n",
              "           V8        V9       V10  ...       V20       V21       V22  \\\n",
              "0   -0.226784  0.528092 -0.374754  ... -0.156317 -0.360412 -0.963090   \n",
              "1   -0.432400 -0.299742 -0.442283  ... -0.097461 -0.044828  0.074564   \n",
              "2    1.180333  2.820322  2.754783  ...  1.221933 -0.600650 -0.728091   \n",
              "3    0.833253  0.525409 -2.020157  ... -0.551700 -0.049632  0.514316   \n",
              "4    0.059928  2.918889 -0.350883  ... -0.320057 -0.125836 -0.045338   \n",
              "5    0.543695  0.662100 -0.052087  ... -0.167390  0.099160  0.295463   \n",
              "6    0.369052  0.923216 -1.189157  ... -0.064196  0.053258  0.464628   \n",
              "7    0.314312  0.028198 -0.987325  ...  0.139887  0.258371  0.895033   \n",
              "8   -0.298973 -0.482316 -1.440005  ...  0.379679  0.331453  0.708529   \n",
              "9    0.263142  0.311766  0.261979  ... -0.117729  0.293403  0.894449   \n",
              "10  -0.087887 -0.676241  1.147021  ... -0.592630 -0.209949 -0.000715   \n",
              "11   0.017251 -0.225947 -0.044168  ... -0.216760  0.408853  1.366895   \n",
              "12  -0.204105 -0.159904 -0.203817  ...  0.059215 -0.372109 -1.166310   \n",
              "13   0.298102 -0.800368 -0.387228  ...  0.037799 -0.159323 -0.609391   \n",
              "14   0.157279 -0.727741  1.308758  ... -0.450576 -0.299891 -0.358748   \n",
              "15   0.327114  0.498573  0.561444  ... -0.290441 -0.143842 -0.378582   \n",
              "16  -0.609576 -0.778513  1.046491  ... -0.602398  0.997851  0.564921   \n",
              "17   0.266254 -0.934941 -0.663646  ... -0.422270  0.294674  0.649519   \n",
              "18   0.272019  0.111126 -0.214432  ...  0.088986  0.019363  0.228317   \n",
              "19  -0.222025 -0.773565  0.628940  ...  0.113337  0.120472  0.195079   \n",
              "20  -0.547984 -0.099528 -1.672346  ... -0.093421 -0.088519 -0.595178   \n",
              "21  -0.203329 -0.347046 -2.162061  ... -0.515001  0.203563  0.293268   \n",
              "22   0.514811 -3.541780 -5.334754  ...  0.555412  0.614221 -0.365047   \n",
              "23   0.958783 -4.588536 -6.120715  ...  0.832035  0.622200 -0.437708   \n",
              "24  -0.574214  0.128904 -1.000805  ... -0.211167  0.163739  0.703910   \n",
              "25   1.406268 -4.403852 -5.945634  ...  0.816558  0.587728 -0.605759   \n",
              "26   1.520079 -2.548788 -4.533515  ...  0.319576  1.125229  0.805258   \n",
              "27   1.942252 -3.065089 -7.509557  ... -0.004301  1.043587  0.262189   \n",
              "28  -0.695173 -2.971644 -5.529131  ... -0.203270 -0.326140  1.509239   \n",
              "29 -15.415385  0.465512 -0.394381  ... -0.475126 -6.389132  2.249964   \n",
              "30   0.721743 -1.076274  2.688670  ...  2.493224  0.880395 -0.130436   \n",
              "31   0.277831 -1.745854 -2.516628  ...  0.190877  0.473211  0.719400   \n",
              "32  -1.155595 -0.063434  1.334414  ...  0.033804 -0.315105  0.575520   \n",
              "33   0.117200 -0.140927  0.249311  ...  0.037438  0.288253  0.831939   \n",
              "34  -2.149930 -2.027474 -4.390842  ...  0.650196 -0.870779  0.504849   \n",
              "35   0.697211 -2.064945 -5.587794  ...  1.252967  0.778584 -0.319189   \n",
              "36   0.248525 -1.127396 -3.232153  ...  0.226138  0.370612  0.028234   \n",
              "37   1.210158 -0.652250 -3.463891  ...  0.247968  0.751826  0.834108   \n",
              "38   1.058733 -1.632333 -5.245984  ...  0.306271  0.583276 -0.269209   \n",
              "39  -0.068384  0.577829 -0.888722  ... -0.017652 -0.164350 -0.295135   \n",
              "\n",
              "         V23       V24       V25       V26       V27       V28  Amount  \n",
              "0   0.339659  0.561756 -0.273756  0.169597 -0.065792 -0.029242    9.85  \n",
              "1  -0.202987  0.234837 -0.021612  0.410629 -0.466000 -0.240596   18.92  \n",
              "2   0.085168  0.521766  0.077112 -0.474100 -1.268656 -1.026944    0.68  \n",
              "3   0.154560 -0.648406 -0.163617 -0.982827  0.369792  0.099665   61.86  \n",
              "4   0.352660 -0.092052 -0.695401  0.450781 -0.047757 -0.047088   15.95  \n",
              "5   0.023285 -0.327396  0.148680 -0.372619  0.079751  0.027165   55.60  \n",
              "6  -0.072141 -1.640997 -0.434873  0.599844  0.079582  0.111834   53.71  \n",
              "7  -0.260623  0.654636 -0.148259  0.602461  0.351311  0.227057   19.99  \n",
              "8  -0.197901 -0.712917  0.600159 -0.045908  0.050890  0.155942  137.53  \n",
              "9   0.386424  0.239778 -1.320036  0.213296 -0.122695 -0.138259   42.90  \n",
              "10  0.297342  0.497500 -0.254571 -0.730451  0.066724 -0.029796   25.00  \n",
              "11 -0.140354  0.730250 -0.730485 -0.564837  0.160982  0.256659   10.00  \n",
              "12  0.023090 -0.715551  0.246061  0.778352 -0.098747 -0.001798   59.95  \n",
              "13 -0.094089 -0.063196 -0.161225  0.293415  0.040637  0.073334    1.29  \n",
              "14  0.032315 -0.175748  0.256490 -0.157331  0.068219  0.022410    5.99  \n",
              "15  0.008541 -0.189722  0.283455 -0.004650  0.026377  0.026191    3.78  \n",
              "16  0.164081 -0.063610 -0.566539  0.020292  0.018179  0.245156   14.00  \n",
              "17 -0.034683  0.553801 -0.204246 -0.626000 -0.090430 -0.039423   15.99  \n",
              "18 -0.178263  0.038957 -0.149030  0.369239  0.337916  0.190603    1.69  \n",
              "19 -0.041878  0.349444  0.443738 -0.251566 -0.001395  0.020498   36.00  \n",
              "20  0.258148  0.061901 -0.354180 -1.152671 -0.736073  0.733703    4.90  \n",
              "21  0.199568  0.146868  0.163602 -0.624085 -1.333100  0.428634  156.00  \n",
              "22 -0.180409 -0.523271  0.645054  0.246466  0.902675  0.473571    4.69  \n",
              "23 -0.090358 -0.742802 -0.312361  0.502575  0.821390  0.372379    0.77  \n",
              "24 -0.245076  0.460049  0.920281 -0.216586 -0.026219 -0.025001    1.00  \n",
              "25  0.033746 -0.756170 -0.008172  0.532772  0.663970  0.192067    0.77  \n",
              "26  0.199119  0.035206  0.012159  0.601658  0.137468 -0.171397  127.14  \n",
              "27 -0.479224 -0.326638 -0.156939  0.113807  0.354124  0.287592    0.38  \n",
              "28 -0.215966 -0.245727  0.893041  0.865758  0.854657 -0.964482   39.98  \n",
              "29  1.670508  0.140450  0.162147  1.207731  1.268958  0.097538   12.31  \n",
              "30  2.241471  0.665346 -1.890041 -0.120803  0.073269  0.583799    0.00  \n",
              "31  0.122458 -0.255650 -0.619259 -0.484280  0.683535  0.443299   39.90  \n",
              "32  0.490842  0.756502 -0.142685 -0.602777  0.508712 -0.091646  634.30  \n",
              "33  0.142007  0.592615 -0.196143 -0.136676  0.020182 -0.015470   19.95  \n",
              "34  0.137994  0.368275  0.103137 -0.414209  0.454982  0.096711  349.08  \n",
              "35  0.639419 -0.294885  0.537503  0.788395  0.292680  0.147968  390.00  \n",
              "36 -0.145640 -0.081049  0.521875  0.739467  0.389152  0.186637    0.76  \n",
              "37  0.190944  0.032070 -0.739695  0.471111  0.385107  0.194361   77.89  \n",
              "38 -0.456108 -0.183659 -0.328168  0.606116  0.884876 -0.253700  245.00  \n",
              "39 -0.072173 -0.450261  0.313267 -0.289617  0.002988 -0.015309   42.53  \n",
              "\n",
              "[40 rows x 29 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-bce7174d-1e02-42a1-b036-41d29281ebc4\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
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              "        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>V1</th>\n",
              "      <th>V2</th>\n",
              "      <th>V3</th>\n",
              "      <th>V4</th>\n",
              "      <th>V5</th>\n",
              "      <th>V6</th>\n",
              "      <th>V7</th>\n",
              "      <th>V8</th>\n",
              "      <th>V9</th>\n",
              "      <th>V10</th>\n",
              "      <th>...</th>\n",
              "      <th>V20</th>\n",
              "      <th>V21</th>\n",
              "      <th>V22</th>\n",
              "      <th>V23</th>\n",
              "      <th>V24</th>\n",
              "      <th>V25</th>\n",
              "      <th>V26</th>\n",
              "      <th>V27</th>\n",
              "      <th>V28</th>\n",
              "      <th>Amount</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2.056921</td>\n",
              "      <td>0.115713</td>\n",
              "      <td>-1.703530</td>\n",
              "      <td>0.434255</td>\n",
              "      <td>0.369509</td>\n",
              "      <td>-0.902838</td>\n",
              "      <td>0.180303</td>\n",
              "      <td>-0.226784</td>\n",
              "      <td>0.528092</td>\n",
              "      <td>-0.374754</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.156317</td>\n",
              "      <td>-0.360412</td>\n",
              "      <td>-0.963090</td>\n",
              "      <td>0.339659</td>\n",
              "      <td>0.561756</td>\n",
              "      <td>-0.273756</td>\n",
              "      <td>0.169597</td>\n",
              "      <td>-0.065792</td>\n",
              "      <td>-0.029242</td>\n",
              "      <td>9.85</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.070893</td>\n",
              "      <td>0.935948</td>\n",
              "      <td>-0.975433</td>\n",
              "      <td>-0.691433</td>\n",
              "      <td>1.592652</td>\n",
              "      <td>-0.432971</td>\n",
              "      <td>1.447298</td>\n",
              "      <td>-0.432400</td>\n",
              "      <td>-0.299742</td>\n",
              "      <td>-0.442283</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.097461</td>\n",
              "      <td>-0.044828</td>\n",
              "      <td>0.074564</td>\n",
              "      <td>-0.202987</td>\n",
              "      <td>0.234837</td>\n",
              "      <td>-0.021612</td>\n",
              "      <td>0.410629</td>\n",
              "      <td>-0.466000</td>\n",
              "      <td>-0.240596</td>\n",
              "      <td>18.92</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-4.097093</td>\n",
              "      <td>3.132488</td>\n",
              "      <td>-1.802347</td>\n",
              "      <td>-2.665912</td>\n",
              "      <td>1.939195</td>\n",
              "      <td>3.571644</td>\n",
              "      <td>-0.272957</td>\n",
              "      <td>1.180333</td>\n",
              "      <td>2.820322</td>\n",
              "      <td>2.754783</td>\n",
              "      <td>...</td>\n",
              "      <td>1.221933</td>\n",
              "      <td>-0.600650</td>\n",
              "      <td>-0.728091</td>\n",
              "      <td>0.085168</td>\n",
              "      <td>0.521766</td>\n",
              "      <td>0.077112</td>\n",
              "      <td>-0.474100</td>\n",
              "      <td>-1.268656</td>\n",
              "      <td>-1.026944</td>\n",
              "      <td>0.68</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-1.346252</td>\n",
              "      <td>-0.460331</td>\n",
              "      <td>0.942324</td>\n",
              "      <td>-4.345720</td>\n",
              "      <td>-0.469936</td>\n",
              "      <td>0.297471</td>\n",
              "      <td>-0.280149</td>\n",
              "      <td>0.833253</td>\n",
              "      <td>0.525409</td>\n",
              "      <td>-2.020157</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.551700</td>\n",
              "      <td>-0.049632</td>\n",
              "      <td>0.514316</td>\n",
              "      <td>0.154560</td>\n",
              "      <td>-0.648406</td>\n",
              "      <td>-0.163617</td>\n",
              "      <td>-0.982827</td>\n",
              "      <td>0.369792</td>\n",
              "      <td>0.099665</td>\n",
              "      <td>61.86</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1.953483</td>\n",
              "      <td>-0.556817</td>\n",
              "      <td>0.235112</td>\n",
              "      <td>0.586615</td>\n",
              "      <td>-1.156548</td>\n",
              "      <td>-0.423572</td>\n",
              "      <td>-1.095156</td>\n",
              "      <td>0.059928</td>\n",
              "      <td>2.918889</td>\n",
              "      <td>-0.350883</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.320057</td>\n",
              "      <td>-0.125836</td>\n",
              "      <td>-0.045338</td>\n",
              "      <td>0.352660</td>\n",
              "      <td>-0.092052</td>\n",
              "      <td>-0.695401</td>\n",
              "      <td>0.450781</td>\n",
              "      <td>-0.047757</td>\n",
              "      <td>-0.047088</td>\n",
              "      <td>15.95</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>0.941714</td>\n",
              "      <td>-0.367136</td>\n",
              "      <td>1.120568</td>\n",
              "      <td>1.106461</td>\n",
              "      <td>-0.674869</td>\n",
              "      <td>0.932018</td>\n",
              "      <td>-0.798270</td>\n",
              "      <td>0.543695</td>\n",
              "      <td>0.662100</td>\n",
              "      <td>-0.052087</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.167390</td>\n",
              "      <td>0.099160</td>\n",
              "      <td>0.295463</td>\n",
              "      <td>0.023285</td>\n",
              "      <td>-0.327396</td>\n",
              "      <td>0.148680</td>\n",
              "      <td>-0.372619</td>\n",
              "      <td>0.079751</td>\n",
              "      <td>0.027165</td>\n",
              "      <td>55.60</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>-0.585509</td>\n",
              "      <td>0.421993</td>\n",
              "      <td>0.943889</td>\n",
              "      <td>-0.938467</td>\n",
              "      <td>1.186810</td>\n",
              "      <td>1.426493</td>\n",
              "      <td>0.454290</td>\n",
              "      <td>0.369052</td>\n",
              "      <td>0.923216</td>\n",
              "      <td>-1.189157</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.064196</td>\n",
              "      <td>0.053258</td>\n",
              "      <td>0.464628</td>\n",
              "      <td>-0.072141</td>\n",
              "      <td>-1.640997</td>\n",
              "      <td>-0.434873</td>\n",
              "      <td>0.599844</td>\n",
              "      <td>0.079582</td>\n",
              "      <td>0.111834</td>\n",
              "      <td>53.71</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>-0.564763</td>\n",
              "      <td>0.822686</td>\n",
              "      <td>0.948227</td>\n",
              "      <td>-0.698162</td>\n",
              "      <td>0.377789</td>\n",
              "      <td>0.116930</td>\n",
              "      <td>0.300907</td>\n",
              "      <td>0.314312</td>\n",
              "      <td>0.028198</td>\n",
              "      <td>-0.987325</td>\n",
              "      <td>...</td>\n",
              "      <td>0.139887</td>\n",
              "      <td>0.258371</td>\n",
              "      <td>0.895033</td>\n",
              "      <td>-0.260623</td>\n",
              "      <td>0.654636</td>\n",
              "      <td>-0.148259</td>\n",
              "      <td>0.602461</td>\n",
              "      <td>0.351311</td>\n",
              "      <td>0.227057</td>\n",
              "      <td>19.99</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>-0.835674</td>\n",
              "      <td>0.443743</td>\n",
              "      <td>-0.134109</td>\n",
              "      <td>-0.516823</td>\n",
              "      <td>1.245593</td>\n",
              "      <td>-0.945101</td>\n",
              "      <td>1.459739</td>\n",
              "      <td>-0.298973</td>\n",
              "      <td>-0.482316</td>\n",
              "      <td>-1.440005</td>\n",
              "      <td>...</td>\n",
              "      <td>0.379679</td>\n",
              "      <td>0.331453</td>\n",
              "      <td>0.708529</td>\n",
              "      <td>-0.197901</td>\n",
              "      <td>-0.712917</td>\n",
              "      <td>0.600159</td>\n",
              "      <td>-0.045908</td>\n",
              "      <td>0.050890</td>\n",
              "      <td>0.155942</td>\n",
              "      <td>137.53</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>0.642049</td>\n",
              "      <td>0.197732</td>\n",
              "      <td>1.028119</td>\n",
              "      <td>0.609740</td>\n",
              "      <td>-0.918675</td>\n",
              "      <td>0.212321</td>\n",
              "      <td>-0.400491</td>\n",
              "      <td>0.263142</td>\n",
              "      <td>0.311766</td>\n",
              "      <td>0.261979</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.117729</td>\n",
              "      <td>0.293403</td>\n",
              "      <td>0.894449</td>\n",
              "      <td>0.386424</td>\n",
              "      <td>0.239778</td>\n",
              "      <td>-1.320036</td>\n",
              "      <td>0.213296</td>\n",
              "      <td>-0.122695</td>\n",
              "      <td>-0.138259</td>\n",
              "      <td>42.90</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>1.964433</td>\n",
              "      <td>-0.576132</td>\n",
              "      <td>-0.183882</td>\n",
              "      <td>0.722035</td>\n",
              "      <td>-1.046627</td>\n",
              "      <td>-0.602630</td>\n",
              "      <td>-0.642264</td>\n",
              "      <td>-0.087887</td>\n",
              "      <td>-0.676241</td>\n",
              "      <td>1.147021</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.592630</td>\n",
              "      <td>-0.209949</td>\n",
              "      <td>-0.000715</td>\n",
              "      <td>0.297342</td>\n",
              "      <td>0.497500</td>\n",
              "      <td>-0.254571</td>\n",
              "      <td>-0.730451</td>\n",
              "      <td>0.066724</td>\n",
              "      <td>-0.029796</td>\n",
              "      <td>25.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>-0.005450</td>\n",
              "      <td>0.869579</td>\n",
              "      <td>0.030308</td>\n",
              "      <td>0.536903</td>\n",
              "      <td>0.864216</td>\n",
              "      <td>0.140180</td>\n",
              "      <td>0.845287</td>\n",
              "      <td>0.017251</td>\n",
              "      <td>-0.225947</td>\n",
              "      <td>-0.044168</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.216760</td>\n",
              "      <td>0.408853</td>\n",
              "      <td>1.366895</td>\n",
              "      <td>-0.140354</td>\n",
              "      <td>0.730250</td>\n",
              "      <td>-0.730485</td>\n",
              "      <td>-0.564837</td>\n",
              "      <td>0.160982</td>\n",
              "      <td>0.256659</td>\n",
              "      <td>10.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>1.224094</td>\n",
              "      <td>0.028820</td>\n",
              "      <td>-0.467444</td>\n",
              "      <td>-0.130387</td>\n",
              "      <td>0.336720</td>\n",
              "      <td>-0.395497</td>\n",
              "      <td>0.412340</td>\n",
              "      <td>-0.204105</td>\n",
              "      <td>-0.159904</td>\n",
              "      <td>-0.203817</td>\n",
              "      <td>...</td>\n",
              "      <td>0.059215</td>\n",
              "      <td>-0.372109</td>\n",
              "      <td>-1.166310</td>\n",
              "      <td>0.023090</td>\n",
              "      <td>-0.715551</td>\n",
              "      <td>0.246061</td>\n",
              "      <td>0.778352</td>\n",
              "      <td>-0.098747</td>\n",
              "      <td>-0.001798</td>\n",
              "      <td>59.95</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>-0.633563</td>\n",
              "      <td>0.807747</td>\n",
              "      <td>1.741135</td>\n",
              "      <td>0.462710</td>\n",
              "      <td>0.209016</td>\n",
              "      <td>-0.067839</td>\n",
              "      <td>0.270806</td>\n",
              "      <td>0.298102</td>\n",
              "      <td>-0.800368</td>\n",
              "      <td>-0.387228</td>\n",
              "      <td>...</td>\n",
              "      <td>0.037799</td>\n",
              "      <td>-0.159323</td>\n",
              "      <td>-0.609391</td>\n",
              "      <td>-0.094089</td>\n",
              "      <td>-0.063196</td>\n",
              "      <td>-0.161225</td>\n",
              "      <td>0.293415</td>\n",
              "      <td>0.040637</td>\n",
              "      <td>0.073334</td>\n",
              "      <td>1.29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>1.499763</td>\n",
              "      <td>-1.403957</td>\n",
              "      <td>1.003353</td>\n",
              "      <td>-1.210111</td>\n",
              "      <td>-2.046955</td>\n",
              "      <td>-0.128178</td>\n",
              "      <td>-1.705754</td>\n",
              "      <td>0.157279</td>\n",
              "      <td>-0.727741</td>\n",
              "      <td>1.308758</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.450576</td>\n",
              "      <td>-0.299891</td>\n",
              "      <td>-0.358748</td>\n",
              "      <td>0.032315</td>\n",
              "      <td>-0.175748</td>\n",
              "      <td>0.256490</td>\n",
              "      <td>-0.157331</td>\n",
              "      <td>0.068219</td>\n",
              "      <td>0.022410</td>\n",
              "      <td>5.99</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>1.152112</td>\n",
              "      <td>0.064509</td>\n",
              "      <td>1.269948</td>\n",
              "      <td>2.621465</td>\n",
              "      <td>-0.771357</td>\n",
              "      <td>0.374304</td>\n",
              "      <td>-0.720973</td>\n",
              "      <td>0.327114</td>\n",
              "      <td>0.498573</td>\n",
              "      <td>0.561444</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.290441</td>\n",
              "      <td>-0.143842</td>\n",
              "      <td>-0.378582</td>\n",
              "      <td>0.008541</td>\n",
              "      <td>-0.189722</td>\n",
              "      <td>0.283455</td>\n",
              "      <td>-0.004650</td>\n",
              "      <td>0.026377</td>\n",
              "      <td>0.026191</td>\n",
              "      <td>3.78</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>-1.209163</td>\n",
              "      <td>0.965342</td>\n",
              "      <td>1.804217</td>\n",
              "      <td>3.122048</td>\n",
              "      <td>0.382382</td>\n",
              "      <td>0.506132</td>\n",
              "      <td>-0.101715</td>\n",
              "      <td>-0.609576</td>\n",
              "      <td>-0.778513</td>\n",
              "      <td>1.046491</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.602398</td>\n",
              "      <td>0.997851</td>\n",
              "      <td>0.564921</td>\n",
              "      <td>0.164081</td>\n",
              "      <td>-0.063610</td>\n",
              "      <td>-0.566539</td>\n",
              "      <td>0.020292</td>\n",
              "      <td>0.018179</td>\n",
              "      <td>0.245156</td>\n",
              "      <td>14.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>0.176923</td>\n",
              "      <td>1.363307</td>\n",
              "      <td>-1.983165</td>\n",
              "      <td>0.393968</td>\n",
              "      <td>1.246451</td>\n",
              "      <td>-0.996204</td>\n",
              "      <td>1.078093</td>\n",
              "      <td>0.266254</td>\n",
              "      <td>-0.934941</td>\n",
              "      <td>-0.663646</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.422270</td>\n",
              "      <td>0.294674</td>\n",
              "      <td>0.649519</td>\n",
              "      <td>-0.034683</td>\n",
              "      <td>0.553801</td>\n",
              "      <td>-0.204246</td>\n",
              "      <td>-0.626000</td>\n",
              "      <td>-0.090430</td>\n",
              "      <td>-0.039423</td>\n",
              "      <td>15.99</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>-0.680322</td>\n",
              "      <td>0.392782</td>\n",
              "      <td>1.482052</td>\n",
              "      <td>0.115722</td>\n",
              "      <td>0.234838</td>\n",
              "      <td>-0.232062</td>\n",
              "      <td>0.149940</td>\n",
              "      <td>0.272019</td>\n",
              "      <td>0.111126</td>\n",
              "      <td>-0.214432</td>\n",
              "      <td>...</td>\n",
              "      <td>0.088986</td>\n",
              "      <td>0.019363</td>\n",
              "      <td>0.228317</td>\n",
              "      <td>-0.178263</td>\n",
              "      <td>0.038957</td>\n",
              "      <td>-0.149030</td>\n",
              "      <td>0.369239</td>\n",
              "      <td>0.337916</td>\n",
              "      <td>0.190603</td>\n",
              "      <td>1.69</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>1.367825</td>\n",
              "      <td>-0.534688</td>\n",
              "      <td>0.381723</td>\n",
              "      <td>-0.648104</td>\n",
              "      <td>-1.077395</td>\n",
              "      <td>-1.043890</td>\n",
              "      <td>-0.483842</td>\n",
              "      <td>-0.222025</td>\n",
              "      <td>-0.773565</td>\n",
              "      <td>0.628940</td>\n",
              "      <td>...</td>\n",
              "      <td>0.113337</td>\n",
              "      <td>0.120472</td>\n",
              "      <td>0.195079</td>\n",
              "      <td>-0.041878</td>\n",
              "      <td>0.349444</td>\n",
              "      <td>0.443738</td>\n",
              "      <td>-0.251566</td>\n",
              "      <td>-0.001395</td>\n",
              "      <td>0.020498</td>\n",
              "      <td>36.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>-2.349340</td>\n",
              "      <td>1.512604</td>\n",
              "      <td>-2.647497</td>\n",
              "      <td>1.753792</td>\n",
              "      <td>0.406328</td>\n",
              "      <td>-2.188494</td>\n",
              "      <td>-0.686935</td>\n",
              "      <td>-0.547984</td>\n",
              "      <td>-0.099528</td>\n",
              "      <td>-1.672346</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.093421</td>\n",
              "      <td>-0.088519</td>\n",
              "      <td>-0.595178</td>\n",
              "      <td>0.258148</td>\n",
              "      <td>0.061901</td>\n",
              "      <td>-0.354180</td>\n",
              "      <td>-1.152671</td>\n",
              "      <td>-0.736073</td>\n",
              "      <td>0.733703</td>\n",
              "      <td>4.90</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>-2.783865</td>\n",
              "      <td>1.596824</td>\n",
              "      <td>-2.084844</td>\n",
              "      <td>2.512986</td>\n",
              "      <td>-1.446749</td>\n",
              "      <td>-0.828496</td>\n",
              "      <td>-0.732262</td>\n",
              "      <td>-0.203329</td>\n",
              "      <td>-0.347046</td>\n",
              "      <td>-2.162061</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.515001</td>\n",
              "      <td>0.203563</td>\n",
              "      <td>0.293268</td>\n",
              "      <td>0.199568</td>\n",
              "      <td>0.146868</td>\n",
              "      <td>0.163602</td>\n",
              "      <td>-0.624085</td>\n",
              "      <td>-1.333100</td>\n",
              "      <td>0.428634</td>\n",
              "      <td>156.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>0.567539</td>\n",
              "      <td>3.309385</td>\n",
              "      <td>-6.631268</td>\n",
              "      <td>6.394574</td>\n",
              "      <td>-0.054172</td>\n",
              "      <td>-2.396535</td>\n",
              "      <td>-2.792489</td>\n",
              "      <td>0.514811</td>\n",
              "      <td>-3.541780</td>\n",
              "      <td>-5.334754</td>\n",
              "      <td>...</td>\n",
              "      <td>0.555412</td>\n",
              "      <td>0.614221</td>\n",
              "      <td>-0.365047</td>\n",
              "      <td>-0.180409</td>\n",
              "      <td>-0.523271</td>\n",
              "      <td>0.645054</td>\n",
              "      <td>0.246466</td>\n",
              "      <td>0.902675</td>\n",
              "      <td>0.473571</td>\n",
              "      <td>4.69</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>-0.417340</td>\n",
              "      <td>4.700055</td>\n",
              "      <td>-7.521767</td>\n",
              "      <td>7.671884</td>\n",
              "      <td>0.260821</td>\n",
              "      <td>-2.646693</td>\n",
              "      <td>-2.854432</td>\n",
              "      <td>0.958783</td>\n",
              "      <td>-4.588536</td>\n",
              "      <td>-6.120715</td>\n",
              "      <td>...</td>\n",
              "      <td>0.832035</td>\n",
              "      <td>0.622200</td>\n",
              "      <td>-0.437708</td>\n",
              "      <td>-0.090358</td>\n",
              "      <td>-0.742802</td>\n",
              "      <td>-0.312361</td>\n",
              "      <td>0.502575</td>\n",
              "      <td>0.821390</td>\n",
              "      <td>0.372379</td>\n",
              "      <td>0.77</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>2.132386</td>\n",
              "      <td>0.705608</td>\n",
              "      <td>-3.530759</td>\n",
              "      <td>0.514779</td>\n",
              "      <td>1.527175</td>\n",
              "      <td>-1.716268</td>\n",
              "      <td>1.132791</td>\n",
              "      <td>-0.574214</td>\n",
              "      <td>0.128904</td>\n",
              "      <td>-1.000805</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.211167</td>\n",
              "      <td>0.163739</td>\n",
              "      <td>0.703910</td>\n",
              "      <td>-0.245076</td>\n",
              "      <td>0.460049</td>\n",
              "      <td>0.920281</td>\n",
              "      <td>-0.216586</td>\n",
              "      <td>-0.026219</td>\n",
              "      <td>-0.025001</td>\n",
              "      <td>1.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>-0.644278</td>\n",
              "      <td>5.002352</td>\n",
              "      <td>-8.252739</td>\n",
              "      <td>7.756915</td>\n",
              "      <td>-0.216267</td>\n",
              "      <td>-2.751496</td>\n",
              "      <td>-3.358857</td>\n",
              "      <td>1.406268</td>\n",
              "      <td>-4.403852</td>\n",
              "      <td>-5.945634</td>\n",
              "      <td>...</td>\n",
              "      <td>0.816558</td>\n",
              "      <td>0.587728</td>\n",
              "      <td>-0.605759</td>\n",
              "      <td>0.033746</td>\n",
              "      <td>-0.756170</td>\n",
              "      <td>-0.008172</td>\n",
              "      <td>0.532772</td>\n",
              "      <td>0.663970</td>\n",
              "      <td>0.192067</td>\n",
              "      <td>0.77</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>-0.848290</td>\n",
              "      <td>2.719882</td>\n",
              "      <td>-6.199070</td>\n",
              "      <td>3.044437</td>\n",
              "      <td>-3.301910</td>\n",
              "      <td>-1.992117</td>\n",
              "      <td>-3.734902</td>\n",
              "      <td>1.520079</td>\n",
              "      <td>-2.548788</td>\n",
              "      <td>-4.533515</td>\n",
              "      <td>...</td>\n",
              "      <td>0.319576</td>\n",
              "      <td>1.125229</td>\n",
              "      <td>0.805258</td>\n",
              "      <td>0.199119</td>\n",
              "      <td>0.035206</td>\n",
              "      <td>0.012159</td>\n",
              "      <td>0.601658</td>\n",
              "      <td>0.137468</td>\n",
              "      <td>-0.171397</td>\n",
              "      <td>127.14</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>-3.387601</td>\n",
              "      <td>3.977881</td>\n",
              "      <td>-6.978585</td>\n",
              "      <td>1.657766</td>\n",
              "      <td>-1.100500</td>\n",
              "      <td>-3.599487</td>\n",
              "      <td>-3.686651</td>\n",
              "      <td>1.942252</td>\n",
              "      <td>-3.065089</td>\n",
              "      <td>-7.509557</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.004301</td>\n",
              "      <td>1.043587</td>\n",
              "      <td>0.262189</td>\n",
              "      <td>-0.479224</td>\n",
              "      <td>-0.326638</td>\n",
              "      <td>-0.156939</td>\n",
              "      <td>0.113807</td>\n",
              "      <td>0.354124</td>\n",
              "      <td>0.287592</td>\n",
              "      <td>0.38</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>-5.238808</td>\n",
              "      <td>0.623013</td>\n",
              "      <td>-5.784507</td>\n",
              "      <td>1.678889</td>\n",
              "      <td>-0.364432</td>\n",
              "      <td>-0.477295</td>\n",
              "      <td>-4.276132</td>\n",
              "      <td>-0.695173</td>\n",
              "      <td>-2.971644</td>\n",
              "      <td>-5.529131</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.203270</td>\n",
              "      <td>-0.326140</td>\n",
              "      <td>1.509239</td>\n",
              "      <td>-0.215966</td>\n",
              "      <td>-0.245727</td>\n",
              "      <td>0.893041</td>\n",
              "      <td>0.865758</td>\n",
              "      <td>0.854657</td>\n",
              "      <td>-0.964482</td>\n",
              "      <td>39.98</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>-7.503926</td>\n",
              "      <td>-0.360628</td>\n",
              "      <td>-3.830952</td>\n",
              "      <td>2.486103</td>\n",
              "      <td>2.497367</td>\n",
              "      <td>1.332437</td>\n",
              "      <td>-6.783964</td>\n",
              "      <td>-15.415385</td>\n",
              "      <td>0.465512</td>\n",
              "      <td>-0.394381</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.475126</td>\n",
              "      <td>-6.389132</td>\n",
              "      <td>2.249964</td>\n",
              "      <td>1.670508</td>\n",
              "      <td>0.140450</td>\n",
              "      <td>0.162147</td>\n",
              "      <td>1.207731</td>\n",
              "      <td>1.268958</td>\n",
              "      <td>0.097538</td>\n",
              "      <td>12.31</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>-5.766879</td>\n",
              "      <td>-8.402154</td>\n",
              "      <td>0.056543</td>\n",
              "      <td>6.950983</td>\n",
              "      <td>9.880564</td>\n",
              "      <td>-5.773192</td>\n",
              "      <td>-5.748879</td>\n",
              "      <td>0.721743</td>\n",
              "      <td>-1.076274</td>\n",
              "      <td>2.688670</td>\n",
              "      <td>...</td>\n",
              "      <td>2.493224</td>\n",
              "      <td>0.880395</td>\n",
              "      <td>-0.130436</td>\n",
              "      <td>2.241471</td>\n",
              "      <td>0.665346</td>\n",
              "      <td>-1.890041</td>\n",
              "      <td>-0.120803</td>\n",
              "      <td>0.073269</td>\n",
              "      <td>0.583799</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>-0.956390</td>\n",
              "      <td>2.361594</td>\n",
              "      <td>-3.171195</td>\n",
              "      <td>1.970759</td>\n",
              "      <td>0.474761</td>\n",
              "      <td>-1.902598</td>\n",
              "      <td>-0.055178</td>\n",
              "      <td>0.277831</td>\n",
              "      <td>-1.745854</td>\n",
              "      <td>-2.516628</td>\n",
              "      <td>...</td>\n",
              "      <td>0.190877</td>\n",
              "      <td>0.473211</td>\n",
              "      <td>0.719400</td>\n",
              "      <td>0.122458</td>\n",
              "      <td>-0.255650</td>\n",
              "      <td>-0.619259</td>\n",
              "      <td>-0.484280</td>\n",
              "      <td>0.683535</td>\n",
              "      <td>0.443299</td>\n",
              "      <td>39.90</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>-2.027135</td>\n",
              "      <td>-1.131890</td>\n",
              "      <td>-1.135194</td>\n",
              "      <td>1.086963</td>\n",
              "      <td>-0.010547</td>\n",
              "      <td>0.423797</td>\n",
              "      <td>3.790880</td>\n",
              "      <td>-1.155595</td>\n",
              "      <td>-0.063434</td>\n",
              "      <td>1.334414</td>\n",
              "      <td>...</td>\n",
              "      <td>0.033804</td>\n",
              "      <td>-0.315105</td>\n",
              "      <td>0.575520</td>\n",
              "      <td>0.490842</td>\n",
              "      <td>0.756502</td>\n",
              "      <td>-0.142685</td>\n",
              "      <td>-0.602777</td>\n",
              "      <td>0.508712</td>\n",
              "      <td>-0.091646</td>\n",
              "      <td>634.30</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>2.091900</td>\n",
              "      <td>-0.757459</td>\n",
              "      <td>-1.192258</td>\n",
              "      <td>-0.755458</td>\n",
              "      <td>-0.620324</td>\n",
              "      <td>-0.322077</td>\n",
              "      <td>-1.082511</td>\n",
              "      <td>0.117200</td>\n",
              "      <td>-0.140927</td>\n",
              "      <td>0.249311</td>\n",
              "      <td>...</td>\n",
              "      <td>0.037438</td>\n",
              "      <td>0.288253</td>\n",
              "      <td>0.831939</td>\n",
              "      <td>0.142007</td>\n",
              "      <td>0.592615</td>\n",
              "      <td>-0.196143</td>\n",
              "      <td>-0.136676</td>\n",
              "      <td>0.020182</td>\n",
              "      <td>-0.015470</td>\n",
              "      <td>19.95</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>-1.374424</td>\n",
              "      <td>2.793185</td>\n",
              "      <td>-4.346572</td>\n",
              "      <td>2.400731</td>\n",
              "      <td>-1.688433</td>\n",
              "      <td>0.111136</td>\n",
              "      <td>-0.922038</td>\n",
              "      <td>-2.149930</td>\n",
              "      <td>-2.027474</td>\n",
              "      <td>-4.390842</td>\n",
              "      <td>...</td>\n",
              "      <td>0.650196</td>\n",
              "      <td>-0.870779</td>\n",
              "      <td>0.504849</td>\n",
              "      <td>0.137994</td>\n",
              "      <td>0.368275</td>\n",
              "      <td>0.103137</td>\n",
              "      <td>-0.414209</td>\n",
              "      <td>0.454982</td>\n",
              "      <td>0.096711</td>\n",
              "      <td>349.08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>-1.927883</td>\n",
              "      <td>1.125653</td>\n",
              "      <td>-4.518331</td>\n",
              "      <td>1.749293</td>\n",
              "      <td>-1.566487</td>\n",
              "      <td>-2.010494</td>\n",
              "      <td>-0.882850</td>\n",
              "      <td>0.697211</td>\n",
              "      <td>-2.064945</td>\n",
              "      <td>-5.587794</td>\n",
              "      <td>...</td>\n",
              "      <td>1.252967</td>\n",
              "      <td>0.778584</td>\n",
              "      <td>-0.319189</td>\n",
              "      <td>0.639419</td>\n",
              "      <td>-0.294885</td>\n",
              "      <td>0.537503</td>\n",
              "      <td>0.788395</td>\n",
              "      <td>0.292680</td>\n",
              "      <td>0.147968</td>\n",
              "      <td>390.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>1.378559</td>\n",
              "      <td>1.289381</td>\n",
              "      <td>-5.004247</td>\n",
              "      <td>1.411850</td>\n",
              "      <td>0.442581</td>\n",
              "      <td>-1.326536</td>\n",
              "      <td>-1.413170</td>\n",
              "      <td>0.248525</td>\n",
              "      <td>-1.127396</td>\n",
              "      <td>-3.232153</td>\n",
              "      <td>...</td>\n",
              "      <td>0.226138</td>\n",
              "      <td>0.370612</td>\n",
              "      <td>0.028234</td>\n",
              "      <td>-0.145640</td>\n",
              "      <td>-0.081049</td>\n",
              "      <td>0.521875</td>\n",
              "      <td>0.739467</td>\n",
              "      <td>0.389152</td>\n",
              "      <td>0.186637</td>\n",
              "      <td>0.76</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>-0.676143</td>\n",
              "      <td>1.126366</td>\n",
              "      <td>-2.213700</td>\n",
              "      <td>0.468308</td>\n",
              "      <td>-1.120541</td>\n",
              "      <td>-0.003346</td>\n",
              "      <td>-2.234739</td>\n",
              "      <td>1.210158</td>\n",
              "      <td>-0.652250</td>\n",
              "      <td>-3.463891</td>\n",
              "      <td>...</td>\n",
              "      <td>0.247968</td>\n",
              "      <td>0.751826</td>\n",
              "      <td>0.834108</td>\n",
              "      <td>0.190944</td>\n",
              "      <td>0.032070</td>\n",
              "      <td>-0.739695</td>\n",
              "      <td>0.471111</td>\n",
              "      <td>0.385107</td>\n",
              "      <td>0.194361</td>\n",
              "      <td>77.89</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>-3.113832</td>\n",
              "      <td>0.585864</td>\n",
              "      <td>-5.399730</td>\n",
              "      <td>1.817092</td>\n",
              "      <td>-0.840618</td>\n",
              "      <td>-2.943548</td>\n",
              "      <td>-2.208002</td>\n",
              "      <td>1.058733</td>\n",
              "      <td>-1.632333</td>\n",
              "      <td>-5.245984</td>\n",
              "      <td>...</td>\n",
              "      <td>0.306271</td>\n",
              "      <td>0.583276</td>\n",
              "      <td>-0.269209</td>\n",
              "      <td>-0.456108</td>\n",
              "      <td>-0.183659</td>\n",
              "      <td>-0.328168</td>\n",
              "      <td>0.606116</td>\n",
              "      <td>0.884876</td>\n",
              "      <td>-0.253700</td>\n",
              "      <td>245.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>1.991976</td>\n",
              "      <td>0.158476</td>\n",
              "      <td>-2.583441</td>\n",
              "      <td>0.408670</td>\n",
              "      <td>1.151147</td>\n",
              "      <td>-0.096695</td>\n",
              "      <td>0.223050</td>\n",
              "      <td>-0.068384</td>\n",
              "      <td>0.577829</td>\n",
              "      <td>-0.888722</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.017652</td>\n",
              "      <td>-0.164350</td>\n",
              "      <td>-0.295135</td>\n",
              "      <td>-0.072173</td>\n",
              "      <td>-0.450261</td>\n",
              "      <td>0.313267</td>\n",
              "      <td>-0.289617</td>\n",
              "      <td>0.002988</td>\n",
              "      <td>-0.015309</td>\n",
              "      <td>42.53</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>40 rows × 29 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-bce7174d-1e02-42a1-b036-41d29281ebc4')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
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              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-bce7174d-1e02-42a1-b036-41d29281ebc4 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-bce7174d-1e02-42a1-b036-41d29281ebc4');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 43
        }
      ],
      "source": [
        "df_valor_total = pd.concat([df_valor_sem_fraude, df_valor_fraude])\n",
        "\n",
        "df_valor_total.reset_index(inplace = True )\n",
        "df_valor_total_real = df_valor_total.Class\n",
        "df_valor_total = df_valor_total.drop(['level_0','index','Time', 'Class'], axis=1)\n",
        "df_valor_total"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "9437c14b",
      "metadata": {
        "id": "9437c14b"
      },
      "source": [
        "## Observar a Distribuição dos dados a ser Analisados"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "26305256",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "26305256",
        "outputId": "ed8cafe8-95a4-4274-863c-ad26a05e000e"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    472\n",
              "1    472\n",
              "Name: Class, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 44
        }
      ],
      "source": [
        "df.Class.value_counts()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "70117774",
      "metadata": {
        "id": "70117774"
      },
      "source": [
        "## Separação Labels e Features"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "9c85d91e",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9c85d91e",
        "outputId": "7442edce-4e03-473f-f33f-e7f6c9df4764"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(           V1        V2        V3        V4        V5        V6        V7  \\\n",
              " 20  -1.215858 -1.650160  0.334612 -3.868649  2.132059  3.607568 -0.021088   \n",
              " 21   1.274163  0.414063 -0.033853  0.920460  0.266021 -0.450671  0.335275   \n",
              " 22   0.881804 -0.061385  1.190737  3.217111 -0.852709  0.441914 -0.592057   \n",
              " 23   0.036837  0.249941  0.936484  1.174419 -0.101064 -0.191060  0.080244   \n",
              " 24   1.092046 -0.257599  0.327828  0.709777 -0.499339 -0.208212 -0.124638   \n",
              " ..        ...       ...       ...       ...       ...       ...       ...   \n",
              " 959  0.202402  1.176270  0.346379  2.882138  1.407133 -0.504355  1.438537   \n",
              " 960  1.170756  2.501038 -4.986159  5.374160  0.997798 -1.259004 -1.237689   \n",
              " 961 -0.242245  4.147186 -5.672349  6.493741  1.591168 -1.602523 -0.950463   \n",
              " 962 -5.976119 -7.196980 -5.388316  5.104799  4.676533 -5.566870 -4.291180   \n",
              " 963 -0.408111  3.132944 -3.098030  5.803893  0.890609 -0.501474 -0.440054   \n",
              " \n",
              "            V8        V9       V10  ...       V20       V21       V22  \\\n",
              " 20   0.491672  0.114073 -0.488704  ... -0.010752 -0.647705 -1.232891   \n",
              " 21  -0.280055 -0.213540 -0.039789  ...  0.021088  0.001111  0.101484   \n",
              " 22   0.240693  0.614041 -0.192187  ...  0.069363  0.027645  0.275331   \n",
              " 23   0.127522  0.525142 -0.106697  ... -0.076135  0.442280  1.374330   \n",
              " 24   0.078494  0.390249 -0.019909  ... -0.044569 -0.177570 -0.557918   \n",
              " ..        ...       ...       ...  ...       ...       ...       ...   \n",
              " 959 -0.395603 -1.555142  1.081514  ... -0.206239  0.242560  0.841230   \n",
              " 960  0.358426 -2.612489 -3.064730  ...  0.227618  0.123145 -0.713201   \n",
              " 961  0.722903 -4.128505 -3.963224  ...  0.562030  0.249023 -0.480286   \n",
              " 962  0.876531 -1.075478 -3.272569  ...  3.136338  1.459369 -0.136262   \n",
              " 963  0.591828 -3.267693 -2.223070  ...  0.499568  0.098482 -0.538375   \n",
              " \n",
              "           V23       V24       V25       V26       V27       V28  Amount  \n",
              " 20   0.059033  0.656340  0.251474 -0.398578 -0.370093 -0.233479  174.07  \n",
              " 21  -0.236981 -0.409455  0.849685 -0.283042  0.020660  0.018032   20.00  \n",
              " 22  -0.237736  0.357942  0.549173  0.214888  0.058749  0.074410  104.96  \n",
              " 23   0.131946 -0.111655 -1.316621 -0.522679  0.354593  0.305750   39.95  \n",
              " 24  -0.082042  0.001970  0.407333  0.269729 -0.045557  0.007649   68.70  \n",
              " ..        ...       ...       ...       ...       ...       ...     ...  \n",
              " 959 -0.370157 -0.026012  0.491954  0.234576 -0.279788 -0.331933    7.59  \n",
              " 960 -0.080868 -0.964310  0.338568  0.068630  0.481588  0.268226    4.97  \n",
              " 961 -0.286080 -1.153575 -0.035571  0.559628  0.409446  0.221048    0.77  \n",
              " 962  0.848177 -0.269916 -1.095060 -0.710905  0.565846 -1.034107  296.00  \n",
              " 963 -0.217989 -1.042657  0.314389  0.543244  0.233851  0.119603   45.51  \n",
              " \n",
              " [944 rows x 29 columns], 20     0\n",
              " 21     0\n",
              " 22     0\n",
              " 23     0\n",
              " 24     0\n",
              "       ..\n",
              " 959    1\n",
              " 960    1\n",
              " 961    1\n",
              " 962    1\n",
              " 963    1\n",
              " Name: Class, Length: 944, dtype: int64)"
            ]
          },
          "metadata": {},
          "execution_count": 45
        }
      ],
      "source": [
        "X = df.drop(['index','Time','Class'], axis=1)\n",
        "Y = df['Class']\n",
        "X,Y "
      ]
    },
    {
      "cell_type": "markdown",
      "id": "9a3a0436",
      "metadata": {
        "id": "9a3a0436"
      },
      "source": [
        "## Separação Dados de Treino e Teste"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "6e8f8343",
      "metadata": {
        "id": "6e8f8343"
      },
      "outputs": [],
      "source": [
        "X_train, X_test, Y_train, Y_test = train_test_split(X,Y, test_size=0.3, random_state = 30, stratify=Y)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "5fc9e962",
      "metadata": {
        "id": "5fc9e962"
      },
      "source": [
        "## Treinamento do Modelo"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "99d9c29d",
      "metadata": {
        "id": "99d9c29d"
      },
      "outputs": [],
      "source": [
        "logreg = LogisticRegression(max_iter = 10000)\n",
        "logreg.fit(X_train,Y_train)\n",
        "pred = logreg.predict(X_test)\n",
        "ac = accuracy_score(Y_test, pred)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "bb4b8d56",
      "metadata": {
        "id": "bb4b8d56"
      },
      "source": [
        "## Acuracia"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "2092a4ab",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2092a4ab",
        "outputId": "fbe552ff-ba3c-40b9-d978-7f6e93c62481"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "acuracia 94.37\n"
          ]
        }
      ],
      "source": [
        "print('acuracia',round(ac*100,2))"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "28d2047c",
      "metadata": {
        "id": "28d2047c"
      },
      "source": [
        "## Validação"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "a29b17c8",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "a29b17c8",
        "outputId": "71d5132e-c5b1-435e-8df9-3430a14c5696"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "    real  Previsto\n",
            "0      0         0\n",
            "1      0         0\n",
            "2      0         0\n",
            "3      0         0\n",
            "4      0         0\n",
            "5      0         0\n",
            "6      0         0\n",
            "7      0         0\n",
            "8      0         0\n",
            "9      0         0\n",
            "10     0         0\n",
            "11     0         0\n",
            "12     0         0\n",
            "13     0         0\n",
            "14     0         0\n",
            "15     0         0\n",
            "16     0         1\n",
            "17     0         0\n",
            "18     0         0\n",
            "19     0         0\n",
            "20     1         1\n",
            "21     1         1\n",
            "22     1         1\n",
            "23     1         1\n",
            "24     1         0\n",
            "25     1         1\n",
            "26     1         1\n",
            "27     1         1\n",
            "28     1         1\n",
            "29     1         1\n",
            "30     1         1\n",
            "31     1         1\n",
            "32     1         0\n",
            "33     1         0\n",
            "34     1         1\n",
            "35     1         1\n",
            "36     1         1\n",
            "37     1         1\n",
            "38     1         1\n",
            "39     1         0\n"
          ]
        }
      ],
      "source": [
        "pred = logreg.predict(df_valor_total)\n",
        "df = pd.DataFrame({'real':df_valor_total_real,'Previsto':pred})\n",
        "print(df)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Conclusão"
      ],
      "metadata": {
        "id": "hSLFFDwBv36O"
      },
      "id": "hSLFFDwBv36O"
    },
    {
      "cell_type": "markdown",
      "source": [
        "A fraude de crédito é uma ameaça constante para instituições financeiras e seus clientes. O Machine Learning pode ser uma ferramenta valiosa para detectar e prevenir a fraude de crédito, utilizando técnicas como análise de anomalias, redes neurais e árvores de decisão. Essas técnicas permitem identificar padrões suspeitos e anomalias nos dados de transações, ajudando a identificar fraudes em potencial antes que elas ocorram. É importante lembrar que o Machine Learning não é uma solução completa para a fraude de crédito e deve ser usado em conjunto com outras medidas de segurança e com a experiência de profissionais especializados na área."
      ],
      "metadata": {
        "id": "gCs5R8D2v7Sl"
      },
      "id": "gCs5R8D2v7Sl"
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.10"
    },
    "colab": {
      "name": "FraudeCredito.ipynb",
      "provenance": [],
      "include_colab_link": true
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}