graph_clusters.ipynb

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    "colab": {
      "name": "graph_clusters.ipynb",
      "provenance": []
    }
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  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "2d2b3893-4ecd-42e3-bfeb-ebefe90917e2"
      },
      "source": [
        "import pandas as pd\n",
        "import networkx as nx\n",
        "import matplotlib.pyplot as plt\n",
        "import statistics as sts\n",
        "import numpy as np\n",
        "import seaborn as sns\n",
        "import pickle\n",
        "from sklearn import preprocessing\n",
        "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n",
        "from sklearn.datasets import load_svmlight_file\n",
        "from sklearn.metrics import confusion_matrix\n",
        "from sklearn.svm import SVC\n",
        "from sklearn.neighbors import KNeighborsClassifier\n",
        "from sklearn.ensemble import GradientBoostingClassifier, RandomForestClassifier\n",
        "from sklearn.model_selection import cross_val_score, train_test_split, GridSearchCV\n",
        "from sklearn.cluster import KMeans\n",
        "%matplotlib inline"
      ],
      "id": "2d2b3893-4ecd-42e3-bfeb-ebefe90917e2",
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "b6NbbKY_vNlV"
      },
      "source": [
        "## 6 features"
      ],
      "id": "b6NbbKY_vNlV"
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "ZILiTWA9v_vO",
        "outputId": "03888886-3563-4013-ab1f-5a1a52b6df05"
      },
      "source": [
        "features_6_df = pd.read_csv('https://raw.githubusercontent.com/viniciusmioto/network_analysis/main/data/6_features_db.csv')\n",
        "features_6_df = features_6_df.drop('Unnamed: 0', 1)\n",
        "features_6_df"
      ],
      "id": "ZILiTWA9v_vO",
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>0</th>\n",
              "      <th>1</th>\n",
              "      <th>2</th>\n",
              "      <th>3</th>\n",
              "      <th>4</th>\n",
              "      <th>5</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>239.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4828.0</td>\n",
              "      <td>3.999178</td>\n",
              "      <td>0.000411</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>165.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1989.0</td>\n",
              "      <td>3.998005</td>\n",
              "      <td>0.000997</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>172.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1333.0</td>\n",
              "      <td>5.994620</td>\n",
              "      <td>0.001792</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>97.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1277.0</td>\n",
              "      <td>3.996887</td>\n",
              "      <td>0.001556</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>217.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>5836.0</td>\n",
              "      <td>1.999773</td>\n",
              "      <td>0.000227</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3141</th>\n",
              "      <td>23.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>320.0</td>\n",
              "      <td>1.586466</td>\n",
              "      <td>0.001194</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3142</th>\n",
              "      <td>65.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2363.0</td>\n",
              "      <td>1.629453</td>\n",
              "      <td>0.000169</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3143</th>\n",
              "      <td>47.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1466.0</td>\n",
              "      <td>1.676742</td>\n",
              "      <td>0.000271</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3144</th>\n",
              "      <td>30.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>257.0</td>\n",
              "      <td>1.757974</td>\n",
              "      <td>0.001651</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3145</th>\n",
              "      <td>22.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>753.0</td>\n",
              "      <td>1.614188</td>\n",
              "      <td>0.000502</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>3146 rows × 6 columns</p>\n",
              "</div>"
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              "          0    1    2       3         4         5\n",
              "0     239.0  1.0  2.0  4828.0  3.999178  0.000411\n",
              "1     165.0  1.0  2.0  1989.0  3.998005  0.000997\n",
              "2     172.0  1.0  3.0  1333.0  5.994620  0.001792\n",
              "3      97.0  1.0  2.0  1277.0  3.996887  0.001556\n",
              "4     217.0  1.0  1.0  5836.0  1.999773  0.000227\n",
              "...     ...  ...  ...     ...       ...       ...\n",
              "3141   23.0  1.0  0.0   320.0  1.586466  0.001194\n",
              "3142   65.0  1.0  0.0  2363.0  1.629453  0.000169\n",
              "3143   47.0  1.0  0.0  1466.0  1.676742  0.000271\n",
              "3144   30.0  1.0  0.0   257.0  1.757974  0.001651\n",
              "3145   22.0  1.0  0.0   753.0  1.614188  0.000502\n",
              "\n",
              "[3146 rows x 6 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "ZZDCQrWgwIn4",
        "outputId": "11a35f8e-22d7-4647-ba07-bf1d859b9709"
      },
      "source": [
        "features_6_df.describe()"
      ],
      "id": "ZZDCQrWgwIn4",
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>0</th>\n",
              "      <th>1</th>\n",
              "      <th>2</th>\n",
              "      <th>3</th>\n",
              "      <th>4</th>\n",
              "      <th>5</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>3146.000000</td>\n",
              "      <td>3146.000000</td>\n",
              "      <td>3146.000000</td>\n",
              "      <td>3146.000000</td>\n",
              "      <td>3146.000000</td>\n",
              "      <td>3146.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>465.237444</td>\n",
              "      <td>1229.139224</td>\n",
              "      <td>36.263827</td>\n",
              "      <td>3090.922759</td>\n",
              "      <td>38.210991</td>\n",
              "      <td>0.105592</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>939.385022</td>\n",
              "      <td>3206.497495</td>\n",
              "      <td>145.489091</td>\n",
              "      <td>8841.018227</td>\n",
              "      <td>145.046029</td>\n",
              "      <td>0.251411</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.320000</td>\n",
              "      <td>0.000010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>5.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>2.868990</td>\n",
              "      <td>0.000278</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>41.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>468.500000</td>\n",
              "      <td>3.998822</td>\n",
              "      <td>0.000948</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>355.000000</td>\n",
              "      <td>104.750000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>2453.250000</td>\n",
              "      <td>5.997092</td>\n",
              "      <td>0.095238</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>7636.000000</td>\n",
              "      <td>19906.000000</td>\n",
              "      <td>989.000000</td>\n",
              "      <td>225942.000000</td>\n",
              "      <td>989.000000</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                 0             1  ...            4            5\n",
              "count  3146.000000   3146.000000  ...  3146.000000  3146.000000\n",
              "mean    465.237444   1229.139224  ...    38.210991     0.105592\n",
              "std     939.385022   3206.497495  ...   145.046029     0.251411\n",
              "min       1.000000      1.000000  ...     0.320000     0.000010\n",
              "25%       5.000000      1.000000  ...     2.868990     0.000278\n",
              "50%      41.000000      1.000000  ...     3.998822     0.000948\n",
              "75%     355.000000    104.750000  ...     5.997092     0.095238\n",
              "max    7636.000000  19906.000000  ...   989.000000     1.000000\n",
              "\n",
              "[8 rows x 6 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rFk7W1j5wavV"
      },
      "source": [
        "X_6_features = np.array(features_6_df)"
      ],
      "id": "rFk7W1j5wavV",
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DSmrKzhvwhnJ"
      },
      "source": [
        "scaler = MinMaxScaler()\n",
        "scaled_6_features_X = scaler.fit_transform(X_6_features)"
      ],
      "id": "DSmrKzhvwhnJ",
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-Nn2D0SPwpnx",
        "outputId": "013802b8-dccc-435d-fa42-5b5d6c6aea13"
      },
      "source": [
        "kmeans_6_features = KMeans(n_clusters=2, n_init=30)\n",
        "kmeans_6_features.fit_predict(scaled_6_features_X)\n",
        "kmeans_6_features.labels_"
      ],
      "id": "-Nn2D0SPwpnx",
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0, 0, 0, ..., 0, 0, 0], dtype=int32)"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 264
        },
        "id": "TI6mbQ_BxDMP",
        "outputId": "73f8e446-b389-4a74-b959-f4f5888d0bbb"
      },
      "source": [
        "power_law_6f = sum(kmeans_6_features.labels_)/(len(kmeans_6_features.labels_))\n",
        "data = [1 - power_law_6f, power_law_6f]\n",
        "plt.pie(data, labels=['Group 0', 'Group 1'], autopct='%.0f%%')\n",
        "plt.title('6 Features Clusters %')\n",
        "plt.show()"
      ],
      "id": "TI6mbQ_BxDMP",
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-McyfHoXvaZP"
      },
      "source": [
        "## Graph2Vec"
      ],
      "id": "-McyfHoXvaZP"
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 443
        },
        "id": "11acab6b-d01b-42ce-9b03-f728ec95e294",
        "outputId": "0049de20-8c4d-4fc2-b7c1-eac412323c96"
      },
      "source": [
        "graph2vec_df = pd.read_csv('https://raw.githubusercontent.com/viniciusmioto/network_analysis/main/data/graph2vec_db.csv')\n",
        "graph2vec_df = graph2vec_df.drop('Unnamed: 0', 1)\n",
        "graph2vec_df"
      ],
      "id": "11acab6b-d01b-42ce-9b03-f728ec95e294",
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>1</th>\n",
              "      <th>2</th>\n",
              "      <th>3</th>\n",
              "      <th>4</th>\n",
              "      <th>5</th>\n",
              "      <th>6</th>\n",
              "      <th>7</th>\n",
              "      <th>8</th>\n",
              "      <th>9</th>\n",
              "      <th>10</th>\n",
              "      <th>11</th>\n",
              "      <th>12</th>\n",
              "      <th>13</th>\n",
              "      <th>14</th>\n",
              "      <th>15</th>\n",
              "      <th>16</th>\n",
              "      <th>17</th>\n",
              "      <th>18</th>\n",
              "      <th>19</th>\n",
              "      <th>20</th>\n",
              "      <th>21</th>\n",
              "      <th>22</th>\n",
              "      <th>23</th>\n",
              "      <th>24</th>\n",
              "      <th>25</th>\n",
              "      <th>26</th>\n",
              "      <th>27</th>\n",
              "      <th>28</th>\n",
              "      <th>29</th>\n",
              "      <th>30</th>\n",
              "      <th>31</th>\n",
              "      <th>32</th>\n",
              "      <th>33</th>\n",
              "      <th>34</th>\n",
              "      <th>35</th>\n",
              "      <th>36</th>\n",
              "      <th>37</th>\n",
              "      <th>38</th>\n",
              "      <th>39</th>\n",
              "      <th>40</th>\n",
              "      <th>...</th>\n",
              "      <th>90</th>\n",
              "      <th>91</th>\n",
              "      <th>92</th>\n",
              "      <th>93</th>\n",
              "      <th>94</th>\n",
              "      <th>95</th>\n",
              "      <th>96</th>\n",
              "      <th>97</th>\n",
              "      <th>98</th>\n",
              "      <th>99</th>\n",
              "      <th>100</th>\n",
              "      <th>101</th>\n",
              "      <th>102</th>\n",
              "      <th>103</th>\n",
              "      <th>104</th>\n",
              "      <th>105</th>\n",
              "      <th>106</th>\n",
              "      <th>107</th>\n",
              "      <th>108</th>\n",
              "      <th>109</th>\n",
              "      <th>110</th>\n",
              "      <th>111</th>\n",
              "      <th>112</th>\n",
              "      <th>113</th>\n",
              "      <th>114</th>\n",
              "      <th>115</th>\n",
              "      <th>116</th>\n",
              "      <th>117</th>\n",
              "      <th>118</th>\n",
              "      <th>119</th>\n",
              "      <th>120</th>\n",
              "      <th>121</th>\n",
              "      <th>122</th>\n",
              "      <th>123</th>\n",
              "      <th>124</th>\n",
              "      <th>125</th>\n",
              "      <th>126</th>\n",
              "      <th>127</th>\n",
              "      <th>128</th>\n",
              "      <th>is_power_law</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.283226</td>\n",
              "      <td>-1.555381</td>\n",
              "      <td>-0.121139</td>\n",
              "      <td>0.220456</td>\n",
              "      <td>0.116647</td>\n",
              "      <td>-0.678064</td>\n",
              "      <td>1.872659</td>\n",
              "      <td>-0.676502</td>\n",
              "      <td>0.178234</td>\n",
              "      <td>1.801286</td>\n",
              "      <td>-0.665650</td>\n",
              "      <td>0.078173</td>\n",
              "      <td>-0.983346</td>\n",
              "      <td>-1.348082</td>\n",
              "      <td>-0.540847</td>\n",
              "      <td>-0.053811</td>\n",
              "      <td>-0.610999</td>\n",
              "      <td>2.146456</td>\n",
              "      <td>-0.006776</td>\n",
              "      <td>-0.924747</td>\n",
              "      <td>-0.469823</td>\n",
              "      <td>-0.700700</td>\n",
              "      <td>-0.340792</td>\n",
              "      <td>0.254332</td>\n",
              "      <td>-0.428917</td>\n",
              "      <td>0.809738</td>\n",
              "      <td>0.049616</td>\n",
              "      <td>-0.177372</td>\n",
              "      <td>-2.275054</td>\n",
              "      <td>-0.902289</td>\n",
              "      <td>-1.435698</td>\n",
              "      <td>-0.646209</td>\n",
              "      <td>0.642027</td>\n",
              "      <td>-0.422488</td>\n",
              "      <td>0.058161</td>\n",
              "      <td>0.132872</td>\n",
              "      <td>-0.160723</td>\n",
              "      <td>1.550581</td>\n",
              "      <td>1.003663</td>\n",
              "      <td>-1.235544</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.470145</td>\n",
              "      <td>-0.078502</td>\n",
              "      <td>0.879602</td>\n",
              "      <td>-0.590490</td>\n",
              "      <td>0.646790</td>\n",
              "      <td>0.498324</td>\n",
              "      <td>1.016791</td>\n",
              "      <td>1.018782</td>\n",
              "      <td>-0.464928</td>\n",
              "      <td>1.835195</td>\n",
              "      <td>-0.872807</td>\n",
              "      <td>-0.976261</td>\n",
              "      <td>-0.269561</td>\n",
              "      <td>-1.683204</td>\n",
              "      <td>-0.325591</td>\n",
              "      <td>-0.318458</td>\n",
              "      <td>-0.034617</td>\n",
              "      <td>-0.502123</td>\n",
              "      <td>1.280567</td>\n",
              "      <td>0.813439</td>\n",
              "      <td>2.208925</td>\n",
              "      <td>0.589798</td>\n",
              "      <td>-0.585594</td>\n",
              "      <td>0.663595</td>\n",
              "      <td>-0.105845</td>\n",
              "      <td>-0.712773</td>\n",
              "      <td>0.385096</td>\n",
              "      <td>1.060231</td>\n",
              "      <td>0.728433</td>\n",
              "      <td>0.403087</td>\n",
              "      <td>-1.153790</td>\n",
              "      <td>1.209732</td>\n",
              "      <td>1.552829</td>\n",
              "      <td>-1.949741</td>\n",
              "      <td>2.080611</td>\n",
              "      <td>-0.703734</td>\n",
              "      <td>-1.996018</td>\n",
              "      <td>0.042010</td>\n",
              "      <td>0.412546</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.584198</td>\n",
              "      <td>-2.017837</td>\n",
              "      <td>0.498199</td>\n",
              "      <td>0.585044</td>\n",
              "      <td>0.943714</td>\n",
              "      <td>-0.814021</td>\n",
              "      <td>1.755427</td>\n",
              "      <td>-0.913293</td>\n",
              "      <td>0.779892</td>\n",
              "      <td>2.043380</td>\n",
              "      <td>0.048720</td>\n",
              "      <td>0.132257</td>\n",
              "      <td>-0.695167</td>\n",
              "      <td>-0.949858</td>\n",
              "      <td>-0.199968</td>\n",
              "      <td>0.232681</td>\n",
              "      <td>-0.869654</td>\n",
              "      <td>2.274969</td>\n",
              "      <td>-0.001600</td>\n",
              "      <td>-0.450485</td>\n",
              "      <td>0.407698</td>\n",
              "      <td>-1.081981</td>\n",
              "      <td>-0.114681</td>\n",
              "      <td>0.982609</td>\n",
              "      <td>-0.080398</td>\n",
              "      <td>0.250174</td>\n",
              "      <td>0.046967</td>\n",
              "      <td>0.271158</td>\n",
              "      <td>-1.254065</td>\n",
              "      <td>-0.431125</td>\n",
              "      <td>-0.873392</td>\n",
              "      <td>-0.682613</td>\n",
              "      <td>-0.029310</td>\n",
              "      <td>-0.143342</td>\n",
              "      <td>-0.581727</td>\n",
              "      <td>0.350579</td>\n",
              "      <td>-0.365542</td>\n",
              "      <td>1.869625</td>\n",
              "      <td>1.468321</td>\n",
              "      <td>-0.674971</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.317583</td>\n",
              "      <td>0.239274</td>\n",
              "      <td>1.159502</td>\n",
              "      <td>-1.567539</td>\n",
              "      <td>-0.092970</td>\n",
              "      <td>0.004924</td>\n",
              "      <td>0.823521</td>\n",
              "      <td>1.119472</td>\n",
              "      <td>-0.739585</td>\n",
              "      <td>1.350198</td>\n",
              "      <td>-0.219639</td>\n",
              "      <td>-0.681059</td>\n",
              "      <td>0.376495</td>\n",
              "      <td>-0.939939</td>\n",
              "      <td>-0.181068</td>\n",
              "      <td>-0.673260</td>\n",
              "      <td>-0.018322</td>\n",
              "      <td>-0.506087</td>\n",
              "      <td>1.666583</td>\n",
              "      <td>0.481988</td>\n",
              "      <td>2.272324</td>\n",
              "      <td>1.294753</td>\n",
              "      <td>-0.652554</td>\n",
              "      <td>0.733464</td>\n",
              "      <td>0.147188</td>\n",
              "      <td>-0.683058</td>\n",
              "      <td>0.391918</td>\n",
              "      <td>0.769496</td>\n",
              "      <td>1.386197</td>\n",
              "      <td>0.256274</td>\n",
              "      <td>-0.387191</td>\n",
              "      <td>1.152594</td>\n",
              "      <td>1.334567</td>\n",
              "      <td>-2.393117</td>\n",
              "      <td>1.934806</td>\n",
              "      <td>-0.359636</td>\n",
              "      <td>-1.504011</td>\n",
              "      <td>-0.316761</td>\n",
              "      <td>0.316515</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.227998</td>\n",
              "      <td>-1.827693</td>\n",
              "      <td>0.342926</td>\n",
              "      <td>-0.027439</td>\n",
              "      <td>0.322606</td>\n",
              "      <td>-0.945044</td>\n",
              "      <td>2.034954</td>\n",
              "      <td>-0.301611</td>\n",
              "      <td>0.115928</td>\n",
              "      <td>1.966895</td>\n",
              "      <td>-0.471175</td>\n",
              "      <td>-0.071865</td>\n",
              "      <td>-0.989952</td>\n",
              "      <td>-1.194763</td>\n",
              "      <td>-0.622115</td>\n",
              "      <td>0.391535</td>\n",
              "      <td>-0.078218</td>\n",
              "      <td>2.079389</td>\n",
              "      <td>-0.233018</td>\n",
              "      <td>-0.984229</td>\n",
              "      <td>0.381250</td>\n",
              "      <td>-0.579963</td>\n",
              "      <td>-0.348461</td>\n",
              "      <td>0.455515</td>\n",
              "      <td>0.330299</td>\n",
              "      <td>0.329073</td>\n",
              "      <td>-0.482157</td>\n",
              "      <td>0.229686</td>\n",
              "      <td>-1.560974</td>\n",
              "      <td>-0.254917</td>\n",
              "      <td>-1.178133</td>\n",
              "      <td>-0.885855</td>\n",
              "      <td>0.354875</td>\n",
              "      <td>-0.376433</td>\n",
              "      <td>-0.224778</td>\n",
              "      <td>-0.173116</td>\n",
              "      <td>-0.693237</td>\n",
              "      <td>1.119859</td>\n",
              "      <td>1.726872</td>\n",
              "      <td>-1.483824</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.154593</td>\n",
              "      <td>0.629998</td>\n",
              "      <td>1.322755</td>\n",
              "      <td>-0.902710</td>\n",
              "      <td>0.679017</td>\n",
              "      <td>0.168283</td>\n",
              "      <td>0.937681</td>\n",
              "      <td>1.308933</td>\n",
              "      <td>-0.444681</td>\n",
              "      <td>1.607754</td>\n",
              "      <td>-0.205641</td>\n",
              "      <td>-0.775442</td>\n",
              "      <td>0.216370</td>\n",
              "      <td>-1.428251</td>\n",
              "      <td>-0.886735</td>\n",
              "      <td>-0.618368</td>\n",
              "      <td>0.048050</td>\n",
              "      <td>-0.426833</td>\n",
              "      <td>1.893852</td>\n",
              "      <td>0.257605</td>\n",
              "      <td>1.159623</td>\n",
              "      <td>0.596009</td>\n",
              "      <td>-0.743968</td>\n",
              "      <td>0.298932</td>\n",
              "      <td>-0.536085</td>\n",
              "      <td>-0.984293</td>\n",
              "      <td>0.103874</td>\n",
              "      <td>0.501775</td>\n",
              "      <td>0.599790</td>\n",
              "      <td>0.317950</td>\n",
              "      <td>-0.705648</td>\n",
              "      <td>0.859727</td>\n",
              "      <td>1.433414</td>\n",
              "      <td>-2.040526</td>\n",
              "      <td>2.069890</td>\n",
              "      <td>-0.251924</td>\n",
              "      <td>-1.293017</td>\n",
              "      <td>-0.456093</td>\n",
              "      <td>0.259323</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.436618</td>\n",
              "      <td>-2.292978</td>\n",
              "      <td>1.078695</td>\n",
              "      <td>0.448068</td>\n",
              "      <td>0.685444</td>\n",
              "      <td>-0.804678</td>\n",
              "      <td>1.734705</td>\n",
              "      <td>-0.684630</td>\n",
              "      <td>0.659137</td>\n",
              "      <td>2.104952</td>\n",
              "      <td>0.161862</td>\n",
              "      <td>0.509871</td>\n",
              "      <td>-0.224656</td>\n",
              "      <td>-0.884773</td>\n",
              "      <td>0.181466</td>\n",
              "      <td>0.176759</td>\n",
              "      <td>-0.715915</td>\n",
              "      <td>1.817282</td>\n",
              "      <td>-0.145622</td>\n",
              "      <td>-1.163935</td>\n",
              "      <td>0.718997</td>\n",
              "      <td>-0.269778</td>\n",
              "      <td>-0.196568</td>\n",
              "      <td>0.734426</td>\n",
              "      <td>-0.376949</td>\n",
              "      <td>-0.086668</td>\n",
              "      <td>0.164442</td>\n",
              "      <td>0.244941</td>\n",
              "      <td>-1.366392</td>\n",
              "      <td>-0.523962</td>\n",
              "      <td>-1.033423</td>\n",
              "      <td>-0.609584</td>\n",
              "      <td>-0.366253</td>\n",
              "      <td>-0.369898</td>\n",
              "      <td>-0.547476</td>\n",
              "      <td>0.549961</td>\n",
              "      <td>-1.150980</td>\n",
              "      <td>1.556152</td>\n",
              "      <td>0.658198</td>\n",
              "      <td>-0.688094</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.196946</td>\n",
              "      <td>0.200593</td>\n",
              "      <td>1.376433</td>\n",
              "      <td>-1.091689</td>\n",
              "      <td>0.141485</td>\n",
              "      <td>0.357328</td>\n",
              "      <td>1.035924</td>\n",
              "      <td>1.736181</td>\n",
              "      <td>-0.363883</td>\n",
              "      <td>1.603093</td>\n",
              "      <td>-0.298426</td>\n",
              "      <td>-0.904044</td>\n",
              "      <td>0.522272</td>\n",
              "      <td>-0.564553</td>\n",
              "      <td>0.068514</td>\n",
              "      <td>-0.415208</td>\n",
              "      <td>0.546919</td>\n",
              "      <td>-0.492946</td>\n",
              "      <td>1.899525</td>\n",
              "      <td>0.882866</td>\n",
              "      <td>2.102801</td>\n",
              "      <td>1.451428</td>\n",
              "      <td>-0.555090</td>\n",
              "      <td>0.240562</td>\n",
              "      <td>0.252116</td>\n",
              "      <td>-0.699346</td>\n",
              "      <td>0.174967</td>\n",
              "      <td>0.534152</td>\n",
              "      <td>1.307346</td>\n",
              "      <td>0.677575</td>\n",
              "      <td>-0.325053</td>\n",
              "      <td>1.330803</td>\n",
              "      <td>1.507303</td>\n",
              "      <td>-2.228408</td>\n",
              "      <td>1.818803</td>\n",
              "      <td>-0.450448</td>\n",
              "      <td>-1.572716</td>\n",
              "      <td>-0.381192</td>\n",
              "      <td>0.253463</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.139282</td>\n",
              "      <td>-1.680774</td>\n",
              "      <td>0.297711</td>\n",
              "      <td>-0.244004</td>\n",
              "      <td>0.465433</td>\n",
              "      <td>-1.256472</td>\n",
              "      <td>1.694093</td>\n",
              "      <td>-0.637881</td>\n",
              "      <td>0.695574</td>\n",
              "      <td>1.553462</td>\n",
              "      <td>0.416807</td>\n",
              "      <td>0.366108</td>\n",
              "      <td>-0.462960</td>\n",
              "      <td>-1.172405</td>\n",
              "      <td>-0.281146</td>\n",
              "      <td>0.147254</td>\n",
              "      <td>-0.701368</td>\n",
              "      <td>1.760005</td>\n",
              "      <td>-0.604829</td>\n",
              "      <td>-0.578767</td>\n",
              "      <td>-0.642436</td>\n",
              "      <td>-0.227762</td>\n",
              "      <td>0.223565</td>\n",
              "      <td>-0.283016</td>\n",
              "      <td>-0.499742</td>\n",
              "      <td>0.552941</td>\n",
              "      <td>0.177877</td>\n",
              "      <td>0.003506</td>\n",
              "      <td>-1.690982</td>\n",
              "      <td>-0.843619</td>\n",
              "      <td>-0.881816</td>\n",
              "      <td>-0.781674</td>\n",
              "      <td>-0.175499</td>\n",
              "      <td>-0.057275</td>\n",
              "      <td>0.153931</td>\n",
              "      <td>0.017539</td>\n",
              "      <td>-0.761199</td>\n",
              "      <td>1.011195</td>\n",
              "      <td>1.243130</td>\n",
              "      <td>-0.651433</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.612834</td>\n",
              "      <td>0.155359</td>\n",
              "      <td>1.313796</td>\n",
              "      <td>-1.238314</td>\n",
              "      <td>0.257059</td>\n",
              "      <td>0.203198</td>\n",
              "      <td>0.831952</td>\n",
              "      <td>1.086989</td>\n",
              "      <td>-0.541909</td>\n",
              "      <td>1.934428</td>\n",
              "      <td>-0.971636</td>\n",
              "      <td>-1.134001</td>\n",
              "      <td>-0.046217</td>\n",
              "      <td>-1.221787</td>\n",
              "      <td>-0.142965</td>\n",
              "      <td>-0.852661</td>\n",
              "      <td>-0.108912</td>\n",
              "      <td>-0.439785</td>\n",
              "      <td>1.784301</td>\n",
              "      <td>0.691049</td>\n",
              "      <td>1.640730</td>\n",
              "      <td>0.691320</td>\n",
              "      <td>-0.965463</td>\n",
              "      <td>0.957317</td>\n",
              "      <td>0.085421</td>\n",
              "      <td>-1.361792</td>\n",
              "      <td>0.099702</td>\n",
              "      <td>0.338463</td>\n",
              "      <td>0.478697</td>\n",
              "      <td>0.784393</td>\n",
              "      <td>-0.569995</td>\n",
              "      <td>1.444263</td>\n",
              "      <td>0.859837</td>\n",
              "      <td>-2.665625</td>\n",
              "      <td>2.110024</td>\n",
              "      <td>-0.738972</td>\n",
              "      <td>-1.627746</td>\n",
              "      <td>0.275809</td>\n",
              "      <td>0.143727</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3140</th>\n",
              "      <td>0.455863</td>\n",
              "      <td>-2.001677</td>\n",
              "      <td>1.016494</td>\n",
              "      <td>0.194690</td>\n",
              "      <td>-0.005158</td>\n",
              "      <td>-0.924914</td>\n",
              "      <td>1.487846</td>\n",
              "      <td>-0.032536</td>\n",
              "      <td>0.125762</td>\n",
              "      <td>2.474500</td>\n",
              "      <td>0.799675</td>\n",
              "      <td>0.002683</td>\n",
              "      <td>-0.204877</td>\n",
              "      <td>-0.768573</td>\n",
              "      <td>0.051385</td>\n",
              "      <td>-0.107119</td>\n",
              "      <td>-0.665350</td>\n",
              "      <td>1.943328</td>\n",
              "      <td>-0.213350</td>\n",
              "      <td>-1.536094</td>\n",
              "      <td>0.661122</td>\n",
              "      <td>0.126735</td>\n",
              "      <td>-0.061459</td>\n",
              "      <td>0.173251</td>\n",
              "      <td>-0.510949</td>\n",
              "      <td>-0.248688</td>\n",
              "      <td>-0.470219</td>\n",
              "      <td>-0.211003</td>\n",
              "      <td>-1.203160</td>\n",
              "      <td>-0.527623</td>\n",
              "      <td>-0.726105</td>\n",
              "      <td>-0.252738</td>\n",
              "      <td>-0.522300</td>\n",
              "      <td>0.066822</td>\n",
              "      <td>-0.086189</td>\n",
              "      <td>0.903267</td>\n",
              "      <td>-1.611663</td>\n",
              "      <td>1.282440</td>\n",
              "      <td>1.172139</td>\n",
              "      <td>-0.111818</td>\n",
              "      <td>...</td>\n",
              "      <td>0.082124</td>\n",
              "      <td>0.884141</td>\n",
              "      <td>0.985824</td>\n",
              "      <td>-1.753596</td>\n",
              "      <td>-0.098434</td>\n",
              "      <td>-0.062610</td>\n",
              "      <td>0.952685</td>\n",
              "      <td>1.858082</td>\n",
              "      <td>0.154272</td>\n",
              "      <td>1.184860</td>\n",
              "      <td>-0.213437</td>\n",
              "      <td>-1.057080</td>\n",
              "      <td>1.060111</td>\n",
              "      <td>-0.346443</td>\n",
              "      <td>-0.183411</td>\n",
              "      <td>-0.858270</td>\n",
              "      <td>0.734923</td>\n",
              "      <td>-0.260429</td>\n",
              "      <td>1.895181</td>\n",
              "      <td>-0.304603</td>\n",
              "      <td>1.486612</td>\n",
              "      <td>1.292702</td>\n",
              "      <td>-0.433564</td>\n",
              "      <td>0.742579</td>\n",
              "      <td>0.184568</td>\n",
              "      <td>-0.976687</td>\n",
              "      <td>-0.085171</td>\n",
              "      <td>0.393562</td>\n",
              "      <td>0.735488</td>\n",
              "      <td>0.399112</td>\n",
              "      <td>-0.025740</td>\n",
              "      <td>1.312783</td>\n",
              "      <td>0.568837</td>\n",
              "      <td>-2.257881</td>\n",
              "      <td>1.852985</td>\n",
              "      <td>-0.456204</td>\n",
              "      <td>-1.287985</td>\n",
              "      <td>-0.575043</td>\n",
              "      <td>-0.222391</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3141</th>\n",
              "      <td>0.578533</td>\n",
              "      <td>-1.731533</td>\n",
              "      <td>0.523502</td>\n",
              "      <td>0.052164</td>\n",
              "      <td>0.222150</td>\n",
              "      <td>-0.961003</td>\n",
              "      <td>1.766039</td>\n",
              "      <td>-0.458939</td>\n",
              "      <td>0.247214</td>\n",
              "      <td>1.855681</td>\n",
              "      <td>-0.036972</td>\n",
              "      <td>-0.082814</td>\n",
              "      <td>-0.492235</td>\n",
              "      <td>-1.377452</td>\n",
              "      <td>-0.173203</td>\n",
              "      <td>-0.282479</td>\n",
              "      <td>-0.762326</td>\n",
              "      <td>1.968278</td>\n",
              "      <td>-0.169883</td>\n",
              "      <td>-0.960125</td>\n",
              "      <td>-0.030677</td>\n",
              "      <td>-0.170440</td>\n",
              "      <td>0.065725</td>\n",
              "      <td>-0.249865</td>\n",
              "      <td>-0.673976</td>\n",
              "      <td>0.515839</td>\n",
              "      <td>0.092992</td>\n",
              "      <td>-0.376882</td>\n",
              "      <td>-1.381450</td>\n",
              "      <td>-0.758553</td>\n",
              "      <td>-1.098544</td>\n",
              "      <td>-0.688070</td>\n",
              "      <td>0.363180</td>\n",
              "      <td>-0.015069</td>\n",
              "      <td>-0.308914</td>\n",
              "      <td>0.076788</td>\n",
              "      <td>-1.221143</td>\n",
              "      <td>1.131248</td>\n",
              "      <td>1.125602</td>\n",
              "      <td>-0.552088</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.179809</td>\n",
              "      <td>0.607942</td>\n",
              "      <td>0.926743</td>\n",
              "      <td>-1.285569</td>\n",
              "      <td>0.291771</td>\n",
              "      <td>0.231805</td>\n",
              "      <td>1.155910</td>\n",
              "      <td>1.499545</td>\n",
              "      <td>-0.281358</td>\n",
              "      <td>1.460048</td>\n",
              "      <td>-0.880729</td>\n",
              "      <td>-0.587133</td>\n",
              "      <td>0.141644</td>\n",
              "      <td>-1.165679</td>\n",
              "      <td>-0.136888</td>\n",
              "      <td>-0.445750</td>\n",
              "      <td>0.259700</td>\n",
              "      <td>-0.760684</td>\n",
              "      <td>1.805868</td>\n",
              "      <td>0.353467</td>\n",
              "      <td>1.473266</td>\n",
              "      <td>1.196281</td>\n",
              "      <td>-0.640729</td>\n",
              "      <td>0.664750</td>\n",
              "      <td>0.225713</td>\n",
              "      <td>-1.354479</td>\n",
              "      <td>0.195999</td>\n",
              "      <td>0.404336</td>\n",
              "      <td>0.775496</td>\n",
              "      <td>0.527288</td>\n",
              "      <td>-0.301173</td>\n",
              "      <td>1.141326</td>\n",
              "      <td>1.099677</td>\n",
              "      <td>-2.488583</td>\n",
              "      <td>2.224497</td>\n",
              "      <td>-0.861022</td>\n",
              "      <td>-1.671301</td>\n",
              "      <td>-0.316974</td>\n",
              "      <td>0.063697</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3142</th>\n",
              "      <td>0.310157</td>\n",
              "      <td>-1.926607</td>\n",
              "      <td>0.846889</td>\n",
              "      <td>-0.382715</td>\n",
              "      <td>0.193197</td>\n",
              "      <td>-0.600982</td>\n",
              "      <td>1.536407</td>\n",
              "      <td>-0.395457</td>\n",
              "      <td>0.225591</td>\n",
              "      <td>2.207969</td>\n",
              "      <td>0.441707</td>\n",
              "      <td>-0.189900</td>\n",
              "      <td>-0.342635</td>\n",
              "      <td>-1.678370</td>\n",
              "      <td>-0.366543</td>\n",
              "      <td>-0.217909</td>\n",
              "      <td>-0.666142</td>\n",
              "      <td>1.958795</td>\n",
              "      <td>-0.112569</td>\n",
              "      <td>-0.877560</td>\n",
              "      <td>0.043612</td>\n",
              "      <td>-0.709356</td>\n",
              "      <td>0.254812</td>\n",
              "      <td>0.010324</td>\n",
              "      <td>-1.046550</td>\n",
              "      <td>0.247679</td>\n",
              "      <td>0.140579</td>\n",
              "      <td>-0.353842</td>\n",
              "      <td>-1.429469</td>\n",
              "      <td>-0.598095</td>\n",
              "      <td>-0.848163</td>\n",
              "      <td>-0.734899</td>\n",
              "      <td>0.368650</td>\n",
              "      <td>0.017954</td>\n",
              "      <td>-0.500816</td>\n",
              "      <td>0.360385</td>\n",
              "      <td>-0.874880</td>\n",
              "      <td>1.588478</td>\n",
              "      <td>1.190269</td>\n",
              "      <td>-0.768556</td>\n",
              "      <td>...</td>\n",
              "      <td>0.172093</td>\n",
              "      <td>0.597985</td>\n",
              "      <td>0.968375</td>\n",
              "      <td>-1.006034</td>\n",
              "      <td>0.075331</td>\n",
              "      <td>-0.034089</td>\n",
              "      <td>1.060392</td>\n",
              "      <td>1.150536</td>\n",
              "      <td>-0.310160</td>\n",
              "      <td>1.441798</td>\n",
              "      <td>-0.668831</td>\n",
              "      <td>-0.553665</td>\n",
              "      <td>-0.039558</td>\n",
              "      <td>-1.167164</td>\n",
              "      <td>-0.186655</td>\n",
              "      <td>-0.666173</td>\n",
              "      <td>0.204927</td>\n",
              "      <td>-0.888750</td>\n",
              "      <td>2.000823</td>\n",
              "      <td>0.342273</td>\n",
              "      <td>1.409165</td>\n",
              "      <td>1.166204</td>\n",
              "      <td>-0.631106</td>\n",
              "      <td>0.692348</td>\n",
              "      <td>0.222398</td>\n",
              "      <td>-1.010689</td>\n",
              "      <td>-0.152386</td>\n",
              "      <td>0.448003</td>\n",
              "      <td>0.922168</td>\n",
              "      <td>0.234120</td>\n",
              "      <td>-0.437256</td>\n",
              "      <td>1.536794</td>\n",
              "      <td>1.152876</td>\n",
              "      <td>-2.283266</td>\n",
              "      <td>2.154005</td>\n",
              "      <td>-0.694201</td>\n",
              "      <td>-1.646444</td>\n",
              "      <td>-0.022879</td>\n",
              "      <td>0.208186</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3143</th>\n",
              "      <td>0.396395</td>\n",
              "      <td>-1.928405</td>\n",
              "      <td>1.491448</td>\n",
              "      <td>-0.194362</td>\n",
              "      <td>0.022993</td>\n",
              "      <td>-1.402660</td>\n",
              "      <td>1.599448</td>\n",
              "      <td>-0.234249</td>\n",
              "      <td>0.733503</td>\n",
              "      <td>1.759671</td>\n",
              "      <td>0.719455</td>\n",
              "      <td>0.453894</td>\n",
              "      <td>-0.192544</td>\n",
              "      <td>-1.087621</td>\n",
              "      <td>0.154901</td>\n",
              "      <td>0.230587</td>\n",
              "      <td>-0.959106</td>\n",
              "      <td>2.021921</td>\n",
              "      <td>0.008429</td>\n",
              "      <td>-1.234558</td>\n",
              "      <td>0.870435</td>\n",
              "      <td>-0.131327</td>\n",
              "      <td>-0.501177</td>\n",
              "      <td>0.233984</td>\n",
              "      <td>-0.203855</td>\n",
              "      <td>-0.669886</td>\n",
              "      <td>0.283891</td>\n",
              "      <td>0.180764</td>\n",
              "      <td>-0.286122</td>\n",
              "      <td>-0.412784</td>\n",
              "      <td>-0.518756</td>\n",
              "      <td>-0.610988</td>\n",
              "      <td>-0.594710</td>\n",
              "      <td>-0.373885</td>\n",
              "      <td>-0.387148</td>\n",
              "      <td>1.011119</td>\n",
              "      <td>-1.441125</td>\n",
              "      <td>1.492473</td>\n",
              "      <td>1.157618</td>\n",
              "      <td>-0.117507</td>\n",
              "      <td>...</td>\n",
              "      <td>0.488364</td>\n",
              "      <td>0.684730</td>\n",
              "      <td>1.067294</td>\n",
              "      <td>-1.447585</td>\n",
              "      <td>0.012415</td>\n",
              "      <td>-0.136843</td>\n",
              "      <td>0.612177</td>\n",
              "      <td>1.642182</td>\n",
              "      <td>-0.229132</td>\n",
              "      <td>0.521145</td>\n",
              "      <td>-0.289729</td>\n",
              "      <td>-0.102960</td>\n",
              "      <td>1.181662</td>\n",
              "      <td>-0.592889</td>\n",
              "      <td>0.012246</td>\n",
              "      <td>-0.573934</td>\n",
              "      <td>0.477045</td>\n",
              "      <td>0.045501</td>\n",
              "      <td>1.982877</td>\n",
              "      <td>0.072553</td>\n",
              "      <td>1.614858</td>\n",
              "      <td>0.966826</td>\n",
              "      <td>-0.444782</td>\n",
              "      <td>0.463009</td>\n",
              "      <td>0.508388</td>\n",
              "      <td>-0.318163</td>\n",
              "      <td>-0.351649</td>\n",
              "      <td>0.576968</td>\n",
              "      <td>0.406585</td>\n",
              "      <td>0.330882</td>\n",
              "      <td>0.225521</td>\n",
              "      <td>1.363168</td>\n",
              "      <td>1.119917</td>\n",
              "      <td>-2.062996</td>\n",
              "      <td>1.513458</td>\n",
              "      <td>-0.843459</td>\n",
              "      <td>-0.926409</td>\n",
              "      <td>-0.936180</td>\n",
              "      <td>-0.518183</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3144</th>\n",
              "      <td>0.095781</td>\n",
              "      <td>-2.191148</td>\n",
              "      <td>1.020800</td>\n",
              "      <td>-0.170012</td>\n",
              "      <td>0.105902</td>\n",
              "      <td>-1.023278</td>\n",
              "      <td>1.173846</td>\n",
              "      <td>-0.349836</td>\n",
              "      <td>0.100371</td>\n",
              "      <td>2.313544</td>\n",
              "      <td>-0.091619</td>\n",
              "      <td>0.039948</td>\n",
              "      <td>-0.382722</td>\n",
              "      <td>-0.990374</td>\n",
              "      <td>-0.524735</td>\n",
              "      <td>-0.702000</td>\n",
              "      <td>-0.441831</td>\n",
              "      <td>2.260319</td>\n",
              "      <td>-0.386983</td>\n",
              "      <td>-1.040398</td>\n",
              "      <td>0.513781</td>\n",
              "      <td>0.060902</td>\n",
              "      <td>0.156313</td>\n",
              "      <td>0.079767</td>\n",
              "      <td>-0.510488</td>\n",
              "      <td>-0.473020</td>\n",
              "      <td>0.196415</td>\n",
              "      <td>-0.274550</td>\n",
              "      <td>-0.898527</td>\n",
              "      <td>-0.227389</td>\n",
              "      <td>-0.817361</td>\n",
              "      <td>-0.541191</td>\n",
              "      <td>-0.437363</td>\n",
              "      <td>-0.456029</td>\n",
              "      <td>-0.011763</td>\n",
              "      <td>0.783885</td>\n",
              "      <td>-1.763286</td>\n",
              "      <td>1.242461</td>\n",
              "      <td>1.347878</td>\n",
              "      <td>-0.077048</td>\n",
              "      <td>...</td>\n",
              "      <td>0.025324</td>\n",
              "      <td>0.561761</td>\n",
              "      <td>1.037557</td>\n",
              "      <td>-1.652571</td>\n",
              "      <td>-0.089523</td>\n",
              "      <td>0.010201</td>\n",
              "      <td>0.683080</td>\n",
              "      <td>1.529771</td>\n",
              "      <td>-0.049124</td>\n",
              "      <td>1.283616</td>\n",
              "      <td>-0.794990</td>\n",
              "      <td>-0.550204</td>\n",
              "      <td>0.516014</td>\n",
              "      <td>-0.638958</td>\n",
              "      <td>-0.337537</td>\n",
              "      <td>-0.928918</td>\n",
              "      <td>0.699693</td>\n",
              "      <td>0.209803</td>\n",
              "      <td>2.235743</td>\n",
              "      <td>0.491731</td>\n",
              "      <td>1.561807</td>\n",
              "      <td>0.494625</td>\n",
              "      <td>-0.541828</td>\n",
              "      <td>0.791838</td>\n",
              "      <td>0.591394</td>\n",
              "      <td>-0.817259</td>\n",
              "      <td>-0.518070</td>\n",
              "      <td>0.721873</td>\n",
              "      <td>1.171935</td>\n",
              "      <td>0.563960</td>\n",
              "      <td>-0.039575</td>\n",
              "      <td>1.200981</td>\n",
              "      <td>1.369498</td>\n",
              "      <td>-2.278192</td>\n",
              "      <td>1.868816</td>\n",
              "      <td>-0.393315</td>\n",
              "      <td>-1.279726</td>\n",
              "      <td>-0.589271</td>\n",
              "      <td>-0.124174</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>3145 rows × 129 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "             1         2         3  ...       127       128  is_power_law\n",
              "0     0.283226 -1.555381 -0.121139  ...  0.042010  0.412546             1\n",
              "1     0.584198 -2.017837  0.498199  ... -0.316761  0.316515             1\n",
              "2     0.227998 -1.827693  0.342926  ... -0.456093  0.259323             1\n",
              "3     0.436618 -2.292978  1.078695  ... -0.381192  0.253463             1\n",
              "4     0.139282 -1.680774  0.297711  ...  0.275809  0.143727             1\n",
              "...        ...       ...       ...  ...       ...       ...           ...\n",
              "3140  0.455863 -2.001677  1.016494  ... -0.575043 -0.222391             0\n",
              "3141  0.578533 -1.731533  0.523502  ... -0.316974  0.063697             0\n",
              "3142  0.310157 -1.926607  0.846889  ... -0.022879  0.208186             0\n",
              "3143  0.396395 -1.928405  1.491448  ... -0.936180 -0.518183             0\n",
              "3144  0.095781 -2.191148  1.020800  ... -0.589271 -0.124174             0\n",
              "\n",
              "[3145 rows x 129 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 349
        },
        "id": "1O7vTJtoyKeI",
        "outputId": "3a456740-6564-48e8-b9ef-af166fe341dc"
      },
      "source": [
        "graph2vec_df.describe()"
      ],
      "id": "1O7vTJtoyKeI",
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>1</th>\n",
              "      <th>2</th>\n",
              "      <th>3</th>\n",
              "      <th>4</th>\n",
              "      <th>5</th>\n",
              "      <th>6</th>\n",
              "      <th>7</th>\n",
              "      <th>8</th>\n",
              "      <th>9</th>\n",
              "      <th>10</th>\n",
              "      <th>11</th>\n",
              "      <th>12</th>\n",
              "      <th>13</th>\n",
              "      <th>14</th>\n",
              "      <th>15</th>\n",
              "      <th>16</th>\n",
              "      <th>17</th>\n",
              "      <th>18</th>\n",
              "      <th>19</th>\n",
              "      <th>20</th>\n",
              "      <th>21</th>\n",
              "      <th>22</th>\n",
              "      <th>23</th>\n",
              "      <th>24</th>\n",
              "      <th>25</th>\n",
              "      <th>26</th>\n",
              "      <th>27</th>\n",
              "      <th>28</th>\n",
              "      <th>29</th>\n",
              "      <th>30</th>\n",
              "      <th>31</th>\n",
              "      <th>32</th>\n",
              "      <th>33</th>\n",
              "      <th>34</th>\n",
              "      <th>35</th>\n",
              "      <th>36</th>\n",
              "      <th>37</th>\n",
              "      <th>38</th>\n",
              "      <th>39</th>\n",
              "      <th>40</th>\n",
              "      <th>...</th>\n",
              "      <th>90</th>\n",
              "      <th>91</th>\n",
              "      <th>92</th>\n",
              "      <th>93</th>\n",
              "      <th>94</th>\n",
              "      <th>95</th>\n",
              "      <th>96</th>\n",
              "      <th>97</th>\n",
              "      <th>98</th>\n",
              "      <th>99</th>\n",
              "      <th>100</th>\n",
              "      <th>101</th>\n",
              "      <th>102</th>\n",
              "      <th>103</th>\n",
              "      <th>104</th>\n",
              "      <th>105</th>\n",
              "      <th>106</th>\n",
              "      <th>107</th>\n",
              "      <th>108</th>\n",
              "      <th>109</th>\n",
              "      <th>110</th>\n",
              "      <th>111</th>\n",
              "      <th>112</th>\n",
              "      <th>113</th>\n",
              "      <th>114</th>\n",
              "      <th>115</th>\n",
              "      <th>116</th>\n",
              "      <th>117</th>\n",
              "      <th>118</th>\n",
              "      <th>119</th>\n",
              "      <th>120</th>\n",
              "      <th>121</th>\n",
              "      <th>122</th>\n",
              "      <th>123</th>\n",
              "      <th>124</th>\n",
              "      <th>125</th>\n",
              "      <th>126</th>\n",
              "      <th>127</th>\n",
              "      <th>128</th>\n",
              "      <th>is_power_law</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "      <td>3145.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>0.461734</td>\n",
              "      <td>-1.755033</td>\n",
              "      <td>0.937906</td>\n",
              "      <td>-0.070328</td>\n",
              "      <td>0.347945</td>\n",
              "      <td>-0.902226</td>\n",
              "      <td>1.540235</td>\n",
              "      <td>-0.461834</td>\n",
              "      <td>0.238326</td>\n",
              "      <td>2.069969</td>\n",
              "      <td>0.168266</td>\n",
              "      <td>0.182680</td>\n",
              "      <td>-0.366753</td>\n",
              "      <td>-1.046448</td>\n",
              "      <td>-0.370658</td>\n",
              "      <td>-0.022156</td>\n",
              "      <td>-0.649105</td>\n",
              "      <td>1.912197</td>\n",
              "      <td>-0.102644</td>\n",
              "      <td>-0.819220</td>\n",
              "      <td>0.565888</td>\n",
              "      <td>-0.389321</td>\n",
              "      <td>-0.182027</td>\n",
              "      <td>0.274068</td>\n",
              "      <td>-0.091380</td>\n",
              "      <td>0.178095</td>\n",
              "      <td>0.103932</td>\n",
              "      <td>-0.092709</td>\n",
              "      <td>-1.328419</td>\n",
              "      <td>-0.456305</td>\n",
              "      <td>-0.913765</td>\n",
              "      <td>-0.574262</td>\n",
              "      <td>0.083586</td>\n",
              "      <td>-0.141867</td>\n",
              "      <td>-0.170644</td>\n",
              "      <td>0.219738</td>\n",
              "      <td>-0.885289</td>\n",
              "      <td>1.423250</td>\n",
              "      <td>1.259484</td>\n",
              "      <td>-0.346450</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.157229</td>\n",
              "      <td>0.538130</td>\n",
              "      <td>1.047922</td>\n",
              "      <td>-1.350093</td>\n",
              "      <td>0.085355</td>\n",
              "      <td>0.021610</td>\n",
              "      <td>0.733493</td>\n",
              "      <td>1.247642</td>\n",
              "      <td>-0.245049</td>\n",
              "      <td>1.226931</td>\n",
              "      <td>-0.635230</td>\n",
              "      <td>-0.615626</td>\n",
              "      <td>0.399036</td>\n",
              "      <td>-0.870710</td>\n",
              "      <td>-0.048092</td>\n",
              "      <td>-0.429781</td>\n",
              "      <td>0.329786</td>\n",
              "      <td>-0.296937</td>\n",
              "      <td>1.644458</td>\n",
              "      <td>0.332169</td>\n",
              "      <td>1.526764</td>\n",
              "      <td>1.023430</td>\n",
              "      <td>-0.504371</td>\n",
              "      <td>0.681635</td>\n",
              "      <td>0.282318</td>\n",
              "      <td>-0.986910</td>\n",
              "      <td>-0.015980</td>\n",
              "      <td>0.347331</td>\n",
              "      <td>0.788788</td>\n",
              "      <td>0.535422</td>\n",
              "      <td>-0.272401</td>\n",
              "      <td>1.025094</td>\n",
              "      <td>1.243927</td>\n",
              "      <td>-2.117189</td>\n",
              "      <td>1.776223</td>\n",
              "      <td>-0.522603</td>\n",
              "      <td>-1.358802</td>\n",
              "      <td>-0.266086</td>\n",
              "      <td>-0.048803</td>\n",
              "      <td>0.393005</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>0.253401</td>\n",
              "      <td>0.329153</td>\n",
              "      <td>0.765420</td>\n",
              "      <td>0.249195</td>\n",
              "      <td>0.285507</td>\n",
              "      <td>0.248553</td>\n",
              "      <td>0.367646</td>\n",
              "      <td>0.239202</td>\n",
              "      <td>0.273222</td>\n",
              "      <td>0.640088</td>\n",
              "      <td>0.580406</td>\n",
              "      <td>0.237406</td>\n",
              "      <td>0.481423</td>\n",
              "      <td>0.513181</td>\n",
              "      <td>0.342513</td>\n",
              "      <td>0.267464</td>\n",
              "      <td>0.258168</td>\n",
              "      <td>0.320724</td>\n",
              "      <td>0.253942</td>\n",
              "      <td>0.241427</td>\n",
              "      <td>0.962062</td>\n",
              "      <td>0.320649</td>\n",
              "      <td>0.341869</td>\n",
              "      <td>0.394005</td>\n",
              "      <td>0.323409</td>\n",
              "      <td>0.734919</td>\n",
              "      <td>0.247676</td>\n",
              "      <td>0.269134</td>\n",
              "      <td>0.429961</td>\n",
              "      <td>0.378807</td>\n",
              "      <td>0.378125</td>\n",
              "      <td>0.241898</td>\n",
              "      <td>0.582512</td>\n",
              "      <td>0.313708</td>\n",
              "      <td>0.362874</td>\n",
              "      <td>0.467841</td>\n",
              "      <td>0.686940</td>\n",
              "      <td>0.244254</td>\n",
              "      <td>0.304255</td>\n",
              "      <td>0.548473</td>\n",
              "      <td>...</td>\n",
              "      <td>0.584712</td>\n",
              "      <td>0.651492</td>\n",
              "      <td>0.252598</td>\n",
              "      <td>0.504123</td>\n",
              "      <td>0.411111</td>\n",
              "      <td>0.433008</td>\n",
              "      <td>0.271000</td>\n",
              "      <td>0.260320</td>\n",
              "      <td>0.260491</td>\n",
              "      <td>0.560735</td>\n",
              "      <td>0.375206</td>\n",
              "      <td>0.287612</td>\n",
              "      <td>0.641443</td>\n",
              "      <td>0.809849</td>\n",
              "      <td>0.361366</td>\n",
              "      <td>0.342954</td>\n",
              "      <td>0.476531</td>\n",
              "      <td>0.346008</td>\n",
              "      <td>0.341575</td>\n",
              "      <td>0.269541</td>\n",
              "      <td>0.270585</td>\n",
              "      <td>0.563527</td>\n",
              "      <td>0.367497</td>\n",
              "      <td>0.252184</td>\n",
              "      <td>0.468444</td>\n",
              "      <td>0.242889</td>\n",
              "      <td>0.388714</td>\n",
              "      <td>0.255964</td>\n",
              "      <td>0.269268</td>\n",
              "      <td>0.242592</td>\n",
              "      <td>0.593524</td>\n",
              "      <td>0.305327</td>\n",
              "      <td>0.261333</td>\n",
              "      <td>0.265723</td>\n",
              "      <td>0.259639</td>\n",
              "      <td>0.402850</td>\n",
              "      <td>0.417423</td>\n",
              "      <td>0.409627</td>\n",
              "      <td>0.473953</td>\n",
              "      <td>0.488496</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>-0.459521</td>\n",
              "      <td>-2.658299</td>\n",
              "      <td>-0.818029</td>\n",
              "      <td>-0.958444</td>\n",
              "      <td>-0.581785</td>\n",
              "      <td>-1.794579</td>\n",
              "      <td>0.413173</td>\n",
              "      <td>-1.403550</td>\n",
              "      <td>-0.779035</td>\n",
              "      <td>0.281353</td>\n",
              "      <td>-1.260920</td>\n",
              "      <td>-0.884662</td>\n",
              "      <td>-1.632920</td>\n",
              "      <td>-2.248850</td>\n",
              "      <td>-1.498146</td>\n",
              "      <td>-0.963415</td>\n",
              "      <td>-1.483856</td>\n",
              "      <td>0.606553</td>\n",
              "      <td>-1.295619</td>\n",
              "      <td>-2.166697</td>\n",
              "      <td>-1.532145</td>\n",
              "      <td>-1.341946</td>\n",
              "      <td>-1.320616</td>\n",
              "      <td>-0.852239</td>\n",
              "      <td>-1.275880</td>\n",
              "      <td>-1.425695</td>\n",
              "      <td>-0.794424</td>\n",
              "      <td>-1.092718</td>\n",
              "      <td>-2.474953</td>\n",
              "      <td>-1.524050</td>\n",
              "      <td>-1.974749</td>\n",
              "      <td>-1.495138</td>\n",
              "      <td>-1.286221</td>\n",
              "      <td>-1.051186</td>\n",
              "      <td>-1.265998</td>\n",
              "      <td>-1.173627</td>\n",
              "      <td>-2.284731</td>\n",
              "      <td>0.438122</td>\n",
              "      <td>0.272568</td>\n",
              "      <td>-1.652124</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.702483</td>\n",
              "      <td>-1.259073</td>\n",
              "      <td>0.166620</td>\n",
              "      <td>-2.443995</td>\n",
              "      <td>-1.062580</td>\n",
              "      <td>-1.082636</td>\n",
              "      <td>-0.257686</td>\n",
              "      <td>0.282976</td>\n",
              "      <td>-1.113765</td>\n",
              "      <td>-0.085571</td>\n",
              "      <td>-1.640738</td>\n",
              "      <td>-1.570109</td>\n",
              "      <td>-1.207208</td>\n",
              "      <td>-2.729151</td>\n",
              "      <td>-1.043959</td>\n",
              "      <td>-1.419870</td>\n",
              "      <td>-1.099739</td>\n",
              "      <td>-1.720557</td>\n",
              "      <td>0.462596</td>\n",
              "      <td>-0.621694</td>\n",
              "      <td>0.271635</td>\n",
              "      <td>-0.544473</td>\n",
              "      <td>-1.842945</td>\n",
              "      <td>-0.250900</td>\n",
              "      <td>-0.879438</td>\n",
              "      <td>-1.994616</td>\n",
              "      <td>-1.096558</td>\n",
              "      <td>-0.927180</td>\n",
              "      <td>-0.217446</td>\n",
              "      <td>-0.395346</td>\n",
              "      <td>-1.648848</td>\n",
              "      <td>0.022707</td>\n",
              "      <td>0.324119</td>\n",
              "      <td>-3.061946</td>\n",
              "      <td>0.752139</td>\n",
              "      <td>-1.576906</td>\n",
              "      <td>-2.788758</td>\n",
              "      <td>-1.478174</td>\n",
              "      <td>-1.285479</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>0.285029</td>\n",
              "      <td>-1.991864</td>\n",
              "      <td>0.429409</td>\n",
              "      <td>-0.234695</td>\n",
              "      <td>0.142199</td>\n",
              "      <td>-1.065655</td>\n",
              "      <td>1.255635</td>\n",
              "      <td>-0.615843</td>\n",
              "      <td>0.065607</td>\n",
              "      <td>1.671864</td>\n",
              "      <td>-0.233217</td>\n",
              "      <td>0.026681</td>\n",
              "      <td>-0.694408</td>\n",
              "      <td>-1.443847</td>\n",
              "      <td>-0.613409</td>\n",
              "      <td>-0.204048</td>\n",
              "      <td>-0.819463</td>\n",
              "      <td>1.682487</td>\n",
              "      <td>-0.267562</td>\n",
              "      <td>-0.965488</td>\n",
              "      <td>-0.121248</td>\n",
              "      <td>-0.627884</td>\n",
              "      <td>-0.423170</td>\n",
              "      <td>-0.040043</td>\n",
              "      <td>-0.318221</td>\n",
              "      <td>-0.435500</td>\n",
              "      <td>-0.063097</td>\n",
              "      <td>-0.283037</td>\n",
              "      <td>-1.659481</td>\n",
              "      <td>-0.748863</td>\n",
              "      <td>-1.209558</td>\n",
              "      <td>-0.734387</td>\n",
              "      <td>-0.384003</td>\n",
              "      <td>-0.379616</td>\n",
              "      <td>-0.435567</td>\n",
              "      <td>-0.091166</td>\n",
              "      <td>-1.389237</td>\n",
              "      <td>1.262484</td>\n",
              "      <td>1.035866</td>\n",
              "      <td>-0.765556</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.600358</td>\n",
              "      <td>0.071408</td>\n",
              "      <td>0.886743</td>\n",
              "      <td>-1.733473</td>\n",
              "      <td>-0.228411</td>\n",
              "      <td>-0.306009</td>\n",
              "      <td>0.544940</td>\n",
              "      <td>1.069387</td>\n",
              "      <td>-0.410000</td>\n",
              "      <td>0.750379</td>\n",
              "      <td>-0.934041</td>\n",
              "      <td>-0.806976</td>\n",
              "      <td>-0.004638</td>\n",
              "      <td>-1.471667</td>\n",
              "      <td>-0.327905</td>\n",
              "      <td>-0.676508</td>\n",
              "      <td>0.008526</td>\n",
              "      <td>-0.564815</td>\n",
              "      <td>1.433814</td>\n",
              "      <td>0.161684</td>\n",
              "      <td>1.350168</td>\n",
              "      <td>0.681939</td>\n",
              "      <td>-0.795525</td>\n",
              "      <td>0.518446</td>\n",
              "      <td>-0.045731</td>\n",
              "      <td>-1.142839</td>\n",
              "      <td>-0.308723</td>\n",
              "      <td>0.185929</td>\n",
              "      <td>0.611791</td>\n",
              "      <td>0.379417</td>\n",
              "      <td>-0.702915</td>\n",
              "      <td>0.830719</td>\n",
              "      <td>1.080129</td>\n",
              "      <td>-2.287968</td>\n",
              "      <td>1.593077</td>\n",
              "      <td>-0.838069</td>\n",
              "      <td>-1.686224</td>\n",
              "      <td>-0.576813</td>\n",
              "      <td>-0.410443</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>0.453089</td>\n",
              "      <td>-1.809682</td>\n",
              "      <td>1.096777</td>\n",
              "      <td>-0.072241</td>\n",
              "      <td>0.353041</td>\n",
              "      <td>-0.899523</td>\n",
              "      <td>1.548600</td>\n",
              "      <td>-0.460021</td>\n",
              "      <td>0.248166</td>\n",
              "      <td>2.250292</td>\n",
              "      <td>0.294885</td>\n",
              "      <td>0.174599</td>\n",
              "      <td>-0.308167</td>\n",
              "      <td>-1.036174</td>\n",
              "      <td>-0.351354</td>\n",
              "      <td>-0.032084</td>\n",
              "      <td>-0.646889</td>\n",
              "      <td>1.952410</td>\n",
              "      <td>-0.105051</td>\n",
              "      <td>-0.813543</td>\n",
              "      <td>0.722741</td>\n",
              "      <td>-0.378549</td>\n",
              "      <td>-0.191979</td>\n",
              "      <td>0.304319</td>\n",
              "      <td>-0.084630</td>\n",
              "      <td>0.075789</td>\n",
              "      <td>0.084471</td>\n",
              "      <td>-0.100184</td>\n",
              "      <td>-1.303553</td>\n",
              "      <td>-0.451282</td>\n",
              "      <td>-0.914441</td>\n",
              "      <td>-0.586881</td>\n",
              "      <td>-0.012522</td>\n",
              "      <td>-0.121337</td>\n",
              "      <td>-0.209409</td>\n",
              "      <td>0.294605</td>\n",
              "      <td>-1.087134</td>\n",
              "      <td>1.425721</td>\n",
              "      <td>1.284941</td>\n",
              "      <td>-0.304177</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.072579</td>\n",
              "      <td>0.667779</td>\n",
              "      <td>1.043197</td>\n",
              "      <td>-1.454241</td>\n",
              "      <td>0.057595</td>\n",
              "      <td>-0.030738</td>\n",
              "      <td>0.743150</td>\n",
              "      <td>1.251175</td>\n",
              "      <td>-0.245522</td>\n",
              "      <td>1.195994</td>\n",
              "      <td>-0.612012</td>\n",
              "      <td>-0.623108</td>\n",
              "      <td>0.518425</td>\n",
              "      <td>-0.770608</td>\n",
              "      <td>-0.016791</td>\n",
              "      <td>-0.473759</td>\n",
              "      <td>0.389267</td>\n",
              "      <td>-0.289898</td>\n",
              "      <td>1.697821</td>\n",
              "      <td>0.326635</td>\n",
              "      <td>1.516347</td>\n",
              "      <td>1.157471</td>\n",
              "      <td>-0.492220</td>\n",
              "      <td>0.682411</td>\n",
              "      <td>0.325508</td>\n",
              "      <td>-0.984046</td>\n",
              "      <td>-0.061011</td>\n",
              "      <td>0.345868</td>\n",
              "      <td>0.798598</td>\n",
              "      <td>0.529818</td>\n",
              "      <td>-0.201786</td>\n",
              "      <td>1.060582</td>\n",
              "      <td>1.242289</td>\n",
              "      <td>-2.109308</td>\n",
              "      <td>1.773962</td>\n",
              "      <td>-0.505013</td>\n",
              "      <td>-1.383428</td>\n",
              "      <td>-0.316974</td>\n",
              "      <td>-0.109546</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>0.639464</td>\n",
              "      <td>-1.545714</td>\n",
              "      <td>1.560442</td>\n",
              "      <td>0.100830</td>\n",
              "      <td>0.546066</td>\n",
              "      <td>-0.727561</td>\n",
              "      <td>1.823735</td>\n",
              "      <td>-0.299774</td>\n",
              "      <td>0.420404</td>\n",
              "      <td>2.558434</td>\n",
              "      <td>0.603431</td>\n",
              "      <td>0.340281</td>\n",
              "      <td>0.006879</td>\n",
              "      <td>-0.622483</td>\n",
              "      <td>-0.132182</td>\n",
              "      <td>0.154047</td>\n",
              "      <td>-0.482289</td>\n",
              "      <td>2.131796</td>\n",
              "      <td>0.066670</td>\n",
              "      <td>-0.665360</td>\n",
              "      <td>1.404631</td>\n",
              "      <td>-0.160351</td>\n",
              "      <td>0.054432</td>\n",
              "      <td>0.575245</td>\n",
              "      <td>0.136816</td>\n",
              "      <td>0.670814</td>\n",
              "      <td>0.270271</td>\n",
              "      <td>0.088142</td>\n",
              "      <td>-0.989201</td>\n",
              "      <td>-0.167854</td>\n",
              "      <td>-0.620724</td>\n",
              "      <td>-0.422716</td>\n",
              "      <td>0.479007</td>\n",
              "      <td>0.087107</td>\n",
              "      <td>0.072211</td>\n",
              "      <td>0.567399</td>\n",
              "      <td>-0.452990</td>\n",
              "      <td>1.575802</td>\n",
              "      <td>1.473427</td>\n",
              "      <td>0.098259</td>\n",
              "      <td>...</td>\n",
              "      <td>0.315234</td>\n",
              "      <td>1.050228</td>\n",
              "      <td>1.195972</td>\n",
              "      <td>-1.038844</td>\n",
              "      <td>0.389123</td>\n",
              "      <td>0.316472</td>\n",
              "      <td>0.936776</td>\n",
              "      <td>1.435130</td>\n",
              "      <td>-0.077498</td>\n",
              "      <td>1.691200</td>\n",
              "      <td>-0.339379</td>\n",
              "      <td>-0.430972</td>\n",
              "      <td>0.914144</td>\n",
              "      <td>-0.181101</td>\n",
              "      <td>0.213716</td>\n",
              "      <td>-0.196536</td>\n",
              "      <td>0.700930</td>\n",
              "      <td>-0.038037</td>\n",
              "      <td>1.889708</td>\n",
              "      <td>0.503929</td>\n",
              "      <td>1.696716</td>\n",
              "      <td>1.447366</td>\n",
              "      <td>-0.221460</td>\n",
              "      <td>0.846990</td>\n",
              "      <td>0.638094</td>\n",
              "      <td>-0.833410</td>\n",
              "      <td>0.258920</td>\n",
              "      <td>0.505556</td>\n",
              "      <td>0.969317</td>\n",
              "      <td>0.687368</td>\n",
              "      <td>0.218635</td>\n",
              "      <td>1.235613</td>\n",
              "      <td>1.411443</td>\n",
              "      <td>-1.946270</td>\n",
              "      <td>1.956965</td>\n",
              "      <td>-0.216421</td>\n",
              "      <td>-1.018620</td>\n",
              "      <td>0.033593</td>\n",
              "      <td>0.275922</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>1.780244</td>\n",
              "      <td>-0.435136</td>\n",
              "      <td>2.439471</td>\n",
              "      <td>1.037988</td>\n",
              "      <td>1.347665</td>\n",
              "      <td>-0.016292</td>\n",
              "      <td>2.634132</td>\n",
              "      <td>0.383657</td>\n",
              "      <td>1.281080</td>\n",
              "      <td>3.345412</td>\n",
              "      <td>1.375384</td>\n",
              "      <td>1.220695</td>\n",
              "      <td>0.793693</td>\n",
              "      <td>0.297842</td>\n",
              "      <td>0.742572</td>\n",
              "      <td>0.962372</td>\n",
              "      <td>0.385176</td>\n",
              "      <td>3.085526</td>\n",
              "      <td>0.975421</td>\n",
              "      <td>0.072873</td>\n",
              "      <td>2.234823</td>\n",
              "      <td>0.625047</td>\n",
              "      <td>0.972742</td>\n",
              "      <td>1.385314</td>\n",
              "      <td>1.017354</td>\n",
              "      <td>1.897275</td>\n",
              "      <td>1.094745</td>\n",
              "      <td>1.042593</td>\n",
              "      <td>-0.056845</td>\n",
              "      <td>1.289529</td>\n",
              "      <td>0.318805</td>\n",
              "      <td>0.443847</td>\n",
              "      <td>1.671078</td>\n",
              "      <td>0.971851</td>\n",
              "      <td>0.981248</td>\n",
              "      <td>1.388159</td>\n",
              "      <td>0.903144</td>\n",
              "      <td>2.625636</td>\n",
              "      <td>2.304374</td>\n",
              "      <td>0.965842</td>\n",
              "      <td>...</td>\n",
              "      <td>1.241711</td>\n",
              "      <td>1.903572</td>\n",
              "      <td>2.017982</td>\n",
              "      <td>-0.079964</td>\n",
              "      <td>1.292840</td>\n",
              "      <td>1.198501</td>\n",
              "      <td>1.659201</td>\n",
              "      <td>2.137859</td>\n",
              "      <td>0.778091</td>\n",
              "      <td>2.478340</td>\n",
              "      <td>0.433061</td>\n",
              "      <td>0.399113</td>\n",
              "      <td>1.910330</td>\n",
              "      <td>0.775812</td>\n",
              "      <td>1.146683</td>\n",
              "      <td>0.741461</td>\n",
              "      <td>1.668167</td>\n",
              "      <td>0.907222</td>\n",
              "      <td>2.561329</td>\n",
              "      <td>1.288097</td>\n",
              "      <td>2.516317</td>\n",
              "      <td>2.294523</td>\n",
              "      <td>0.890669</td>\n",
              "      <td>1.596012</td>\n",
              "      <td>1.535237</td>\n",
              "      <td>-0.153821</td>\n",
              "      <td>1.076729</td>\n",
              "      <td>1.265738</td>\n",
              "      <td>1.690108</td>\n",
              "      <td>1.663398</td>\n",
              "      <td>1.022330</td>\n",
              "      <td>2.131896</td>\n",
              "      <td>2.303687</td>\n",
              "      <td>-1.121502</td>\n",
              "      <td>2.702867</td>\n",
              "      <td>0.652199</td>\n",
              "      <td>0.201679</td>\n",
              "      <td>1.029020</td>\n",
              "      <td>1.313546</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>8 rows × 129 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 1            2  ...          128  is_power_law\n",
              "count  3145.000000  3145.000000  ...  3145.000000   3145.000000\n",
              "mean      0.461734    -1.755033  ...    -0.048803      0.393005\n",
              "std       0.253401     0.329153  ...     0.473953      0.488496\n",
              "min      -0.459521    -2.658299  ...    -1.285479      0.000000\n",
              "25%       0.285029    -1.991864  ...    -0.410443      0.000000\n",
              "50%       0.453089    -1.809682  ...    -0.109546      0.000000\n",
              "75%       0.639464    -1.545714  ...     0.275922      1.000000\n",
              "max       1.780244    -0.435136  ...     1.313546      1.000000\n",
              "\n",
              "[8 rows x 129 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 264
        },
        "id": "uCF9LyU9sNRE",
        "outputId": "57d08bc9-3117-4aba-8c68-fa03b18a2bf0"
      },
      "source": [
        "plt.title('Real Power-Law %')\n",
        "groups = graph2vec_df['is_power_law'].value_counts() / len(graph2vec_df['is_power_law'])\n",
        "plt.pie(groups, labels=['Not PL', 'Power-Law'], autopct='%.0f%%')\n",
        "plt.show()"
      ],
      "id": "uCF9LyU9sNRE",
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "na_p-YZUly2z"
      },
      "source": [
        "X_g2v = np.array(graph2vec_df.drop(['is_power_law'], 1))"
      ],
      "id": "na_p-YZUly2z",
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RCJkGAfArVmh"
      },
      "source": [
        "scaler = MinMaxScaler()\n",
        "scaled_X_g2v = scaler.fit_transform(X_g2v)"
      ],
      "id": "RCJkGAfArVmh",
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XDj5OSFal9mT",
        "outputId": "a4d7da22-6283-40b1-93ca-975d68726bf6"
      },
      "source": [
        "kmeans_g2v = KMeans(n_clusters=2, n_init=30)\n",
        "kmeans_g2v.fit_predict(scaled_X_g2v)\n",
        "kmeans_g2v.labels_"
      ],
      "id": "XDj5OSFal9mT",
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([1, 1, 1, ..., 0, 0, 0], dtype=int32)"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 264
        },
        "id": "u-TFRo4OopdD",
        "outputId": "94cf35c2-3807-4518-c5c5-36218841c613"
      },
      "source": [
        "group1_g2v = sum(kmeans_g2v.labels_)/(len(kmeans_g2v.labels_))\n",
        "data_g2v = [1 - group1_g2v, group1_g2v]\n",
        "plt.pie(data_g2v, labels=['Group 0', 'Group 1'], autopct='%.0f%%')\n",
        "plt.title('Clusters Graph2Vec %')\n",
        "plt.show()"
      ],
      "id": "u-TFRo4OopdD",
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jt1LL1T5CYTt"
      },
      "source": [
        "### accuracy"
      ],
      "id": "jt1LL1T5CYTt"
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gXmATRX_AB57"
      },
      "source": [
        "acc_list = []\n",
        "\n",
        "for x in range(0, len(graph2vec_df['is_power_law'])):\n",
        "  if graph2vec_df['is_power_law'].values[x] == kmeans_g2v.labels_[x]:\n",
        "    acc_list.append(1)\n",
        "  else:\n",
        "    acc_list.append(0)"
      ],
      "id": "gXmATRX_AB57",
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zXmlqbd4B71e",
        "outputId": "62fad615-6636-4498-b99a-0cec653611fb"
      },
      "source": [
        "sum(acc_list)/len(acc_list)"
      ],
      "id": "zXmlqbd4B71e",
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.8912559618441971"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AL8tBPSdlfMA"
      },
      "source": [
        "### lognormal prediction"
      ],
      "id": "AL8tBPSdlfMA"
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zH3qYffWljyw",
        "outputId": "844ce79f-78b9-4f97-f190-31c6624cdcf2"
      },
      "source": [
        "lognormal_acc = acc_list[2845:-1]\n",
        "sum(lognormal_acc)/len(lognormal_acc)"
      ],
      "id": "zH3qYffWljyw",
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.5752508361204013"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    }
  ]
}