타이타닉_분석2(0221).ipynb

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      "name": "python"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/cnddlf/2022_1_Study_AI/blob/main/%ED%83%80%EC%9D%B4%ED%83%80%EB%8B%89_%EB%B6%84%EC%84%9D2(0221).ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#1. 파일 읽기"
      ],
      "metadata": {
        "id": "xGt3mkflBtjN"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "##1.1 드라이버 로드"
      ],
      "metadata": {
        "id": "tM7wJj8-Bvr0"
      }
    },
    {
      "cell_type": "code",
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        "id": "_eixZHuHBrVI",
        "outputId": "584066cb-cb71-4b85-8904-358e0da834fd"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##1.2 파일 읽기"
      ],
      "metadata": {
        "id": "uuNB3fE2CR2a"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "\n",
        "path = '/content/drive/MyDrive/2022_1_Study_AI/2022_1_Study_AI/data/features.txt'\n",
        "# sep = '\\s+' => 한 개 이상의 공백으로 구분되어 있는 경우 사용\n",
        "df = pd.read_csv(path, sep='\\s+',header = None, names=['index', 'name'])\n",
        "df.head()"
      ],
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        "id": "a8ObsOZiCQ70",
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          "height": 206
        },
        "outputId": "9879e297-b926-42f8-dd32-d47999406340"
      },
      "execution_count": null,
      "outputs": [
        {
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              "   index               name\n",
              "0      1  tBodyAcc-mean()-X\n",
              "1      2  tBodyAcc-mean()-Y\n",
              "2      3  tBodyAcc-mean()-Z\n",
              "3      4   tBodyAcc-std()-X\n",
              "4      5   tBodyAcc-std()-Y"
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>index</th>\n",
              "      <th>name</th>\n",
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        "dirPath = '/content/drive/MyDrive/2022_1_Study_AI/2022_1_Study_AI'\n",
        "X_train = pd.read_csv(dirPath+'/data/X_train.txt', sep='\\s+', names=['name'] )\n",
        "X_train.head()"
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              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th>name</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0.288585</th>\n",
              "      <th>-0.020294</th>\n",
              "      <th>-0.132905</th>\n",
              "      <th>-0.995279</th>\n",
              "      <th>-0.983111</th>\n",
              "      <th>-0.913526</th>\n",
              "      <th>-0.995112</th>\n",
              "      <th>-0.983185</th>\n",
              "      <th>-0.923527</th>\n",
              "      <th>-0.934724</th>\n",
              "      <th>-0.567378</th>\n",
              "      <th>-0.744413</th>\n",
              "      <th>0.852947</th>\n",
              "      <th>0.685845</th>\n",
              "      <th>0.814263</th>\n",
              "      <th>-0.965523</th>\n",
              "      <th>-0.999945</th>\n",
              "      <th>-0.999863</th>\n",
              "      <th>-0.994612</th>\n",
              "      <th>-0.994231</th>\n",
              "      <th>-0.987614</th>\n",
              "      <th>-0.943220</th>\n",
              "      <th>-0.407747</th>\n",
              "      <th>-0.679338</th>\n",
              "      <th>-0.602122</th>\n",
              "      <th>0.929294</th>\n",
              "      <th>-0.853011</th>\n",
              "      <th>0.359910</th>\n",
              "      <th>-0.058526</th>\n",
              "      <th>0.256892</th>\n",
              "      <th>-0.224848</th>\n",
              "      <th>0.264106</th>\n",
              "      <th>-0.095246</th>\n",
              "      <th>0.278851</th>\n",
              "      <th>-0.465085</th>\n",
              "      <th>0.491936</th>\n",
              "      <th>-0.190884</th>\n",
              "      <th>0.376314</th>\n",
              "      <th>0.435129</th>\n",
              "      <th>0.660790</th>\n",
              "      <th>0.963396</th>\n",
              "      <th>-0.140840</th>\n",
              "      <th>0.115375</th>\n",
              "      <th>-0.985250</th>\n",
              "      <th>-0.981708</th>\n",
              "      <th>-0.877625</th>\n",
              "      <th>-0.985001</th>\n",
              "      <th>-0.984416</th>\n",
              "      <th>-0.894677</th>\n",
              "      <th>0.892055</th>\n",
              "      <th>-0.161265</th>\n",
              "      <th>0.124660</th>\n",
              "      <th>0.977436</th>\n",
              "      <th>-0.123213</th>\n",
              "      <th>0.056483</th>\n",
              "      <th>-0.375426</th>\n",
              "      <th>0.899469</th>\n",
              "      <th>-0.970905</th>\n",
              "      <th>-0.975510</th>\n",
              "      <th>-0.984325</th>\n",
              "      <th>-0.988849</th>\n",
              "      <th>-0.917743</th>\n",
              "      <th>-1.0</th>\n",
              "      <th>-1.0</th>\n",
              "      <th>0.113806</th>\n",
              "      <th>-0.590425</th>\n",
              "      <th>0.591146</th>\n",
              "      <th>-0.591773</th>\n",
              "      <th>0.592469</th>\n",
              "      <th>-0.745449</th>\n",
              "      <th>0.720862</th>\n",
              "      <th>-0.712372</th>\n",
              "      <th>0.711300</th>\n",
              "      <th>-0.995112</th>\n",
              "      <th>0.995675</th>\n",
              "      <th>-0.995668</th>\n",
              "      <th>0.991653</th>\n",
              "      <th>0.570222</th>\n",
              "      <th>0.439027</th>\n",
              "      <th>0.986913</th>\n",
              "      <th>0.077996</th>\n",
              "      <th>0.005001</th>\n",
              "      <th>-0.067831</th>\n",
              "      <th>-0.993519</th>\n",
              "      <th>-0.988360</th>\n",
              "      <th>-0.993575</th>\n",
              "      <th>-0.994488</th>\n",
              "      <th>-0.986207</th>\n",
              "      <th>-0.992818</th>\n",
              "      <th>-0.985180</th>\n",
              "      <th>-0.991994</th>\n",
              "      <th>-0.993119</th>\n",
              "      <th>0.989835</th>\n",
              "      <th>0.991957</th>\n",
              "      <th>0.990519</th>\n",
              "      <th>-0.993522</th>\n",
              "      <th>-0.999935</th>\n",
              "      <th>-0.999820</th>\n",
              "      <th>-0.999878</th>\n",
              "      <th>-0.994364</th>\n",
              "      <th>-0.986025</th>\n",
              "      <th>-0.989234</th>\n",
              "      <th>-0.819949</th>\n",
              "      <th>-0.793046</th>\n",
              "      <th>-0.888853</th>\n",
              "      <th>1.000000</th>\n",
              "      <th>-0.220747</th>\n",
              "      <th>0.636831</th>\n",
              "      <th>0.387644</th>\n",
              "      <th>0.241401</th>\n",
              "      <th>-0.052253</th>\n",
              "      <th>0.264177</th>\n",
              "      <th>0.373439</th>\n",
              "      <th>0.341778</th>\n",
              "      <th>-0.569791</th>\n",
              "      <th>0.265399</th>\n",
              "      <th>-0.477875</th>\n",
              "      <th>-0.385300</th>\n",
              "      <th>0.033644</th>\n",
              "      <th>-0.126511</th>\n",
              "      <th>-0.006101</th>\n",
              "      <th>-0.031365</th>\n",
              "      <th>0.107725</th>\n",
              "      <th>-0.985310</th>\n",
              "      <th>-0.976623</th>\n",
              "      <th>-0.992205</th>\n",
              "      <th>-0.984586</th>\n",
              "      <th>-0.976353</th>\n",
              "      <th>-0.992362</th>\n",
              "      <th>-0.867044</th>\n",
              "      <th>-0.933786</th>\n",
              "      <th>-0.747566</th>\n",
              "      <th>0.847308</th>\n",
              "      <th>0.914895</th>\n",
              "      <th>0.830841</th>\n",
              "      <th>-0.967184</th>\n",
              "      <th>-0.999578</th>\n",
              "      <th>-0.999354</th>\n",
              "      <th>-0.999763</th>\n",
              "      <th>-0.983438</th>\n",
              "      <th>-0.978614</th>\n",
              "      <th>-0.992966</th>\n",
              "      <th>0.082632</th>\n",
              "      <th>0.202268</th>\n",
              "      <th>-0.168757</th>\n",
              "      <th>0.096323</th>\n",
              "      <th>-0.274985</th>\n",
              "      <th>0.498644</th>\n",
              "      <th>-0.220317</th>\n",
              "      <th>1.000000</th>\n",
              "      <th>-0.972971</th>\n",
              "      <th>0.316655</th>\n",
              "      <th>0.375726</th>\n",
              "      <th>0.723399</th>\n",
              "      <th>-0.771112</th>\n",
              "      <th>0.690213</th>\n",
              "      <th>-0.331831</th>\n",
              "      <th>0.709584</th>\n",
              "      <th>0.134873</th>\n",
              "      <th>0.301099</th>\n",
              "      <th>-0.099167</th>\n",
              "      <th>-0.055517</th>\n",
              "      <th>-0.061986</th>\n",
              "      <th>-0.992111</th>\n",
              "      <th>-0.992519</th>\n",
              "      <th>-0.992055</th>\n",
              "      <th>-0.992165</th>\n",
              "      <th>-0.994942</th>\n",
              "      <th>-0.992619</th>\n",
              "      <th>-0.990156</th>\n",
              "      <th>-0.986743</th>\n",
              "      <th>-0.992042</th>\n",
              "      <th>0.994429</th>\n",
              "      <th>0.991756</th>\n",
              "      <th>0.989352</th>\n",
              "      <th>-0.994453</th>\n",
              "      <th>-0.999938</th>\n",
              "      <th>-0.999954</th>\n",
              "      <th>-0.999923</th>\n",
              "      <th>-0.992300</th>\n",
              "      <th>-0.996939</th>\n",
              "      <th>-0.992243</th>\n",
              "      <th>-0.589851</th>\n",
              "      <th>-0.688459</th>\n",
              "      <th>-0.572107</th>\n",
              "      <th>0.292376</th>\n",
              "      <th>-0.361998</th>\n",
              "      <th>0.405543</th>\n",
              "      <th>-0.039007</th>\n",
              "      <th>0.989284</th>\n",
              "      <th>-0.414560</th>\n",
              "      <th>0.391603</th>\n",
              "      <th>0.282251</th>\n",
              "      <th>0.927270</th>\n",
              "      <th>-0.572370</th>\n",
              "      <th>0.691619</th>\n",
              "      <th>0.468290</th>\n",
              "      <th>-0.131077</th>\n",
              "      <th>-0.087160</th>\n",
              "      <th>0.336247</th>\n",
              "      <th>-0.959434</th>\n",
              "      <th>-0.950551</th>\n",
              "      <th>-0.957993</th>\n",
              "      <th>-0.946305</th>\n",
              "      <th>-0.992556</th>\n",
              "      <th>-0.959434</th>\n",
              "      <th>-0.998493</th>\n",
              "      <th>-0.957637</th>\n",
              "      <th>-0.232582</th>\n",
              "      <th>-0.173179</th>\n",
              "      <th>-0.022897</th>\n",
              "      <th>0.094832</th>\n",
              "      <th>0.191817</th>\n",
              "      <th>-0.959434</th>\n",
              "      <th>-0.950551</th>\n",
              "      <th>-0.957993</th>\n",
              "      <th>-0.946305</th>\n",
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              "      <th>-0.232582</th>\n",
              "      <th>-0.173179</th>\n",
              "      <th>-0.022897</th>\n",
              "      <th>0.094832</th>\n",
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              "      <th>-0.863415</th>\n",
              "      <th>0.283085</th>\n",
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              "      <th>-0.964335</th>\n",
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              "      <th>-0.975060</th>\n",
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              "      <th>-0.968959</th>\n",
              "      <th>-0.999286</th>\n",
              "      <th>-0.949766</th>\n",
              "      <th>0.072579</th>\n",
              "      <th>0.572511</th>\n",
              "      <th>-0.738602</th>\n",
              "      <th>0.212578</th>\n",
              "      <th>0.433405</th>\n",
              "      <th>-0.994248</th>\n",
              "      <th>-0.991368</th>\n",
              "      <th>-0.993143</th>\n",
              "      <th>-0.988936</th>\n",
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              "      <th>-0.999949</th>\n",
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              "      <th>-0.619768</th>\n",
              "      <th>0.292840</th>\n",
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              "      <th>-0.145779</th>\n",
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              "      <th>-1.0</th>\n",
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              "      <th>-0.257549</th>\n",
              "      <th>0.097947</th>\n",
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              "      <th>-0.952155</th>\n",
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              "      <th>-0.793103</th>\n",
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              "      <th>-0.436471</th>\n",
              "      <th>-0.796840</th>\n",
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              "      <th>-0.993755</th>\n",
              "      <th>-0.991976</th>\n",
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              "      <th>-0.991364</th>\n",
              "      <th>-1.0</th>\n",
              "      <th>-0.936508</th>\n",
              "      <th>0.346989</th>\n",
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              "      <th>-0.802760</th>\n",
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              "      <th>-0.992656</th>\n",
              "      <th>-0.701291</th>\n",
              "      <th>-1.000000</th>\n",
              "      <th>-0.128989</th>\n",
              "      <th>0.586156</th>\n",
              "      <th>0.374605</th>\n",
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              "      <th>-1.000000</th>\n",
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              "      <th>-0.298676</th>\n",
              "      <th>-0.710304</th>\n",
              "      <th>-0.112754</th>\n",
              "      <th>0.030400</th>\n",
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              "      <th>-0.018446</th>\n",
              "      <th>-0.841247</th>\n",
              "      <th>0.179941</th>\n",
              "      <td>-0.058627</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0.278419</th>\n",
              "      <th>-0.016411</th>\n",
              "      <th>-0.123520</th>\n",
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              "      <th>-0.943068</th>\n",
              "      <th>-0.557851</th>\n",
              "      <th>-0.818409</th>\n",
              "      <th>0.849308</th>\n",
              "      <th>0.685845</th>\n",
              "      <th>0.822637</th>\n",
              "      <th>-0.981930</th>\n",
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              "      <th>-0.998405</th>\n",
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              "      <th>-0.977866</th>\n",
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              "      <th>-0.714892</th>\n",
              "      <th>-0.500930</th>\n",
              "      <th>-0.570979</th>\n",
              "      <th>0.611627</th>\n",
              "      <th>-0.329549</th>\n",
              "      <th>0.284213</th>\n",
              "      <th>0.284595</th>\n",
              "      <th>0.115705</th>\n",
              "      <th>-0.090963</th>\n",
              "      <th>0.294310</th>\n",
              "      <th>-0.281211</th>\n",
              "      <th>0.085988</th>\n",
              "      <th>-0.022153</th>\n",
              "      <th>-0.016657</th>\n",
              "      <th>-0.220643</th>\n",
              "      <th>-0.013429</th>\n",
              "      <th>-0.072692</th>\n",
              "      <th>0.579382</th>\n",
              "      <th>0.966561</th>\n",
              "      <th>-0.141551</th>\n",
              "      <th>0.109379</th>\n",
              "      <th>-0.997411</th>\n",
              "      <th>-0.989447</th>\n",
              "      <th>-0.931639</th>\n",
              "      <th>-0.997884</th>\n",
              "      <th>-0.989614</th>\n",
              "      <th>-0.933240</th>\n",
              "      <th>0.892060</th>\n",
              "      <th>-0.161343</th>\n",
              "      <th>0.122586</th>\n",
              "      <th>0.984520</th>\n",
              "      <th>-0.114893</th>\n",
              "      <th>0.102764</th>\n",
              "      <th>-0.383430</th>\n",
              "      <th>0.907829</th>\n",
              "      <th>-0.970583</th>\n",
              "      <th>-0.978500</th>\n",
              "      <th>-0.999188</th>\n",
              "      <th>-0.990029</th>\n",
              "      <th>-0.941685</th>\n",
              "      <th>-1.0</th>\n",
              "      <th>-1.0</th>\n",
              "      <th>-0.210494</th>\n",
              "      <th>-0.410056</th>\n",
              "      <th>0.413856</th>\n",
              "      <th>-0.417567</th>\n",
              "      <th>0.421325</th>\n",
              "      <th>-0.196359</th>\n",
              "      <th>0.125345</th>\n",
              "      <th>-0.105568</th>\n",
              "      <th>0.109090</th>\n",
              "      <th>-0.833882</th>\n",
              "      <th>0.834271</th>\n",
              "      <th>-0.834184</th>\n",
              "      <th>0.830464</th>\n",
              "      <th>-0.831284</th>\n",
              "      <th>-0.865711</th>\n",
              "      <th>0.974386</th>\n",
              "      <th>0.074007</th>\n",
              "      <th>0.005771</th>\n",
              "      <th>0.029377</th>\n",
              "      <th>-0.995548</th>\n",
              "      <th>-0.981064</th>\n",
              "      <th>-0.991846</th>\n",
              "      <th>-0.995632</th>\n",
              "      <th>-0.978938</th>\n",
              "      <th>-0.991277</th>\n",
              "      <th>-0.994545</th>\n",
              "      <th>-0.979068</th>\n",
              "      <th>-0.992257</th>\n",
              "      <th>0.992577</th>\n",
              "      <th>0.991808</th>\n",
              "      <th>0.988539</th>\n",
              "      <th>-0.991394</th>\n",
              "      <th>-0.999960</th>\n",
              "      <th>-0.999640</th>\n",
              "      <th>-0.999845</th>\n",
              "      <th>-0.993863</th>\n",
              "      <th>-0.979435</th>\n",
              "      <th>-0.993384</th>\n",
              "      <th>-0.875096</th>\n",
              "      <th>-0.655362</th>\n",
              "      <th>-0.767381</th>\n",
              "      <th>0.489662</th>\n",
              "      <th>0.070997</th>\n",
              "      <th>0.362714</th>\n",
              "      <th>0.527303</th>\n",
              "      <th>0.149396</th>\n",
              "      <th>0.062925</th>\n",
              "      <th>0.370493</th>\n",
              "      <th>0.413548</th>\n",
              "      <th>0.122216</th>\n",
              "      <th>0.180613</th>\n",
              "      <th>0.047424</th>\n",
              "      <th>0.166573</th>\n",
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              "      <th>-1.000000</th>\n",
              "      <th>0.158075</th>\n",
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              "      <th>0.703511</th>\n",
              "      <th>-0.844788</th>\n",
              "      <th>0.180289</th>\n",
              "      <td>-0.054317</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0.279653</th>\n",
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              "      <th>0.843609</th>\n",
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              "      <th>-0.999660</th>\n",
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              "      <th>-0.999967</th>\n",
              "      <th>-0.999988</th>\n",
              "      <th>-0.999961</th>\n",
              "      <th>-0.999986</th>\n",
              "      <th>-0.999870</th>\n",
              "      <th>-0.999935</th>\n",
              "      <th>-0.999935</th>\n",
              "      <th>-0.999957</th>\n",
              "      <th>-0.999952</th>\n",
              "      <th>-0.999909</th>\n",
              "      <th>-0.999889</th>\n",
              "      <th>-0.999989</th>\n",
              "      <th>-0.999856</th>\n",
              "      <th>-0.999920</th>\n",
              "      <th>-0.999946</th>\n",
              "      <th>-0.999933</th>\n",
              "      <th>-0.999850</th>\n",
              "      <th>-0.999956</th>\n",
              "      <th>-0.987795</th>\n",
              "      <th>-0.989015</th>\n",
              "      <th>-0.985594</th>\n",
              "      <th>-0.993062</th>\n",
              "      <th>-0.989836</th>\n",
              "      <th>-0.987795</th>\n",
              "      <th>-0.999807</th>\n",
              "      <th>-0.989237</th>\n",
              "      <th>-0.907014</th>\n",
              "      <th>-0.862069</th>\n",
              "      <th>0.257899</th>\n",
              "      <th>-0.618725</th>\n",
              "      <th>-0.879685</th>\n",
              "      <th>-0.989280</th>\n",
              "      <th>-0.990867</th>\n",
              "      <th>-0.987274</th>\n",
              "      <th>-0.993179</th>\n",
              "      <th>-0.999890</th>\n",
              "      <th>-0.989280</th>\n",
              "      <th>-0.999845</th>\n",
              "      <th>-0.986658</th>\n",
              "      <th>-1.0</th>\n",
              "      <th>-0.904762</th>\n",
              "      <th>0.660795</th>\n",
              "      <th>-0.724697</th>\n",
              "      <th>-0.928539</th>\n",
              "      <th>-0.989255</th>\n",
              "      <th>-0.986028</th>\n",
              "      <th>-0.984274</th>\n",
              "      <th>-0.990979</th>\n",
              "      <th>-0.995703</th>\n",
              "      <th>-0.989255</th>\n",
              "      <th>-0.999854</th>\n",
              "      <th>-0.993238</th>\n",
              "      <th>-0.736521</th>\n",
              "      <th>-0.794872</th>\n",
              "      <th>-0.212728</th>\n",
              "      <th>-0.535352</th>\n",
              "      <th>-0.871914</th>\n",
              "      <th>-0.995031</th>\n",
              "      <th>-0.995127</th>\n",
              "      <th>-0.994640</th>\n",
              "      <th>-0.996060</th>\n",
              "      <th>-0.995866</th>\n",
              "      <th>-0.995031</th>\n",
              "      <th>-0.999973</th>\n",
              "      <th>-0.993755</th>\n",
              "      <th>-1.000000</th>\n",
              "      <th>-0.555556</th>\n",
              "      <th>0.414503</th>\n",
              "      <th>-0.390748</th>\n",
              "      <th>-0.760104</th>\n",
              "      <th>-0.118559</th>\n",
              "      <th>0.177899</th>\n",
              "      <th>0.100699</th>\n",
              "      <th>0.808529</th>\n",
              "      <th>-0.848933</th>\n",
              "      <th>0.180637</th>\n",
              "      <td>-0.049118</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0.279174</th>\n",
              "      <th>-0.026201</th>\n",
              "      <th>-0.123283</th>\n",
              "      <th>-0.996091</th>\n",
              "      <th>-0.983403</th>\n",
              "      <th>-0.990675</th>\n",
              "      <th>-0.997099</th>\n",
              "      <th>-0.982750</th>\n",
              "      <th>-0.989302</th>\n",
              "      <th>-0.938692</th>\n",
              "      <th>-0.576159</th>\n",
              "      <th>-0.829711</th>\n",
              "      <th>0.843609</th>\n",
              "      <th>0.682401</th>\n",
              "      <th>0.837869</th>\n",
              "      <th>-0.986093</th>\n",
              "      <th>-0.999976</th>\n",
              "      <th>-0.999736</th>\n",
              "      <th>-0.999504</th>\n",
              "      <th>-0.997180</th>\n",
              "      <th>-0.983799</th>\n",
              "      <th>-0.986007</th>\n",
              "      <th>-0.627446</th>\n",
              "      <th>-0.850930</th>\n",
              "      <th>-0.911872</th>\n",
              "      <th>0.061436</th>\n",
              "      <th>0.074840</th>\n",
              "      <th>0.198204</th>\n",
              "      <th>-0.264307</th>\n",
              "      <th>0.072545</th>\n",
              "      <th>-0.155320</th>\n",
              "      <th>0.323154</th>\n",
              "      <th>-0.170813</th>\n",
              "      <th>0.294938</th>\n",
              "      <th>-0.306081</th>\n",
              "      <th>0.482148</th>\n",
              "      <th>-0.470129</th>\n",
              "      <th>-0.305693</th>\n",
              "      <th>-0.362654</th>\n",
              "      <th>0.507459</th>\n",
              "      <th>0.967615</th>\n",
              "      <th>-0.143976</th>\n",
              "      <th>0.099850</th>\n",
              "      <th>-0.996646</th>\n",
              "      <th>-0.981393</th>\n",
              "      <th>-0.978476</th>\n",
              "      <th>-0.996457</th>\n",
              "      <th>-0.980962</th>\n",
              "      <th>-0.978456</th>\n",
              "      <th>0.893817</th>\n",
              "      <th>-0.163711</th>\n",
              "      <th>0.093425</th>\n",
              "      <th>0.986821</th>\n",
              "      <th>-0.121336</th>\n",
              "      <th>0.095753</th>\n",
              "      <th>-0.400278</th>\n",
              "      <th>0.910621</th>\n",
              "      <th>-0.969400</th>\n",
              "      <th>-0.982420</th>\n",
              "      <th>-0.995976</th>\n",
              "      <th>-0.980663</th>\n",
              "      <th>-0.979779</th>\n",
              "      <th>-1.0</th>\n",
              "      <th>-1.0</th>\n",
              "      <th>-0.596101</th>\n",
              "      <th>-0.064935</th>\n",
              "      <th>0.075427</th>\n",
              "      <th>-0.085823</th>\n",
              "      <th>0.096208</th>\n",
              "      <th>-0.295036</th>\n",
              "      <th>0.228310</th>\n",
              "      <th>-0.206281</th>\n",
              "      <th>0.204801</th>\n",
              "      <th>-0.385410</th>\n",
              "      <th>0.386373</th>\n",
              "      <th>-0.387120</th>\n",
              "      <th>0.385263</th>\n",
              "      <th>-0.991309</th>\n",
              "      <th>-0.968821</th>\n",
              "      <th>0.984256</th>\n",
              "      <th>0.077321</th>\n",
              "      <th>0.020058</th>\n",
              "      <th>-0.009865</th>\n",
              "      <th>-0.992697</th>\n",
              "      <th>-0.987553</th>\n",
              "      <th>-0.993498</th>\n",
              "      <th>-0.994266</th>\n",
              "      <th>-0.985717</th>\n",
              "      <th>-0.991483</th>\n",
              "      <th>-0.987077</th>\n",
              "      <th>-0.991786</th>\n",
              "      <th>-0.989769</th>\n",
              "      <th>0.988390</th>\n",
              "      <th>0.992544</th>\n",
              "      <th>0.993218</th>\n",
              "      <th>-0.992868</th>\n",
              "      <th>-0.999924</th>\n",
              "      <th>-0.999803</th>\n",
              "      <th>-0.999883</th>\n",
              "      <th>-0.994678</th>\n",
              "      <th>-0.987033</th>\n",
              "      <th>-0.988896</th>\n",
              "      <th>-0.820804</th>\n",
              "      <th>-0.754968</th>\n",
              "      <th>-0.825279</th>\n",
              "      <th>0.122893</th>\n",
              "      <th>0.276419</th>\n",
              "      <th>0.457445</th>\n",
              "      <th>0.193414</th>\n",
              "      <th>0.102405</th>\n",
              "      <th>-0.099103</th>\n",
              "      <th>0.194679</th>\n",
              "      <th>0.484244</th>\n",
              "      <th>0.357657</th>\n",
              "      <th>-0.187032</th>\n",
              "      <th>0.298069</th>\n",
              "      <th>0.451870</th>\n",
              "      <th>-0.127495</th>\n",
              "      <th>-0.083278</th>\n",
              "      <th>0.457060</th>\n",
              "      <th>-0.043410</th>\n",
              "      <th>-0.091386</th>\n",
              "      <th>0.085538</th>\n",
              "      <th>-0.991385</th>\n",
              "      <th>-0.992407</th>\n",
              "      <th>-0.987554</th>\n",
              "      <th>-0.991589</th>\n",
              "      <th>-0.993142</th>\n",
              "      <th>-0.989585</th>\n",
              "      <th>-0.885320</th>\n",
              "      <th>-0.956656</th>\n",
              "      <th>-0.743277</th>\n",
              "      <th>0.834164</th>\n",
              "      <th>0.905753</th>\n",
              "      <th>0.826634</th>\n",
              "      <th>-0.982296</th>\n",
              "      <th>-0.999793</th>\n",
              "      <th>-0.999902</th>\n",
              "      <th>-0.999877</th>\n",
              "      <th>-0.991031</th>\n",
              "      <th>-0.994165</th>\n",
              "      <th>-0.994582</th>\n",
              "      <th>-0.930551</th>\n",
              "      <th>-0.826618</th>\n",
              "      <th>-0.543422</th>\n",
              "      <th>-0.165885</th>\n",
              "      <th>-0.012881</th>\n",
              "      <th>0.320055</th>\n",
              "      <th>-0.165114</th>\n",
              "      <th>0.044553</th>\n",
              "      <th>-0.125193</th>\n",
              "      <th>0.078321</th>\n",
              "      <th>0.177028</th>\n",
              "      <th>0.193402</th>\n",
              "      <th>-0.207189</th>\n",
              "      <th>0.112457</th>\n",
              "      <th>0.202092</th>\n",
              "      <th>0.210194</th>\n",
              "      <th>0.141101</th>\n",
              "      <th>-0.725301</th>\n",
              "      <th>-0.091170</th>\n",
              "      <th>-0.036333</th>\n",
              "      <th>-0.060465</th>\n",
              "      <th>-0.991119</th>\n",
              "      <th>-0.996641</th>\n",
              "      <th>-0.993329</th>\n",
              "      <th>-0.991241</th>\n",
              "      <th>-0.996958</th>\n",
              "      <th>-0.994019</th>\n",
              "      <th>-0.993676</th>\n",
              "      <th>-0.993800</th>\n",
              "      <th>-0.988963</th>\n",
              "      <th>0.989290</th>\n",
              "      <th>0.998130</th>\n",
              "      <th>0.994143</th>\n",
              "      <th>-0.995496</th>\n",
              "      <th>-0.999925</th>\n",
              "      <th>-0.999986</th>\n",
              "      <th>-0.999940</th>\n",
              "      <th>-0.990909</th>\n",
              "      <th>-0.997078</th>\n",
              "      <th>-0.995405</th>\n",
              "      <th>-0.562031</th>\n",
              "      <th>-0.731332</th>\n",
              "      <th>-0.661434</th>\n",
              "      <th>0.009895</th>\n",
              "      <th>-0.137571</th>\n",
              "      <th>0.125965</th>\n",
              "      <th>0.316120</th>\n",
              "      <th>0.094333</th>\n",
              "      <th>0.026171</th>\n",
              "      <th>0.069661</th>\n",
              "      <th>0.246653</th>\n",
              "      <th>0.257355</th>\n",
              "      <th>-0.136809</th>\n",
              "      <th>0.087316</th>\n",
              "      <th>0.149096</th>\n",
              "      <th>0.196657</th>\n",
              "      <th>0.140452</th>\n",
              "      <th>-0.305898</th>\n",
              "      <th>-0.986542</th>\n",
              "      <th>-0.986421</th>\n",
              "      <th>-0.986431</th>\n",
              "      <th>-0.986496</th>\n",
              "      <th>-0.997045</th>\n",
              "      <th>-0.986542</th>\n",
              "      <th>-0.999737</th>\n",
              "      <th>-0.983509</th>\n",
              "      <th>-0.589006</th>\n",
              "      <th>-0.092856</th>\n",
              "      <th>0.046396</th>\n",
              "      <th>-0.000466</th>\n",
              "      <th>0.037143</th>\n",
              "      <th>-0.986542</th>\n",
              "      <th>-0.986421</th>\n",
              "      <th>-0.986431</th>\n",
              "      <th>-0.986496</th>\n",
              "      <th>-0.997045</th>\n",
              "      <th>-0.986542</th>\n",
              "      <th>-0.999737</th>\n",
              "      <th>-0.983509</th>\n",
              "      <th>-0.589006</th>\n",
              "      <th>-0.092856</th>\n",
              "      <th>0.046396</th>\n",
              "      <th>-0.000466</th>\n",
              "      <th>0.037143</th>\n",
              "      <th>-0.993078</th>\n",
              "      <th>-0.993381</th>\n",
              "      <th>-0.993195</th>\n",
              "      <th>-0.993402</th>\n",
              "      <th>-0.993012</th>\n",
              "      <th>-0.993078</th>\n",
              "      <th>-0.999884</th>\n",
              "      <th>-0.991736</th>\n",
              "      <th>-0.792321</th>\n",
              "      <th>0.661603</th>\n",
              "      <th>-0.247451</th>\n",
              "      <th>-0.230315</th>\n",
              "      <th>-0.436459</th>\n",
              "      <th>-0.982060</th>\n",
              "      <th>-0.987351</th>\n",
              "      <th>-0.985632</th>\n",
              "      <th>-0.990029</th>\n",
              "      <th>-0.981686</th>\n",
              "      <th>-0.982060</th>\n",
              "      <th>-0.999768</th>\n",
              "      <th>-0.983966</th>\n",
              "      <th>-0.240719</th>\n",
              "      <th>-0.201985</th>\n",
              "      <th>0.054712</th>\n",
              "      <th>0.110072</th>\n",
              "      <th>-0.079423</th>\n",
              "      <th>-0.995502</th>\n",
              "      <th>-0.995267</th>\n",
              "      <th>-0.995305</th>\n",
              "      <th>-0.995360</th>\n",
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              "      <th>-0.995502</th>\n",
              "      <th>-0.999970</th>\n",
              "      <th>-0.995001</th>\n",
              "      <th>-0.683016</th>\n",
              "      <th>0.595371</th>\n",
              "      <th>-0.264569</th>\n",
              "      <th>-0.315723</th>\n",
              "      <th>-0.163826</th>\n",
              "      <th>-0.995491</th>\n",
              "      <th>-0.983570</th>\n",
              "      <th>-0.991080</th>\n",
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              "      <th>-0.987754</th>\n",
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              "      <th>-0.988061</th>\n",
              "      <th>-1.000000</th>\n",
              "      <th>-0.870398</th>\n",
              "      <th>-0.944190</th>\n",
              "      <th>-1.000000</th>\n",
              "      <th>-1.0</th>\n",
              "      <th>-1.0</th>\n",
              "      <th>0.029044</th>\n",
              "      <th>0.080302</th>\n",
              "      <th>0.185695</th>\n",
              "      <th>-0.599118</th>\n",
              "      <th>-0.908449</th>\n",
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              "      <th>-0.999866</th>\n",
              "      <th>-0.999673</th>\n",
              "      <th>-0.999936</th>\n",
              "      <th>-0.999667</th>\n",
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              "      <th>-0.999873</th>\n",
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              "      <th>-0.999804</th>\n",
              "      <th>-0.999887</th>\n",
              "      <th>-0.999844</th>\n",
              "      <th>-0.999778</th>\n",
              "      <th>-0.999792</th>\n",
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              "      <th>-0.994447</th>\n",
              "      <th>-0.988727</th>\n",
              "      <th>-0.991354</th>\n",
              "      <th>-0.991378</th>\n",
              "      <th>-0.986927</th>\n",
              "      <th>-0.994391</th>\n",
              "      <th>-0.989431</th>\n",
              "      <th>-0.987145</th>\n",
              "      <th>-0.993790</th>\n",
              "      <th>-0.993402</th>\n",
              "      <th>-0.987874</th>\n",
              "      <th>-0.994201</th>\n",
              "      <th>-0.997903</th>\n",
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              "      <th>-0.965381</th>\n",
              "      <th>-0.992657</th>\n",
              "      <th>-0.999923</th>\n",
              "      <th>-0.999803</th>\n",
              "      <th>-0.999883</th>\n",
              "      <th>-0.991776</th>\n",
              "      <th>-0.990685</th>\n",
              "      <th>-0.993288</th>\n",
              "      <th>-1.0</th>\n",
              "      <th>-1.0</th>\n",
              "      <th>-1.0</th>\n",
              "      <th>-0.12</th>\n",
              "      <th>-0.56</th>\n",
              "      <th>-0.28</th>\n",
              "      <th>0.035798</th>\n",
              "      <th>-0.093036</th>\n",
              "      <th>0.168095</th>\n",
              "      <th>-0.263851</th>\n",
              "      <th>-0.757229</th>\n",
              "      <th>-0.396039</th>\n",
              "      <th>-0.829635</th>\n",
              "      <th>-0.577038</th>\n",
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              "      <th>-0.999843</th>\n",
              "      <th>-0.999865</th>\n",
              "      <th>-0.999996</th>\n",
              "      <th>-0.999930</th>\n",
              "      <th>-0.999942</th>\n",
              "      <th>-0.999999</th>\n",
              "      <th>-0.999978</th>\n",
              "      <th>-0.999827</th>\n",
              "      <th>-0.999982</th>\n",
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              "      <th>-0.999901</th>\n",
              "      <th>-0.999895</th>\n",
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              "      <th>-0.999888</th>\n",
              "      <th>-0.999906</th>\n",
              "      <th>-0.999681</th>\n",
              "      <th>-0.999846</th>\n",
              "      <th>-0.999693</th>\n",
              "      <th>-1.000000</th>\n",
              "      <th>-0.999798</th>\n",
              "      <th>-0.999883</th>\n",
              "      <th>-0.999722</th>\n",
              "      <th>-0.999736</th>\n",
              "      <th>-0.999806</th>\n",
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              "      <th>-0.999885</th>\n",
              "      <th>-0.999724</th>\n",
              "      <th>-0.999841</th>\n",
              "      <th>-0.999943</th>\n",
              "      <th>-0.999869</th>\n",
              "      <th>-0.999735</th>\n",
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              "      <th>-0.999662</th>\n",
              "      <th>-0.999756</th>\n",
              "      <th>-0.999920</th>\n",
              "      <th>-0.999828</th>\n",
              "      <th>-0.999207</th>\n",
              "      <th>-0.999824</th>\n",
              "      <th>-0.999924</th>\n",
              "      <th>-0.987110</th>\n",
              "      <th>-0.993602</th>\n",
              "      <th>-0.987191</th>\n",
              "      <th>-0.992810</th>\n",
              "      <th>-0.991646</th>\n",
              "      <th>-0.988678</th>\n",
              "      <th>-0.989671</th>\n",
              "      <th>-0.993461</th>\n",
              "      <th>-0.986526</th>\n",
              "      <th>-0.994518</th>\n",
              "      <th>-0.991801</th>\n",
              "      <th>-0.992281</th>\n",
              "      <th>-0.989701</th>\n",
              "      <th>-0.994344</th>\n",
              "      <th>-0.993144</th>\n",
              "      <th>-0.990344</th>\n",
              "      <th>-0.999946</th>\n",
              "      <th>-0.999951</th>\n",
              "      <th>-0.999867</th>\n",
              "      <th>-0.992878</th>\n",
              "      <th>-0.996289</th>\n",
              "      <th>-0.990224</th>\n",
              "      <th>-0.723666</th>\n",
              "      <th>-0.803754</th>\n",
              "      <th>-0.817286</th>\n",
              "      <th>-1.0</th>\n",
              "      <th>-1.000000</th>\n",
              "      <th>-0.793103</th>\n",
              "      <th>0.216862</th>\n",
              "      <th>-0.135245</th>\n",
              "      <th>-0.049728</th>\n",
              "      <th>-0.572088</th>\n",
              "      <th>-0.873618</th>\n",
              "      <th>-0.135118</th>\n",
              "      <th>-0.542238</th>\n",
              "      <th>-0.379353</th>\n",
              "      <th>-0.756548</th>\n",
              "      <th>-0.999964</th>\n",
              "      <th>-0.999891</th>\n",
              "      <th>-0.999946</th>\n",
              "      <th>-0.999973</th>\n",
              "      <th>-0.999877</th>\n",
              "      <th>-0.999903</th>\n",
              "      <th>-0.999833</th>\n",
              "      <th>-0.999893</th>\n",
              "      <th>-0.999950</th>\n",
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              "      <th>-0.999877</th>\n",
              "      <th>-0.999860</th>\n",
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              "      <th>-0.999946</th>\n",
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              "      <th>-0.999989</th>\n",
              "      <th>-0.999992</th>\n",
              "      <th>-0.999993</th>\n",
              "      <th>-0.999986</th>\n",
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              "      <th>-0.999990</th>\n",
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              "      <th>-0.999947</th>\n",
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              "      <th>-0.999980</th>\n",
              "      <th>-0.999988</th>\n",
              "      <th>-0.999948</th>\n",
              "      <th>-0.999988</th>\n",
              "      <th>-0.999877</th>\n",
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              "      <th>-0.999957</th>\n",
              "      <th>-0.999956</th>\n",
              "      <th>-0.999949</th>\n",
              "      <th>-0.999880</th>\n",
              "      <th>-0.999879</th>\n",
              "      <th>-0.999950</th>\n",
              "      <th>-0.999875</th>\n",
              "      <th>-0.999940</th>\n",
              "      <th>-0.999936</th>\n",
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              "      <th>-0.999871</th>\n",
              "      <th>-0.999952</th>\n",
              "      <th>-0.987519</th>\n",
              "      <th>-0.986742</th>\n",
              "      <th>-0.983524</th>\n",
              "      <th>-0.990230</th>\n",
              "      <th>-0.998185</th>\n",
              "      <th>-0.987519</th>\n",
              "      <th>-0.999770</th>\n",
              "      <th>-0.983215</th>\n",
              "      <th>-0.907014</th>\n",
              "      <th>-1.000000</th>\n",
              "      <th>0.073581</th>\n",
              "      <th>-0.468422</th>\n",
              "      <th>-0.756494</th>\n",
              "      <th>-0.992769</th>\n",
              "      <th>-0.991700</th>\n",
              "      <th>-0.989055</th>\n",
              "      <th>-0.994455</th>\n",
              "      <th>-0.995562</th>\n",
              "      <th>-0.992769</th>\n",
              "      <th>-0.999895</th>\n",
              "      <th>-0.988055</th>\n",
              "      <th>-1.0</th>\n",
              "      <th>1.000000</th>\n",
              "      <th>0.678921</th>\n",
              "      <th>-0.701131</th>\n",
              "      <th>-0.909639</th>\n",
              "      <th>-0.989413</th>\n",
              "      <th>-0.987836</th>\n",
              "      <th>-0.986850</th>\n",
              "      <th>-0.986749</th>\n",
              "      <th>-0.996199</th>\n",
              "      <th>-0.989413</th>\n",
              "      <th>-0.999876</th>\n",
              "      <th>-0.989136</th>\n",
              "      <th>-0.720891</th>\n",
              "      <th>-1.000000</th>\n",
              "      <th>-0.035684</th>\n",
              "      <th>-0.230091</th>\n",
              "      <th>-0.511217</th>\n",
              "      <th>-0.995221</th>\n",
              "      <th>-0.995237</th>\n",
              "      <th>-0.995722</th>\n",
              "      <th>-0.995273</th>\n",
              "      <th>-0.995732</th>\n",
              "      <th>-0.995221</th>\n",
              "      <th>-0.999974</th>\n",
              "      <th>-0.995226</th>\n",
              "      <th>-0.955696</th>\n",
              "      <th>-0.936508</th>\n",
              "      <th>0.404573</th>\n",
              "      <th>-0.117290</th>\n",
              "      <th>-0.482845</th>\n",
              "      <th>-0.036788</th>\n",
              "      <th>-0.012892</th>\n",
              "      <th>0.640011</th>\n",
              "      <th>-0.485366</th>\n",
              "      <th>-0.848649</th>\n",
              "      <th>0.181935</th>\n",
              "      <td>-0.047663</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0.276629</th>\n",
              "      <th>-0.016570</th>\n",
              "      <th>-0.115362</th>\n",
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              "      <th>-0.980817</th>\n",
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              "      <th>-0.979672</th>\n",
              "      <th>-0.990441</th>\n",
              "      <th>-0.942469</th>\n",
              "      <th>-0.569174</th>\n",
              "      <th>-0.824705</th>\n",
              "      <th>0.849095</th>\n",
              "      <th>0.683250</th>\n",
              "      <th>0.837869</th>\n",
              "      <th>-0.992653</th>\n",
              "      <th>-0.999991</th>\n",
              "      <th>-0.999856</th>\n",
              "      <th>-0.999757</th>\n",
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              "      <th>-0.981232</th>\n",
              "      <th>-0.991325</th>\n",
              "      <th>-0.786553</th>\n",
              "      <th>-0.559477</th>\n",
              "      <th>-0.761434</th>\n",
              "      <th>0.313276</th>\n",
              "      <th>-0.131208</th>\n",
              "      <th>0.191161</th>\n",
              "      <th>0.086904</th>\n",
              "      <th>0.257615</th>\n",
              "      <th>-0.272505</th>\n",
              "      <th>0.434728</th>\n",
              "      <th>-0.315375</th>\n",
              "      <th>0.439744</th>\n",
              "      <th>-0.269069</th>\n",
              "      <th>0.179414</th>\n",
              "      <th>-0.088952</th>\n",
              "      <th>-0.155804</th>\n",
              "      <th>-0.189763</th>\n",
              "      <th>0.599213</th>\n",
              "      <th>0.968224</th>\n",
              "      <th>-0.148750</th>\n",
              "      <th>0.094486</th>\n",
              "      <th>-0.998429</th>\n",
              "      <th>-0.988098</th>\n",
              "      <th>-0.978745</th>\n",
              "      <th>-0.998411</th>\n",
              "      <th>-0.988654</th>\n",
              "      <th>-0.978936</th>\n",
              "      <th>0.893817</th>\n",
              "      <th>-0.166786</th>\n",
              "      <th>0.091682</th>\n",
              "      <th>0.987434</th>\n",
              "      <th>-0.121834</th>\n",
              "      <th>0.094059</th>\n",
              "      <th>-0.400477</th>\n",
              "      <th>0.912235</th>\n",
              "      <th>-0.967051</th>\n",
              "      <th>-0.984363</th>\n",
              "      <th>-0.998318</th>\n",
              "      <th>-0.990611</th>\n",
              "      <th>-0.980412</th>\n",
              "      <th>-1.0</th>\n",
              "      <th>-1.0</th>\n",
              "      <th>-0.616578</th>\n",
              "      <th>-0.257267</th>\n",
              "      <th>0.268918</th>\n",
              "      <th>-0.280665</th>\n",
              "      <th>0.292616</th>\n",
              "      <th>-0.166693</th>\n",
              "      <th>0.089943</th>\n",
              "      <th>-0.066327</th>\n",
              "      <th>0.067131</th>\n",
              "      <th>-0.237474</th>\n",
              "      <th>0.239268</th>\n",
              "      <th>-0.241012</th>\n",
              "      <th>0.240569</th>\n",
              "      <th>-0.408330</th>\n",
              "      <th>-0.184840</th>\n",
              "      <th>0.964797</th>\n",
              "      <th>0.073444</th>\n",
              "      <th>0.019122</th>\n",
              "      <th>0.016780</th>\n",
              "      <th>-0.996420</th>\n",
              "      <th>-0.988359</th>\n",
              "      <th>-0.992455</th>\n",
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              "      <th>-0.990686</th>\n",
              "      <th>-0.996993</th>\n",
              "      <th>-0.991818</th>\n",
              "      <th>-0.989769</th>\n",
              "      <th>0.994303</th>\n",
              "      <th>0.992544</th>\n",
              "      <th>0.985609</th>\n",
              "      <th>-0.993832</th>\n",
              "      <th>-0.999969</th>\n",
              "      <th>-0.999820</th>\n",
              "      <th>-0.999860</th>\n",
              "      <th>-0.995888</th>\n",
              "      <th>-0.986524</th>\n",
              "      <th>-0.990572</th>\n",
              "      <th>-0.850744</th>\n",
              "      <th>-0.746258</th>\n",
              "      <th>-0.796960</th>\n",
              "      <th>0.240904</th>\n",
              "      <th>0.134912</th>\n",
              "      <th>0.296903</th>\n",
              "      <th>0.287185</th>\n",
              "      <th>0.318970</th>\n",
              "      <th>-0.143364</th>\n",
              "      <th>0.477454</th>\n",
              "      <th>0.417966</th>\n",
              "      <th>0.389537</th>\n",
              "      <th>-0.030309</th>\n",
              "      <th>0.163261</th>\n",
              "      <th>0.180189</th>\n",
              "      <th>-0.272884</th>\n",
              "      <th>0.103065</th>\n",
              "      <th>0.064729</th>\n",
              "      <th>-0.033960</th>\n",
              "      <th>-0.074708</th>\n",
              "      <th>0.077392</th>\n",
              "      <th>-0.985184</th>\n",
              "      <th>-0.992378</th>\n",
              "      <th>-0.987402</th>\n",
              "      <th>-0.986944</th>\n",
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              "      <th>-0.870154</th>\n",
              "      <th>-0.953360</th>\n",
              "      <th>-0.749780</th>\n",
              "      <th>0.839091</th>\n",
              "      <th>0.911184</th>\n",
              "      <th>0.821374</th>\n",
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              "      <th>-0.989813</th>\n",
              "      <th>-0.993337</th>\n",
              "      <th>-0.991155</th>\n",
              "      <th>-0.628861</th>\n",
              "      <th>-0.467808</th>\n",
              "      <th>-0.650852</th>\n",
              "      <th>-0.212690</th>\n",
              "      <th>0.002111</th>\n",
              "      <th>0.388099</th>\n",
              "      <th>-0.233271</th>\n",
              "      <th>-0.163221</th>\n",
              "      <th>0.186460</th>\n",
              "      <th>-0.434916</th>\n",
              "      <th>0.650137</th>\n",
              "      <th>0.239950</th>\n",
              "      <th>-0.339529</th>\n",
              "      <th>0.132537</th>\n",
              "      <th>0.473251</th>\n",
              "      <th>-0.142001</th>\n",
              "      <th>0.484419</th>\n",
              "      <th>-0.724558</th>\n",
              "      <th>-0.090770</th>\n",
              "      <th>-0.037633</th>\n",
              "      <th>-0.058289</th>\n",
              "      <th>-0.991354</th>\n",
              "      <th>-0.996473</th>\n",
              "      <th>-0.994511</th>\n",
              "      <th>-0.992882</th>\n",
              "      <th>-0.996541</th>\n",
              "      <th>-0.994383</th>\n",
              "      <th>-0.979846</th>\n",
              "      <th>-0.997509</th>\n",
              "      <th>-0.993420</th>\n",
              "      <th>0.993685</th>\n",
              "      <th>0.997453</th>\n",
              "      <th>0.996528</th>\n",
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              "      <th>-0.993969</th>\n",
              "      <th>-0.617738</th>\n",
              "      <th>-0.683093</th>\n",
              "      <th>-0.632927</th>\n",
              "      <th>-0.025679</th>\n",
              "      <th>-0.188139</th>\n",
              "      <th>0.230950</th>\n",
              "      <th>0.200258</th>\n",
              "      <th>-0.149400</th>\n",
              "      <th>0.271977</th>\n",
              "      <th>-0.271515</th>\n",
              "      <th>-0.009937</th>\n",
              "      <th>0.235128</th>\n",
              "      <th>-0.340967</th>\n",
              "      <th>-0.085713</th>\n",
              "      <th>0.163957</th>\n",
              "      <th>0.120590</th>\n",
              "      <th>0.107489</th>\n",
              "      <th>-0.282589</th>\n",
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              "      <th>-0.989608</th>\n",
              "      <th>-0.704599</th>\n",
              "      <th>0.180441</th>\n",
              "      <th>-0.277657</th>\n",
              "      <th>0.515562</th>\n",
              "      <th>-0.355851</th>\n",
              "      <th>-0.992827</th>\n",
              "      <th>-0.991275</th>\n",
              "      <th>-0.991170</th>\n",
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              "      <th>-0.997045</th>\n",
              "      <th>-0.992827</th>\n",
              "      <th>-0.999881</th>\n",
              "      <th>-0.989608</th>\n",
              "      <th>-0.704599</th>\n",
              "      <th>0.180441</th>\n",
              "      <th>-0.277657</th>\n",
              "      <th>0.515562</th>\n",
              "      <th>-0.355851</th>\n",
              "      <th>-0.993480</th>\n",
              "      <th>-0.995854</th>\n",
              "      <th>-0.996107</th>\n",
              "      <th>-0.993283</th>\n",
              "      <th>-0.981325</th>\n",
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              "      <th>-0.999902</th>\n",
              "      <th>-0.996846</th>\n",
              "      <th>-0.850026</th>\n",
              "      <th>0.311604</th>\n",
              "      <th>-0.170121</th>\n",
              "      <th>0.134370</th>\n",
              "      <th>-0.458299</th>\n",
              "      <th>-0.985204</th>\n",
              "      <th>-0.989063</th>\n",
              "      <th>-0.989613</th>\n",
              "      <th>-0.987029</th>\n",
              "      <th>-0.981686</th>\n",
              "      <th>-0.985204</th>\n",
              "      <th>-0.999829</th>\n",
              "      <th>-0.992338</th>\n",
              "      <th>-0.338699</th>\n",
              "      <th>-0.236993</th>\n",
              "      <th>0.093820</th>\n",
              "      <th>0.023333</th>\n",
              "      <th>0.039039</th>\n",
              "      <th>-0.995808</th>\n",
              "      <th>-0.995258</th>\n",
              "      <th>-0.996307</th>\n",
              "      <th>-0.992389</th>\n",
              "      <th>-0.992193</th>\n",
              "      <th>-0.995808</th>\n",
              "      <th>-0.999972</th>\n",
              "      <th>-0.996484</th>\n",
              "      <th>-0.720171</th>\n",
              "      <th>0.331858</th>\n",
              "      <th>-0.260562</th>\n",
              "      <th>-0.145665</th>\n",
              "      <th>-0.007368</th>\n",
              "      <th>-0.997286</th>\n",
              "      <th>-0.982301</th>\n",
              "      <th>-0.988369</th>\n",
              "      <th>-0.998606</th>\n",
              "      <th>-0.980129</th>\n",
              "      <th>-0.991915</th>\n",
              "      <th>-0.997725</th>\n",
              "      <th>-0.982353</th>\n",
              "      <th>-0.990915</th>\n",
              "      <th>-0.999277</th>\n",
              "      <th>-0.980848</th>\n",
              "      <th>-0.989116</th>\n",
              "      <th>-0.994968</th>\n",
              "      <th>-0.991788</th>\n",
              "      <th>-0.974494</th>\n",
              "      <th>-0.992423</th>\n",
              "      <th>-0.999990</th>\n",
              "      <th>-0.999625</th>\n",
              "      <th>-0.999798</th>\n",
              "      <th>-0.993760</th>\n",
              "      <th>-0.988180</th>\n",
              "      <th>-0.986359</th>\n",
              "      <th>-1.000000</th>\n",
              "      <th>-0.870398</th>\n",
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              "      <th>0.096774</th>\n",
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              "      <th>-0.999873</th>\n",
              "      <th>-0.997343</th>\n",
              "      <th>-0.907014</th>\n",
              "      <th>-1.000000</th>\n",
              "      <th>0.394310</th>\n",
              "      <th>-0.112663</th>\n",
              "      <th>-0.481805</th>\n",
              "      <th>-0.995523</th>\n",
              "      <th>-0.994389</th>\n",
              "      <th>-0.993305</th>\n",
              "      <th>-0.995485</th>\n",
              "      <th>-0.982177</th>\n",
              "      <th>-0.995523</th>\n",
              "      <th>-0.999941</th>\n",
              "      <th>-0.994169</th>\n",
              "      <th>-1.0</th>\n",
              "      <th>-1.000000</th>\n",
              "      <th>0.559058</th>\n",
              "      <th>-0.528901</th>\n",
              "      <th>-0.858933</th>\n",
              "      <th>-0.991433</th>\n",
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              "      <th>-0.998353</th>\n",
              "      <th>-0.991433</th>\n",
              "      <th>-0.999902</th>\n",
              "      <th>-0.989321</th>\n",
              "      <th>-0.763372</th>\n",
              "      <th>-0.897436</th>\n",
              "      <th>-0.273582</th>\n",
              "      <th>-0.510282</th>\n",
              "      <th>-0.830702</th>\n",
              "      <th>-0.995093</th>\n",
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              "      <th>-0.995093</th>\n",
              "      <th>-0.999974</th>\n",
              "      <th>-0.995487</th>\n",
              "      <th>-1.000000</th>\n",
              "      <th>-0.936508</th>\n",
              "      <th>0.087753</th>\n",
              "      <th>-0.351471</th>\n",
              "      <th>-0.699205</th>\n",
              "      <th>0.123320</th>\n",
              "      <th>0.122542</th>\n",
              "      <th>0.693578</th>\n",
              "      <th>-0.615971</th>\n",
              "      <th>-0.847865</th>\n",
              "      <th>0.185151</th>\n",
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              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e3f393fc-1901-41a0-8fd9-dae3b1b09316')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "\n",
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              "\n",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-e3f393fc-1901-41a0-8fd9-dae3b1b09316 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-e3f393fc-1901-41a0-8fd9-dae3b1b09316');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "          docLink.innerHTML = docLinkHtml;\n",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#2. 중복 feature 변경"
      ],
      "metadata": {
        "id": "gpH00kM0IVsm"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "##2.1 중복 확인"
      ],
      "metadata": {
        "id": "0M7CZdoUIYVE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_feature_dup = df.groupby('name').count()\n",
        "df_feature_dup.head(3)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 175
        },
        "id": "EJVdqWvgIU8B",
        "outputId": "24074036-0674-4a57-a507-268c40f0062b"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                      index\n",
              "name                       \n",
              "angle(X,gravityMean)      1\n",
              "angle(Y,gravityMean)      1\n",
              "angle(Z,gravityMean)      1"
            ],
            "text/html": [
              "\n",
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              "      <th>index</th>\n",
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              "      <th></th>\n",
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              "      <th>angle(X,gravityMean)</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>angle(Y,gravityMean)</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>angle(Z,gravityMean)</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-37646a11-ae53-489a-b097-a80abfe19f03')\"\n",
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              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "  "
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        "df_feature_dup[df_feature_dup['index']>1][:3]"
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        "outputId": "7d079b71-18b4-4783-e9a2-26ef7f139031"
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      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                             index\n",
              "name                              \n",
              "fBodyAcc-bandsEnergy()-1,16      3\n",
              "fBodyAcc-bandsEnergy()-1,24      3\n",
              "fBodyAcc-bandsEnergy()-1,8       3"
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              "      <td>3</td>\n",
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              "      <th>fBodyAcc-bandsEnergy()-1,24</th>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fBodyAcc-bandsEnergy()-1,8</th>\n",
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              "                                                     [key], {});\n",
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              "\n",
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    {
      "cell_type": "code",
      "source": [
        "df[df['name'].isin(['fBodyAcc-bandsEnergy()-1,16'])]"
      ],
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          "base_uri": "https://localhost:8080/",
          "height": 143
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        "id": "3lGDW-1vJZQp",
        "outputId": "f2dd8265-ca89-495e-c137-4ea6fac16500"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     index                         name\n",
              "310    311  fBodyAcc-bandsEnergy()-1,16\n",
              "324    325  fBodyAcc-bandsEnergy()-1,16\n",
              "338    339  fBodyAcc-bandsEnergy()-1,16"
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              "    <tr>\n",
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              "      <td>fBodyAcc-bandsEnergy()-1,16</td>\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "\n",
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              "          const element = document.querySelector('#df-ab582824-01f6-4685-bcdd-57e49a356406');\n",
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              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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              "  "
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          },
          "metadata": {},
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    {
      "cell_type": "code",
      "source": [
        "dup_list = [310, 324, 338]"
      ],
      "metadata": {
        "id": "T4ByxYX6KaVK"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "##2.2 중복 연습"
      ],
      "metadata": {
        "id": "rVmGVVUsKwZe"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_test = pd.DataFrame([['a'], ['a'], ['a'], ['b'], ['b'], ['a']], columns=['A'])\n",
        "df_test"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        },
        "id": "y2xE5WK_Kx_m",
        "outputId": "cf15c17c-7041-4e84-fe16-072a1782ed95"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   A\n",
              "0  a\n",
              "1  a\n",
              "2  a\n",
              "3  b\n",
              "4  b\n",
              "5  a"
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              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# cumcount는 데이터 중복 시 0부터 순차적인 값을 갖는다.\n",
        "df_test['dup_cnt'] = df_test.groupby('A').cumcount()\n",
        "df_test"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        },
        "id": "49_6kVvSK5ZV",
        "outputId": "aeaac5da-d3c8-4ac0-dcd3-e9299fd431fa"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   A  dup_cnt\n",
              "0  a        0\n",
              "1  a        1\n",
              "2  a        2\n",
              "3  b        0\n",
              "4  b        1\n",
              "5  a        3"
            ],
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              "                                                     [key], {});\n",
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              "\n",
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              "  "
            ]
          },
          "metadata": {},
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        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_test.apply(lambda x:x[0]+'_'+str(x[1]), axis=1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HLXADwgxLuji",
        "outputId": "de1ee313-6268-404e-a905-bd31400aba39"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    a_0\n",
              "1    a_1\n",
              "2    a_2\n",
              "3    b_0\n",
              "4    b_1\n",
              "5    a_3\n",
              "dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_test.apply(lambda x:x[0]+'_'+str(x[1]) if x[1]>0 else x[0], axis=1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "U_LesbxxNw0F",
        "outputId": "7db454cc-7ffe-46b9-a4fa-b4634c1d5904"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0      a\n",
              "1    a_1\n",
              "2    a_2\n",
              "3      b\n",
              "4    b_1\n",
              "5    a_3\n",
              "dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    }
  ]
}