Data_Pre-Process.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import pickle\n",
    "import time\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "prefix = './TempData/Linux_Process_Detect/'\n",
    "dirnames = [prefix+name+'/' for name in os.listdir(prefix) if not name.startswith('.') and os.path.isdir(prefix+name)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./TempData/Linux_Process_Detect/30_training_set_cpu/',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/',\n",
       " './TempData/Linux_Process_Detect/12_training_set_wifi/',\n",
       " './TempData/Linux_Process_Detect/13_training_set_wifi/',\n",
       " './TempData/Linux_Process_Detect/19_training_set_usb/',\n",
       " './TempData/Linux_Process_Detect/32_training_set_wifi/',\n",
       " './TempData/Linux_Process_Detect/15_training_set_usb/',\n",
       " './TempData/Linux_Process_Detect/25_training_set_ok/',\n",
       " './TempData/Linux_Process_Detect/7_training_set_cpu/',\n",
       " './TempData/Linux_Process_Detect/20_training_set_usb/',\n",
       " './TempData/Linux_Process_Detect/33_training_set_wifi/',\n",
       " './TempData/Linux_Process_Detect/3_training_set_cpu/',\n",
       " './TempData/Linux_Process_Detect/24_training_set_usb/',\n",
       " './TempData/Linux_Process_Detect/29_training_set_cpu/',\n",
       " './TempData/Linux_Process_Detect/8_training_set_cpu/',\n",
       " './TempData/Linux_Process_Detect/21_training_set_usb/',\n",
       " './TempData/Linux_Process_Detect/6_training_set_cpu/',\n",
       " './TempData/Linux_Process_Detect/28_training_set_cpu/',\n",
       " './TempData/Linux_Process_Detect/2_training_set_cpu/',\n",
       " './TempData/Linux_Process_Detect/9_training_set_cpu/',\n",
       " './TempData/Linux_Process_Detect/34_training_set_wifi/']"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dirnames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "names = []\n",
    "for dirname in dirnames:\n",
    "    names.extend([dirname+name for name in os.listdir(dirname) if not name.startswith('.')])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./TempData/Linux_Process_Detect/30_training_set_cpu/wer18_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer23_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer14_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer2_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer19_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer19_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer7_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer11_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer26_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer22_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer16_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer21_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer7_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer13_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer14_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer24_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer23_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer5_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer15_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer12_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer24_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer13_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer8_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer6_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer1_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer6_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer21_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer26_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer10_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer17_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer3_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer4_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer10_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer20_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer22_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer15_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer5_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer2_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer3_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer18_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer16_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer11_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer8_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer4_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer25_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer12_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer9_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer9_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer17_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer20_normal.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/Xwer25_response.csv',\n",
       " './TempData/Linux_Process_Detect/30_training_set_cpu/wer1_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer18_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer23_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer14_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer2_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer19_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer19_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer7_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer11_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer26_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer22_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer16_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer25_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer21_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer7_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer13_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer24_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer23_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer5_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer15_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer12_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer24_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer13_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer8_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer6_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer1_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer6_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer21_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer26_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer10_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer17_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer3_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer4_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer10_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer20_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer22_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer15_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer5_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer2_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer3_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer18_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer16_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer11_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer8_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer4_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer25_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer12_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer9_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer9_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer17_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer20_normal.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/Xwer14_response.csv',\n",
       " './TempData/Linux_Process_Detect/5_training_set_cpu/wer1_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer18_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer23_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer14_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer29_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer2_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer32_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer19_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer37_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer19_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer7_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer28_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer11_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer26_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer22_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer16_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer25_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer21_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer30_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer37_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer7_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer13_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer14_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer30_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer36_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer29_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer31_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer35_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer24_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer23_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer5_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer15_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer12_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer24_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer13_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer8_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer6_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer38_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer1_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer6_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer36_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer33_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer34_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer21_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer26_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer10_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer17_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer3_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer4_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer10_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer27_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer27_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer20_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer35_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer22_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer32_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer15_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer33_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer5_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer2_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer3_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer18_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer16_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer11_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer28_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer8_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer4_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer34_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer25_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer12_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer38_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer39_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer9_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer9_response.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer17_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer20_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer31_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer1_normal.csv',\n",
       " './TempData/Linux_Process_Detect/22_training_set_usb/wer39_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer18_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer23_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer14_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer2_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer32_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/Xwer35_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/Xwer32_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer19_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer37_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer7_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/Xwer33_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/Xwer34_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer11_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer26_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer22_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer16_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer21_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer37_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/Xwer39_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer7_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer13_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer14_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer30_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/Xwer38_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer29_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer35_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer23_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer5_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer15_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer12_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer24_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer13_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer8_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer6_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer38_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer1_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer6_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer36_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer21_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/Xwer28_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer26_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer10_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer17_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/Xwer19_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer3_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer4_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer10_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer27_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer27_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/Xwer29_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer20_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer22_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer15_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer33_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer5_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer2_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer3_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer18_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer16_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer11_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer28_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer8_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer4_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer34_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer25_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer12_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/Xwer36_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/Xwer31_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer39_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/Xwer24_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer9_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer9_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer17_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer20_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/Xwer25_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer31_normal.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/Xwer30_response.csv',\n",
       " './TempData/Linux_Process_Detect/17_training_set_usb/wer1_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer18_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer23_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer14_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer2_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer19_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer19_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer7_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer11_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer26_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer22_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer16_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer25_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer21_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer7_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer13_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer14_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer24_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer23_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer5_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer15_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer12_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer24_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer13_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer8_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer6_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer1_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer6_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer21_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer26_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer10_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer17_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer3_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer4_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer10_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer20_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer22_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer15_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer5_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer2_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer3_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer18_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer16_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer11_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer8_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer4_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer25_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer12_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer9_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer9_response.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer17_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer20_normal.csv',\n",
       " './TempData/Linux_Process_Detect/14_training_set_wifi/wer1_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer18_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer23_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer14_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer29_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer2_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer19_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer19_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer7_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer28_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer11_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer26_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer22_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer16_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer25_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer21_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer30_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer7_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer13_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer14_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer30_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer29_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer24_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer23_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer5_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer15_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer12_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer24_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer13_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer8_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer6_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer1_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer6_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer21_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer26_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer10_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer17_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer3_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer4_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer10_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer27_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer27_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer20_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer22_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer15_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer5_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer2_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer3_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer18_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer16_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer11_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer28_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer8_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer4_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer25_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer12_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer9_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer9_response.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer17_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer20_normal.csv',\n",
       " './TempData/Linux_Process_Detect/26_training_set_ok/wer1_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer18_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer14_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer2_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer19_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer19_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer7_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer11_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer22_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer16_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer21_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer7_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer13_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer14_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer5_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer15_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer12_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer13_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer8_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer6_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer1_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer6_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer21_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer10_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer17_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer3_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer4_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer10_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer20_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer22_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer15_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer5_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer2_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer3_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer18_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer16_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer11_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer8_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer4_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer12_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer9_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer9_response.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer17_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer20_normal.csv',\n",
       " './TempData/Linux_Process_Detect/11_training_set_wifi/wer1_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer18_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer14_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer2_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer19_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer19_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer7_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer11_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer16_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer21_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer7_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer13_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer14_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer5_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer15_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer12_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer13_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer8_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer6_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer1_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer6_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer21_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer10_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer17_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer3_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer4_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer10_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer20_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer15_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer5_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer2_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer3_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer18_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer16_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer11_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer8_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer4_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer12_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer9_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer9_response.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer17_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer20_normal.csv',\n",
       " './TempData/Linux_Process_Detect/1_training_set_cpu/wer1_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer41_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/Xwer16_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer18_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer23_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer14_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/Xwer27_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer2_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer32_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/Xwer35_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/Xwer32_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer19_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer37_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/Xwer17_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer7_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/Xwer33_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/Xwer34_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/Xwer21_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer28_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer11_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer26_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer22_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer16_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer21_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer30_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer7_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer13_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer14_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer41_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer30_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/Xwer38_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer36_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer29_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer31_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer35_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer24_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer5_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer12_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer24_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer13_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer8_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer6_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer38_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer1_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer6_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer36_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer26_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer10_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/Xwer19_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer3_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer4_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer10_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer27_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/Xwer29_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer20_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer40_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer22_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer15_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer33_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer5_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer2_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer3_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer18_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer11_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/Xwer15_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/Xwer40_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer28_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer8_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer4_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer34_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer25_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer12_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer39_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/Xwer23_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer9_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer9_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer17_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer20_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/Xwer25_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer31_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer1_normal.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/wer39_response.csv',\n",
       " './TempData/Linux_Process_Detect/18_training_set_usb/Xwer37_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer18_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer23_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer14_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer29_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer2_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer32_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer19_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer19_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer7_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer28_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer11_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer26_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer22_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer16_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer25_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer21_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer30_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer7_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer13_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer14_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer30_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer29_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer31_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer5_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer15_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer12_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer24_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer13_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer8_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer6_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer1_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer6_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer33_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer21_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer26_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer10_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer17_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer3_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer4_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer10_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer27_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer27_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer20_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer22_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer32_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer15_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer33_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer5_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer2_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer3_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer18_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer16_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer11_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer28_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer8_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer4_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer25_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer12_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/Xwer24_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/Xwer23_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer9_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer9_response.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer17_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer20_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer31_normal.csv',\n",
       " './TempData/Linux_Process_Detect/23_training_set_usb/wer1_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/Xwer16_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer18_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer23_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer14_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer2_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer32_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/Xwer35_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer19_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer37_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer19_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer7_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/Xwer21_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/Xwer26_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer28_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer11_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer26_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer22_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer16_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer25_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer21_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer7_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer13_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer14_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer30_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer29_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer35_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer24_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer5_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer15_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer12_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer24_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer13_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer8_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer6_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer38_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer1_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer6_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer36_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer33_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer34_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer10_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer17_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer3_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer4_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer10_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer27_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer27_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/Xwer29_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer20_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer22_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer32_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer15_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer33_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer5_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer2_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer3_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer18_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer11_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer28_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer8_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer4_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer34_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer25_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer12_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/Xwer36_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer38_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/Xwer31_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer39_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/Xwer23_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer9_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer9_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer17_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer20_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer31_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/Xwer30_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer1_normal.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/wer39_response.csv',\n",
       " './TempData/Linux_Process_Detect/4_training_set_cpu/Xwer37_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer41_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer18_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer23_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer14_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer29_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer2_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer32_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer19_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer37_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer19_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/Xwer42_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer7_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer28_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer11_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer26_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer22_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer16_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer25_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer21_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer30_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer37_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer7_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer13_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer14_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer30_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer36_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer29_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer31_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer35_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer24_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer5_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer40_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer15_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer12_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer24_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer13_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer8_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer6_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer38_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer1_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer6_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer36_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer33_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer34_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer21_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer26_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer10_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer17_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer3_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer4_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer10_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer27_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer27_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer20_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer35_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer40_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer22_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer32_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer15_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer33_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer5_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer2_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer3_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer18_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer16_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer11_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer28_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer8_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer4_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer34_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer25_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer12_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer38_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer39_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/Xwer23_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer9_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer9_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer42_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer17_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer20_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/Xwer41_response.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer31_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer1_normal.csv',\n",
       " './TempData/Linux_Process_Detect/27_training_set_ok/wer39_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer18_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer23_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer14_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer2_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer19_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer19_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer7_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer28_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer11_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer26_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer22_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer16_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer25_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer21_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer7_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer13_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer14_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer24_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer23_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer5_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer15_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer12_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer24_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer13_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer8_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer6_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer1_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer6_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer21_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer26_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer10_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer17_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer3_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer4_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer10_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer27_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer27_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer20_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer22_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer15_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer5_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer2_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer3_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer18_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer16_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer11_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer28_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer8_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer4_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer25_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer12_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer9_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer9_response.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer17_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer20_normal.csv',\n",
       " './TempData/Linux_Process_Detect/10_training_set_cpu/wer1_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer18_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer23_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer14_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer29_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/Xwer27_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer2_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer19_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer19_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/Xwer17_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer7_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer28_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer11_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer26_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer16_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer21_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer30_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer7_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer13_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer14_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer30_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer29_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer31_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer24_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer23_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer5_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer15_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer12_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer24_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer13_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer8_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer6_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer1_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer6_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer21_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer26_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer10_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer3_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer4_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer10_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer27_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer20_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer22_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer15_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer5_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer2_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer3_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer18_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer16_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer11_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer28_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer8_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer4_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer25_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer12_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer9_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer9_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer17_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer20_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/Xwer22_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/Xwer25_response.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer31_normal.csv',\n",
       " './TempData/Linux_Process_Detect/31_training_set_cpu/wer1_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer41_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/Xwer43_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer23_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer14_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/Xwer44_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer2_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer32_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/Xwer35_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer19_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer37_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/Xwer45_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer19_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer7_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer44_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer11_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer26_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer22_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer43_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer16_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer25_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer21_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer30_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer37_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer7_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/Xwer48_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer13_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer46_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer14_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer41_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer30_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer36_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer29_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer31_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer35_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer24_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer23_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer5_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer40_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer15_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer12_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer46_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer24_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer13_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer8_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer6_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer38_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer1_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer6_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer36_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer33_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer34_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer21_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/Xwer28_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer26_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer48_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer10_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer17_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer42_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer3_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer45_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer4_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer10_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer27_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer27_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/Xwer29_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer20_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer40_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer22_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer32_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer15_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer33_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer5_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer2_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer3_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer18_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/Xwer18_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer16_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer11_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer28_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/Xwer47_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer8_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer4_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer34_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer47_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer25_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer12_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer38_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer39_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer9_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer9_response.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer42_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer17_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer20_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer31_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer1_normal.csv',\n",
       " './TempData/Linux_Process_Detect/16_training_set_usb/wer39_response.csv',\n",
       " './TempData/Linux_Process_Detect/12_training_set_wifi/wer18_response.csv',\n",
       " './TempData/Linux_Process_Detect/12_training_set_wifi/wer23_normal.csv',\n",
       " './TempData/Linux_Process_Detect/12_training_set_wifi/wer14_normal.csv',\n",
       " './TempData/Linux_Process_Detect/12_training_set_wifi/wer29_response.csv',\n",
       " './TempData/Linux_Process_Detect/12_training_set_wifi/Xwer27_response.csv',\n",
       " './TempData/Linux_Process_Detect/12_training_set_wifi/wer2_normal.csv',\n",
       " './TempData/Linux_Process_Detect/12_training_set_wifi/Xwer20_response.csv',\n",
       " './TempData/Linux_Process_Detect/12_training_set_wifi/wer19_normal.csv',\n",
       " './TempData/Linux_Process_Detect/12_training_set_wifi/wer19_response.csv',\n",
       " './TempData/Linux_Process_Detect/12_training_set_wifi/wer7_normal.csv',\n",
       " './TempData/Linux_Process_Detect/12_training_set_wifi/Xwer21_response.csv',\n",
       " './TempData/Linux_Process_Detect/12_training_set_wifi/wer28_response.csv',\n",
       " './TempData/Linux_Process_Detect/12_training_set_wifi/wer11_normal.csv',\n",
       " './TempData/Linux_Process_Detect/12_training_set_wifi/wer26_normal.csv',\n",
       " './TempData/Linux_Process_Detect/12_training_set_wifi/wer22_response.csv',\n",
       " './TempData/Linux_Process_Detect/12_training_set_wifi/wer16_normal.csv',\n",
       " './TempData/Linux_Process_Detect/12_training_set_wifi/wer21_normal.csv',\n",
       " './TempData/Linux_Process_Detect/12_training_set_wifi/wer30_response.csv',\n",
       " ...]"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dataset = pd.DataFrame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dataset = pd.DataFrame()\n",
    "content = []\n",
    "for name in names:\n",
    "    temp = pd.read_csv(name, index_col=False, header=None)\n",
    "    content.append(temp)\n",
    "dataset = pd.concat(content, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2166, 40185)"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# dataset = pd.concat(content, ignore_index=True)\n",
    "dataset.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'dataset' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-2-9295b9c23e01>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mq\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrandom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshuffle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mq\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mlabels\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mq\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mdatas\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mq\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0morders\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0margsort\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdatas\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'dataset' is not defined"
     ]
    }
   ],
   "source": [
    "q=dataset.values\n",
    "np.random.shuffle(q)\n",
    "labels = q[:,0]\n",
    "datas = q[:,1:] \n",
    "orders = np.argsort(datas)[:,::-1]\n",
    "big_q = np.sort(datas)[:,::-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cut_len = 20\n",
    "orders_arr = orders[:,:cut_len]\n",
    "big_q_arr = big_q[:,:cut_len]\n",
    "pairs_arr = [(np.concatenate((orders_arr[i][np.newaxis, :], big_q_arr[i][np.newaxis, :]), axis=0),\n",
    "              labels[i]) for i in range(len(orders_arr))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cost:0.0246\n"
     ]
    }
   ],
   "source": [
    "# Save pairs to pickle file\n",
    "\n",
    "s=time.time()\n",
    "pickle.dump(pairs_arr, open('./Datasets/train_pairs_%d.pkl'%cut_len,'wb+'))\n",
    "print(\"cost:%.4f\"%(time.time()-s))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2166"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# len(set(np.array(pairs_100)[:,1]))\n",
    "# len(pairs_50[0][0][0])\n",
    "len(pairs_arr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Statistics of data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Raw data shape: (2166, 40184)\n",
      "Arranged data shape:( 2166 , 100 )\n",
      "Labels: {0, 1, 2, 3}  Labels number: 4\n",
      "Train data number: 1516 , Test data number: 650\n"
     ]
    }
   ],
   "source": [
    "print(\"Raw data shape:\",datas.shape)\n",
    "print(\"Arranged data shape:(\",len(pairs_arr),',',len(pairs_arr[0][0][0]),')')\n",
    "print(\"Labels:\",set(labels.astype(int)),\" Labels number:\",len(set(labels)))\n",
    "print(\"Train data number:\",int(np.floor(datas.shape[0]*0.7)),\", Test data number:\",int(np.ceil(datas.shape[0]*0.3)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cost:1.2401\n"
     ]
    }
   ],
   "source": [
    "s=time.time()\n",
    "pickle.dump(q, open('./TempData/Linux_Process_Detect/training_set_all.pkl','wb+'))\n",
    "print(\"cost:%.4f\"%(time.time()-s))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cost:0.4172\n"
     ]
    }
   ],
   "source": [
    "s=time.time()\n",
    "q = pickle.load(open('./TempData/Linux_Process_Detect/training_set_all.pkl','rb+'))\n",
    "print(\"cost:%.4f\"%(time.time()-s))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0.0, 2.0, 3.0}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(q[:,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "678\n"
     ]
    }
   ],
   "source": [
    "num = 0\n",
    "for item in q:\n",
    "    if item[0]==0:\n",
    "        num+=1\n",
    "print(num,num/742)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cost:1.1774\n"
     ]
    }
   ],
   "source": [
    "w=np.concatenate((q,np.zeros((len(q),776))),axis=1)\n",
    "s=time.time()\n",
    "pickle.dump(w, open('./Datasets/ts_all_padded.pkl','wb+'))\n",
    "print(\"cost:%.4f\"%(time.time()-s))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "dataset.to_csv('./TempData/Linux_Process_Detect/training_set_all.csv', header=False, index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "s=time.time()\n",
    "dataset = pd.read_csv('./TempData/Linux_Process_Detect/training_set_all.csv', index_col=False, header=None)\n",
    "print(\"cost:%.4f\"%(time.time()-s))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==> Load data successfully, time elapsed: 0.0019\n"
     ]
    }
   ],
   "source": [
    "# def load_data(opt, root='./Datasets/training_set_all.pkl'):\n",
    "start = time.time()\n",
    "all_data = q\n",
    "print(\"==> Load data successfully, time elapsed: %.4f\" % (time.time() - start))\n",
    "length = len(pairs_100)\n",
    "# opt.NUM_CLASSES = len(set(all_data[:, 0]))\n",
    "# all_pairs = [(i[1:], i[0]) for i in all_data]\n",
    "sep_point = int(np.floor(0.7*length))\n",
    "train_pairs = pairs_100[:sep_point]\n",
    "test_pairs = pairs_100[sep_point:]\n",
    "# return train_pairs, test_pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "num = [0]*4\n",
    "for item in pairs_100:\n",
    "    if item[1]==0:\n",
    "        num[0]+=1\n",
    "    elif item[1]==1:\n",
    "        num[1]+=1\n",
    "    elif item[1]==2:\n",
    "        num[2]+=1\n",
    "    elif item[1]==3:\n",
    "        num[3]+=1\n",
    "# print(num,len(pairs_100),len(pairs_100)-num,num/len(pairs_100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1975, 104, 18, 69]"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Information:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "Labels:      0     1   2   3\n",
    "All_Data:   [1975, 104, 18, 69]\n",
    "Train_Data: [1371, 81 , 13, 51]\n",
    "Test_Data:  [604 , 23 , 5 , 18]\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "Labels:      0     1   2   3\n",
    "All_Data:   [1083, 87, 14, 50]\n",
    "Train_Data: [758 , 61, 11, 33]\n",
    "Test_Data:  [325 , 26, 3 , 17]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test Result: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "Labels:                  0     1   2   3\n",
    "Right_when_testing_all: [1945, 85, 8 , 57]\n",
    "Right_of_training_set : [1356, 76, 7 , 51]\n",
    "Right_of_testing_set  : [589 , 9 , 1 , 6 ]\n",
    "    \n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "Labels:                  0     1   2   3\n",
    "Right_when_testing_all: [1060, 70, 10, 36]\n",
    "Right_of_training_set : [743 , 54, 10, 33]\n",
    "Right_of_testing_set  : [317 , 16, 0 , 3 ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def divPrime(num):\n",
    "    lt = []\n",
    "    print(num, '=', end=' ')\n",
    "    while num != 1:\n",
    "        for i in range(2, int(num+1)):\n",
    "            if num % i == 0:  # i是num的一个质因数\n",
    "                lt.append(i)\n",
    "                num = num / i # 将num除以i，剩下的部分继续分解\n",
    "                break\n",
    "    for i in range(0, len(lt)-1):\n",
    "        print(lt[i], '*', end=' ')\n",
    " \n",
    "    print(lt[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "40960 = 2 * 2 * 2 * 2 * 2 * 2 * 2 * 2 * 2 * 2 * 2 * 2 * 2 * 5\n",
      "40960 = 2 * 2 * 2 * 2 * 2 * 2 * 2 * 2 * 2 * 2 * 2 * 2 * 2 * 5\n"
     ]
    }
   ],
   "source": [
    "divPrime(40184+8+256+512)\n",
    "divPrime(40960)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "776"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "8+256+512"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(length + 2*pad - size)/stride + 1 \n",
    "N = (W − F + 2P )/S+1\n",
    "N = (W-16+8)/8+1=W/8-1\n",
    "W = (N-1)*S + F -2P\n",
    "W = (N-1)*8 + 16 = 8N+8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10.0"
      ]
     },
     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "40960 / 8**4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "766\n",
      "95\n",
      "11\n"
     ]
    }
   ],
   "source": [
    "num = 0\n",
    "div = 40960\n",
    "for i in range(4):\n",
    "    if (div-16) % 8 ==0:\n",
    "        div = (div-16)//8 + 1\n",
    "        continue\n",
    "    else:\n",
    "        div = (div-16)//8 + 2\n",
    "        num += ((div-16)%8)*8**(i+1)\n",
    "    print(div)\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load Data From File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==> Load data successfully, time elapsed: 0.0941\n"
     ]
    }
   ],
   "source": [
    "data_root='./Datasets/train_pairs_200.pkl'\n",
    "start = time.time()\n",
    "all_pairs = pickle.load(open(data_root, 'rb+'))\n",
    "print(\"==> Load data successfully, time elapsed: %.4f\" % (time.time() - start))\n",
    "length = len(all_pairs)\n",
    "sep_point = int(np.floor(0.7*length))\n",
    "train_pairs = all_pairs[:sep_point]\n",
    "test_pairs = all_pairs[sep_point:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "cut_len = 150\n",
    "pairs_arr=all_pairs=[(data[:,:cut_len],label) for data,label in all_pairs]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cost:0.0452\n"
     ]
    }
   ],
   "source": [
    "# Save pairs to pickle file\n",
    "\n",
    "s=time.time()\n",
    "pickle.dump(pairs_arr, open('./Datasets/train_pairs_%d.pkl'%cut_len,'wb+'))\n",
    "print(\"cost:%.4f\"%(time.time()-s))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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