Data_Extraction_&_Preparation.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Data Extraction & Preparation.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RaTm-5mSJQIl",
        "outputId": "d316c814-bce0-4347-f6df-6d3b13848f54"
      },
      "source": [
        "cd /content/drive/MyDrive/DSCNITP/Human Activity Detection"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/drive/MyDrive/DSCNITP/Human Activity Detection\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "z2bG8Rf_Jdnz"
      },
      "source": [
        "!unzip \"UCI HAR Dataset.zip\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aWBvHVX0MEMM"
      },
      "source": [
        "import pandas as pd\r\n",
        "import numpy as np"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "t-13Gy1SLeDc"
      },
      "source": [
        "train_df = pd.read_csv(\"UCI HAR Dataset/train/X_train.txt\", delim_whitespace = True,names=list(range(0,561)))\r\n",
        "\r\n",
        "train_df['Subject'] = pd.read_csv(\"UCI HAR Dataset/train/subject_train.txt\", header = None, squeeze = True)\r\n",
        "\r\n",
        "train_df[\"activity\"] = pd.read_csv(\"UCI HAR Dataset/train/y_train.txt\", header = None, squeeze = True)\r\n"
      ],
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "id": "odI_eH5hMCRO",
        "outputId": "085e91a4-e4ab-4c8e-cd1b-b0a4dd47d9a2"
      },
      "source": [
        "train_df"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th>527</th>\n",
              "      <th>528</th>\n",
              "      <th>529</th>\n",
              "      <th>530</th>\n",
              "      <th>531</th>\n",
              "      <th>532</th>\n",
              "      <th>533</th>\n",
              "      <th>534</th>\n",
              "      <th>535</th>\n",
              "      <th>536</th>\n",
              "      <th>537</th>\n",
              "      <th>538</th>\n",
              "      <th>539</th>\n",
              "      <th>540</th>\n",
              "      <th>541</th>\n",
              "      <th>542</th>\n",
              "      <th>543</th>\n",
              "      <th>544</th>\n",
              "      <th>545</th>\n",
              "      <th>546</th>\n",
              "      <th>547</th>\n",
              "      <th>548</th>\n",
              "      <th>549</th>\n",
              "      <th>550</th>\n",
              "      <th>551</th>\n",
              "      <th>552</th>\n",
              "      <th>553</th>\n",
              "      <th>554</th>\n",
              "      <th>555</th>\n",
              "      <th>556</th>\n",
              "      <th>557</th>\n",
              "      <th>558</th>\n",
              "      <th>559</th>\n",
              "      <th>560</th>\n",
              "      <th>Subject</th>\n",
              "      <th>activity</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.288585</td>\n",
              "      <td>-0.020294</td>\n",
              "      <td>-0.132905</td>\n",
              "      <td>-0.995279</td>\n",
              "      <td>-0.983111</td>\n",
              "      <td>-0.913526</td>\n",
              "      <td>-0.995112</td>\n",
              "      <td>-0.983185</td>\n",
              "      <td>-0.923527</td>\n",
              "      <td>-0.934724</td>\n",
              "      <td>-0.567378</td>\n",
              "      <td>-0.744413</td>\n",
              "      <td>0.852947</td>\n",
              "      <td>0.685845</td>\n",
              "      <td>0.814263</td>\n",
              "      <td>-0.965523</td>\n",
              "      <td>-0.999945</td>\n",
              "      <td>-0.999863</td>\n",
              "      <td>-0.994612</td>\n",
              "      <td>-0.994231</td>\n",
              "      <td>-0.987614</td>\n",
              "      <td>-0.943220</td>\n",
              "      <td>-0.407747</td>\n",
              "      <td>-0.679338</td>\n",
              "      <td>-0.602122</td>\n",
              "      <td>0.929294</td>\n",
              "      <td>-0.853011</td>\n",
              "      <td>0.359910</td>\n",
              "      <td>-0.058526</td>\n",
              "      <td>0.256892</td>\n",
              "      <td>-0.224848</td>\n",
              "      <td>0.264106</td>\n",
              "      <td>-0.095246</td>\n",
              "      <td>0.278851</td>\n",
              "      <td>-0.465085</td>\n",
              "      <td>0.491936</td>\n",
              "      <td>-0.190884</td>\n",
              "      <td>0.376314</td>\n",
              "      <td>0.435129</td>\n",
              "      <td>0.660790</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>-0.936508</td>\n",
              "      <td>0.346989</td>\n",
              "      <td>-0.516080</td>\n",
              "      <td>-0.802760</td>\n",
              "      <td>-0.980135</td>\n",
              "      <td>-0.961309</td>\n",
              "      <td>-0.973653</td>\n",
              "      <td>-0.952264</td>\n",
              "      <td>-0.989498</td>\n",
              "      <td>-0.980135</td>\n",
              "      <td>-0.999240</td>\n",
              "      <td>-0.992656</td>\n",
              "      <td>-0.701291</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>-0.128989</td>\n",
              "      <td>0.586156</td>\n",
              "      <td>0.374605</td>\n",
              "      <td>-0.991990</td>\n",
              "      <td>-0.990697</td>\n",
              "      <td>-0.989941</td>\n",
              "      <td>-0.992448</td>\n",
              "      <td>-0.991048</td>\n",
              "      <td>-0.991990</td>\n",
              "      <td>-0.999937</td>\n",
              "      <td>-0.990458</td>\n",
              "      <td>-0.871306</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>-0.074323</td>\n",
              "      <td>-0.298676</td>\n",
              "      <td>-0.710304</td>\n",
              "      <td>-0.112754</td>\n",
              "      <td>0.030400</td>\n",
              "      <td>-0.464761</td>\n",
              "      <td>-0.018446</td>\n",
              "      <td>-0.841247</td>\n",
              "      <td>0.179941</td>\n",
              "      <td>-0.058627</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.278419</td>\n",
              "      <td>-0.016411</td>\n",
              "      <td>-0.123520</td>\n",
              "      <td>-0.998245</td>\n",
              "      <td>-0.975300</td>\n",
              "      <td>-0.960322</td>\n",
              "      <td>-0.998807</td>\n",
              "      <td>-0.974914</td>\n",
              "      <td>-0.957686</td>\n",
              "      <td>-0.943068</td>\n",
              "      <td>-0.557851</td>\n",
              "      <td>-0.818409</td>\n",
              "      <td>0.849308</td>\n",
              "      <td>0.685845</td>\n",
              "      <td>0.822637</td>\n",
              "      <td>-0.981930</td>\n",
              "      <td>-0.999991</td>\n",
              "      <td>-0.999788</td>\n",
              "      <td>-0.998405</td>\n",
              "      <td>-0.999150</td>\n",
              "      <td>-0.977866</td>\n",
              "      <td>-0.948225</td>\n",
              "      <td>-0.714892</td>\n",
              "      <td>-0.500930</td>\n",
              "      <td>-0.570979</td>\n",
              "      <td>0.611627</td>\n",
              "      <td>-0.329549</td>\n",
              "      <td>0.284213</td>\n",
              "      <td>0.284595</td>\n",
              "      <td>0.115705</td>\n",
              "      <td>-0.090963</td>\n",
              "      <td>0.294310</td>\n",
              "      <td>-0.281211</td>\n",
              "      <td>0.085988</td>\n",
              "      <td>-0.022153</td>\n",
              "      <td>-0.016657</td>\n",
              "      <td>-0.220643</td>\n",
              "      <td>-0.013429</td>\n",
              "      <td>-0.072692</td>\n",
              "      <td>0.579382</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>-0.841270</td>\n",
              "      <td>0.532061</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.900160</td>\n",
              "      <td>-0.988296</td>\n",
              "      <td>-0.983322</td>\n",
              "      <td>-0.982659</td>\n",
              "      <td>-0.986321</td>\n",
              "      <td>-0.991829</td>\n",
              "      <td>-0.988296</td>\n",
              "      <td>-0.999811</td>\n",
              "      <td>-0.993979</td>\n",
              "      <td>-0.720683</td>\n",
              "      <td>-0.948718</td>\n",
              "      <td>-0.271958</td>\n",
              "      <td>-0.336310</td>\n",
              "      <td>-0.720015</td>\n",
              "      <td>-0.995854</td>\n",
              "      <td>-0.996399</td>\n",
              "      <td>-0.995442</td>\n",
              "      <td>-0.996866</td>\n",
              "      <td>-0.994440</td>\n",
              "      <td>-0.995854</td>\n",
              "      <td>-0.999981</td>\n",
              "      <td>-0.994544</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>0.158075</td>\n",
              "      <td>-0.595051</td>\n",
              "      <td>-0.861499</td>\n",
              "      <td>0.053477</td>\n",
              "      <td>-0.007435</td>\n",
              "      <td>-0.732626</td>\n",
              "      <td>0.703511</td>\n",
              "      <td>-0.844788</td>\n",
              "      <td>0.180289</td>\n",
              "      <td>-0.054317</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.279653</td>\n",
              "      <td>-0.019467</td>\n",
              "      <td>-0.113462</td>\n",
              "      <td>-0.995380</td>\n",
              "      <td>-0.967187</td>\n",
              "      <td>-0.978944</td>\n",
              "      <td>-0.996520</td>\n",
              "      <td>-0.963668</td>\n",
              "      <td>-0.977469</td>\n",
              "      <td>-0.938692</td>\n",
              "      <td>-0.557851</td>\n",
              "      <td>-0.818409</td>\n",
              "      <td>0.843609</td>\n",
              "      <td>0.682401</td>\n",
              "      <td>0.839344</td>\n",
              "      <td>-0.983478</td>\n",
              "      <td>-0.999969</td>\n",
              "      <td>-0.999660</td>\n",
              "      <td>-0.999470</td>\n",
              "      <td>-0.997130</td>\n",
              "      <td>-0.964810</td>\n",
              "      <td>-0.974675</td>\n",
              "      <td>-0.592235</td>\n",
              "      <td>-0.485821</td>\n",
              "      <td>-0.570979</td>\n",
              "      <td>0.273025</td>\n",
              "      <td>-0.086309</td>\n",
              "      <td>0.337202</td>\n",
              "      <td>-0.164739</td>\n",
              "      <td>0.017150</td>\n",
              "      <td>-0.074507</td>\n",
              "      <td>0.342256</td>\n",
              "      <td>-0.332564</td>\n",
              "      <td>0.239281</td>\n",
              "      <td>-0.136204</td>\n",
              "      <td>0.173863</td>\n",
              "      <td>-0.299493</td>\n",
              "      <td>-0.124698</td>\n",
              "      <td>-0.181105</td>\n",
              "      <td>0.608900</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>0.660795</td>\n",
              "      <td>-0.724697</td>\n",
              "      <td>-0.928539</td>\n",
              "      <td>-0.989255</td>\n",
              "      <td>-0.986028</td>\n",
              "      <td>-0.984274</td>\n",
              "      <td>-0.990979</td>\n",
              "      <td>-0.995703</td>\n",
              "      <td>-0.989255</td>\n",
              "      <td>-0.999854</td>\n",
              "      <td>-0.993238</td>\n",
              "      <td>-0.736521</td>\n",
              "      <td>-0.794872</td>\n",
              "      <td>-0.212728</td>\n",
              "      <td>-0.535352</td>\n",
              "      <td>-0.871914</td>\n",
              "      <td>-0.995031</td>\n",
              "      <td>-0.995127</td>\n",
              "      <td>-0.994640</td>\n",
              "      <td>-0.996060</td>\n",
              "      <td>-0.995866</td>\n",
              "      <td>-0.995031</td>\n",
              "      <td>-0.999973</td>\n",
              "      <td>-0.993755</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>-0.555556</td>\n",
              "      <td>0.414503</td>\n",
              "      <td>-0.390748</td>\n",
              "      <td>-0.760104</td>\n",
              "      <td>-0.118559</td>\n",
              "      <td>0.177899</td>\n",
              "      <td>0.100699</td>\n",
              "      <td>0.808529</td>\n",
              "      <td>-0.848933</td>\n",
              "      <td>0.180637</td>\n",
              "      <td>-0.049118</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.279174</td>\n",
              "      <td>-0.026201</td>\n",
              "      <td>-0.123283</td>\n",
              "      <td>-0.996091</td>\n",
              "      <td>-0.983403</td>\n",
              "      <td>-0.990675</td>\n",
              "      <td>-0.997099</td>\n",
              "      <td>-0.982750</td>\n",
              "      <td>-0.989302</td>\n",
              "      <td>-0.938692</td>\n",
              "      <td>-0.576159</td>\n",
              "      <td>-0.829711</td>\n",
              "      <td>0.843609</td>\n",
              "      <td>0.682401</td>\n",
              "      <td>0.837869</td>\n",
              "      <td>-0.986093</td>\n",
              "      <td>-0.999976</td>\n",
              "      <td>-0.999736</td>\n",
              "      <td>-0.999504</td>\n",
              "      <td>-0.997180</td>\n",
              "      <td>-0.983799</td>\n",
              "      <td>-0.986007</td>\n",
              "      <td>-0.627446</td>\n",
              "      <td>-0.850930</td>\n",
              "      <td>-0.911872</td>\n",
              "      <td>0.061436</td>\n",
              "      <td>0.074840</td>\n",
              "      <td>0.198204</td>\n",
              "      <td>-0.264307</td>\n",
              "      <td>0.072545</td>\n",
              "      <td>-0.155320</td>\n",
              "      <td>0.323154</td>\n",
              "      <td>-0.170813</td>\n",
              "      <td>0.294938</td>\n",
              "      <td>-0.306081</td>\n",
              "      <td>0.482148</td>\n",
              "      <td>-0.470129</td>\n",
              "      <td>-0.305693</td>\n",
              "      <td>-0.362654</td>\n",
              "      <td>0.507459</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.678921</td>\n",
              "      <td>-0.701131</td>\n",
              "      <td>-0.909639</td>\n",
              "      <td>-0.989413</td>\n",
              "      <td>-0.987836</td>\n",
              "      <td>-0.986850</td>\n",
              "      <td>-0.986749</td>\n",
              "      <td>-0.996199</td>\n",
              "      <td>-0.989413</td>\n",
              "      <td>-0.999876</td>\n",
              "      <td>-0.989136</td>\n",
              "      <td>-0.720891</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>-0.035684</td>\n",
              "      <td>-0.230091</td>\n",
              "      <td>-0.511217</td>\n",
              "      <td>-0.995221</td>\n",
              "      <td>-0.995237</td>\n",
              "      <td>-0.995722</td>\n",
              "      <td>-0.995273</td>\n",
              "      <td>-0.995732</td>\n",
              "      <td>-0.995221</td>\n",
              "      <td>-0.999974</td>\n",
              "      <td>-0.995226</td>\n",
              "      <td>-0.955696</td>\n",
              "      <td>-0.936508</td>\n",
              "      <td>0.404573</td>\n",
              "      <td>-0.117290</td>\n",
              "      <td>-0.482845</td>\n",
              "      <td>-0.036788</td>\n",
              "      <td>-0.012892</td>\n",
              "      <td>0.640011</td>\n",
              "      <td>-0.485366</td>\n",
              "      <td>-0.848649</td>\n",
              "      <td>0.181935</td>\n",
              "      <td>-0.047663</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.276629</td>\n",
              "      <td>-0.016570</td>\n",
              "      <td>-0.115362</td>\n",
              "      <td>-0.998139</td>\n",
              "      <td>-0.980817</td>\n",
              "      <td>-0.990482</td>\n",
              "      <td>-0.998321</td>\n",
              "      <td>-0.979672</td>\n",
              "      <td>-0.990441</td>\n",
              "      <td>-0.942469</td>\n",
              "      <td>-0.569174</td>\n",
              "      <td>-0.824705</td>\n",
              "      <td>0.849095</td>\n",
              "      <td>0.683250</td>\n",
              "      <td>0.837869</td>\n",
              "      <td>-0.992653</td>\n",
              "      <td>-0.999991</td>\n",
              "      <td>-0.999856</td>\n",
              "      <td>-0.999757</td>\n",
              "      <td>-0.998004</td>\n",
              "      <td>-0.981232</td>\n",
              "      <td>-0.991325</td>\n",
              "      <td>-0.786553</td>\n",
              "      <td>-0.559477</td>\n",
              "      <td>-0.761434</td>\n",
              "      <td>0.313276</td>\n",
              "      <td>-0.131208</td>\n",
              "      <td>0.191161</td>\n",
              "      <td>0.086904</td>\n",
              "      <td>0.257615</td>\n",
              "      <td>-0.272505</td>\n",
              "      <td>0.434728</td>\n",
              "      <td>-0.315375</td>\n",
              "      <td>0.439744</td>\n",
              "      <td>-0.269069</td>\n",
              "      <td>0.179414</td>\n",
              "      <td>-0.088952</td>\n",
              "      <td>-0.155804</td>\n",
              "      <td>-0.189763</td>\n",
              "      <td>0.599213</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>0.559058</td>\n",
              "      <td>-0.528901</td>\n",
              "      <td>-0.858933</td>\n",
              "      <td>-0.991433</td>\n",
              "      <td>-0.989059</td>\n",
              "      <td>-0.987744</td>\n",
              "      <td>-0.991462</td>\n",
              "      <td>-0.998353</td>\n",
              "      <td>-0.991433</td>\n",
              "      <td>-0.999902</td>\n",
              "      <td>-0.989321</td>\n",
              "      <td>-0.763372</td>\n",
              "      <td>-0.897436</td>\n",
              "      <td>-0.273582</td>\n",
              "      <td>-0.510282</td>\n",
              "      <td>-0.830702</td>\n",
              "      <td>-0.995093</td>\n",
              "      <td>-0.995465</td>\n",
              "      <td>-0.995279</td>\n",
              "      <td>-0.995609</td>\n",
              "      <td>-0.997418</td>\n",
              "      <td>-0.995093</td>\n",
              "      <td>-0.999974</td>\n",
              "      <td>-0.995487</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>-0.936508</td>\n",
              "      <td>0.087753</td>\n",
              "      <td>-0.351471</td>\n",
              "      <td>-0.699205</td>\n",
              "      <td>0.123320</td>\n",
              "      <td>0.122542</td>\n",
              "      <td>0.693578</td>\n",
              "      <td>-0.615971</td>\n",
              "      <td>-0.847865</td>\n",
              "      <td>0.185151</td>\n",
              "      <td>-0.043892</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7347</th>\n",
              "      <td>0.299665</td>\n",
              "      <td>-0.057193</td>\n",
              "      <td>-0.181233</td>\n",
              "      <td>-0.195387</td>\n",
              "      <td>0.039905</td>\n",
              "      <td>0.077078</td>\n",
              "      <td>-0.282301</td>\n",
              "      <td>0.043616</td>\n",
              "      <td>0.060410</td>\n",
              "      <td>0.210795</td>\n",
              "      <td>0.029369</td>\n",
              "      <td>-0.076700</td>\n",
              "      <td>0.273480</td>\n",
              "      <td>0.186626</td>\n",
              "      <td>0.266917</td>\n",
              "      <td>0.000698</td>\n",
              "      <td>-0.674986</td>\n",
              "      <td>-0.788077</td>\n",
              "      <td>-0.473463</td>\n",
              "      <td>-0.501092</td>\n",
              "      <td>-0.166197</td>\n",
              "      <td>0.034015</td>\n",
              "      <td>0.195643</td>\n",
              "      <td>0.140158</td>\n",
              "      <td>-0.082077</td>\n",
              "      <td>-0.561607</td>\n",
              "      <td>0.426433</td>\n",
              "      <td>-0.078255</td>\n",
              "      <td>-0.056751</td>\n",
              "      <td>-0.094106</td>\n",
              "      <td>0.099141</td>\n",
              "      <td>-0.119821</td>\n",
              "      <td>0.293112</td>\n",
              "      <td>-0.425386</td>\n",
              "      <td>0.267986</td>\n",
              "      <td>-0.205315</td>\n",
              "      <td>0.142117</td>\n",
              "      <td>-0.211822</td>\n",
              "      <td>-0.251582</td>\n",
              "      <td>-0.283335</td>\n",
              "      <td>...</td>\n",
              "      <td>0.354983</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>-0.066650</td>\n",
              "      <td>-0.076714</td>\n",
              "      <td>-0.426588</td>\n",
              "      <td>-0.332753</td>\n",
              "      <td>-0.129727</td>\n",
              "      <td>-0.128549</td>\n",
              "      <td>-0.251258</td>\n",
              "      <td>-0.995117</td>\n",
              "      <td>-0.332753</td>\n",
              "      <td>-0.605727</td>\n",
              "      <td>-0.292601</td>\n",
              "      <td>0.577573</td>\n",
              "      <td>-0.897436</td>\n",
              "      <td>-0.376234</td>\n",
              "      <td>-0.170845</td>\n",
              "      <td>-0.551898</td>\n",
              "      <td>-0.681097</td>\n",
              "      <td>-0.723951</td>\n",
              "      <td>-0.647418</td>\n",
              "      <td>-0.799450</td>\n",
              "      <td>-0.925241</td>\n",
              "      <td>-0.681097</td>\n",
              "      <td>-0.951092</td>\n",
              "      <td>-0.599074</td>\n",
              "      <td>0.310836</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>-0.070157</td>\n",
              "      <td>-0.588433</td>\n",
              "      <td>-0.880324</td>\n",
              "      <td>-0.190437</td>\n",
              "      <td>0.829718</td>\n",
              "      <td>0.206972</td>\n",
              "      <td>-0.425619</td>\n",
              "      <td>-0.791883</td>\n",
              "      <td>0.238604</td>\n",
              "      <td>0.049819</td>\n",
              "      <td>30</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7348</th>\n",
              "      <td>0.273853</td>\n",
              "      <td>-0.007749</td>\n",
              "      <td>-0.147468</td>\n",
              "      <td>-0.235309</td>\n",
              "      <td>0.004816</td>\n",
              "      <td>0.059280</td>\n",
              "      <td>-0.322552</td>\n",
              "      <td>-0.029456</td>\n",
              "      <td>0.080585</td>\n",
              "      <td>0.117440</td>\n",
              "      <td>0.029369</td>\n",
              "      <td>-0.031966</td>\n",
              "      <td>0.282174</td>\n",
              "      <td>0.202880</td>\n",
              "      <td>0.266917</td>\n",
              "      <td>-0.041310</td>\n",
              "      <td>-0.706359</td>\n",
              "      <td>-0.804546</td>\n",
              "      <td>-0.495789</td>\n",
              "      <td>-0.520057</td>\n",
              "      <td>-0.279863</td>\n",
              "      <td>0.026565</td>\n",
              "      <td>0.178138</td>\n",
              "      <td>0.293566</td>\n",
              "      <td>-0.051532</td>\n",
              "      <td>-0.361660</td>\n",
              "      <td>0.149854</td>\n",
              "      <td>0.206839</td>\n",
              "      <td>-0.154722</td>\n",
              "      <td>0.032725</td>\n",
              "      <td>-0.057240</td>\n",
              "      <td>0.034260</td>\n",
              "      <td>0.239835</td>\n",
              "      <td>-0.364480</td>\n",
              "      <td>0.121335</td>\n",
              "      <td>0.188717</td>\n",
              "      <td>-0.207505</td>\n",
              "      <td>-0.198555</td>\n",
              "      <td>-0.225866</td>\n",
              "      <td>-0.274504</td>\n",
              "      <td>...</td>\n",
              "      <td>0.361739</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>-0.193946</td>\n",
              "      <td>-0.151879</td>\n",
              "      <td>-0.509448</td>\n",
              "      <td>-0.357992</td>\n",
              "      <td>-0.187114</td>\n",
              "      <td>-0.210320</td>\n",
              "      <td>-0.131733</td>\n",
              "      <td>-0.916112</td>\n",
              "      <td>-0.357992</td>\n",
              "      <td>-0.649987</td>\n",
              "      <td>-0.427577</td>\n",
              "      <td>0.620646</td>\n",
              "      <td>-0.846154</td>\n",
              "      <td>-0.296176</td>\n",
              "      <td>0.019626</td>\n",
              "      <td>-0.277183</td>\n",
              "      <td>-0.682756</td>\n",
              "      <td>-0.771183</td>\n",
              "      <td>-0.727039</td>\n",
              "      <td>-0.779350</td>\n",
              "      <td>-0.761880</td>\n",
              "      <td>-0.682756</td>\n",
              "      <td>-0.957032</td>\n",
              "      <td>-0.670062</td>\n",
              "      <td>0.207930</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>0.165259</td>\n",
              "      <td>-0.390738</td>\n",
              "      <td>-0.680744</td>\n",
              "      <td>0.064907</td>\n",
              "      <td>0.875679</td>\n",
              "      <td>-0.879033</td>\n",
              "      <td>0.400219</td>\n",
              "      <td>-0.771840</td>\n",
              "      <td>0.252676</td>\n",
              "      <td>0.050053</td>\n",
              "      <td>30</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7349</th>\n",
              "      <td>0.273387</td>\n",
              "      <td>-0.017011</td>\n",
              "      <td>-0.045022</td>\n",
              "      <td>-0.218218</td>\n",
              "      <td>-0.103822</td>\n",
              "      <td>0.274533</td>\n",
              "      <td>-0.304515</td>\n",
              "      <td>-0.098913</td>\n",
              "      <td>0.332584</td>\n",
              "      <td>0.043999</td>\n",
              "      <td>-0.110405</td>\n",
              "      <td>0.055411</td>\n",
              "      <td>0.263175</td>\n",
              "      <td>0.202880</td>\n",
              "      <td>0.264670</td>\n",
              "      <td>0.008034</td>\n",
              "      <td>-0.693162</td>\n",
              "      <td>-0.844279</td>\n",
              "      <td>-0.271194</td>\n",
              "      <td>-0.488620</td>\n",
              "      <td>-0.250723</td>\n",
              "      <td>0.334376</td>\n",
              "      <td>0.173131</td>\n",
              "      <td>0.276040</td>\n",
              "      <td>0.152003</td>\n",
              "      <td>-0.376773</td>\n",
              "      <td>0.200784</td>\n",
              "      <td>0.063584</td>\n",
              "      <td>-0.017019</td>\n",
              "      <td>-0.004323</td>\n",
              "      <td>-0.023053</td>\n",
              "      <td>0.119962</td>\n",
              "      <td>0.080689</td>\n",
              "      <td>-0.420093</td>\n",
              "      <td>0.197763</td>\n",
              "      <td>-0.033780</td>\n",
              "      <td>0.016677</td>\n",
              "      <td>-0.226826</td>\n",
              "      <td>-0.184700</td>\n",
              "      <td>-0.198452</td>\n",
              "      <td>...</td>\n",
              "      <td>0.189903</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>0.007099</td>\n",
              "      <td>0.331457</td>\n",
              "      <td>0.083984</td>\n",
              "      <td>-0.351948</td>\n",
              "      <td>-0.032290</td>\n",
              "      <td>-0.193130</td>\n",
              "      <td>0.167388</td>\n",
              "      <td>-0.972099</td>\n",
              "      <td>-0.351948</td>\n",
              "      <td>-0.545002</td>\n",
              "      <td>-0.241789</td>\n",
              "      <td>0.584816</td>\n",
              "      <td>-0.846154</td>\n",
              "      <td>-0.320249</td>\n",
              "      <td>0.490169</td>\n",
              "      <td>0.313280</td>\n",
              "      <td>-0.685851</td>\n",
              "      <td>-0.726372</td>\n",
              "      <td>-0.724976</td>\n",
              "      <td>-0.709270</td>\n",
              "      <td>-0.692582</td>\n",
              "      <td>-0.685851</td>\n",
              "      <td>-0.952309</td>\n",
              "      <td>-0.696373</td>\n",
              "      <td>0.158936</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>0.195034</td>\n",
              "      <td>0.025145</td>\n",
              "      <td>-0.304029</td>\n",
              "      <td>0.052806</td>\n",
              "      <td>-0.266724</td>\n",
              "      <td>0.864404</td>\n",
              "      <td>0.701169</td>\n",
              "      <td>-0.779133</td>\n",
              "      <td>0.249145</td>\n",
              "      <td>0.040811</td>\n",
              "      <td>30</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7350</th>\n",
              "      <td>0.289654</td>\n",
              "      <td>-0.018843</td>\n",
              "      <td>-0.158281</td>\n",
              "      <td>-0.219139</td>\n",
              "      <td>-0.111412</td>\n",
              "      <td>0.268893</td>\n",
              "      <td>-0.310487</td>\n",
              "      <td>-0.068200</td>\n",
              "      <td>0.319473</td>\n",
              "      <td>0.101702</td>\n",
              "      <td>-0.149495</td>\n",
              "      <td>0.055411</td>\n",
              "      <td>0.234850</td>\n",
              "      <td>0.237784</td>\n",
              "      <td>0.264670</td>\n",
              "      <td>0.020011</td>\n",
              "      <td>-0.693855</td>\n",
              "      <td>-0.846871</td>\n",
              "      <td>-0.279718</td>\n",
              "      <td>-0.488245</td>\n",
              "      <td>-0.196204</td>\n",
              "      <td>0.239455</td>\n",
              "      <td>0.160333</td>\n",
              "      <td>0.246561</td>\n",
              "      <td>0.021678</td>\n",
              "      <td>-0.475165</td>\n",
              "      <td>0.296546</td>\n",
              "      <td>0.009588</td>\n",
              "      <td>-0.038354</td>\n",
              "      <td>-0.277801</td>\n",
              "      <td>0.201032</td>\n",
              "      <td>0.101761</td>\n",
              "      <td>-0.108375</td>\n",
              "      <td>-0.438356</td>\n",
              "      <td>0.250837</td>\n",
              "      <td>-0.234309</td>\n",
              "      <td>0.232444</td>\n",
              "      <td>-0.257775</td>\n",
              "      <td>-0.231103</td>\n",
              "      <td>-0.189915</td>\n",
              "      <td>...</td>\n",
              "      <td>0.240644</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>-0.109902</td>\n",
              "      <td>0.038175</td>\n",
              "      <td>-0.305554</td>\n",
              "      <td>-0.415004</td>\n",
              "      <td>0.039199</td>\n",
              "      <td>-0.171131</td>\n",
              "      <td>0.115989</td>\n",
              "      <td>-0.959329</td>\n",
              "      <td>-0.415004</td>\n",
              "      <td>-0.510548</td>\n",
              "      <td>-0.513205</td>\n",
              "      <td>0.445207</td>\n",
              "      <td>-0.846154</td>\n",
              "      <td>-0.412332</td>\n",
              "      <td>0.308105</td>\n",
              "      <td>-0.042502</td>\n",
              "      <td>-0.712131</td>\n",
              "      <td>-0.689421</td>\n",
              "      <td>-0.702221</td>\n",
              "      <td>-0.694807</td>\n",
              "      <td>-0.886154</td>\n",
              "      <td>-0.712131</td>\n",
              "      <td>-0.951972</td>\n",
              "      <td>-0.760044</td>\n",
              "      <td>0.210070</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>0.013865</td>\n",
              "      <td>0.063907</td>\n",
              "      <td>-0.344314</td>\n",
              "      <td>-0.101360</td>\n",
              "      <td>0.700740</td>\n",
              "      <td>0.936674</td>\n",
              "      <td>-0.589479</td>\n",
              "      <td>-0.785181</td>\n",
              "      <td>0.246432</td>\n",
              "      <td>0.025339</td>\n",
              "      <td>30</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7351</th>\n",
              "      <td>0.351503</td>\n",
              "      <td>-0.012423</td>\n",
              "      <td>-0.203867</td>\n",
              "      <td>-0.269270</td>\n",
              "      <td>-0.087212</td>\n",
              "      <td>0.177404</td>\n",
              "      <td>-0.377404</td>\n",
              "      <td>-0.038678</td>\n",
              "      <td>0.229430</td>\n",
              "      <td>0.269013</td>\n",
              "      <td>-0.147028</td>\n",
              "      <td>-0.133749</td>\n",
              "      <td>0.234850</td>\n",
              "      <td>0.237784</td>\n",
              "      <td>0.301579</td>\n",
              "      <td>-0.027958</td>\n",
              "      <td>-0.730624</td>\n",
              "      <td>-0.838478</td>\n",
              "      <td>-0.368309</td>\n",
              "      <td>-0.627128</td>\n",
              "      <td>-0.112288</td>\n",
              "      <td>0.262496</td>\n",
              "      <td>0.312180</td>\n",
              "      <td>0.333536</td>\n",
              "      <td>-0.099101</td>\n",
              "      <td>-0.442905</td>\n",
              "      <td>0.386497</td>\n",
              "      <td>-0.230562</td>\n",
              "      <td>0.139282</td>\n",
              "      <td>-0.446446</td>\n",
              "      <td>0.391569</td>\n",
              "      <td>-0.156435</td>\n",
              "      <td>0.097870</td>\n",
              "      <td>-0.405691</td>\n",
              "      <td>0.183340</td>\n",
              "      <td>-0.056556</td>\n",
              "      <td>0.054368</td>\n",
              "      <td>-0.266442</td>\n",
              "      <td>-0.291113</td>\n",
              "      <td>-0.200293</td>\n",
              "      <td>...</td>\n",
              "      <td>0.298694</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>-0.242448</td>\n",
              "      <td>-0.321950</td>\n",
              "      <td>-0.768542</td>\n",
              "      <td>-0.330780</td>\n",
              "      <td>-0.106002</td>\n",
              "      <td>-0.106450</td>\n",
              "      <td>-0.090538</td>\n",
              "      <td>-0.779153</td>\n",
              "      <td>-0.330780</td>\n",
              "      <td>-0.589429</td>\n",
              "      <td>-0.290645</td>\n",
              "      <td>0.436453</td>\n",
              "      <td>-0.846154</td>\n",
              "      <td>-0.389084</td>\n",
              "      <td>-0.057581</td>\n",
              "      <td>-0.387956</td>\n",
              "      <td>-0.715588</td>\n",
              "      <td>-0.745120</td>\n",
              "      <td>-0.697404</td>\n",
              "      <td>-0.783571</td>\n",
              "      <td>-0.758685</td>\n",
              "      <td>-0.715588</td>\n",
              "      <td>-0.959988</td>\n",
              "      <td>-0.677185</td>\n",
              "      <td>0.202026</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>-0.058402</td>\n",
              "      <td>-0.387052</td>\n",
              "      <td>-0.740738</td>\n",
              "      <td>-0.280088</td>\n",
              "      <td>-0.007739</td>\n",
              "      <td>-0.056088</td>\n",
              "      <td>-0.616956</td>\n",
              "      <td>-0.783267</td>\n",
              "      <td>0.246809</td>\n",
              "      <td>0.036695</td>\n",
              "      <td>30</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>7352 rows × 563 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "             0         1         2  ...       560  Subject  activity\n",
              "0     0.288585 -0.020294 -0.132905  ... -0.058627        1         5\n",
              "1     0.278419 -0.016411 -0.123520  ... -0.054317        1         5\n",
              "2     0.279653 -0.019467 -0.113462  ... -0.049118        1         5\n",
              "3     0.279174 -0.026201 -0.123283  ... -0.047663        1         5\n",
              "4     0.276629 -0.016570 -0.115362  ... -0.043892        1         5\n",
              "...        ...       ...       ...  ...       ...      ...       ...\n",
              "7347  0.299665 -0.057193 -0.181233  ...  0.049819       30         2\n",
              "7348  0.273853 -0.007749 -0.147468  ...  0.050053       30         2\n",
              "7349  0.273387 -0.017011 -0.045022  ...  0.040811       30         2\n",
              "7350  0.289654 -0.018843 -0.158281  ...  0.025339       30         2\n",
              "7351  0.351503 -0.012423 -0.203867  ...  0.036695       30         2\n",
              "\n",
              "[7352 rows x 563 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "g8_2F2TKNcTG"
      },
      "source": [
        "features = list()\r\n",
        "with open(\"UCI HAR Dataset/features.txt\") as f:\r\n",
        "    for line in f:\r\n",
        "        features.append(line.split()[1])\r\n"
      ],
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3lHtvnJvMPkX",
        "outputId": "ec029706-6ec6-4d3e-ba75-722a636d19e2"
      },
      "source": [
        "features"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['tBodyAcc-mean()-X',\n",
              " 'tBodyAcc-mean()-Y',\n",
              " 'tBodyAcc-mean()-Z',\n",
              " 'tBodyAcc-std()-X',\n",
              " 'tBodyAcc-std()-Y',\n",
              " 'tBodyAcc-std()-Z',\n",
              " 'tBodyAcc-mad()-X',\n",
              " 'tBodyAcc-mad()-Y',\n",
              " 'tBodyAcc-mad()-Z',\n",
              " 'tBodyAcc-max()-X',\n",
              " 'tBodyAcc-max()-Y',\n",
              " 'tBodyAcc-max()-Z',\n",
              " 'tBodyAcc-min()-X',\n",
              " 'tBodyAcc-min()-Y',\n",
              " 'tBodyAcc-min()-Z',\n",
              " 'tBodyAcc-sma()',\n",
              " 'tBodyAcc-energy()-X',\n",
              " 'tBodyAcc-energy()-Y',\n",
              " 'tBodyAcc-energy()-Z',\n",
              " 'tBodyAcc-iqr()-X',\n",
              " 'tBodyAcc-iqr()-Y',\n",
              " 'tBodyAcc-iqr()-Z',\n",
              " 'tBodyAcc-entropy()-X',\n",
              " 'tBodyAcc-entropy()-Y',\n",
              " 'tBodyAcc-entropy()-Z',\n",
              " 'tBodyAcc-arCoeff()-X,1',\n",
              " 'tBodyAcc-arCoeff()-X,2',\n",
              " 'tBodyAcc-arCoeff()-X,3',\n",
              " 'tBodyAcc-arCoeff()-X,4',\n",
              " 'tBodyAcc-arCoeff()-Y,1',\n",
              " 'tBodyAcc-arCoeff()-Y,2',\n",
              " 'tBodyAcc-arCoeff()-Y,3',\n",
              " 'tBodyAcc-arCoeff()-Y,4',\n",
              " 'tBodyAcc-arCoeff()-Z,1',\n",
              " 'tBodyAcc-arCoeff()-Z,2',\n",
              " 'tBodyAcc-arCoeff()-Z,3',\n",
              " 'tBodyAcc-arCoeff()-Z,4',\n",
              " 'tBodyAcc-correlation()-X,Y',\n",
              " 'tBodyAcc-correlation()-X,Z',\n",
              " 'tBodyAcc-correlation()-Y,Z',\n",
              " 'tGravityAcc-mean()-X',\n",
              " 'tGravityAcc-mean()-Y',\n",
              " 'tGravityAcc-mean()-Z',\n",
              " 'tGravityAcc-std()-X',\n",
              " 'tGravityAcc-std()-Y',\n",
              " 'tGravityAcc-std()-Z',\n",
              " 'tGravityAcc-mad()-X',\n",
              " 'tGravityAcc-mad()-Y',\n",
              " 'tGravityAcc-mad()-Z',\n",
              " 'tGravityAcc-max()-X',\n",
              " 'tGravityAcc-max()-Y',\n",
              " 'tGravityAcc-max()-Z',\n",
              " 'tGravityAcc-min()-X',\n",
              " 'tGravityAcc-min()-Y',\n",
              " 'tGravityAcc-min()-Z',\n",
              " 'tGravityAcc-sma()',\n",
              " 'tGravityAcc-energy()-X',\n",
              " 'tGravityAcc-energy()-Y',\n",
              " 'tGravityAcc-energy()-Z',\n",
              " 'tGravityAcc-iqr()-X',\n",
              " 'tGravityAcc-iqr()-Y',\n",
              " 'tGravityAcc-iqr()-Z',\n",
              " 'tGravityAcc-entropy()-X',\n",
              " 'tGravityAcc-entropy()-Y',\n",
              " 'tGravityAcc-entropy()-Z',\n",
              " 'tGravityAcc-arCoeff()-X,1',\n",
              " 'tGravityAcc-arCoeff()-X,2',\n",
              " 'tGravityAcc-arCoeff()-X,3',\n",
              " 'tGravityAcc-arCoeff()-X,4',\n",
              " 'tGravityAcc-arCoeff()-Y,1',\n",
              " 'tGravityAcc-arCoeff()-Y,2',\n",
              " 'tGravityAcc-arCoeff()-Y,3',\n",
              " 'tGravityAcc-arCoeff()-Y,4',\n",
              " 'tGravityAcc-arCoeff()-Z,1',\n",
              " 'tGravityAcc-arCoeff()-Z,2',\n",
              " 'tGravityAcc-arCoeff()-Z,3',\n",
              " 'tGravityAcc-arCoeff()-Z,4',\n",
              " 'tGravityAcc-correlation()-X,Y',\n",
              " 'tGravityAcc-correlation()-X,Z',\n",
              " 'tGravityAcc-correlation()-Y,Z',\n",
              " 'tBodyAccJerk-mean()-X',\n",
              " 'tBodyAccJerk-mean()-Y',\n",
              " 'tBodyAccJerk-mean()-Z',\n",
              " 'tBodyAccJerk-std()-X',\n",
              " 'tBodyAccJerk-std()-Y',\n",
              " 'tBodyAccJerk-std()-Z',\n",
              " 'tBodyAccJerk-mad()-X',\n",
              " 'tBodyAccJerk-mad()-Y',\n",
              " 'tBodyAccJerk-mad()-Z',\n",
              " 'tBodyAccJerk-max()-X',\n",
              " 'tBodyAccJerk-max()-Y',\n",
              " 'tBodyAccJerk-max()-Z',\n",
              " 'tBodyAccJerk-min()-X',\n",
              " 'tBodyAccJerk-min()-Y',\n",
              " 'tBodyAccJerk-min()-Z',\n",
              " 'tBodyAccJerk-sma()',\n",
              " 'tBodyAccJerk-energy()-X',\n",
              " 'tBodyAccJerk-energy()-Y',\n",
              " 'tBodyAccJerk-energy()-Z',\n",
              " 'tBodyAccJerk-iqr()-X',\n",
              " 'tBodyAccJerk-iqr()-Y',\n",
              " 'tBodyAccJerk-iqr()-Z',\n",
              " 'tBodyAccJerk-entropy()-X',\n",
              " 'tBodyAccJerk-entropy()-Y',\n",
              " 'tBodyAccJerk-entropy()-Z',\n",
              " 'tBodyAccJerk-arCoeff()-X,1',\n",
              " 'tBodyAccJerk-arCoeff()-X,2',\n",
              " 'tBodyAccJerk-arCoeff()-X,3',\n",
              " 'tBodyAccJerk-arCoeff()-X,4',\n",
              " 'tBodyAccJerk-arCoeff()-Y,1',\n",
              " 'tBodyAccJerk-arCoeff()-Y,2',\n",
              " 'tBodyAccJerk-arCoeff()-Y,3',\n",
              " 'tBodyAccJerk-arCoeff()-Y,4',\n",
              " 'tBodyAccJerk-arCoeff()-Z,1',\n",
              " 'tBodyAccJerk-arCoeff()-Z,2',\n",
              " 'tBodyAccJerk-arCoeff()-Z,3',\n",
              " 'tBodyAccJerk-arCoeff()-Z,4',\n",
              " 'tBodyAccJerk-correlation()-X,Y',\n",
              " 'tBodyAccJerk-correlation()-X,Z',\n",
              " 'tBodyAccJerk-correlation()-Y,Z',\n",
              " 'tBodyGyro-mean()-X',\n",
              " 'tBodyGyro-mean()-Y',\n",
              " 'tBodyGyro-mean()-Z',\n",
              " 'tBodyGyro-std()-X',\n",
              " 'tBodyGyro-std()-Y',\n",
              " 'tBodyGyro-std()-Z',\n",
              " 'tBodyGyro-mad()-X',\n",
              " 'tBodyGyro-mad()-Y',\n",
              " 'tBodyGyro-mad()-Z',\n",
              " 'tBodyGyro-max()-X',\n",
              " 'tBodyGyro-max()-Y',\n",
              " 'tBodyGyro-max()-Z',\n",
              " 'tBodyGyro-min()-X',\n",
              " 'tBodyGyro-min()-Y',\n",
              " 'tBodyGyro-min()-Z',\n",
              " 'tBodyGyro-sma()',\n",
              " 'tBodyGyro-energy()-X',\n",
              " 'tBodyGyro-energy()-Y',\n",
              " 'tBodyGyro-energy()-Z',\n",
              " 'tBodyGyro-iqr()-X',\n",
              " 'tBodyGyro-iqr()-Y',\n",
              " 'tBodyGyro-iqr()-Z',\n",
              " 'tBodyGyro-entropy()-X',\n",
              " 'tBodyGyro-entropy()-Y',\n",
              " 'tBodyGyro-entropy()-Z',\n",
              " 'tBodyGyro-arCoeff()-X,1',\n",
              " 'tBodyGyro-arCoeff()-X,2',\n",
              " 'tBodyGyro-arCoeff()-X,3',\n",
              " 'tBodyGyro-arCoeff()-X,4',\n",
              " 'tBodyGyro-arCoeff()-Y,1',\n",
              " 'tBodyGyro-arCoeff()-Y,2',\n",
              " 'tBodyGyro-arCoeff()-Y,3',\n",
              " 'tBodyGyro-arCoeff()-Y,4',\n",
              " 'tBodyGyro-arCoeff()-Z,1',\n",
              " 'tBodyGyro-arCoeff()-Z,2',\n",
              " 'tBodyGyro-arCoeff()-Z,3',\n",
              " 'tBodyGyro-arCoeff()-Z,4',\n",
              " 'tBodyGyro-correlation()-X,Y',\n",
              " 'tBodyGyro-correlation()-X,Z',\n",
              " 'tBodyGyro-correlation()-Y,Z',\n",
              " 'tBodyGyroJerk-mean()-X',\n",
              " 'tBodyGyroJerk-mean()-Y',\n",
              " 'tBodyGyroJerk-mean()-Z',\n",
              " 'tBodyGyroJerk-std()-X',\n",
              " 'tBodyGyroJerk-std()-Y',\n",
              " 'tBodyGyroJerk-std()-Z',\n",
              " 'tBodyGyroJerk-mad()-X',\n",
              " 'tBodyGyroJerk-mad()-Y',\n",
              " 'tBodyGyroJerk-mad()-Z',\n",
              " 'tBodyGyroJerk-max()-X',\n",
              " 'tBodyGyroJerk-max()-Y',\n",
              " 'tBodyGyroJerk-max()-Z',\n",
              " 'tBodyGyroJerk-min()-X',\n",
              " 'tBodyGyroJerk-min()-Y',\n",
              " 'tBodyGyroJerk-min()-Z',\n",
              " 'tBodyGyroJerk-sma()',\n",
              " 'tBodyGyroJerk-energy()-X',\n",
              " 'tBodyGyroJerk-energy()-Y',\n",
              " 'tBodyGyroJerk-energy()-Z',\n",
              " 'tBodyGyroJerk-iqr()-X',\n",
              " 'tBodyGyroJerk-iqr()-Y',\n",
              " 'tBodyGyroJerk-iqr()-Z',\n",
              " 'tBodyGyroJerk-entropy()-X',\n",
              " 'tBodyGyroJerk-entropy()-Y',\n",
              " 'tBodyGyroJerk-entropy()-Z',\n",
              " 'tBodyGyroJerk-arCoeff()-X,1',\n",
              " 'tBodyGyroJerk-arCoeff()-X,2',\n",
              " 'tBodyGyroJerk-arCoeff()-X,3',\n",
              " 'tBodyGyroJerk-arCoeff()-X,4',\n",
              " 'tBodyGyroJerk-arCoeff()-Y,1',\n",
              " 'tBodyGyroJerk-arCoeff()-Y,2',\n",
              " 'tBodyGyroJerk-arCoeff()-Y,3',\n",
              " 'tBodyGyroJerk-arCoeff()-Y,4',\n",
              " 'tBodyGyroJerk-arCoeff()-Z,1',\n",
              " 'tBodyGyroJerk-arCoeff()-Z,2',\n",
              " 'tBodyGyroJerk-arCoeff()-Z,3',\n",
              " 'tBodyGyroJerk-arCoeff()-Z,4',\n",
              " 'tBodyGyroJerk-correlation()-X,Y',\n",
              " 'tBodyGyroJerk-correlation()-X,Z',\n",
              " 'tBodyGyroJerk-correlation()-Y,Z',\n",
              " 'tBodyAccMag-mean()',\n",
              " 'tBodyAccMag-std()',\n",
              " 'tBodyAccMag-mad()',\n",
              " 'tBodyAccMag-max()',\n",
              " 'tBodyAccMag-min()',\n",
              " 'tBodyAccMag-sma()',\n",
              " 'tBodyAccMag-energy()',\n",
              " 'tBodyAccMag-iqr()',\n",
              " 'tBodyAccMag-entropy()',\n",
              " 'tBodyAccMag-arCoeff()1',\n",
              " 'tBodyAccMag-arCoeff()2',\n",
              " 'tBodyAccMag-arCoeff()3',\n",
              " 'tBodyAccMag-arCoeff()4',\n",
              " 'tGravityAccMag-mean()',\n",
              " 'tGravityAccMag-std()',\n",
              " 'tGravityAccMag-mad()',\n",
              " 'tGravityAccMag-max()',\n",
              " 'tGravityAccMag-min()',\n",
              " 'tGravityAccMag-sma()',\n",
              " 'tGravityAccMag-energy()',\n",
              " 'tGravityAccMag-iqr()',\n",
              " 'tGravityAccMag-entropy()',\n",
              " 'tGravityAccMag-arCoeff()1',\n",
              " 'tGravityAccMag-arCoeff()2',\n",
              " 'tGravityAccMag-arCoeff()3',\n",
              " 'tGravityAccMag-arCoeff()4',\n",
              " 'tBodyAccJerkMag-mean()',\n",
              " 'tBodyAccJerkMag-std()',\n",
              " 'tBodyAccJerkMag-mad()',\n",
              " 'tBodyAccJerkMag-max()',\n",
              " 'tBodyAccJerkMag-min()',\n",
              " 'tBodyAccJerkMag-sma()',\n",
              " 'tBodyAccJerkMag-energy()',\n",
              " 'tBodyAccJerkMag-iqr()',\n",
              " 'tBodyAccJerkMag-entropy()',\n",
              " 'tBodyAccJerkMag-arCoeff()1',\n",
              " 'tBodyAccJerkMag-arCoeff()2',\n",
              " 'tBodyAccJerkMag-arCoeff()3',\n",
              " 'tBodyAccJerkMag-arCoeff()4',\n",
              " 'tBodyGyroMag-mean()',\n",
              " 'tBodyGyroMag-std()',\n",
              " 'tBodyGyroMag-mad()',\n",
              " 'tBodyGyroMag-max()',\n",
              " 'tBodyGyroMag-min()',\n",
              " 'tBodyGyroMag-sma()',\n",
              " 'tBodyGyroMag-energy()',\n",
              " 'tBodyGyroMag-iqr()',\n",
              " 'tBodyGyroMag-entropy()',\n",
              " 'tBodyGyroMag-arCoeff()1',\n",
              " 'tBodyGyroMag-arCoeff()2',\n",
              " 'tBodyGyroMag-arCoeff()3',\n",
              " 'tBodyGyroMag-arCoeff()4',\n",
              " 'tBodyGyroJerkMag-mean()',\n",
              " 'tBodyGyroJerkMag-std()',\n",
              " 'tBodyGyroJerkMag-mad()',\n",
              " 'tBodyGyroJerkMag-max()',\n",
              " 'tBodyGyroJerkMag-min()',\n",
              " 'tBodyGyroJerkMag-sma()',\n",
              " 'tBodyGyroJerkMag-energy()',\n",
              " 'tBodyGyroJerkMag-iqr()',\n",
              " 'tBodyGyroJerkMag-entropy()',\n",
              " 'tBodyGyroJerkMag-arCoeff()1',\n",
              " 'tBodyGyroJerkMag-arCoeff()2',\n",
              " 'tBodyGyroJerkMag-arCoeff()3',\n",
              " 'tBodyGyroJerkMag-arCoeff()4',\n",
              " 'fBodyAcc-mean()-X',\n",
              " 'fBodyAcc-mean()-Y',\n",
              " 'fBodyAcc-mean()-Z',\n",
              " 'fBodyAcc-std()-X',\n",
              " 'fBodyAcc-std()-Y',\n",
              " 'fBodyAcc-std()-Z',\n",
              " 'fBodyAcc-mad()-X',\n",
              " 'fBodyAcc-mad()-Y',\n",
              " 'fBodyAcc-mad()-Z',\n",
              " 'fBodyAcc-max()-X',\n",
              " 'fBodyAcc-max()-Y',\n",
              " 'fBodyAcc-max()-Z',\n",
              " 'fBodyAcc-min()-X',\n",
              " 'fBodyAcc-min()-Y',\n",
              " 'fBodyAcc-min()-Z',\n",
              " 'fBodyAcc-sma()',\n",
              " 'fBodyAcc-energy()-X',\n",
              " 'fBodyAcc-energy()-Y',\n",
              " 'fBodyAcc-energy()-Z',\n",
              " 'fBodyAcc-iqr()-X',\n",
              " 'fBodyAcc-iqr()-Y',\n",
              " 'fBodyAcc-iqr()-Z',\n",
              " 'fBodyAcc-entropy()-X',\n",
              " 'fBodyAcc-entropy()-Y',\n",
              " 'fBodyAcc-entropy()-Z',\n",
              " 'fBodyAcc-maxInds-X',\n",
              " 'fBodyAcc-maxInds-Y',\n",
              " 'fBodyAcc-maxInds-Z',\n",
              " 'fBodyAcc-meanFreq()-X',\n",
              " 'fBodyAcc-meanFreq()-Y',\n",
              " 'fBodyAcc-meanFreq()-Z',\n",
              " 'fBodyAcc-skewness()-X',\n",
              " 'fBodyAcc-kurtosis()-X',\n",
              " 'fBodyAcc-skewness()-Y',\n",
              " 'fBodyAcc-kurtosis()-Y',\n",
              " 'fBodyAcc-skewness()-Z',\n",
              " 'fBodyAcc-kurtosis()-Z',\n",
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              " 'fBodyGyro-bandsEnergy()-17,32',\n",
              " 'fBodyGyro-bandsEnergy()-33,48',\n",
              " 'fBodyGyro-bandsEnergy()-49,64',\n",
              " 'fBodyGyro-bandsEnergy()-1,24',\n",
              " 'fBodyGyro-bandsEnergy()-25,48',\n",
              " 'fBodyGyro-bandsEnergy()-1,8',\n",
              " 'fBodyGyro-bandsEnergy()-9,16',\n",
              " 'fBodyGyro-bandsEnergy()-17,24',\n",
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              " 'fBodyGyro-bandsEnergy()-57,64',\n",
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              " 'fBodyGyro-bandsEnergy()-49,64',\n",
              " 'fBodyGyro-bandsEnergy()-1,24',\n",
              " 'fBodyGyro-bandsEnergy()-25,48',\n",
              " 'fBodyAccMag-mean()',\n",
              " 'fBodyAccMag-std()',\n",
              " 'fBodyAccMag-mad()',\n",
              " 'fBodyAccMag-max()',\n",
              " 'fBodyAccMag-min()',\n",
              " 'fBodyAccMag-sma()',\n",
              " 'fBodyAccMag-energy()',\n",
              " 'fBodyAccMag-iqr()',\n",
              " 'fBodyAccMag-entropy()',\n",
              " 'fBodyAccMag-maxInds',\n",
              " 'fBodyAccMag-meanFreq()',\n",
              " 'fBodyAccMag-skewness()',\n",
              " 'fBodyAccMag-kurtosis()',\n",
              " 'fBodyBodyAccJerkMag-mean()',\n",
              " 'fBodyBodyAccJerkMag-std()',\n",
              " 'fBodyBodyAccJerkMag-mad()',\n",
              " 'fBodyBodyAccJerkMag-max()',\n",
              " 'fBodyBodyAccJerkMag-min()',\n",
              " 'fBodyBodyAccJerkMag-sma()',\n",
              " 'fBodyBodyAccJerkMag-energy()',\n",
              " 'fBodyBodyAccJerkMag-iqr()',\n",
              " 'fBodyBodyAccJerkMag-entropy()',\n",
              " 'fBodyBodyAccJerkMag-maxInds',\n",
              " 'fBodyBodyAccJerkMag-meanFreq()',\n",
              " 'fBodyBodyAccJerkMag-skewness()',\n",
              " 'fBodyBodyAccJerkMag-kurtosis()',\n",
              " 'fBodyBodyGyroMag-mean()',\n",
              " 'fBodyBodyGyroMag-std()',\n",
              " 'fBodyBodyGyroMag-mad()',\n",
              " 'fBodyBodyGyroMag-max()',\n",
              " 'fBodyBodyGyroMag-min()',\n",
              " 'fBodyBodyGyroMag-sma()',\n",
              " 'fBodyBodyGyroMag-energy()',\n",
              " 'fBodyBodyGyroMag-iqr()',\n",
              " 'fBodyBodyGyroMag-entropy()',\n",
              " 'fBodyBodyGyroMag-maxInds',\n",
              " 'fBodyBodyGyroMag-meanFreq()',\n",
              " 'fBodyBodyGyroMag-skewness()',\n",
              " 'fBodyBodyGyroMag-kurtosis()',\n",
              " 'fBodyBodyGyroJerkMag-mean()',\n",
              " 'fBodyBodyGyroJerkMag-std()',\n",
              " 'fBodyBodyGyroJerkMag-mad()',\n",
              " 'fBodyBodyGyroJerkMag-max()',\n",
              " 'fBodyBodyGyroJerkMag-min()',\n",
              " 'fBodyBodyGyroJerkMag-sma()',\n",
              " 'fBodyBodyGyroJerkMag-energy()',\n",
              " 'fBodyBodyGyroJerkMag-iqr()',\n",
              " 'fBodyBodyGyroJerkMag-entropy()',\n",
              " 'fBodyBodyGyroJerkMag-maxInds',\n",
              " 'fBodyBodyGyroJerkMag-meanFreq()',\n",
              " 'fBodyBodyGyroJerkMag-skewness()',\n",
              " 'fBodyBodyGyroJerkMag-kurtosis()',\n",
              " 'angle(tBodyAccMean,gravity)',\n",
              " 'angle(tBodyAccJerkMean),gravityMean)',\n",
              " 'angle(tBodyGyroMean,gravityMean)',\n",
              " 'angle(tBodyGyroJerkMean,gravityMean)',\n",
              " 'angle(X,gravityMean)',\n",
              " 'angle(Y,gravityMean)',\n",
              " 'angle(Z,gravityMean)']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PcqrH-xyMq6J"
      },
      "source": [
        "test_df = pd.read_csv(\"UCI HAR Dataset/test/X_test.txt\", delim_whitespace = True,names=list(range(0,561)))\r\n",
        "\r\n",
        "test_df['Subject'] = pd.read_csv(\"UCI HAR Dataset/test/subject_test.txt\", header = None, squeeze = True)\r\n",
        "\r\n",
        "test_df[\"activity\"] = pd.read_csv(\"UCI HAR Dataset/test/y_test.txt\", header = None, squeeze = True)\r\n"
      ],
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "id": "G7Alc3FSN2Hd",
        "outputId": "94b8fb28-4ffe-44f9-e968-8a42f7f60fd1"
      },
      "source": [
        "test_df"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <td>-0.057978</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.286027</td>\n",
              "      <td>-0.013163</td>\n",
              "      <td>-0.119083</td>\n",
              "      <td>-0.975415</td>\n",
              "      <td>-0.967458</td>\n",
              "      <td>-0.944958</td>\n",
              "      <td>-0.986799</td>\n",
              "      <td>-0.968401</td>\n",
              "      <td>-0.945823</td>\n",
              "      <td>-0.894088</td>\n",
              "      <td>-0.554577</td>\n",
              "      <td>-0.806013</td>\n",
              "      <td>0.768031</td>\n",
              "      <td>0.683698</td>\n",
              "      <td>0.796706</td>\n",
              "      <td>-0.969097</td>\n",
              "      <td>-0.999580</td>\n",
              "      <td>-0.999646</td>\n",
              "      <td>-0.997720</td>\n",
              "      <td>-0.994006</td>\n",
              "      <td>-0.973637</td>\n",
              "      <td>-0.950720</td>\n",
              "      <td>-0.302437</td>\n",
              "      <td>-0.348243</td>\n",
              "      <td>-0.404785</td>\n",
              "      <td>0.507492</td>\n",
              "      <td>-0.156495</td>\n",
              "      <td>0.040674</td>\n",
              "      <td>0.272991</td>\n",
              "      <td>0.197566</td>\n",
              "      <td>-0.194556</td>\n",
              "      <td>0.411411</td>\n",
              "      <td>-0.340466</td>\n",
              "      <td>0.077555</td>\n",
              "      <td>-0.084024</td>\n",
              "      <td>0.035305</td>\n",
              "      <td>-0.010083</td>\n",
              "      <td>-0.104983</td>\n",
              "      <td>-0.429134</td>\n",
              "      <td>0.399177</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.723642</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>-0.491213</td>\n",
              "      <td>-0.215404</td>\n",
              "      <td>-0.666004</td>\n",
              "      <td>-0.924461</td>\n",
              "      <td>-0.916774</td>\n",
              "      <td>-0.919383</td>\n",
              "      <td>-0.917983</td>\n",
              "      <td>-0.991121</td>\n",
              "      <td>-0.924461</td>\n",
              "      <td>-0.995727</td>\n",
              "      <td>-0.933127</td>\n",
              "      <td>-0.218860</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>-0.031474</td>\n",
              "      <td>-0.090655</td>\n",
              "      <td>-0.461801</td>\n",
              "      <td>-0.951977</td>\n",
              "      <td>-0.938212</td>\n",
              "      <td>-0.938008</td>\n",
              "      <td>-0.949922</td>\n",
              "      <td>-0.986902</td>\n",
              "      <td>-0.951977</td>\n",
              "      <td>-0.998272</td>\n",
              "      <td>-0.951255</td>\n",
              "      <td>-0.431053</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>-0.401189</td>\n",
              "      <td>-0.121845</td>\n",
              "      <td>-0.594944</td>\n",
              "      <td>-0.083495</td>\n",
              "      <td>0.017500</td>\n",
              "      <td>-0.434375</td>\n",
              "      <td>0.920593</td>\n",
              "      <td>-0.698091</td>\n",
              "      <td>0.281343</td>\n",
              "      <td>-0.083898</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.275485</td>\n",
              "      <td>-0.026050</td>\n",
              "      <td>-0.118152</td>\n",
              "      <td>-0.993819</td>\n",
              "      <td>-0.969926</td>\n",
              "      <td>-0.962748</td>\n",
              "      <td>-0.994403</td>\n",
              "      <td>-0.970735</td>\n",
              "      <td>-0.963483</td>\n",
              "      <td>-0.939260</td>\n",
              "      <td>-0.568512</td>\n",
              "      <td>-0.799116</td>\n",
              "      <td>0.848305</td>\n",
              "      <td>0.667864</td>\n",
              "      <td>0.822442</td>\n",
              "      <td>-0.976782</td>\n",
              "      <td>-0.999954</td>\n",
              "      <td>-0.999570</td>\n",
              "      <td>-0.998720</td>\n",
              "      <td>-0.993456</td>\n",
              "      <td>-0.974266</td>\n",
              "      <td>-0.964976</td>\n",
              "      <td>-0.617916</td>\n",
              "      <td>-0.695490</td>\n",
              "      <td>-0.536693</td>\n",
              "      <td>0.242147</td>\n",
              "      <td>-0.114997</td>\n",
              "      <td>0.032703</td>\n",
              "      <td>0.192385</td>\n",
              "      <td>-0.011945</td>\n",
              "      <td>-0.063363</td>\n",
              "      <td>0.470819</td>\n",
              "      <td>-0.507395</td>\n",
              "      <td>0.188536</td>\n",
              "      <td>-0.231575</td>\n",
              "      <td>0.632120</td>\n",
              "      <td>-0.550708</td>\n",
              "      <td>0.305653</td>\n",
              "      <td>-0.323848</td>\n",
              "      <td>0.279786</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.898000</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>0.140729</td>\n",
              "      <td>-0.206062</td>\n",
              "      <td>-0.639809</td>\n",
              "      <td>-0.975209</td>\n",
              "      <td>-0.973998</td>\n",
              "      <td>-0.967097</td>\n",
              "      <td>-0.982849</td>\n",
              "      <td>-0.997663</td>\n",
              "      <td>-0.975209</td>\n",
              "      <td>-0.999504</td>\n",
              "      <td>-0.968260</td>\n",
              "      <td>-0.561266</td>\n",
              "      <td>-0.897436</td>\n",
              "      <td>-0.168805</td>\n",
              "      <td>-0.662317</td>\n",
              "      <td>-0.925364</td>\n",
              "      <td>-0.985689</td>\n",
              "      <td>-0.983273</td>\n",
              "      <td>-0.983422</td>\n",
              "      <td>-0.986857</td>\n",
              "      <td>-0.989609</td>\n",
              "      <td>-0.985689</td>\n",
              "      <td>-0.999831</td>\n",
              "      <td>-0.986148</td>\n",
              "      <td>-0.809976</td>\n",
              "      <td>-0.936508</td>\n",
              "      <td>0.062891</td>\n",
              "      <td>-0.190422</td>\n",
              "      <td>-0.640736</td>\n",
              "      <td>-0.034956</td>\n",
              "      <td>0.202302</td>\n",
              "      <td>0.064103</td>\n",
              "      <td>0.145068</td>\n",
              "      <td>-0.702771</td>\n",
              "      <td>0.280083</td>\n",
              "      <td>-0.079346</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.270298</td>\n",
              "      <td>-0.032614</td>\n",
              "      <td>-0.117520</td>\n",
              "      <td>-0.994743</td>\n",
              "      <td>-0.973268</td>\n",
              "      <td>-0.967091</td>\n",
              "      <td>-0.995274</td>\n",
              "      <td>-0.974471</td>\n",
              "      <td>-0.968897</td>\n",
              "      <td>-0.938610</td>\n",
              "      <td>-0.568512</td>\n",
              "      <td>-0.799116</td>\n",
              "      <td>0.848305</td>\n",
              "      <td>0.667864</td>\n",
              "      <td>0.822442</td>\n",
              "      <td>-0.974418</td>\n",
              "      <td>-0.999953</td>\n",
              "      <td>-0.999330</td>\n",
              "      <td>-0.998933</td>\n",
              "      <td>-0.995236</td>\n",
              "      <td>-0.978739</td>\n",
              "      <td>-0.969982</td>\n",
              "      <td>-0.749578</td>\n",
              "      <td>-0.899226</td>\n",
              "      <td>-0.553813</td>\n",
              "      <td>0.174684</td>\n",
              "      <td>-0.051332</td>\n",
              "      <td>0.034200</td>\n",
              "      <td>0.153639</td>\n",
              "      <td>0.030767</td>\n",
              "      <td>-0.129277</td>\n",
              "      <td>0.446100</td>\n",
              "      <td>-0.419496</td>\n",
              "      <td>0.271493</td>\n",
              "      <td>-0.225769</td>\n",
              "      <td>0.416376</td>\n",
              "      <td>-0.286445</td>\n",
              "      <td>-0.063792</td>\n",
              "      <td>-0.167111</td>\n",
              "      <td>0.544916</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>-0.968254</td>\n",
              "      <td>0.148649</td>\n",
              "      <td>-0.619905</td>\n",
              "      <td>-0.887178</td>\n",
              "      <td>-0.976297</td>\n",
              "      <td>-0.971248</td>\n",
              "      <td>-0.966029</td>\n",
              "      <td>-0.974878</td>\n",
              "      <td>-0.996129</td>\n",
              "      <td>-0.976297</td>\n",
              "      <td>-0.999458</td>\n",
              "      <td>-0.975174</td>\n",
              "      <td>-0.566733</td>\n",
              "      <td>-0.948718</td>\n",
              "      <td>-0.285636</td>\n",
              "      <td>-0.446478</td>\n",
              "      <td>-0.756855</td>\n",
              "      <td>-0.985562</td>\n",
              "      <td>-0.985843</td>\n",
              "      <td>-0.984217</td>\n",
              "      <td>-0.988566</td>\n",
              "      <td>-0.992021</td>\n",
              "      <td>-0.985562</td>\n",
              "      <td>-0.999850</td>\n",
              "      <td>-0.984015</td>\n",
              "      <td>-0.849081</td>\n",
              "      <td>-0.936508</td>\n",
              "      <td>0.116695</td>\n",
              "      <td>-0.344418</td>\n",
              "      <td>-0.736124</td>\n",
              "      <td>-0.017067</td>\n",
              "      <td>0.154438</td>\n",
              "      <td>0.340134</td>\n",
              "      <td>0.296407</td>\n",
              "      <td>-0.698954</td>\n",
              "      <td>0.284114</td>\n",
              "      <td>-0.077108</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.274833</td>\n",
              "      <td>-0.027848</td>\n",
              "      <td>-0.129527</td>\n",
              "      <td>-0.993852</td>\n",
              "      <td>-0.967445</td>\n",
              "      <td>-0.978295</td>\n",
              "      <td>-0.994111</td>\n",
              "      <td>-0.965953</td>\n",
              "      <td>-0.977346</td>\n",
              "      <td>-0.938610</td>\n",
              "      <td>-0.560831</td>\n",
              "      <td>-0.825894</td>\n",
              "      <td>0.849179</td>\n",
              "      <td>0.670700</td>\n",
              "      <td>0.829897</td>\n",
              "      <td>-0.975283</td>\n",
              "      <td>-0.999954</td>\n",
              "      <td>-0.999467</td>\n",
              "      <td>-0.998823</td>\n",
              "      <td>-0.993498</td>\n",
              "      <td>-0.967032</td>\n",
              "      <td>-0.976257</td>\n",
              "      <td>-0.590576</td>\n",
              "      <td>-0.740206</td>\n",
              "      <td>-0.799419</td>\n",
              "      <td>0.115570</td>\n",
              "      <td>-0.028923</td>\n",
              "      <td>-0.032804</td>\n",
              "      <td>0.294340</td>\n",
              "      <td>0.000630</td>\n",
              "      <td>-0.045272</td>\n",
              "      <td>0.168419</td>\n",
              "      <td>-0.068156</td>\n",
              "      <td>0.074384</td>\n",
              "      <td>0.027138</td>\n",
              "      <td>-0.145931</td>\n",
              "      <td>-0.050197</td>\n",
              "      <td>0.235151</td>\n",
              "      <td>0.290487</td>\n",
              "      <td>0.457718</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>-0.809524</td>\n",
              "      <td>0.422249</td>\n",
              "      <td>-0.543096</td>\n",
              "      <td>-0.831313</td>\n",
              "      <td>-0.977007</td>\n",
              "      <td>-0.969619</td>\n",
              "      <td>-0.968915</td>\n",
              "      <td>-0.973746</td>\n",
              "      <td>-0.996970</td>\n",
              "      <td>-0.977007</td>\n",
              "      <td>-0.999429</td>\n",
              "      <td>-0.976111</td>\n",
              "      <td>-0.555564</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>-0.349061</td>\n",
              "      <td>-0.319763</td>\n",
              "      <td>-0.691739</td>\n",
              "      <td>-0.990498</td>\n",
              "      <td>-0.990572</td>\n",
              "      <td>-0.988406</td>\n",
              "      <td>-0.992653</td>\n",
              "      <td>-0.992505</td>\n",
              "      <td>-0.990498</td>\n",
              "      <td>-0.999925</td>\n",
              "      <td>-0.986376</td>\n",
              "      <td>-0.895847</td>\n",
              "      <td>-0.936508</td>\n",
              "      <td>-0.121711</td>\n",
              "      <td>-0.534685</td>\n",
              "      <td>-0.846595</td>\n",
              "      <td>-0.002223</td>\n",
              "      <td>-0.040046</td>\n",
              "      <td>0.736715</td>\n",
              "      <td>-0.118545</td>\n",
              "      <td>-0.692245</td>\n",
              "      <td>0.290722</td>\n",
              "      <td>-0.073857</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2942</th>\n",
              "      <td>0.310155</td>\n",
              "      <td>-0.053391</td>\n",
              "      <td>-0.099109</td>\n",
              "      <td>-0.287866</td>\n",
              "      <td>-0.140589</td>\n",
              "      <td>-0.215088</td>\n",
              "      <td>-0.356083</td>\n",
              "      <td>-0.148775</td>\n",
              "      <td>-0.232057</td>\n",
              "      <td>0.185361</td>\n",
              "      <td>-0.160309</td>\n",
              "      <td>-0.131106</td>\n",
              "      <td>0.354922</td>\n",
              "      <td>0.188452</td>\n",
              "      <td>0.362922</td>\n",
              "      <td>-0.197803</td>\n",
              "      <td>-0.744913</td>\n",
              "      <td>-0.854291</td>\n",
              "      <td>-0.721311</td>\n",
              "      <td>-0.567761</td>\n",
              "      <td>-0.368876</td>\n",
              "      <td>-0.277531</td>\n",
              "      <td>0.128951</td>\n",
              "      <td>0.250479</td>\n",
              "      <td>0.204483</td>\n",
              "      <td>-0.336571</td>\n",
              "      <td>0.119363</td>\n",
              "      <td>0.114556</td>\n",
              "      <td>0.069925</td>\n",
              "      <td>-0.225460</td>\n",
              "      <td>0.131274</td>\n",
              "      <td>0.013961</td>\n",
              "      <td>0.163305</td>\n",
              "      <td>-0.510918</td>\n",
              "      <td>0.525957</td>\n",
              "      <td>-0.467399</td>\n",
              "      <td>0.117754</td>\n",
              "      <td>-0.258908</td>\n",
              "      <td>-0.310537</td>\n",
              "      <td>-0.022682</td>\n",
              "      <td>...</td>\n",
              "      <td>0.214449</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>-0.110967</td>\n",
              "      <td>-0.157943</td>\n",
              "      <td>-0.583573</td>\n",
              "      <td>-0.477844</td>\n",
              "      <td>-0.571234</td>\n",
              "      <td>-0.515544</td>\n",
              "      <td>-0.605614</td>\n",
              "      <td>-0.861894</td>\n",
              "      <td>-0.477844</td>\n",
              "      <td>-0.862898</td>\n",
              "      <td>-0.498796</td>\n",
              "      <td>0.491522</td>\n",
              "      <td>-0.897436</td>\n",
              "      <td>0.093839</td>\n",
              "      <td>-0.410787</td>\n",
              "      <td>-0.711904</td>\n",
              "      <td>-0.601424</td>\n",
              "      <td>-0.618829</td>\n",
              "      <td>-0.558146</td>\n",
              "      <td>-0.698564</td>\n",
              "      <td>-0.770173</td>\n",
              "      <td>-0.601424</td>\n",
              "      <td>-0.917701</td>\n",
              "      <td>-0.536164</td>\n",
              "      <td>0.365783</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>0.074472</td>\n",
              "      <td>-0.376278</td>\n",
              "      <td>-0.750809</td>\n",
              "      <td>-0.337422</td>\n",
              "      <td>0.346295</td>\n",
              "      <td>0.884904</td>\n",
              "      <td>-0.698885</td>\n",
              "      <td>-0.651732</td>\n",
              "      <td>0.274627</td>\n",
              "      <td>0.184784</td>\n",
              "      <td>24</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2943</th>\n",
              "      <td>0.363385</td>\n",
              "      <td>-0.039214</td>\n",
              "      <td>-0.105915</td>\n",
              "      <td>-0.305388</td>\n",
              "      <td>0.028148</td>\n",
              "      <td>-0.196373</td>\n",
              "      <td>-0.373540</td>\n",
              "      <td>-0.030036</td>\n",
              "      <td>-0.270237</td>\n",
              "      <td>0.185361</td>\n",
              "      <td>-0.035922</td>\n",
              "      <td>-0.131106</td>\n",
              "      <td>0.414650</td>\n",
              "      <td>-0.021580</td>\n",
              "      <td>0.218490</td>\n",
              "      <td>-0.186842</td>\n",
              "      <td>-0.755958</td>\n",
              "      <td>-0.794744</td>\n",
              "      <td>-0.708265</td>\n",
              "      <td>-0.549364</td>\n",
              "      <td>-0.353944</td>\n",
              "      <td>-0.386571</td>\n",
              "      <td>0.311991</td>\n",
              "      <td>0.277052</td>\n",
              "      <td>0.112971</td>\n",
              "      <td>-0.141648</td>\n",
              "      <td>-0.020623</td>\n",
              "      <td>0.124019</td>\n",
              "      <td>0.133963</td>\n",
              "      <td>-0.171622</td>\n",
              "      <td>0.087886</td>\n",
              "      <td>0.070093</td>\n",
              "      <td>0.085764</td>\n",
              "      <td>-0.416882</td>\n",
              "      <td>0.387530</td>\n",
              "      <td>-0.225698</td>\n",
              "      <td>-0.039828</td>\n",
              "      <td>-0.249325</td>\n",
              "      <td>-0.293864</td>\n",
              "      <td>0.031417</td>\n",
              "      <td>...</td>\n",
              "      <td>0.267662</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>0.125434</td>\n",
              "      <td>-0.223759</td>\n",
              "      <td>-0.689000</td>\n",
              "      <td>-0.491855</td>\n",
              "      <td>-0.556577</td>\n",
              "      <td>-0.525429</td>\n",
              "      <td>-0.664599</td>\n",
              "      <td>-0.682096</td>\n",
              "      <td>-0.491855</td>\n",
              "      <td>-0.861670</td>\n",
              "      <td>-0.639320</td>\n",
              "      <td>0.469640</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>0.092162</td>\n",
              "      <td>-0.449349</td>\n",
              "      <td>-0.795229</td>\n",
              "      <td>-0.566344</td>\n",
              "      <td>-0.592507</td>\n",
              "      <td>-0.530253</td>\n",
              "      <td>-0.662435</td>\n",
              "      <td>-0.947627</td>\n",
              "      <td>-0.566344</td>\n",
              "      <td>-0.904083</td>\n",
              "      <td>-0.534418</td>\n",
              "      <td>0.402907</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>0.101859</td>\n",
              "      <td>-0.320418</td>\n",
              "      <td>-0.700274</td>\n",
              "      <td>-0.736701</td>\n",
              "      <td>-0.372889</td>\n",
              "      <td>-0.657421</td>\n",
              "      <td>0.322549</td>\n",
              "      <td>-0.655181</td>\n",
              "      <td>0.273578</td>\n",
              "      <td>0.182412</td>\n",
              "      <td>24</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2944</th>\n",
              "      <td>0.349966</td>\n",
              "      <td>0.030077</td>\n",
              "      <td>-0.115788</td>\n",
              "      <td>-0.329638</td>\n",
              "      <td>-0.042143</td>\n",
              "      <td>-0.250181</td>\n",
              "      <td>-0.388017</td>\n",
              "      <td>-0.133257</td>\n",
              "      <td>-0.347029</td>\n",
              "      <td>0.007471</td>\n",
              "      <td>-0.035922</td>\n",
              "      <td>-0.172677</td>\n",
              "      <td>0.402517</td>\n",
              "      <td>-0.021580</td>\n",
              "      <td>0.218490</td>\n",
              "      <td>-0.232233</td>\n",
              "      <td>-0.772925</td>\n",
              "      <td>-0.818344</td>\n",
              "      <td>-0.745217</td>\n",
              "      <td>-0.536007</td>\n",
              "      <td>-0.527129</td>\n",
              "      <td>-0.560587</td>\n",
              "      <td>0.342902</td>\n",
              "      <td>0.411568</td>\n",
              "      <td>0.167789</td>\n",
              "      <td>-0.093074</td>\n",
              "      <td>-0.146011</td>\n",
              "      <td>0.400424</td>\n",
              "      <td>-0.123618</td>\n",
              "      <td>-0.117599</td>\n",
              "      <td>0.006040</td>\n",
              "      <td>0.170446</td>\n",
              "      <td>0.047362</td>\n",
              "      <td>-0.204792</td>\n",
              "      <td>0.077011</td>\n",
              "      <td>0.291691</td>\n",
              "      <td>-0.347075</td>\n",
              "      <td>-0.351080</td>\n",
              "      <td>-0.417738</td>\n",
              "      <td>0.118835</td>\n",
              "      <td>...</td>\n",
              "      <td>0.239540</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>0.111669</td>\n",
              "      <td>0.182278</td>\n",
              "      <td>-0.095859</td>\n",
              "      <td>-0.601283</td>\n",
              "      <td>-0.563327</td>\n",
              "      <td>-0.557262</td>\n",
              "      <td>-0.619462</td>\n",
              "      <td>-0.807723</td>\n",
              "      <td>-0.601283</td>\n",
              "      <td>-0.888421</td>\n",
              "      <td>-0.708982</td>\n",
              "      <td>0.363492</td>\n",
              "      <td>-0.846154</td>\n",
              "      <td>-0.122065</td>\n",
              "      <td>-0.283911</td>\n",
              "      <td>-0.659556</td>\n",
              "      <td>-0.592331</td>\n",
              "      <td>-0.617948</td>\n",
              "      <td>-0.605500</td>\n",
              "      <td>-0.619598</td>\n",
              "      <td>-0.930426</td>\n",
              "      <td>-0.592331</td>\n",
              "      <td>-0.915349</td>\n",
              "      <td>-0.633343</td>\n",
              "      <td>0.364393</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>-0.066249</td>\n",
              "      <td>-0.118854</td>\n",
              "      <td>-0.467179</td>\n",
              "      <td>-0.181560</td>\n",
              "      <td>0.088574</td>\n",
              "      <td>0.696663</td>\n",
              "      <td>0.363139</td>\n",
              "      <td>-0.655357</td>\n",
              "      <td>0.274479</td>\n",
              "      <td>0.181184</td>\n",
              "      <td>24</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2945</th>\n",
              "      <td>0.237594</td>\n",
              "      <td>0.018467</td>\n",
              "      <td>-0.096499</td>\n",
              "      <td>-0.323114</td>\n",
              "      <td>-0.229775</td>\n",
              "      <td>-0.207574</td>\n",
              "      <td>-0.392380</td>\n",
              "      <td>-0.279610</td>\n",
              "      <td>-0.289477</td>\n",
              "      <td>0.007471</td>\n",
              "      <td>-0.106078</td>\n",
              "      <td>-0.172677</td>\n",
              "      <td>0.357500</td>\n",
              "      <td>0.275632</td>\n",
              "      <td>0.246700</td>\n",
              "      <td>-0.251372</td>\n",
              "      <td>-0.769266</td>\n",
              "      <td>-0.882274</td>\n",
              "      <td>-0.715982</td>\n",
              "      <td>-0.561646</td>\n",
              "      <td>-0.545999</td>\n",
              "      <td>-0.551268</td>\n",
              "      <td>0.194918</td>\n",
              "      <td>0.383999</td>\n",
              "      <td>0.352585</td>\n",
              "      <td>-0.100123</td>\n",
              "      <td>-0.218944</td>\n",
              "      <td>0.541771</td>\n",
              "      <td>-0.204716</td>\n",
              "      <td>-0.133353</td>\n",
              "      <td>-0.032318</td>\n",
              "      <td>0.233641</td>\n",
              "      <td>0.047228</td>\n",
              "      <td>-0.208363</td>\n",
              "      <td>0.195608</td>\n",
              "      <td>-0.054894</td>\n",
              "      <td>-0.038834</td>\n",
              "      <td>-0.190791</td>\n",
              "      <td>-0.507067</td>\n",
              "      <td>0.122642</td>\n",
              "      <td>...</td>\n",
              "      <td>0.200361</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>-0.022033</td>\n",
              "      <td>0.049927</td>\n",
              "      <td>-0.311128</td>\n",
              "      <td>-0.638555</td>\n",
              "      <td>-0.565917</td>\n",
              "      <td>-0.561972</td>\n",
              "      <td>-0.626121</td>\n",
              "      <td>-0.918150</td>\n",
              "      <td>-0.638555</td>\n",
              "      <td>-0.896280</td>\n",
              "      <td>-0.703218</td>\n",
              "      <td>0.326637</td>\n",
              "      <td>-0.846154</td>\n",
              "      <td>-0.220897</td>\n",
              "      <td>-0.266982</td>\n",
              "      <td>-0.658132</td>\n",
              "      <td>-0.679711</td>\n",
              "      <td>-0.654960</td>\n",
              "      <td>-0.631239</td>\n",
              "      <td>-0.695836</td>\n",
              "      <td>-0.785712</td>\n",
              "      <td>-0.679711</td>\n",
              "      <td>-0.940736</td>\n",
              "      <td>-0.636292</td>\n",
              "      <td>0.238363</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>-0.046467</td>\n",
              "      <td>-0.205445</td>\n",
              "      <td>-0.617737</td>\n",
              "      <td>0.444558</td>\n",
              "      <td>-0.819188</td>\n",
              "      <td>0.929294</td>\n",
              "      <td>-0.008398</td>\n",
              "      <td>-0.659719</td>\n",
              "      <td>0.264782</td>\n",
              "      <td>0.187563</td>\n",
              "      <td>24</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2946</th>\n",
              "      <td>0.153627</td>\n",
              "      <td>-0.018437</td>\n",
              "      <td>-0.137018</td>\n",
              "      <td>-0.330046</td>\n",
              "      <td>-0.195253</td>\n",
              "      <td>-0.164339</td>\n",
              "      <td>-0.430974</td>\n",
              "      <td>-0.218295</td>\n",
              "      <td>-0.229933</td>\n",
              "      <td>-0.111527</td>\n",
              "      <td>-0.078502</td>\n",
              "      <td>-0.163373</td>\n",
              "      <td>0.241857</td>\n",
              "      <td>0.168188</td>\n",
              "      <td>0.213778</td>\n",
              "      <td>-0.236150</td>\n",
              "      <td>-0.771160</td>\n",
              "      <td>-0.874113</td>\n",
              "      <td>-0.683822</td>\n",
              "      <td>-0.616286</td>\n",
              "      <td>-0.408888</td>\n",
              "      <td>-0.427172</td>\n",
              "      <td>0.028807</td>\n",
              "      <td>0.213367</td>\n",
              "      <td>0.260762</td>\n",
              "      <td>-0.260698</td>\n",
              "      <td>-0.052927</td>\n",
              "      <td>0.406554</td>\n",
              "      <td>-0.151102</td>\n",
              "      <td>-0.242816</td>\n",
              "      <td>0.021422</td>\n",
              "      <td>0.338025</td>\n",
              "      <td>-0.123040</td>\n",
              "      <td>-0.331906</td>\n",
              "      <td>0.298205</td>\n",
              "      <td>-0.001256</td>\n",
              "      <td>-0.179224</td>\n",
              "      <td>-0.080295</td>\n",
              "      <td>-0.522901</td>\n",
              "      <td>0.056253</td>\n",
              "      <td>...</td>\n",
              "      <td>0.234105</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>0.136257</td>\n",
              "      <td>-0.054515</td>\n",
              "      <td>-0.404297</td>\n",
              "      <td>-0.518640</td>\n",
              "      <td>-0.563947</td>\n",
              "      <td>-0.540954</td>\n",
              "      <td>-0.588064</td>\n",
              "      <td>-0.941227</td>\n",
              "      <td>-0.518640</td>\n",
              "      <td>-0.870644</td>\n",
              "      <td>-0.572266</td>\n",
              "      <td>0.492207</td>\n",
              "      <td>-0.846154</td>\n",
              "      <td>0.037595</td>\n",
              "      <td>-0.329078</td>\n",
              "      <td>-0.648504</td>\n",
              "      <td>-0.615991</td>\n",
              "      <td>-0.625207</td>\n",
              "      <td>-0.600041</td>\n",
              "      <td>-0.627018</td>\n",
              "      <td>-0.852277</td>\n",
              "      <td>-0.615991</td>\n",
              "      <td>-0.922248</td>\n",
              "      <td>-0.615746</td>\n",
              "      <td>0.333726</td>\n",
              "      <td>-0.904762</td>\n",
              "      <td>-0.010386</td>\n",
              "      <td>-0.072237</td>\n",
              "      <td>-0.436940</td>\n",
              "      <td>0.598808</td>\n",
              "      <td>-0.287951</td>\n",
              "      <td>0.876030</td>\n",
              "      <td>-0.024965</td>\n",
              "      <td>-0.660080</td>\n",
              "      <td>0.263936</td>\n",
              "      <td>0.188103</td>\n",
              "      <td>24</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2947 rows × 563 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "             0         1         2  ...       560  Subject  activity\n",
              "0     0.257178 -0.023285 -0.014654  ... -0.057978        2         5\n",
              "1     0.286027 -0.013163 -0.119083  ... -0.083898        2         5\n",
              "2     0.275485 -0.026050 -0.118152  ... -0.079346        2         5\n",
              "3     0.270298 -0.032614 -0.117520  ... -0.077108        2         5\n",
              "4     0.274833 -0.027848 -0.129527  ... -0.073857        2         5\n",
              "...        ...       ...       ...  ...       ...      ...       ...\n",
              "2942  0.310155 -0.053391 -0.099109  ...  0.184784       24         2\n",
              "2943  0.363385 -0.039214 -0.105915  ...  0.182412       24         2\n",
              "2944  0.349966  0.030077 -0.115788  ...  0.181184       24         2\n",
              "2945  0.237594  0.018467 -0.096499  ...  0.187563       24         2\n",
              "2946  0.153627 -0.018437 -0.137018  ...  0.188103       24         2\n",
              "\n",
              "[2947 rows x 563 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WMwZsRvoN4d4"
      },
      "source": [
        "train_df.to_csv('train.csv',index_label=False)"
      ],
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nawhI93UOpOC"
      },
      "source": [
        "test_df.to_csv('test.csv',index_label=False)"
      ],
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ycMhVNtKOtbH"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}