Decision Tree Project.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training the Model (Decision Tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import glob\n",
    "import librosa\n",
    "import librosa.display\n",
    "import numpy as np\n",
    "import _pickle as pickle\n",
    "from sklearn import svm\n",
    "from sklearn import model_selection\n",
    "from sklearn.ensemble import VotingClassifier\n",
    "import pandas as pd\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "from sklearn import tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./train_80\\OAF_back_angry.wav\n",
      "./train_80\\OAF_back_disgust.wav\n",
      "./train_80\\OAF_back_fear.wav\n",
      "./train_80\\OAF_back_happy.wav\n",
      "./train_80\\OAF_back_neutral.wav\n",
      "./train_80\\OAF_back_ps.wav\n",
      "./train_80\\OAF_back_sad.wav\n",
      "./train_80\\OAF_bar_angry.wav\n",
      "./train_80\\OAF_bar_disgust.wav\n",
      "./train_80\\OAF_bar_fear.wav\n",
      "./train_80\\OAF_bar_happy.wav\n",
      "./train_80\\OAF_bar_neutral.wav\n",
      "./train_80\\OAF_bar_ps.wav\n",
      "./train_80\\OAF_bar_sad.wav\n",
      "./train_80\\OAF_base_angry.wav\n",
      "./train_80\\OAF_base_disgust.wav\n",
      "./train_80\\OAF_base_fear.wav\n",
      "./train_80\\OAF_base_happy.wav\n",
      "./train_80\\OAF_base_neutral.wav\n",
      "./train_80\\OAF_base_ps.wav\n",
      "./train_80\\OAF_base_sad.wav\n",
      "./train_80\\OAF_bath_angry.wav\n",
      "./train_80\\OAF_bath_disgust.wav\n",
      "./train_80\\OAF_bath_fear.wav\n",
      "./train_80\\OAF_bath_happy.wav\n",
      "./train_80\\OAF_bath_neutral.wav\n",
      "./train_80\\OAF_bath_ps.wav\n",
      "./train_80\\OAF_bath_sad.wav\n",
      "./train_80\\OAF_bean_angry.wav\n",
      "./train_80\\OAF_bean_disgust.wav\n",
      "./train_80\\OAF_bean_fear.wav\n",
      "./train_80\\OAF_bean_happy.wav\n",
      "./train_80\\OAF_bean_neutral.wav\n",
      "./train_80\\OAF_bean_ps.wav\n",
      "./train_80\\OAF_bean_sad.wav\n",
      "./train_80\\OAF_beg_angry.wav\n",
      "./train_80\\OAF_beg_disgust.wav\n",
      "./train_80\\OAF_beg_fear.wav\n",
      "./train_80\\OAF_beg_happy.wav\n",
      "./train_80\\OAF_beg_neutral.wav\n",
      "./train_80\\OAF_beg_ps.wav\n",
      "./train_80\\OAF_beg_sad.wav\n",
      "./train_80\\OAF_bite_angry.wav\n",
      "./train_80\\OAF_bite_disgust.wav\n",
      "./train_80\\OAF_bite_fear.wav\n",
      "./train_80\\OAF_bite_happy.wav\n",
      "./train_80\\OAF_bite_ps.wav\n",
      "./train_80\\OAF_bite_sad.wav\n",
      "./train_80\\OAF_boat_angry.wav\n",
      "./train_80\\OAF_boat_disgust.wav\n",
      "./train_80\\OAF_boat_fear.wav\n",
      "./train_80\\OAF_boat_happy.wav\n",
      "./train_80\\OAF_boat_neutral.wav\n",
      "./train_80\\OAF_boat_ps.wav\n",
      "./train_80\\OAF_boat_sad.wav\n",
      "./train_80\\OAF_bone_angry.wav\n",
      "./train_80\\OAF_bone_disgust.wav\n",
      "./train_80\\OAF_bone_fear.wav\n",
      "./train_80\\OAF_bone_happy.wav\n",
      "./train_80\\OAF_bone_neutral.wav\n",
      "./train_80\\OAF_bone_ps.wav\n",
      "./train_80\\OAF_bone_sad.wav\n",
      "./train_80\\OAF_book_angry.wav\n",
      "./train_80\\OAF_book_disgust.wav\n",
      "./train_80\\OAF_book_fear.wav\n",
      "./train_80\\OAF_book_happy.wav\n",
      "./train_80\\OAF_book_neutral.wav\n",
      "./train_80\\OAF_book_ps.wav\n",
      "./train_80\\OAF_book_sad.wav\n",
      "./train_80\\OAF_bought_angry.wav\n",
      "./train_80\\OAF_bought_disgust.wav\n",
      "./train_80\\OAF_bought_fear.wav\n",
      "./train_80\\OAF_bought_happy.wav\n",
      "./train_80\\OAF_bought_neutral.wav\n",
      "./train_80\\OAF_bought_ps.wav\n",
      "./train_80\\OAF_bought_sad.wav\n",
      "./train_80\\OAF_burn_angry.wav\n",
      "./train_80\\OAF_burn_disgust.wav\n",
      "./train_80\\OAF_burn_fear.wav\n",
      "./train_80\\OAF_burn_happy.wav\n",
      "./train_80\\OAF_burn_neutral.wav\n",
      "./train_80\\OAF_burn_ps.wav\n",
      "./train_80\\OAF_burn_sad.wav\n",
      "./train_80\\OAF_cab_angry.wav\n",
      "./train_80\\OAF_cab_disgust.wav\n",
      "./train_80\\OAF_cab_fear.wav\n",
      "./train_80\\OAF_cab_happy.wav\n",
      "./train_80\\OAF_cab_neutral.wav\n",
      "./train_80\\OAF_cab_ps.wav\n",
      "./train_80\\OAF_cab_sad.wav\n",
      "./train_80\\OAF_calm_angry.wav\n",
      "./train_80\\OAF_calm_disgust.wav\n",
      "./train_80\\OAF_calm_fear.wav\n",
      "./train_80\\OAF_calm_happy.wav\n",
      "./train_80\\OAF_calm_neutral.wav\n",
      "./train_80\\OAF_calm_ps.wav\n",
      "./train_80\\OAF_calm_sad.wav\n",
      "./train_80\\OAF_came_angry.wav\n",
      "./train_80\\OAF_came_disgust.wav\n",
      "./train_80\\OAF_came_fear.wav\n",
      "./train_80\\OAF_came_happy.wav\n",
      "./train_80\\OAF_came_neutral.wav\n",
      "./train_80\\OAF_came_ps.wav\n",
      "./train_80\\OAF_came_sad.wav\n",
      "./train_80\\OAF_cause_angry.wav\n",
      "./train_80\\OAF_cause_disgust.wav\n",
      "./train_80\\OAF_cause_fear.wav\n",
      "./train_80\\OAF_cause_happy.wav\n",
      "./train_80\\OAF_cause_neutral.wav\n",
      "./train_80\\OAF_cause_ps.wav\n",
      "./train_80\\OAF_cause_sad.wav\n",
      "./train_80\\OAF_chain_angry.wav\n",
      "./train_80\\OAF_chain_disgust.wav\n",
      "./train_80\\OAF_chain_fear.wav\n",
      "./train_80\\OAF_chain_happy.wav\n",
      "./train_80\\OAF_chain_neutral.wav\n",
      "./train_80\\OAF_chain_ps.wav\n",
      "./train_80\\OAF_chain_sad.wav\n",
      "./train_80\\OAF_chair_angry.wav\n",
      "./train_80\\OAF_chair_disgust.wav\n",
      "./train_80\\OAF_chair_fear.wav\n",
      "./train_80\\OAF_chair_happy.wav\n",
      "./train_80\\OAF_chair_neutral.wav\n",
      "./train_80\\OAF_chair_ps.wav\n",
      "./train_80\\OAF_chair_sad.wav\n",
      "./train_80\\OAF_chalk_angry.wav\n",
      "./train_80\\OAF_chalk_disgust.wav\n",
      "./train_80\\OAF_chalk_fear.wav\n",
      "./train_80\\OAF_chalk_happy.wav\n",
      "./train_80\\OAF_chalk_neutral.wav\n",
      "./train_80\\OAF_chalk_ps.wav\n",
      "./train_80\\OAF_chalk_sad.wav\n",
      "./train_80\\OAF_chat_angry.wav\n",
      "./train_80\\OAF_chat_disgust.wav\n",
      "./train_80\\OAF_chat_fear.wav\n",
      "./train_80\\OAF_chat_happy.wav\n",
      "./train_80\\OAF_chat_neutral.wav\n",
      "./train_80\\OAF_chat_ps.wav\n",
      "./train_80\\OAF_chat_sad.wav\n",
      "./train_80\\OAF_check_angry.wav\n",
      "./train_80\\OAF_check_disgust.wav\n",
      "./train_80\\OAF_check_fear.wav\n",
      "./train_80\\OAF_check_happy.wav\n",
      "./train_80\\OAF_check_neutral.wav\n",
      "./train_80\\OAF_check_ps.wav\n",
      "./train_80\\OAF_check_sad.wav\n",
      "./train_80\\OAF_cheek_angry.wav\n",
      "./train_80\\OAF_cheek_disgust.wav\n",
      "./train_80\\OAF_cheek_fear.wav\n",
      "./train_80\\OAF_cheek_happy.wav\n",
      "./train_80\\OAF_cheek_neutral.wav\n",
      "./train_80\\OAF_cheek_ps.wav\n",
      "./train_80\\OAF_cheek_sad.wav\n",
      "./train_80\\OAF_chief_angry.wav\n",
      "./train_80\\OAF_chief_disgust.wav\n",
      "./train_80\\OAF_chief_fear.wav\n",
      "./train_80\\OAF_chief_happy.wav\n",
      "./train_80\\OAF_chief_neutral.wav\n",
      "./train_80\\OAF_chief_ps.wav\n",
      "./train_80\\OAF_chief_sad.wav\n",
      "./train_80\\OAF_choice_angry.wav\n",
      "./train_80\\OAF_choice_disgust.wav\n",
      "./train_80\\OAF_choice_fear.wav\n",
      "./train_80\\OAF_choice_happy.wav\n",
      "./train_80\\OAF_choice_neutral.wav\n",
      "./train_80\\OAF_choice_ps.wav\n",
      "./train_80\\OAF_choice_sad.wav\n",
      "./train_80\\OAF_cool_angry.wav\n",
      "./train_80\\OAF_cool_disgust.wav\n",
      "./train_80\\OAF_cool_fear.wav\n",
      "./train_80\\OAF_cool_happy.wav\n",
      "./train_80\\OAF_cool_neutral.wav\n",
      "./train_80\\OAF_cool_ps.wav\n",
      "./train_80\\OAF_cool_sad.wav\n",
      "./train_80\\OAF_dab_angry.wav\n",
      "./train_80\\OAF_dab_disgust.wav\n",
      "./train_80\\OAF_dab_fear.wav\n",
      "./train_80\\OAF_dab_happy.wav\n",
      "./train_80\\OAF_dab_neutral.wav\n",
      "./train_80\\OAF_dab_ps.wav\n",
      "./train_80\\OAF_dab_sad.wav\n",
      "./train_80\\OAF_date_angry.wav\n",
      "./train_80\\OAF_date_disgust.wav\n",
      "./train_80\\OAF_date_fear.wav\n",
      "./train_80\\OAF_date_happy.wav\n",
      "./train_80\\OAF_date_neutral.wav\n",
      "./train_80\\OAF_date_ps.wav\n",
      "./train_80\\OAF_date_sad.wav\n",
      "./train_80\\OAF_dead_angry.wav\n",
      "./train_80\\OAF_dead_disgust.wav\n",
      "./train_80\\OAF_dead_fear.wav\n",
      "./train_80\\OAF_dead_happy.wav\n",
      "./train_80\\OAF_dead_neutral.wav\n",
      "./train_80\\OAF_dead_ps.wav\n",
      "./train_80\\OAF_dead_sad.wav\n",
      "./train_80\\OAF_death_angry.wav\n",
      "./train_80\\OAF_death_disgust.wav\n",
      "./train_80\\OAF_death_fear.wav\n",
      "./train_80\\OAF_death_happy.wav\n",
      "./train_80\\OAF_death_neutral.wav\n",
      "./train_80\\OAF_death_ps.wav\n",
      "./train_80\\OAF_death_sad.wav\n",
      "./train_80\\OAF_deep_angry.wav\n",
      "./train_80\\OAF_deep_disgust.wav\n",
      "./train_80\\OAF_deep_fear.wav\n",
      "./train_80\\OAF_deep_happy.wav\n",
      "./train_80\\OAF_deep_neutral.wav\n",
      "./train_80\\OAF_deep_ps.wav\n",
      "./train_80\\OAF_deep_sad.wav\n",
      "./train_80\\OAF_dime_angry.wav\n",
      "./train_80\\OAF_dime_disgust.wav\n",
      "./train_80\\OAF_dime_fear.wav\n",
      "./train_80\\OAF_dime_happy.wav\n",
      "./train_80\\OAF_dime_neutral.wav\n",
      "./train_80\\OAF_dime_ps.wav\n",
      "./train_80\\OAF_dime_sad.wav\n",
      "./train_80\\OAF_dip_angry.wav\n",
      "./train_80\\OAF_dip_disgust.wav\n",
      "./train_80\\OAF_dip_fear.wav\n",
      "./train_80\\OAF_dip_happy.wav\n",
      "./train_80\\OAF_dip_neutral.wav\n",
      "./train_80\\OAF_dip_ps.wav\n",
      "./train_80\\OAF_dip_sad.wav\n",
      "./train_80\\OAF_ditch_angry.wav\n",
      "./train_80\\OAF_ditch_disgust.wav\n",
      "./train_80\\OAF_ditch_fear.wav\n",
      "./train_80\\OAF_ditch_happy.wav\n",
      "./train_80\\OAF_ditch_neutral.wav\n",
      "./train_80\\OAF_ditch_ps.wav\n",
      "./train_80\\OAF_ditch_sad.wav\n",
      "./train_80\\OAF_dodge_angry.wav\n",
      "./train_80\\OAF_dodge_disgust.wav\n",
      "./train_80\\OAF_dodge_fear.wav\n",
      "./train_80\\OAF_dodge_happy.wav\n",
      "./train_80\\OAF_dodge_neutral.wav\n",
      "./train_80\\OAF_dodge_ps.wav\n",
      "./train_80\\OAF_dodge_sad.wav\n",
      "./train_80\\OAF_dog_angry.wav\n",
      "./train_80\\OAF_dog_disgust.wav\n",
      "./train_80\\OAF_dog_fear.wav\n",
      "./train_80\\OAF_dog_happy.wav\n",
      "./train_80\\OAF_dog_neutral.wav\n",
      "./train_80\\OAF_dog_ps.wav\n",
      "./train_80\\OAF_dog_sad.wav\n",
      "./train_80\\OAF_doll_angry.wav\n",
      "./train_80\\OAF_doll_disgust.wav\n",
      "./train_80\\OAF_doll_fear.wav\n",
      "./train_80\\OAF_doll_happy.wav\n",
      "./train_80\\OAF_doll_neutral.wav\n",
      "./train_80\\OAF_doll_ps.wav\n",
      "./train_80\\OAF_doll_sad.wav\n",
      "./train_80\\OAF_door_angry.wav\n",
      "./train_80\\OAF_door_disgust.wav\n",
      "./train_80\\OAF_door_fear.wav\n",
      "./train_80\\OAF_door_happy.wav\n",
      "./train_80\\OAF_door_neutral.wav\n",
      "./train_80\\OAF_door_ps.wav\n",
      "./train_80\\OAF_door_sad.wav\n",
      "./train_80\\OAF_fail_angry.wav\n",
      "./train_80\\OAF_fail_disgust.wav\n",
      "./train_80\\OAF_fail_fear.wav\n",
      "./train_80\\OAF_fail_happy.wav\n",
      "./train_80\\OAF_fail_neutral.wav\n",
      "./train_80\\OAF_fail_ps.wav\n",
      "./train_80\\OAF_fail_sad.wav\n",
      "./train_80\\OAF_fall_angry.wav\n",
      "./train_80\\OAF_fall_disgust.wav\n",
      "./train_80\\OAF_fall_fear.wav\n",
      "./train_80\\OAF_fall_happy.wav\n",
      "./train_80\\OAF_fall_neutral.wav\n",
      "./train_80\\OAF_fall_ps.wav\n",
      "./train_80\\OAF_fall_sad.wav\n",
      "./train_80\\OAF_far_angry.wav\n",
      "./train_80\\OAF_far_disgust.wav\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./train_80\\OAF_far_fear.wav\n",
      "./train_80\\OAF_far_happy.wav\n",
      "./train_80\\OAF_far_neutral.wav\n",
      "./train_80\\OAF_far_ps.wav\n",
      "./train_80\\OAF_far_sad.wav\n",
      "./train_80\\OAF_fat_angry.wav\n",
      "./train_80\\OAF_fat_disgust.wav\n",
      "./train_80\\OAF_fat_fear.wav\n",
      "./train_80\\OAF_fat_happy.wav\n",
      "./train_80\\OAF_fat_neutral.wav\n",
      "./train_80\\OAF_fat_ps.wav\n",
      "./train_80\\OAF_fat_sad.wav\n",
      "./train_80\\OAF_fit_angry.wav\n",
      "./train_80\\OAF_fit_disgust.wav\n",
      "./train_80\\OAF_fit_fear.wav\n",
      "./train_80\\OAF_fit_happy.wav\n",
      "./train_80\\OAF_fit_neutral.wav\n",
      "./train_80\\OAF_fit_ps.wav\n",
      "./train_80\\OAF_fit_sad.wav\n",
      "./train_80\\OAF_five_angry.wav\n",
      "./train_80\\OAF_five_disgust.wav\n",
      "./train_80\\OAF_five_fear.wav\n",
      "./train_80\\OAF_five_happy.wav\n",
      "./train_80\\OAF_five_neutral.wav\n",
      "./train_80\\OAF_five_ps.wav\n",
      "./train_80\\OAF_five_sad.wav\n",
      "./train_80\\OAF_food_angry.wav\n",
      "./train_80\\OAF_food_disgust.wav\n",
      "./train_80\\OAF_food_fear.wav\n",
      "./train_80\\OAF_food_happy.wav\n",
      "./train_80\\OAF_food_neutral.wav\n",
      "./train_80\\OAF_food_ps.wav\n",
      "./train_80\\OAF_food_sad.wav\n",
      "./train_80\\OAF_gap_angry.wav\n",
      "./train_80\\OAF_gap_disgust.wav\n",
      "./train_80\\OAF_gap_fear.wav\n",
      "./train_80\\OAF_gap_happy.wav\n",
      "./train_80\\OAF_gap_neutral.wav\n",
      "./train_80\\OAF_gap_ps.wav\n",
      "./train_80\\OAF_gap_sad.wav\n",
      "./train_80\\OAF_gas_angry.wav\n",
      "./train_80\\OAF_gas_disgust.wav\n",
      "./train_80\\OAF_gas_fear.wav\n",
      "./train_80\\OAF_gas_happy.wav\n",
      "./train_80\\OAF_gas_neutral.wav\n",
      "./train_80\\OAF_gas_ps.wav\n",
      "./train_80\\OAF_gas_sad.wav\n",
      "./train_80\\OAF_gaze_angry.wav\n",
      "./train_80\\OAF_gaze_disgust.wav\n",
      "./train_80\\OAF_gaze_fear.wav\n",
      "./train_80\\OAF_gaze_happy.wav\n",
      "./train_80\\OAF_gaze_neutral.wav\n",
      "./train_80\\OAF_gaze_ps.wav\n",
      "./train_80\\OAF_gaze_sad.wav\n",
      "./train_80\\OAF_germ_angry.wav\n",
      "./train_80\\OAF_germ_disgust.wav\n",
      "./train_80\\OAF_germ_fear.wav\n",
      "./train_80\\OAF_germ_happy.wav\n",
      "./train_80\\OAF_germ_neutral.wav\n",
      "./train_80\\OAF_germ_ps.wav\n",
      "./train_80\\OAF_germ_sad.wav\n",
      "./train_80\\OAF_get_angry.wav\n",
      "./train_80\\OAF_get_disgust.wav\n",
      "./train_80\\OAF_get_fear.wav\n",
      "./train_80\\OAF_get_happy.wav\n",
      "./train_80\\OAF_get_neutral.wav\n",
      "./train_80\\OAF_get_ps.wav\n",
      "./train_80\\OAF_get_sad.wav\n",
      "./train_80\\OAF_gin_angry.wav\n",
      "./train_80\\OAF_gin_disgust.wav\n",
      "./train_80\\OAF_gin_fear.wav\n",
      "./train_80\\OAF_gin_happy.wav\n",
      "./train_80\\OAF_gin_neutral.wav\n",
      "./train_80\\OAF_gin_ps.wav\n",
      "./train_80\\OAF_gin_sad.wav\n",
      "./train_80\\OAF_goal_angry.wav\n",
      "./train_80\\OAF_goal_disgust.wav\n",
      "./train_80\\OAF_goal_fear.wav\n",
      "./train_80\\OAF_goal_happy.wav\n",
      "./train_80\\OAF_goal_neutral.wav\n",
      "./train_80\\OAF_goal_ps.wav\n",
      "./train_80\\OAF_goal_sad.wav\n",
      "./train_80\\OAF_good_angry.wav\n",
      "./train_80\\OAF_good_disgust.wav\n",
      "./train_80\\OAF_good_fear.wav\n",
      "./train_80\\OAF_good_happy.wav\n",
      "./train_80\\OAF_good_neutral.wav\n",
      "./train_80\\OAF_good_ps.wav\n",
      "./train_80\\OAF_good_sad.wav\n",
      "./train_80\\OAF_goose_angry.wav\n",
      "./train_80\\OAF_goose_disgust.wav\n",
      "./train_80\\OAF_goose_fear.wav\n",
      "./train_80\\OAF_goose_happy.wav\n",
      "./train_80\\OAF_goose_neutral.wav\n",
      "./train_80\\OAF_goose_ps.wav\n",
      "./train_80\\OAF_goose_sad.wav\n",
      "./train_80\\OAF_gun_angry.wav\n",
      "./train_80\\OAF_gun_disgust.wav\n",
      "./train_80\\OAF_gun_fear.wav\n",
      "./train_80\\OAF_gun_happy.wav\n",
      "./train_80\\OAF_gun_neutral.wav\n",
      "./train_80\\OAF_gun_ps.wav\n",
      "./train_80\\OAF_gun_sad.wav\n",
      "./train_80\\OAF_half_angry.wav\n",
      "./train_80\\OAF_half_disgust.wav\n",
      "./train_80\\OAF_half_fear.wav\n",
      "./train_80\\OAF_half_happy.wav\n",
      "./train_80\\OAF_half_neutral.wav\n",
      "./train_80\\OAF_half_ps.wav\n",
      "./train_80\\OAF_half_sad.wav\n",
      "./train_80\\OAF_hall_angry.wav\n",
      "./train_80\\OAF_hall_disgust.wav\n",
      "./train_80\\OAF_hall_fear.wav\n",
      "./train_80\\OAF_hall_happy.wav\n",
      "./train_80\\OAF_hall_neutral.wav\n",
      "./train_80\\OAF_hall_ps.wav\n",
      "./train_80\\OAF_hall_sad.wav\n",
      "./train_80\\OAF_hash_angry.wav\n",
      "./train_80\\OAF_hash_disgust.wav\n",
      "./train_80\\OAF_hash_fear.wav\n",
      "./train_80\\OAF_hash_happy.wav\n",
      "./train_80\\OAF_hash_neutral.wav\n",
      "./train_80\\OAF_hash_ps.wav\n",
      "./train_80\\OAF_hash_sad.wav\n",
      "./train_80\\OAF_hate_angry.wav\n",
      "./train_80\\OAF_hate_disgust.wav\n",
      "./train_80\\OAF_hate_fear.wav\n",
      "./train_80\\OAF_hate_happy.wav\n",
      "./train_80\\OAF_hate_neutral.wav\n",
      "./train_80\\OAF_hate_ps.wav\n",
      "./train_80\\OAF_hate_sad.wav\n",
      "./train_80\\OAF_have_angry.wav\n",
      "./train_80\\OAF_have_disgust.wav\n",
      "./train_80\\OAF_have_fear.wav\n",
      "./train_80\\OAF_have_happy.wav\n",
      "./train_80\\OAF_have_neutral.wav\n",
      "./train_80\\OAF_have_ps.wav\n",
      "./train_80\\OAF_have_sad.wav\n",
      "./train_80\\OAF_haze_angry.wav\n",
      "./train_80\\OAF_haze_disgust.wav\n",
      "./train_80\\OAF_haze_fear.wav\n",
      "./train_80\\OAF_haze_happy.wav\n",
      "./train_80\\OAF_haze_neutral.wav\n",
      "./train_80\\OAF_haze_ps.wav\n",
      "./train_80\\OAF_haze_sad.wav\n",
      "./train_80\\OAF_hire_angry.wav\n",
      "./train_80\\OAF_hire_disgust.wav\n",
      "./train_80\\OAF_hire_fear.wav\n",
      "./train_80\\OAF_hire_happy.wav\n",
      "./train_80\\OAF_hire_neutral.wav\n",
      "./train_80\\OAF_hire_ps.wav\n",
      "./train_80\\OAF_hire_sad.wav\n",
      "./train_80\\OAF_hit_angry.wav\n",
      "./train_80\\OAF_hit_disgust.wav\n",
      "./train_80\\OAF_hit_fear.wav\n",
      "./train_80\\OAF_hit_happy.wav\n",
      "./train_80\\OAF_hit_neutral.wav\n",
      "./train_80\\OAF_hit_ps.wav\n",
      "./train_80\\OAF_hit_sad.wav\n",
      "./train_80\\OAF_hole_angry.wav\n",
      "./train_80\\OAF_hole_disgust.wav\n",
      "./train_80\\OAF_hole_fear.wav\n",
      "./train_80\\OAF_hole_happy.wav\n",
      "./train_80\\OAF_hole_neutral.wav\n",
      "./train_80\\OAF_hole_ps.wav\n",
      "./train_80\\OAF_hole_sad.wav\n",
      "./train_80\\OAF_home_angry.wav\n",
      "./train_80\\OAF_home_disgust.wav\n",
      "./train_80\\OAF_home_fear.wav\n",
      "./train_80\\OAF_home_happy.wav\n",
      "./train_80\\OAF_home_neutral.wav\n",
      "./train_80\\OAF_home_ps.wav\n",
      "./train_80\\OAF_home_sad.wav\n",
      "./train_80\\OAF_hurl_angry.wav\n",
      "./train_80\\OAF_hurl_disgust.wav\n",
      "./train_80\\OAF_hurl_fear.wav\n",
      "./train_80\\OAF_hurl_happy.wav\n",
      "./train_80\\OAF_hurl_neutral.wav\n",
      "./train_80\\OAF_hurl_ps.wav\n",
      "./train_80\\OAF_hurl_sad.wav\n",
      "./train_80\\OAF_hush_angry.wav\n",
      "./train_80\\OAF_hush_disgust.wav\n",
      "./train_80\\OAF_hush_fear.wav\n",
      "./train_80\\OAF_hush_happy.wav\n",
      "./train_80\\OAF_hush_neutral.wav\n",
      "./train_80\\OAF_hush_ps.wav\n",
      "./train_80\\OAF_hush_sad.wav\n",
      "./train_80\\OAF_jail_angry.wav\n",
      "./train_80\\OAF_jail_disgust.wav\n",
      "./train_80\\OAF_jail_fear.wav\n",
      "./train_80\\OAF_jail_happy.wav\n",
      "./train_80\\OAF_jail_neutral.wav\n",
      "./train_80\\OAF_jail_ps.wav\n",
      "./train_80\\OAF_jail_sad.wav\n",
      "./train_80\\OAF_jar_angry.wav\n",
      "./train_80\\OAF_jar_disgust.wav\n",
      "./train_80\\OAF_jar_fear.wav\n",
      "./train_80\\OAF_jar_happy.wav\n",
      "./train_80\\OAF_jar_neutral.wav\n",
      "./train_80\\OAF_jar_ps.wav\n",
      "./train_80\\OAF_jar_sad.wav\n",
      "./train_80\\OAF_join_angry.wav\n",
      "./train_80\\OAF_join_disgust.wav\n",
      "./train_80\\OAF_join_fear.wav\n",
      "./train_80\\OAF_join_happy.wav\n",
      "./train_80\\OAF_join_neutral.wav\n",
      "./train_80\\OAF_join_ps.wav\n",
      "./train_80\\OAF_join_sad.wav\n",
      "./train_80\\OAF_judge_angry.wav\n",
      "./train_80\\OAF_judge_disgust.wav\n",
      "./train_80\\OAF_judge_fear.wav\n",
      "./train_80\\OAF_judge_happy.wav\n",
      "./train_80\\OAF_judge_neutral.wav\n",
      "./train_80\\OAF_judge_ps.wav\n",
      "./train_80\\OAF_judge_sad.wav\n",
      "./train_80\\OAF_jug_angry.wav\n",
      "./train_80\\OAF_jug_disgust.wav\n",
      "./train_80\\OAF_jug_fear.wav\n",
      "./train_80\\OAF_jug_happy.wav\n",
      "./train_80\\OAF_jug_neutral.wav\n",
      "./train_80\\OAF_jug_ps.wav\n",
      "./train_80\\OAF_jug_sad.wav\n",
      "./train_80\\OAF_juice_angry.wav\n",
      "./train_80\\OAF_juice_disgust.wav\n",
      "./train_80\\OAF_juice_fear.wav\n",
      "./train_80\\OAF_juice_happy.wav\n",
      "./train_80\\OAF_juice_neutral.wav\n",
      "./train_80\\OAF_juice_ps.wav\n",
      "./train_80\\OAF_juice_sad.wav\n",
      "./train_80\\OAF_keen_angry.wav\n",
      "./train_80\\OAF_keen_disgust.wav\n",
      "./train_80\\OAF_keen_fear.wav\n",
      "./train_80\\OAF_keen_happy.wav\n",
      "./train_80\\OAF_keen_neutral.wav\n",
      "./train_80\\OAF_keen_ps.wav\n",
      "./train_80\\OAF_keen_sad.wav\n",
      "./train_80\\OAF_keep_angry.wav\n",
      "./train_80\\OAF_keep_disgust.wav\n",
      "./train_80\\OAF_keep_fear.wav\n",
      "./train_80\\OAF_keep_happy.wav\n",
      "./train_80\\OAF_keep_neutral.wav\n",
      "./train_80\\OAF_keep_ps.wav\n",
      "./train_80\\OAF_keep_sad.wav\n",
      "./train_80\\OAF_keg_angry.wav\n",
      "./train_80\\OAF_keg_disgust.wav\n",
      "./train_80\\OAF_keg_fear.wav\n",
      "./train_80\\OAF_keg_happy.wav\n",
      "./train_80\\OAF_keg_neutral.wav\n",
      "./train_80\\OAF_keg_ps.wav\n",
      "./train_80\\OAF_keg_sad.wav\n",
      "./train_80\\OAF_kick_angry.wav\n",
      "./train_80\\OAF_kick_disgust.wav\n",
      "./train_80\\OAF_kick_fear.wav\n",
      "./train_80\\OAF_kick_happy.wav\n",
      "./train_80\\OAF_kick_neutral.wav\n",
      "./train_80\\OAF_kick_ps.wav\n",
      "./train_80\\OAF_kick_sad.wav\n",
      "./train_80\\OAF_kill_angry.wav\n",
      "./train_80\\OAF_kill_disgust.wav\n",
      "./train_80\\OAF_kill_fear.wav\n",
      "./train_80\\OAF_kill_happy.wav\n",
      "./train_80\\OAF_kill_neutral.wav\n",
      "./train_80\\OAF_kill_ps.wav\n",
      "./train_80\\OAF_kill_sad.wav\n",
      "./train_80\\OAF_king_angry.wav\n",
      "./train_80\\OAF_king_disgust.wav\n",
      "./train_80\\OAF_king_fear.wav\n",
      "./train_80\\OAF_king_happy.wav\n",
      "./train_80\\OAF_king_neutral.wav\n",
      "./train_80\\OAF_king_ps.wav\n",
      "./train_80\\OAF_king_sad.wav\n",
      "./train_80\\OAF_kite_angry.wav\n",
      "./train_80\\OAF_kite_disgust.wav\n",
      "./train_80\\OAF_kite_fear.wav\n",
      "./train_80\\OAF_kite_happy.wav\n",
      "./train_80\\OAF_kite_neutral.wav\n",
      "./train_80\\OAF_kite_ps.wav\n",
      "./train_80\\OAF_kite_sad.wav\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./train_80\\OAF_knock_angry.wav\n",
      "./train_80\\OAF_knock_disgust.wav\n",
      "./train_80\\OAF_knock_fear.wav\n",
      "./train_80\\OAF_knock_happy.wav\n",
      "./train_80\\OAF_knock_neutral.wav\n",
      "./train_80\\OAF_knock_ps.wav\n",
      "./train_80\\OAF_knock_sad.wav\n",
      "./train_80\\OAF_late_angry.wav\n",
      "./train_80\\OAF_late_disgust.wav\n",
      "./train_80\\OAF_late_fear.wav\n",
      "./train_80\\OAF_late_happy.wav\n",
      "./train_80\\OAF_late_neutral.wav\n",
      "./train_80\\OAF_late_ps.wav\n",
      "./train_80\\OAF_late_sad.wav\n",
      "./train_80\\OAF_laud_angry.wav\n",
      "./train_80\\OAF_laud_disgust.wav\n",
      "./train_80\\OAF_laud_fear.wav\n",
      "./train_80\\OAF_laud_happy.wav\n",
      "./train_80\\OAF_laud_neutral.wav\n",
      "./train_80\\OAF_laud_ps.wav\n",
      "./train_80\\OAF_laud_sad.wav\n",
      "./train_80\\OAF_lean_angry.wav\n",
      "./train_80\\OAF_lean_disgust.wav\n",
      "./train_80\\OAF_lean_fear.wav\n",
      "./train_80\\OAF_lean_happy.wav\n",
      "./train_80\\OAF_lean_neutral.wav\n",
      "./train_80\\OAF_lean_ps.wav\n",
      "./train_80\\OAF_lean_sad.wav\n",
      "./train_80\\OAF_learn_angry.wav\n",
      "./train_80\\OAF_learn_disgust.wav\n",
      "./train_80\\OAF_learn_fear.wav\n",
      "./train_80\\OAF_learn_happy.wav\n",
      "./train_80\\OAF_learn_neutral.wav\n",
      "./train_80\\OAF_learn_ps.wav\n",
      "./train_80\\OAF_learn_sad.wav\n",
      "./train_80\\OAF_lease_angry.wav\n",
      "./train_80\\OAF_lease_disgust.wav\n",
      "./train_80\\OAF_lease_fear.wav\n",
      "./train_80\\OAF_lease_happy.wav\n",
      "./train_80\\OAF_lease_neutral.wav\n",
      "./train_80\\OAF_lease_ps.wav\n",
      "./train_80\\OAF_lease_sad.wav\n",
      "./train_80\\OAF_lid_angry.wav\n",
      "./train_80\\OAF_lid_disgust.wav\n",
      "./train_80\\OAF_lid_fear.wav\n",
      "./train_80\\OAF_lid_happy.wav\n",
      "./train_80\\OAF_lid_neutral.wav\n",
      "./train_80\\OAF_lid_ps.wav\n",
      "./train_80\\OAF_lid_sad.wav\n",
      "./train_80\\OAF_life_angry.wav\n",
      "./train_80\\OAF_life_disgust.wav\n",
      "./train_80\\OAF_life_fear.wav\n",
      "./train_80\\OAF_life_happy.wav\n",
      "./train_80\\OAF_life_neutral.wav\n",
      "./train_80\\OAF_life_ps.wav\n",
      "./train_80\\OAF_life_sad.wav\n",
      "./train_80\\OAF_limb_angry.wav\n",
      "./train_80\\OAF_limb_disgust.wav\n",
      "./train_80\\OAF_limb_fear.wav\n",
      "./train_80\\OAF_limb_happy.wav\n",
      "./train_80\\OAF_limb_neutral.wav\n",
      "./train_80\\OAF_limb_ps.wav\n",
      "./train_80\\OAF_limb_sad.wav\n",
      "./train_80\\OAF_live_angry.wav\n",
      "./train_80\\OAF_live_disgust.wav\n",
      "./train_80\\OAF_live_fear.wav\n",
      "./train_80\\OAF_live_happy.wav\n",
      "./train_80\\OAF_live_neutral.wav\n",
      "./train_80\\OAF_live_ps.wav\n",
      "./train_80\\OAF_live_sad.wav\n",
      "./train_80\\OAF_loaf_angry.wav\n",
      "./train_80\\OAF_loaf_disgust.wav\n",
      "./train_80\\OAF_loaf_fear.wav\n",
      "./train_80\\OAF_loaf_happy.wav\n",
      "./train_80\\OAF_loaf_neutral.wav\n",
      "./train_80\\OAF_loaf_ps.wav\n",
      "./train_80\\OAF_loaf_sad.wav\n",
      "./train_80\\OAF_long_angry.wav\n",
      "./train_80\\OAF_long_disgust.wav\n",
      "./train_80\\OAF_long_fear.wav\n",
      "./train_80\\OAF_long_happy.wav\n",
      "./train_80\\OAF_long_neutral.wav\n",
      "./train_80\\OAF_long_ps.wav\n",
      "./train_80\\OAF_long_sad.wav\n",
      "./train_80\\OAF_lore_angry.wav\n",
      "./train_80\\OAF_lore_disgust.wav\n",
      "./train_80\\OAF_lore_fear.wav\n",
      "./train_80\\OAF_lore_happy.wav\n",
      "./train_80\\OAF_lore_neutral.wav\n",
      "./train_80\\OAF_lore_ps.wav\n",
      "./train_80\\OAF_lore_sad.wav\n",
      "./train_80\\OAF_lose_angry.wav\n",
      "./train_80\\OAF_lose_disgust.wav\n",
      "./train_80\\OAF_lose_fear.wav\n",
      "./train_80\\OAF_lose_happy.wav\n",
      "./train_80\\OAF_lose_neutral.wav\n",
      "./train_80\\OAF_lose_ps.wav\n",
      "./train_80\\OAF_lose_sad.wav\n",
      "./train_80\\OAF_lot_angry.wav\n",
      "./train_80\\OAF_lot_disgust.wav\n",
      "./train_80\\OAF_lot_fear.wav\n",
      "./train_80\\OAF_lot_happy.wav\n",
      "./train_80\\OAF_lot_neutral.wav\n",
      "./train_80\\OAF_lot_ps.wav\n",
      "./train_80\\OAF_lot_sad.wav\n",
      "./train_80\\OAF_love_angry.wav\n",
      "./train_80\\OAF_love_disgust.wav\n",
      "./train_80\\OAF_love_fear.wav\n",
      "./train_80\\OAF_love_happy.wav\n",
      "./train_80\\OAF_love_neutral.wav\n",
      "./train_80\\OAF_love_ps.wav\n",
      "./train_80\\OAF_love_sad.wav\n",
      "./train_80\\OAF_luck_angry.wav\n",
      "./train_80\\OAF_luck_disgust.wav\n",
      "./train_80\\OAF_luck_fear.wav\n",
      "./train_80\\OAF_luck_happy.wav\n",
      "./train_80\\OAF_luck_neutral.wav\n",
      "./train_80\\OAF_luck_ps.wav\n",
      "./train_80\\OAF_luck_sad.wav\n",
      "./train_80\\OAF_make_angry.wav\n",
      "./train_80\\OAF_make_disgust.wav\n",
      "./train_80\\OAF_make_fear.wav\n",
      "./train_80\\OAF_make_happy.wav\n",
      "./train_80\\OAF_make_neutral.wav\n",
      "./train_80\\OAF_make_ps.wav\n",
      "./train_80\\OAF_make_sad.wav\n",
      "./train_80\\OAF_match_angry.wav\n",
      "./train_80\\OAF_match_disgust.wav\n",
      "./train_80\\OAF_match_fear.wav\n",
      "./train_80\\OAF_match_happy.wav\n",
      "./train_80\\OAF_match_neutral.wav\n",
      "./train_80\\OAF_match_ps.wav\n",
      "./train_80\\OAF_match_sad.wav\n",
      "./train_80\\OAF_merge_angry.wav\n",
      "./train_80\\OAF_merge_disgust.wav\n",
      "./train_80\\OAF_merge_fear.wav\n",
      "./train_80\\OAF_merge_happy.wav\n",
      "./train_80\\OAF_merge_neutral.wav\n",
      "./train_80\\OAF_merge_ps.wav\n",
      "./train_80\\OAF_merge_sad.wav\n",
      "./train_80\\OAF_mess_angry.wav\n",
      "./train_80\\OAF_mess_disgust.wav\n",
      "./train_80\\OAF_mess_fear.wav\n",
      "./train_80\\OAF_mess_happy.wav\n",
      "./train_80\\OAF_mess_neutral.wav\n",
      "./train_80\\OAF_mess_ps.wav\n",
      "./train_80\\OAF_mess_sad.wav\n",
      "./train_80\\OAF_met_angry.wav\n",
      "./train_80\\OAF_met_disgust.wav\n",
      "./train_80\\OAF_met_fear.wav\n",
      "./train_80\\OAF_met_happy.wav\n",
      "./train_80\\OAF_met_neutral.wav\n",
      "./train_80\\OAF_met_ps.wav\n",
      "./train_80\\OAF_met_sad.wav\n",
      "./train_80\\OAF_mill_angry.wav\n",
      "./train_80\\OAF_mill_disgust.wav\n",
      "./train_80\\OAF_mill_fear.wav\n",
      "./train_80\\OAF_mill_happy.wav\n",
      "./train_80\\OAF_mill_neutral.wav\n",
      "./train_80\\OAF_mill_ps.wav\n",
      "./train_80\\OAF_mill_sad.wav\n",
      "./train_80\\OAF_mob_angry.wav\n",
      "./train_80\\OAF_mob_disgust.wav\n",
      "./train_80\\OAF_mob_fear.wav\n",
      "./train_80\\OAF_mob_happy.wav\n",
      "./train_80\\OAF_mob_neutral.wav\n",
      "./train_80\\OAF_mob_ps.wav\n",
      "./train_80\\OAF_mob_sad.wav\n",
      "./train_80\\OAF_mode_angry.wav\n",
      "./train_80\\OAF_mode_disgust.wav\n",
      "./train_80\\OAF_mode_fear.wav\n",
      "./train_80\\OAF_mode_happy.wav\n",
      "./train_80\\OAF_mode_neutral.wav\n",
      "./train_80\\OAF_mode_ps.wav\n",
      "./train_80\\OAF_mode_sad.wav\n",
      "./train_80\\OAF_mood_angry.wav\n",
      "./train_80\\OAF_mood_disgust.wav\n",
      "./train_80\\OAF_mood_fear.wav\n",
      "./train_80\\OAF_mood_happy.wav\n",
      "./train_80\\OAF_mood_neutral.wav\n",
      "./train_80\\OAF_mood_ps.wav\n",
      "./train_80\\OAF_mood_sad.wav\n",
      "./train_80\\OAF_moon_angry.wav\n",
      "./train_80\\OAF_moon_disgust.wav\n",
      "./train_80\\OAF_moon_fear.wav\n",
      "./train_80\\OAF_moon_happy.wav\n",
      "./train_80\\OAF_moon_neutral.wav\n",
      "./train_80\\OAF_moon_ps.wav\n",
      "./train_80\\OAF_moon_sad.wav\n",
      "./train_80\\OAF_mop_angry.wav\n",
      "./train_80\\OAF_mop_disgust.wav\n",
      "./train_80\\OAF_mop_fear.wav\n",
      "./train_80\\OAF_mop_happy.wav\n",
      "./train_80\\OAF_mop_neutral.wav\n",
      "./train_80\\OAF_mop_ps.wav\n",
      "./train_80\\OAF_mop_sad.wav\n",
      "./train_80\\OAF_mouse_angry.wav\n",
      "./train_80\\OAF_mouse_disgust.wav\n",
      "./train_80\\OAF_mouse_fear.wav\n",
      "./train_80\\OAF_mouse_happy.wav\n",
      "./train_80\\OAF_mouse_neutral.wav\n",
      "./train_80\\OAF_mouse_ps.wav\n",
      "./train_80\\OAF_mouse_sad.wav\n",
      "./train_80\\OAF_nag_angry.wav\n",
      "./train_80\\OAF_nag_disgust.wav\n",
      "./train_80\\OAF_nag_fear.wav\n",
      "./train_80\\OAF_nag_happy.wav\n",
      "./train_80\\OAF_nag_neutral.wav\n",
      "./train_80\\OAF_nag_ps.wav\n",
      "./train_80\\OAF_nag_sad.wav\n",
      "./train_80\\OAF_name_angry.wav\n",
      "./train_80\\OAF_name_disgust.wav\n",
      "./train_80\\OAF_name_fear.wav\n",
      "./train_80\\OAF_name_happy.wav\n",
      "./train_80\\OAF_name_neutral.wav\n",
      "./train_80\\OAF_name_ps.wav\n",
      "./train_80\\OAF_name_sad.wav\n",
      "./train_80\\OAF_near_angry.wav\n",
      "./train_80\\OAF_near_disgust.wav\n",
      "./train_80\\OAF_near_fear.wav\n",
      "./train_80\\OAF_near_happy.wav\n",
      "./train_80\\OAF_near_neutral.wav\n",
      "./train_80\\OAF_near_ps.wav\n",
      "./train_80\\OAF_near_sad.wav\n",
      "./train_80\\OAF_neat_angry.wav\n",
      "./train_80\\OAF_neat_disgust.wav\n",
      "./train_80\\OAF_neat_fear.wav\n",
      "./train_80\\OAF_neat_happy.wav\n",
      "./train_80\\OAF_neat_neutral.wav\n",
      "./train_80\\OAF_neat_ps.wav\n",
      "./train_80\\OAF_neat_sad.wav\n",
      "./train_80\\OAF_nice_angry.wav\n",
      "./train_80\\OAF_nice_disgust.wav\n",
      "./train_80\\OAF_nice_fear.wav\n",
      "./train_80\\OAF_nice_happy.wav\n",
      "./train_80\\OAF_nice_neutral.wav\n",
      "./train_80\\OAF_nice_ps.wav\n",
      "./train_80\\OAF_nice_sad.wav\n",
      "./train_80\\OAF_note_angry.wav\n",
      "./train_80\\OAF_note_disgust.wav\n",
      "./train_80\\OAF_note_fear.wav\n",
      "./train_80\\OAF_note_happy.wav\n",
      "./train_80\\OAF_note_neutral.wav\n",
      "./train_80\\OAF_note_ps.wav\n",
      "./train_80\\OAF_note_sad.wav\n",
      "./train_80\\OAF_numb_angry.wav\n",
      "./train_80\\OAF_numb_disgust.wav\n",
      "./train_80\\OAF_numb_fear.wav\n",
      "./train_80\\OAF_numb_happy.wav\n",
      "./train_80\\OAF_numb_neutral.wav\n",
      "./train_80\\OAF_numb_ps.wav\n",
      "./train_80\\OAF_numb_sad.wav\n",
      "./train_80\\OAF_pad_angry.wav\n",
      "./train_80\\OAF_pad_disgust.wav\n",
      "./train_80\\OAF_pad_fear.wav\n",
      "./train_80\\OAF_pad_happy.wav\n",
      "./train_80\\OAF_pad_neutral.wav\n",
      "./train_80\\OAF_pad_ps.wav\n",
      "./train_80\\OAF_pad_sad.wav\n",
      "./train_80\\OAF_page_angry.wav\n",
      "./train_80\\OAF_page_disgust.wav\n",
      "./train_80\\OAF_page_fear.wav\n",
      "./train_80\\OAF_page_happy.wav\n",
      "./train_80\\OAF_page_neutral.wav\n",
      "./train_80\\OAF_page_ps.wav\n",
      "./train_80\\OAF_page_sad.wav\n",
      "./train_80\\OAF_pain_angry.wav\n",
      "./train_80\\OAF_pain_disgust.wav\n",
      "./train_80\\OAF_pain_fear.wav\n",
      "./train_80\\OAF_pain_happy.wav\n",
      "./train_80\\OAF_pain_neutral.wav\n",
      "./train_80\\OAF_pain_ps.wav\n",
      "./train_80\\OAF_pain_sad.wav\n",
      "./train_80\\OAF_pass_angry.wav\n",
      "./train_80\\OAF_pass_disgust.wav\n",
      "./train_80\\OAF_pass_fear.wav\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./train_80\\OAF_pass_happy.wav\n",
      "./train_80\\OAF_pass_neutral.wav\n",
      "./train_80\\OAF_pass_ps.wav\n",
      "./train_80\\OAF_pass_sad.wav\n",
      "./train_80\\OAF_pearl_angry.wav\n",
      "./train_80\\OAF_pearl_disgust.wav\n",
      "./train_80\\OAF_pearl_fear.wav\n",
      "./train_80\\OAF_pearl_happy.wav\n",
      "./train_80\\OAF_pearl_neutral.wav\n",
      "./train_80\\OAF_pearl_ps.wav\n",
      "./train_80\\OAF_pearl_sad.wav\n",
      "./train_80\\OAF_peg_angry.wav\n",
      "./train_80\\OAF_peg_disgust.wav\n",
      "./train_80\\OAF_peg_fear.wav\n",
      "./train_80\\OAF_peg_happy.wav\n",
      "./train_80\\OAF_peg_neutral.wav\n",
      "./train_80\\OAF_peg_ps.wav\n",
      "./train_80\\OAF_peg_sad.wav\n",
      "./train_80\\OAF_perch_angry.wav\n",
      "./train_80\\OAF_perch_disgust.wav\n",
      "./train_80\\OAF_perch_fear.wav\n",
      "./train_80\\OAF_perch_happy.wav\n",
      "./train_80\\OAF_perch_neutral.wav\n",
      "./train_80\\OAF_perch_ps.wav\n",
      "./train_80\\OAF_perch_sad.wav\n",
      "./train_80\\OAF_phone_angry.wav\n",
      "./train_80\\OAF_phone_disgust.wav\n",
      "./train_80\\OAF_phone_fear.wav\n",
      "./train_80\\OAF_phone_happy.wav\n",
      "./train_80\\OAF_phone_neutral.wav\n",
      "./train_80\\OAF_phone_ps.wav\n",
      "./train_80\\OAF_phone_sad.wav\n",
      "./train_80\\OAF_pick_angry.wav\n",
      "./train_80\\OAF_pick_disgust.wav\n",
      "./train_80\\OAF_pick_fear.wav\n",
      "./train_80\\OAF_pick_happy.wav\n",
      "./train_80\\OAF_pick_neutral.wav\n",
      "./train_80\\OAF_pick_ps.wav\n",
      "./train_80\\OAF_pick_sad.wav\n",
      "./train_80\\OAF_pike_angry.wav\n",
      "./train_80\\OAF_pike_disgust.wav\n",
      "./train_80\\OAF_pike_fear.wav\n",
      "./train_80\\OAF_pike_happy.wav\n",
      "./train_80\\OAF_pike_neutral.wav\n",
      "./train_80\\OAF_pike_ps.wav\n",
      "./train_80\\OAF_pike_sad.wav\n",
      "./train_80\\OAF_pole_angry.wav\n",
      "./train_80\\OAF_pole_disgust.wav\n",
      "./train_80\\OAF_pole_fear.wav\n",
      "./train_80\\OAF_pole_happy.wav\n",
      "./train_80\\OAF_pole_neutral.wav\n",
      "./train_80\\OAF_pole_ps.wav\n",
      "./train_80\\OAF_pole_sad.wav\n",
      "./train_80\\OAF_pool_angry.wav\n",
      "./train_80\\OAF_pool_disgust.wav\n",
      "./train_80\\OAF_pool_fear.wav\n",
      "./train_80\\OAF_pool_happy.wav\n",
      "./train_80\\OAF_pool_neutral.wav\n",
      "./train_80\\OAF_pool_ps.wav\n",
      "./train_80\\OAF_pool_sad.wav\n",
      "./train_80\\OAF_puff_angry.wav\n",
      "./train_80\\OAF_puff_disgust.wav\n",
      "./train_80\\OAF_puff_fear.wav\n",
      "./train_80\\OAF_puff_happy.wav\n",
      "./train_80\\OAF_puff_neutral.wav\n",
      "./train_80\\OAF_puff_ps.wav\n",
      "./train_80\\OAF_puff_sad.wav\n",
      "./train_80\\OAF_rag_angry.wav\n",
      "./train_80\\OAF_rag_disgust.wav\n",
      "./train_80\\OAF_rag_fear.wav\n",
      "./train_80\\OAF_rag_happy.wav\n",
      "./train_80\\OAF_rag_neutral.wav\n",
      "./train_80\\OAF_rag_ps.wav\n",
      "./train_80\\OAF_rag_sad.wav\n",
      "./train_80\\OAF_raid_angry.wav\n",
      "./train_80\\OAF_raid_disgust.wav\n",
      "./train_80\\OAF_raid_fear.wav\n",
      "./train_80\\OAF_raid_happy.wav\n",
      "./train_80\\OAF_raid_neutral.wav\n",
      "./train_80\\OAF_raid_ps.wav\n",
      "./train_80\\OAF_raid_sad.wav\n",
      "./train_80\\OAF_rain_angry.wav\n",
      "./train_80\\OAF_rain_disgust.wav\n",
      "./train_80\\OAF_rain_fear.wav\n",
      "./train_80\\OAF_rain_happy.wav\n",
      "./train_80\\OAF_rain_neutral.wav\n",
      "./train_80\\OAF_rain_ps.wav\n",
      "./train_80\\OAF_rain_sad.wav\n",
      "./train_80\\OAF_raise_angry.wav\n",
      "./train_80\\OAF_raise_disgust.wav\n",
      "./train_80\\OAF_raise_fear.wav\n",
      "./train_80\\OAF_raise_happy.wav\n",
      "./train_80\\OAF_raise_neutral.wav\n",
      "./train_80\\OAF_raise_ps.wav\n",
      "./train_80\\OAF_raise_sad.wav\n",
      "./train_80\\OAF_rat_angry.wav\n",
      "./train_80\\OAF_rat_disgust.wav\n",
      "./train_80\\OAF_rat_fear.wav\n",
      "./train_80\\OAF_rat_happy.wav\n",
      "./train_80\\OAF_rat_neutral.wav\n",
      "./train_80\\OAF_rat_ps.wav\n",
      "./train_80\\OAF_rat_sad.wav\n",
      "./train_80\\OAF_reach_angry.wav\n",
      "./train_80\\OAF_reach_disgust.wav\n",
      "./train_80\\OAF_reach_fear.wav\n",
      "./train_80\\OAF_reach_happy.wav\n",
      "./train_80\\OAF_reach_neutral.wav\n",
      "./train_80\\OAF_reach_ps.wav\n",
      "./train_80\\OAF_reach_sad.wav\n",
      "./train_80\\OAF_read_angry.wav\n",
      "./train_80\\OAF_read_disgust.wav\n",
      "./train_80\\OAF_read_fear.wav\n",
      "./train_80\\OAF_read_happy.wav\n",
      "./train_80\\OAF_read_neutral.wav\n",
      "./train_80\\OAF_read_ps.wav\n",
      "./train_80\\OAF_read_sad.wav\n",
      "./train_80\\OAF_red_angry.wav\n",
      "./train_80\\OAF_red_disgust.wav\n",
      "./train_80\\OAF_red_fear.wav\n",
      "./train_80\\OAF_red_happy.wav\n",
      "./train_80\\OAF_red_neutral.wav\n",
      "./train_80\\OAF_red_ps.wav\n",
      "./train_80\\OAF_red_sad.wav\n",
      "./train_80\\OAF_ring_angry.wav\n",
      "./train_80\\OAF_ring_disgust.wav\n",
      "./train_80\\OAF_ring_fear.wav\n",
      "./train_80\\OAF_ring_happy.wav\n",
      "./train_80\\OAF_ring_neutral.wav\n",
      "./train_80\\OAF_ring_ps.wav\n",
      "./train_80\\OAF_ring_sad.wav\n",
      "./train_80\\OAF_ripe_angry.wav\n",
      "./train_80\\OAF_ripe_disgust.wav\n",
      "./train_80\\OAF_ripe_fear.wav\n",
      "./train_80\\OAF_ripe_happy.wav\n",
      "./train_80\\OAF_ripe_neutral.wav\n",
      "./train_80\\OAF_ripe_ps.wav\n",
      "./train_80\\OAF_ripe_sad.wav\n",
      "./train_80\\OAF_road_angry.wav\n",
      "./train_80\\OAF_road_disgust.wav\n",
      "./train_80\\OAF_road_fear.wav\n",
      "./train_80\\OAF_road_happy.wav\n",
      "./train_80\\OAF_road_neutral.wav\n",
      "./train_80\\OAF_road_ps.wav\n",
      "./train_80\\OAF_road_sad.wav\n",
      "./train_80\\OAF_room_angry.wav\n",
      "./train_80\\OAF_room_disgust.wav\n",
      "./train_80\\OAF_room_fear.wav\n",
      "./train_80\\OAF_room_happy.wav\n",
      "./train_80\\OAF_room_neutral.wav\n",
      "./train_80\\OAF_room_ps.wav\n",
      "./train_80\\OAF_room_sad.wav\n",
      "./train_80\\OAF_rose_angry.wav\n",
      "./train_80\\OAF_rose_disgust.wav\n",
      "./train_80\\OAF_rose_fear.wav\n",
      "./train_80\\OAF_rose_happy.wav\n",
      "./train_80\\OAF_rose_neutral.wav\n",
      "./train_80\\OAF_rose_ps.wav\n",
      "./train_80\\OAF_rose_sad.wav\n",
      "./train_80\\OAF_rot_angry.wav\n",
      "./train_80\\OAF_rot_disgust.wav\n",
      "./train_80\\OAF_rot_fear.wav\n",
      "./train_80\\OAF_rot_happy.wav\n",
      "./train_80\\OAF_rot_neutral.wav\n",
      "./train_80\\OAF_rot_ps.wav\n",
      "./train_80\\OAF_rot_sad.wav\n",
      "./train_80\\OAF_rough_angry.wav\n",
      "./train_80\\OAF_rough_disgust.wav\n",
      "./train_80\\OAF_rough_fear.wav\n",
      "./train_80\\OAF_rough_happy.wav\n",
      "./train_80\\OAF_rough_neutral.wav\n",
      "./train_80\\OAF_rough_ps.wav\n",
      "./train_80\\OAF_rough_sad.wav\n",
      "./train_80\\OAF_rush_angry.wav\n",
      "./train_80\\OAF_rush_disgust.wav\n",
      "./train_80\\OAF_rush_fear.wav\n",
      "./train_80\\OAF_rush_happy.wav\n",
      "./train_80\\OAF_rush_neutral.wav\n",
      "./train_80\\OAF_rush_ps.wav\n",
      "./train_80\\OAF_rush_sad.wav\n",
      "./train_80\\OAF_said_angry.wav\n",
      "./train_80\\OAF_said_disgust.wav\n",
      "./train_80\\OAF_said_fear.wav\n",
      "./train_80\\OAF_said_happy.wav\n",
      "./train_80\\OAF_said_neutral.wav\n",
      "./train_80\\OAF_said_ps.wav\n",
      "./train_80\\OAF_said_sad.wav\n",
      "./train_80\\OAF_sail_angry.wav\n",
      "./train_80\\OAF_sail_disgust.wav\n",
      "./train_80\\OAF_sail_fear.wav\n",
      "./train_80\\OAF_sail_happy.wav\n",
      "./train_80\\OAF_sail_neutral.wav\n",
      "./train_80\\OAF_sail_ps.wav\n",
      "./train_80\\OAF_sail_sad.wav\n",
      "./train_80\\OAF_search_angry.wav\n",
      "./train_80\\OAF_search_disgust.wav\n",
      "./train_80\\OAF_search_fear.wav\n",
      "./train_80\\OAF_search_happy.wav\n",
      "./train_80\\OAF_search_neutral.wav\n",
      "./train_80\\OAF_search_ps.wav\n",
      "./train_80\\OAF_search_sad.wav\n",
      "./train_80\\OAF_seize_angry.wav\n",
      "./train_80\\OAF_seize_disgust.wav\n",
      "./train_80\\OAF_seize_fear.wav\n",
      "./train_80\\OAF_seize_happy.wav\n",
      "./train_80\\OAF_seize_neutral.wav\n",
      "./train_80\\OAF_seize_ps.wav\n",
      "./train_80\\OAF_seize_sad.wav\n",
      "./train_80\\OAF_sell_angry.wav\n",
      "./train_80\\OAF_sell_disgust.wav\n",
      "./train_80\\OAF_sell_fear.wav\n",
      "./train_80\\OAF_sell_happy.wav\n",
      "./train_80\\OAF_sell_neutral.wav\n",
      "./train_80\\OAF_sell_ps.wav\n",
      "./train_80\\OAF_sell_sad.wav\n",
      "./train_80\\OAF_shack_angry.wav\n",
      "./train_80\\OAF_shack_disgust.wav\n",
      "./train_80\\OAF_shack_fear.wav\n",
      "./train_80\\OAF_shack_happy.wav\n",
      "./train_80\\OAF_shack_neutral.wav\n",
      "./train_80\\OAF_shack_ps.wav\n",
      "./train_80\\OAF_shack_sad.wav\n",
      "./train_80\\OAF_shall_angry.wav\n",
      "./train_80\\OAF_shall_disgust.wav\n",
      "./train_80\\OAF_shall_fear.wav\n",
      "./train_80\\OAF_shall_happy.wav\n",
      "./train_80\\OAF_shall_neutral.wav\n",
      "./train_80\\OAF_shall_ps.wav\n",
      "./train_80\\OAF_shall_sad.wav\n",
      "./train_80\\OAF_shawl_angry.wav\n",
      "./train_80\\OAF_shawl_disgust.wav\n",
      "./train_80\\OAF_shawl_fear.wav\n",
      "./train_80\\OAF_shawl_happy.wav\n",
      "./train_80\\OAF_shawl_neutral.wav\n",
      "./train_80\\OAF_shawl_ps.wav\n",
      "./train_80\\OAF_shawl_sad.wav\n",
      "./train_80\\OAF_sheep_angry.wav\n",
      "./train_80\\OAF_sheep_disgust.wav\n",
      "./train_80\\OAF_sheep_fear.wav\n",
      "./train_80\\OAF_sheep_happy.wav\n",
      "./train_80\\OAF_sheep_neutral.wav\n",
      "./train_80\\OAF_sheep_ps.wav\n",
      "./train_80\\OAF_sheep_sad.wav\n",
      "./train_80\\OAF_shirt_angry.wav\n",
      "./train_80\\OAF_shirt_disgust.wav\n",
      "./train_80\\OAF_shirt_fear.wav\n",
      "./train_80\\OAF_shirt_happy.wav\n",
      "./train_80\\OAF_shirt_neutral.wav\n",
      "./train_80\\OAF_shirt_ps.wav\n",
      "./train_80\\OAF_shirt_sad.wav\n",
      "./train_80\\OAF_should_angry.wav\n",
      "./train_80\\OAF_should_disgust.wav\n",
      "./train_80\\OAF_should_fear.wav\n",
      "./train_80\\OAF_should_happy.wav\n",
      "./train_80\\OAF_should_neutral.wav\n",
      "./train_80\\OAF_should_ps.wav\n",
      "./train_80\\OAF_should_sad.wav\n",
      "./train_80\\OAF_shout_angry.wav\n",
      "./train_80\\OAF_shout_disgust.wav\n",
      "./train_80\\OAF_shout_fear.wav\n",
      "./train_80\\OAF_shout_happy.wav\n",
      "./train_80\\OAF_shout_neutral.wav\n",
      "./train_80\\OAF_shout_ps.wav\n",
      "./train_80\\OAF_shout_sad.wav\n",
      "./train_80\\OAF_size_angry.wav\n",
      "./train_80\\OAF_size_disgust.wav\n",
      "./train_80\\OAF_size_fear.wav\n",
      "./train_80\\OAF_size_happy.wav\n",
      "./train_80\\OAF_size_neutral.wav\n",
      "./train_80\\OAF_size_ps.wav\n",
      "./train_80\\OAF_size_sad.wav\n",
      "./train_80\\OAF_soap_angry.wav\n",
      "./train_80\\OAF_soap_disgust.wav\n",
      "./train_80\\OAF_soap_fear.wav\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./train_80\\OAF_soap_happy.wav\n",
      "./train_80\\OAF_soap_neutral.wav\n",
      "./train_80\\OAF_soap_ps.wav\n",
      "./train_80\\OAF_soap_sad.wav\n",
      "./train_80\\OAF_soup_angry.wav\n",
      "./train_80\\OAF_soup_disgust.wav\n",
      "./train_80\\OAF_soup_fear.wav\n",
      "./train_80\\OAF_soup_happy.wav\n",
      "./train_80\\OAF_soup_neutral.wav\n",
      "./train_80\\OAF_soup_ps.wav\n",
      "./train_80\\OAF_soup_sad.wav\n",
      "./train_80\\OAF_sour_angry.wav\n",
      "./train_80\\OAF_sour_disgust.wav\n",
      "./train_80\\OAF_sour_fear.wav\n",
      "./train_80\\OAF_sour_happy.wav\n",
      "./train_80\\OAF_sour_neutral.wav\n",
      "./train_80\\OAF_sour_ps.wav\n",
      "./train_80\\OAF_sour_sad.wav\n",
      "./train_80\\OAF_south_angry.wav\n",
      "./train_80\\OAF_south_disgust.wav\n",
      "./train_80\\OAF_south_fear.wav\n",
      "./train_80\\OAF_south_happy.wav\n",
      "./train_80\\OAF_south_neutral.wav\n",
      "./train_80\\OAF_south_ps.wav\n",
      "./train_80\\OAF_south_sad.wav\n",
      "./train_80\\OAF_sub_angry.wav\n",
      "./train_80\\OAF_sub_disgust.wav\n",
      "./train_80\\OAF_sub_fear.wav\n",
      "./train_80\\OAF_sub_happy.wav\n",
      "./train_80\\OAF_sub_neutral.wav\n",
      "./train_80\\OAF_sub_ps.wav\n",
      "./train_80\\OAF_sub_sad.wav\n",
      "./train_80\\OAF_such_angry.wav\n",
      "./train_80\\OAF_such_disgust.wav\n",
      "./train_80\\OAF_such_fear.wav\n",
      "./train_80\\OAF_such_happy.wav\n",
      "./train_80\\OAF_such_neutral.wav\n",
      "./train_80\\OAF_such_ps.wav\n",
      "./train_80\\OAF_such_sad.wav\n",
      "./train_80\\OAF_sure_angry.wav\n",
      "./train_80\\OAF_sure_disgust.wav\n",
      "./train_80\\OAF_sure_fear.wav\n",
      "./train_80\\OAF_sure_happy.wav\n",
      "./train_80\\OAF_sure_neutral.wav\n",
      "./train_80\\OAF_sure_ps.wav\n",
      "./train_80\\OAF_sure_sad.wav\n",
      "./train_80\\OAF_take_angry.wav\n",
      "./train_80\\OAF_take_disgust.wav\n",
      "./train_80\\OAF_take_fear.wav\n",
      "./train_80\\OAF_take_happy.wav\n",
      "./train_80\\OAF_take_neutral.wav\n",
      "./train_80\\OAF_take_ps.wav\n",
      "./train_80\\OAF_take_sad.wav\n",
      "./train_80\\OAF_talk_angry.wav\n",
      "./train_80\\OAF_talk_disgust.wav\n",
      "./train_80\\OAF_talk_fear.wav\n",
      "./train_80\\OAF_talk_happy.wav\n",
      "./train_80\\OAF_talk_neutral.wav\n",
      "./train_80\\OAF_talk_ps.wav\n",
      "./train_80\\OAF_talk_sad.wav\n",
      "./train_80\\OAF_tape_angry.wav\n",
      "./train_80\\OAF_tape_disgust.wav\n",
      "./train_80\\OAF_tape_fear.wav\n",
      "./train_80\\OAF_tape_happy.wav\n",
      "./train_80\\OAF_tape_neutral.wav\n",
      "./train_80\\OAF_tape_ps.wav\n",
      "./train_80\\OAF_tape_sad.wav\n",
      "./train_80\\OAF_team_angry.wav\n",
      "./train_80\\OAF_team_disgust.wav\n",
      "./train_80\\OAF_team_fear.wav\n",
      "./train_80\\OAF_team_happy.wav\n",
      "./train_80\\OAF_team_neutral.wav\n",
      "./train_80\\OAF_team_ps.wav\n",
      "./train_80\\OAF_team_sad.wav\n",
      "./train_80\\OAF_tell_angry.wav\n",
      "./train_80\\OAF_tell_disgust.wav\n",
      "./train_80\\OAF_tell_fear.wav\n",
      "./train_80\\OAF_tell_happy.wav\n",
      "./train_80\\OAF_tell_neutral.wav\n",
      "./train_80\\OAF_tell_ps.wav\n",
      "./train_80\\OAF_tell_sad.wav\n",
      "./train_80\\OAF_thin_angry.wav\n",
      "./train_80\\OAF_thin_disgust.wav\n",
      "./train_80\\OAF_thin_fear.wav\n",
      "./train_80\\OAF_thin_happy.wav\n",
      "./train_80\\OAF_thin_neutral.wav\n",
      "./train_80\\OAF_thin_ps.wav\n",
      "./train_80\\OAF_thin_sad.wav\n",
      "./train_80\\OAF_third_angry.wav\n",
      "./train_80\\OAF_third_disgust.wav\n",
      "./train_80\\OAF_third_fear.wav\n",
      "./train_80\\OAF_third_happy.wav\n",
      "./train_80\\OAF_third_neutral.wav\n",
      "./train_80\\OAF_third_ps.wav\n",
      "./train_80\\OAF_third_sad.wav\n",
      "./train_80\\OAF_thought_angry.wav\n",
      "./train_80\\OAF_thought_disgust.wav\n",
      "./train_80\\OAF_thought_fear.wav\n",
      "./train_80\\OAF_thought_happy.wav\n",
      "./train_80\\OAF_thought_neutral.wav\n",
      "./train_80\\OAF_thought_ps.wav\n",
      "./train_80\\OAF_thought_sad.wav\n",
      "./train_80\\OAF_thumb_angry.wav\n",
      "./train_80\\OAF_thumb_disgust.wav\n",
      "./train_80\\OAF_thumb_fear.wav\n",
      "./train_80\\OAF_thumb_happy.wav\n",
      "./train_80\\OAF_thumb_neutral.wav\n",
      "./train_80\\OAF_thumb_ps.wav\n",
      "./train_80\\OAF_thumb_sad.wav\n",
      "./train_80\\OAF_time_angry.wav\n",
      "./train_80\\OAF_time_disgust.wav\n",
      "./train_80\\OAF_time_fear.wav\n",
      "./train_80\\OAF_time_happy.wav\n",
      "./train_80\\OAF_time_neutral.wav\n",
      "./train_80\\OAF_time_ps.wav\n",
      "./train_80\\OAF_time_sad.wav\n",
      "./train_80\\OAF_tip_angry.wav\n",
      "./train_80\\OAF_tip_disgust.wav\n",
      "./train_80\\OAF_tip_fear.wav\n",
      "./train_80\\OAF_tip_happy.wav\n",
      "./train_80\\OAF_tip_neutral.wav\n",
      "./train_80\\OAF_tip_ps.wav\n",
      "./train_80\\OAF_tip_sad.wav\n",
      "./train_80\\OAF_tire_angry.wav\n",
      "./train_80\\OAF_tire_disgust.wav\n",
      "./train_80\\OAF_tire_fear.wav\n",
      "./train_80\\OAF_tire_happy.wav\n",
      "./train_80\\OAF_tire_neutral.wav\n",
      "./train_80\\OAF_tire_ps.wav\n",
      "./train_80\\OAF_tire_sad.wav\n",
      "./train_80\\OAF_ton_angry.wav\n",
      "./train_80\\OAF_ton_disgust.wav\n",
      "./train_80\\OAF_ton_fear.wav\n",
      "./train_80\\OAF_ton_happy.wav\n",
      "./train_80\\OAF_ton_neutral.wav\n",
      "./train_80\\OAF_ton_ps.wav\n",
      "./train_80\\OAF_ton_sad.wav\n",
      "./train_80\\OAF_tool_angry.wav\n",
      "./train_80\\OAF_tool_disgust.wav\n",
      "./train_80\\OAF_tool_fear.wav\n",
      "./train_80\\OAF_tool_happy.wav\n",
      "./train_80\\OAF_tool_neutral.wav\n",
      "./train_80\\OAF_tool_ps.wav\n",
      "./train_80\\OAF_tool_sad.wav\n",
      "./train_80\\OAF_tough_angry.wav\n",
      "./train_80\\OAF_tough_disgust.wav\n",
      "./train_80\\OAF_tough_fear.wav\n",
      "./train_80\\OAF_tough_happy.wav\n",
      "./train_80\\OAF_tough_neutral.wav\n",
      "./train_80\\OAF_tough_ps.wav\n",
      "./train_80\\OAF_tough_sad.wav\n",
      "./train_80\\OAF_turn_angry.wav\n",
      "./train_80\\OAF_turn_disgust.wav\n",
      "./train_80\\OAF_turn_fear.wav\n",
      "./train_80\\OAF_turn_happy.wav\n",
      "./train_80\\OAF_turn_neutral.wav\n",
      "./train_80\\OAF_turn_ps.wav\n",
      "./train_80\\OAF_turn_sad.wav\n",
      "./train_80\\OAF_vine_angry.wav\n",
      "./train_80\\OAF_vine_disgust.wav\n",
      "./train_80\\OAF_vine_fear.wav\n",
      "./train_80\\OAF_vine_happy.wav\n",
      "./train_80\\OAF_vine_neutral.wav\n",
      "./train_80\\OAF_vine_ps.wav\n",
      "./train_80\\OAF_vine_sad.wav\n",
      "./train_80\\OAF_voice_angry.wav\n",
      "./train_80\\OAF_voice_disgust.wav\n",
      "./train_80\\OAF_voice_fear.wav\n",
      "./train_80\\OAF_voice_happy.wav\n",
      "./train_80\\OAF_voice_neutral.wav\n",
      "./train_80\\OAF_voice_ps.wav\n",
      "./train_80\\OAF_voice_sad.wav\n",
      "./train_80\\OAF_void_angry.wav\n",
      "./train_80\\OAF_void_disgust.wav\n",
      "./train_80\\OAF_void_fear.wav\n",
      "./train_80\\OAF_void_happy.wav\n",
      "./train_80\\OAF_void_neutral.wav\n",
      "./train_80\\OAF_void_ps.wav\n",
      "./train_80\\OAF_void_sad.wav\n",
      "./train_80\\OAF_vote_angry.wav\n",
      "./train_80\\OAF_vote_disgust.wav\n",
      "./train_80\\OAF_vote_fear.wav\n",
      "./train_80\\OAF_vote_happy.wav\n",
      "./train_80\\OAF_vote_neutral.wav\n",
      "./train_80\\OAF_vote_ps.wav\n",
      "./train_80\\OAF_vote_sad.wav\n",
      "./train_80\\OAF_wag_angry.wav\n",
      "./train_80\\OAF_wag_disgust.wav\n",
      "./train_80\\OAF_wag_fear.wav\n",
      "./train_80\\OAF_wag_happy.wav\n",
      "./train_80\\OAF_wag_neutral.wav\n",
      "./train_80\\OAF_wag_ps.wav\n",
      "./train_80\\OAF_wag_sad.wav\n",
      "./train_80\\OAF_walk_angry.wav\n",
      "./train_80\\OAF_walk_disgust.wav\n",
      "./train_80\\OAF_walk_fear.wav\n",
      "./train_80\\OAF_walk_happy.wav\n",
      "./train_80\\OAF_walk_neutral.wav\n",
      "./train_80\\OAF_walk_ps.wav\n",
      "./train_80\\OAF_walk_sad.wav\n",
      "./train_80\\OAF_wash_angry.wav\n",
      "./train_80\\OAF_wash_disgust.wav\n",
      "./train_80\\OAF_wash_fear.wav\n",
      "./train_80\\OAF_wash_happy.wav\n",
      "./train_80\\OAF_wash_neutral.wav\n",
      "./train_80\\OAF_wash_ps.wav\n",
      "./train_80\\OAF_wash_sad.wav\n",
      "./train_80\\OAF_week_angry.wav\n",
      "./train_80\\OAF_week_disgust.wav\n",
      "./train_80\\OAF_week_fear.wav\n",
      "./train_80\\OAF_week_happy.wav\n",
      "./train_80\\OAF_week_neutral.wav\n",
      "./train_80\\OAF_week_ps.wav\n",
      "./train_80\\OAF_week_sad.wav\n",
      "./train_80\\OAF_wheat_angry.wav\n",
      "./train_80\\OAF_wheat_disgust.wav\n",
      "./train_80\\OAF_wheat_fear.wav\n",
      "./train_80\\OAF_wheat_happy.wav\n",
      "./train_80\\OAF_wheat_neutral.wav\n",
      "./train_80\\OAF_wheat_ps.wav\n",
      "./train_80\\OAF_wheat_sad.wav\n",
      "./train_80\\OAF_when_angry.wav\n",
      "./train_80\\OAF_when_disgust.wav\n",
      "./train_80\\OAF_when_fear.wav\n",
      "./train_80\\OAF_when_happy.wav\n",
      "./train_80\\OAF_when_neutral.wav\n",
      "./train_80\\OAF_when_ps.wav\n",
      "./train_80\\OAF_when_sad.wav\n",
      "./train_80\\OAF_which_angry.wav\n",
      "./train_80\\OAF_which_disgust.wav\n",
      "./train_80\\OAF_which_fear.wav\n",
      "./train_80\\OAF_which_happy.wav\n",
      "./train_80\\OAF_which_neutral.wav\n",
      "./train_80\\OAF_which_ps.wav\n",
      "./train_80\\OAF_which_sad.wav\n",
      "./train_80\\OAF_whip_angry.wav\n",
      "./train_80\\OAF_whip_disgust.wav\n",
      "./train_80\\OAF_whip_fear.wav\n",
      "./train_80\\OAF_whip_happy.wav\n",
      "./train_80\\OAF_whip_neutral.wav\n",
      "./train_80\\OAF_whip_ps.wav\n",
      "./train_80\\OAF_whip_sad.wav\n",
      "./train_80\\OAF_white_angry.wav\n",
      "./train_80\\OAF_white_disgust.wav\n",
      "./train_80\\OAF_white_fear.wav\n",
      "./train_80\\OAF_white_happy.wav\n",
      "./train_80\\OAF_white_neutral.wav\n",
      "./train_80\\OAF_white_ps.wav\n",
      "./train_80\\OAF_white_sad.wav\n",
      "./train_80\\OAF_wife_angry.wav\n",
      "./train_80\\OAF_wife_disgust.wav\n",
      "./train_80\\OAF_wife_fear.wav\n",
      "./train_80\\OAF_wife_happy.wav\n",
      "./train_80\\OAF_wife_neutral.wav\n",
      "./train_80\\OAF_wife_ps.wav\n",
      "./train_80\\OAF_wife_sad.wav\n",
      "./train_80\\OAF_wire_angry.wav\n",
      "./train_80\\OAF_wire_disgust.wav\n",
      "./train_80\\OAF_wire_fear.wav\n",
      "./train_80\\OAF_wire_happy.wav\n",
      "./train_80\\OAF_wire_neutral.wav\n",
      "./train_80\\OAF_wire_ps.wav\n",
      "./train_80\\OAF_wire_sad.wav\n",
      "./train_80\\OAF_witch_angry.wav\n",
      "./train_80\\OAF_witch_disgust.wav\n",
      "./train_80\\OAF_witch_fear.wav\n",
      "./train_80\\OAF_witch_happy.wav\n",
      "./train_80\\OAF_witch_neutral.wav\n",
      "./train_80\\OAF_witch_ps.wav\n",
      "./train_80\\OAF_witch_sad.wav\n",
      "./train_80\\OAF_yearn_angry.wav\n",
      "./train_80\\OAF_yearn_disgust.wav\n",
      "./train_80\\OAF_yearn_fear.wav\n",
      "./train_80\\OAF_yearn_happy.wav\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./train_80\\OAF_yearn_neutral.wav\n",
      "./train_80\\OAF_yearn_ps.wav\n",
      "./train_80\\OAF_yearn_sad.wav\n",
      "./train_80\\OAF_yes_angry.wav\n",
      "./train_80\\OAF_yes_disgust.wav\n",
      "./train_80\\OAF_yes_fear.wav\n",
      "./train_80\\OAF_yes_happy.wav\n",
      "./train_80\\OAF_yes_neutral.wav\n",
      "./train_80\\OAF_yes_ps.wav\n",
      "./train_80\\OAF_yes_sad.wav\n",
      "./train_80\\OAF_young_angry.wav\n",
      "./train_80\\OAF_young_disgust.wav\n",
      "./train_80\\OAF_young_fear.wav\n",
      "./train_80\\OAF_young_happy.wav\n",
      "./train_80\\OAF_young_neutral.wav\n",
      "./train_80\\OAF_young_ps.wav\n",
      "./train_80\\OAF_young_sad.wav\n",
      "./train_80\\OAF_youth_angry.wav\n",
      "./train_80\\OAF_youth_disgust.wav\n",
      "./train_80\\OAF_youth_fear.wav\n",
      "./train_80\\OAF_youth_happy.wav\n",
      "./train_80\\OAF_youth_neutral.wav\n",
      "./train_80\\OAF_youth_ps.wav\n",
      "./train_80\\OAF_youth_sad.wav\n",
      "./train_80\\OA_bite_neutral.wav\n",
      "./train_80\\YAF_back_angry.wav\n",
      "./train_80\\YAF_back_disgust.wav\n",
      "./train_80\\YAF_back_fear.wav\n",
      "./train_80\\YAF_back_happy.wav\n",
      "./train_80\\YAF_back_neutral.wav\n",
      "./train_80\\YAF_back_ps.wav\n",
      "./train_80\\YAF_back_sad.wav\n",
      "./train_80\\YAF_bar_angry.wav\n",
      "./train_80\\YAF_bar_disgust.wav\n",
      "./train_80\\YAF_bar_fear.wav\n",
      "./train_80\\YAF_bar_happy.wav\n",
      "./train_80\\YAF_bar_neutral.wav\n",
      "./train_80\\YAF_bar_ps.wav\n",
      "./train_80\\YAF_bar_sad.wav\n",
      "./train_80\\YAF_base_angry.wav\n",
      "./train_80\\YAF_base_disgust.wav\n",
      "./train_80\\YAF_base_fear.wav\n",
      "./train_80\\YAF_base_happy.wav\n",
      "./train_80\\YAF_base_neutral.wav\n",
      "./train_80\\YAF_base_ps.wav\n",
      "./train_80\\YAF_base_sad.wav\n",
      "./train_80\\YAF_bath_angry.wav\n",
      "./train_80\\YAF_bath_disgust.wav\n",
      "./train_80\\YAF_bath_fear.wav\n",
      "./train_80\\YAF_bath_happy.wav\n",
      "./train_80\\YAF_bath_neutral.wav\n",
      "./train_80\\YAF_bath_ps.wav\n",
      "./train_80\\YAF_bath_sad.wav\n",
      "./train_80\\YAF_bean_angry.wav\n",
      "./train_80\\YAF_bean_disgust.wav\n",
      "./train_80\\YAF_bean_fear.wav\n",
      "./train_80\\YAF_bean_happy.wav\n",
      "./train_80\\YAF_bean_neutral.wav\n",
      "./train_80\\YAF_bean_ps.wav\n",
      "./train_80\\YAF_bean_sad.wav\n",
      "./train_80\\YAF_beg_angry.wav\n",
      "./train_80\\YAF_beg_disgust.wav\n",
      "./train_80\\YAF_beg_fear.wav\n",
      "./train_80\\YAF_beg_happy.wav\n",
      "./train_80\\YAF_beg_neutral.wav\n",
      "./train_80\\YAF_beg_ps.wav\n",
      "./train_80\\YAF_beg_sad.wav\n",
      "./train_80\\YAF_bite_angry.wav\n",
      "./train_80\\YAF_bite_disgust.wav\n",
      "./train_80\\YAF_bite_fear.wav\n",
      "./train_80\\YAF_bite_happy.wav\n",
      "./train_80\\YAF_bite_neutral.wav\n",
      "./train_80\\YAF_bite_ps.wav\n",
      "./train_80\\YAF_bite_sad.wav\n",
      "./train_80\\YAF_boat_angry.wav\n",
      "./train_80\\YAF_boat_disgust.wav\n",
      "./train_80\\YAF_boat_fear.wav\n",
      "./train_80\\YAF_boat_happy.wav\n",
      "./train_80\\YAF_boat_neutral.wav\n",
      "./train_80\\YAF_boat_ps.wav\n",
      "./train_80\\YAF_boat_sad.wav\n",
      "./train_80\\YAF_bone_angry.wav\n",
      "./train_80\\YAF_bone_disgust.wav\n",
      "./train_80\\YAF_bone_fear.wav\n",
      "./train_80\\YAF_bone_happy.wav\n",
      "./train_80\\YAF_bone_neutral.wav\n",
      "./train_80\\YAF_bone_ps.wav\n",
      "./train_80\\YAF_bone_sad.wav\n",
      "./train_80\\YAF_book_angry.wav\n",
      "./train_80\\YAF_book_disgust.wav\n",
      "./train_80\\YAF_book_fear.wav\n",
      "./train_80\\YAF_book_happy.wav\n",
      "./train_80\\YAF_book_neutral.wav\n",
      "./train_80\\YAF_book_ps.wav\n",
      "./train_80\\YAF_book_sad.wav\n",
      "./train_80\\YAF_bought_angry.wav\n",
      "./train_80\\YAF_bought_disgust.wav\n",
      "./train_80\\YAF_bought_fear.wav\n",
      "./train_80\\YAF_bought_happy.wav\n",
      "./train_80\\YAF_bought_neutral.wav\n",
      "./train_80\\YAF_bought_ps.wav\n",
      "./train_80\\YAF_bought_sad.wav\n",
      "./train_80\\YAF_burn_angry.wav\n",
      "./train_80\\YAF_burn_disgust.wav\n",
      "./train_80\\YAF_burn_fear.wav\n",
      "./train_80\\YAF_burn_happy.wav\n",
      "./train_80\\YAF_burn_neutral.wav\n",
      "./train_80\\YAF_burn_ps.wav\n",
      "./train_80\\YAF_burn_sad.wav\n",
      "./train_80\\YAF_cab_angry.wav\n",
      "./train_80\\YAF_cab_disgust.wav\n",
      "./train_80\\YAF_cab_fear.wav\n",
      "./train_80\\YAF_cab_happy.wav\n",
      "./train_80\\YAF_cab_neutral.wav\n",
      "./train_80\\YAF_cab_ps.wav\n",
      "./train_80\\YAF_cab_sad.wav\n",
      "./train_80\\YAF_calm_angry.wav\n",
      "./train_80\\YAF_calm_disgust.wav\n",
      "./train_80\\YAF_calm_fear.wav\n",
      "./train_80\\YAF_calm_happy.wav\n",
      "./train_80\\YAF_calm_neutral.wav\n",
      "./train_80\\YAF_calm_ps.wav\n",
      "./train_80\\YAF_calm_sad.wav\n",
      "./train_80\\YAF_came_angry.wav\n",
      "./train_80\\YAF_came_disgust.wav\n",
      "./train_80\\YAF_came_fear.wav\n",
      "./train_80\\YAF_came_happy.wav\n",
      "./train_80\\YAF_came_neutral.wav\n",
      "./train_80\\YAF_came_ps.wav\n",
      "./train_80\\YAF_came_sad.wav\n",
      "./train_80\\YAF_cause_angry.wav\n",
      "./train_80\\YAF_cause_disgust.wav\n",
      "./train_80\\YAF_cause_fear.wav\n",
      "./train_80\\YAF_cause_happy.wav\n",
      "./train_80\\YAF_cause_neutral.wav\n",
      "./train_80\\YAF_cause_ps.wav\n",
      "./train_80\\YAF_cause_sad.wav\n",
      "./train_80\\YAF_chain_angry.wav\n",
      "./train_80\\YAF_chain_disgust.wav\n",
      "./train_80\\YAF_chain_fear.wav\n",
      "./train_80\\YAF_chain_happy.wav\n",
      "./train_80\\YAF_chain_neutral.wav\n",
      "./train_80\\YAF_chain_ps.wav\n",
      "./train_80\\YAF_chain_sad.wav\n",
      "./train_80\\YAF_chair_angry.wav\n",
      "./train_80\\YAF_chair_disgust.wav\n",
      "./train_80\\YAF_chair_fear.wav\n",
      "./train_80\\YAF_chair_happy.wav\n",
      "./train_80\\YAF_chair_neutral.wav\n",
      "./train_80\\YAF_chair_ps.wav\n",
      "./train_80\\YAF_chair_sad.wav\n",
      "./train_80\\YAF_chalk_angry.wav\n",
      "./train_80\\YAF_chalk_disgust.wav\n",
      "./train_80\\YAF_chalk_fear.wav\n",
      "./train_80\\YAF_chalk_happy.wav\n",
      "./train_80\\YAF_chalk_neutral.wav\n",
      "./train_80\\YAF_chalk_ps.wav\n",
      "./train_80\\YAF_chalk_sad.wav\n",
      "./train_80\\YAF_chat_angry.wav\n",
      "./train_80\\YAF_chat_disgust.wav\n",
      "./train_80\\YAF_chat_fear.wav\n",
      "./train_80\\YAF_chat_happy.wav\n",
      "./train_80\\YAF_chat_neutral.wav\n",
      "./train_80\\YAF_chat_ps.wav\n",
      "./train_80\\YAF_chat_sad.wav\n",
      "./train_80\\YAF_check_angry.wav\n",
      "./train_80\\YAF_check_disgust.wav\n",
      "./train_80\\YAF_check_fear.wav\n",
      "./train_80\\YAF_check_happy.wav\n",
      "./train_80\\YAF_check_neutral.wav\n",
      "./train_80\\YAF_check_ps.wav\n",
      "./train_80\\YAF_check_sad.wav\n",
      "./train_80\\YAF_cheek_angry.wav\n",
      "./train_80\\YAF_cheek_disgust.wav\n",
      "./train_80\\YAF_cheek_fear.wav\n",
      "./train_80\\YAF_cheek_happy.wav\n",
      "./train_80\\YAF_cheek_neutral.wav\n",
      "./train_80\\YAF_cheek_ps.wav\n",
      "./train_80\\YAF_cheek_sad.wav\n",
      "./train_80\\YAF_chief_angry.wav\n",
      "./train_80\\YAF_chief_disgust.wav\n",
      "./train_80\\YAF_chief_fear.wav\n",
      "./train_80\\YAF_chief_happy.wav\n",
      "./train_80\\YAF_chief_neutral.wav\n",
      "./train_80\\YAF_chief_ps.wav\n",
      "./train_80\\YAF_chief_sad.wav\n",
      "./train_80\\YAF_choice_angry.wav\n",
      "./train_80\\YAF_choice_disgust.wav\n",
      "./train_80\\YAF_choice_fear.wav\n",
      "./train_80\\YAF_choice_happy.wav\n",
      "./train_80\\YAF_choice_neutral.wav\n",
      "./train_80\\YAF_choice_ps.wav\n",
      "./train_80\\YAF_choice_sad.wav\n",
      "./train_80\\YAF_cool_angry.wav\n",
      "./train_80\\YAF_cool_disgust.wav\n",
      "./train_80\\YAF_cool_fear.wav\n",
      "./train_80\\YAF_cool_happy.wav\n",
      "./train_80\\YAF_cool_neutral.wav\n",
      "./train_80\\YAF_cool_ps.wav\n",
      "./train_80\\YAF_cool_sad.wav\n",
      "./train_80\\YAF_dab_angry.wav\n",
      "./train_80\\YAF_dab_disgust.wav\n",
      "./train_80\\YAF_dab_fear.wav\n",
      "./train_80\\YAF_dab_happy.wav\n",
      "./train_80\\YAF_dab_neutral.wav\n",
      "./train_80\\YAF_dab_ps.wav\n",
      "./train_80\\YAF_dab_sad.wav\n",
      "./train_80\\YAF_date_angry.wav\n",
      "./train_80\\YAF_date_disgust.wav\n",
      "./train_80\\YAF_date_fear.wav\n",
      "./train_80\\YAF_date_happy.wav\n",
      "./train_80\\YAF_date_neutral.wav\n",
      "./train_80\\YAF_date_ps.wav\n",
      "./train_80\\YAF_date_sad.wav\n",
      "./train_80\\YAF_dead_angry.wav\n",
      "./train_80\\YAF_dead_disgust.wav\n",
      "./train_80\\YAF_dead_fear.wav\n",
      "./train_80\\YAF_dead_happy.wav\n",
      "./train_80\\YAF_dead_neutral.wav\n",
      "./train_80\\YAF_dead_ps.wav\n",
      "./train_80\\YAF_dead_sad.wav\n",
      "./train_80\\YAF_death_angry.wav\n",
      "./train_80\\YAF_death_disgust.wav\n",
      "./train_80\\YAF_death_fear.wav\n",
      "./train_80\\YAF_death_neutral.wav\n",
      "./train_80\\YAF_death_ps.wav\n",
      "./train_80\\YAF_death_sad.wav\n",
      "./train_80\\YAF_deep_angry.wav\n",
      "./train_80\\YAF_deep_disgust.wav\n",
      "./train_80\\YAF_deep_fear.wav\n",
      "./train_80\\YAF_deep_happy.wav\n",
      "./train_80\\YAF_deep_neutral.wav\n",
      "./train_80\\YAF_deep_ps.wav\n",
      "./train_80\\YAF_deep_sad.wav\n",
      "./train_80\\YAF_dime_angry.wav\n",
      "./train_80\\YAF_dime_disgust.wav\n",
      "./train_80\\YAF_dime_fear.wav\n",
      "./train_80\\YAF_dime_happy.wav\n",
      "./train_80\\YAF_dime_neutral.wav\n",
      "./train_80\\YAF_dime_ps.wav\n",
      "./train_80\\YAF_dime_sad.wav\n",
      "./train_80\\YAF_dip_angry.wav\n",
      "./train_80\\YAF_dip_disgust.wav\n",
      "./train_80\\YAF_dip_fear.wav\n",
      "./train_80\\YAF_dip_happy.wav\n",
      "./train_80\\YAF_dip_neutral.wav\n",
      "./train_80\\YAF_dip_ps.wav\n",
      "./train_80\\YAF_dip_sad.wav\n",
      "./train_80\\YAF_ditch_angry.wav\n",
      "./train_80\\YAF_ditch_disgust.wav\n",
      "./train_80\\YAF_ditch_fear.wav\n",
      "./train_80\\YAF_ditch_happy.wav\n",
      "./train_80\\YAF_ditch_neutral.wav\n",
      "./train_80\\YAF_ditch_ps.wav\n",
      "./train_80\\YAF_ditch_sad.wav\n",
      "./train_80\\YAF_dodge_angry.wav\n",
      "./train_80\\YAF_dodge_disgust.wav\n",
      "./train_80\\YAF_dodge_fear.wav\n",
      "./train_80\\YAF_dodge_happy.wav\n",
      "./train_80\\YAF_dodge_neutral.wav\n",
      "./train_80\\YAF_dodge_ps.wav\n",
      "./train_80\\YAF_dodge_sad.wav\n",
      "./train_80\\YAF_dog_angry.wav\n",
      "./train_80\\YAF_dog_disgust.wav\n",
      "./train_80\\YAF_dog_fear.wav\n",
      "./train_80\\YAF_dog_happy.wav\n",
      "./train_80\\YAF_dog_neutral.wav\n",
      "./train_80\\YAF_dog_ps.wav\n",
      "./train_80\\YAF_dog_sad.wav\n",
      "./train_80\\YAF_doll_angry.wav\n",
      "./train_80\\YAF_doll_disgust.wav\n",
      "./train_80\\YAF_doll_fear.wav\n",
      "./train_80\\YAF_doll_happy.wav\n",
      "./train_80\\YAF_doll_neutral.wav\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./train_80\\YAF_doll_ps.wav\n",
      "./train_80\\YAF_doll_sad.wav\n",
      "./train_80\\YAF_door_angry.wav\n",
      "./train_80\\YAF_door_disgust.wav\n",
      "./train_80\\YAF_door_fear.wav\n",
      "./train_80\\YAF_door_happy.wav\n",
      "./train_80\\YAF_door_neutral.wav\n",
      "./train_80\\YAF_door_ps.wav\n",
      "./train_80\\YAF_door_sad.wav\n",
      "./train_80\\YAF_fail_angry.wav\n",
      "./train_80\\YAF_fail_disgust.wav\n",
      "./train_80\\YAF_fail_fear.wav\n",
      "./train_80\\YAF_fail_happy.wav\n",
      "./train_80\\YAF_fail_neutral.wav\n",
      "./train_80\\YAF_fail_ps.wav\n",
      "./train_80\\YAF_fail_sad.wav\n",
      "./train_80\\YAF_fall_angry.wav\n",
      "./train_80\\YAF_fall_disgust.wav\n",
      "./train_80\\YAF_fall_fear.wav\n",
      "./train_80\\YAF_fall_happy.wav\n",
      "./train_80\\YAF_fall_neutral.wav\n",
      "./train_80\\YAF_fall_ps.wav\n",
      "./train_80\\YAF_fall_sad.wav\n",
      "./train_80\\YAF_far_angry.wav\n",
      "./train_80\\YAF_far_disgust.wav\n",
      "./train_80\\YAF_far_fear.wav\n",
      "./train_80\\YAF_far_happy.wav\n",
      "./train_80\\YAF_far_neutral.wav\n",
      "./train_80\\YAF_far_ps.wav\n",
      "./train_80\\YAF_far_sad.wav\n",
      "./train_80\\YAF_fat_angry.wav\n",
      "./train_80\\YAF_fat_disgust.wav\n",
      "./train_80\\YAF_fat_fear.wav\n",
      "./train_80\\YAF_fat_happy.wav\n",
      "./train_80\\YAF_fat_neutral.wav\n",
      "./train_80\\YAF_fat_ps.wav\n",
      "./train_80\\YAF_fat_sad.wav\n",
      "./train_80\\YAF_fit_angry.wav\n",
      "./train_80\\YAF_fit_disgust.wav\n",
      "./train_80\\YAF_fit_fear.wav\n",
      "./train_80\\YAF_fit_happy.wav\n",
      "./train_80\\YAF_fit_neutral.wav\n",
      "./train_80\\YAF_fit_ps.wav\n",
      "./train_80\\YAF_fit_sad.wav\n",
      "./train_80\\YAF_five_angry.wav\n",
      "./train_80\\YAF_five_disgust.wav\n",
      "./train_80\\YAF_five_fear.wav\n",
      "./train_80\\YAF_five_happy.wav\n",
      "./train_80\\YAF_five_neutral.wav\n",
      "./train_80\\YAF_five_ps.wav\n",
      "./train_80\\YAF_five_sad.wav\n",
      "./train_80\\YAF_food_angry.wav\n",
      "./train_80\\YAF_food_disgust.wav\n",
      "./train_80\\YAF_food_fear.wav\n",
      "./train_80\\YAF_food_happy.wav\n",
      "./train_80\\YAF_food_neutral.wav\n",
      "./train_80\\YAF_food_ps.wav\n",
      "./train_80\\YAF_food_sad.wav\n",
      "./train_80\\YAF_gap_angry.wav\n",
      "./train_80\\YAF_gap_disgust.wav\n",
      "./train_80\\YAF_gap_fear.wav\n",
      "./train_80\\YAF_gap_happy.wav\n",
      "./train_80\\YAF_gap_neutral.wav\n",
      "./train_80\\YAF_gap_ps.wav\n",
      "./train_80\\YAF_gap_sad.wav\n",
      "./train_80\\YAF_gas_angry.wav\n",
      "./train_80\\YAF_gas_disgust.wav\n",
      "./train_80\\YAF_gas_fear.wav\n",
      "./train_80\\YAF_gas_happy.wav\n",
      "./train_80\\YAF_gas_neutral.wav\n",
      "./train_80\\YAF_gas_ps.wav\n",
      "./train_80\\YAF_gas_sad.wav\n",
      "./train_80\\YAF_gaze_angry.wav\n",
      "./train_80\\YAF_gaze_disgust.wav\n",
      "./train_80\\YAF_gaze_fear.wav\n",
      "./train_80\\YAF_gaze_happy.wav\n",
      "./train_80\\YAF_gaze_neutral.wav\n",
      "./train_80\\YAF_gaze_ps.wav\n",
      "./train_80\\YAF_gaze_sad.wav\n",
      "./train_80\\YAF_germ_angry.wav\n",
      "./train_80\\YAF_germ_disgust.wav\n",
      "./train_80\\YAF_germ_fear.wav\n",
      "./train_80\\YAF_germ_happy.wav\n",
      "./train_80\\YAF_germ_neutral.wav\n",
      "./train_80\\YAF_germ_ps.wav\n",
      "./train_80\\YAF_germ_sad.wav\n",
      "./train_80\\YAF_get_angry.wav\n",
      "./train_80\\YAF_get_disgust.wav\n",
      "./train_80\\YAF_get_fear.wav\n",
      "./train_80\\YAF_get_happy.wav\n",
      "./train_80\\YAF_get_neutral.wav\n",
      "./train_80\\YAF_get_ps.wav\n",
      "./train_80\\YAF_get_sad.wav\n",
      "./train_80\\YAF_gin_angry.wav\n",
      "./train_80\\YAF_gin_disgust.wav\n",
      "./train_80\\YAF_gin_fear.wav\n",
      "./train_80\\YAF_gin_happy.wav\n",
      "./train_80\\YAF_gin_neutral.wav\n",
      "./train_80\\YAF_gin_ps.wav\n",
      "./train_80\\YAF_gin_sad.wav\n",
      "./train_80\\YAF_goal_angry.wav\n",
      "./train_80\\YAF_goal_disgust.wav\n",
      "./train_80\\YAF_goal_fear.wav\n",
      "./train_80\\YAF_goal_happy.wav\n",
      "./train_80\\YAF_goal_neutral.wav\n",
      "./train_80\\YAF_goal_ps.wav\n",
      "./train_80\\YAF_goal_sad.wav\n",
      "./train_80\\YAF_good_angry.wav\n",
      "./train_80\\YAF_good_disgust.wav\n",
      "./train_80\\YAF_good_fear.wav\n",
      "./train_80\\YAF_good_happy.wav\n",
      "./train_80\\YAF_good_neutral.wav\n",
      "./train_80\\YAF_good_ps.wav\n",
      "./train_80\\YAF_good_sad.wav\n",
      "./train_80\\YAF_goose_angry.wav\n",
      "./train_80\\YAF_goose_disgust.wav\n",
      "./train_80\\YAF_goose_fear.wav\n",
      "./train_80\\YAF_goose_happy.wav\n",
      "./train_80\\YAF_goose_neutral.wav\n",
      "./train_80\\YAF_goose_ps.wav\n",
      "./train_80\\YAF_goose_sad.wav\n",
      "./train_80\\YAF_gun_angry.wav\n",
      "./train_80\\YAF_gun_disgust.wav\n",
      "./train_80\\YAF_gun_fear.wav\n",
      "./train_80\\YAF_gun_happy.wav\n",
      "./train_80\\YAF_gun_neutral.wav\n",
      "./train_80\\YAF_gun_ps.wav\n",
      "./train_80\\YAF_gun_sad.wav\n",
      "./train_80\\YAF_half_angry.wav\n",
      "./train_80\\YAF_half_disgust.wav\n",
      "./train_80\\YAF_half_fear.wav\n",
      "./train_80\\YAF_half_happy.wav\n",
      "./train_80\\YAF_half_neutral.wav\n",
      "./train_80\\YAF_half_ps.wav\n",
      "./train_80\\YAF_half_sad.wav\n",
      "./train_80\\YAF_hall_angry.wav\n",
      "./train_80\\YAF_hall_disgust.wav\n",
      "./train_80\\YAF_hall_fear.wav\n",
      "./train_80\\YAF_hall_happy.wav\n",
      "./train_80\\YAF_hall_neutral.wav\n",
      "./train_80\\YAF_hall_ps.wav\n",
      "./train_80\\YAF_hall_sad.wav\n",
      "./train_80\\YAF_hash_angry.wav\n",
      "./train_80\\YAF_hash_disgust.wav\n",
      "./train_80\\YAF_hash_fear.wav\n",
      "./train_80\\YAF_hash_happy.wav\n",
      "./train_80\\YAF_hash_neutral.wav\n",
      "./train_80\\YAF_hash_ps.wav\n",
      "./train_80\\YAF_hash_sad.wav\n",
      "./train_80\\YAF_hate_angry.wav\n",
      "./train_80\\YAF_hate_disgust.wav\n",
      "./train_80\\YAF_hate_fear.wav\n",
      "./train_80\\YAF_hate_happy.wav\n",
      "./train_80\\YAF_hate_neutral.wav\n",
      "./train_80\\YAF_hate_ps.wav\n",
      "./train_80\\YAF_hate_sad.wav\n",
      "./train_80\\YAF_have_angry.wav\n",
      "./train_80\\YAF_have_disgust.wav\n",
      "./train_80\\YAF_have_fear.wav\n",
      "./train_80\\YAF_have_happy.wav\n",
      "./train_80\\YAF_have_neutral.wav\n",
      "./train_80\\YAF_have_ps.wav\n",
      "./train_80\\YAF_have_sad.wav\n",
      "./train_80\\YAF_haze_angry.wav\n",
      "./train_80\\YAF_haze_disgust.wav\n",
      "./train_80\\YAF_haze_fear.wav\n",
      "./train_80\\YAF_haze_happy.wav\n",
      "./train_80\\YAF_haze_neutral.wav\n",
      "./train_80\\YAF_haze_ps.wav\n",
      "./train_80\\YAF_haze_sad.wav\n",
      "./train_80\\YAF_hire_angry.wav\n",
      "./train_80\\YAF_hire_disgust.wav\n",
      "./train_80\\YAF_hire_fear.wav\n",
      "./train_80\\YAF_hire_happy.wav\n",
      "./train_80\\YAF_hire_neutral.wav\n",
      "./train_80\\YAF_hire_ps.wav\n",
      "./train_80\\YAF_hire_sad.wav\n",
      "./train_80\\YAF_hit_angry.wav\n",
      "./train_80\\YAF_hit_disgust.wav\n",
      "./train_80\\YAF_hit_fear.wav\n",
      "./train_80\\YAF_hit_happy.wav\n",
      "./train_80\\YAF_hit_neutral.wav\n",
      "./train_80\\YAF_hit_ps.wav\n",
      "./train_80\\YAF_hit_sad.wav\n",
      "./train_80\\YAF_hole_angry.wav\n",
      "./train_80\\YAF_hole_disgust.wav\n",
      "./train_80\\YAF_hole_fear.wav\n",
      "./train_80\\YAF_hole_happy.wav\n",
      "./train_80\\YAF_hole_neutral.wav\n",
      "./train_80\\YAF_hole_ps.wav\n",
      "./train_80\\YAF_hole_sad.wav\n",
      "./train_80\\YAF_home_angry.wav\n",
      "./train_80\\YAF_home_disgust.wav\n",
      "./train_80\\YAF_home_fear.wav\n",
      "./train_80\\YAF_home_happy.wav\n",
      "./train_80\\YAF_home_neutral.wav\n",
      "./train_80\\YAF_home_ps.wav\n",
      "./train_80\\YAF_home_sad.wav\n",
      "./train_80\\YAF_hurl_angry.wav\n",
      "./train_80\\YAF_hurl_disgust.wav\n",
      "./train_80\\YAF_hurl_fear.wav\n",
      "./train_80\\YAF_hurl_happy.wav\n",
      "./train_80\\YAF_hurl_neutral.wav\n",
      "./train_80\\YAF_hurl_ps.wav\n",
      "./train_80\\YAF_hurl_sad.wav\n",
      "./train_80\\YAF_hush_angry.wav\n",
      "./train_80\\YAF_hush_disgust.wav\n",
      "./train_80\\YAF_hush_fear.wav\n",
      "./train_80\\YAF_hush_happy.wav\n",
      "./train_80\\YAF_hush_neutral.wav\n",
      "./train_80\\YAF_hush_ps.wav\n",
      "./train_80\\YAF_hush_sad.wav\n",
      "./train_80\\YAF_jail_angry.wav\n",
      "./train_80\\YAF_jail_disgust.wav\n",
      "./train_80\\YAF_jail_fear.wav\n",
      "./train_80\\YAF_jail_happy.wav\n",
      "./train_80\\YAF_jail_neutral.wav\n",
      "./train_80\\YAF_jail_ps.wav\n",
      "./train_80\\YAF_jail_sad.wav\n",
      "./train_80\\YAF_jar_angry.wav\n",
      "./train_80\\YAF_jar_disgust.wav\n",
      "./train_80\\YAF_jar_fear.wav\n",
      "./train_80\\YAF_jar_happy.wav\n",
      "./train_80\\YAF_jar_neutral.wav\n",
      "./train_80\\YAF_jar_ps.wav\n",
      "./train_80\\YAF_jar_sad.wav\n",
      "./train_80\\YAF_join_angry.wav\n",
      "./train_80\\YAF_join_disgust.wav\n",
      "./train_80\\YAF_join_fear.wav\n",
      "./train_80\\YAF_join_happy.wav\n",
      "./train_80\\YAF_join_neutral.wav\n",
      "./train_80\\YAF_join_ps.wav\n",
      "./train_80\\YAF_join_sad.wav\n",
      "./train_80\\YAF_judge_angry.wav\n",
      "./train_80\\YAF_judge_disgust.wav\n",
      "./train_80\\YAF_judge_fear.wav\n",
      "./train_80\\YAF_judge_happy.wav\n",
      "./train_80\\YAF_judge_neutral.wav\n",
      "./train_80\\YAF_judge_ps.wav\n",
      "./train_80\\YAF_judge_sad.wav\n",
      "./train_80\\YAF_jug_angry.wav\n",
      "./train_80\\YAF_jug_disgust.wav\n",
      "./train_80\\YAF_jug_fear.wav\n",
      "./train_80\\YAF_jug_happy.wav\n",
      "./train_80\\YAF_jug_neutral.wav\n",
      "./train_80\\YAF_jug_ps.wav\n",
      "./train_80\\YAF_jug_sad.wav\n",
      "./train_80\\YAF_juice_angry.wav\n",
      "./train_80\\YAF_juice_disgust.wav\n",
      "./train_80\\YAF_juice_fear.wav\n",
      "./train_80\\YAF_juice_happy.wav\n",
      "./train_80\\YAF_juice_neutral.wav\n",
      "./train_80\\YAF_juice_ps.wav\n",
      "./train_80\\YAF_juice_sad.wav\n",
      "./train_80\\YAF_keen_angry.wav\n",
      "./train_80\\YAF_keen_disgust.wav\n",
      "./train_80\\YAF_keen_fear.wav\n",
      "./train_80\\YAF_keen_happy.wav\n",
      "./train_80\\YAF_keen_neutral.wav\n",
      "./train_80\\YAF_keen_ps.wav\n",
      "./train_80\\YAF_keen_sad.wav\n",
      "./train_80\\YAF_keep_angry.wav\n",
      "./train_80\\YAF_keep_disgust.wav\n",
      "./train_80\\YAF_keep_fear.wav\n",
      "./train_80\\YAF_keep_happy.wav\n",
      "./train_80\\YAF_keep_neutral.wav\n",
      "./train_80\\YAF_keep_ps.wav\n",
      "./train_80\\YAF_keep_sad.wav\n",
      "./train_80\\YAF_keg_angry.wav\n",
      "./train_80\\YAF_keg_disgust.wav\n",
      "./train_80\\YAF_keg_fear.wav\n",
      "./train_80\\YAF_keg_happy.wav\n",
      "./train_80\\YAF_keg_neutral.wav\n",
      "./train_80\\YAF_keg_ps.wav\n",
      "./train_80\\YAF_keg_sad.wav\n",
      "./train_80\\YAF_kick_angry.wav\n",
      "./train_80\\YAF_kick_disgust.wav\n",
      "./train_80\\YAF_kick_fear.wav\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./train_80\\YAF_kick_happy.wav\n",
      "./train_80\\YAF_kick_neutral.wav\n",
      "./train_80\\YAF_kick_ps.wav\n",
      "./train_80\\YAF_kick_sad.wav\n",
      "./train_80\\YAF_kill_angry.wav\n",
      "./train_80\\YAF_kill_disgust.wav\n",
      "./train_80\\YAF_kill_fear.wav\n",
      "./train_80\\YAF_kill_happy.wav\n",
      "./train_80\\YAF_kill_neutral.wav\n",
      "./train_80\\YAF_kill_ps.wav\n",
      "./train_80\\YAF_kill_sad.wav\n",
      "./train_80\\YAF_king_angry.wav\n",
      "./train_80\\YAF_king_disgust.wav\n",
      "./train_80\\YAF_king_fear.wav\n",
      "./train_80\\YAF_king_happy.wav\n",
      "./train_80\\YAF_king_neutral.wav\n",
      "./train_80\\YAF_king_ps.wav\n",
      "./train_80\\YAF_king_sad.wav\n",
      "./train_80\\YAF_kite_angry.wav\n",
      "./train_80\\YAF_kite_disgust.wav\n",
      "./train_80\\YAF_kite_fear.wav\n",
      "./train_80\\YAF_kite_happy.wav\n",
      "./train_80\\YAF_kite_neutral.wav\n",
      "./train_80\\YAF_kite_ps.wav\n",
      "./train_80\\YAF_kite_sad.wav\n",
      "./train_80\\YAF_knock_angry.wav\n",
      "./train_80\\YAF_knock_disgust.wav\n",
      "./train_80\\YAF_knock_fear.wav\n",
      "./train_80\\YAF_knock_happy.wav\n",
      "./train_80\\YAF_knock_neutral.wav\n",
      "./train_80\\YAF_knock_ps.wav\n",
      "./train_80\\YAF_knock_sad.wav\n",
      "./train_80\\YAF_late_angry.wav\n",
      "./train_80\\YAF_late_disgust.wav\n",
      "./train_80\\YAF_late_fear.wav\n",
      "./train_80\\YAF_late_happy.wav\n",
      "./train_80\\YAF_late_neutral.wav\n",
      "./train_80\\YAF_late_ps.wav\n",
      "./train_80\\YAF_late_sad.wav\n",
      "./train_80\\YAF_laud_angry.wav\n",
      "./train_80\\YAF_laud_disgust.wav\n",
      "./train_80\\YAF_laud_fear.wav\n",
      "./train_80\\YAF_laud_happy.wav\n",
      "./train_80\\YAF_laud_neutral.wav\n",
      "./train_80\\YAF_laud_ps.wav\n",
      "./train_80\\YAF_laud_sad.wav\n",
      "./train_80\\YAF_lean_angry.wav\n",
      "./train_80\\YAF_lean_disgust.wav\n",
      "./train_80\\YAF_lean_fear.wav\n",
      "./train_80\\YAF_lean_happy.wav\n",
      "./train_80\\YAF_lean_neutral.wav\n",
      "./train_80\\YAF_lean_ps.wav\n",
      "./train_80\\YAF_lean_sad.wav\n",
      "./train_80\\YAF_learn_angry.wav\n",
      "./train_80\\YAF_learn_disgust.wav\n",
      "./train_80\\YAF_learn_fear.wav\n",
      "./train_80\\YAF_learn_happy.wav\n",
      "./train_80\\YAF_learn_neutral.wav\n",
      "./train_80\\YAF_learn_ps.wav\n",
      "./train_80\\YAF_learn_sad.wav\n",
      "./train_80\\YAF_lease_angry.wav\n",
      "./train_80\\YAF_lease_disgust.wav\n",
      "./train_80\\YAF_lease_fear.wav\n",
      "./train_80\\YAF_lease_happy.wav\n",
      "./train_80\\YAF_lease_neutral.wav\n",
      "./train_80\\YAF_lease_ps.wav\n",
      "./train_80\\YAF_lease_sad.wav\n",
      "./train_80\\YAF_lid_angry.wav\n",
      "./train_80\\YAF_lid_disgust.wav\n",
      "./train_80\\YAF_lid_fear.wav\n",
      "./train_80\\YAF_lid_happy.wav\n",
      "./train_80\\YAF_lid_neutral.wav\n",
      "./train_80\\YAF_lid_ps.wav\n",
      "./train_80\\YAF_lid_sad.wav\n",
      "./train_80\\YAF_life_angry.wav\n",
      "./train_80\\YAF_life_disgust.wav\n",
      "./train_80\\YAF_life_fear.wav\n",
      "./train_80\\YAF_life_happy.wav\n",
      "./train_80\\YAF_life_neutral.wav\n",
      "./train_80\\YAF_life_ps.wav\n",
      "./train_80\\YAF_life_sad.wav\n",
      "./train_80\\YAF_limb_angry.wav\n",
      "./train_80\\YAF_limb_disgust.wav\n",
      "./train_80\\YAF_limb_fear.wav\n",
      "./train_80\\YAF_limb_happy.wav\n",
      "./train_80\\YAF_limb_neutral.wav\n",
      "./train_80\\YAF_limb_ps.wav\n",
      "./train_80\\YAF_limb_sad.wav\n",
      "./train_80\\YAF_live_angry.wav\n",
      "./train_80\\YAF_live_disgust.wav\n",
      "./train_80\\YAF_live_fear.wav\n",
      "./train_80\\YAF_live_happy.wav\n",
      "./train_80\\YAF_live_neutral.wav\n",
      "./train_80\\YAF_live_ps.wav\n",
      "./train_80\\YAF_live_sad.wav\n",
      "./train_80\\YAF_loaf_angry.wav\n",
      "./train_80\\YAF_loaf_disgust.wav\n",
      "./train_80\\YAF_loaf_fear.wav\n",
      "./train_80\\YAF_loaf_happy.wav\n",
      "./train_80\\YAF_loaf_neutral.wav\n",
      "./train_80\\YAF_loaf_ps.wav\n",
      "./train_80\\YAF_loaf_sad.wav\n",
      "./train_80\\YAF_long_angry.wav\n",
      "./train_80\\YAF_long_disgust.wav\n",
      "./train_80\\YAF_long_fear.wav\n",
      "./train_80\\YAF_long_happy.wav\n",
      "./train_80\\YAF_long_neutral.wav\n",
      "./train_80\\YAF_long_ps.wav\n",
      "./train_80\\YAF_long_sad.wav\n",
      "./train_80\\YAF_lore_angry.wav\n",
      "./train_80\\YAF_lore_disgust.wav\n",
      "./train_80\\YAF_lore_fear.wav\n",
      "./train_80\\YAF_lore_happy.wav\n",
      "./train_80\\YAF_lore_neutral.wav\n",
      "./train_80\\YAF_lore_ps.wav\n",
      "./train_80\\YAF_lore_sad.wav\n",
      "./train_80\\YAF_lose_angry.wav\n",
      "./train_80\\YAF_lose_disgust.wav\n",
      "./train_80\\YAF_lose_fear.wav\n",
      "./train_80\\YAF_lose_happy.wav\n",
      "./train_80\\YAF_lose_neutral.wav\n",
      "./train_80\\YAF_lose_ps.wav\n",
      "./train_80\\YAF_lose_sad.wav\n",
      "./train_80\\YAF_lot_angry.wav\n",
      "./train_80\\YAF_lot_disgust.wav\n",
      "./train_80\\YAF_lot_fear.wav\n",
      "./train_80\\YAF_lot_happy.wav\n",
      "./train_80\\YAF_lot_neutral.wav\n",
      "./train_80\\YAF_lot_ps.wav\n",
      "./train_80\\YAF_lot_sad.wav\n",
      "./train_80\\YAF_love_angry.wav\n",
      "./train_80\\YAF_love_disgust.wav\n",
      "./train_80\\YAF_love_fear.wav\n",
      "./train_80\\YAF_love_happy.wav\n",
      "./train_80\\YAF_love_neutral.wav\n",
      "./train_80\\YAF_love_ps.wav\n",
      "./train_80\\YAF_love_sad.wav\n",
      "./train_80\\YAF_luck_angry.wav\n",
      "./train_80\\YAF_luck_disgust.wav\n",
      "./train_80\\YAF_luck_fear.wav\n",
      "./train_80\\YAF_luck_happy.wav\n",
      "./train_80\\YAF_luck_neutral.wav\n",
      "./train_80\\YAF_luck_ps.wav\n",
      "./train_80\\YAF_luck_sad.wav\n",
      "./train_80\\YAF_make_angry.wav\n",
      "./train_80\\YAF_make_disgust.wav\n",
      "./train_80\\YAF_make_fear.wav\n",
      "./train_80\\YAF_make_happy.wav\n",
      "./train_80\\YAF_make_neutral.wav\n",
      "./train_80\\YAF_make_ps.wav\n",
      "./train_80\\YAF_make_sad.wav\n",
      "./train_80\\YAF_match_angry.wav\n",
      "./train_80\\YAF_match_disgust.wav\n",
      "./train_80\\YAF_match_fear.wav\n",
      "./train_80\\YAF_match_happy.wav\n",
      "./train_80\\YAF_match_neutral.wav\n",
      "./train_80\\YAF_match_ps.wav\n",
      "./train_80\\YAF_match_sad.wav\n",
      "./train_80\\YAF_merge_angry.wav\n",
      "./train_80\\YAF_merge_disgust.wav\n",
      "./train_80\\YAF_merge_fear.wav\n",
      "./train_80\\YAF_merge_happy.wav\n",
      "./train_80\\YAF_merge_neutral.wav\n",
      "./train_80\\YAF_merge_ps.wav\n",
      "./train_80\\YAF_merge_sad.wav\n",
      "./train_80\\YAF_mess_angry.wav\n",
      "./train_80\\YAF_mess_disgust.wav\n",
      "./train_80\\YAF_mess_fear.wav\n",
      "./train_80\\YAF_mess_happy.wav\n",
      "./train_80\\YAF_mess_neutral.wav\n",
      "./train_80\\YAF_mess_ps.wav\n",
      "./train_80\\YAF_mess_sad.wav\n",
      "./train_80\\YAF_met_angry.wav\n",
      "./train_80\\YAF_met_disgust.wav\n",
      "./train_80\\YAF_met_fear.wav\n",
      "./train_80\\YAF_met_happy.wav\n",
      "./train_80\\YAF_met_neutral.wav\n",
      "./train_80\\YAF_met_ps.wav\n",
      "./train_80\\YAF_met_sad.wav\n",
      "./train_80\\YAF_mill_angry.wav\n",
      "./train_80\\YAF_mill_disgust.wav\n",
      "./train_80\\YAF_mill_fear.wav\n",
      "./train_80\\YAF_mill_happy.wav\n",
      "./train_80\\YAF_mill_neutral.wav\n",
      "./train_80\\YAF_mill_ps.wav\n",
      "./train_80\\YAF_mill_sad.wav\n",
      "./train_80\\YAF_mob_angry.wav\n",
      "./train_80\\YAF_mob_disgust.wav\n",
      "./train_80\\YAF_mob_fear.wav\n",
      "./train_80\\YAF_mob_happy.wav\n",
      "./train_80\\YAF_mob_neutral.wav\n",
      "./train_80\\YAF_mob_ps.wav\n",
      "./train_80\\YAF_mob_sad.wav\n",
      "./train_80\\YAF_mode_angry.wav\n",
      "./train_80\\YAF_mode_disgust.wav\n",
      "./train_80\\YAF_mode_fear.wav\n",
      "./train_80\\YAF_mode_happy.wav\n",
      "./train_80\\YAF_mode_neutral.wav\n",
      "./train_80\\YAF_mode_ps.wav\n",
      "./train_80\\YAF_mode_sad.wav\n",
      "./train_80\\YAF_mood_angry.wav\n",
      "./train_80\\YAF_mood_disgust.wav\n",
      "./train_80\\YAF_mood_fear.wav\n",
      "./train_80\\YAF_mood_happy.wav\n",
      "./train_80\\YAF_mood_neutral.wav\n",
      "./train_80\\YAF_mood_ps.wav\n",
      "./train_80\\YAF_mood_sad.wav\n",
      "./train_80\\YAF_moon_angry.wav\n",
      "./train_80\\YAF_moon_disgust.wav\n",
      "./train_80\\YAF_moon_fear.wav\n",
      "./train_80\\YAF_moon_happy.wav\n",
      "./train_80\\YAF_moon_neutral.wav\n",
      "./train_80\\YAF_moon_ps.wav\n",
      "./train_80\\YAF_moon_sad.wav\n",
      "./train_80\\YAF_mop_angry.wav\n",
      "./train_80\\YAF_mop_disgust.wav\n",
      "./train_80\\YAF_mop_fear.wav\n",
      "./train_80\\YAF_mop_happy.wav\n",
      "./train_80\\YAF_mop_neutral.wav\n",
      "./train_80\\YAF_mop_ps.wav\n",
      "./train_80\\YAF_mop_sad.wav\n",
      "./train_80\\YAF_mouse_angry.wav\n",
      "./train_80\\YAF_mouse_disgust.wav\n",
      "./train_80\\YAF_mouse_fear.wav\n",
      "./train_80\\YAF_mouse_happy.wav\n",
      "./train_80\\YAF_mouse_neutral.wav\n",
      "./train_80\\YAF_mouse_ps.wav\n",
      "./train_80\\YAF_mouse_sad.wav\n",
      "./train_80\\YAF_nag_angry.wav\n",
      "./train_80\\YAF_nag_disgust.wav\n",
      "./train_80\\YAF_nag_fear.wav\n",
      "./train_80\\YAF_nag_happy.wav\n",
      "./train_80\\YAF_nag_neutral.wav\n",
      "./train_80\\YAF_nag_ps.wav\n",
      "./train_80\\YAF_nag_sad.wav\n",
      "./train_80\\YAF_name_angry.wav\n",
      "./train_80\\YAF_name_disgust.wav\n",
      "./train_80\\YAF_name_fear.wav\n",
      "./train_80\\YAF_name_happy.wav\n",
      "./train_80\\YAF_name_neutral.wav\n",
      "./train_80\\YAF_name_ps.wav\n",
      "./train_80\\YAF_name_sad.wav\n",
      "./train_80\\YAF_near_angry.wav\n",
      "./train_80\\YAF_near_disgust.wav\n",
      "./train_80\\YAF_near_fear.wav\n",
      "./train_80\\YAF_near_happy.wav\n",
      "./train_80\\YAF_near_neutral.wav\n",
      "./train_80\\YAF_near_ps.wav\n",
      "./train_80\\YAF_near_sad.wav\n",
      "./train_80\\YAF_neat_angry.wav\n",
      "./train_80\\YAF_neat_disgust.wav\n",
      "./train_80\\YAF_neat_fear.wav\n",
      "./train_80\\YAF_neat_happy.wav\n",
      "./train_80\\YAF_neat_neutral.wav\n",
      "./train_80\\YAF_neat_ps.wav\n",
      "./train_80\\YAF_neat_sad.wav\n",
      "./train_80\\YAF_nice_angry.wav\n",
      "./train_80\\YAF_nice_disgust.wav\n",
      "./train_80\\YAF_nice_fear.wav\n",
      "./train_80\\YAF_nice_happy.wav\n",
      "./train_80\\YAF_nice_neutral.wav\n",
      "./train_80\\YAF_nice_ps.wav\n",
      "./train_80\\YAF_nice_sad.wav\n",
      "./train_80\\YAF_note_angry.wav\n",
      "./train_80\\YAF_note_disgust.wav\n",
      "./train_80\\YAF_note_fear.wav\n",
      "./train_80\\YAF_note_happy.wav\n",
      "./train_80\\YAF_note_neutral.wav\n",
      "./train_80\\YAF_note_ps.wav\n",
      "./train_80\\YAF_note_sad.wav\n",
      "./train_80\\YAF_numb_angry.wav\n",
      "./train_80\\YAF_numb_disgust.wav\n",
      "./train_80\\YAF_numb_fear.wav\n",
      "./train_80\\YAF_numb_happy.wav\n",
      "./train_80\\YAF_numb_neutral.wav\n",
      "./train_80\\YAF_numb_ps.wav\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./train_80\\YAF_numb_sad.wav\n",
      "./train_80\\YAF_pad_angry.wav\n",
      "./train_80\\YAF_pad_disgust.wav\n",
      "./train_80\\YAF_pad_fear.wav\n",
      "./train_80\\YAF_pad_happy.wav\n",
      "./train_80\\YAF_pad_neutral.wav\n",
      "./train_80\\YAF_pad_ps.wav\n",
      "./train_80\\YAF_pad_sad.wav\n",
      "./train_80\\YAF_page_angry.wav\n",
      "./train_80\\YAF_page_disgust.wav\n",
      "./train_80\\YAF_page_fear.wav\n",
      "./train_80\\YAF_page_happy.wav\n",
      "./train_80\\YAF_page_neutral.wav\n",
      "./train_80\\YAF_page_ps.wav\n",
      "./train_80\\YAF_page_sad.wav\n",
      "./train_80\\YAF_pain_angry.wav\n",
      "./train_80\\YAF_pain_disgust.wav\n",
      "./train_80\\YAF_pain_fear.wav\n",
      "./train_80\\YAF_pain_happy.wav\n",
      "./train_80\\YAF_pain_neutral.wav\n",
      "./train_80\\YAF_pain_ps.wav\n",
      "./train_80\\YAF_pain_sad.wav\n",
      "./train_80\\YAF_pass_angry.wav\n",
      "./train_80\\YAF_pass_disgust.wav\n",
      "./train_80\\YAF_pass_fear.wav\n",
      "./train_80\\YAF_pass_happy.wav\n",
      "./train_80\\YAF_pass_neutral.wav\n",
      "./train_80\\YAF_pass_ps.wav\n",
      "./train_80\\YAF_pass_sad.wav\n",
      "./train_80\\YAF_pearl_angry.wav\n",
      "./train_80\\YAF_pearl_disgust.wav\n",
      "./train_80\\YAF_pearl_fear.wav\n",
      "./train_80\\YAF_pearl_happy.wav\n",
      "./train_80\\YAF_pearl_neutral.wav\n",
      "./train_80\\YAF_pearl_ps.wav\n",
      "./train_80\\YAF_pearl_sad.wav\n",
      "['angry' 'disgust' 'fear' ..., 'neutral' 'ps' 'sad']\n",
      "Model Saved..\n",
      "Score: 1.0\n"
     ]
    }
   ],
   "source": [
    "def extract_feature(file_name):\n",
    "    X, sample_rate = librosa.load(file_name)\n",
    "    stft = np.abs(librosa.stft(X))\n",
    "    mfccs = np.mean(librosa.feature.mfcc(y=X, sr=sample_rate, n_mfcc=40).T, axis=0)\n",
    "    chroma = np.mean(librosa.feature.chroma_stft(S=stft, sr=sample_rate).T, axis=0)\n",
    "    mel = np.mean(librosa.feature.melspectrogram(X, sr=sample_rate).T, axis=0)\n",
    "    contrast = np.mean(librosa.feature.spectral_contrast(S=stft, sr=sample_rate).T, axis=0)\n",
    "    tonnetz = np.mean(librosa.feature.tonnetz(y=librosa.effects.harmonic(X),\n",
    "                                              sr=sample_rate).T, axis=0)\n",
    "    return mfccs, chroma, mel, contrast, tonnetz\n",
    "\n",
    "\n",
    "def parse_audio_files(path):\n",
    "    features, labels = np.empty((0, 193)), np.empty(0)\n",
    "    labels = []\n",
    "    for fn in glob.glob(path):\n",
    "        try:\n",
    "            mfccs, chroma, mel, contrast, tonnetz = extract_feature(fn)\n",
    "        except Exception as e:\n",
    "            print(\"Error encountered while parsing file: \", fn)\n",
    "            continue\n",
    "        ext_features = np.hstack([mfccs, chroma, mel, contrast, tonnetz])\n",
    "        features = np.vstack([features, ext_features])\n",
    "        labels = np.append(labels, fn.split(\"_\")[3].split(\".\")[0])\n",
    "        print(fn)\n",
    "    return np.array(features), np.array(labels)\n",
    "\n",
    "\n",
    "tr_features, tr_labels = parse_audio_files('./train_80/*.wav')\n",
    "\n",
    "print(tr_labels)\n",
    "\n",
    "tr_features = np.array(tr_features, dtype=pd.Series)\n",
    "tr_labels = np.array(tr_labels, dtype=pd.Series)\n",
    "\n",
    "X=tr_features.astype(int)\n",
    "y=tr_labels.astype(str)\n",
    "\n",
    "clf = tree.DecisionTreeClassifier()\n",
    "clf = clf.fit(X, y)\n",
    "\n",
    "filename = 'clf_Model_protocol_tree.sav'\n",
    "\n",
    "pickle.dump(clf, open(filename, 'wb'), protocol=2)\n",
    "\n",
    "print('Model Saved..')\n",
    "print('Score:', clf.score(X=tr_features.astype(int), y=tr_labels.astype(str)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[learning_curve] Training set sizes: [ 179  582  985 1388 1791]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Done  25 out of  25 | elapsed:    6.2s finished\n",
      "C:\\Users\\Dell\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:519: UserWarning: No labelled objects found. Use label='...' kwarg on individual plots.\n",
      "  warnings.warn(\"No labelled objects found. \"\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsEAAAH9CAYAAAD74aE/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d8e9ffe240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Learning curve plotting\n",
    "from sklearn.model_selection import learning_curve\n",
    "seed = 7\n",
    "kfold = model_selection.KFold(n_splits=5, random_state=seed)\n",
    "train_sizes, train_scores, test_scores = learning_curve(clf, tr_features, tr_labels, n_jobs=-1, cv=kfold,\n",
    "                                                        train_sizes=np.linspace(.1, 1.0, 5), verbose=1)\n",
    "train_scores_mean = np.mean(train_scores, axis=1)\n",
    "train_scores_std = np.std(train_scores, axis=1)\n",
    "test_scores_mean = np.mean(test_scores, axis=1)\n",
    "test_scores_std = np.std(test_scores, axis=1)\n",
    "\n",
    "plt.figure()\n",
    "plt.title(\"Decision Tree Model\")\n",
    "plt.legend(loc=\"best\")\n",
    "plt.xlabel(\"Training examples\")\n",
    "plt.ylabel(\"Score\")\n",
    "plt.gca().invert_yaxis()\n",
    "\n",
    "plt.grid()\n",
    "\n",
    "plt.fill_between(train_sizes, train_scores_mean - train_scores_std, train_scores_mean + train_scores_std, alpha=0.1,\n",
    "                 color=\"r\")\n",
    "plt.fill_between(train_sizes, test_scores_mean - test_scores_std, test_scores_mean + test_scores_std, alpha=0.1,\n",
    "                 color=\"g\")\n",
    "line_up = plt.plot(train_sizes, train_scores_mean, 'o-', color=\"r\", label=\"Training score\")\n",
    "line_down = plt.plot(train_sizes, test_scores_mean, 'o-', color=\"g\", label=\"Cross-validation score\")\n",
    "plt.ylim(-.1, 1.1)\n",
    "plt.legend(loc=\"lower right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import glob\n",
    "import librosa\n",
    "import librosa.display\n",
    "import numpy as np\n",
    "import _pickle as pickle\n",
    "import pandas as pd\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.metrics import confusion_matrix\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy Score of Decision Tree model is: 0.914285714286\n",
      "Number of correct prediction by using Decision Tree is: 512 out of 560\n"
     ]
    }
   ],
   "source": [
    "# Method to extract features from speech using librosa\n",
    "\n",
    "\n",
    "def extract_feature(file_name):\n",
    "    X, sample_rate = librosa.load(file_name)\n",
    "    stft = np.abs(librosa.stft(X))\n",
    "    mfccs = np.mean(librosa.feature.mfcc(y=X, sr=sample_rate, n_mfcc=40).T, axis=0)\n",
    "    chroma = np.mean(librosa.feature.chroma_stft(S=stft, sr=sample_rate).T, axis=0)\n",
    "    mel = np.mean(librosa.feature.melspectrogram(X, sr=sample_rate).T, axis=0)\n",
    "    contrast = np.mean(librosa.feature.spectral_contrast(S=stft, sr=sample_rate).T, axis=0)\n",
    "    tonnetz = np.mean(librosa.feature.tonnetz(y=librosa.effects.harmonic(X),\n",
    "                                              sr=sample_rate).T, axis=0)\n",
    "    return mfccs, chroma, mel, contrast, tonnetz\n",
    "\n",
    "\n",
    "# List to store file names\n",
    "target_files = []\n",
    "\n",
    "# Method to extract label name and extract features from audio file\n",
    "\n",
    "\n",
    "def parse_audio_files(path):\n",
    "    labels = []\n",
    "    features = np.empty((0, 193))\n",
    "    for fn in glob.glob(path):\n",
    "        try:\n",
    "            mfccs, chroma, mel, contrast, tonnetz = extract_feature(fn)\n",
    "        except Exception as e:\n",
    "            print(\"Error encountered while parsing file: \", fn)\n",
    "            continue\n",
    "        ext_features = np.hstack([mfccs, chroma, mel, contrast, tonnetz])\n",
    "        features = np.vstack([features, ext_features])\n",
    "        labels = np.append(labels, fn.split(\"_\")[3].split(\".\")[0])\n",
    "        target_files.append(fn)\n",
    "    return np.array(features), np.array(labels)\n",
    "\n",
    "\n",
    "# Get labels and features of audion file of specified path\n",
    "ts_features, ts_labels = parse_audio_files('./test_20/*.wav')\n",
    "\n",
    "# Convert features and labels to the pandas Series data type\n",
    "ts_features = np.array(ts_features, dtype=pd.Series)\n",
    "ts_labels = np.array(ts_labels, dtype=pd.Series)\n",
    "\n",
    "# Trained Model file name\n",
    "filename = 'clf_Model_protocol_tree.sav'\n",
    "\n",
    "# Load saved model from file\n",
    "model = pickle.load(open(filename, 'rb'))\n",
    "\n",
    "# Predict the emotion class\n",
    "prediction = model.predict(ts_features)\n",
    "\n",
    "# True labels\n",
    "test_true = ts_labels\n",
    "\n",
    "# List to store prediction\n",
    "test_predicted = []\n",
    "\n",
    "# Iterate over model prediction and store it into list\n",
    "for i, val in enumerate(prediction):\n",
    "    test_predicted.append(val)\n",
    "\n",
    "\n",
    "# Accuracy score of model\n",
    "print('Accuracy Score of Decision Tree model is:', accuracy_score(test_true, test_predicted))\n",
    "\n",
    "# Number of corrected prediction\n",
    "print('Number of correct prediction by using Decision Tree is:', accuracy_score(test_true, test_predicted, normalize=False), 'out of', len(ts_labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmkAAAHoCAYAAAASdXgyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d8ea14e940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting confusion matrix\n",
    "matrix = confusion_matrix(test_true, test_predicted)\n",
    "classes = list(set(ts_labels))\n",
    "classes.sort()\n",
    "df = pd.DataFrame(matrix, columns=classes, index=classes)\n",
    "plt.figure()\n",
    "plt.title('Decision Tree test accuracy')\n",
    "sn.heatmap(df, annot=True)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}