DataFrame_preparation.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/M-torki/NeuroMLNet/blob/main/DataFrame_preparation.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_dGT_InyPtPv",
        "outputId": "d1fb512f-69d1-4bf3-cb5e-0349c76eb553"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /gdrive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/gdrive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VwdjUzJXP_oH",
        "outputId": "361415c3-d3a0-47e5-b0a4-d2712f55b6dd"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/gdrive/My Drive\n"
          ]
        }
      ],
      "source": [
        "cd /gdrive/My\\ Drive/"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3JGc_mUEQgwd",
        "outputId": "50987daa-a39b-4ef9-c103-62ad57dfbbb5"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "'energy_between hemispheres_autism_adolescence.txt'\n",
            "'energy_between hemispheres_autism_adulthood.txt'\n",
            "'energy_between hemispheres_autism_childhood.txt'\n",
            "'energy_between hemispheres_control_adolescence.txt'\n",
            "'energy_between hemispheres_control_adulthood.txt'\n",
            "'energy_between hemispheres_control_childhood.txt'\n",
            " energy_CEN_autism_adolescence.txt\n",
            " energy_CEN_autism_adulthood.txt\n",
            " energy_CEN_autism_childhood.txt\n",
            " energy_CEN_control_adolescence.txt\n",
            " energy_CEN_control_adulthood.txt\n",
            " energy_CEN_control_childhood.txt\n",
            " energy_CEN-DMN_autism_adolescence.txt\n",
            " energy_CEN-DMN_autism_adulthood.txt\n",
            " energy_CEN-DMN_autism_childhood.txt\n",
            " energy_CEN-DMN_control_adolescence.txt\n",
            " energy_CEN-DMN_control_adulthood.txt\n",
            " energy_CEN-DMN_control_childhood.txt\n",
            " energy_DAN_autism_adolescence.txt\n",
            " energy_DAN_autism_adulthood.txt\n",
            " energy_DAN_autism_childhood.txt\n",
            " energy_DAN-CEN_autism_adolescence.txt\n",
            " energy_DAN-CEN_autism_adulthood.txt\n",
            " energy_DAN-CEN_autism_childhood.txt\n",
            " energy_DAN-CEN_control_adolescence.txt\n",
            " energy_DAN-CEN_control_adulthood.txt\n",
            " energy_DAN-CEN_control_childhood.txt\n",
            " energy_DAN-CEN-DMN_autism_adolescence.txt\n",
            " energy_DAN-CEN-DMN_autism_adulthood.txt\n",
            " energy_DAN-CEN-DMN_autism_childhood.txt\n",
            " energy_DAN-CEN-DMN_control_adolescence.txt\n",
            " energy_DAN-CEN-DMN_control_adulthood.txt\n",
            " energy_DAN-CEN-DMN_control_childhood.txt\n",
            " energy_DAN_control_adolescence.txt\n",
            " energy_DAN_control_adulthood.txt\n",
            " energy_DAN_control_childhood.txt\n",
            " energy_DAN-DMN_autism_adolescence.txt\n",
            " energy_DAN-DMN_autism_adulthood.txt\n",
            " energy_DAN-DMN_autism_childhood.txt\n",
            " energy_DAN-DMN_control_adolescence.txt\n",
            " energy_DAN-DMN_control_adulthood.txt\n",
            " energy_DAN-DMN_control_childhood.txt\n",
            " energy_DAN-SN_autism_adolescence.txt\n",
            " energy_DAN-SN_autism_adulthood.txt\n",
            " energy_DAN-SN_autism_childhood.txt\n",
            " energy_DAN-SN-CEN_autism_adolescence.txt\n",
            " energy_DAN-SN-CEN_autism_adulthood.txt\n",
            " energy_DAN-SN-CEN_autism_childhood.txt\n",
            " energy_DAN-SN-CEN_control_adolescence.txt\n",
            " energy_DAN-SN-CEN_control_adulthood.txt\n",
            " energy_DAN-SN-CEN_control_childhood.txt\n",
            " energy_DAN-SN_control_adolescence.txt\n",
            " energy_DAN-SN_control_adulthood.txt\n",
            " energy_DAN-SN_control_childhood.txt\n",
            " energy_DAN-SN-DMN_autism_adolescence.txt\n",
            " energy_DAN-SN-DMN_autism_adulthood.txt\n",
            " energy_DAN-SN-DMN_autism_childhood.txt\n",
            " energy_DAN-SN-DMN_control_adolescence.txt\n",
            " energy_DAN-SN-DMN_control_adulthood.txt\n",
            " energy_DAN-SN-DMN_control_childhood.txt\n",
            " energy_DMN_autism_adolescence.txt\n",
            " energy_DMN_autism_adulthood.txt\n",
            " energy_DMN_autism_childhood.txt\n",
            " energy_DMN_control_adolescence.txt\n",
            " energy_DMN_control_adulthood.txt\n",
            " energy_DMN_control_childhood.txt\n",
            "'energy_left hemisphere_autism_adolescence.txt'\n",
            "'energy_left hemisphere_autism_adulthood.txt'\n",
            "'energy_left hemisphere_autism_childhood.txt'\n",
            "'energy_left hemisphere_control_adolescence.txt'\n",
            "'energy_left hemisphere_control_adulthood.txt'\n",
            "'energy_left hemisphere_control_childhood.txt'\n",
            "'energy_right hemisphere_autism_adolescence.txt'\n",
            "'energy_right hemisphere_autism_adulthood.txt'\n",
            "'energy_right hemisphere_autism_childhood.txt'\n",
            "'energy_right hemisphere_control_adolescence.txt'\n",
            "'energy_right hemisphere_control_adulthood.txt'\n",
            "'energy_right hemisphere_control_childhood.txt'\n",
            " energy_SMN_autism_adolescence.txt\n",
            " energy_SMN_autism_adulthood.txt\n",
            " energy_SMN_autism_childhood.txt\n",
            " energy_SMN-CEN_autism_adolescence.txt\n",
            " energy_SMN-CEN_autism_adulthood.txt\n",
            " energy_SMN-CEN_autism_childhood.txt\n",
            " energy_SMN-CEN_control_adolescence.txt\n",
            " energy_SMN-CEN_control_adulthood.txt\n",
            " energy_SMN-CEN_control_childhood.txt\n",
            " energy_SMN-CEN-DMN_autism_adolescence.txt\n",
            " energy_SMN-CEN-DMN_autism_adulthood.txt\n",
            " energy_SMN-CEN-DMN_autism_childhood.txt\n",
            " energy_SMN-CEN-DMN_control_adolescence.txt\n",
            " energy_SMN-CEN-DMN_control_adulthood.txt\n",
            " energy_SMN-CEN-DMN_control_childhood.txt\n",
            " energy_SMN_control_adolescence.txt\n",
            " energy_SMN_control_adulthood.txt\n",
            " energy_SMN_control_childhood.txt\n",
            " energy_SMN-DAN_autism_adolescence.txt\n",
            " energy_SMN-DAN_autism_adulthood.txt\n",
            " energy_SMN-DAN_autism_childhood.txt\n",
            " energy_SMN-DAN-CEN_autism_adolescence.txt\n",
            " energy_SMN-DAN-CEN_autism_adulthood.txt\n",
            " energy_SMN-DAN-CEN_autism_childhood.txt\n",
            " energy_SMN-DAN-CEN_control_adolescence.txt\n",
            " energy_SMN-DAN-CEN_control_adulthood.txt\n",
            " energy_SMN-DAN-CEN_control_childhood.txt\n",
            " energy_SMN-DAN_control_adolescence.txt\n",
            " energy_SMN-DAN_control_adulthood.txt\n",
            " energy_SMN-DAN_control_childhood.txt\n",
            " energy_SMN-DAN-DMN_autism_adolescence.txt\n",
            " energy_SMN-DAN-DMN_autism_adulthood.txt\n",
            " energy_SMN-DAN-DMN_autism_childhood.txt\n",
            " energy_SMN-DAN-DMN_control_adolescence.txt\n",
            " energy_SMN-DAN-DMN_control_adulthood.txt\n",
            " energy_SMN-DAN-DMN_control_childhood.txt\n",
            " energy_SMN-DAN-SN_autism_adolescence.txt\n",
            " energy_SMN-DAN-SN_autism_adulthood.txt\n",
            " energy_SMN-DAN-SN_autism_childhood.txt\n",
            " energy_SMN-DAN-SN_control_adolescence.txt\n",
            " energy_SMN-DAN-SN_control_adulthood.txt\n",
            " energy_SMN-DAN-SN_control_childhood.txt\n",
            " energy_SMN-DMN_autism_adolescence.txt\n",
            " energy_SMN-DMN_autism_adulthood.txt\n",
            " energy_SMN-DMN_autism_childhood.txt\n",
            " energy_SMN-DMN_control_adolescence.txt\n",
            " energy_SMN-DMN_control_adulthood.txt\n",
            " energy_SMN-DMN_control_childhood.txt\n",
            " energy_SMN-SN_autism_adolescence.txt\n",
            " energy_SMN-SN_autism_adulthood.txt\n",
            " energy_SMN-SN_autism_childhood.txt\n",
            " energy_SMN-SN-CEN_autism_adolescence.txt\n",
            " energy_SMN-SN-CEN_autism_adulthood.txt\n",
            " energy_SMN-SN-CEN_autism_childhood.txt\n",
            " energy_SMN-SN-CEN_control_adolescence.txt\n",
            " energy_SMN-SN-CEN_control_adulthood.txt\n",
            " energy_SMN-SN-CEN_control_childhood.txt\n",
            " energy_SMN-SN_control_adolescence.txt\n",
            " energy_SMN-SN_control_adulthood.txt\n",
            " energy_SMN-SN_control_childhood.txt\n",
            " energy_SMN-SN-DMN_autism_adolescence.txt\n",
            " energy_SMN-SN-DMN_autism_adulthood.txt\n",
            " energy_SMN-SN-DMN_autism_childhood.txt\n",
            " energy_SMN-SN-DMN_control_adolescence.txt\n",
            " energy_SMN-SN-DMN_control_adulthood.txt\n",
            " energy_SMN-SN-DMN_control_childhood.txt\n",
            " energy_SN_autism_adolescence.txt\n",
            " energy_SN_autism_adulthood.txt\n",
            " energy_SN_autism_childhood.txt\n",
            " energy_SN-CEN_autism_adolescence.txt\n",
            " energy_SN-CEN_autism_adulthood.txt\n",
            " energy_SN-CEN_autism_childhood.txt\n",
            " energy_SN-CEN_control_adolescence.txt\n",
            " energy_SN-CEN_control_adulthood.txt\n",
            " energy_SN-CEN_control_childhood.txt\n",
            " energy_SN-CEN-DMN_autism_adolescence.txt\n",
            " energy_SN-CEN-DMN_autism_adulthood.txt\n",
            " energy_SN-CEN-DMN_autism_childhood.txt\n",
            " energy_SN-CEN-DMN_control_adolescence.txt\n",
            " energy_SN-CEN-DMN_control_adulthood.txt\n",
            " energy_SN-CEN-DMN_control_childhood.txt\n",
            " energy_SN_control_adolescence.txt\n",
            " energy_SN_control_adulthood.txt\n",
            " energy_SN_control_childhood.txt\n",
            " energy_SN-DMN_autism_adolescence.txt\n",
            " energy_SN-DMN_autism_adulthood.txt\n",
            " energy_SN-DMN_autism_childhood.txt\n",
            " energy_SN-DMN_control_adolescence.txt\n",
            " energy_SN-DMN_control_adulthood.txt\n",
            " energy_SN-DMN_control_childhood.txt\n",
            " energy_VN_autism_adolescence.txt\n",
            " energy_VN_autism_adulthood.txt\n",
            " energy_VN_autism_childhood.txt\n",
            " energy_VN-CEN_autism_adolescence.txt\n",
            " energy_VN-CEN_autism_adulthood.txt\n",
            " energy_VN-CEN_autism_childhood.txt\n",
            " energy_VN-CEN_control_adolescence.txt\n",
            " energy_VN-CEN_control_adulthood.txt\n",
            " energy_VN-CEN_control_childhood.txt\n",
            " energy_VN-CEN-DMN_autism_adolescence.txt\n",
            " energy_VN-CEN-DMN_autism_adulthood.txt\n",
            " energy_VN-CEN-DMN_autism_childhood.txt\n",
            " energy_VN-CEN-DMN_control_adolescence.txt\n",
            " energy_VN-CEN-DMN_control_adulthood.txt\n",
            " energy_VN-CEN-DMN_control_childhood.txt\n",
            " energy_VN_control_adolescence.txt\n",
            " energy_VN_control_adulthood.txt\n",
            " energy_VN_control_childhood.txt\n",
            " energy_VN-DAN_autism_adolescence.txt\n",
            " energy_VN-DAN_autism_adulthood.txt\n",
            " energy_VN-DAN_autism_childhood.txt\n",
            " energy_VN-DAN-CEN_autism_adolescence.txt\n",
            " energy_VN-DAN-CEN_autism_adulthood.txt\n",
            " energy_VN-DAN-CEN_autism_childhood.txt\n",
            " energy_VN-DAN-CEN_control_adolescence.txt\n",
            " energy_VN-DAN-CEN_control_adulthood.txt\n",
            " energy_VN-DAN-CEN_control_childhood.txt\n",
            " energy_VN-DAN_control_adolescence.txt\n",
            " energy_VN-DAN_control_adulthood.txt\n",
            " energy_VN-DAN_control_childhood.txt\n",
            " energy_VN-DAN-DMN_autism_adolescence.txt\n",
            " energy_VN-DAN-DMN_autism_adulthood.txt\n",
            " energy_VN-DAN-DMN_autism_childhood.txt\n",
            " energy_VN-DAN-DMN_control_adolescence.txt\n",
            " energy_VN-DAN-DMN_control_adulthood.txt\n",
            " energy_VN-DAN-DMN_control_childhood.txt\n",
            " energy_VN-DAN-SN_autism_adolescence.txt\n",
            " energy_VN-DAN-SN_autism_adulthood.txt\n",
            " energy_VN-DAN-SN_autism_childhood.txt\n",
            " energy_VN-DAN-SN_control_adolescence.txt\n",
            " energy_VN-DAN-SN_control_adulthood.txt\n",
            " energy_VN-DAN-SN_control_childhood.txt\n",
            " energy_VN-DMN_autism_adolescence.txt\n",
            " energy_VN-DMN_autism_adulthood.txt\n",
            " energy_VN-DMN_autism_childhood.txt\n",
            " energy_VN-DMN_control_adolescence.txt\n",
            " energy_VN-DMN_control_adulthood.txt\n",
            " energy_VN-DMN_control_childhood.txt\n",
            " energy_VN-SMN_autism_adolescence.txt\n",
            " energy_VN-SMN_autism_adulthood.txt\n",
            " energy_VN-SMN_autism_childhood.txt\n",
            " energy_VN-SMN-CEN_autism_adolescence.txt\n",
            " energy_VN-SMN-CEN_autism_adulthood.txt\n",
            " energy_VN-SMN-CEN_autism_childhood.txt\n",
            " energy_VN-SMN-CEN_control_adolescence.txt\n",
            " energy_VN-SMN-CEN_control_adulthood.txt\n",
            " energy_VN-SMN-CEN_control_childhood.txt\n",
            " energy_VN-SMN_control_adolescence.txt\n",
            " energy_VN-SMN_control_adulthood.txt\n",
            " energy_VN-SMN_control_childhood.txt\n",
            " energy_VN-SMN-DAN_autism_adolescence.txt\n",
            " energy_VN-SMN-DAN_autism_adulthood.txt\n",
            " energy_VN-SMN-DAN_autism_childhood.txt\n",
            " energy_VN-SMN-DAN_control_adolescence.txt\n",
            " energy_VN-SMN-DAN_control_adulthood.txt\n",
            " energy_VN-SMN-DAN_control_childhood.txt\n",
            " energy_VN-SMN-DMN_autism_adolescence.txt\n",
            " energy_VN-SMN-DMN_autism_adulthood.txt\n",
            " energy_VN-SMN-DMN_autism_childhood.txt\n",
            " energy_VN-SMN-DMN_control_adolescence.txt\n",
            " energy_VN-SMN-DMN_control_adulthood.txt\n",
            " energy_VN-SMN-DMN_control_childhood.txt\n",
            " energy_VN-SMN-SN_autism_adolescence.txt\n",
            " energy_VN-SMN-SN_autism_adulthood.txt\n",
            " energy_VN-SMN-SN_autism_childhood.txt\n",
            " energy_VN-SMN-SN_control_adolescence.txt\n",
            " energy_VN-SMN-SN_control_adulthood.txt\n",
            " energy_VN-SMN-SN_control_childhood.txt\n",
            " energy_VN-SN_autism_adolescence.txt\n",
            " energy_VN-SN_autism_adulthood.txt\n",
            " energy_VN-SN_autism_childhood.txt\n",
            " energy_VN-SN-CEN_autism_adolescence.txt\n",
            " energy_VN-SN-CEN_autism_adulthood.txt\n",
            " energy_VN-SN-CEN_autism_childhood.txt\n",
            " energy_VN-SN-CEN_control_adolescence.txt\n",
            " energy_VN-SN-CEN_control_adulthood.txt\n",
            " energy_VN-SN-CEN_control_childhood.txt\n",
            " energy_VN-SN_control_adolescence.txt\n",
            " energy_VN-SN_control_adulthood.txt\n",
            " energy_VN-SN_control_childhood.txt\n",
            " energy_VN-SN-DMN_autism_adolescence.txt\n",
            " energy_VN-SN-DMN_autism_adulthood.txt\n",
            " energy_VN-SN-DMN_autism_childhood.txt\n",
            " energy_VN-SN-DMN_control_adolescence.txt\n",
            " energy_VN-SN-DMN_control_adulthood.txt\n",
            " energy_VN-SN-DMN_control_childhood.txt\n",
            "'energy_whole brain network_autism_adolescence.txt'\n",
            "'energy_whole brain network_autism_adulthood.txt'\n",
            "'energy_whole brain network_autism_childhood.txt'\n",
            "'energy_whole brain network_control_adolescence.txt'\n",
            "'energy_whole brain network_control_adulthood.txt'\n",
            "'energy_whole brain network_control_childhood.txt'\n"
          ]
        }
      ],
      "source": [
        "ls energies/"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "awxXb5C_QWdH"
      },
      "outputs": [],
      "source": [
        "from glob import glob\n",
        "import numpy as np\n",
        "from random import shuffle\n",
        "import pandas as pd"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7HvC10L7QcKY",
        "outputId": "5626ddf1-5f68-429c-8a9b-aed4718b16a0"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[-0.01833225 -0.0082077  -0.01259856 -0.01494949 -0.01702971 -0.03165479\n",
            " -0.02784314 -0.00781587 -0.00932274 -0.01624221 -0.01464626 -0.01177273\n",
            " -0.00570667 -0.01192741 -0.01140103 -0.01273198 -0.01244675 -0.00763387\n",
            " -0.01387229 -0.00589096 -0.01499573 -0.00874093 -0.01618696 -0.01221518\n",
            " -0.0086029  -0.0068202  -0.01525242 -0.00783935 -0.00780665 -0.01261083\n",
            " -0.02393149 -0.01588547 -0.01497968 -0.00680312 -0.02023287 -0.00560878\n",
            " -0.00617715 -0.00789049 -0.01051867 -0.00648588]\n"
          ]
        }
      ],
      "source": [
        "energy_CEN_autism_adulthood = np.loadtxt('./energies/energy_CEN_autism_adulthood.txt')\n",
        "\n",
        "print(energy_CEN_autism_adulthood)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_C9oVjD0RXvs",
        "outputId": "2da78b20-6cc7-47bd-d9d3-e7f35b406139"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(40,)"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ],
      "source": [
        "energy_CEN_autism_adulthood.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 261
        },
        "id": "PiIIQ3UvRpAD",
        "outputId": "98f0b449-f876-4a1a-e3f6-e7a868f55d93"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>CEN-DMN</th>\n",
              "      <th>CEN</th>\n",
              "      <th>DAN-CEN-DMN</th>\n",
              "      <th>DAN-CEN</th>\n",
              "      <th>DAN-DMN</th>\n",
              "      <th>DAN-SN-CEN</th>\n",
              "      <th>DAN-SN-DMN</th>\n",
              "      <th>DAN-SN</th>\n",
              "      <th>DAN</th>\n",
              "      <th>DMN</th>\n",
              "      <th>SMN-CEN-DMN</th>\n",
              "      <th>SMN-CEN</th>\n",
              "      <th>SMN-DAN-CEN</th>\n",
              "      <th>SMN-DAN-DMN</th>\n",
              "      <th>SMN-DAN-SN</th>\n",
              "      <th>SMN-DAN</th>\n",
              "      <th>SMN-DMN</th>\n",
              "      <th>SMN-SN-CEN</th>\n",
              "      <th>SMN-SN-DMN</th>\n",
              "      <th>SMN-SN</th>\n",
              "      <th>SMN</th>\n",
              "      <th>SN-CEN-DMN</th>\n",
              "      <th>SN-CEN</th>\n",
              "      <th>SN-DMN</th>\n",
              "      <th>SN</th>\n",
              "      <th>VN-CEN-DMN</th>\n",
              "      <th>VN-CEN</th>\n",
              "      <th>VN-DAN-CEN</th>\n",
              "      <th>VN-DAN-DMN</th>\n",
              "      <th>VN-DAN-SN</th>\n",
              "      <th>VN-DAN</th>\n",
              "      <th>VN-DMN</th>\n",
              "      <th>VN-SMN-CEN</th>\n",
              "      <th>VN-SMN-DAN</th>\n",
              "      <th>VN-SMN-DMN</th>\n",
              "      <th>VN-SMN-SN</th>\n",
              "      <th>VN-SMN</th>\n",
              "      <th>VN-SN-CEN</th>\n",
              "      <th>VN-SN-DMN</th>\n",
              "      <th>VN-SN</th>\n",
              "      <th>VN</th>\n",
              "      <th>between hemispheres</th>\n",
              "      <th>left hemisphere</th>\n",
              "      <th>right hemisphere</th>\n",
              "      <th>whole brain network</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-0.008526</td>\n",
              "      <td>-0.012281</td>\n",
              "      <td>-0.007264</td>\n",
              "      <td>-0.007900</td>\n",
              "      <td>-0.006128</td>\n",
              "      <td>-0.006246</td>\n",
              "      <td>-0.005109</td>\n",
              "      <td>-0.004930</td>\n",
              "      <td>-0.009704</td>\n",
              "      <td>-0.009732</td>\n",
              "      <td>-0.006414</td>\n",
              "      <td>-0.005902</td>\n",
              "      <td>-0.005790</td>\n",
              "      <td>-0.005773</td>\n",
              "      <td>-0.006225</td>\n",
              "      <td>-0.006287</td>\n",
              "      <td>-0.006926</td>\n",
              "      <td>-0.006517</td>\n",
              "      <td>-0.006262</td>\n",
              "      <td>-0.009237</td>\n",
              "      <td>-0.030533</td>\n",
              "      <td>-0.006565</td>\n",
              "      <td>-0.006906</td>\n",
              "      <td>-0.005103</td>\n",
              "      <td>-0.015467</td>\n",
              "      <td>-0.009730</td>\n",
              "      <td>-0.014582</td>\n",
              "      <td>-0.010101</td>\n",
              "      <td>-0.007836</td>\n",
              "      <td>-0.006834</td>\n",
              "      <td>-0.010708</td>\n",
              "      <td>-0.009982</td>\n",
              "      <td>-0.007076</td>\n",
              "      <td>-0.006145</td>\n",
              "      <td>-0.006618</td>\n",
              "      <td>-0.006804</td>\n",
              "      <td>-0.006151</td>\n",
              "      <td>-0.008905</td>\n",
              "      <td>-0.006799</td>\n",
              "      <td>-0.008220</td>\n",
              "      <td>-0.054997</td>\n",
              "      <td>-0.005313</td>\n",
              "      <td>-0.005953</td>\n",
              "      <td>-0.005660</td>\n",
              "      <td>-0.005435</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-0.004933</td>\n",
              "      <td>-0.007622</td>\n",
              "      <td>-0.004079</td>\n",
              "      <td>-0.005643</td>\n",
              "      <td>-0.003190</td>\n",
              "      <td>-0.003886</td>\n",
              "      <td>-0.003051</td>\n",
              "      <td>-0.003771</td>\n",
              "      <td>-0.010898</td>\n",
              "      <td>-0.013407</td>\n",
              "      <td>-0.004861</td>\n",
              "      <td>-0.004968</td>\n",
              "      <td>-0.006321</td>\n",
              "      <td>-0.005838</td>\n",
              "      <td>-0.007481</td>\n",
              "      <td>-0.011077</td>\n",
              "      <td>-0.006437</td>\n",
              "      <td>-0.004892</td>\n",
              "      <td>-0.005345</td>\n",
              "      <td>-0.008515</td>\n",
              "      <td>-0.033681</td>\n",
              "      <td>-0.003605</td>\n",
              "      <td>-0.003364</td>\n",
              "      <td>-0.003335</td>\n",
              "      <td>-0.007668</td>\n",
              "      <td>-0.003922</td>\n",
              "      <td>-0.004250</td>\n",
              "      <td>-0.004391</td>\n",
              "      <td>-0.003202</td>\n",
              "      <td>-0.003552</td>\n",
              "      <td>-0.004460</td>\n",
              "      <td>-0.003473</td>\n",
              "      <td>-0.005566</td>\n",
              "      <td>-0.008164</td>\n",
              "      <td>-0.005738</td>\n",
              "      <td>-0.007091</td>\n",
              "      <td>-0.010015</td>\n",
              "      <td>-0.003311</td>\n",
              "      <td>-0.003108</td>\n",
              "      <td>-0.003680</td>\n",
              "      <td>-0.018540</td>\n",
              "      <td>-0.004124</td>\n",
              "      <td>-0.004613</td>\n",
              "      <td>-0.004796</td>\n",
              "      <td>-0.004268</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-0.006509</td>\n",
              "      <td>-0.012029</td>\n",
              "      <td>-0.006218</td>\n",
              "      <td>-0.009052</td>\n",
              "      <td>-0.004860</td>\n",
              "      <td>-0.007330</td>\n",
              "      <td>-0.004615</td>\n",
              "      <td>-0.007044</td>\n",
              "      <td>-0.010366</td>\n",
              "      <td>-0.008458</td>\n",
              "      <td>-0.003670</td>\n",
              "      <td>-0.003490</td>\n",
              "      <td>-0.004708</td>\n",
              "      <td>-0.003246</td>\n",
              "      <td>-0.005830</td>\n",
              "      <td>-0.004114</td>\n",
              "      <td>-0.002511</td>\n",
              "      <td>-0.005540</td>\n",
              "      <td>-0.003944</td>\n",
              "      <td>-0.008282</td>\n",
              "      <td>-0.009614</td>\n",
              "      <td>-0.005565</td>\n",
              "      <td>-0.007581</td>\n",
              "      <td>-0.004435</td>\n",
              "      <td>-0.026211</td>\n",
              "      <td>-0.004072</td>\n",
              "      <td>-0.003250</td>\n",
              "      <td>-0.004885</td>\n",
              "      <td>-0.003375</td>\n",
              "      <td>-0.004623</td>\n",
              "      <td>-0.003412</td>\n",
              "      <td>-0.002762</td>\n",
              "      <td>-0.002966</td>\n",
              "      <td>-0.003254</td>\n",
              "      <td>-0.002406</td>\n",
              "      <td>-0.005070</td>\n",
              "      <td>-0.003245</td>\n",
              "      <td>-0.004740</td>\n",
              "      <td>-0.003444</td>\n",
              "      <td>-0.005139</td>\n",
              "      <td>-0.016278</td>\n",
              "      <td>-0.003504</td>\n",
              "      <td>-0.004209</td>\n",
              "      <td>-0.003876</td>\n",
              "      <td>-0.003638</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-0.017762</td>\n",
              "      <td>-0.020381</td>\n",
              "      <td>-0.017817</td>\n",
              "      <td>-0.017527</td>\n",
              "      <td>-0.020618</td>\n",
              "      <td>-0.011075</td>\n",
              "      <td>-0.013733</td>\n",
              "      <td>-0.009675</td>\n",
              "      <td>-0.042403</td>\n",
              "      <td>-0.029178</td>\n",
              "      <td>-0.007763</td>\n",
              "      <td>-0.003494</td>\n",
              "      <td>-0.007307</td>\n",
              "      <td>-0.009057</td>\n",
              "      <td>-0.005961</td>\n",
              "      <td>-0.006399</td>\n",
              "      <td>-0.005180</td>\n",
              "      <td>-0.004669</td>\n",
              "      <td>-0.006441</td>\n",
              "      <td>-0.004576</td>\n",
              "      <td>-0.005290</td>\n",
              "      <td>-0.012698</td>\n",
              "      <td>-0.008352</td>\n",
              "      <td>-0.012109</td>\n",
              "      <td>-0.009361</td>\n",
              "      <td>-0.009961</td>\n",
              "      <td>-0.005411</td>\n",
              "      <td>-0.010438</td>\n",
              "      <td>-0.011878</td>\n",
              "      <td>-0.007620</td>\n",
              "      <td>-0.011415</td>\n",
              "      <td>-0.006460</td>\n",
              "      <td>-0.003636</td>\n",
              "      <td>-0.005889</td>\n",
              "      <td>-0.004602</td>\n",
              "      <td>-0.003973</td>\n",
              "      <td>-0.004151</td>\n",
              "      <td>-0.005669</td>\n",
              "      <td>-0.007442</td>\n",
              "      <td>-0.004990</td>\n",
              "      <td>-0.037068</td>\n",
              "      <td>-0.007223</td>\n",
              "      <td>-0.008828</td>\n",
              "      <td>-0.007456</td>\n",
              "      <td>-0.007451</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-0.004984</td>\n",
              "      <td>-0.009201</td>\n",
              "      <td>-0.003984</td>\n",
              "      <td>-0.004703</td>\n",
              "      <td>-0.003406</td>\n",
              "      <td>-0.003822</td>\n",
              "      <td>-0.003396</td>\n",
              "      <td>-0.003239</td>\n",
              "      <td>-0.008570</td>\n",
              "      <td>-0.011743</td>\n",
              "      <td>-0.003923</td>\n",
              "      <td>-0.005823</td>\n",
              "      <td>-0.004868</td>\n",
              "      <td>-0.003268</td>\n",
              "      <td>-0.004545</td>\n",
              "      <td>-0.005385</td>\n",
              "      <td>-0.003154</td>\n",
              "      <td>-0.004898</td>\n",
              "      <td>-0.003689</td>\n",
              "      <td>-0.005912</td>\n",
              "      <td>-0.019912</td>\n",
              "      <td>-0.004238</td>\n",
              "      <td>-0.004168</td>\n",
              "      <td>-0.004355</td>\n",
              "      <td>-0.006844</td>\n",
              "      <td>-0.004228</td>\n",
              "      <td>-0.003814</td>\n",
              "      <td>-0.003840</td>\n",
              "      <td>-0.003642</td>\n",
              "      <td>-0.003330</td>\n",
              "      <td>-0.004692</td>\n",
              "      <td>-0.004710</td>\n",
              "      <td>-0.004192</td>\n",
              "      <td>-0.004115</td>\n",
              "      <td>-0.003353</td>\n",
              "      <td>-0.004165</td>\n",
              "      <td>-0.004328</td>\n",
              "      <td>-0.003524</td>\n",
              "      <td>-0.003917</td>\n",
              "      <td>-0.003695</td>\n",
              "      <td>-0.030231</td>\n",
              "      <td>-0.003152</td>\n",
              "      <td>-0.003697</td>\n",
              "      <td>-0.003619</td>\n",
              "      <td>-0.003277</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    CEN-DMN       CEN  ...  right hemisphere  whole brain network\n",
              "0 -0.008526 -0.012281  ...         -0.005660            -0.005435\n",
              "1 -0.004933 -0.007622  ...         -0.004796            -0.004268\n",
              "2 -0.006509 -0.012029  ...         -0.003876            -0.003638\n",
              "3 -0.017762 -0.020381  ...         -0.007456            -0.007451\n",
              "4 -0.004984 -0.009201  ...         -0.003619            -0.003277\n",
              "\n",
              "[5 rows x 45 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ],
      "source": [
        "control_adults = sorted(glob('./energies/*control_adulthood.txt'))\n",
        "\n",
        "df_control_adults = pd.read_csv(control_adults[0], names=[control_adults[0].split('/')[-1].split('_')[-3]])\n",
        "\n",
        "for i in range(1,len(control_adults)):\n",
        "\n",
        "    df = pd.read_csv(control_adults[i], names=[control_adults[i].split('/')[-1].split('_')[-3]])\n",
        "    df_control_adults = pd.concat([df_control_adults , df] , axis=1)\n",
        "    # df_control_adults.merge(df , how='left' , left_index=True)\n",
        "\n",
        "df_control_adults.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "v89KoFQDxMcI",
        "outputId": "b0a5968e-1f13-4a07-a0d8-9af93bd0ad6e"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(40, 45)"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ],
      "source": [
        "df_control_adults.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        },
        "id": "2tTPEcgT7QT9",
        "outputId": "b379b124-d4f4-486e-8a72-cc4fef6093c7"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(40, 47)\n"
          ]
        },
        {
          "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>CEN-DMN</th>\n",
              "      <th>CEN</th>\n",
              "      <th>DAN-CEN-DMN</th>\n",
              "      <th>DAN-CEN</th>\n",
              "      <th>DAN-DMN</th>\n",
              "      <th>DAN-SN-CEN</th>\n",
              "      <th>DAN-SN-DMN</th>\n",
              "      <th>DAN-SN</th>\n",
              "      <th>DAN</th>\n",
              "      <th>DMN</th>\n",
              "      <th>SMN-CEN-DMN</th>\n",
              "      <th>SMN-CEN</th>\n",
              "      <th>SMN-DAN-CEN</th>\n",
              "      <th>SMN-DAN-DMN</th>\n",
              "      <th>SMN-DAN-SN</th>\n",
              "      <th>SMN-DAN</th>\n",
              "      <th>SMN-DMN</th>\n",
              "      <th>SMN-SN-CEN</th>\n",
              "      <th>SMN-SN-DMN</th>\n",
              "      <th>SMN-SN</th>\n",
              "      <th>SMN</th>\n",
              "      <th>SN-CEN-DMN</th>\n",
              "      <th>SN-CEN</th>\n",
              "      <th>SN-DMN</th>\n",
              "      <th>SN</th>\n",
              "      <th>VN-CEN-DMN</th>\n",
              "      <th>VN-CEN</th>\n",
              "      <th>VN-DAN-CEN</th>\n",
              "      <th>VN-DAN-DMN</th>\n",
              "      <th>VN-DAN-SN</th>\n",
              "      <th>VN-DAN</th>\n",
              "      <th>VN-DMN</th>\n",
              "      <th>VN-SMN-CEN</th>\n",
              "      <th>VN-SMN-DAN</th>\n",
              "      <th>VN-SMN-DMN</th>\n",
              "      <th>VN-SMN-SN</th>\n",
              "      <th>VN-SMN</th>\n",
              "      <th>VN-SN-CEN</th>\n",
              "      <th>VN-SN-DMN</th>\n",
              "      <th>VN-SN</th>\n",
              "      <th>VN</th>\n",
              "      <th>between hemispheres</th>\n",
              "      <th>left hemisphere</th>\n",
              "      <th>right hemisphere</th>\n",
              "      <th>whole brain network</th>\n",
              "      <th>Age</th>\n",
              "      <th>Label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-0.008526</td>\n",
              "      <td>-0.012281</td>\n",
              "      <td>-0.007264</td>\n",
              "      <td>-0.007900</td>\n",
              "      <td>-0.006128</td>\n",
              "      <td>-0.006246</td>\n",
              "      <td>-0.005109</td>\n",
              "      <td>-0.004930</td>\n",
              "      <td>-0.009704</td>\n",
              "      <td>-0.009732</td>\n",
              "      <td>-0.006414</td>\n",
              "      <td>-0.005902</td>\n",
              "      <td>-0.005790</td>\n",
              "      <td>-0.005773</td>\n",
              "      <td>-0.006225</td>\n",
              "      <td>-0.006287</td>\n",
              "      <td>-0.006926</td>\n",
              "      <td>-0.006517</td>\n",
              "      <td>-0.006262</td>\n",
              "      <td>-0.009237</td>\n",
              "      <td>-0.030533</td>\n",
              "      <td>-0.006565</td>\n",
              "      <td>-0.006906</td>\n",
              "      <td>-0.005103</td>\n",
              "      <td>-0.015467</td>\n",
              "      <td>-0.009730</td>\n",
              "      <td>-0.014582</td>\n",
              "      <td>-0.010101</td>\n",
              "      <td>-0.007836</td>\n",
              "      <td>-0.006834</td>\n",
              "      <td>-0.010708</td>\n",
              "      <td>-0.009982</td>\n",
              "      <td>-0.007076</td>\n",
              "      <td>-0.006145</td>\n",
              "      <td>-0.006618</td>\n",
              "      <td>-0.006804</td>\n",
              "      <td>-0.006151</td>\n",
              "      <td>-0.008905</td>\n",
              "      <td>-0.006799</td>\n",
              "      <td>-0.008220</td>\n",
              "      <td>-0.054997</td>\n",
              "      <td>-0.005313</td>\n",
              "      <td>-0.005953</td>\n",
              "      <td>-0.005660</td>\n",
              "      <td>-0.005435</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-0.004933</td>\n",
              "      <td>-0.007622</td>\n",
              "      <td>-0.004079</td>\n",
              "      <td>-0.005643</td>\n",
              "      <td>-0.003190</td>\n",
              "      <td>-0.003886</td>\n",
              "      <td>-0.003051</td>\n",
              "      <td>-0.003771</td>\n",
              "      <td>-0.010898</td>\n",
              "      <td>-0.013407</td>\n",
              "      <td>-0.004861</td>\n",
              "      <td>-0.004968</td>\n",
              "      <td>-0.006321</td>\n",
              "      <td>-0.005838</td>\n",
              "      <td>-0.007481</td>\n",
              "      <td>-0.011077</td>\n",
              "      <td>-0.006437</td>\n",
              "      <td>-0.004892</td>\n",
              "      <td>-0.005345</td>\n",
              "      <td>-0.008515</td>\n",
              "      <td>-0.033681</td>\n",
              "      <td>-0.003605</td>\n",
              "      <td>-0.003364</td>\n",
              "      <td>-0.003335</td>\n",
              "      <td>-0.007668</td>\n",
              "      <td>-0.003922</td>\n",
              "      <td>-0.004250</td>\n",
              "      <td>-0.004391</td>\n",
              "      <td>-0.003202</td>\n",
              "      <td>-0.003552</td>\n",
              "      <td>-0.004460</td>\n",
              "      <td>-0.003473</td>\n",
              "      <td>-0.005566</td>\n",
              "      <td>-0.008164</td>\n",
              "      <td>-0.005738</td>\n",
              "      <td>-0.007091</td>\n",
              "      <td>-0.010015</td>\n",
              "      <td>-0.003311</td>\n",
              "      <td>-0.003108</td>\n",
              "      <td>-0.003680</td>\n",
              "      <td>-0.018540</td>\n",
              "      <td>-0.004124</td>\n",
              "      <td>-0.004613</td>\n",
              "      <td>-0.004796</td>\n",
              "      <td>-0.004268</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-0.006509</td>\n",
              "      <td>-0.012029</td>\n",
              "      <td>-0.006218</td>\n",
              "      <td>-0.009052</td>\n",
              "      <td>-0.004860</td>\n",
              "      <td>-0.007330</td>\n",
              "      <td>-0.004615</td>\n",
              "      <td>-0.007044</td>\n",
              "      <td>-0.010366</td>\n",
              "      <td>-0.008458</td>\n",
              "      <td>-0.003670</td>\n",
              "      <td>-0.003490</td>\n",
              "      <td>-0.004708</td>\n",
              "      <td>-0.003246</td>\n",
              "      <td>-0.005830</td>\n",
              "      <td>-0.004114</td>\n",
              "      <td>-0.002511</td>\n",
              "      <td>-0.005540</td>\n",
              "      <td>-0.003944</td>\n",
              "      <td>-0.008282</td>\n",
              "      <td>-0.009614</td>\n",
              "      <td>-0.005565</td>\n",
              "      <td>-0.007581</td>\n",
              "      <td>-0.004435</td>\n",
              "      <td>-0.026211</td>\n",
              "      <td>-0.004072</td>\n",
              "      <td>-0.003250</td>\n",
              "      <td>-0.004885</td>\n",
              "      <td>-0.003375</td>\n",
              "      <td>-0.004623</td>\n",
              "      <td>-0.003412</td>\n",
              "      <td>-0.002762</td>\n",
              "      <td>-0.002966</td>\n",
              "      <td>-0.003254</td>\n",
              "      <td>-0.002406</td>\n",
              "      <td>-0.005070</td>\n",
              "      <td>-0.003245</td>\n",
              "      <td>-0.004740</td>\n",
              "      <td>-0.003444</td>\n",
              "      <td>-0.005139</td>\n",
              "      <td>-0.016278</td>\n",
              "      <td>-0.003504</td>\n",
              "      <td>-0.004209</td>\n",
              "      <td>-0.003876</td>\n",
              "      <td>-0.003638</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-0.017762</td>\n",
              "      <td>-0.020381</td>\n",
              "      <td>-0.017817</td>\n",
              "      <td>-0.017527</td>\n",
              "      <td>-0.020618</td>\n",
              "      <td>-0.011075</td>\n",
              "      <td>-0.013733</td>\n",
              "      <td>-0.009675</td>\n",
              "      <td>-0.042403</td>\n",
              "      <td>-0.029178</td>\n",
              "      <td>-0.007763</td>\n",
              "      <td>-0.003494</td>\n",
              "      <td>-0.007307</td>\n",
              "      <td>-0.009057</td>\n",
              "      <td>-0.005961</td>\n",
              "      <td>-0.006399</td>\n",
              "      <td>-0.005180</td>\n",
              "      <td>-0.004669</td>\n",
              "      <td>-0.006441</td>\n",
              "      <td>-0.004576</td>\n",
              "      <td>-0.005290</td>\n",
              "      <td>-0.012698</td>\n",
              "      <td>-0.008352</td>\n",
              "      <td>-0.012109</td>\n",
              "      <td>-0.009361</td>\n",
              "      <td>-0.009961</td>\n",
              "      <td>-0.005411</td>\n",
              "      <td>-0.010438</td>\n",
              "      <td>-0.011878</td>\n",
              "      <td>-0.007620</td>\n",
              "      <td>-0.011415</td>\n",
              "      <td>-0.006460</td>\n",
              "      <td>-0.003636</td>\n",
              "      <td>-0.005889</td>\n",
              "      <td>-0.004602</td>\n",
              "      <td>-0.003973</td>\n",
              "      <td>-0.004151</td>\n",
              "      <td>-0.005669</td>\n",
              "      <td>-0.007442</td>\n",
              "      <td>-0.004990</td>\n",
              "      <td>-0.037068</td>\n",
              "      <td>-0.007223</td>\n",
              "      <td>-0.008828</td>\n",
              "      <td>-0.007456</td>\n",
              "      <td>-0.007451</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-0.004984</td>\n",
              "      <td>-0.009201</td>\n",
              "      <td>-0.003984</td>\n",
              "      <td>-0.004703</td>\n",
              "      <td>-0.003406</td>\n",
              "      <td>-0.003822</td>\n",
              "      <td>-0.003396</td>\n",
              "      <td>-0.003239</td>\n",
              "      <td>-0.008570</td>\n",
              "      <td>-0.011743</td>\n",
              "      <td>-0.003923</td>\n",
              "      <td>-0.005823</td>\n",
              "      <td>-0.004868</td>\n",
              "      <td>-0.003268</td>\n",
              "      <td>-0.004545</td>\n",
              "      <td>-0.005385</td>\n",
              "      <td>-0.003154</td>\n",
              "      <td>-0.004898</td>\n",
              "      <td>-0.003689</td>\n",
              "      <td>-0.005912</td>\n",
              "      <td>-0.019912</td>\n",
              "      <td>-0.004238</td>\n",
              "      <td>-0.004168</td>\n",
              "      <td>-0.004355</td>\n",
              "      <td>-0.006844</td>\n",
              "      <td>-0.004228</td>\n",
              "      <td>-0.003814</td>\n",
              "      <td>-0.003840</td>\n",
              "      <td>-0.003642</td>\n",
              "      <td>-0.003330</td>\n",
              "      <td>-0.004692</td>\n",
              "      <td>-0.004710</td>\n",
              "      <td>-0.004192</td>\n",
              "      <td>-0.004115</td>\n",
              "      <td>-0.003353</td>\n",
              "      <td>-0.004165</td>\n",
              "      <td>-0.004328</td>\n",
              "      <td>-0.003524</td>\n",
              "      <td>-0.003917</td>\n",
              "      <td>-0.003695</td>\n",
              "      <td>-0.030231</td>\n",
              "      <td>-0.003152</td>\n",
              "      <td>-0.003697</td>\n",
              "      <td>-0.003619</td>\n",
              "      <td>-0.003277</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    CEN-DMN       CEN  DAN-CEN-DMN  ...  whole brain network  Age  Label\n",
              "0 -0.008526 -0.012281    -0.007264  ...            -0.005435    2      0\n",
              "1 -0.004933 -0.007622    -0.004079  ...            -0.004268    2      0\n",
              "2 -0.006509 -0.012029    -0.006218  ...            -0.003638    2      0\n",
              "3 -0.017762 -0.020381    -0.017817  ...            -0.007451    2      0\n",
              "4 -0.004984 -0.009201    -0.003984  ...            -0.003277    2      0\n",
              "\n",
              "[5 rows x 47 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ],
      "source": [
        "df_control_adults['Age'] = 2\n",
        "df_control_adults['Label'] = 0\n",
        "print(df_control_adults.shape)\n",
        "df_control_adults.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "c2DmS5Nz9HG0",
        "outputId": "3eb61037-f262-4a28-d33f-7e1b691a9499"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(40, 47)\n"
          ]
        }
      ],
      "source": [
        "control_adols = sorted(glob('./energies/*control_adolescence.txt'))\n",
        "\n",
        "df_control_adols = pd.read_csv(control_adols[0], names=[control_adols[0].split('/')[-1].split('_')[-3]])\n",
        "\n",
        "for i in range(1,len(control_adols)):\n",
        "\n",
        "    df = pd.read_csv(control_adols[i], names=[control_adols[i].split('/')[-1].split('_')[-3]])\n",
        "    df_control_adols = pd.concat([df_control_adols , df] , axis=1)\n",
        "\n",
        "df_control_adols['Age'] = 1\n",
        "df_control_adols['Label'] = 0\n",
        "print(df_control_adols.shape)\n",
        "# df_control_adols.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "taZmg_VY-QgY",
        "outputId": "e8036f81-b7ad-4710-847b-0e14cbf97d02"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(40, 47)\n"
          ]
        }
      ],
      "source": [
        "control_childs = sorted(glob('./energies/*control_childhood.txt'))\n",
        "\n",
        "df_control_childs = pd.read_csv(control_childs[0], names=[control_childs[0].split('/')[-1].split('_')[-3]])\n",
        "\n",
        "for i in range(1,len(control_childs)):\n",
        "\n",
        "    df = pd.read_csv(control_childs[i], names=[control_childs[i].split('/')[-1].split('_')[-3]])\n",
        "    df_control_childs = pd.concat([df_control_childs , df] , axis=1)\n",
        "\n",
        "df_control_childs['Age'] = 0\n",
        "df_control_childs['Label'] = 0\n",
        "print(df_control_childs.shape)\n",
        "# df_control_childs.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JK5M4sax-3c3",
        "outputId": "01ef77b0-ab2d-4dd9-f982-5dc8f7df213e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(40, 47)\n"
          ]
        }
      ],
      "source": [
        "autism_adults = sorted(glob('./energies/*autism_adulthood.txt'))\n",
        "\n",
        "df_autism_adults = pd.read_csv(autism_adults[0], names=[autism_adults[0].split('/')[-1].split('_')[-3]])\n",
        "\n",
        "for i in range(1,len(autism_adults)):\n",
        "\n",
        "    df = pd.read_csv(autism_adults[i], names=[autism_adults[i].split('/')[-1].split('_')[-3]])\n",
        "    df_autism_adults = pd.concat([df_autism_adults , df] , axis=1)\n",
        "    # df_control_adults.merge(df , how='left' , left_index=True)\n",
        "\n",
        "df_autism_adults['Age'] = 2\n",
        "df_autism_adults['Label'] = 1\n",
        "print(df_autism_adults.shape)\n",
        "# df_autism_adults.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GlvVFsdS_zxX",
        "outputId": "522e965c-27c2-48b0-923e-641b0cf2c5a0"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(40, 47)\n"
          ]
        }
      ],
      "source": [
        "autism_adols = sorted(glob('./energies/*autism_adolescence.txt'))\n",
        "\n",
        "df_autism_adols = pd.read_csv(autism_adols[0], names=[autism_adols[0].split('/')[-1].split('_')[-3]])\n",
        "\n",
        "for i in range(1,len(autism_adols)):\n",
        "\n",
        "    df = pd.read_csv(autism_adols[i], names=[autism_adols[i].split('/')[-1].split('_')[-3]])\n",
        "    df_autism_adols = pd.concat([df_autism_adols , df] , axis=1)\n",
        "\n",
        "df_autism_adols['Age'] = 1\n",
        "df_autism_adols['Label'] = 1\n",
        "print(df_autism_adols.shape)\n",
        "# df_autism_adols.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "APYpfGYCATt2",
        "outputId": "c62b5f63-d0f7-48b6-c926-63be6d1fa1d6"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(40, 47)\n"
          ]
        }
      ],
      "source": [
        "autism_childs = sorted(glob('./energies/*autism_childhood.txt'))\n",
        "\n",
        "df_autism_childs = pd.read_csv(autism_childs[0], names=[autism_childs[0].split('/')[-1].split('_')[-3]])\n",
        "\n",
        "for i in range(1,len(autism_childs)):\n",
        "\n",
        "    df = pd.read_csv(autism_childs[i], names=[autism_childs[i].split('/')[-1].split('_')[-3]])\n",
        "    df_autism_childs = pd.concat([df_autism_childs , df] , axis=1)\n",
        "\n",
        "df_autism_childs['Age'] = 0\n",
        "df_autism_childs['Label'] = 1\n",
        "print(df_autism_childs.shape)\n",
        "# df_autism_childs.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8VLCMi7RA_o3",
        "outputId": "85de11bb-9a5a-4183-bf7f-d25c25fb9574"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(240, 47)\n"
          ]
        }
      ],
      "source": [
        "df_tot = pd.concat([df_control_adults , df_control_adols , df_control_childs , df_autism_adults , df_autism_adols , df_autism_childs] , axis=0)\n",
        "print(df_tot.shape)\n",
        "# df_tot.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 261
        },
        "id": "elscMimrCFSX",
        "outputId": "6de661d0-f340-4253-b78f-acfc9a17ebf7"
      },
      "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>CEN-DMN</th>\n",
              "      <th>CEN</th>\n",
              "      <th>DAN-CEN-DMN</th>\n",
              "      <th>DAN-CEN</th>\n",
              "      <th>DAN-DMN</th>\n",
              "      <th>DAN-SN-CEN</th>\n",
              "      <th>DAN-SN-DMN</th>\n",
              "      <th>DAN-SN</th>\n",
              "      <th>DAN</th>\n",
              "      <th>DMN</th>\n",
              "      <th>SMN-CEN-DMN</th>\n",
              "      <th>SMN-CEN</th>\n",
              "      <th>SMN-DAN-CEN</th>\n",
              "      <th>SMN-DAN-DMN</th>\n",
              "      <th>SMN-DAN-SN</th>\n",
              "      <th>SMN-DAN</th>\n",
              "      <th>SMN-DMN</th>\n",
              "      <th>SMN-SN-CEN</th>\n",
              "      <th>SMN-SN-DMN</th>\n",
              "      <th>SMN-SN</th>\n",
              "      <th>SMN</th>\n",
              "      <th>SN-CEN-DMN</th>\n",
              "      <th>SN-CEN</th>\n",
              "      <th>SN-DMN</th>\n",
              "      <th>SN</th>\n",
              "      <th>VN-CEN-DMN</th>\n",
              "      <th>VN-CEN</th>\n",
              "      <th>VN-DAN-CEN</th>\n",
              "      <th>VN-DAN-DMN</th>\n",
              "      <th>VN-DAN-SN</th>\n",
              "      <th>VN-DAN</th>\n",
              "      <th>VN-DMN</th>\n",
              "      <th>VN-SMN-CEN</th>\n",
              "      <th>VN-SMN-DAN</th>\n",
              "      <th>VN-SMN-DMN</th>\n",
              "      <th>VN-SMN-SN</th>\n",
              "      <th>VN-SMN</th>\n",
              "      <th>VN-SN-CEN</th>\n",
              "      <th>VN-SN-DMN</th>\n",
              "      <th>VN-SN</th>\n",
              "      <th>VN</th>\n",
              "      <th>between hemispheres</th>\n",
              "      <th>left hemisphere</th>\n",
              "      <th>right hemisphere</th>\n",
              "      <th>whole brain network</th>\n",
              "      <th>Age</th>\n",
              "      <th>Label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-0.008066</td>\n",
              "      <td>-0.010373</td>\n",
              "      <td>-0.005948</td>\n",
              "      <td>-0.006224</td>\n",
              "      <td>-0.004757</td>\n",
              "      <td>-0.004969</td>\n",
              "      <td>-0.004415</td>\n",
              "      <td>-0.004165</td>\n",
              "      <td>-0.013494</td>\n",
              "      <td>-0.014072</td>\n",
              "      <td>-0.004715</td>\n",
              "      <td>-0.005366</td>\n",
              "      <td>-0.004799</td>\n",
              "      <td>-0.003571</td>\n",
              "      <td>-0.005575</td>\n",
              "      <td>-0.004851</td>\n",
              "      <td>-0.003302</td>\n",
              "      <td>-0.005983</td>\n",
              "      <td>-0.004701</td>\n",
              "      <td>-0.009249</td>\n",
              "      <td>-0.033983</td>\n",
              "      <td>-0.006118</td>\n",
              "      <td>-0.005485</td>\n",
              "      <td>-0.005312</td>\n",
              "      <td>-0.008755</td>\n",
              "      <td>-0.004992</td>\n",
              "      <td>-0.003938</td>\n",
              "      <td>-0.004762</td>\n",
              "      <td>-0.003996</td>\n",
              "      <td>-0.003918</td>\n",
              "      <td>-0.005986</td>\n",
              "      <td>-0.003602</td>\n",
              "      <td>-0.004959</td>\n",
              "      <td>-0.005349</td>\n",
              "      <td>-0.003702</td>\n",
              "      <td>-0.006379</td>\n",
              "      <td>-0.007903</td>\n",
              "      <td>-0.003795</td>\n",
              "      <td>-0.003614</td>\n",
              "      <td>-0.003240</td>\n",
              "      <td>-0.022588</td>\n",
              "      <td>-0.003602</td>\n",
              "      <td>-0.003289</td>\n",
              "      <td>-0.006269</td>\n",
              "      <td>-0.003894</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-0.010794</td>\n",
              "      <td>-0.021316</td>\n",
              "      <td>-0.007372</td>\n",
              "      <td>-0.007913</td>\n",
              "      <td>-0.004977</td>\n",
              "      <td>-0.006991</td>\n",
              "      <td>-0.004779</td>\n",
              "      <td>-0.005250</td>\n",
              "      <td>-0.016739</td>\n",
              "      <td>-0.011397</td>\n",
              "      <td>-0.007211</td>\n",
              "      <td>-0.008524</td>\n",
              "      <td>-0.006950</td>\n",
              "      <td>-0.004766</td>\n",
              "      <td>-0.006721</td>\n",
              "      <td>-0.006356</td>\n",
              "      <td>-0.004992</td>\n",
              "      <td>-0.008582</td>\n",
              "      <td>-0.005827</td>\n",
              "      <td>-0.009836</td>\n",
              "      <td>-0.020126</td>\n",
              "      <td>-0.008127</td>\n",
              "      <td>-0.009420</td>\n",
              "      <td>-0.005562</td>\n",
              "      <td>-0.011858</td>\n",
              "      <td>-0.006742</td>\n",
              "      <td>-0.004824</td>\n",
              "      <td>-0.006255</td>\n",
              "      <td>-0.005348</td>\n",
              "      <td>-0.004881</td>\n",
              "      <td>-0.009111</td>\n",
              "      <td>-0.005360</td>\n",
              "      <td>-0.004896</td>\n",
              "      <td>-0.004942</td>\n",
              "      <td>-0.003984</td>\n",
              "      <td>-0.004816</td>\n",
              "      <td>-0.003021</td>\n",
              "      <td>-0.005058</td>\n",
              "      <td>-0.004298</td>\n",
              "      <td>-0.002844</td>\n",
              "      <td>-0.028895</td>\n",
              "      <td>-0.004949</td>\n",
              "      <td>-0.005088</td>\n",
              "      <td>-0.006451</td>\n",
              "      <td>-0.005152</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-0.010797</td>\n",
              "      <td>-0.011247</td>\n",
              "      <td>-0.009636</td>\n",
              "      <td>-0.008845</td>\n",
              "      <td>-0.011103</td>\n",
              "      <td>-0.006788</td>\n",
              "      <td>-0.008931</td>\n",
              "      <td>-0.006407</td>\n",
              "      <td>-0.025440</td>\n",
              "      <td>-0.025032</td>\n",
              "      <td>-0.005786</td>\n",
              "      <td>-0.003881</td>\n",
              "      <td>-0.006038</td>\n",
              "      <td>-0.006898</td>\n",
              "      <td>-0.005682</td>\n",
              "      <td>-0.008661</td>\n",
              "      <td>-0.004810</td>\n",
              "      <td>-0.004217</td>\n",
              "      <td>-0.005557</td>\n",
              "      <td>-0.004022</td>\n",
              "      <td>-0.011936</td>\n",
              "      <td>-0.009067</td>\n",
              "      <td>-0.006658</td>\n",
              "      <td>-0.010580</td>\n",
              "      <td>-0.014297</td>\n",
              "      <td>-0.007157</td>\n",
              "      <td>-0.005001</td>\n",
              "      <td>-0.006580</td>\n",
              "      <td>-0.007777</td>\n",
              "      <td>-0.005536</td>\n",
              "      <td>-0.009280</td>\n",
              "      <td>-0.006426</td>\n",
              "      <td>-0.003829</td>\n",
              "      <td>-0.006372</td>\n",
              "      <td>-0.004487</td>\n",
              "      <td>-0.003510</td>\n",
              "      <td>-0.004558</td>\n",
              "      <td>-0.004541</td>\n",
              "      <td>-0.006576</td>\n",
              "      <td>-0.003850</td>\n",
              "      <td>-0.043830</td>\n",
              "      <td>-0.004760</td>\n",
              "      <td>-0.006519</td>\n",
              "      <td>-0.005426</td>\n",
              "      <td>-0.005061</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-0.004103</td>\n",
              "      <td>-0.006473</td>\n",
              "      <td>-0.004387</td>\n",
              "      <td>-0.006298</td>\n",
              "      <td>-0.004292</td>\n",
              "      <td>-0.004170</td>\n",
              "      <td>-0.003450</td>\n",
              "      <td>-0.003692</td>\n",
              "      <td>-0.017867</td>\n",
              "      <td>-0.007831</td>\n",
              "      <td>-0.002597</td>\n",
              "      <td>-0.002723</td>\n",
              "      <td>-0.004347</td>\n",
              "      <td>-0.003299</td>\n",
              "      <td>-0.004356</td>\n",
              "      <td>-0.006067</td>\n",
              "      <td>-0.002062</td>\n",
              "      <td>-0.003196</td>\n",
              "      <td>-0.002764</td>\n",
              "      <td>-0.004532</td>\n",
              "      <td>-0.011993</td>\n",
              "      <td>-0.003498</td>\n",
              "      <td>-0.003580</td>\n",
              "      <td>-0.003490</td>\n",
              "      <td>-0.010155</td>\n",
              "      <td>-0.003123</td>\n",
              "      <td>-0.002328</td>\n",
              "      <td>-0.003829</td>\n",
              "      <td>-0.003526</td>\n",
              "      <td>-0.003073</td>\n",
              "      <td>-0.004482</td>\n",
              "      <td>-0.003651</td>\n",
              "      <td>-0.002261</td>\n",
              "      <td>-0.003909</td>\n",
              "      <td>-0.002327</td>\n",
              "      <td>-0.002948</td>\n",
              "      <td>-0.002869</td>\n",
              "      <td>-0.002538</td>\n",
              "      <td>-0.002943</td>\n",
              "      <td>-0.002755</td>\n",
              "      <td>-0.034282</td>\n",
              "      <td>-0.002621</td>\n",
              "      <td>-0.003225</td>\n",
              "      <td>-0.003061</td>\n",
              "      <td>-0.002750</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-0.010885</td>\n",
              "      <td>-0.010941</td>\n",
              "      <td>-0.007497</td>\n",
              "      <td>-0.007552</td>\n",
              "      <td>-0.005460</td>\n",
              "      <td>-0.006787</td>\n",
              "      <td>-0.006525</td>\n",
              "      <td>-0.005335</td>\n",
              "      <td>-0.019294</td>\n",
              "      <td>-0.021184</td>\n",
              "      <td>-0.006078</td>\n",
              "      <td>-0.004842</td>\n",
              "      <td>-0.005340</td>\n",
              "      <td>-0.004637</td>\n",
              "      <td>-0.006971</td>\n",
              "      <td>-0.006225</td>\n",
              "      <td>-0.004653</td>\n",
              "      <td>-0.007410</td>\n",
              "      <td>-0.007209</td>\n",
              "      <td>-0.011109</td>\n",
              "      <td>-0.018729</td>\n",
              "      <td>-0.009734</td>\n",
              "      <td>-0.009347</td>\n",
              "      <td>-0.010476</td>\n",
              "      <td>-0.025837</td>\n",
              "      <td>-0.007297</td>\n",
              "      <td>-0.004550</td>\n",
              "      <td>-0.005804</td>\n",
              "      <td>-0.005653</td>\n",
              "      <td>-0.005164</td>\n",
              "      <td>-0.008391</td>\n",
              "      <td>-0.007101</td>\n",
              "      <td>-0.004127</td>\n",
              "      <td>-0.005494</td>\n",
              "      <td>-0.004737</td>\n",
              "      <td>-0.006258</td>\n",
              "      <td>-0.005151</td>\n",
              "      <td>-0.005448</td>\n",
              "      <td>-0.006842</td>\n",
              "      <td>-0.004553</td>\n",
              "      <td>-0.036728</td>\n",
              "      <td>-0.005032</td>\n",
              "      <td>-0.004517</td>\n",
              "      <td>-0.006168</td>\n",
              "      <td>-0.005109</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    CEN-DMN       CEN  DAN-CEN-DMN  ...  whole brain network  Age  Label\n",
              "0 -0.008066 -0.010373    -0.005948  ...            -0.003894    2      0\n",
              "1 -0.010794 -0.021316    -0.007372  ...            -0.005152    0      0\n",
              "2 -0.010797 -0.011247    -0.009636  ...            -0.005061    1      0\n",
              "3 -0.004103 -0.006473    -0.004387  ...            -0.002750    0      1\n",
              "4 -0.010885 -0.010941    -0.007497  ...            -0.005109    1      0\n",
              "\n",
              "[5 rows x 47 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ],
      "source": [
        "df_tot = df_tot.sample(frac=1).reset_index(drop=True)\n",
        "df_tot.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "8n7oFLblBjS3"
      },
      "outputs": [],
      "source": [
        "df_tot.to_csv('df_tot.csv' , index=False)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 167
        },
        "id": "AFCF9kc-DQ1l",
        "outputId": "ac733ebf-d310-4437-aeef-2ca651790b8c"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>CEN-DMN</th>\n",
              "      <th>CEN</th>\n",
              "      <th>DAN-CEN-DMN</th>\n",
              "      <th>DAN-CEN</th>\n",
              "      <th>DAN-DMN</th>\n",
              "      <th>DAN-SN-CEN</th>\n",
              "      <th>DAN-SN-DMN</th>\n",
              "      <th>DAN-SN</th>\n",
              "      <th>DAN</th>\n",
              "      <th>DMN</th>\n",
              "      <th>SMN-CEN-DMN</th>\n",
              "      <th>SMN-CEN</th>\n",
              "      <th>SMN-DAN-CEN</th>\n",
              "      <th>SMN-DAN-DMN</th>\n",
              "      <th>SMN-DAN-SN</th>\n",
              "      <th>SMN-DAN</th>\n",
              "      <th>SMN-DMN</th>\n",
              "      <th>SMN-SN-CEN</th>\n",
              "      <th>SMN-SN-DMN</th>\n",
              "      <th>SMN-SN</th>\n",
              "      <th>SMN</th>\n",
              "      <th>SN-CEN-DMN</th>\n",
              "      <th>SN-CEN</th>\n",
              "      <th>SN-DMN</th>\n",
              "      <th>SN</th>\n",
              "      <th>VN-CEN-DMN</th>\n",
              "      <th>VN-CEN</th>\n",
              "      <th>VN-DAN-CEN</th>\n",
              "      <th>VN-DAN-DMN</th>\n",
              "      <th>VN-DAN-SN</th>\n",
              "      <th>VN-DAN</th>\n",
              "      <th>VN-DMN</th>\n",
              "      <th>VN-SMN-CEN</th>\n",
              "      <th>VN-SMN-DAN</th>\n",
              "      <th>VN-SMN-DMN</th>\n",
              "      <th>VN-SMN-SN</th>\n",
              "      <th>VN-SMN</th>\n",
              "      <th>VN-SN-CEN</th>\n",
              "      <th>VN-SN-DMN</th>\n",
              "      <th>VN-SN</th>\n",
              "      <th>VN</th>\n",
              "      <th>between hemispheres</th>\n",
              "      <th>left hemisphere</th>\n",
              "      <th>right hemisphere</th>\n",
              "      <th>whole brain network</th>\n",
              "      <th>Age</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-0.008066</td>\n",
              "      <td>-0.010373</td>\n",
              "      <td>-0.005948</td>\n",
              "      <td>-0.006224</td>\n",
              "      <td>-0.004757</td>\n",
              "      <td>-0.004969</td>\n",
              "      <td>-0.004415</td>\n",
              "      <td>-0.004165</td>\n",
              "      <td>-0.013494</td>\n",
              "      <td>-0.014072</td>\n",
              "      <td>-0.004715</td>\n",
              "      <td>-0.005366</td>\n",
              "      <td>-0.004799</td>\n",
              "      <td>-0.003571</td>\n",
              "      <td>-0.005575</td>\n",
              "      <td>-0.004851</td>\n",
              "      <td>-0.003302</td>\n",
              "      <td>-0.005983</td>\n",
              "      <td>-0.004701</td>\n",
              "      <td>-0.009249</td>\n",
              "      <td>-0.033983</td>\n",
              "      <td>-0.006118</td>\n",
              "      <td>-0.005485</td>\n",
              "      <td>-0.005312</td>\n",
              "      <td>-0.008755</td>\n",
              "      <td>-0.004992</td>\n",
              "      <td>-0.003938</td>\n",
              "      <td>-0.004762</td>\n",
              "      <td>-0.003996</td>\n",
              "      <td>-0.003918</td>\n",
              "      <td>-0.005986</td>\n",
              "      <td>-0.003602</td>\n",
              "      <td>-0.004959</td>\n",
              "      <td>-0.005349</td>\n",
              "      <td>-0.003702</td>\n",
              "      <td>-0.006379</td>\n",
              "      <td>-0.007903</td>\n",
              "      <td>-0.003795</td>\n",
              "      <td>-0.003614</td>\n",
              "      <td>-0.003240</td>\n",
              "      <td>-0.022588</td>\n",
              "      <td>-0.003602</td>\n",
              "      <td>-0.003289</td>\n",
              "      <td>-0.006269</td>\n",
              "      <td>-0.003894</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-0.010794</td>\n",
              "      <td>-0.021316</td>\n",
              "      <td>-0.007372</td>\n",
              "      <td>-0.007913</td>\n",
              "      <td>-0.004977</td>\n",
              "      <td>-0.006991</td>\n",
              "      <td>-0.004779</td>\n",
              "      <td>-0.005250</td>\n",
              "      <td>-0.016739</td>\n",
              "      <td>-0.011397</td>\n",
              "      <td>-0.007211</td>\n",
              "      <td>-0.008524</td>\n",
              "      <td>-0.006950</td>\n",
              "      <td>-0.004766</td>\n",
              "      <td>-0.006721</td>\n",
              "      <td>-0.006356</td>\n",
              "      <td>-0.004992</td>\n",
              "      <td>-0.008582</td>\n",
              "      <td>-0.005827</td>\n",
              "      <td>-0.009836</td>\n",
              "      <td>-0.020126</td>\n",
              "      <td>-0.008127</td>\n",
              "      <td>-0.009420</td>\n",
              "      <td>-0.005562</td>\n",
              "      <td>-0.011858</td>\n",
              "      <td>-0.006742</td>\n",
              "      <td>-0.004824</td>\n",
              "      <td>-0.006255</td>\n",
              "      <td>-0.005348</td>\n",
              "      <td>-0.004881</td>\n",
              "      <td>-0.009111</td>\n",
              "      <td>-0.005360</td>\n",
              "      <td>-0.004896</td>\n",
              "      <td>-0.004942</td>\n",
              "      <td>-0.003984</td>\n",
              "      <td>-0.004816</td>\n",
              "      <td>-0.003021</td>\n",
              "      <td>-0.005058</td>\n",
              "      <td>-0.004298</td>\n",
              "      <td>-0.002844</td>\n",
              "      <td>-0.028895</td>\n",
              "      <td>-0.004949</td>\n",
              "      <td>-0.005088</td>\n",
              "      <td>-0.006451</td>\n",
              "      <td>-0.005152</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    CEN-DMN       CEN  DAN-CEN-DMN  ...  right hemisphere  whole brain network  Age\n",
              "0 -0.008066 -0.010373    -0.005948  ...         -0.006269            -0.003894    2\n",
              "1 -0.010794 -0.021316    -0.007372  ...         -0.006451            -0.005152    0\n",
              "\n",
              "[2 rows x 46 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ],
      "source": [
        "Y = df_tot['Label']\n",
        "X = df_tot.drop(columns=['Label'])\n",
        "X[:2]"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "NmgYO0s2wZfJ"
      },
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "colab": {
      "collapsed_sections": [],
      "name": "DataFrame_preparation.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyP+La5WlTsoOp9Muf0Fm7RP",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}