IEEE_1_loaddata.ipynb

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  "metadata": {
    "colab": {
      "name": "IEEE_1_loaddata.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyOZri4JjUbQvuRL6lAZjRua",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/wayoo2019/Summer-Projects/blob/master/IEEE_1_loaddata.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5fI5s32wRo-5"
      },
      "source": [
        "# Content:\n",
        "## 1. Load Data\n",
        "*   Reduce Memory\n",
        "*   Reduce Storage (parquet)\n",
        "\n",
        "## 2. Preliminary Feature reduction\n",
        "\n",
        "1.   Domain knowledge\n",
        "2.   Low Variance, Missing value, High frequency\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "## 3. EDA & Feature Engineering\n",
        "*   Exploratory Data Analysis\n",
        "*   Feature Engineering\n",
        "\n",
        "## 4. Feature Selection\n",
        "\n",
        "*   LGBM Feature Selection\n",
        "*   XGB Feature Selection\n",
        "\n",
        "## 5. Model Tuning\n",
        "*   LGBM\n",
        "*   XGB\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IE7nlasiTBEy"
      },
      "source": [
        "## 1. Load Data\n",
        "*   Reduce Memory\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "B3T83pm5UvYY"
      },
      "source": [
        "#### 1.1 Import raw data from google drive and merge data according to transactionID"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vt7Kqe0pLrUt"
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "from pandas_profiling import ProfileReport\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "import seaborn as sns\n",
        "\n",
        "import xgboost as xgb\n",
        "import lightgbm as lgb\n",
        "\n",
        "\n",
        "import time\n",
        "import warnings\n",
        "\n",
        "pd.set_option('display.max_columns', None)\n",
        "# plt.style.use(style = 'seaborn')\n",
        "\n",
        "# warnings.filterwarnings('ignore')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2zhSRrLNTXfN",
        "outputId": "12cbc42c-f299-421a-9cb2-26c596e62c41"
      },
      "source": [
        "# mount Google Drive to import data\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tokwkcxeToit",
        "outputId": "d4374508-cea2-4ce3-85a5-8e799cc26957"
      },
      "source": [
        "%%time\n",
        "train_id = pd.read_csv('/content/drive/MyDrive/ieee-fraud-detection/train_identity.csv')\n",
        "train_trans = pd.read_csv('/content/drive/MyDrive/ieee-fraud-detection/train_transaction.csv')\n",
        "test_id = pd.read_csv('/content/drive/MyDrive/ieee-fraud-detection/test_identity.csv')\n",
        "test_trans = pd.read_csv('/content/drive/MyDrive/ieee-fraud-detection/test_transaction.csv')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "CPU times: user 36.7 s, sys: 6.88 s, total: 43.6 s\n",
            "Wall time: 51.5 s\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NL_PlRROT8YP"
      },
      "source": [
        "train = pd.merge(train_trans, train_id, how=\"left\", on=\"TransactionID\")\n",
        "test = pd.merge(test_trans, test_id, how=\"left\", on=\"TransactionID\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OF1Uro5GUD71",
        "outputId": "518f5900-06a3-4f0c-a3db-da2b67d7eef3"
      },
      "source": [
        "print(train.shape)\n",
        "print(test.shape)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(590540, 434)\n",
            "(506691, 433)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YiOGRucCUGeQ"
      },
      "source": [
        "del train_trans, train_id, test_trans, test_id"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DVaAX_RjUpuK"
      },
      "source": [
        "#### 1.2 Reduce Memory by converting data type"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xNDE8aPvVnUl"
      },
      "source": [
        "# get train column names\n",
        "train_cols = train.columns.to_list()\n",
        "test_cols = test.columns.to_list()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7Wji9Js4Uomf"
      },
      "source": [
        "# get convert column list and modify all related columns\n",
        "def cols_2_shrink(data):\n",
        "  start_mem = data.memory_usage().sum() / 1024**2 \n",
        "\n",
        "  convert_2_int8 = []\n",
        "  convert_2_int16 = []\n",
        "  convert_2_int32 = []\n",
        "  convert_2_int64 = []\n",
        "\n",
        "  convert_2_float16 = []\n",
        "  convert_2_float32 = []\n",
        "  convert_2_float64 = []\n",
        "\n",
        "  cols_list = data.columns.to_list()\n",
        "  for col in cols_list:\n",
        "    if data[col].dtype in [\"int\", \"int8\", \"int16\", \"int32\", \"int64\"]: # actually there are inly int64 in dataset but here list all \n",
        "      col_max = data[col].max()\n",
        "      col_min = data[col].min()\n",
        "      if col_max < np.iinfo(np.int8).max and col_min > np.iinfo(np.int8).min:\n",
        "        convert_2_int8.append(col)\n",
        "        data[col] = data[col].astype(np.int8)  \n",
        "      elif col_max < np.iinfo(np.int16).max and col_min > np.iinfo(np.int16).min:\n",
        "        convert_2_int16.append(col)\n",
        "        data[col] = data[col].astype(np.int16)  \n",
        "      elif col_max < np.iinfo(np.int32).max and col_min > np.iinfo(np.int32).min:\n",
        "        convert_2_int32.append(col)\n",
        "        data[col] = data[col].astype(np.int32)  \n",
        "      elif col_max < np.iinfo(np.int64).max and col_min > np.iinfo(np.int64).min:\n",
        "        convert_2_int64.append(col) \n",
        "        data[col] = data[col].astype(np.int64)  \n",
        "\n",
        "    elif data[col].dtype in ['float', 'float16', 'float32', 'float64']:\n",
        "      col_max = data[col].max()\n",
        "      col_min = data[col].min() \n",
        "      # if col_max < np.finfo(np.float16).max and col_min > np.finfo(np.float16).min: #remove float 16 since parquet only supports float 32 and 64\n",
        "      #   convert_2_float16.append(col)\n",
        "      #   data[col] = data[col].astype(np.float16)\n",
        "      if col_max < np.finfo(np.float32).max and col_min > np.finfo(np.float32).min:\n",
        "        convert_2_float32.append(col)\n",
        "        data[col] = data[col].astype(np.float32)    \n",
        "      elif col_max < np.finfo(np.float64).max and col_min > np.finfo(np.float64).min:\n",
        "        convert_2_float64.append(col)\n",
        "        data[col] = data[col].astype(np.float64)  \n",
        "  \n",
        "  end_mem = data.memory_usage().sum()/1024**2   \n",
        "\n",
        "  whole_list = []\n",
        "  whole_list.append(convert_2_int8)\n",
        "  whole_list.append(convert_2_int16)\n",
        "  whole_list.append(convert_2_int32)\n",
        "  whole_list.append(convert_2_int64)\n",
        "  whole_list.append(convert_2_float16)\n",
        "  whole_list.append(convert_2_float32)\n",
        "  whole_list.append(convert_2_float64)\n",
        "                                                                                                        \n",
        "  \n",
        "  print(\"convert_to_int8 :\", whole_list[0], \"\\n\")\n",
        "  print(\"convert_to_int16 :\", whole_list[1], \"\\n\")\n",
        "  print(\"convert_to_int32 :\", whole_list[2], \"\\n\")\n",
        "  print(\"convert_to_int64 :\", whole_list[3], \"\\n\")\n",
        "\n",
        "  print(\"convert_to_float16 :\", whole_list[4], \"\\n\")\n",
        "  print(\"convert_to_float32 :\", whole_list[5], \"\\n\")\n",
        "  print(\"convert_to_float64 :\", whole_list[6], \"\\n\")\n",
        "\n",
        "\n",
        "  print('Mem. usage decreased to {:5.2f} Mb ({:.1f}% reduction)'.format(end_mem, 100 * (start_mem - end_mem) / start_mem))  \n",
        "\n",
        "  return data"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 735
        },
        "id": "sjRiNzN5VgcG",
        "outputId": "5c870e00-9cd3-4b0e-ee2c-8c7a3f86d261"
      },
      "source": [
        "cols_2_shrink(train)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "convert_to_int8 : ['isFraud'] \n",
            "\n",
            "convert_to_int16 : ['card1'] \n",
            "\n",
            "convert_to_int32 : ['TransactionID', 'TransactionDT'] \n",
            "\n",
            "convert_to_int64 : [] \n",
            "\n",
            "convert_to_float16 : [] \n",
            "\n",
            "convert_to_float32 : ['TransactionAmt', 'card2', 'card3', 'card5', 'addr1', 'addr2', 'dist1', 'dist2', 'C1', 'C2', 'C3', 'C4', 'C5', 'C6', 'C7', 'C8', 'C9', 'C10', 'C11', 'C12', 'C13', 'C14', 'D1', 'D2', 'D3', 'D4', 'D5', 'D6', 'D7', 'D8', 'D9', 'D10', 'D11', 'D12', 'D13', 'D14', 'D15', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6', 'V7', 'V8', 'V9', 'V10', 'V11', 'V12', 'V13', 'V14', 'V15', 'V16', 'V17', 'V18', 'V19', 'V20', 'V21', 'V22', 'V23', 'V24', 'V25', 'V26', 'V27', 'V28', 'V29', 'V30', 'V31', 'V32', 'V33', 'V34', 'V35', 'V36', 'V37', 'V38', 'V39', 'V40', 'V41', 'V42', 'V43', 'V44', 'V45', 'V46', 'V47', 'V48', 'V49', 'V50', 'V51', 'V52', 'V53', 'V54', 'V55', 'V56', 'V57', 'V58', 'V59', 'V60', 'V61', 'V62', 'V63', 'V64', 'V65', 'V66', 'V67', 'V68', 'V69', 'V70', 'V71', 'V72', 'V73', 'V74', 'V75', 'V76', 'V77', 'V78', 'V79', 'V80', 'V81', 'V82', 'V83', 'V84', 'V85', 'V86', 'V87', 'V88', 'V89', 'V90', 'V91', 'V92', 'V93', 'V94', 'V95', 'V96', 'V97', 'V98', 'V99', 'V100', 'V101', 'V102', 'V103', 'V104', 'V105', 'V106', 'V107', 'V108', 'V109', 'V110', 'V111', 'V112', 'V113', 'V114', 'V115', 'V116', 'V117', 'V118', 'V119', 'V120', 'V121', 'V122', 'V123', 'V124', 'V125', 'V126', 'V127', 'V128', 'V129', 'V130', 'V131', 'V132', 'V133', 'V134', 'V135', 'V136', 'V137', 'V138', 'V139', 'V140', 'V141', 'V142', 'V143', 'V144', 'V145', 'V146', 'V147', 'V148', 'V149', 'V150', 'V151', 'V152', 'V153', 'V154', 'V155', 'V156', 'V157', 'V158', 'V159', 'V160', 'V161', 'V162', 'V163', 'V164', 'V165', 'V166', 'V167', 'V168', 'V169', 'V170', 'V171', 'V172', 'V173', 'V174', 'V175', 'V176', 'V177', 'V178', 'V179', 'V180', 'V181', 'V182', 'V183', 'V184', 'V185', 'V186', 'V187', 'V188', 'V189', 'V190', 'V191', 'V192', 'V193', 'V194', 'V195', 'V196', 'V197', 'V198', 'V199', 'V200', 'V201', 'V202', 'V203', 'V204', 'V205', 'V206', 'V207', 'V208', 'V209', 'V210', 'V211', 'V212', 'V213', 'V214', 'V215', 'V216', 'V217', 'V218', 'V219', 'V220', 'V221', 'V222', 'V223', 'V224', 'V225', 'V226', 'V227', 'V228', 'V229', 'V230', 'V231', 'V232', 'V233', 'V234', 'V235', 'V236', 'V237', 'V238', 'V239', 'V240', 'V241', 'V242', 'V243', 'V244', 'V245', 'V246', 'V247', 'V248', 'V249', 'V250', 'V251', 'V252', 'V253', 'V254', 'V255', 'V256', 'V257', 'V258', 'V259', 'V260', 'V261', 'V262', 'V263', 'V264', 'V265', 'V266', 'V267', 'V268', 'V269', 'V270', 'V271', 'V272', 'V273', 'V274', 'V275', 'V276', 'V277', 'V278', 'V279', 'V280', 'V281', 'V282', 'V283', 'V284', 'V285', 'V286', 'V287', 'V288', 'V289', 'V290', 'V291', 'V292', 'V293', 'V294', 'V295', 'V296', 'V297', 'V298', 'V299', 'V300', 'V301', 'V302', 'V303', 'V304', 'V305', 'V306', 'V307', 'V308', 'V309', 'V310', 'V311', 'V312', 'V313', 'V314', 'V315', 'V316', 'V317', 'V318', 'V319', 'V320', 'V321', 'V322', 'V323', 'V324', 'V325', 'V326', 'V327', 'V328', 'V329', 'V330', 'V331', 'V332', 'V333', 'V334', 'V335', 'V336', 'V337', 'V338', 'V339', 'id_01', 'id_02', 'id_03', 'id_04', 'id_05', 'id_06', 'id_07', 'id_08', 'id_09', 'id_10', 'id_11', 'id_13', 'id_14', 'id_17', 'id_18', 'id_19', 'id_20', 'id_21', 'id_22', 'id_24', 'id_25', 'id_26', 'id_32'] \n",
            "\n",
            "convert_to_float64 : [] \n",
            "\n",
            "Mem. usage decreased to 1049.21 Mb (-61.3% reduction)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>TransactionID</th>\n",
              "      <th>isFraud</th>\n",
              "      <th>TransactionDT</th>\n",
              "      <th>TransactionAmt</th>\n",
              "      <th>ProductCD</th>\n",
              "      <th>card1</th>\n",
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              "      <th>V24</th>\n",
              "      <th>V25</th>\n",
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              "      <th>V27</th>\n",
              "      <th>V28</th>\n",
              "      <th>V29</th>\n",
              "      <th>V30</th>\n",
              "      <th>V31</th>\n",
              "      <th>V32</th>\n",
              "      <th>V33</th>\n",
              "      <th>V34</th>\n",
              "      <th>V35</th>\n",
              "      <th>V36</th>\n",
              "      <th>V37</th>\n",
              "      <th>V38</th>\n",
              "      <th>V39</th>\n",
              "      <th>V40</th>\n",
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              "      <th>V42</th>\n",
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              "      <th>V73</th>\n",
              "      <th>V74</th>\n",
              "      <th>V75</th>\n",
              "      <th>V76</th>\n",
              "      <th>V77</th>\n",
              "      <th>V78</th>\n",
              "      <th>V79</th>\n",
              "      <th>V80</th>\n",
              "      <th>V81</th>\n",
              "      <th>V82</th>\n",
              "      <th>V83</th>\n",
              "      <th>V84</th>\n",
              "      <th>V85</th>\n",
              "      <th>V86</th>\n",
              "      <th>V87</th>\n",
              "      <th>V88</th>\n",
              "      <th>V89</th>\n",
              "      <th>V90</th>\n",
              "      <th>V91</th>\n",
              "      <th>V92</th>\n",
              "      <th>V93</th>\n",
              "      <th>V94</th>\n",
              "      <th>V95</th>\n",
              "      <th>V96</th>\n",
              "      <th>V97</th>\n",
              "      <th>V98</th>\n",
              "      <th>V99</th>\n",
              "      <th>V100</th>\n",
              "      <th>V101</th>\n",
              "      <th>V102</th>\n",
              "      <th>V103</th>\n",
              "      <th>V104</th>\n",
              "      <th>V105</th>\n",
              "      <th>V106</th>\n",
              "      <th>V107</th>\n",
              "      <th>V108</th>\n",
              "      <th>V109</th>\n",
              "      <th>V110</th>\n",
              "      <th>V111</th>\n",
              "      <th>V112</th>\n",
              "      <th>V113</th>\n",
              "      <th>V114</th>\n",
              "      <th>V115</th>\n",
              "      <th>V116</th>\n",
              "      <th>V117</th>\n",
              "      <th>V118</th>\n",
              "      <th>V119</th>\n",
              "      <th>V120</th>\n",
              "      <th>V121</th>\n",
              "      <th>V122</th>\n",
              "      <th>V123</th>\n",
              "      <th>V124</th>\n",
              "      <th>V125</th>\n",
              "      <th>V126</th>\n",
              "      <th>V127</th>\n",
              "      <th>V128</th>\n",
              "      <th>V129</th>\n",
              "      <th>V130</th>\n",
              "      <th>V131</th>\n",
              "      <th>V132</th>\n",
              "      <th>V133</th>\n",
              "      <th>V134</th>\n",
              "      <th>V135</th>\n",
              "      <th>V136</th>\n",
              "      <th>V137</th>\n",
              "      <th>V138</th>\n",
              "      <th>V139</th>\n",
              "      <th>V140</th>\n",
              "      <th>V141</th>\n",
              "      <th>V142</th>\n",
              "      <th>V143</th>\n",
              "      <th>V144</th>\n",
              "      <th>V145</th>\n",
              "      <th>V146</th>\n",
              "      <th>V147</th>\n",
              "      <th>V148</th>\n",
              "      <th>V149</th>\n",
              "      <th>V150</th>\n",
              "      <th>V151</th>\n",
              "      <th>V152</th>\n",
              "      <th>V153</th>\n",
              "      <th>V154</th>\n",
              "      <th>V155</th>\n",
              "      <th>V156</th>\n",
              "      <th>V157</th>\n",
              "      <th>V158</th>\n",
              "      <th>V159</th>\n",
              "      <th>V160</th>\n",
              "      <th>V161</th>\n",
              "      <th>V162</th>\n",
              "      <th>V163</th>\n",
              "      <th>V164</th>\n",
              "      <th>V165</th>\n",
              "      <th>V166</th>\n",
              "      <th>V167</th>\n",
              "      <th>V168</th>\n",
              "      <th>V169</th>\n",
              "      <th>V170</th>\n",
              "      <th>V171</th>\n",
              "      <th>V172</th>\n",
              "      <th>V173</th>\n",
              "      <th>V174</th>\n",
              "      <th>V175</th>\n",
              "      <th>V176</th>\n",
              "      <th>V177</th>\n",
              "      <th>V178</th>\n",
              "      <th>V179</th>\n",
              "      <th>V180</th>\n",
              "      <th>V181</th>\n",
              "      <th>V182</th>\n",
              "      <th>V183</th>\n",
              "      <th>V184</th>\n",
              "      <th>V185</th>\n",
              "      <th>V186</th>\n",
              "      <th>V187</th>\n",
              "      <th>V188</th>\n",
              "      <th>V189</th>\n",
              "      <th>V190</th>\n",
              "      <th>V191</th>\n",
              "      <th>V192</th>\n",
              "      <th>V193</th>\n",
              "      <th>V194</th>\n",
              "      <th>V195</th>\n",
              "      <th>V196</th>\n",
              "      <th>V197</th>\n",
              "      <th>V198</th>\n",
              "      <th>V199</th>\n",
              "      <th>V200</th>\n",
              "      <th>V201</th>\n",
              "      <th>V202</th>\n",
              "      <th>V203</th>\n",
              "      <th>V204</th>\n",
              "      <th>V205</th>\n",
              "      <th>V206</th>\n",
              "      <th>V207</th>\n",
              "      <th>V208</th>\n",
              "      <th>V209</th>\n",
              "      <th>V210</th>\n",
              "      <th>V211</th>\n",
              "      <th>V212</th>\n",
              "      <th>V213</th>\n",
              "      <th>V214</th>\n",
              "      <th>V215</th>\n",
              "      <th>V216</th>\n",
              "      <th>V217</th>\n",
              "      <th>V218</th>\n",
              "      <th>V219</th>\n",
              "      <th>V220</th>\n",
              "      <th>V221</th>\n",
              "      <th>V222</th>\n",
              "      <th>V223</th>\n",
              "      <th>V224</th>\n",
              "      <th>V225</th>\n",
              "      <th>V226</th>\n",
              "      <th>V227</th>\n",
              "      <th>V228</th>\n",
              "      <th>V229</th>\n",
              "      <th>V230</th>\n",
              "      <th>V231</th>\n",
              "      <th>V232</th>\n",
              "      <th>V233</th>\n",
              "      <th>V234</th>\n",
              "      <th>V235</th>\n",
              "      <th>V236</th>\n",
              "      <th>V237</th>\n",
              "      <th>V238</th>\n",
              "      <th>V239</th>\n",
              "      <th>V240</th>\n",
              "      <th>V241</th>\n",
              "      <th>V242</th>\n",
              "      <th>V243</th>\n",
              "      <th>V244</th>\n",
              "      <th>V245</th>\n",
              "      <th>V246</th>\n",
              "      <th>V247</th>\n",
              "      <th>V248</th>\n",
              "      <th>V249</th>\n",
              "      <th>V250</th>\n",
              "      <th>V251</th>\n",
              "      <th>V252</th>\n",
              "      <th>V253</th>\n",
              "      <th>V254</th>\n",
              "      <th>V255</th>\n",
              "      <th>V256</th>\n",
              "      <th>V257</th>\n",
              "      <th>V258</th>\n",
              "      <th>V259</th>\n",
              "      <th>V260</th>\n",
              "      <th>V261</th>\n",
              "      <th>V262</th>\n",
              "      <th>V263</th>\n",
              "      <th>V264</th>\n",
              "      <th>V265</th>\n",
              "      <th>V266</th>\n",
              "      <th>V267</th>\n",
              "      <th>V268</th>\n",
              "      <th>V269</th>\n",
              "      <th>V270</th>\n",
              "      <th>V271</th>\n",
              "      <th>V272</th>\n",
              "      <th>V273</th>\n",
              "      <th>V274</th>\n",
              "      <th>V275</th>\n",
              "      <th>V276</th>\n",
              "      <th>V277</th>\n",
              "      <th>V278</th>\n",
              "      <th>V279</th>\n",
              "      <th>V280</th>\n",
              "      <th>V281</th>\n",
              "      <th>V282</th>\n",
              "      <th>V283</th>\n",
              "      <th>V284</th>\n",
              "      <th>V285</th>\n",
              "      <th>V286</th>\n",
              "      <th>V287</th>\n",
              "      <th>V288</th>\n",
              "      <th>V289</th>\n",
              "      <th>V290</th>\n",
              "      <th>V291</th>\n",
              "      <th>V292</th>\n",
              "      <th>V293</th>\n",
              "      <th>V294</th>\n",
              "      <th>V295</th>\n",
              "      <th>V296</th>\n",
              "      <th>V297</th>\n",
              "      <th>V298</th>\n",
              "      <th>V299</th>\n",
              "      <th>V300</th>\n",
              "      <th>V301</th>\n",
              "      <th>V302</th>\n",
              "      <th>V303</th>\n",
              "      <th>V304</th>\n",
              "      <th>V305</th>\n",
              "      <th>V306</th>\n",
              "      <th>V307</th>\n",
              "      <th>V308</th>\n",
              "      <th>V309</th>\n",
              "      <th>V310</th>\n",
              "      <th>V311</th>\n",
              "      <th>V312</th>\n",
              "      <th>V313</th>\n",
              "      <th>V314</th>\n",
              "      <th>V315</th>\n",
              "      <th>V316</th>\n",
              "      <th>V317</th>\n",
              "      <th>V318</th>\n",
              "      <th>V319</th>\n",
              "      <th>V320</th>\n",
              "      <th>V321</th>\n",
              "      <th>V322</th>\n",
              "      <th>V323</th>\n",
              "      <th>V324</th>\n",
              "      <th>V325</th>\n",
              "      <th>V326</th>\n",
              "      <th>V327</th>\n",
              "      <th>V328</th>\n",
              "      <th>V329</th>\n",
              "      <th>V330</th>\n",
              "      <th>V331</th>\n",
              "      <th>V332</th>\n",
              "      <th>V333</th>\n",
              "      <th>V334</th>\n",
              "      <th>V335</th>\n",
              "      <th>V336</th>\n",
              "      <th>V337</th>\n",
              "      <th>V338</th>\n",
              "      <th>V339</th>\n",
              "      <th>id_01</th>\n",
              "      <th>id_02</th>\n",
              "      <th>id_03</th>\n",
              "      <th>id_04</th>\n",
              "      <th>id_05</th>\n",
              "      <th>id_06</th>\n",
              "      <th>id_07</th>\n",
              "      <th>id_08</th>\n",
              "      <th>id_09</th>\n",
              "      <th>id_10</th>\n",
              "      <th>id_11</th>\n",
              "      <th>id_12</th>\n",
              "      <th>id_13</th>\n",
              "      <th>id_14</th>\n",
              "      <th>id_15</th>\n",
              "      <th>id_16</th>\n",
              "      <th>id_17</th>\n",
              "      <th>id_18</th>\n",
              "      <th>id_19</th>\n",
              "      <th>id_20</th>\n",
              "      <th>id_21</th>\n",
              "      <th>id_22</th>\n",
              "      <th>id_23</th>\n",
              "      <th>id_24</th>\n",
              "      <th>id_25</th>\n",
              "      <th>id_26</th>\n",
              "      <th>id_27</th>\n",
              "      <th>id_28</th>\n",
              "      <th>id_29</th>\n",
              "      <th>id_30</th>\n",
              "      <th>id_31</th>\n",
              "      <th>id_32</th>\n",
              "      <th>id_33</th>\n",
              "      <th>id_34</th>\n",
              "      <th>id_35</th>\n",
              "      <th>id_36</th>\n",
              "      <th>id_37</th>\n",
              "      <th>id_38</th>\n",
              "      <th>DeviceType</th>\n",
              "      <th>DeviceInfo</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2987000</td>\n",
              "      <td>0</td>\n",
              "      <td>86400</td>\n",
              "      <td>68.500000</td>\n",
              "      <td>W</td>\n",
              "      <td>13926</td>\n",
              "      <td>NaN</td>\n",
              "      <td>150.0</td>\n",
              "      <td>discover</td>\n",
              "      <td>142.0</td>\n",
              "      <td>credit</td>\n",
              "      <td>315.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>13.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>13.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>M2</td>\n",
              "      <td>F</td>\n",
              "      <td>T</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>117.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>117.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>0.000000</td>\n",
              "      <td>117.000000</td>\n",
              "      <td>0.000000</td>\n",
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              "      <td>0.0000</td>\n",
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              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>117.0</td>\n",
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              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
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              "      <td>29.000000</td>\n",
              "      <td>W</td>\n",
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              "      <td>150.0</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>T</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2987002</td>\n",
              "      <td>0</td>\n",
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              "      <td>59.000000</td>\n",
              "      <td>W</td>\n",
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              "      <td>87.0</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>outlook.com</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>315.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>315.0</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>M0</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
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              "      <td>25.0</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>111.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>M0</td>\n",
              "      <td>T</td>\n",
              "      <td>F</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>48.0</td>\n",
              "      <td>28.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>1758.000000</td>\n",
              "      <td>925.000000</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>1758.000000</td>\n",
              "      <td>925.000000</td>\n",
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              "      <td>354.0000</td>\n",
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              "      <td>135.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>50.0</td>\n",
              "      <td>1404.0</td>\n",
              "      <td>790.0</td>\n",
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              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>279.950012</td>\n",
              "      <td>279.950012</td>\n",
              "      <td>279.950012</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>279.950012</td>\n",
              "      <td>279.950012</td>\n",
              "      <td>279.950012</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>590540 rows × 434 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "        TransactionID  isFraud  TransactionDT  TransactionAmt ProductCD  \\\n",
              "0             2987000        0          86400       68.500000         W   \n",
              "1             2987001        0          86401       29.000000         W   \n",
              "2             2987002        0          86469       59.000000         W   \n",
              "3             2987003        0          86499       50.000000         W   \n",
              "4             2987004        0          86506       50.000000         H   \n",
              "...               ...      ...            ...             ...       ...   \n",
              "590535        3577535        0       15811047       49.000000         W   \n",
              "590536        3577536        0       15811049       39.500000         W   \n",
              "590537        3577537        0       15811079       30.953125         W   \n",
              "590538        3577538        0       15811088      117.000000         W   \n",
              "590539        3577539        0       15811131      280.000000         W   \n",
              "\n",
              "        card1  card2  card3       card4  card5   card6  addr1  addr2  dist1  \\\n",
              "0       13926    NaN  150.0    discover  142.0  credit  315.0   87.0   19.0   \n",
              "1        2755  404.0  150.0  mastercard  102.0  credit  325.0   87.0    NaN   \n",
              "2        4663  490.0  150.0        visa  166.0   debit  330.0   87.0  287.0   \n",
              "3       18132  567.0  150.0  mastercard  117.0   debit  476.0   87.0    NaN   \n",
              "4        4497  514.0  150.0  mastercard  102.0  credit  420.0   87.0    NaN   \n",
              "...       ...    ...    ...         ...    ...     ...    ...    ...    ...   \n",
              "590535   6550    NaN  150.0        visa  226.0   debit  272.0   87.0   48.0   \n",
              "590536  10444  225.0  150.0  mastercard  224.0   debit  204.0   87.0    NaN   \n",
              "590537  12037  595.0  150.0  mastercard  224.0   debit  231.0   87.0    NaN   \n",
              "590538   7826  481.0  150.0  mastercard  224.0   debit  387.0   87.0    3.0   \n",
              "590539  15066  170.0  150.0  mastercard  102.0  credit  299.0   87.0    NaN   \n",
              "\n",
              "        dist2 P_emaildomain R_emaildomain   C1   C2   C3   C4   C5   C6   C7  \\\n",
              "0         NaN           NaN           NaN  1.0  1.0  0.0  0.0  0.0  1.0  0.0   \n",
              "1         NaN     gmail.com           NaN  1.0  1.0  0.0  0.0  0.0  1.0  0.0   \n",
              "2         NaN   outlook.com           NaN  1.0  1.0  0.0  0.0  0.0  1.0  0.0   \n",
              "3         NaN     yahoo.com           NaN  2.0  5.0  0.0  0.0  0.0  4.0  0.0   \n",
              "4         NaN     gmail.com           NaN  1.0  1.0  0.0  0.0  0.0  1.0  0.0   \n",
              "...       ...           ...           ...  ...  ...  ...  ...  ...  ...  ...   \n",
              "590535    NaN           NaN           NaN  2.0  1.0  0.0  0.0  1.0  0.0  0.0   \n",
              "590536    NaN     gmail.com           NaN  1.0  1.0  0.0  0.0  0.0  1.0  0.0   \n",
              "590537    NaN     gmail.com           NaN  1.0  1.0  0.0  0.0  1.0  1.0  0.0   \n",
              "590538    NaN       aol.com           NaN  1.0  1.0  0.0  0.0  0.0  3.0  0.0   \n",
              "590539    NaN     gmail.com           NaN  2.0  1.0  0.0  0.0  1.0  1.0  0.0   \n",
              "\n",
              "         C8   C9  C10  C11  C12   C13  C14     D1     D2    D3    D4   D5  D6  \\\n",
              "0       0.0  1.0  0.0  2.0  0.0   1.0  1.0   14.0    NaN  13.0   NaN  NaN NaN   \n",
              "1       0.0  0.0  0.0  1.0  0.0   1.0  1.0    0.0    NaN   NaN   0.0  NaN NaN   \n",
              "2       0.0  1.0  0.0  1.0  0.0   1.0  1.0    0.0    NaN   NaN   0.0  NaN NaN   \n",
              "3       0.0  1.0  0.0  1.0  0.0  25.0  1.0  112.0  112.0   0.0  94.0  0.0 NaN   \n",
              "4       1.0  0.0  1.0  1.0  0.0   1.0  1.0    0.0    NaN   NaN   NaN  NaN NaN   \n",
              "...     ...  ...  ...  ...  ...   ...  ...    ...    ...   ...   ...  ...  ..   \n",
              "590535  0.0  2.0  0.0  1.0  0.0   3.0  2.0   29.0   29.0  30.0   NaN  NaN NaN   \n",
              "590536  0.0  1.0  0.0  1.0  0.0   1.0  1.0    0.0    NaN   NaN   0.0  NaN NaN   \n",
              "590537  0.0  1.0  0.0  1.0  0.0   1.0  1.0    0.0    NaN   NaN   0.0  NaN NaN   \n",
              "590538  0.0  2.0  0.0  1.0  1.0   5.0  1.0   22.0   22.0   0.0  22.0  0.0 NaN   \n",
              "590539  0.0  2.0  0.0  1.0  0.0   1.0  1.0    0.0    NaN   0.0   1.0  0.0 NaN   \n",
              "\n",
              "        D7  D8  D9   D10    D11  D12  D13  D14    D15   M1   M2   M3   M4  \\\n",
              "0      NaN NaN NaN  13.0   13.0  NaN  NaN  NaN    0.0    T    T    T   M2   \n",
              "1      NaN NaN NaN   0.0    NaN  NaN  NaN  NaN    0.0  NaN  NaN  NaN   M0   \n",
              "2      NaN NaN NaN   0.0  315.0  NaN  NaN  NaN  315.0    T    T    T   M0   \n",
              "3      NaN NaN NaN  84.0    NaN  NaN  NaN  NaN  111.0  NaN  NaN  NaN   M0   \n",
              "4      NaN NaN NaN   NaN    NaN  NaN  NaN  NaN    NaN  NaN  NaN  NaN  NaN   \n",
              "...     ..  ..  ..   ...    ...  ...  ...  ...    ...  ...  ...  ...  ...   \n",
              "590535 NaN NaN NaN  56.0   56.0  NaN  NaN  NaN   56.0    T    T    T   M0   \n",
              "590536 NaN NaN NaN   0.0    0.0  NaN  NaN  NaN    0.0    T    F    F   M0   \n",
              "590537 NaN NaN NaN   0.0    0.0  NaN  NaN  NaN    0.0    T    F    F  NaN   \n",
              "590538 NaN NaN NaN  22.0   22.0  NaN  NaN  NaN   22.0    T    T    T   M0   \n",
              "590539 NaN NaN NaN   1.0    0.0  NaN  NaN  NaN    1.0    T    F    F  NaN   \n",
              "\n",
              "         M5   M6   M7   M8   M9   V1   V2   V3   V4   V5   V6   V7   V8   V9  \\\n",
              "0         F    T  NaN  NaN  NaN  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
              "1         T    T  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
              "2         F    F    F    F    F  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
              "3         T    F  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
              "4       NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
              "...     ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
              "590535    T    F    F    F    T  1.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
              "590536    F    T    F    F    F  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
              "590537  NaN    T  NaN  NaN  NaN  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
              "590538    F    T  NaN  NaN  NaN  1.0  1.0  1.0  2.0  2.0  1.0  1.0  1.0  1.0   \n",
              "590539  NaN    T    F    F    F  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
              "\n",
              "        V10  V11  V12  V13  V14  V15  V16  V17  V18  V19  V20  V21  V22  V23  \\\n",
              "0       0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0   \n",
              "1       NaN  NaN  0.0  0.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0   \n",
              "2       0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0   \n",
              "3       NaN  NaN  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0   \n",
              "4       NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
              "...     ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
              "590535  0.0  0.0  2.0  2.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0   \n",
              "590536  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0   \n",
              "590537  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0   \n",
              "590538  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  2.0  2.0  0.0  0.0  1.0   \n",
              "590539  1.0  1.0  2.0  2.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  2.0   \n",
              "\n",
              "        V24  V25  V26  V27  V28  V29  V30  V31  V32  V33  V34  V35  V36  V37  \\\n",
              "0       1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  NaN  NaN  NaN   \n",
              "1       1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0   \n",
              "2       1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0   \n",
              "3       1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0   \n",
              "4       NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
              "...     ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
              "590535  1.0  1.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  NaN  NaN  NaN   \n",
              "590536  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0   \n",
              "590537  1.0  1.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0   \n",
              "590538  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
              "590539  2.0  1.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  2.0  2.0  1.0   \n",
              "\n",
              "        V38  V39  V40  V41  V42  V43  V44  V45  V46  V47  V48  V49  V50  V51  \\\n",
              "0       NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
              "1       1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0   \n",
              "2       1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0   \n",
              "3       1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0   \n",
              "4       NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
              "...     ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
              "590535  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
              "590536  1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0   \n",
              "590537  1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0   \n",
              "590538  1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0   \n",
              "590539  1.0  0.0  0.0  1.0  0.0  0.0  2.0  2.0  1.0  1.0  1.0  1.0  0.0  0.0   \n",
              "\n",
              "        V52  V53  V54  V55  V56  V57  V58  V59  V60  V61  V62  V63  V64  V65  \\\n",
              "0       NaN  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0   \n",
              "1       0.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0   \n",
              "2       0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0   \n",
              "3       0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0   \n",
              "4       NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
              "...     ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
              "590535  NaN  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0   \n",
              "590536  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0   \n",
              "590537  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0   \n",
              "590538  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  2.0  2.0  0.0  0.0  1.0   \n",
              "590539  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0   \n",
              "\n",
              "        V66  V67  V68  V69  V70  V71  V72  V73  V74  V75  V76  V77  V78  V79  \\\n",
              "0       1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0   \n",
              "1       1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0   \n",
              "2       1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0   \n",
              "3       1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0   \n",
              "4       NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
              "...     ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
              "590535  1.0  1.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  2.0  2.0  1.0  1.0  0.0   \n",
              "590536  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0   \n",
              "590537  1.0  1.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0   \n",
              "590538  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0  0.0   \n",
              "590539  1.0  1.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  2.0  2.0  1.0  1.0  0.0   \n",
              "\n",
              "        V80  V81  V82  V83  V84  V85  V86  V87  V88  V89  V90  V91  V92  V93  \\\n",
              "0       0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0   \n",
              "1       0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0   \n",
              "2       0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0   \n",
              "3       0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0   \n",
              "4       NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
              "...     ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
              "590535  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  0.0  1.0  1.0  0.0  0.0   \n",
              "590536  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0   \n",
              "590537  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  1.0  1.0  0.0  0.0   \n",
              "590538  0.0  0.0  2.0  2.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0   \n",
              "590539  0.0  0.0  1.0  1.0  0.0  0.0  2.0  2.0  1.0  0.0  1.0  1.0  0.0  0.0   \n",
              "\n",
              "        V94  V95   V96   V97  V98   V99  V100  V101  V102  V103  V104  V105  \\\n",
              "0       0.0  0.0   1.0   0.0  0.0   0.0   0.0   0.0   1.0   0.0   0.0   0.0   \n",
              "1       0.0  0.0   0.0   0.0  0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "2       0.0  0.0   0.0   0.0  0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "3       0.0  1.0  48.0  28.0  0.0  10.0   4.0   1.0  38.0  24.0   0.0   0.0   \n",
              "4       NaN  0.0   0.0   0.0  0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "...     ...  ...   ...   ...  ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "590535  0.0  0.0   1.0   0.0  0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "590536  0.0  0.0   0.0   0.0  0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "590537  0.0  0.0   0.0   0.0  0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "590538  0.0  1.0   4.0   1.0  1.0   1.0   1.0   0.0   3.0   0.0   0.0   0.0   \n",
              "590539  0.0  1.0   1.0   1.0  0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   \n",
              "\n",
              "        V106  V107  V108  V109  V110  V111  V112  V113  V114  V115  V116  \\\n",
              "0        0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "1        0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "2        0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "3        0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "4        0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "590535   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "590536   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "590537   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "590538   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "590539   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "\n",
              "        V117  V118  V119  V120  V121  V122  V123  V124  V125        V126  \\\n",
              "0        1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0    0.000000   \n",
              "1        1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0    0.000000   \n",
              "2        1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0    0.000000   \n",
              "3        1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   50.000000   \n",
              "4        1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0    0.000000   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...         ...   \n",
              "590535   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0    0.000000   \n",
              "590536   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0    0.000000   \n",
              "590537   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0    0.000000   \n",
              "590538   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0  117.000000   \n",
              "590539   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0  279.950012   \n",
              "\n",
              "               V127        V128   V129      V130   V131  V132    V133   V134  \\\n",
              "0        117.000000    0.000000    0.0    0.0000    0.0   0.0   117.0    0.0   \n",
              "1          0.000000    0.000000    0.0    0.0000    0.0   0.0     0.0    0.0   \n",
              "2          0.000000    0.000000    0.0    0.0000    0.0   0.0     0.0    0.0   \n",
              "3       1758.000000  925.000000    0.0  354.0000  135.0  50.0  1404.0  790.0   \n",
              "4          0.000000    0.000000    0.0    0.0000    0.0   0.0     0.0    0.0   \n",
              "...             ...         ...    ...       ...    ...   ...     ...    ...   \n",
              "590535    47.950001    0.000000    0.0   47.9375    0.0   0.0     0.0    0.0   \n",
              "590536     0.000000    0.000000    0.0    0.0000    0.0   0.0     0.0    0.0   \n",
              "590537     0.000000    0.000000    0.0    0.0000    0.0   0.0     0.0    0.0   \n",
              "590538  1035.500000  117.000000  117.0  117.0000  117.0   0.0   918.5    0.0   \n",
              "590539   279.950012  279.950012    0.0    0.0000    0.0   0.0     0.0    0.0   \n",
              "\n",
              "              V135        V136        V137  V138  V139  V140  V141  V142  \\\n",
              "0         0.000000    0.000000    0.000000   NaN   NaN   NaN   NaN   NaN   \n",
              "1         0.000000    0.000000    0.000000   NaN   NaN   NaN   NaN   NaN   \n",
              "2         0.000000    0.000000    0.000000   NaN   NaN   NaN   NaN   NaN   \n",
              "3         0.000000    0.000000    0.000000   NaN   NaN   NaN   NaN   NaN   \n",
              "4         0.000000    0.000000    0.000000   0.0   0.0   0.0   0.0   0.0   \n",
              "...            ...         ...         ...   ...   ...   ...   ...   ...   \n",
              "590535    0.000000    0.000000    0.000000   NaN   NaN   NaN   NaN   NaN   \n",
              "590536    0.000000    0.000000    0.000000   NaN   NaN   NaN   NaN   NaN   \n",
              "590537    0.000000    0.000000    0.000000   NaN   NaN   NaN   NaN   NaN   \n",
              "590538    0.000000    0.000000    0.000000   NaN   NaN   NaN   NaN   NaN   \n",
              "590539  279.950012  279.950012  279.950012   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "        V143  V144   V145  V146  V147  V148  V149    V150  V151  V152  V153  \\\n",
              "0        NaN   NaN    NaN   NaN   NaN   NaN   NaN     NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN    NaN   NaN   NaN   NaN   NaN     NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN    NaN   NaN   NaN   NaN   NaN     NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN    NaN   NaN   NaN   NaN   NaN     NaN   NaN   NaN   NaN   \n",
              "4        6.0  18.0  140.0   0.0   0.0   0.0   0.0  1803.0  49.0  64.0   0.0   \n",
              "...      ...   ...    ...   ...   ...   ...   ...     ...   ...   ...   ...   \n",
              "590535   NaN   NaN    NaN   NaN   NaN   NaN   NaN     NaN   NaN   NaN   NaN   \n",
              "590536   NaN   NaN    NaN   NaN   NaN   NaN   NaN     NaN   NaN   NaN   NaN   \n",
              "590537   NaN   NaN    NaN   NaN   NaN   NaN   NaN     NaN   NaN   NaN   NaN   \n",
              "590538   NaN   NaN    NaN   NaN   NaN   NaN   NaN     NaN   NaN   NaN   NaN   \n",
              "590539   NaN   NaN    NaN   NaN   NaN   NaN   NaN     NaN   NaN   NaN   NaN   \n",
              "\n",
              "        V154  V155  V156  V157  V158     V159           V160  V161  V162  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN      NaN            NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN      NaN            NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN      NaN            NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN      NaN            NaN   NaN   NaN   \n",
              "4        0.0   0.0   0.0   0.0   0.0  15560.0  169690.796875   0.0   0.0   \n",
              "...      ...   ...   ...   ...   ...      ...            ...   ...   ...   \n",
              "590535   NaN   NaN   NaN   NaN   NaN      NaN            NaN   NaN   NaN   \n",
              "590536   NaN   NaN   NaN   NaN   NaN      NaN            NaN   NaN   NaN   \n",
              "590537   NaN   NaN   NaN   NaN   NaN      NaN            NaN   NaN   NaN   \n",
              "590538   NaN   NaN   NaN   NaN   NaN      NaN            NaN   NaN   NaN   \n",
              "590539   NaN   NaN   NaN   NaN   NaN      NaN            NaN   NaN   NaN   \n",
              "\n",
              "        V163   V164    V165    V166  V167  V168  V169  V170  V171  V172  V173  \\\n",
              "0        NaN    NaN     NaN     NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN    NaN     NaN     NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN    NaN     NaN     NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN    NaN     NaN     NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        0.0  515.0  5155.0  2840.0   0.0   0.0   0.0   1.0   1.0   0.0   0.0   \n",
              "...      ...    ...     ...     ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "590535   NaN    NaN     NaN     NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590536   NaN    NaN     NaN     NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590537   NaN    NaN     NaN     NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590538   NaN    NaN     NaN     NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590539   NaN    NaN     NaN     NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "        V174  V175  V176  V177  V178  V179  V180  V181  V182  V183  V184  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        0.0   0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "590535   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590536   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590537   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590538   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590539   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "        V185  V186  V187  V188  V189  V190  V191  V192  V193  V194  V195  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "590535   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590536   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590537   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590538   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590539   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "        V196  V197  V198  V199  V200  V201  V202  V203  V204  V205  V206  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        1.0   1.0   1.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "590535   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590536   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590537   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590538   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590539   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "        V207  V208  V209  V210  V211  V212  V213  V214  V215  V216  V217  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "590535   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590536   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590537   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590538   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590539   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "        V218  V219  V220  V221  V222  V223  V224  V225  V226  V227  V228  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   1.0   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "590535   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590536   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590537   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590538   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590539   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "        V229  V230  V231  V232  V233  V234  V235  V236  V237  V238  V239  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "590535   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590536   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590537   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590538   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590539   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "        V240  V241  V242  V243  V244  V245  V246  V247  V248  V249  V250  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "590535   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590536   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590537   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590538   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590539   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "        V251  V252  V253  V254  V255  V256  V257  V258  V259  V260  V261  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "590535   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590536   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590537   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590538   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590539   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "        V262  V263  V264  V265  V266  V267  V268  V269  V270  V271  V272  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "590535   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590536   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590537   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590538   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590539   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "        V273  V274  V275  V276  V277  V278  V279  V280  V281  V282  V283  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   0.0   0.0   0.0   1.0   1.0   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   0.0   0.0   0.0   1.0   1.0   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   0.0   0.0   0.0   1.0   1.0   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   1.0  28.0   0.0   0.0   0.0   \n",
              "4        0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "590535   NaN   NaN   NaN   NaN   NaN   NaN   0.0   0.0   0.0   1.0   1.0   \n",
              "590536   NaN   NaN   NaN   NaN   NaN   NaN   0.0   0.0   0.0   1.0   1.0   \n",
              "590537   NaN   NaN   NaN   NaN   NaN   NaN   0.0   0.0   0.0   1.0   1.0   \n",
              "590538   NaN   NaN   NaN   NaN   NaN   NaN   1.0   1.0   0.0   2.0   7.0   \n",
              "590539   NaN   NaN   NaN   NaN   NaN   NaN   1.0   1.0   0.0   2.0   2.0   \n",
              "\n",
              "        V284  V285  V286  V287  V288  V289  V290  V291  V292  V293  V294  \\\n",
              "0        0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   0.0   1.0   \n",
              "1        0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   0.0   0.0   \n",
              "2        0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   0.0   0.0   \n",
              "3        0.0  10.0   0.0   4.0   0.0   0.0   1.0   1.0   1.0   1.0  38.0   \n",
              "4        0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   0.0   0.0   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "590535   0.0   1.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   0.0   0.0   \n",
              "590536   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   0.0   0.0   \n",
              "590537   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   0.0   0.0   \n",
              "590538   1.0   5.0   0.0   1.0   1.0   1.0   1.0   2.0   1.0   0.0  11.0   \n",
              "590539   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   0.0   0.0   \n",
              "\n",
              "        V295  V296  V297  V298  V299  V300  V301  V302  V303  V304  V305  \\\n",
              "0        0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   \n",
              "1        0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   \n",
              "2        0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   \n",
              "3       24.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   \n",
              "4        0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "590535   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   \n",
              "590536   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   \n",
              "590537   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   \n",
              "590538   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   \n",
              "590539   0.0   1.0   1.0   1.0   1.0   1.0   1.0   0.0   0.0   0.0   1.0   \n",
              "\n",
              "              V306         V307        V308   V309      V310  V311   V312  \\\n",
              "0         0.000000   117.000000    0.000000    0.0    0.0000   0.0    0.0   \n",
              "1         0.000000     0.000000    0.000000    0.0    0.0000   0.0    0.0   \n",
              "2         0.000000     0.000000    0.000000    0.0    0.0000   0.0    0.0   \n",
              "3        50.000000  1758.000000  925.000000    0.0  354.0000   0.0  135.0   \n",
              "4         0.000000     0.000000    0.000000    0.0    0.0000   0.0    0.0   \n",
              "...            ...          ...         ...    ...       ...   ...    ...   \n",
              "590535    0.000000    47.950001    0.000000    0.0   47.9375   0.0    0.0   \n",
              "590536    0.000000     0.000000    0.000000    0.0    0.0000   0.0    0.0   \n",
              "590537    0.000000     0.000000    0.000000    0.0    0.0000   0.0    0.0   \n",
              "590538  117.000000  2903.500000  117.000000  117.0  669.5000   0.0  117.0   \n",
              "590539  279.950012   279.950012  279.950012    0.0    0.0000   0.0    0.0   \n",
              "\n",
              "            V313      V314      V315  V316    V317   V318        V319  \\\n",
              "0         0.0000    0.0000    0.0000   0.0   117.0    0.0    0.000000   \n",
              "1         0.0000    0.0000    0.0000   0.0     0.0    0.0    0.000000   \n",
              "2         0.0000    0.0000    0.0000   0.0     0.0    0.0    0.000000   \n",
              "3         0.0000    0.0000    0.0000  50.0  1404.0  790.0    0.000000   \n",
              "4         0.0000    0.0000    0.0000   0.0     0.0    0.0    0.000000   \n",
              "...          ...       ...       ...   ...     ...    ...         ...   \n",
              "590535   47.9375   47.9375   47.9375   0.0     0.0    0.0    0.000000   \n",
              "590536    0.0000    0.0000    0.0000   0.0     0.0    0.0    0.000000   \n",
              "590537    0.0000    0.0000    0.0000   0.0     0.0    0.0    0.000000   \n",
              "590538  317.5000  669.5000  317.5000   0.0  2234.0    0.0    0.000000   \n",
              "590539    0.0000    0.0000    0.0000   0.0     0.0    0.0  279.950012   \n",
              "\n",
              "              V320        V321  V322  V323  V324  V325  V326  V327  V328  \\\n",
              "0         0.000000    0.000000   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1         0.000000    0.000000   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2         0.000000    0.000000   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3         0.000000    0.000000   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4         0.000000    0.000000   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "...            ...         ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "590535    0.000000    0.000000   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590536    0.000000    0.000000   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590537    0.000000    0.000000   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590538    0.000000    0.000000   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590539  279.950012  279.950012   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "        V329  V330  V331  V332  V333  V334  V335  V336  V337  V338  V339  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "590535   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590536   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590537   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590538   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "590539   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "        id_01    id_02  id_03  id_04  id_05  id_06  id_07  id_08  id_09  \\\n",
              "0         NaN      NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
              "1         NaN      NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
              "2         NaN      NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
              "3         NaN      NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
              "4         0.0  70787.0    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
              "...       ...      ...    ...    ...    ...    ...    ...    ...    ...   \n",
              "590535    NaN      NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
              "590536    NaN      NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
              "590537    NaN      NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
              "590538    NaN      NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
              "590539    NaN      NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
              "\n",
              "        id_10  id_11     id_12  id_13  id_14 id_15     id_16  id_17  id_18  \\\n",
              "0         NaN    NaN       NaN    NaN    NaN   NaN       NaN    NaN    NaN   \n",
              "1         NaN    NaN       NaN    NaN    NaN   NaN       NaN    NaN    NaN   \n",
              "2         NaN    NaN       NaN    NaN    NaN   NaN       NaN    NaN    NaN   \n",
              "3         NaN    NaN       NaN    NaN    NaN   NaN       NaN    NaN    NaN   \n",
              "4         NaN  100.0  NotFound    NaN -480.0   New  NotFound  166.0    NaN   \n",
              "...       ...    ...       ...    ...    ...   ...       ...    ...    ...   \n",
              "590535    NaN    NaN       NaN    NaN    NaN   NaN       NaN    NaN    NaN   \n",
              "590536    NaN    NaN       NaN    NaN    NaN   NaN       NaN    NaN    NaN   \n",
              "590537    NaN    NaN       NaN    NaN    NaN   NaN       NaN    NaN    NaN   \n",
              "590538    NaN    NaN       NaN    NaN    NaN   NaN       NaN    NaN    NaN   \n",
              "590539    NaN    NaN       NaN    NaN    NaN   NaN       NaN    NaN    NaN   \n",
              "\n",
              "        id_19  id_20  id_21  id_22 id_23  id_24  id_25  id_26 id_27 id_28  \\\n",
              "0         NaN    NaN    NaN    NaN   NaN    NaN    NaN    NaN   NaN   NaN   \n",
              "1         NaN    NaN    NaN    NaN   NaN    NaN    NaN    NaN   NaN   NaN   \n",
              "2         NaN    NaN    NaN    NaN   NaN    NaN    NaN    NaN   NaN   NaN   \n",
              "3         NaN    NaN    NaN    NaN   NaN    NaN    NaN    NaN   NaN   NaN   \n",
              "4       542.0  144.0    NaN    NaN   NaN    NaN    NaN    NaN   NaN   New   \n",
              "...       ...    ...    ...    ...   ...    ...    ...    ...   ...   ...   \n",
              "590535    NaN    NaN    NaN    NaN   NaN    NaN    NaN    NaN   NaN   NaN   \n",
              "590536    NaN    NaN    NaN    NaN   NaN    NaN    NaN    NaN   NaN   NaN   \n",
              "590537    NaN    NaN    NaN    NaN   NaN    NaN    NaN    NaN   NaN   NaN   \n",
              "590538    NaN    NaN    NaN    NaN   NaN    NaN    NaN    NaN   NaN   NaN   \n",
              "590539    NaN    NaN    NaN    NaN   NaN    NaN    NaN    NaN   NaN   NaN   \n",
              "\n",
              "           id_29        id_30                id_31  id_32      id_33  \\\n",
              "0            NaN          NaN                  NaN    NaN        NaN   \n",
              "1            NaN          NaN                  NaN    NaN        NaN   \n",
              "2            NaN          NaN                  NaN    NaN        NaN   \n",
              "3            NaN          NaN                  NaN    NaN        NaN   \n",
              "4       NotFound  Android 7.0  samsung browser 6.2   32.0  2220x1080   \n",
              "...          ...          ...                  ...    ...        ...   \n",
              "590535       NaN          NaN                  NaN    NaN        NaN   \n",
              "590536       NaN          NaN                  NaN    NaN        NaN   \n",
              "590537       NaN          NaN                  NaN    NaN        NaN   \n",
              "590538       NaN          NaN                  NaN    NaN        NaN   \n",
              "590539       NaN          NaN                  NaN    NaN        NaN   \n",
              "\n",
              "                 id_34 id_35 id_36 id_37 id_38 DeviceType  \\\n",
              "0                  NaN   NaN   NaN   NaN   NaN        NaN   \n",
              "1                  NaN   NaN   NaN   NaN   NaN        NaN   \n",
              "2                  NaN   NaN   NaN   NaN   NaN        NaN   \n",
              "3                  NaN   NaN   NaN   NaN   NaN        NaN   \n",
              "4       match_status:2     T     F     T     T     mobile   \n",
              "...                ...   ...   ...   ...   ...        ...   \n",
              "590535             NaN   NaN   NaN   NaN   NaN        NaN   \n",
              "590536             NaN   NaN   NaN   NaN   NaN        NaN   \n",
              "590537             NaN   NaN   NaN   NaN   NaN        NaN   \n",
              "590538             NaN   NaN   NaN   NaN   NaN        NaN   \n",
              "590539             NaN   NaN   NaN   NaN   NaN        NaN   \n",
              "\n",
              "                           DeviceInfo  \n",
              "0                                 NaN  \n",
              "1                                 NaN  \n",
              "2                                 NaN  \n",
              "3                                 NaN  \n",
              "4       SAMSUNG SM-G892A Build/NRD90M  \n",
              "...                               ...  \n",
              "590535                            NaN  \n",
              "590536                            NaN  \n",
              "590537                            NaN  \n",
              "590538                            NaN  \n",
              "590539                            NaN  \n",
              "\n",
              "[590540 rows x 434 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 770
        },
        "id": "Yq_fB880Wl7s",
        "outputId": "ea6fb5a0-29ca-412d-c3cd-167794ef1ca4"
      },
      "source": [
        "cols_2_shrink(test)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "convert_to_int8 : [] \n",
            "\n",
            "convert_to_int16 : ['card1'] \n",
            "\n",
            "convert_to_int32 : ['TransactionID', 'TransactionDT'] \n",
            "\n",
            "convert_to_int64 : [] \n",
            "\n",
            "convert_to_float16 : [] \n",
            "\n",
            "convert_to_float32 : ['TransactionAmt', 'card2', 'card3', 'card5', 'addr1', 'addr2', 'dist1', 'dist2', 'C1', 'C2', 'C3', 'C4', 'C5', 'C6', 'C7', 'C8', 'C9', 'C10', 'C11', 'C12', 'C13', 'C14', 'D1', 'D2', 'D3', 'D4', 'D5', 'D6', 'D7', 'D8', 'D9', 'D10', 'D11', 'D12', 'D13', 'D14', 'D15', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6', 'V7', 'V8', 'V9', 'V10', 'V11', 'V12', 'V13', 'V14', 'V15', 'V16', 'V17', 'V18', 'V19', 'V20', 'V21', 'V22', 'V23', 'V24', 'V25', 'V26', 'V27', 'V28', 'V29', 'V30', 'V31', 'V32', 'V33', 'V34', 'V35', 'V36', 'V37', 'V38', 'V39', 'V40', 'V41', 'V42', 'V43', 'V44', 'V45', 'V46', 'V47', 'V48', 'V49', 'V50', 'V51', 'V52', 'V53', 'V54', 'V55', 'V56', 'V57', 'V58', 'V59', 'V60', 'V61', 'V62', 'V63', 'V64', 'V65', 'V66', 'V67', 'V68', 'V69', 'V70', 'V71', 'V72', 'V73', 'V74', 'V75', 'V76', 'V77', 'V78', 'V79', 'V80', 'V81', 'V82', 'V83', 'V84', 'V85', 'V86', 'V87', 'V88', 'V89', 'V90', 'V91', 'V92', 'V93', 'V94', 'V95', 'V96', 'V97', 'V98', 'V99', 'V100', 'V101', 'V102', 'V103', 'V104', 'V105', 'V106', 'V107', 'V108', 'V109', 'V110', 'V111', 'V112', 'V113', 'V114', 'V115', 'V116', 'V117', 'V118', 'V119', 'V120', 'V121', 'V122', 'V123', 'V124', 'V125', 'V126', 'V127', 'V128', 'V129', 'V130', 'V131', 'V132', 'V133', 'V134', 'V135', 'V136', 'V137', 'V138', 'V139', 'V140', 'V141', 'V142', 'V143', 'V144', 'V145', 'V146', 'V147', 'V148', 'V149', 'V150', 'V151', 'V152', 'V153', 'V154', 'V155', 'V156', 'V157', 'V158', 'V159', 'V160', 'V161', 'V162', 'V163', 'V164', 'V165', 'V166', 'V167', 'V168', 'V169', 'V170', 'V171', 'V172', 'V173', 'V174', 'V175', 'V176', 'V177', 'V178', 'V179', 'V180', 'V181', 'V182', 'V183', 'V184', 'V185', 'V186', 'V187', 'V188', 'V189', 'V190', 'V191', 'V192', 'V193', 'V194', 'V195', 'V196', 'V197', 'V198', 'V199', 'V200', 'V201', 'V202', 'V203', 'V204', 'V205', 'V206', 'V207', 'V208', 'V209', 'V210', 'V211', 'V212', 'V213', 'V214', 'V215', 'V216', 'V217', 'V218', 'V219', 'V220', 'V221', 'V222', 'V223', 'V224', 'V225', 'V226', 'V227', 'V228', 'V229', 'V230', 'V231', 'V232', 'V233', 'V234', 'V235', 'V236', 'V237', 'V238', 'V239', 'V240', 'V241', 'V242', 'V243', 'V244', 'V245', 'V246', 'V247', 'V248', 'V249', 'V250', 'V251', 'V252', 'V253', 'V254', 'V255', 'V256', 'V257', 'V258', 'V259', 'V260', 'V261', 'V262', 'V263', 'V264', 'V265', 'V266', 'V267', 'V268', 'V269', 'V270', 'V271', 'V272', 'V273', 'V274', 'V275', 'V276', 'V277', 'V278', 'V279', 'V280', 'V281', 'V282', 'V283', 'V284', 'V285', 'V286', 'V287', 'V288', 'V289', 'V290', 'V291', 'V292', 'V293', 'V294', 'V295', 'V296', 'V297', 'V298', 'V299', 'V300', 'V301', 'V302', 'V303', 'V304', 'V305', 'V306', 'V307', 'V308', 'V309', 'V310', 'V311', 'V312', 'V313', 'V314', 'V315', 'V316', 'V317', 'V318', 'V319', 'V320', 'V321', 'V322', 'V323', 'V324', 'V325', 'V326', 'V327', 'V328', 'V329', 'V330', 'V331', 'V332', 'V333', 'V334', 'V335', 'V336', 'V337', 'V338', 'V339', 'id_01', 'id_02', 'id_03', 'id_04', 'id_05', 'id_06', 'id_07', 'id_08', 'id_09', 'id_10', 'id_11', 'id_13', 'id_14', 'id_17', 'id_18', 'id_19', 'id_20', 'id_21', 'id_22', 'id_24', 'id_25', 'id_26', 'id_32'] \n",
            "\n",
            "convert_to_float64 : [] \n",
            "\n",
            "Mem. usage decreased to 899.75 Mb (-59.1% reduction)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
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              "      <th></th>\n",
              "      <th>TransactionID</th>\n",
              "      <th>TransactionDT</th>\n",
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              "      <th>V36</th>\n",
              "      <th>V37</th>\n",
              "      <th>V38</th>\n",
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              "      <th>V40</th>\n",
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              "      <th>V141</th>\n",
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              "      <th>V143</th>\n",
              "      <th>V144</th>\n",
              "      <th>V145</th>\n",
              "      <th>V146</th>\n",
              "      <th>V147</th>\n",
              "      <th>V148</th>\n",
              "      <th>V149</th>\n",
              "      <th>V150</th>\n",
              "      <th>V151</th>\n",
              "      <th>V152</th>\n",
              "      <th>V153</th>\n",
              "      <th>V154</th>\n",
              "      <th>V155</th>\n",
              "      <th>V156</th>\n",
              "      <th>V157</th>\n",
              "      <th>V158</th>\n",
              "      <th>V159</th>\n",
              "      <th>V160</th>\n",
              "      <th>V161</th>\n",
              "      <th>V162</th>\n",
              "      <th>V163</th>\n",
              "      <th>V164</th>\n",
              "      <th>V165</th>\n",
              "      <th>V166</th>\n",
              "      <th>V167</th>\n",
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              "      <th>V169</th>\n",
              "      <th>V170</th>\n",
              "      <th>V171</th>\n",
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              "      <th>V174</th>\n",
              "      <th>V175</th>\n",
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              "      <th>V177</th>\n",
              "      <th>V178</th>\n",
              "      <th>V179</th>\n",
              "      <th>V180</th>\n",
              "      <th>V181</th>\n",
              "      <th>V182</th>\n",
              "      <th>V183</th>\n",
              "      <th>V184</th>\n",
              "      <th>V185</th>\n",
              "      <th>V186</th>\n",
              "      <th>V187</th>\n",
              "      <th>V188</th>\n",
              "      <th>V189</th>\n",
              "      <th>V190</th>\n",
              "      <th>V191</th>\n",
              "      <th>V192</th>\n",
              "      <th>V193</th>\n",
              "      <th>V194</th>\n",
              "      <th>V195</th>\n",
              "      <th>V196</th>\n",
              "      <th>V197</th>\n",
              "      <th>V198</th>\n",
              "      <th>V199</th>\n",
              "      <th>V200</th>\n",
              "      <th>V201</th>\n",
              "      <th>V202</th>\n",
              "      <th>V203</th>\n",
              "      <th>V204</th>\n",
              "      <th>V205</th>\n",
              "      <th>V206</th>\n",
              "      <th>V207</th>\n",
              "      <th>V208</th>\n",
              "      <th>V209</th>\n",
              "      <th>V210</th>\n",
              "      <th>V211</th>\n",
              "      <th>V212</th>\n",
              "      <th>V213</th>\n",
              "      <th>V214</th>\n",
              "      <th>V215</th>\n",
              "      <th>V216</th>\n",
              "      <th>V217</th>\n",
              "      <th>V218</th>\n",
              "      <th>V219</th>\n",
              "      <th>V220</th>\n",
              "      <th>V221</th>\n",
              "      <th>V222</th>\n",
              "      <th>V223</th>\n",
              "      <th>V224</th>\n",
              "      <th>V225</th>\n",
              "      <th>V226</th>\n",
              "      <th>V227</th>\n",
              "      <th>V228</th>\n",
              "      <th>V229</th>\n",
              "      <th>V230</th>\n",
              "      <th>V231</th>\n",
              "      <th>V232</th>\n",
              "      <th>V233</th>\n",
              "      <th>V234</th>\n",
              "      <th>V235</th>\n",
              "      <th>V236</th>\n",
              "      <th>V237</th>\n",
              "      <th>V238</th>\n",
              "      <th>V239</th>\n",
              "      <th>V240</th>\n",
              "      <th>V241</th>\n",
              "      <th>V242</th>\n",
              "      <th>V243</th>\n",
              "      <th>V244</th>\n",
              "      <th>V245</th>\n",
              "      <th>V246</th>\n",
              "      <th>V247</th>\n",
              "      <th>V248</th>\n",
              "      <th>V249</th>\n",
              "      <th>V250</th>\n",
              "      <th>V251</th>\n",
              "      <th>V252</th>\n",
              "      <th>V253</th>\n",
              "      <th>V254</th>\n",
              "      <th>V255</th>\n",
              "      <th>V256</th>\n",
              "      <th>V257</th>\n",
              "      <th>V258</th>\n",
              "      <th>V259</th>\n",
              "      <th>V260</th>\n",
              "      <th>V261</th>\n",
              "      <th>V262</th>\n",
              "      <th>V263</th>\n",
              "      <th>V264</th>\n",
              "      <th>V265</th>\n",
              "      <th>V266</th>\n",
              "      <th>V267</th>\n",
              "      <th>V268</th>\n",
              "      <th>V269</th>\n",
              "      <th>V270</th>\n",
              "      <th>V271</th>\n",
              "      <th>V272</th>\n",
              "      <th>V273</th>\n",
              "      <th>V274</th>\n",
              "      <th>V275</th>\n",
              "      <th>V276</th>\n",
              "      <th>V277</th>\n",
              "      <th>V278</th>\n",
              "      <th>V279</th>\n",
              "      <th>V280</th>\n",
              "      <th>V281</th>\n",
              "      <th>V282</th>\n",
              "      <th>V283</th>\n",
              "      <th>V284</th>\n",
              "      <th>V285</th>\n",
              "      <th>V286</th>\n",
              "      <th>V287</th>\n",
              "      <th>V288</th>\n",
              "      <th>V289</th>\n",
              "      <th>V290</th>\n",
              "      <th>V291</th>\n",
              "      <th>V292</th>\n",
              "      <th>V293</th>\n",
              "      <th>V294</th>\n",
              "      <th>V295</th>\n",
              "      <th>V296</th>\n",
              "      <th>V297</th>\n",
              "      <th>V298</th>\n",
              "      <th>V299</th>\n",
              "      <th>V300</th>\n",
              "      <th>V301</th>\n",
              "      <th>V302</th>\n",
              "      <th>V303</th>\n",
              "      <th>V304</th>\n",
              "      <th>V305</th>\n",
              "      <th>V306</th>\n",
              "      <th>V307</th>\n",
              "      <th>V308</th>\n",
              "      <th>V309</th>\n",
              "      <th>V310</th>\n",
              "      <th>V311</th>\n",
              "      <th>V312</th>\n",
              "      <th>V313</th>\n",
              "      <th>V314</th>\n",
              "      <th>V315</th>\n",
              "      <th>V316</th>\n",
              "      <th>V317</th>\n",
              "      <th>V318</th>\n",
              "      <th>V319</th>\n",
              "      <th>V320</th>\n",
              "      <th>V321</th>\n",
              "      <th>V322</th>\n",
              "      <th>V323</th>\n",
              "      <th>V324</th>\n",
              "      <th>V325</th>\n",
              "      <th>V326</th>\n",
              "      <th>V327</th>\n",
              "      <th>V328</th>\n",
              "      <th>V329</th>\n",
              "      <th>V330</th>\n",
              "      <th>V331</th>\n",
              "      <th>V332</th>\n",
              "      <th>V333</th>\n",
              "      <th>V334</th>\n",
              "      <th>V335</th>\n",
              "      <th>V336</th>\n",
              "      <th>V337</th>\n",
              "      <th>V338</th>\n",
              "      <th>V339</th>\n",
              "      <th>id_01</th>\n",
              "      <th>id_02</th>\n",
              "      <th>id_03</th>\n",
              "      <th>id_04</th>\n",
              "      <th>id_05</th>\n",
              "      <th>id_06</th>\n",
              "      <th>id_07</th>\n",
              "      <th>id_08</th>\n",
              "      <th>id_09</th>\n",
              "      <th>id_10</th>\n",
              "      <th>id_11</th>\n",
              "      <th>id_12</th>\n",
              "      <th>id_13</th>\n",
              "      <th>id_14</th>\n",
              "      <th>id_15</th>\n",
              "      <th>id_16</th>\n",
              "      <th>id_17</th>\n",
              "      <th>id_18</th>\n",
              "      <th>id_19</th>\n",
              "      <th>id_20</th>\n",
              "      <th>id_21</th>\n",
              "      <th>id_22</th>\n",
              "      <th>id_23</th>\n",
              "      <th>id_24</th>\n",
              "      <th>id_25</th>\n",
              "      <th>id_26</th>\n",
              "      <th>id_27</th>\n",
              "      <th>id_28</th>\n",
              "      <th>id_29</th>\n",
              "      <th>id_30</th>\n",
              "      <th>id_31</th>\n",
              "      <th>id_32</th>\n",
              "      <th>id_33</th>\n",
              "      <th>id_34</th>\n",
              "      <th>id_35</th>\n",
              "      <th>id_36</th>\n",
              "      <th>id_37</th>\n",
              "      <th>id_38</th>\n",
              "      <th>DeviceType</th>\n",
              "      <th>DeviceInfo</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>3663549</td>\n",
              "      <td>18403224</td>\n",
              "      <td>31.953125</td>\n",
              "      <td>W</td>\n",
              "      <td>10409</td>\n",
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              "      <td>150.0</td>\n",
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              "      <td>87.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>gmail.com</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>6.0</td>\n",
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              "      <td>5.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>115.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>419.0</td>\n",
              "      <td>419.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>398.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>418.0</td>\n",
              "      <td>203.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>409.0</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>F</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>F</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>47.950001</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>47.950001</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
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              "      <td>W</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>280.000000</td>\n",
              "      <td>77.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>280.000000</td>\n",
              "      <td>77.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>280.000000</td>\n",
              "      <td>77.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>280.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>77.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3663551</td>\n",
              "      <td>18403310</td>\n",
              "      <td>171.000000</td>\n",
              "      <td>W</td>\n",
              "      <td>4476</td>\n",
              "      <td>574.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>visa</td>\n",
              "      <td>226.0</td>\n",
              "      <td>debit</td>\n",
              "      <td>472.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>2636.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>hotmail.com</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>137.0</td>\n",
              "      <td>137.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>97.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>136.0</td>\n",
              "      <td>136.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>97.0</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>F</td>\n",
              "      <td>M0</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>968.000000</td>\n",
              "      <td>0.000000</td>\n",
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              "      <td>705.000000</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1321.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1058.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>263.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3663552</td>\n",
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              "      <td>285.000000</td>\n",
              "      <td>W</td>\n",
              "      <td>10989</td>\n",
              "      <td>360.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>visa</td>\n",
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              "      <td>debit</td>\n",
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              "      <td>87.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>gmail.com</td>\n",
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              "      <td>5.0</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>2.0</td>\n",
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              "      <td>7.0</td>\n",
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              "      <td>42.0</td>\n",
              "      <td>42.0</td>\n",
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              "      <td>41.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>242.0</td>\n",
              "      <td>242.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>242.0</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>T</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
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              "      <td>1.0</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>1.0</td>\n",
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              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>282.50000</td>\n",
              "      <td>282.50000</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>3663553</td>\n",
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              "      <td>W</td>\n",
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              "      <td>150.0</td>\n",
              "      <td>mastercard</td>\n",
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              "      <td>264.0</td>\n",
              "      <td>87.0</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>gmail.com</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>22.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>22.0</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
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              "      <td>67.949997</td>\n",
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              "      <td>183.850006</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>67.9375</td>\n",
              "      <td>67.949997</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "    <tr>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>506690</th>\n",
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              "      <td>24.343750</td>\n",
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              "      <td>144.0</td>\n",
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              "      <td>NotFound</td>\n",
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              "      <td>Found</td>\n",
              "      <td>Found</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Found</td>\n",
              "      <td>Found</td>\n",
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              "      <td>samsung browser 8.2</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>T</td>\n",
              "      <td>F</td>\n",
              "      <td>mobile</td>\n",
              "      <td>SAMSUNG</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>506691 rows × 433 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "        TransactionID  TransactionDT  TransactionAmt ProductCD  card1  card2  \\\n",
              "0             3663549       18403224       31.953125         W  10409  111.0   \n",
              "1             3663550       18403263       49.000000         W   4272  111.0   \n",
              "2             3663551       18403310      171.000000         W   4476  574.0   \n",
              "3             3663552       18403310      285.000000         W  10989  360.0   \n",
              "4             3663553       18403317       67.937500         W  18018  452.0   \n",
              "...               ...            ...             ...       ...    ...    ...   \n",
              "506686        4170235       34214279       94.687500         C  13832  375.0   \n",
              "506687        4170236       34214287       12.171875         C   3154  408.0   \n",
              "506688        4170237       34214326       49.000000         W  16661  490.0   \n",
              "506689        4170238       34214337      202.000000         W  16621  516.0   \n",
              "506690        4170239       34214345       24.343750         C   5713  168.0   \n",
              "\n",
              "        card3       card4  card5   card6  addr1  addr2   dist1  dist2  \\\n",
              "0       150.0        visa  226.0   debit  170.0   87.0     1.0    NaN   \n",
              "1       150.0        visa  226.0   debit  299.0   87.0     4.0    NaN   \n",
              "2       150.0        visa  226.0   debit  472.0   87.0  2636.0    NaN   \n",
              "3       150.0        visa  166.0   debit  205.0   87.0    17.0    NaN   \n",
              "4       150.0  mastercard  117.0   debit  264.0   87.0     6.0    NaN   \n",
              "...       ...         ...    ...     ...    ...    ...     ...    ...   \n",
              "506686  185.0  mastercard  224.0   debit  284.0   60.0     NaN    NaN   \n",
              "506687  185.0  mastercard  224.0   debit    NaN    NaN     NaN  157.0   \n",
              "506688  150.0        visa  226.0   debit  327.0   87.0     NaN    NaN   \n",
              "506689  150.0  mastercard  224.0   debit  177.0   87.0     NaN    NaN   \n",
              "506690  144.0        visa  147.0  credit    NaN    NaN     NaN    NaN   \n",
              "\n",
              "       P_emaildomain R_emaildomain   C1   C2   C3   C4   C5   C6   C7   C8  \\\n",
              "0          gmail.com           NaN  6.0  6.0  0.0  0.0  3.0  4.0  0.0  0.0   \n",
              "1            aol.com           NaN  3.0  2.0  0.0  0.0  0.0  1.0  0.0  0.0   \n",
              "2        hotmail.com           NaN  2.0  2.0  0.0  0.0  0.0  5.0  0.0  0.0   \n",
              "3          gmail.com           NaN  5.0  2.0  0.0  0.0  1.0  1.0  0.0  0.0   \n",
              "4          gmail.com           NaN  6.0  6.0  0.0  0.0  2.0  5.0  0.0  0.0   \n",
              "...              ...           ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
              "506686     gmail.com     gmail.com  1.0  1.0  0.0  1.0  0.0  1.0  1.0  0.0   \n",
              "506687   hotmail.com   hotmail.com  1.0  3.0  0.0  1.0  0.0  1.0  1.0  2.0   \n",
              "506688   hotmail.com           NaN  1.0  1.0  0.0  0.0  0.0  1.0  0.0  0.0   \n",
              "506689   hotmail.com           NaN  1.0  1.0  0.0  0.0  0.0  1.0  0.0  0.0   \n",
              "506690   hotmail.com   hotmail.com  1.0  1.0  0.0  1.0  0.0  1.0  1.0  1.0   \n",
              "\n",
              "         C9  C10  C11  C12    C13  C14     D1     D2    D3     D4    D5    D6  \\\n",
              "0       6.0  0.0  5.0  1.0  115.0  6.0  419.0  419.0  27.0  398.0  27.0   NaN   \n",
              "1       2.0  0.0  1.0  1.0   12.0  2.0  149.0  149.0   7.0  634.0   7.0   NaN   \n",
              "2       4.0  0.0  2.0  0.0   22.0  2.0  137.0  137.0  10.0   97.0  10.0   NaN   \n",
              "3       2.0  0.0  2.0  0.0    7.0  4.0   42.0   42.0  41.0  242.0  41.0   NaN   \n",
              "4       5.0  0.0  6.0  0.0   14.0  6.0   22.0   22.0   0.0   22.0   0.0   NaN   \n",
              "...     ...  ...  ...  ...    ...  ...    ...    ...   ...    ...   ...   ...   \n",
              "506686  0.0  0.0  1.0  1.0    1.0  1.0    0.0    NaN   NaN    0.0   NaN   0.0   \n",
              "506687  0.0  2.0  1.0  1.0    3.0  1.0   16.0   16.0  16.0   16.0  16.0  16.0   \n",
              "506688  1.0  0.0  1.0  0.0    1.0  1.0    0.0    NaN   NaN    0.0   NaN   NaN   \n",
              "506689  1.0  0.0  1.0  0.0    1.0  1.0    0.0    NaN   NaN    0.0   NaN   NaN   \n",
              "506690  0.0  1.0  1.0  1.0    1.0  1.0    0.0    NaN   NaN    0.0   NaN   0.0   \n",
              "\n",
              "          D7         D8        D9    D10    D11   D12  D13  D14    D15   M1  \\\n",
              "0        NaN        NaN       NaN  418.0  203.0   NaN  NaN  NaN  409.0    T   \n",
              "1        NaN        NaN       NaN  231.0  634.0   NaN  NaN  NaN  634.0    T   \n",
              "2        NaN        NaN       NaN  136.0  136.0   NaN  NaN  NaN   97.0    T   \n",
              "3        NaN        NaN       NaN  242.0  242.0   NaN  NaN  NaN  242.0    T   \n",
              "4        NaN        NaN       NaN   22.0   22.0   NaN  NaN  NaN   22.0    T   \n",
              "...      ...        ...       ...    ...    ...   ...  ...  ...    ...  ...   \n",
              "506686   NaN        NaN       NaN    0.0    NaN   0.0  NaN  NaN    0.0  NaN   \n",
              "506687  16.0        NaN       NaN    0.0    NaN  16.0  0.0  0.0   16.0  NaN   \n",
              "506688   NaN        NaN       NaN    0.0    0.0   NaN  NaN  NaN    0.0    T   \n",
              "506689   NaN        NaN       NaN    0.0    0.0   NaN  NaN  NaN    0.0    T   \n",
              "506690   NaN  29.953125  0.958496    0.0    NaN   0.0  0.0  0.0    0.0  NaN   \n",
              "\n",
              "         M2   M3   M4   M5   M6   M7   M8   M9   V1   V2   V3   V4   V5   V6  \\\n",
              "0         T    F  NaN  NaN    F    T    T    T  1.0  1.0  1.0  1.0  1.0  1.0   \n",
              "1         F    F   M0  NaN    F  NaN  NaN  NaN  1.0  1.0  1.0  1.0  1.0  1.0   \n",
              "2         T    F   M0    F    F    F    F    F  1.0  1.0  1.0  1.0  1.0  1.0   \n",
              "3         T    T  NaN  NaN    T  NaN  NaN  NaN  1.0  1.0  1.0  1.0  1.0  1.0   \n",
              "4         T    T  NaN  NaN    F    F    T    T  1.0  1.0  1.0  1.0  1.0  1.0   \n",
              "...     ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
              "506686  NaN  NaN   M2  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
              "506687  NaN  NaN   M2  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
              "506688    T    T   M0    F    F    F    T    T  1.0  1.0  1.0  1.0  1.0  1.0   \n",
              "506689    T    T   M0    F    F    F    F    F  1.0  1.0  1.0  1.0  1.0  1.0   \n",
              "506690  NaN  NaN   M2  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
              "\n",
              "         V7   V8   V9  V10  V11  V12  V13  V14  V15  V16  V17  V18  V19  V20  \\\n",
              "0       1.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
              "1       1.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "2       1.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "3       1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "4       1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "...     ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
              "506686  NaN  NaN  NaN  NaN  NaN  0.0  0.0  1.0  1.0  1.0  0.0  0.0  1.0  1.0   \n",
              "506687  NaN  NaN  NaN  NaN  NaN  0.0  0.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
              "506688  1.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "506689  1.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "506690  NaN  NaN  NaN  NaN  NaN  0.0  0.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
              "\n",
              "        V21  V22  V23  V24  V25  V26  V27  V28  V29  V30  V31  V32  V33  V34  \\\n",
              "0       0.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
              "1       0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
              "2       0.0  0.0  2.0  2.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
              "3       0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0   \n",
              "4       0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0   \n",
              "...     ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
              "506686  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
              "506687  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
              "506688  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
              "506689  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
              "506690  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
              "\n",
              "        V35  V36  V37  V38  V39  V40  V41  V42  V43  V44  V45  V46  V47  V48  \\\n",
              "0       1.0  1.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0   \n",
              "1       1.0  1.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0   \n",
              "2       1.0  1.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0   \n",
              "3       2.0  2.0  2.0  2.0  0.0  0.0  1.0  0.0  0.0  2.0  2.0  2.0  2.0  1.0   \n",
              "4       1.0  1.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0   \n",
              "...     ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
              "506686  0.0  0.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0   \n",
              "506687  0.0  0.0  2.0  2.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0   \n",
              "506688  1.0  1.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0   \n",
              "506689  1.0  1.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0   \n",
              "506690  0.0  0.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0   \n",
              "\n",
              "        V49  V50  V51  V52  V53  V54  V55  V56  V57  V58  V59  V60  V61  V62  \\\n",
              "0       1.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
              "1       0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "2       0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "3       1.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "4       1.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "...     ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
              "506686  0.0  1.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  1.0   \n",
              "506687  0.0  1.0  1.0  1.0  0.0  0.0  2.0  2.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
              "506688  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "506689  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "506690  0.0  1.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
              "\n",
              "        V63  V64  V65  V66  V67  V68  V69  V70  V71  V72  V73  V74  V75  V76  \\\n",
              "0       0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
              "1       0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "2       0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  2.0   \n",
              "3       0.0  0.0  1.0  1.0  1.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "4       0.0  0.0  1.0  1.0  1.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "...     ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
              "506686  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0   \n",
              "506687  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0   \n",
              "506688  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "506689  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "506690  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0   \n",
              "\n",
              "        V77  V78  V79  V80  V81  V82  V83  V84  V85  V86  V87  V88  V89  V90  \\\n",
              "0       1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  1.0   \n",
              "1       1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0   \n",
              "2       1.0  2.0  0.0  0.0  0.0  1.0  2.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0   \n",
              "3       1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  1.0   \n",
              "4       1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  1.0   \n",
              "...     ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
              "506686  1.0  1.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0   \n",
              "506687  2.0  2.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0   \n",
              "506688  1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0   \n",
              "506689  1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0   \n",
              "506690  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0   \n",
              "\n",
              "        V91  V92  V93  V94  V95  V96  V97  V98  V99  V100  V101  V102  V103  \\\n",
              "0       1.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  1.0   0.0   0.0   0.0   0.0   \n",
              "1       0.0  0.0  0.0  0.0  0.0  4.0  1.0  0.0  4.0   1.0   0.0   0.0   0.0   \n",
              "2       0.0  0.0  0.0  0.0  0.0  5.0  0.0  0.0  3.0   0.0   0.0   0.0   0.0   \n",
              "3       1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0   0.0   \n",
              "4       1.0  0.0  0.0  0.0  1.0  3.0  1.0  1.0  3.0   1.0   0.0   0.0   0.0   \n",
              "...     ...  ...  ...  ...  ...  ...  ...  ...  ...   ...   ...   ...   ...   \n",
              "506686  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0   0.0   \n",
              "506687  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0   0.0   \n",
              "506688  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0   0.0   \n",
              "506689  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0   0.0   \n",
              "506690  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0   0.0   \n",
              "\n",
              "        V104  V105  V106  V107  V108  V109  V110  V111  V112  V113  V114  \\\n",
              "0        0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "1        0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "2        0.0   2.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "3        0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "4        0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "506686   0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "506687   0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "506688   0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "506689   0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "506690   0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "\n",
              "        V115  V116  V117  V118  V119  V120  V121  V122  V123  V124  V125  \\\n",
              "0        1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "1        1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "2        1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "3        1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "4        1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "506686   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "506687   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "506688   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "506689   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "506690   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "\n",
              "             V126        V127       V128     V129        V130       V131  \\\n",
              "0        0.000000   47.950001   0.000000   0.0000   47.950001   0.000000   \n",
              "1        0.000000  280.000000  77.000000   0.0000  280.000000  77.000000   \n",
              "2        0.000000  968.000000   0.000000   0.0000  705.000000   0.000000   \n",
              "3        0.000000    0.000000   0.000000   0.0000    0.000000   0.000000   \n",
              "4       67.949997  183.850006  67.949997  67.9375  183.850006  67.949997   \n",
              "...           ...         ...        ...      ...         ...        ...   \n",
              "506686   0.000000    0.000000   0.000000   0.0000    0.000000   0.000000   \n",
              "506687   0.000000    0.000000   0.000000   0.0000    0.000000   0.000000   \n",
              "506688   0.000000    0.000000   0.000000   0.0000    0.000000   0.000000   \n",
              "506689   0.000000    0.000000   0.000000   0.0000    0.000000   0.000000   \n",
              "506690   0.000000    0.000000   0.000000   0.0000    0.000000   0.000000   \n",
              "\n",
              "        V132  V133  V134  V135   V136  V137  V138  V139  V140  V141  V142  \\\n",
              "0        0.0   0.0   0.0   0.0    0.0   0.0   NaN   NaN   NaN   NaN   NaN   \n",
              "1        0.0   0.0   0.0   0.0    0.0   0.0   NaN   NaN   NaN   NaN   NaN   \n",
              "2        0.0   0.0   0.0   0.0  263.0   0.0   NaN   NaN   NaN   NaN   NaN   \n",
              "3        0.0   0.0   0.0   0.0    0.0   0.0   NaN   NaN   NaN   NaN   NaN   \n",
              "4        0.0   0.0   0.0   0.0    0.0   0.0   NaN   NaN   NaN   NaN   NaN   \n",
              "...      ...   ...   ...   ...    ...   ...   ...   ...   ...   ...   ...   \n",
              "506686   0.0   0.0   0.0   0.0    0.0   0.0   NaN   NaN   NaN   NaN   NaN   \n",
              "506687   0.0   0.0   0.0   0.0    0.0   0.0   NaN   NaN   NaN   NaN   NaN   \n",
              "506688   0.0   0.0   0.0   0.0    0.0   0.0   NaN   NaN   NaN   NaN   NaN   \n",
              "506689   0.0   0.0   0.0   0.0    0.0   0.0   NaN   NaN   NaN   NaN   NaN   \n",
              "506690   0.0   0.0   0.0   0.0    0.0   0.0   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "        V143  V144  V145  V146  V147  V148  V149  V150  V151  V152  V153  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "506686   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506687   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506688   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506689   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506690   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "        V154  V155  V156  V157  V158  V159  V160  V161  V162  V163  V164  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "506686   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506687   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506688   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506689   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506690   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "        V165  V166  V167  V168  V169  V170  V171  V172  V173  V174  V175  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "506686   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506687   NaN   NaN   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   \n",
              "506688   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506689   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506690   NaN   NaN   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   \n",
              "\n",
              "        V176  V177  V178  V179  V180  V181  V182  V183  V184  V185  V186  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "506686   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506687   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   \n",
              "506688   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506689   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506690   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   \n",
              "\n",
              "        V187  V188  V189  V190  V191  V192  V193  V194  V195  V196  V197  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "506686   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506687   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "506688   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506689   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506690   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "\n",
              "        V198  V199  V200  V201  V202  V203  V204  V205  V206  V207  V208  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "506686   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506687   1.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "506688   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506689   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506690   1.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "\n",
              "        V209  V210  V211  V212  V213  V214  V215  V216  V217  V218  V219  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "506686   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506687   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "506688   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506689   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506690   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "\n",
              "        V220  V221  V222  V223  V224  V225  V226  V227  V228  V229  V230  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "506686   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506687   0.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   \n",
              "506688   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506689   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506690   0.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   \n",
              "\n",
              "        V231  V232  V233  V234  V235  V236  V237  V238  V239  V240  V241  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "506686   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506687   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   \n",
              "506688   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506689   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506690   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   \n",
              "\n",
              "        V242  V243  V244  V245  V246  V247  V248  V249  V250  V251  V252  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "506686   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506687   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "506688   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506689   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506690   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "\n",
              "        V253  V254  V255  V256  V257  V258  V259  V260  V261  V262  V263  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "506686   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506687   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.0   \n",
              "506688   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506689   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506690   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.0   \n",
              "\n",
              "        V264  V265  V266  V267  V268  V269  V270  V271  V272  V273  V274  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "506686   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506687   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "506688   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506689   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506690   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "\n",
              "        V275  V276  V277  V278  V279  V280  V281  V282  V283  V284  V285  \\\n",
              "0        NaN   NaN   NaN   NaN   0.0   0.0   0.0   0.0   0.0   0.0   1.0   \n",
              "1        NaN   NaN   NaN   NaN   0.0   1.0   0.0   0.0   0.0   0.0   4.0   \n",
              "2        NaN   NaN   NaN   NaN   0.0   0.0   0.0   0.0   0.0   0.0   4.0   \n",
              "3        NaN   NaN   NaN   NaN   0.0   0.0   0.0   1.0   1.0   0.0   0.0   \n",
              "4        NaN   NaN   NaN   NaN   1.0   1.0   0.0   1.0   1.0   1.0   3.0   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "506686   NaN   NaN   NaN   NaN   0.0   0.0   0.0   1.0   1.0   0.0   0.0   \n",
              "506687   0.0   0.0   0.0   0.0   0.0   0.0   1.0   2.0   2.0   0.0   2.0   \n",
              "506688   NaN   NaN   NaN   NaN   0.0   0.0   0.0   1.0   1.0   0.0   0.0   \n",
              "506689   NaN   NaN   NaN   NaN   0.0   0.0   0.0   1.0   1.0   0.0   0.0   \n",
              "506690   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   0.0   0.0   \n",
              "\n",
              "        V286  V287  V288  V289  V290  V291  V292  V293  V294  V295  V296  \\\n",
              "0        0.0   0.0   0.0   0.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   \n",
              "1        0.0   1.0   0.0   0.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   \n",
              "2        0.0   0.0   0.0   0.0   1.0   2.0   1.0   0.0   0.0   0.0   2.0   \n",
              "3        0.0   0.0   1.0   1.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   \n",
              "4        1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "506686   0.0   0.0   0.0   0.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   \n",
              "506687   0.0   0.0   2.0   2.0   1.0   3.0   1.0   0.0   0.0   0.0   0.0   \n",
              "506688   0.0   0.0   0.0   0.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   \n",
              "506689   0.0   0.0   0.0   0.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   \n",
              "506690   0.0   0.0   0.0   0.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   \n",
              "\n",
              "        V297  V298  V299  V300  V301  V302  V303  V304  V305       V306  \\\n",
              "0        0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.000000   \n",
              "1        0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.000000   \n",
              "2        0.0   2.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.000000   \n",
              "3        0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.000000   \n",
              "4        0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0  67.949997   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...        ...   \n",
              "506686   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.000000   \n",
              "506687   0.0   0.0   0.0   0.0   0.0   1.0   2.0   1.0   1.0   0.000000   \n",
              "506688   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.000000   \n",
              "506689   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.000000   \n",
              "506690   0.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   0.000000   \n",
              "\n",
              "               V307       V308     V309         V310     V311       V312  \\\n",
              "0         47.950001   0.000000   0.0000    47.950001   0.0000   0.000000   \n",
              "1        280.000000  77.000000   0.0000   280.000000   0.0000  77.000000   \n",
              "2       1321.000000   0.000000   0.0000  1058.000000   0.0000   0.000000   \n",
              "3          0.000000   0.000000   0.0000     0.000000   0.0000   0.000000   \n",
              "4        183.850006  67.949997  67.9375   183.850006  67.9375  67.949997   \n",
              "...             ...        ...      ...          ...      ...        ...   \n",
              "506686     0.000000   0.000000   0.0000     0.000000   0.0000   0.000000   \n",
              "506687    31.723700   0.000000   0.0000    31.723700   0.0000   0.000000   \n",
              "506688     0.000000   0.000000   0.0000     0.000000   0.0000   0.000000   \n",
              "506689     0.000000   0.000000   0.0000     0.000000   0.0000   0.000000   \n",
              "506690     0.000000   0.000000   0.0000     0.000000   0.0000   0.000000   \n",
              "\n",
              "             V313       V314       V315  V316  V317  V318  V319   V320  V321  \\\n",
              "0         0.00000    0.00000    0.00000   0.0   0.0   0.0   0.0    0.0   0.0   \n",
              "1         0.00000    0.00000    0.00000   0.0   0.0   0.0   0.0    0.0   0.0   \n",
              "2         0.00000    0.00000    0.00000   0.0   0.0   0.0   0.0  263.0   0.0   \n",
              "3       282.50000  282.50000  282.50000   0.0   0.0   0.0   0.0    0.0   0.0   \n",
              "4        67.93750  183.87500   67.93750   0.0   0.0   0.0   0.0    0.0   0.0   \n",
              "...           ...        ...        ...   ...   ...   ...   ...    ...   ...   \n",
              "506686    0.00000    0.00000    0.00000   0.0   0.0   0.0   0.0    0.0   0.0   \n",
              "506687   31.71875   31.71875   31.71875   0.0   0.0   0.0   0.0    0.0   0.0   \n",
              "506688    0.00000    0.00000    0.00000   0.0   0.0   0.0   0.0    0.0   0.0   \n",
              "506689    0.00000    0.00000    0.00000   0.0   0.0   0.0   0.0    0.0   0.0   \n",
              "506690    0.00000    0.00000    0.00000   0.0   0.0   0.0   0.0    0.0   0.0   \n",
              "\n",
              "        V322  V323  V324  V325  V326  V327  V328  V329  V330  V331  V332  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "...      ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   ...   \n",
              "506686   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506687   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506688   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506689   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506690   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "        V333  V334  V335  V336  V337  V338  V339  id_01     id_02  id_03  \\\n",
              "0        NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN       NaN    NaN   \n",
              "1        NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN       NaN    NaN   \n",
              "2        NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN       NaN    NaN   \n",
              "3        NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN       NaN    NaN   \n",
              "4        NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN       NaN    NaN   \n",
              "...      ...   ...   ...   ...   ...   ...   ...    ...       ...    ...   \n",
              "506686   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN       NaN    NaN   \n",
              "506687   NaN   NaN   NaN   NaN   NaN   NaN   NaN  -45.0  266704.0    NaN   \n",
              "506688   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN       NaN    NaN   \n",
              "506689   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN       NaN    NaN   \n",
              "506690   NaN   NaN   NaN   NaN   NaN   NaN   NaN  -10.0  692090.0    0.0   \n",
              "\n",
              "        id_04  id_05  id_06  id_07  id_08  id_09  id_10  id_11     id_12  \\\n",
              "0         NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN       NaN   \n",
              "1         NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN       NaN   \n",
              "2         NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN       NaN   \n",
              "3         NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN       NaN   \n",
              "4         NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN       NaN   \n",
              "...       ...    ...    ...    ...    ...    ...    ...    ...       ...   \n",
              "506686    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN       NaN   \n",
              "506687    NaN   -3.0  -10.0    NaN    NaN    NaN    NaN  100.0  NotFound   \n",
              "506688    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN       NaN   \n",
              "506689    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN       NaN   \n",
              "506690    0.0    0.0    0.0    NaN    NaN    0.0    0.0  100.0  NotFound   \n",
              "\n",
              "        id_13  id_14  id_15     id_16  id_17  id_18  id_19  id_20  id_21  \\\n",
              "0         NaN    NaN    NaN       NaN    NaN    NaN    NaN    NaN    NaN   \n",
              "1         NaN    NaN    NaN       NaN    NaN    NaN    NaN    NaN    NaN   \n",
              "2         NaN    NaN    NaN       NaN    NaN    NaN    NaN    NaN    NaN   \n",
              "3         NaN    NaN    NaN       NaN    NaN    NaN    NaN    NaN    NaN   \n",
              "4         NaN    NaN    NaN       NaN    NaN    NaN    NaN    NaN    NaN   \n",
              "...       ...    ...    ...       ...    ...    ...    ...    ...    ...   \n",
              "506686    NaN    NaN    NaN       NaN    NaN    NaN    NaN    NaN    NaN   \n",
              "506687   27.0    NaN    New  NotFound  225.0   15.0  176.0  507.0    NaN   \n",
              "506688    NaN    NaN    NaN       NaN    NaN    NaN    NaN    NaN    NaN   \n",
              "506689    NaN    NaN    NaN       NaN    NaN    NaN    NaN    NaN    NaN   \n",
              "506690   27.0    NaN  Found     Found  225.0    NaN  266.0  127.0    NaN   \n",
              "\n",
              "        id_22 id_23  id_24  id_25  id_26 id_27  id_28     id_29 id_30  \\\n",
              "0         NaN   NaN    NaN    NaN    NaN   NaN    NaN       NaN   NaN   \n",
              "1         NaN   NaN    NaN    NaN    NaN   NaN    NaN       NaN   NaN   \n",
              "2         NaN   NaN    NaN    NaN    NaN   NaN    NaN       NaN   NaN   \n",
              "3         NaN   NaN    NaN    NaN    NaN   NaN    NaN       NaN   NaN   \n",
              "4         NaN   NaN    NaN    NaN    NaN   NaN    NaN       NaN   NaN   \n",
              "...       ...   ...    ...    ...    ...   ...    ...       ...   ...   \n",
              "506686    NaN   NaN    NaN    NaN    NaN   NaN    NaN       NaN   NaN   \n",
              "506687    NaN   NaN    NaN    NaN    NaN   NaN    New  NotFound   NaN   \n",
              "506688    NaN   NaN    NaN    NaN    NaN   NaN    NaN       NaN   NaN   \n",
              "506689    NaN   NaN    NaN    NaN    NaN   NaN    NaN       NaN   NaN   \n",
              "506690    NaN   NaN    NaN    NaN    NaN   NaN  Found     Found   NaN   \n",
              "\n",
              "                          id_31  id_32 id_33 id_34 id_35 id_36 id_37 id_38  \\\n",
              "0                           NaN    NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1                           NaN    NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2                           NaN    NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3                           NaN    NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4                           NaN    NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "...                         ...    ...   ...   ...   ...   ...   ...   ...   \n",
              "506686                      NaN    NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506687  chrome 43.0 for android    NaN   NaN   NaN     F     F     T     F   \n",
              "506688                      NaN    NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506689                      NaN    NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "506690      samsung browser 8.2    NaN   NaN   NaN     F     F     T     F   \n",
              "\n",
              "       DeviceType                   DeviceInfo  \n",
              "0             NaN                          NaN  \n",
              "1             NaN                          NaN  \n",
              "2             NaN                          NaN  \n",
              "3             NaN                          NaN  \n",
              "4             NaN                          NaN  \n",
              "...           ...                          ...  \n",
              "506686        NaN                          NaN  \n",
              "506687     mobile  ALE-L23 Build/HuaweiALE-L23  \n",
              "506688        NaN                          NaN  \n",
              "506689        NaN                          NaN  \n",
              "506690     mobile                      SAMSUNG  \n",
              "\n",
              "[506691 rows x 433 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mFFzzt-MW7a_"
      },
      "source": [
        "#### 1.4 Align columns name between train & test"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WsJiRT0IW50s",
        "outputId": "6890936d-0fd3-45e0-a930-17886b6211d7"
      },
      "source": [
        "# check difference between train and test columns name\n",
        "\n",
        "print(\"Train column num is: \", len(train.columns))\n",
        "print(\"Test column num is: \", len(test.columns))\n",
        "\n",
        "train.columns.difference(test.columns), test.columns.difference(train.columns)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Train column num is:  434\n",
            "Test column num is:  433\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(Index(['id_01', 'id_02', 'id_03', 'id_04', 'id_05', 'id_06', 'id_07', 'id_08',\n",
              "        'id_09', 'id_10', 'id_11', 'id_12', 'id_13', 'id_14', 'id_15', 'id_16',\n",
              "        'id_17', 'id_18', 'id_19', 'id_20', 'id_21', 'id_22', 'id_23', 'id_24',\n",
              "        'id_25', 'id_26', 'id_27', 'id_28', 'id_29', 'id_30', 'id_31', 'id_32',\n",
              "        'id_33', 'id_34', 'id_35', 'id_36', 'id_37', 'id_38', 'isFraud'],\n",
              "       dtype='object'),\n",
              " Index(['id-01', 'id-02', 'id-03', 'id-04', 'id-05', 'id-06', 'id-07', 'id-08',\n",
              "        'id-09', 'id-10', 'id-11', 'id-12', 'id-13', 'id-14', 'id-15', 'id-16',\n",
              "        'id-17', 'id-18', 'id-19', 'id-20', 'id-21', 'id-22', 'id-23', 'id-24',\n",
              "        'id-25', 'id-26', 'id-27', 'id-28', 'id-29', 'id-30', 'id-31', 'id-32',\n",
              "        'id-33', 'id-34', 'id-35', 'id-36', 'id-37', 'id-38'],\n",
              "       dtype='object'))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZaYS6VmZXZAl"
      },
      "source": [
        "It looks the main differences is \"-\""
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 225
        },
        "id": "pxGz7JALXbbz",
        "outputId": "a665406f-9498-4996-fca8-cbe10a3d5571"
      },
      "source": [
        "# align test column names with train column names\n",
        "test = test.rename(columns = {\"id-01\": \"id_01\", \"id-02\": \"id_02\", \"id-03\": \"id_03\", \n",
        "                            \"id-06\": \"id_06\", \"id-05\": \"id_05\", \"id-04\": \"id_04\", \n",
        "                            \"id-07\": \"id_07\", \"id-08\": \"id_08\", \"id-09\": \"id_09\", \n",
        "                            \"id-10\": \"id_10\", \"id-11\": \"id_11\", \"id-12\": \"id_12\", \n",
        "                            \"id-15\": \"id_15\", \"id-14\": \"id_14\", \"id-13\": \"id_13\", \n",
        "                            \"id-16\": \"id_16\", \"id-17\": \"id_17\", \"id-18\": \"id_18\", \n",
        "                            \"id-21\": \"id_21\", \"id-20\": \"id_20\", \"id-19\": \"id_19\", \n",
        "                            \"id-22\": \"id_22\", \"id-23\": \"id_23\", \"id-24\": \"id_24\", \n",
        "                            \"id-27\": \"id_27\", \"id-26\": \"id_26\", \"id-25\": \"id_25\", \n",
        "                            \"id-28\": \"id_28\", \"id-29\": \"id_29\", \"id-30\": \"id_30\", \n",
        "                            \"id-31\": \"id_31\", \"id-32\": \"id_32\", \"id-33\": \"id_33\", \n",
        "                            \"id-34\": \"id_34\", \"id-35\": \"id_35\", \"id-36\": \"id_36\", \n",
        "                            \"id-37\": \"id_37\", \"id-38\": \"id_38\"})\n",
        "\n",
        "test.head(5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th>V93</th>\n",
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              "      <th>V132</th>\n",
              "      <th>V133</th>\n",
              "      <th>V134</th>\n",
              "      <th>V135</th>\n",
              "      <th>V136</th>\n",
              "      <th>V137</th>\n",
              "      <th>V138</th>\n",
              "      <th>V139</th>\n",
              "      <th>V140</th>\n",
              "      <th>V141</th>\n",
              "      <th>V142</th>\n",
              "      <th>V143</th>\n",
              "      <th>V144</th>\n",
              "      <th>V145</th>\n",
              "      <th>V146</th>\n",
              "      <th>V147</th>\n",
              "      <th>V148</th>\n",
              "      <th>V149</th>\n",
              "      <th>V150</th>\n",
              "      <th>V151</th>\n",
              "      <th>V152</th>\n",
              "      <th>V153</th>\n",
              "      <th>V154</th>\n",
              "      <th>V155</th>\n",
              "      <th>V156</th>\n",
              "      <th>V157</th>\n",
              "      <th>V158</th>\n",
              "      <th>V159</th>\n",
              "      <th>V160</th>\n",
              "      <th>V161</th>\n",
              "      <th>V162</th>\n",
              "      <th>V163</th>\n",
              "      <th>V164</th>\n",
              "      <th>V165</th>\n",
              "      <th>V166</th>\n",
              "      <th>V167</th>\n",
              "      <th>V168</th>\n",
              "      <th>V169</th>\n",
              "      <th>V170</th>\n",
              "      <th>V171</th>\n",
              "      <th>V172</th>\n",
              "      <th>V173</th>\n",
              "      <th>V174</th>\n",
              "      <th>V175</th>\n",
              "      <th>V176</th>\n",
              "      <th>V177</th>\n",
              "      <th>V178</th>\n",
              "      <th>V179</th>\n",
              "      <th>V180</th>\n",
              "      <th>V181</th>\n",
              "      <th>V182</th>\n",
              "      <th>V183</th>\n",
              "      <th>V184</th>\n",
              "      <th>V185</th>\n",
              "      <th>V186</th>\n",
              "      <th>V187</th>\n",
              "      <th>V188</th>\n",
              "      <th>V189</th>\n",
              "      <th>V190</th>\n",
              "      <th>V191</th>\n",
              "      <th>V192</th>\n",
              "      <th>V193</th>\n",
              "      <th>V194</th>\n",
              "      <th>V195</th>\n",
              "      <th>V196</th>\n",
              "      <th>V197</th>\n",
              "      <th>V198</th>\n",
              "      <th>V199</th>\n",
              "      <th>V200</th>\n",
              "      <th>V201</th>\n",
              "      <th>V202</th>\n",
              "      <th>V203</th>\n",
              "      <th>V204</th>\n",
              "      <th>V205</th>\n",
              "      <th>V206</th>\n",
              "      <th>V207</th>\n",
              "      <th>V208</th>\n",
              "      <th>V209</th>\n",
              "      <th>V210</th>\n",
              "      <th>V211</th>\n",
              "      <th>V212</th>\n",
              "      <th>V213</th>\n",
              "      <th>V214</th>\n",
              "      <th>V215</th>\n",
              "      <th>V216</th>\n",
              "      <th>V217</th>\n",
              "      <th>V218</th>\n",
              "      <th>V219</th>\n",
              "      <th>V220</th>\n",
              "      <th>V221</th>\n",
              "      <th>V222</th>\n",
              "      <th>V223</th>\n",
              "      <th>V224</th>\n",
              "      <th>V225</th>\n",
              "      <th>V226</th>\n",
              "      <th>V227</th>\n",
              "      <th>V228</th>\n",
              "      <th>V229</th>\n",
              "      <th>V230</th>\n",
              "      <th>V231</th>\n",
              "      <th>V232</th>\n",
              "      <th>V233</th>\n",
              "      <th>V234</th>\n",
              "      <th>V235</th>\n",
              "      <th>V236</th>\n",
              "      <th>V237</th>\n",
              "      <th>V238</th>\n",
              "      <th>V239</th>\n",
              "      <th>V240</th>\n",
              "      <th>V241</th>\n",
              "      <th>V242</th>\n",
              "      <th>V243</th>\n",
              "      <th>V244</th>\n",
              "      <th>V245</th>\n",
              "      <th>V246</th>\n",
              "      <th>V247</th>\n",
              "      <th>V248</th>\n",
              "      <th>V249</th>\n",
              "      <th>V250</th>\n",
              "      <th>V251</th>\n",
              "      <th>V252</th>\n",
              "      <th>V253</th>\n",
              "      <th>V254</th>\n",
              "      <th>V255</th>\n",
              "      <th>V256</th>\n",
              "      <th>V257</th>\n",
              "      <th>V258</th>\n",
              "      <th>V259</th>\n",
              "      <th>V260</th>\n",
              "      <th>V261</th>\n",
              "      <th>V262</th>\n",
              "      <th>V263</th>\n",
              "      <th>V264</th>\n",
              "      <th>V265</th>\n",
              "      <th>V266</th>\n",
              "      <th>V267</th>\n",
              "      <th>V268</th>\n",
              "      <th>V269</th>\n",
              "      <th>V270</th>\n",
              "      <th>V271</th>\n",
              "      <th>V272</th>\n",
              "      <th>V273</th>\n",
              "      <th>V274</th>\n",
              "      <th>V275</th>\n",
              "      <th>V276</th>\n",
              "      <th>V277</th>\n",
              "      <th>V278</th>\n",
              "      <th>V279</th>\n",
              "      <th>V280</th>\n",
              "      <th>V281</th>\n",
              "      <th>V282</th>\n",
              "      <th>V283</th>\n",
              "      <th>V284</th>\n",
              "      <th>V285</th>\n",
              "      <th>V286</th>\n",
              "      <th>V287</th>\n",
              "      <th>V288</th>\n",
              "      <th>V289</th>\n",
              "      <th>V290</th>\n",
              "      <th>V291</th>\n",
              "      <th>V292</th>\n",
              "      <th>V293</th>\n",
              "      <th>V294</th>\n",
              "      <th>V295</th>\n",
              "      <th>V296</th>\n",
              "      <th>V297</th>\n",
              "      <th>V298</th>\n",
              "      <th>V299</th>\n",
              "      <th>V300</th>\n",
              "      <th>V301</th>\n",
              "      <th>V302</th>\n",
              "      <th>V303</th>\n",
              "      <th>V304</th>\n",
              "      <th>V305</th>\n",
              "      <th>V306</th>\n",
              "      <th>V307</th>\n",
              "      <th>V308</th>\n",
              "      <th>V309</th>\n",
              "      <th>V310</th>\n",
              "      <th>V311</th>\n",
              "      <th>V312</th>\n",
              "      <th>V313</th>\n",
              "      <th>V314</th>\n",
              "      <th>V315</th>\n",
              "      <th>V316</th>\n",
              "      <th>V317</th>\n",
              "      <th>V318</th>\n",
              "      <th>V319</th>\n",
              "      <th>V320</th>\n",
              "      <th>V321</th>\n",
              "      <th>V322</th>\n",
              "      <th>V323</th>\n",
              "      <th>V324</th>\n",
              "      <th>V325</th>\n",
              "      <th>V326</th>\n",
              "      <th>V327</th>\n",
              "      <th>V328</th>\n",
              "      <th>V329</th>\n",
              "      <th>V330</th>\n",
              "      <th>V331</th>\n",
              "      <th>V332</th>\n",
              "      <th>V333</th>\n",
              "      <th>V334</th>\n",
              "      <th>V335</th>\n",
              "      <th>V336</th>\n",
              "      <th>V337</th>\n",
              "      <th>V338</th>\n",
              "      <th>V339</th>\n",
              "      <th>id_01</th>\n",
              "      <th>id_02</th>\n",
              "      <th>id_03</th>\n",
              "      <th>id_04</th>\n",
              "      <th>id_05</th>\n",
              "      <th>id_06</th>\n",
              "      <th>id_07</th>\n",
              "      <th>id_08</th>\n",
              "      <th>id_09</th>\n",
              "      <th>id_10</th>\n",
              "      <th>id_11</th>\n",
              "      <th>id_12</th>\n",
              "      <th>id_13</th>\n",
              "      <th>id_14</th>\n",
              "      <th>id_15</th>\n",
              "      <th>id_16</th>\n",
              "      <th>id_17</th>\n",
              "      <th>id_18</th>\n",
              "      <th>id_19</th>\n",
              "      <th>id_20</th>\n",
              "      <th>id_21</th>\n",
              "      <th>id_22</th>\n",
              "      <th>id_23</th>\n",
              "      <th>id_24</th>\n",
              "      <th>id_25</th>\n",
              "      <th>id_26</th>\n",
              "      <th>id_27</th>\n",
              "      <th>id_28</th>\n",
              "      <th>id_29</th>\n",
              "      <th>id_30</th>\n",
              "      <th>id_31</th>\n",
              "      <th>id_32</th>\n",
              "      <th>id_33</th>\n",
              "      <th>id_34</th>\n",
              "      <th>id_35</th>\n",
              "      <th>id_36</th>\n",
              "      <th>id_37</th>\n",
              "      <th>id_38</th>\n",
              "      <th>DeviceType</th>\n",
              "      <th>DeviceInfo</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>3663549</td>\n",
              "      <td>18403224</td>\n",
              "      <td>31.953125</td>\n",
              "      <td>W</td>\n",
              "      <td>10409</td>\n",
              "      <td>111.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>visa</td>\n",
              "      <td>226.0</td>\n",
              "      <td>debit</td>\n",
              "      <td>170.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>gmail.com</td>\n",
              "      <td>NaN</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>115.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>419.0</td>\n",
              "      <td>419.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>398.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>418.0</td>\n",
              "      <td>203.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>409.0</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>F</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>F</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>47.950001</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>47.950001</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>47.950001</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>47.950001</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
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              "      <td>W</td>\n",
              "      <td>4272</td>\n",
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              "      <td>150.0</td>\n",
              "      <td>visa</td>\n",
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              "      <td>299.0</td>\n",
              "      <td>87.0</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>aol.com</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>149.0</td>\n",
              "      <td>149.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>634.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>231.0</td>\n",
              "      <td>634.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>634.0</td>\n",
              "      <td>T</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>M0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>F</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>1.0</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3663551</td>\n",
              "      <td>18403310</td>\n",
              "      <td>171.000000</td>\n",
              "      <td>W</td>\n",
              "      <td>4476</td>\n",
              "      <td>574.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>visa</td>\n",
              "      <td>226.0</td>\n",
              "      <td>debit</td>\n",
              "      <td>472.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>2636.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>hotmail.com</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>137.0</td>\n",
              "      <td>137.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>97.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>136.0</td>\n",
              "      <td>136.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>97.0</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>F</td>\n",
              "      <td>M0</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>968.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>705.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>263.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1321.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1058.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>263.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3663552</td>\n",
              "      <td>18403310</td>\n",
              "      <td>285.000000</td>\n",
              "      <td>W</td>\n",
              "      <td>10989</td>\n",
              "      <td>360.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>visa</td>\n",
              "      <td>166.0</td>\n",
              "      <td>debit</td>\n",
              "      <td>205.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>gmail.com</td>\n",
              "      <td>NaN</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>242.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>242.0</td>\n",
              "      <td>242.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>242.0</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>T</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>282.5000</td>\n",
              "      <td>282.500</td>\n",
              "      <td>282.5000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>3663553</td>\n",
              "      <td>18403317</td>\n",
              "      <td>67.937500</td>\n",
              "      <td>W</td>\n",
              "      <td>18018</td>\n",
              "      <td>452.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>mastercard</td>\n",
              "      <td>117.0</td>\n",
              "      <td>debit</td>\n",
              "      <td>264.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>gmail.com</td>\n",
              "      <td>NaN</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>22.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>22.0</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>67.949997</td>\n",
              "      <td>183.850006</td>\n",
              "      <td>67.949997</td>\n",
              "      <td>67.9375</td>\n",
              "      <td>183.850006</td>\n",
              "      <td>67.949997</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>67.949997</td>\n",
              "      <td>183.850006</td>\n",
              "      <td>67.949997</td>\n",
              "      <td>67.9375</td>\n",
              "      <td>183.850006</td>\n",
              "      <td>67.9375</td>\n",
              "      <td>67.949997</td>\n",
              "      <td>67.9375</td>\n",
              "      <td>183.875</td>\n",
              "      <td>67.9375</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   TransactionID  TransactionDT  TransactionAmt ProductCD  card1  card2  \\\n",
              "0        3663549       18403224       31.953125         W  10409  111.0   \n",
              "1        3663550       18403263       49.000000         W   4272  111.0   \n",
              "2        3663551       18403310      171.000000         W   4476  574.0   \n",
              "3        3663552       18403310      285.000000         W  10989  360.0   \n",
              "4        3663553       18403317       67.937500         W  18018  452.0   \n",
              "\n",
              "   card3       card4  card5  card6  addr1  addr2   dist1  dist2 P_emaildomain  \\\n",
              "0  150.0        visa  226.0  debit  170.0   87.0     1.0    NaN     gmail.com   \n",
              "1  150.0        visa  226.0  debit  299.0   87.0     4.0    NaN       aol.com   \n",
              "2  150.0        visa  226.0  debit  472.0   87.0  2636.0    NaN   hotmail.com   \n",
              "3  150.0        visa  166.0  debit  205.0   87.0    17.0    NaN     gmail.com   \n",
              "4  150.0  mastercard  117.0  debit  264.0   87.0     6.0    NaN     gmail.com   \n",
              "\n",
              "  R_emaildomain   C1   C2   C3   C4   C5   C6   C7   C8   C9  C10  C11  C12  \\\n",
              "0           NaN  6.0  6.0  0.0  0.0  3.0  4.0  0.0  0.0  6.0  0.0  5.0  1.0   \n",
              "1           NaN  3.0  2.0  0.0  0.0  0.0  1.0  0.0  0.0  2.0  0.0  1.0  1.0   \n",
              "2           NaN  2.0  2.0  0.0  0.0  0.0  5.0  0.0  0.0  4.0  0.0  2.0  0.0   \n",
              "3           NaN  5.0  2.0  0.0  0.0  1.0  1.0  0.0  0.0  2.0  0.0  2.0  0.0   \n",
              "4           NaN  6.0  6.0  0.0  0.0  2.0  5.0  0.0  0.0  5.0  0.0  6.0  0.0   \n",
              "\n",
              "     C13  C14     D1     D2    D3     D4    D5  D6  D7  D8  D9    D10    D11  \\\n",
              "0  115.0  6.0  419.0  419.0  27.0  398.0  27.0 NaN NaN NaN NaN  418.0  203.0   \n",
              "1   12.0  2.0  149.0  149.0   7.0  634.0   7.0 NaN NaN NaN NaN  231.0  634.0   \n",
              "2   22.0  2.0  137.0  137.0  10.0   97.0  10.0 NaN NaN NaN NaN  136.0  136.0   \n",
              "3    7.0  4.0   42.0   42.0  41.0  242.0  41.0 NaN NaN NaN NaN  242.0  242.0   \n",
              "4   14.0  6.0   22.0   22.0   0.0   22.0   0.0 NaN NaN NaN NaN   22.0   22.0   \n",
              "\n",
              "   D12  D13  D14    D15 M1 M2 M3   M4   M5 M6   M7   M8   M9   V1   V2   V3  \\\n",
              "0  NaN  NaN  NaN  409.0  T  T  F  NaN  NaN  F    T    T    T  1.0  1.0  1.0   \n",
              "1  NaN  NaN  NaN  634.0  T  F  F   M0  NaN  F  NaN  NaN  NaN  1.0  1.0  1.0   \n",
              "2  NaN  NaN  NaN   97.0  T  T  F   M0    F  F    F    F    F  1.0  1.0  1.0   \n",
              "3  NaN  NaN  NaN  242.0  T  T  T  NaN  NaN  T  NaN  NaN  NaN  1.0  1.0  1.0   \n",
              "4  NaN  NaN  NaN   22.0  T  T  T  NaN  NaN  F    F    T    T  1.0  1.0  1.0   \n",
              "\n",
              "    V4   V5   V6   V7   V8   V9  V10  V11  V12  V13  V14  V15  V16  V17  V18  \\\n",
              "0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0   \n",
              "1  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0   \n",
              "2  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0   \n",
              "3  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0   \n",
              "4  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0   \n",
              "\n",
              "   V19  V20  V21  V22  V23  V24  V25  V26  V27  V28  V29  V30  V31  V32  V33  \\\n",
              "0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
              "1  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
              "2  1.0  1.0  0.0  0.0  2.0  2.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
              "3  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0   \n",
              "4  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0   \n",
              "\n",
              "   V34  V35  V36  V37  V38  V39  V40  V41  V42  V43  V44  V45  V46  V47  V48  \\\n",
              "0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0   \n",
              "1  0.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0   \n",
              "2  0.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0   \n",
              "3  0.0  2.0  2.0  2.0  2.0  0.0  0.0  1.0  0.0  0.0  2.0  2.0  2.0  2.0  1.0   \n",
              "4  0.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0   \n",
              "\n",
              "   V49  V50  V51  V52  V53  V54  V55  V56  V57  V58  V59  V60  V61  V62  V63  \\\n",
              "0  1.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
              "1  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0   \n",
              "2  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0   \n",
              "3  1.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0   \n",
              "4  1.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0   \n",
              "\n",
              "   V64  V65  V66  V67  V68  V69  V70  V71  V72  V73  V74  V75  V76  V77  V78  \\\n",
              "0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "1  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
              "2  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  2.0  1.0  2.0   \n",
              "3  0.0  1.0  1.0  1.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
              "4  0.0  1.0  1.0  1.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
              "\n",
              "   V79  V80  V81  V82  V83  V84  V85  V86  V87  V88  V89  V90  V91  V92  V93  \\\n",
              "0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  1.0  1.0  0.0  0.0   \n",
              "1  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0   \n",
              "2  0.0  0.0  0.0  1.0  2.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0   \n",
              "3  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  1.0  1.0  0.0  0.0   \n",
              "4  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  1.0  1.0  0.0  0.0   \n",
              "\n",
              "   V94  V95  V96  V97  V98  V99  V100  V101  V102  V103  V104  V105  V106  \\\n",
              "0  0.0  0.0  1.0  0.0  0.0  1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "1  0.0  0.0  4.0  1.0  0.0  4.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "2  0.0  0.0  5.0  0.0  0.0  3.0   0.0   0.0   0.0   0.0   0.0   2.0   0.0   \n",
              "3  0.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "4  0.0  1.0  3.0  1.0  1.0  3.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "\n",
              "   V107  V108  V109  V110  V111  V112  V113  V114  V115  V116  V117  V118  \\\n",
              "0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "1   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "2   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "3   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "4   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "\n",
              "   V119  V120  V121  V122  V123  V124  V125       V126        V127       V128  \\\n",
              "0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.000000   47.950001   0.000000   \n",
              "1   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.000000  280.000000  77.000000   \n",
              "2   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.000000  968.000000   0.000000   \n",
              "3   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.000000    0.000000   0.000000   \n",
              "4   1.0   1.0   1.0   1.0   1.0   1.0   1.0  67.949997  183.850006  67.949997   \n",
              "\n",
              "      V129        V130       V131  V132  V133  V134  V135   V136  V137  V138  \\\n",
              "0   0.0000   47.950001   0.000000   0.0   0.0   0.0   0.0    0.0   0.0   NaN   \n",
              "1   0.0000  280.000000  77.000000   0.0   0.0   0.0   0.0    0.0   0.0   NaN   \n",
              "2   0.0000  705.000000   0.000000   0.0   0.0   0.0   0.0  263.0   0.0   NaN   \n",
              "3   0.0000    0.000000   0.000000   0.0   0.0   0.0   0.0    0.0   0.0   NaN   \n",
              "4  67.9375  183.850006  67.949997   0.0   0.0   0.0   0.0    0.0   0.0   NaN   \n",
              "\n",
              "   V139  V140  V141  V142  V143  V144  V145  V146  V147  V148  V149  V150  \\\n",
              "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "   V151  V152  V153  V154  V155  V156  V157  V158  V159  V160  V161  V162  \\\n",
              "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "   V163  V164  V165  V166  V167  V168  V169  V170  V171  V172  V173  V174  \\\n",
              "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "   V175  V176  V177  V178  V179  V180  V181  V182  V183  V184  V185  V186  \\\n",
              "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "   V187  V188  V189  V190  V191  V192  V193  V194  V195  V196  V197  V198  \\\n",
              "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "   V199  V200  V201  V202  V203  V204  V205  V206  V207  V208  V209  V210  \\\n",
              "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "   V211  V212  V213  V214  V215  V216  V217  V218  V219  V220  V221  V222  \\\n",
              "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "   V223  V224  V225  V226  V227  V228  V229  V230  V231  V232  V233  V234  \\\n",
              "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "   V235  V236  V237  V238  V239  V240  V241  V242  V243  V244  V245  V246  \\\n",
              "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "   V247  V248  V249  V250  V251  V252  V253  V254  V255  V256  V257  V258  \\\n",
              "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "   V259  V260  V261  V262  V263  V264  V265  V266  V267  V268  V269  V270  \\\n",
              "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "   V271  V272  V273  V274  V275  V276  V277  V278  V279  V280  V281  V282  \\\n",
              "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   0.0   0.0   0.0   0.0   \n",
              "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   0.0   1.0   0.0   0.0   \n",
              "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   0.0   0.0   0.0   0.0   \n",
              "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   0.0   0.0   0.0   1.0   \n",
              "4   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   1.0   1.0   0.0   1.0   \n",
              "\n",
              "   V283  V284  V285  V286  V287  V288  V289  V290  V291  V292  V293  V294  \\\n",
              "0   0.0   0.0   1.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   0.0   0.0   \n",
              "1   0.0   0.0   4.0   0.0   1.0   0.0   0.0   1.0   1.0   1.0   0.0   0.0   \n",
              "2   0.0   0.0   4.0   0.0   0.0   0.0   0.0   1.0   2.0   1.0   0.0   0.0   \n",
              "3   1.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   0.0   0.0   \n",
              "4   1.0   1.0   3.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.0   0.0   \n",
              "\n",
              "   V295  V296  V297  V298  V299  V300  V301  V302  V303  V304  V305  \\\n",
              "0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   \n",
              "1   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   \n",
              "2   0.0   2.0   0.0   2.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   \n",
              "3   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   \n",
              "4   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   \n",
              "\n",
              "        V306         V307       V308     V309         V310     V311  \\\n",
              "0   0.000000    47.950001   0.000000   0.0000    47.950001   0.0000   \n",
              "1   0.000000   280.000000  77.000000   0.0000   280.000000   0.0000   \n",
              "2   0.000000  1321.000000   0.000000   0.0000  1058.000000   0.0000   \n",
              "3   0.000000     0.000000   0.000000   0.0000     0.000000   0.0000   \n",
              "4  67.949997   183.850006  67.949997  67.9375   183.850006  67.9375   \n",
              "\n",
              "        V312      V313     V314      V315  V316  V317  V318  V319   V320  \\\n",
              "0   0.000000    0.0000    0.000    0.0000   0.0   0.0   0.0   0.0    0.0   \n",
              "1  77.000000    0.0000    0.000    0.0000   0.0   0.0   0.0   0.0    0.0   \n",
              "2   0.000000    0.0000    0.000    0.0000   0.0   0.0   0.0   0.0  263.0   \n",
              "3   0.000000  282.5000  282.500  282.5000   0.0   0.0   0.0   0.0    0.0   \n",
              "4  67.949997   67.9375  183.875   67.9375   0.0   0.0   0.0   0.0    0.0   \n",
              "\n",
              "   V321  V322  V323  V324  V325  V326  V327  V328  V329  V330  V331  V332  \\\n",
              "0   0.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1   0.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2   0.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3   0.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4   0.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "   V333  V334  V335  V336  V337  V338  V339  id_01  id_02  id_03  id_04  \\\n",
              "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN    NaN    NaN    NaN   \n",
              "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN    NaN    NaN    NaN   \n",
              "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN    NaN    NaN    NaN   \n",
              "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN    NaN    NaN    NaN   \n",
              "4   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN    NaN    NaN    NaN   \n",
              "\n",
              "   id_05  id_06  id_07  id_08  id_09  id_10  id_11 id_12  id_13  id_14 id_15  \\\n",
              "0    NaN    NaN    NaN    NaN    NaN    NaN    NaN   NaN    NaN    NaN   NaN   \n",
              "1    NaN    NaN    NaN    NaN    NaN    NaN    NaN   NaN    NaN    NaN   NaN   \n",
              "2    NaN    NaN    NaN    NaN    NaN    NaN    NaN   NaN    NaN    NaN   NaN   \n",
              "3    NaN    NaN    NaN    NaN    NaN    NaN    NaN   NaN    NaN    NaN   NaN   \n",
              "4    NaN    NaN    NaN    NaN    NaN    NaN    NaN   NaN    NaN    NaN   NaN   \n",
              "\n",
              "  id_16  id_17  id_18  id_19  id_20  id_21  id_22 id_23  id_24  id_25  id_26  \\\n",
              "0   NaN    NaN    NaN    NaN    NaN    NaN    NaN   NaN    NaN    NaN    NaN   \n",
              "1   NaN    NaN    NaN    NaN    NaN    NaN    NaN   NaN    NaN    NaN    NaN   \n",
              "2   NaN    NaN    NaN    NaN    NaN    NaN    NaN   NaN    NaN    NaN    NaN   \n",
              "3   NaN    NaN    NaN    NaN    NaN    NaN    NaN   NaN    NaN    NaN    NaN   \n",
              "4   NaN    NaN    NaN    NaN    NaN    NaN    NaN   NaN    NaN    NaN    NaN   \n",
              "\n",
              "  id_27 id_28 id_29 id_30 id_31  id_32 id_33 id_34 id_35 id_36 id_37 id_38  \\\n",
              "0   NaN   NaN   NaN   NaN   NaN    NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "1   NaN   NaN   NaN   NaN   NaN    NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "2   NaN   NaN   NaN   NaN   NaN    NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "3   NaN   NaN   NaN   NaN   NaN    NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "4   NaN   NaN   NaN   NaN   NaN    NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
              "\n",
              "  DeviceType DeviceInfo  \n",
              "0        NaN        NaN  \n",
              "1        NaN        NaN  \n",
              "2        NaN        NaN  \n",
              "3        NaN        NaN  \n",
              "4        NaN        NaN  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_jclONfTXi_F",
        "outputId": "92068a69-f6fc-4a91-d56e-5c79f9d37518"
      },
      "source": [
        "# double check the column names\n",
        "train.columns.difference(test.columns), test.columns.difference(train.columns)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(Index(['isFraud'], dtype='object'), Index([], dtype='object'))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7A0yuxH2YDVs"
      },
      "source": [
        "#### 1.5 Store train & test data in parquet format to reduce loading time"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kAlYgVbnYUbb"
      },
      "source": [
        "train.to_parquet('train.parquet.gzip', compression=\"gzip\")\n",
        "test.to_parquet('test.parquet.gzip', compression=\"gzip\")\n",
        "!cp train.parquet.gzip \"drive/My Drive/ieee-fraud-detection/\"\n",
        "!cp test.parquet.gzip \"drive/My Drive/ieee-fraud-detection/\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Gyd8hIpPd2Go"
      },
      "source": [
        "del train, test"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Dy3MMHWPcsaf",
        "outputId": "bb10b73f-eb88-49b4-d239-bc34340caf59"
      },
      "source": [
        "%%time\n",
        "train = pd.read_parquet(\"drive/My Drive/ieee-fraud-detection/train.parquet.gzip\")\n",
        "test = pd.read_parquet(\"drive/My Drive/ieee-fraud-detection/test.parquet.gzip\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "CPU times: user 12.8 s, sys: 4.11 s, total: 16.9 s\n",
            "Wall time: 9.22 s\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pzpm4NlweBrw",
        "outputId": "df259a18-fc5c-4404-ef11-f056e28466c5"
      },
      "source": [
        "# %%time\n",
        "# train_csv = pd.read_csv('/content/drive/MyDrive/ieee-fraud-detection/train.csv', index_col=[0])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "CPU times: user 21.1 s, sys: 6.88 s, total: 27.9 s\n",
            "Wall time: 32 s\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GQvD3Ip5eZdy"
      },
      "source": [
        "# del train_csv"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VxW1DSYddWI0",
        "outputId": "d57af865-094e-4550-e664-bcad01c269b1"
      },
      "source": [
        "print(train.shape)\n",
        "print(test.shape)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(590540, 434)\n",
            "(506691, 433)\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}