perf.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "I87rZl6PGoBX",
        "outputId": "a9137795-465b-4b75-eb45-f7d3cecc3404"
      },
      "execution_count": 206,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "from sklearn.cluster import KMeans"
      ],
      "metadata": {
        "id": "pLpPjunlHHkr"
      },
      "execution_count": 216,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "directory = '/content/drive/MyDrive/Data_mainProj'\n",
        "MainData = os.listdir(directory)"
      ],
      "metadata": {
        "id": "V7hNj3pSHC1D"
      },
      "execution_count": 208,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def pandaGen(pidPath,pids):\n",
        "  sysCall = {}\n",
        "  for pid in pids:\n",
        "    file = pidPath+\"/\"+pid+\"/perf.data.txt\"\n",
        "    f = open(file, \"r\")\n",
        "    lines = f.readlines()\n",
        "    for line in lines:\n",
        "      split = line.split(\":\")\n",
        "      for counter_ in range(len(split)):\n",
        "          if(\"syscalls\" in split[counter_]):\n",
        "            sysName = split[counter_+1]\n",
        "            if \"enter\" in sysName:\n",
        "              key = split[0].replace(\" \",\"\").split(\"[\")[0]\n",
        "              key_ = ''.join(i for i in key if not i.isdigit())\n",
        "              if key_ in sysCall:\n",
        "                sysCall[key_].append(sysName)\n",
        "              else:\n",
        "                sysCall[key_] = [sysName]\n",
        "\n",
        "  df = []\n",
        "  for key in sysCall:\n",
        "    unique, counts = np.unique(np.array(sysCall[key]), return_counts=True)\n",
        "    hold = dict(zip(unique, counts))\n",
        "    d = hold.copy()\n",
        "    d.update({\"name\":key})\n",
        "    df_hold = pd.DataFrame.from_dict([d])\n",
        "    df_hold = df_hold[ ['name'] + [ col for col in df_hold.columns if col != 'name' ] ]\n",
        "    df.append(df_hold)\n",
        "  output = pd.DataFrame()\n",
        "  for hold in df:\n",
        "      output = pd.concat([output, hold], ignore_index=True)\n",
        "\n",
        "  return output\n"
      ],
      "metadata": {
        "id": "re6zbA138RMB"
      },
      "execution_count": 209,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "task_out =[]\n",
        "for task in MainData:\n",
        "  print(task)\n",
        "  records = os.listdir(directory+\"/\"+task)\n",
        "  output_rec = []\n",
        "  for record in records:\n",
        "    pidPath = directory+\"/\"+task+\"/\"+record+\"/syscalls\"\n",
        "    try:\n",
        "      pids = os.listdir(pidPath)  \n",
        "      output_rec.append(pandaGen(pidPath,pids))\n",
        "    except:\n",
        "      print(\"error in \"+pidPath)\n",
        "  task_out.append(output_rec)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_5oIddPf58Ua",
        "outputId": "05e1a921-46d3-4e20-af86-599293c4424d"
      },
      "execution_count": 210,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "idle-homepage\n",
            "error in /content/drive/MyDrive/Data_mainProj/idle-homepage/.ipynb_checkpoints/syscalls\n",
            "typing\n",
            "error in /content/drive/MyDrive/Data_mainProj/typing/.ipynb_checkpoints/syscalls\n",
            "idle-inChannel\n",
            "error in /content/drive/MyDrive/Data_mainProj/idle-inChannel/.ipynb_checkpoints/syscalls\n",
            "vc\n",
            "error in /content/drive/MyDrive/Data_mainProj/vc/.ipynb_checkpoints/syscalls\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "columns_name = []\n",
        "for task in task_out:\n",
        "  for rec in task:\n",
        "    for item in rec.columns:\n",
        "      if item not in columns_name:\n",
        "        columns_name.append(item)"
      ],
      "metadata": {
        "id": "rUfx4U4wHH9t"
      },
      "execution_count": 211,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "proc_name = []\n",
        "\n",
        "for task_counter in range(len(task_out)):\n",
        "  for rec_counter in range(len(task_out[task_counter])):\n",
        "    for proc in task_out[task_counter][rec_counter][\"name\"]:\n",
        "      if proc not in proc_name:\n",
        "        proc_name.append(proc)\n"
      ],
      "metadata": {
        "id": "O3jLHvJxLIq7"
      },
      "execution_count": 212,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for task_counter in range(len(task_out)):\n",
        "  for rec_counter in range(len(task_out[task_counter])):\n",
        "    holdProc = []\n",
        "    for proc in proc_name:\n",
        "      if proc not in task_out[task_counter][rec_counter][\"name\"].tolist():\n",
        "        holdProc.append(proc)\n",
        "    df = pd.DataFrame(holdProc,columns =['name'])\n",
        "    task_out[task_counter][rec_counter] = task_out[task_counter][rec_counter].append(df, ignore_index = True)\n",
        "    "
      ],
      "metadata": {
        "id": "b1gHDTK6UfGw"
      },
      "execution_count": 213,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_ = pd.DataFrame(columns=columns_name)\n",
        "\n",
        "for task_counter in range(len(task_out)):\n",
        "  for rec_counter in range(len(task_out[task_counter])):\n",
        "    task_out[task_counter][rec_counter] = pd.concat([df_,task_out[task_counter][rec_counter]], ignore_index=True).sort_values(by=['name']).reset_index(drop=True).fillna(0)\n"
      ],
      "metadata": {
        "id": "c1L_7gsYJRyz"
      },
      "execution_count": 214,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "task_out[0][0]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "1kEVScdXZccT",
        "outputId": "4b94e39c-fe40-4f93-fbf2-8a58210e789a"
      },
      "execution_count": 220,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "               name  sys_enter_clock_gettime  sys_enter_close  \\\n",
              "0                                        0.0              0.0   \n",
              "1   AudioDeviceBuff                      0.0              0.0   \n",
              "2      AudioEncoder                      0.0              0.0   \n",
              "3   AudioOutputDevi                      0.0              0.0   \n",
              "4   CacheThread_Blo                      0.0              0.0   \n",
              "5   Chrome_ChildIOT                      0.0              0.0   \n",
              "6   Chrome_IOThread                      0.0              0.0   \n",
              "7        Compositor                     40.0              0.0   \n",
              "8   CompositorTileW                      0.0              0.0   \n",
              "9   DedicatedWorker                      0.0              0.0   \n",
              "10          Discord                      8.0             20.0   \n",
              "11  GpuMemoryThread                      0.0              0.0   \n",
              "12      GpuWatchdog                      0.0              0.0   \n",
              "13            Media                      0.0              0.0   \n",
              "14      MemoryInfra                      0.0              0.0   \n",
              "15  ModuleProcessTh                      0.0              0.0   \n",
              "16      PacerThread                      0.0              0.0   \n",
              "17  ThreadPoolForeg                      0.0              0.0   \n",
              "18  ThreadPoolServi                      0.0              0.0   \n",
              "19  ThreadPoolSingl                      0.0              0.0   \n",
              "20        UdpSocket                      0.0              0.0   \n",
              "21            Utils                      0.0              5.0   \n",
              "22  VideoDevicePoll                      0.0             10.0   \n",
              "23  VizCompositorTh                      0.0              0.0   \n",
              "24            Voice                      0.0              0.0   \n",
              "25              exe                      0.0              0.0   \n",
              "26            gdbus                      0.0              0.0   \n",
              "27     pool-Discord                      0.0              0.0   \n",
              "28  rtp_send_contro                      0.0              0.0   \n",
              "29      threaded-ml                      0.0              0.0   \n",
              "30  webrtc_audio_mo                      0.0              0.0   \n",
              "\n",
              "    sys_enter_futex  sys_enter_getpid  sys_enter_getrandom  sys_enter_ioctl  \\\n",
              "0               0.0               0.0                  0.0              0.0   \n",
              "1               0.0               0.0                  0.0              0.0   \n",
              "2               0.0               0.0                  0.0              0.0   \n",
              "3               0.0               0.0                  0.0              0.0   \n",
              "4               0.0               0.0                  0.0              0.0   \n",
              "5              44.0               0.0                  0.0              0.0   \n",
              "6               0.0               0.0                  0.0              0.0   \n",
              "7              40.0               0.0                  0.0              0.0   \n",
              "8             160.0               0.0                  0.0              0.0   \n",
              "9               0.0               0.0                  0.0              0.0   \n",
              "10             89.0              60.0                 19.0             40.0   \n",
              "11              0.0               0.0                  0.0              0.0   \n",
              "12              0.0               0.0                  0.0              0.0   \n",
              "13              0.0               0.0                  0.0              0.0   \n",
              "14              0.0               0.0                  0.0              0.0   \n",
              "15              0.0               0.0                  0.0              0.0   \n",
              "16              0.0               0.0                  0.0              0.0   \n",
              "17             57.0               0.0                  0.0              0.0   \n",
              "18              0.0               0.0                  0.0              0.0   \n",
              "19              0.0               0.0                  0.0              0.0   \n",
              "20              0.0               0.0                  0.0              0.0   \n",
              "21              0.0               4.0                  0.0              0.0   \n",
              "22              0.0               0.0                  0.0             10.0   \n",
              "23              8.0               0.0                  0.0              0.0   \n",
              "24             30.0              30.0                  0.0              0.0   \n",
              "25              0.0               0.0                  0.0              0.0   \n",
              "26              0.0               0.0                  0.0              0.0   \n",
              "27              0.0               0.0                  0.0              0.0   \n",
              "28              0.0               0.0                  0.0              0.0   \n",
              "29             20.0               0.0                  0.0              0.0   \n",
              "30             19.0               0.0                  0.0              0.0   \n",
              "\n",
              "    sys_enter_lseek  sys_enter_madvise  sys_enter_newfstat  ...  \\\n",
              "0               0.0                0.0                 0.0  ...   \n",
              "1               0.0                0.0                 0.0  ...   \n",
              "2               0.0                0.0                 0.0  ...   \n",
              "3               0.0                0.0                 0.0  ...   \n",
              "4               0.0                0.0                 0.0  ...   \n",
              "5               0.0                0.0                 0.0  ...   \n",
              "6               0.0                0.0                 0.0  ...   \n",
              "7               0.0                3.0                 0.0  ...   \n",
              "8               0.0                0.0                 0.0  ...   \n",
              "9               0.0                0.0                 0.0  ...   \n",
              "10             41.0               30.0                20.0  ...   \n",
              "11              0.0                0.0                 0.0  ...   \n",
              "12              0.0                0.0                 0.0  ...   \n",
              "13              0.0                0.0                 0.0  ...   \n",
              "14              0.0                0.0                 0.0  ...   \n",
              "15              0.0                0.0                 0.0  ...   \n",
              "16              0.0                0.0                 0.0  ...   \n",
              "17              0.0                3.0                 0.0  ...   \n",
              "18              0.0                0.0                 0.0  ...   \n",
              "19              0.0                0.0                 0.0  ...   \n",
              "20              0.0                0.0                 0.0  ...   \n",
              "21              0.0                0.0                 0.0  ...   \n",
              "22              0.0                0.0                 0.0  ...   \n",
              "23              0.0                0.0                 0.0  ...   \n",
              "24              0.0                0.0                 0.0  ...   \n",
              "25              0.0                0.0                 0.0  ...   \n",
              "26              0.0                0.0                 0.0  ...   \n",
              "27              0.0                0.0                 0.0  ...   \n",
              "28              0.0                0.0                 0.0  ...   \n",
              "29              0.0                0.0                 0.0  ...   \n",
              "30              0.0                0.0                 0.0  ...   \n",
              "\n",
              "    sys_enter_dup2  sys_enter_execve  sys_enter_prlimit64  \\\n",
              "0                0                 0                    0   \n",
              "1                0                 0                    0   \n",
              "2                0                 0                    0   \n",
              "3                0                 0                    0   \n",
              "4                0                 0                    0   \n",
              "5                0                 0                    0   \n",
              "6                0                 0                    0   \n",
              "7                0                 0                    0   \n",
              "8                0                 0                    0   \n",
              "9                0                 0                    0   \n",
              "10               0                 0                    0   \n",
              "11               0                 0                    0   \n",
              "12               0                 0                    0   \n",
              "13               0                 0                    0   \n",
              "14               0                 0                    0   \n",
              "15               0                 0                    0   \n",
              "16               0                 0                    0   \n",
              "17               0                 0                    0   \n",
              "18               0                 0                    0   \n",
              "19               0                 0                    0   \n",
              "20               0                 0                    0   \n",
              "21               0                 0                    0   \n",
              "22               0                 0                    0   \n",
              "23               0                 0                    0   \n",
              "24               0                 0                    0   \n",
              "25               0                 0                    0   \n",
              "26               0                 0                    0   \n",
              "27               0                 0                    0   \n",
              "28               0                 0                    0   \n",
              "29               0                 0                    0   \n",
              "30               0                 0                    0   \n",
              "\n",
              "    sys_enter_arch_prctl  sys_enter_brk  sys_enter_set_tid_address  \\\n",
              "0                      0              0                          0   \n",
              "1                      0              0                          0   \n",
              "2                      0              0                          0   \n",
              "3                      0              0                          0   \n",
              "4                      0              0                          0   \n",
              "5                      0              0                          0   \n",
              "6                      0              0                          0   \n",
              "7                      0              0                          0   \n",
              "8                      0              0                          0   \n",
              "9                      0              0                          0   \n",
              "10                     0              0                          0   \n",
              "11                     0              0                          0   \n",
              "12                     0              0                          0   \n",
              "13                     0              0                          0   \n",
              "14                     0              0                          0   \n",
              "15                     0              0                          0   \n",
              "16                     0              0                          0   \n",
              "17                     0              0                          0   \n",
              "18                     0              0                          0   \n",
              "19                     0              0                          0   \n",
              "20                     0              0                          0   \n",
              "21                     0              0                          0   \n",
              "22                     0              0                          0   \n",
              "23                     0              0                          0   \n",
              "24                     0              0                          0   \n",
              "25                     0              0                          0   \n",
              "26                     0              0                          0   \n",
              "27                     0              0                          0   \n",
              "28                     0              0                          0   \n",
              "29                     0              0                          0   \n",
              "30                     0              0                          0   \n",
              "\n",
              "    sys_enter_statfs  sys_enter_eventfd2  sys_enter_memfd_create  \\\n",
              "0                  0                   0                       0   \n",
              "1                  0                   0                       0   \n",
              "2                  0                   0                       0   \n",
              "3                  0                   0                       0   \n",
              "4                  0                   0                       0   \n",
              "5                  0                   0                       0   \n",
              "6                  0                   0                       0   \n",
              "7                  0                   0                       0   \n",
              "8                  0                   0                       0   \n",
              "9                  0                   0                       0   \n",
              "10                 0                   0                       0   \n",
              "11                 0                   0                       0   \n",
              "12                 0                   0                       0   \n",
              "13                 0                   0                       0   \n",
              "14                 0                   0                       0   \n",
              "15                 0                   0                       0   \n",
              "16                 0                   0                       0   \n",
              "17                 0                   0                       0   \n",
              "18                 0                   0                       0   \n",
              "19                 0                   0                       0   \n",
              "20                 0                   0                       0   \n",
              "21                 0                   0                       0   \n",
              "22                 0                   0                       0   \n",
              "23                 0                   0                       0   \n",
              "24                 0                   0                       0   \n",
              "25                 0                   0                       0   \n",
              "26                 0                   0                       0   \n",
              "27                 0                   0                       0   \n",
              "28                 0                   0                       0   \n",
              "29                 0                   0                       0   \n",
              "30                 0                   0                       0   \n",
              "\n",
              "    sys_enter_shutdown  \n",
              "0                    0  \n",
              "1                    0  \n",
              "2                    0  \n",
              "3                    0  \n",
              "4                    0  \n",
              "5                    0  \n",
              "6                    0  \n",
              "7                    0  \n",
              "8                    0  \n",
              "9                    0  \n",
              "10                   0  \n",
              "11                   0  \n",
              "12                   0  \n",
              "13                   0  \n",
              "14                   0  \n",
              "15                   0  \n",
              "16                   0  \n",
              "17                   0  \n",
              "18                   0  \n",
              "19                   0  \n",
              "20                   0  \n",
              "21                   0  \n",
              "22                   0  \n",
              "23                   0  \n",
              "24                   0  \n",
              "25                   0  \n",
              "26                   0  \n",
              "27                   0  \n",
              "28                   0  \n",
              "29                   0  \n",
              "30                   0  \n",
              "\n",
              "[31 rows x 87 columns]"
            ],
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              "      <th></th>\n",
              "      <th>name</th>\n",
              "      <th>sys_enter_clock_gettime</th>\n",
              "      <th>sys_enter_close</th>\n",
              "      <th>sys_enter_futex</th>\n",
              "      <th>sys_enter_getpid</th>\n",
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              "      <th>sys_enter_madvise</th>\n",
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              "      <th>sys_enter_dup2</th>\n",
              "      <th>sys_enter_execve</th>\n",
              "      <th>sys_enter_prlimit64</th>\n",
              "      <th>sys_enter_arch_prctl</th>\n",
              "      <th>sys_enter_brk</th>\n",
              "      <th>sys_enter_set_tid_address</th>\n",
              "      <th>sys_enter_statfs</th>\n",
              "      <th>sys_enter_eventfd2</th>\n",
              "      <th>sys_enter_memfd_create</th>\n",
              "      <th>sys_enter_shutdown</th>\n",
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              "      <th>1</th>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>AudioEncoder</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>AudioOutputDevi</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>CacheThread_Blo</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Chrome_ChildIOT</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Chrome_IOThread</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Compositor</td>\n",
              "      <td>40.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>CompositorTileW</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>160.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>DedicatedWorker</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Discord</td>\n",
              "      <td>8.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>89.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>GpuMemoryThread</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>GpuWatchdog</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Media</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>MemoryInfra</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>ModuleProcessTh</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>PacerThread</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>ThreadPoolForeg</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>ThreadPoolServi</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>ThreadPoolSingl</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>UdpSocket</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>Utils</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>VideoDevicePoll</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>VizCompositorTh</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>Voice</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>exe</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>gdbus</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>pool-Discord</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>rtp_send_contro</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>threaded-ml</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>webrtc_audio_mo</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>31 rows × 87 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-119a26dc-638f-4457-8d02-cb70c57f4ee2')\"\n",
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              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "          const element = document.querySelector('#df-119a26dc-638f-4457-8d02-cb70c57f4ee2');\n",
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              "                                                     [key], {});\n",
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            ]
          },
          "metadata": {},
          "execution_count": 220
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "task_out_list = []\n",
        "main = []\n",
        "for task_counter in range(len(task_out)):\n",
        "  rec_out_list=[]\n",
        "  for rec_counter in range(len(task_out[task_counter])):\n",
        "    hold = task_out[task_counter][rec_counter].drop('name', axis=1).to_numpy().reshape(-1)\n",
        "    rec_out_list.append(hold)\n",
        "    main.append(hold)\n",
        "  task_out_list.append(rec_out_list)"
      ],
      "metadata": {
        "id": "m41yLOxqbHIa"
      },
      "execution_count": 253,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X = np.array(main)\n",
        "kmeans = KMeans(n_clusters=4).fit(X)\n",
        "kmeans.labels_"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wKG1nCS8eDi0",
        "outputId": "258da340-a439-4868-92fd-c530879bb684"
      },
      "execution_count": 255,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3,\n",
              "       3, 3, 3, 3, 3, 3, 3, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], dtype=int32)"
            ]
          },
          "metadata": {},
          "execution_count": 255
        }
      ]
    }
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