MMC Feature Extraction 1D.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d2d5b9cf",
   "metadata": {},
   "source": [
    "## 1. Import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "78e311f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "637df2bb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-06-19 10:34:24.141130: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
      "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
     ]
    }
   ],
   "source": [
    "'''------Reading files------'''\n",
    "import os\n",
    "\n",
    "'''------Audio preprocessing------'''\n",
    "from pydub import AudioSegment\n",
    "\n",
    "'''------Manipulating data------'''\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.preprocessing import LabelEncoder # Numerical encoding\n",
    "\n",
    "'''------Loading the audio------'''\n",
    "import librosa\n",
    "import librosa.display\n",
    "from IPython import display\n",
    "'''------Deep learning model------'''\n",
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "559418d6",
   "metadata": {},
   "source": [
    "## 2. Audio Data Preprocessing\n",
    "### 2.1 Reading the audio files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "880b3fbf",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "739 Dataset/MER/Q3/MT0014192212.mp3\n",
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      "744 Dataset/MER/Q3/MT0005221680.mp3\n",
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      "749 Dataset/MER/Q3/MT0001193971.mp3\n",
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      "756 Dataset/MER/Q3/MT0014118699.mp3\n",
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      "760 Dataset/MER/Q3/MT0006555035.mp3\n",
      "761 Dataset/MER/Q3/MT0030400613.mp3\n",
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      "768 Dataset/MER/Q3/MT0001533920.mp3\n",
      "769 Dataset/MER/Q3/MT0002536460.mp3\n",
      "770 Dataset/MER/Q3/MT0000255724.mp3\n",
      "771 Dataset/MER/Q3/MT0008716237.mp3\n",
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      "777 Dataset/MER/Q3/MT0030422114.mp3\n",
      "778 Dataset/MER/Q3/MT0011095825.mp3\n",
      "779 Dataset/MER/Q3/MT0007860263.mp3\n",
      "780 Dataset/MER/Q3/MT0011158114.mp3\n",
      "781 Dataset/MER/Q3/MT0009169626.mp3\n",
      "782 Dataset/MER/Q3/MT0003930610.mp3\n",
      "783 Dataset/MER/Q3/MT0005155949.mp3\n",
      "784 Dataset/MER/Q3/MT0000742898.mp3\n",
      "785 Dataset/MER/Q3/MT0011032905.mp3\n",
      "786 Dataset/MER/Q3/MT0002634024.mp3\n",
      "787 Dataset/MER/Q3/MT0009437817.mp3\n",
      "788 Dataset/MER/Q3/MT0006919273.mp3\n",
      "789 Dataset/MER/Q3/MT0010375510.mp3\n",
      "790 Dataset/MER/Q3/MT0030247926.mp3\n",
      "791 Dataset/MER/Q3/MT0011391187.mp3\n",
      "792 Dataset/MER/Q3/MT0015715008.mp3\n",
      "793 Dataset/MER/Q3/MT0000379144.mp3\n",
      "794 Dataset/MER/Q3/MT0005157391.mp3\n",
      "795 Dataset/MER/Q3/MT0001052263.mp3\n",
      "796 Dataset/MER/Q3/MT0011398970.mp3\n",
      "797 Dataset/MER/Q3/MT0011667212.mp3\n",
      "798 Dataset/MER/Q3/MT0009182700.mp3\n",
      "799 Dataset/MER/Q3/MT0028947009.mp3\n",
      "800 Dataset/MER/Q3/MT0002485672.mp3\n",
      "801 Dataset/MER/Q3/MT0007550652.mp3\n",
      "802 Dataset/MER/Q3/MT0010739708.mp3\n",
      "803 Dataset/MER/Q3/MT0004922692.mp3\n",
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      "809 Dataset/MER/Q3/MT0005217073.mp3\n",
      "810 Dataset/MER/Q3/MT0011969592.mp3\n",
      "811 Dataset/MER/Q3/MT0014584473.mp3\n",
      "812 Dataset/MER/Q3/MT0003863509.mp3\n",
      "813 Dataset/MER/Q3/MT0003101727.mp3\n",
      "814 Dataset/MER/Q3/MT0006171393.mp3\n",
      "815 Dataset/MER/Q3/MT0002086401.mp3\n",
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      "825 Dataset/MER/Q3/MT0004840819.mp3\n",
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      "830 Dataset/MER/Q3/MT0003435704.mp3\n",
      "831 Dataset/MER/Q3/MT0031951901.mp3\n",
      "832 Dataset/MER/Q3/MT0000426771.mp3\n",
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      "837 Dataset/MER/Q3/MT0003601752.mp3\n",
      "838 Dataset/MER/Q3/MT0030252676.mp3\n",
      "839 Dataset/MER/Q3/MT0008077089.mp3\n",
      "840 Dataset/MER/Q3/MT0001920501.mp3\n",
      "841 Dataset/MER/Q3/MT0012317309.mp3\n",
      "842 Dataset/MER/Q3/MT0011836290.mp3\n",
      "843 Dataset/MER/Q3/MT0002233402.mp3\n",
      "844 Dataset/MER/Q3/MT0000300896.mp3\n",
      "845 Dataset/MER/Q3/MT0026330298.mp3\n",
      "846 Dataset/MER/Q3/MT0009996318.mp3\n",
      "847 Dataset/MER/Q3/MT0008841966.mp3\n",
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      "859 Dataset/MER/Q3/MT0009693151.mp3\n",
      "860 Dataset/MER/Q3/MT0000315392.mp3\n",
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      "862 Dataset/MER/Q3/MT0002087541.mp3\n",
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      "864 Dataset/MER/Q3/MT0007099407.mp3\n",
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      "867 Dataset/MER/Q3/MT0004082588.mp3\n",
      "868 Dataset/MER/Q3/MT0015665796.mp3\n",
      "869 Dataset/MER/Q3/MT0011894681.mp3\n",
      "870 Dataset/MER/Q3/MT0013416300.mp3\n",
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      "872 Dataset/MER/Q3/MT0001472536.mp3\n",
      "873 Dataset/MER/Q3/MT0012675695.mp3\n",
      "874 Dataset/MER/Q3/MT0008399774.mp3\n",
      "875 Dataset/MER/Q3/MT0007438571.mp3\n",
      "876 Dataset/MER/Q3/MT0001972380.mp3\n",
      "877 Dataset/MER/Q3/MT0009628869.mp3\n",
      "878 Dataset/MER/Q3/MT0011594970.mp3\n",
      "879 Dataset/MER/Q3/MT0000534539.mp3\n",
      "880 Dataset/MER/Q3/MT0007372035.mp3\n",
      "881 Dataset/MER/Q3/MT0003037754.mp3\n",
      "882 Dataset/MER/Q3/MT0000941301.mp3\n",
      "883 Dataset/MER/Q3/MT0002142155.mp3\n",
      "884 Dataset/MER/Q3/MT0004817670.mp3\n",
      "885 Dataset/MER/Q3/MT0011440705.mp3\n",
      "886 Dataset/MER/Q3/MT0013173557.mp3\n",
      "887 Dataset/MER/Q3/MT0011308097.mp3\n",
      "888 Dataset/MER/Q3/MT0001523435.mp3\n",
      "889 Dataset/MER/Q3/MT0005981667.mp3\n",
      "890 Dataset/MER/Q3/MT0003037596.mp3\n",
      "891 Dataset/MER/Q3/MT0031693432.mp3\n",
      "892 Dataset/MER/Q3/MT0002986568.mp3\n",
      "893 Dataset/MER/Q3/MT0005115042.mp3\n",
      "894 Dataset/MER/Q3/MT0008979040.mp3\n",
      "895 Dataset/MER/Q3/MT0001844620.mp3\n",
      "896 Dataset/MER/Q3/MT0010804974.mp3\n",
      "897 Dataset/MER/Q3/MT0000796526.mp3\n",
      "898 Dataset/MER/Q3/MT0015664499.mp3\n",
      "899 Dataset/MER/Q3/MT0012292188.mp3\n",
      "900 Dataset/MER/Q3/MT0004342301.mp3\n"
     ]
    }
   ],
   "source": [
    "count = 0\n",
    "fileDirMER = 'Dataset/MER'\n",
    "dataset = os.listdir(fileDirMER)\n",
    "filewithdir = []\n",
    "file = []\n",
    "\n",
    "for mooddir in dataset:\n",
    "    if(not r'.' in mooddir):\n",
    "        moodDirName = os.path.join(fileDirMER,mooddir)\n",
    "        mooddir=np.array(os.listdir(moodDirName))\n",
    "        for audio in mooddir:\n",
    "            if(audio[-3:]=='mp3'):\n",
    "                count+=1\n",
    "                fn=os.path.join(moodDirName,audio)\n",
    "                filewithdir.append(fn)\n",
    "                file.append(os.path.basename(fn))\n",
    "                print(str(count),fn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "dbf187fd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 Dataset/MER_Extra/happy/ovalar_gurup_yol.mp3\n",
      "2 Dataset/MER_Extra/happy/cekirge_oguz_yilmaz.mp3\n",
      "3 Dataset/MER_Extra/happy/baran_bayraktar_gol.mp3\n",
      "4 Dataset/MER_Extra/happy/bu_gece_uyumamisan.mp3\n",
      "5 Dataset/MER_Extra/happy/kim_arar_nilufer.mp3\n",
      "6 Dataset/MER_Extra/happy/heycan_serdar_ortac.mp3\n",
      "7 Dataset/MER_Extra/happy/su_gelen_atlimidir.mp3\n",
      "8 Dataset/MER_Extra/happy/yuru_dilber_yuru_fasil.mp3\n",
      "9 Dataset/MER_Extra/happy/arzu_kus_adana_kopru_basi.mp3\n",
      "10 Dataset/MER_Extra/happy/evlere_senlik_sinan_ozen.mp3\n",
      "11 Dataset/MER_Extra/happy/ayse_ozyilmazel_pardon.mp3\n",
      "12 Dataset/MER_Extra/happy/yangin_olur_biz_yangina_gideriz_fasli_beyoglu.mp3\n",
      "13 Dataset/MER_Extra/happy/uskudara_gideriken.mp3\n",
      "14 Dataset/MER_Extra/happy/cay_elinden_oteye_sevval_sam.mp3\n",
      "15 Dataset/MER_Extra/happy/mustafa_sandal_aya_benzer.mp3\n",
      "16 Dataset/MER_Extra/happy/gul_doktum_yollarina_tarkan.mp3\n",
      "17 Dataset/MER_Extra/happy/sevinc_sarivea_yandirgin_kalbimi_aman.mp3\n",
      "18 Dataset/MER_Extra/happy/sigaramin_duman_meski_fasil.mp3\n",
      "19 Dataset/MER_Extra/happy/mektebin_bacalari_yahya_cekirge.mp3\n",
      "20 Dataset/MER_Extra/happy/siverek_asmasiyam_ibrahim_tatlises.mp3\n",
      "21 Dataset/MER_Extra/happy/cakmak_cakmaga_geldik_cesitli_sanatci.mp3\n",
      "22 Dataset/MER_Extra/happy/kalenin_bedenleri_zara.mp3\n",
      "23 Dataset/MER_Extra/happy/beyoglunda_gezersin.mp3\n",
      "24 Dataset/MER_Extra/happy/erkilet_guzeli_meski_fasil.mp3\n",
      "25 Dataset/MER_Extra/happy/aynali_koruk_zara.mp3\n",
      "26 Dataset/MER_Extra/happy/kocari_kazim_koyuncu.mp3\n",
      "27 Dataset/MER_Extra/happy/zeytin_yapragi_yesil_zara.mp3\n",
      "28 Dataset/MER_Extra/happy/ayva_cicek_acmis_fasli_beyoglu.mp3\n",
      "29 Dataset/MER_Extra/happy/sendeki_kaslar_suzan_kardes.mp3\n",
      "30 Dataset/MER_Extra/happy/bag_gel_bostana_gel_kubat.mp3\n",
      "31 Dataset/MER_Extra/happy/ah_nerede_vah_nerede_fusun_onal.mp3\n",
      "32 Dataset/MER_Extra/happy/yar_saclarin_lule_lule_nesrin_sipahi.mp3\n",
      "33 Dataset/MER_Extra/happy/diyar_bakir_guzel_baglar_yahya_cekirge.mp3\n",
      "34 Dataset/MER_Extra/happy/kadifeden_kesesi_fasli_beyoglu.mp3\n",
      "35 Dataset/MER_Extra/happy/mardin_kapisindan_atyalyamadm_kazanc_bedih.mp3\n",
      "36 Dataset/MER_Extra/happy/son_verdim_kalbimin_issine_seyyal_taner.mp3\n",
      "37 Dataset/MER_Extra/happy/darildinmi_cicim_bana_fasli_beyoglu.mp3\n",
      "38 Dataset/MER_Extra/happy/karabiberim_serdar_ortac.mp3\n",
      "39 Dataset/MER_Extra/happy/gulum_benim_muazzez_ersoy.mp3\n",
      "40 Dataset/MER_Extra/happy/gozleri_aska_gulen_funda_arar.mp3\n",
      "41 Dataset/MER_Extra/happy/yola_ciktim_mardine_berdan.mp3\n",
      "42 Dataset/MER_Extra/happy/antebin_kalesine_ibrahim_tatlises.mp3\n",
      "43 Dataset/MER_Extra/happy/hadi_gari_sende_gel.mp3\n",
      "44 Dataset/MER_Extra/happy/yuksek_yuksek_tepelere.mp3\n",
      "45 Dataset/MER_Extra/happy/diyarbakir_lorke_halayi.mp3\n",
      "46 Dataset/MER_Extra/happy/askimiz_bitecek_cansu_koc.mp3\n",
      "47 Dataset/MER_Extra/happy/altun_kardesler_erik_dali.mp3\n",
      "48 Dataset/MER_Extra/happy/aya_benzer_mustafa_sandal.mp3\n",
      "49 Dataset/MER_Extra/happy/davullu_zurnali_oyun_havasi.mp3\n",
      "50 Dataset/MER_Extra/happy/kondurama_kum_doldu_cesitli_sanatci.mp3\n",
      "51 Dataset/MER_Extra/happy/murat-kursun-erik-dali-part.mp3\n",
      "52 Dataset/MER_Extra/happy/samsak_doveci_gurup_lacin.mp3\n",
      "53 Dataset/MER_Extra/happy/hele_yar_zalim_yar_zekeriya_unlu.mp3\n",
      "54 Dataset/MER_Extra/happy/maden_dagi_izzet_altinmese.mp3\n",
      "55 Dataset/MER_Extra/happy/delalim_urfa_sira_geceleri.mp3\n",
      "56 Dataset/MER_Extra/happy/panara_gel_ki_gorem_cesitli_sanatci.mp3\n",
      "57 Dataset/MER_Extra/happy/antebin_hamamlar_cesitli_sanatci.mp3\n",
      "58 Dataset/MER_Extra/happy/makarak_sari_baglar_kirac.mp3\n",
      "59 Dataset/MER_Extra/happy/beyaz_gul_kirmizi_gul_ibrahim_tatlises.mp3\n",
      "60 Dataset/MER_Extra/happy/gir_kanima_harun_kolcak.mp3\n",
      "61 Dataset/MER_Extra/happy/uyu_demeye_geldim_melda_kuyucu.mp3\n",
      "62 Dataset/MER_Extra/happy/daglar_kizi_reyhan_yusel_ozkasap.mp3\n",
      "63 Dataset/MER_Extra/happy/ayas_yollar_sumer_ezgu.mp3\n",
      "64 Dataset/MER_Extra/happy/esarbini_yan_baglama_ibrahim_tatlises.mp3\n",
      "65 Dataset/MER_Extra/happy/bagya_girdimbag_budanmis_rustem.mp3\n",
      "66 Dataset/MER_Extra/happy/fistan_bictim_dar_geldi_huriye_mustafa_keser.mp3\n",
      "67 Dataset/MER_Extra/happy/arpa_bugday_daneler_muazzez_ersoy.mp3\n",
      "68 Dataset/MER_Extra/happy/tridine_bandim_kubat.mp3\n",
      "69 Dataset/MER_Extra/happy/kaslarin_karasina_gulsen_kutlu.mp3\n",
      "70 Dataset/MER_Extra/happy/indim_havuz_basina_fasli_beyoglu.mp3\n",
      "71 Dataset/MER_Extra/happy/gimildan_efe.mp3\n",
      "72 Dataset/MER_Extra/happy/vay_surmeli_surmeli.mp3\n",
      "73 Dataset/MER_Extra/happy/vardar_ovasi_fasli_beyoglu.mp3\n",
      "74 Dataset/MER_Extra/happy/tatli_dile_guler_yuze_neset_ertas.mp3\n",
      "75 Dataset/MER_Extra/happy/dugmeli_izzet_altinmese.mp3\n",
      "76 Dataset/MER_Extra/happy/bahcelerde_borulce_eyll.mp3\n",
      "77 Dataset/MER_Extra/happy/su_samsunun_evleri_imara.mp3\n",
      "78 Dataset/MER_Extra/happy/adana_kopru_basi_murat_kursun.mp3\n",
      "79 Dataset/MER_Extra/happy/ilvanlim_belkis_akkale.mp3\n",
      "80 Dataset/MER_Extra/happy/sozlu_halay.mp3\n",
      "81 Dataset/MER_Extra/happy/salinda_gel_orhan_hak_almaz.mp3\n",
      "82 Dataset/MER_Extra/happy/zuhtu_sumer_ezgu.mp3\n",
      "83 Dataset/MER_Extra/happy/bekar_gezelim_gurup_lacin.mp3\n",
      "84 Dataset/MER_Extra/happy/osman_aga_seferad.mp3\n",
      "85 Dataset/MER_Extra/happy/kesik_cayir_bedia_akarturk.mp3\n",
      "86 Dataset/MER_Extra/happy/arap_kizi_ibrahim_tatlises.mp3\n",
      "87 Dataset/MER_Extra/happy/yemeninde_hare_var_meski_fasil.mp3\n",
      "88 Dataset/MER_Extra/happy/kiraz_dali_mehtap_koc.mp3\n",
      "89 Dataset/MER_Extra/happy/ertan-ersan-oy-gelin-oy-damat-part.mp3\n",
      "90 Dataset/MER_Extra/happy/cit_cit_cetene_ahmet_kurt.mp3\n",
      "91 Dataset/MER_Extra/happy/dane_dane_benleri_var_burcin.mp3\n",
      "92 Dataset/MER_Extra/happy/cal_para_suzan_kardes.mp3\n",
      "93 Dataset/MER_Extra/happy/muhabbet_bagina_girdim.mp3\n",
      "94 Dataset/MER_Extra/happy/comce_gelin_olasan_urfa.mp3\n",
      "95 Dataset/MER_Extra/happy/rakkas_sezen_aksu.mp3\n",
      "96 Dataset/MER_Extra/happy/merdivanim_kirik_oyun_havasi.mp3\n",
      "97 Dataset/MER_Extra/happy/omer-faruk-bostan-erik-dali-part.mp3\n",
      "98 Dataset/MER_Extra/happy/minnos_ceylan.mp3\n",
      "99 Dataset/MER_Extra/happy/gokte_yildiz_aymisun.mp3\n",
      "100 Dataset/MER_Extra/happy/kara_kopru_narliktir_cesitli_sanatci.mp3\n",
      "101 Dataset/MER_Extra/sad/gitti_canimin_canani_cengiz_ozkan.mp3\n",
      "102 Dataset/MER_Extra/sad/yazimi_kisa_cevirdin_muhlis_berberoglu.mp3\n",
      "103 Dataset/MER_Extra/sad/kurdili_hicazkar_kanun_taksim.mp3\n",
      "104 Dataset/MER_Extra/sad/yol_ver_daglar_arif_sag.mp3\n",
      "105 Dataset/MER_Extra/sad/muhur_gozlum_cafer_nazlibas.mp3\n",
      "106 Dataset/MER_Extra/sad/kendin_bilirsin_muslum_gurses.mp3\n",
      "107 Dataset/MER_Extra/sad/seher_yildizi.mp3\n",
      "108 Dataset/MER_Extra/sad/nikah_masasi_umit_besen.mp3\n",
      "109 Dataset/MER_Extra/sad/asagidan_gelir_omuz_omuza_oguz_aksac.mp3\n",
      "110 Dataset/MER_Extra/sad/kerpic_kerpic_ustune_erkan_ogur.mp3\n",
      "111 Dataset/MER_Extra/sad/anilar_coskun_sabah.mp3\n",
      "112 Dataset/MER_Extra/sad/gamzedeyim_deva_bulmam_muzeyyen_senar.mp3\n",
      "113 Dataset/MER_Extra/sad/yuce_dag_basinda_yanar_bir_isik_sirri_lacin.mp3\n",
      "114 Dataset/MER_Extra/sad/altin_hizma_mulayim_devrim_ates.mp3\n",
      "115 Dataset/MER_Extra/sad/kalbimi_kira_kira.mp3\n",
      "116 Dataset/MER_Extra/sad/kapildim_gidiyorum_melihat_gulses.mp3\n",
      "117 Dataset/MER_Extra/sad/her_mevsim_bulent_ersoy.mp3\n",
      "118 Dataset/MER_Extra/sad/derdim_coktur_erkan_ogur.mp3\n",
      "119 Dataset/MER_Extra/sad/benim_yerimede_sev_sibelcan.mp3\n",
      "120 Dataset/MER_Extra/sad/yemen_turkusu.mp3\n",
      "121 Dataset/MER_Extra/sad/garip_saz_semaisi_goksel_baktagir.mp3\n",
      "122 Dataset/MER_Extra/sad/o_yar_gelir.mp3\n",
      "123 Dataset/MER_Extra/sad/odam_kirec_tutmuyor_gonen_molla.mp3\n",
      "124 Dataset/MER_Extra/sad/buda_gelir_buda_gecer_arif_sag.mp3\n",
      "125 Dataset/MER_Extra/sad/klarnet_taksim_mustafa_kandirali.mp3\n",
      "126 Dataset/MER_Extra/sad/agladikca_ara_dinkjian.mp3\n",
      "127 Dataset/MER_Extra/sad/lale_devri_sibel_can.mp3\n",
      "128 Dataset/MER_Extra/sad/bir_muhabbet_kusu_zeki_muren.mp3\n",
      "129 Dataset/MER_Extra/sad/leyla_mecnun_ud.mp3\n",
      "130 Dataset/MER_Extra/sad/vazgectim_serkan_cagri.mp3\n",
      "131 Dataset/MER_Extra/sad/seher_vaki_evinize_canan_cal.mp3\n",
      "132 Dataset/MER_Extra/sad/harman_yeri_surseler_salih_gundogdu.mp3\n",
      "133 Dataset/MER_Extra/sad/gelin_oldugun_gece_hakan_tasiyan.mp3\n",
      "134 Dataset/MER_Extra/sad/uyan_sunam.mp3\n",
      "135 Dataset/MER_Extra/sad/mor_salkimli_sokak_fatih_kisaparmak.mp3\n",
      "136 Dataset/MER_Extra/sad/niye_cattin_kaslarini_umit_ates.mp3\n",
      "137 Dataset/MER_Extra/sad/zuluf_dokmus_yuze_feyzi_yagci.mp3\n",
      "138 Dataset/MER_Extra/sad/ben_kuskunum_felege_tsm.mp3\n",
      "139 Dataset/MER_Extra/sad/kul_oldum_oyku_gurman.mp3\n",
      "140 Dataset/MER_Extra/sad/kor_olsun_bu_askin_gozu_kor_olsun_muslum_gurses.mp3\n",
      "141 Dataset/MER_Extra/sad/vurgun_muazzez_abaci.mp3\n",
      "142 Dataset/MER_Extra/sad/yazimi_kisa_cevirdin.mp3\n",
      "143 Dataset/MER_Extra/sad/yarim_senden_ayrilali_erkan_ogur.mp3\n",
      "144 Dataset/MER_Extra/sad/dostum_dostum_kerim_yagci.mp3\n",
      "145 Dataset/MER_Extra/sad/soyleyemem_derdimi_zeki_muren.mp3\n",
      "146 Dataset/MER_Extra/sad/degme_benim_gamli_gonlume_umit_ates.mp3\n",
      "147 Dataset/MER_Extra/sad/batan_gun_kana_benziyor_suat_sayin.mp3\n",
      "148 Dataset/MER_Extra/sad/gulunce_gozlerinin_ici_guluyor_secil_heper.mp3\n",
      "149 Dataset/MER_Extra/sad/kapildim_gidiyorum_bahtimin_ruzgarina.mp3\n",
      "150 Dataset/MER_Extra/sad/kalbimi_kira_kira_sukran_ay.mp3\n",
      "151 Dataset/MER_Extra/sad/degme_felek_cengiz_ozkan.mp3\n",
      "152 Dataset/MER_Extra/sad/ben_gamli_hazan_zeki_muren.mp3\n",
      "153 Dataset/MER_Extra/sad/kalbimin_tek_sahibine_irem_demirci.mp3\n",
      "154 Dataset/MER_Extra/sad/bulbuller_dugun_eyler.mp3\n",
      "155 Dataset/MER_Extra/sad/gule_yel_degdi_canan_cal.mp3\n",
      "156 Dataset/MER_Extra/sad/deli_gonul_arif_sag.mp3\n",
      "157 Dataset/MER_Extra/sad/geceler_dusman_gulay.mp3\n",
      "158 Dataset/MER_Extra/sad/olumsuz_sevdim_arif_susam.mp3\n",
      "159 Dataset/MER_Extra/sad/ben_gamli_hazan_melahat_pars.mp3\n",
      "160 Dataset/MER_Extra/sad/unutma_beni_esmeray.mp3\n",
      "161 Dataset/MER_Extra/sad/derin_derin_sevdalara_dalarsn_manus_baba.mp3\n",
      "162 Dataset/MER_Extra/sad/degme_benim_gamli_yasli_gonlume_hakan_tasiyan.mp3\n",
      "163 Dataset/MER_Extra/sad/suzan_suzi_incesaz.mp3\n",
      "164 Dataset/MER_Extra/sad/karsida_gorunen_yayla_erkan_ogur.mp3\n",
      "165 Dataset/MER_Extra/sad/sonu_yok_bu_askin_funda_arar.mp3\n",
      "166 Dataset/MER_Extra/sad/bir_mektup_bir_resim_zeki_muren.mp3\n",
      "167 Dataset/MER_Extra/sad/veda_busesi_zeki_muren.mp3\n",
      "168 Dataset/MER_Extra/sad/unutmasin_hudai_aksu.mp3\n",
      "169 Dataset/MER_Extra/sad/kendim_dustum_kalkabilirim_sibel_can.mp3\n",
      "170 Dataset/MER_Extra/sad/kusura_fidanim.mp3\n",
      "171 Dataset/MER_Extra/sad/sarkilara_sordum_soylemediler_emel_sayin.mp3\n",
      "172 Dataset/MER_Extra/sad/suzan_suzi_cengiz_ozkan.mp3\n",
      "173 Dataset/MER_Extra/sad/sevmekten_kim_usanir_hamiyet_yuceses.mp3\n",
      "174 Dataset/MER_Extra/sad/hicaz_keman_taksim.mp3\n",
      "175 Dataset/MER_Extra/sad/al_omrumu_cevdet_bagca.mp3\n",
      "176 Dataset/MER_Extra/sad/geceler_yarim_oldu_ihsan_mendes.mp3\n",
      "177 Dataset/MER_Extra/sad/her_mevsim_icimden_gelip_gecersin_hamiyet_yuceses.mp3\n",
      "178 Dataset/MER_Extra/sad/carsambayi_sel_aldi_arslan_akyol.mp3\n",
      "179 Dataset/MER_Extra/sad/sarkilar_seni_soyler_zeki_muren.mp3\n",
      "180 Dataset/MER_Extra/sad/gullerin_icinden.mp3\n",
      "181 Dataset/MER_Extra/sad/unutmamam_seni_zeki_muren.mp3\n",
      "182 Dataset/MER_Extra/sad/eledim_eledim_eda_karaytug.mp3\n",
      "183 Dataset/MER_Extra/sad/al_yazmalim.mp3\n",
      "184 Dataset/MER_Extra/sad/nem_kaldi_gonen_molla.mp3\n",
      "185 Dataset/MER_Extra/sad/gulunce_gozlerinin_ici_guluyor_behiye_aksoy.mp3\n",
      "186 Dataset/MER_Extra/sad/derdimi_kimlere_desem_rusen_yilmaz.mp3\n",
      "187 Dataset/MER_Extra/sad/mihriban_sirri_lacin.mp3\n",
      "188 Dataset/MER_Extra/sad/senede_bir_gun_zeki_muren.mp3\n",
      "189 Dataset/MER_Extra/sad/ben_yoruldum_hayat_mumin_sarikaya.mp3\n",
      "190 Dataset/MER_Extra/sad/cokmu_gordunuz_ebru_gundes.mp3\n",
      "191 Dataset/MER_Extra/sad/sevmekten_kim_usanir_muzzeyen_senar.mp3\n",
      "192 Dataset/MER_Extra/sad/oy_beni_vurun_vurun_huseyin_ay.mp3\n",
      "193 Dataset/MER_Extra/sad/su_kislanin_kapisina_orhan_hakalmaz.mp3\n",
      "194 Dataset/MER_Extra/sad/sen_benden_gittin_gideli_erkan_ogur.mp3\n",
      "195 Dataset/MER_Extra/sad/vazgectim_ara_dinkjian.mp3\n",
      "196 Dataset/MER_Extra/sad/kader_diyemezsin_muazzez_ersoy.mp3\n",
      "197 Dataset/MER_Extra/sad/aglama_yar_erkan_ogur.mp3\n",
      "198 Dataset/MER_Extra/sad/sen_gelmez_oldun_piyano.mp3\n",
      "199 Dataset/MER_Extra/sad/burasi_mustur.mp3\n",
      "200 Dataset/MER_Extra/sad/uzun_ince_bir_yoldayim.mp3\n",
      "201 Dataset/MER_Extra/angry/bu_sehir_arkandan_gelecek_dizi_muzigi.mp3\n",
      "202 Dataset/MER_Extra/angry/yasak_elma_dizi_muzigi.mp3\n",
      "203 Dataset/MER_Extra/angry/gunesin_kizlari_dizi_muzigi.mp3\n",
      "204 Dataset/MER_Extra/angry/hekimoglu_turkusu.mp3\n",
      "205 Dataset/MER_Extra/angry/survivor_ada_konseyi_muzigi.mp3\n",
      "206 Dataset/MER_Extra/angry/medcezir_dizi_muzikleri.mp3\n",
      "207 Dataset/MER_Extra/angry/hayat_sarkisi_diz_muzikleri2.mp3\n",
      "208 Dataset/MER_Extra/angry/elif_dizi_muzigi.mp3\n",
      "209 Dataset/MER_Extra/angry/eski_turk_sarkilari.mp3\n",
      "210 Dataset/MER_Extra/angry/yazin_oykusu_dizi_muzigi.mp3\n",
      "211 Dataset/MER_Extra/angry/kayit_disi_operasyon_dizi_muzikleri1.mp3\n",
      "212 Dataset/MER_Extra/angry/eskiya_dunyaya_hukumdar_olmaz_2sezon_dizi_muzigi.mp3\n",
      "213 Dataset/MER_Extra/angry/hayat_sarkisi_dizi_muzikleri1.mp3\n",
      "214 Dataset/MER_Extra/angry/cendere_kurtlar_vadisi_dizi_muzikleri.mp3\n",
      "215 Dataset/MER_Extra/angry/benim_hala_umudum_var_dizi_muzigi.mp3\n",
      "216 Dataset/MER_Extra/angry/istanbullu_gelin_dizi_muzikleri.mp3\n",
      "217 Dataset/MER_Extra/angry/kayit_disi_operasyon_dizi_muzikleri2.mp3\n",
      "218 Dataset/MER_Extra/angry/desti_kpcak_turkleri.mp3\n",
      "219 Dataset/MER_Extra/angry/kiraz_mevsimi_2.mp3\n",
      "220 Dataset/MER_Extra/angry/isimsizler_dizi_muzikleri2.mp3\n",
      "221 Dataset/MER_Extra/angry/cennetin_goz_yaslari_2_dizi_muzigi.mp3\n",
      "222 Dataset/MER_Extra/angry/kara_sevda_dizi_muzigi1.mp3\n",
      "223 Dataset/MER_Extra/angry/umuda_kelepce_vurulmaz_dizi_muzigi.mp3\n",
      "224 Dataset/MER_Extra/angry/insanlik_sucu_dizi_muzikleri2.mp3\n",
      "225 Dataset/MER_Extra/angry/isimsizler_dizi_muzikleri3.mp3\n",
      "226 Dataset/MER_Extra/angry/isimsizler_dizi_muzikleri1.mp3\n",
      "227 Dataset/MER_Extra/angry/dusundurdu_yine_beni_gozlerin_dizi_muzigi.mp3\n",
      "228 Dataset/MER_Extra/angry/bir_cocuk_sevdim_dizi_muzigi.mp3\n",
      "229 Dataset/MER_Extra/angry/icimdeki_firtina_dizi_muzikleri.mp3\n",
      "230 Dataset/MER_Extra/angry/kara_sevda_dizi_muzigi2.mp3\n",
      "231 Dataset/MER_Extra/angry/insanlik_sucu_dizi_muzikleri1.mp3\n",
      "232 Dataset/MER_Extra/angry/siyah_beyaz_ask_dizi_muzigi.mp3\n",
      "233 Dataset/MER_Extra/angry/avlu_dizi_muzikleri.mp3\n",
      "234 Dataset/MER_Extra/angry/fatma_gulun_sucu_ne_dizi_muzigi.mp3\n",
      "235 Dataset/MER_Extra/angry/cukur_dizi_muzigi2.mp3\n",
      "236 Dataset/MER_Extra/angry/kaos_epik_savas_muzikleri.mp3\n",
      "237 Dataset/MER_Extra/angry/seviyor_sevmiyor_dizi_muzigi.mp3\n",
      "238 Dataset/MER_Extra/angry/arka_sokaklar_dizi_muzigi.mp3\n",
      "239 Dataset/MER_Extra/angry/turk_askeri_savas_muzigi.mp3\n",
      "240 Dataset/MER_Extra/angry/karagul_dizi_muzikleri.mp3\n",
      "241 Dataset/MER_Extra/angry/yeter_dizi_muzigi.mp3\n",
      "242 Dataset/MER_Extra/angry/adanli2.mp3\n",
      "243 Dataset/MER_Extra/angry/ucurum_gerilim_alp_yenier.mp3\n",
      "244 Dataset/MER_Extra/angry/sahsiyet_dizi_muzigi.mp3\n",
      "245 Dataset/MER_Extra/angry/coban_yildizi_dizi_muzigi.mp3\n",
      "246 Dataset/MER_Extra/angry/eskiya_dunyaya_hukumdar_olmaz_3sezon_dizi_muzigi.mp3\n",
      "247 Dataset/MER_Extra/angry/ezel_dizi_muzigi2.mp3\n",
      "248 Dataset/MER_Extra/angry/kalp_atisi.mp3\n",
      "249 Dataset/MER_Extra/angry/adanali.mp3\n",
      "250 Dataset/MER_Extra/angry/bir-zamanlar-cukur-ova-part.mp3\n",
      "251 Dataset/MER_Extra/angry/fazilet_hanim_ve_kizlari_dizi_muzigi.mp3\n",
      "252 Dataset/MER_Extra/angry/yuvamdaki_dusman_dizi_muzikleri.mp3\n",
      "253 Dataset/MER_Extra/angry/hickirik_dizi_muzikleri.mp3\n",
      "254 Dataset/MER_Extra/angry/ask_ve_mavi_dizi_muzigi.mp3\n",
      "255 Dataset/MER_Extra/angry/erkenci-kus-dizi-muzigi-part.mp3\n",
      "256 Dataset/MER_Extra/angry/tatar_gelin_dizi_muzikleri.mp3\n",
      "257 Dataset/MER_Extra/angry/bir-litre-goz-yasi-part.mp3\n",
      "258 Dataset/MER_Extra/angry/sana_bir_sir_verecegim_dizi_muzigi.mp3\n",
      "259 Dataset/MER_Extra/angry/meryem_dizi_muzikleri2.mp3\n",
      "260 Dataset/MER_Extra/angry/medcezir_dizi_muzikleri2.mp3\n",
      "261 Dataset/MER_Extra/angry/kehribar_dizi_muzikleri.mp3\n",
      "262 Dataset/MER_Extra/angry/doluna_dizi_muzigi.mp3\n",
      "263 Dataset/MER_Extra/angry/soz_dizi_muzigi_3.mp3\n",
      "264 Dataset/MER_Extra/angry/cukur_dizi_muzigi.mp3\n",
      "265 Dataset/MER_Extra/angry/sen_anlat_karadeniz_dizi_muzigi.mp3\n",
      "266 Dataset/MER_Extra/angry/beyaz_yalan_dizi_muzigi.mp3\n",
      "267 Dataset/MER_Extra/angry/gullerin_savasi_dizi_muzigi.mp3\n",
      "268 Dataset/MER_Extra/angry/filinta_dizi_muzigi1.mp3\n",
      "269 Dataset/MER_Extra/angry/soz_dizi_muzigi_1.mp3\n",
      "270 Dataset/MER_Extra/angry/eski_hikaye_dizi_muzigi.mp3\n",
      "271 Dataset/MER_Extra/angry/meryem_dizi_muzikleri1.mp3\n",
      "272 Dataset/MER_Extra/angry/dilan_hanim_dizi_muzigi.mp3\n",
      "273 Dataset/MER_Extra/angry/kurtulus_filim_muzikleri.mp3\n",
      "274 Dataset/MER_Extra/angry/kiraz_mevsimi_dizi_muzikleri.mp3\n",
      "275 Dataset/MER_Extra/angry/yuvamdaki_dusman_dizi_muzikleri2.mp3\n",
      "276 Dataset/MER_Extra/angry/yeni_ceri_marsi.mp3\n",
      "277 Dataset/MER_Extra/angry/adini_Feriha_koydum.mp3\n",
      "278 Dataset/MER_Extra/angry/gunesi_beklerken_dizi_muzigi.mp3\n",
      "279 Dataset/MER_Extra/angry/arka_sokaklar_dizi_muzigi2.mp3\n",
      "280 Dataset/MER_Extra/angry/not_defteri_dizi_muzikleri.mp3\n",
      "281 Dataset/MER_Extra/angry/yer_gok_ask_dizi_muzikleri.mp3\n",
      "282 Dataset/MER_Extra/angry/tatli_intikan_dizi_muzigi.mp3\n",
      "283 Dataset/MER_Extra/angry/bugunun_saraylisi_dizi_mugizi.mp3\n",
      "284 Dataset/MER_Extra/angry/ufak_tefek_cinayetler_dizi_muzigi.mp3\n",
      "285 Dataset/MER_Extra/angry/genis_aile_dizi_muzigi.mp3\n",
      "286 Dataset/MER_Extra/angry/osmanli_savas_marsi1.mp3\n",
      "287 Dataset/MER_Extra/angry/kacak_dizi_muzikleri1.mp3\n",
      "288 Dataset/MER_Extra/angry/ay_yildiz_tim_savas_muzigi.mp3\n",
      "289 Dataset/MER_Extra/angry/cennetin_goz_yaslari_1_dizi_muzigi.mp3\n",
      "290 Dataset/MER_Extra/angry/aksiyon_gerilim.mp3\n",
      "291 Dataset/MER_Extra/angry/cilek_kokusu_dizi_muzigi.mp3\n",
      "292 Dataset/MER_Extra/angry/canakkale_yolun_sonu_dizi_muzikleri.mp3\n",
      "293 Dataset/MER_Extra/angry/cemberin_icinde_dizi_muzigi.mp3\n",
      "294 Dataset/MER_Extra/angry/eskiya_dunyaya_hukumdar_olmaz_3_dizi_muzikleri.mp3\n",
      "295 Dataset/MER_Extra/angry/dorduncu_murat_muzikleri.mp3\n",
      "296 Dataset/MER_Extra/angry/araf_zaman_dizi_muzigi.mp3\n",
      "297 Dataset/MER_Extra/angry/kacak_dizi_muzikleri2.mp3\n",
      "298 Dataset/MER_Extra/angry/sungurlar_dizi_muzigi.mp3\n",
      "299 Dataset/MER_Extra/angry/savasci_dizi_muzigi1.mp3\n",
      "300 Dataset/MER_Extra/angry/turk_savas_muzigi1.mp3\n",
      "301 Dataset/MER_Extra/relaxed/ben-yoruldum-hayat-part-cinar-cetinkaya-part.mp3\n",
      "302 Dataset/MER_Extra/relaxed/julide_ozcelik_yalan_dunya.mp3\n",
      "303 Dataset/MER_Extra/relaxed/fikret_kizilok_farketmeden.mp3\n",
      "304 Dataset/MER_Extra/relaxed/serta_erener_tesaduf_ask.mp3\n",
      "305 Dataset/MER_Extra/relaxed/mehmet_gureli_kimse_bilmez.mp3\n",
      "306 Dataset/MER_Extra/relaxed/fikret_kizilok_basbasa.mp3\n",
      "307 Dataset/MER_Extra/relaxed/bulent_ortacgil_yuzunu_dokme_kucuk_kiz.mp3\n",
      "308 Dataset/MER_Extra/relaxed/julide_ozcelik_zaman.mp3\n",
      "309 Dataset/MER_Extra/relaxed/fikret_kizilok_gonul.mp3\n",
      "310 Dataset/MER_Extra/relaxed/kelebek_cigdem_Erkan.mp3\n",
      "311 Dataset/MER_Extra/relaxed/berguzar_korel_kaybolan_yillar.mp3\n",
      "312 Dataset/MER_Extra/relaxed/cigdem_erken_cakmak.mp3\n",
      "313 Dataset/MER_Extra/relaxed/duman_elleri_ellerime.mp3\n",
      "314 Dataset/MER_Extra/relaxed/demir_demirkan_doldur_kadehleri.mp3\n",
      "315 Dataset/MER_Extra/relaxed/birsen_tezer_seher_vahti.mp3\n",
      "316 Dataset/MER_Extra/relaxed/bulent_ortacgil_sana_geldim.mp3\n",
      "317 Dataset/MER_Extra/relaxed/birsen_tezer_sarkicinin_sarkicisi.mp3\n",
      "318 Dataset/MER_Extra/relaxed/nev_kimseye_etmem_sikayet.mp3\n",
      "319 Dataset/MER_Extra/relaxed/onur_yardimci_bana_donme.mp3\n",
      "320 Dataset/MER_Extra/relaxed/mor_ve_otesi_bisiklet.mp3\n",
      "321 Dataset/MER_Extra/relaxed/ozdemir_erdogan_ac_kapiyi_gir_iceri.mp3\n",
      "322 Dataset/MER_Extra/relaxed/ajda-pekkan-ya-sonra- Part.mp3\n",
      "323 Dataset/MER_Extra/relaxed/bulent_ortacgil_sensiz_olmaz.mp3\n",
      "324 Dataset/MER_Extra/relaxed/cigdem_erken_laleler.mp3\n",
      "325 Dataset/MER_Extra/relaxed/vedat_sakman_usluca.mp3\n",
      "326 Dataset/MER_Extra/relaxed/ayten_alpman_erkekler_aglamaz.mp3\n",
      "327 Dataset/MER_Extra/relaxed/nilufer_ayrilik_hasreti.mp3\n",
      "328 Dataset/MER_Extra/relaxed/ozan_musluoglu_kimse_duymasin.mp3\n",
      "329 Dataset/MER_Extra/relaxed/nukhet_ruacan_her_sey_sevgiyle_baslar.mp3\n",
      "330 Dataset/MER_Extra/relaxed/birsen_tezer_ciglik_cigliga.mp3\n",
      "331 Dataset/MER_Extra/relaxed/ezgini_gunlugu_mutlu_son.mp3\n",
      "332 Dataset/MER_Extra/relaxed/kimse_bilmez_kursat_basar.mp3\n",
      "333 Dataset/MER_Extra/relaxed/ben_varim_kursat.mp3\n",
      "334 Dataset/MER_Extra/relaxed/yalin_keske.mp3\n",
      "335 Dataset/MER_Extra/relaxed/sene_sener_bak_bana.mp3\n",
      "336 Dataset/MER_Extra/relaxed/julide_ozcelik_esitiz_eninde_sonunda.mp3\n",
      "337 Dataset/MER_Extra/relaxed/pilli_bebek_cogu_zaman.mp3\n",
      "338 Dataset/MER_Extra/relaxed/kimseye_etmem_sikayet.mp3\n",
      "339 Dataset/MER_Extra/relaxed/bana_ellerini_ver_ozdemir_erdogan.mp3\n",
      "340 Dataset/MER_Extra/relaxed/kendinle_kalirsin_julide_ozcelik.mp3\n",
      "341 Dataset/MER_Extra/relaxed/mustafa_ceceli_elvan_gunaydin.mp3\n",
      "342 Dataset/MER_Extra/relaxed/bulent_ortacgil_yagmur.mp3\n",
      "343 Dataset/MER_Extra/relaxed/enbe_orkestrasi_hikaye.mp3\n",
      "344 Dataset/MER_Extra/relaxed/mazi_kalbimde_bir_yaradir_dilek_turkan.mp3\n",
      "345 Dataset/MER_Extra/relaxed/uyanma_uyu_selim_gungoren.mp3\n",
      "346 Dataset/MER_Extra/relaxed/nim_sofyan_senden_bana_yar_olmaz.mp3\n",
      "347 Dataset/MER_Extra/relaxed/sevince_erkin_koray.mp3\n",
      "348 Dataset/MER_Extra/relaxed/eren_cilgin_mavi_yalan.mp3\n",
      "349 Dataset/MER_Extra/relaxed/birsen_tezer_di_gel_yanima.mp3\n",
      "350 Dataset/MER_Extra/relaxed/Birsen_tezer_istanbul.mp3\n",
      "351 Dataset/MER_Extra/relaxed/fikret_kizilok_guzel_ne_guzel_olmussun.mp3\n",
      "352 Dataset/MER_Extra/relaxed/julide_ozcelik_kimse_bilmez.mp3\n",
      "353 Dataset/MER_Extra/relaxed/dusundukce_selen_gulun.mp3\n",
      "354 Dataset/MER_Extra/relaxed/mabel_matis_supheli_sarkinin_sairi.mp3\n",
      "355 Dataset/MER_Extra/relaxed/mfo_bodrum_bodrum.mp3\n",
      "356 Dataset/MER_Extra/relaxed/cem_ozkan_don_bana.mp3\n",
      "357 Dataset/MER_Extra/relaxed/sinan_kaynakci_kendine_zaman_ver.mp3\n",
      "358 Dataset/MER_Extra/relaxed/zeynep_dizdar_vazgec_gonul.mp3\n",
      "359 Dataset/MER_Extra/relaxed/sertap_erener_acik_adres.mp3\n",
      "360 Dataset/MER_Extra/relaxed/birsen-tezer-bilsen-part.mp3\n",
      "361 Dataset/MER_Extra/relaxed/sumru_agir_yuruyen_issiz.mp3\n",
      "362 Dataset/MER_Extra/relaxed/aklim_hep_sende.mp3\n",
      "363 Dataset/MER_Extra/relaxed/aysegul_aldinc_kucuk_seyler.mp3\n",
      "364 Dataset/MER_Extra/relaxed/fikrimin-ince-gulu-tamer-zeytinoglu-part.mp3\n",
      "365 Dataset/MER_Extra/relaxed/mert_royfe_zaman.mp3\n",
      "366 Dataset/MER_Extra/relaxed/julide_ozcelik_kara_toprak.mp3\n",
      "367 Dataset/MER_Extra/relaxed/sertap_erener_bahcede.mp3\n",
      "368 Dataset/MER_Extra/relaxed/selim_gulgoren_uyanma_uyu.mp3\n",
      "369 Dataset/MER_Extra/relaxed/mahsar_alanson_benim_hala_umudum_var.mp3\n",
      "370 Dataset/MER_Extra/relaxed/fikret_kizilok_gecenin_ucunde.mp3\n",
      "371 Dataset/MER_Extra/relaxed/tel_tel_taradim_nurten_demirkol.mp3\n",
      "372 Dataset/MER_Extra/relaxed/kirac_kalbin_tek_arkadasi.mp3\n",
      "373 Dataset/MER_Extra/relaxed/sumru_agir_yuruyen_terk_edilmis_kent.mp3\n",
      "374 Dataset/MER_Extra/relaxed/ozdemir-erdogan-baharda-kuslar-gibi-part.mp3\n",
      "375 Dataset/MER_Extra/relaxed/sebnem_ferah_yagmurlar.mp3\n",
      "376 Dataset/MER_Extra/relaxed/fikret_kizilok_bosuna.mp3\n",
      "377 Dataset/MER_Extra/relaxed/erol_evgin_bir_ilk_bahar_sabahi.mp3\n",
      "378 Dataset/MER_Extra/relaxed/feridun_duzagac_sevgi.mp3\n",
      "379 Dataset/MER_Extra/relaxed/yine_yazi_bekleriz_tnk.mp3\n",
      "380 Dataset/MER_Extra/relaxed/zeynep_dizdar_bir_cocuk_sevdim.mp3\n",
      "381 Dataset/MER_Extra/relaxed/julide_ozcelik_siradan_bir_gun.mp3\n",
      "382 Dataset/MER_Extra/relaxed/alp_ersonmez_burada_yarali_biri_var.mp3\n",
      "383 Dataset/MER_Extra/relaxed/fikret_kizilok_gidiyorsun.mp3\n",
      "384 Dataset/MER_Extra/relaxed/julide_ozcelik_bugun_neden_gelmedin.mp3\n",
      "385 Dataset/MER_Extra/relaxed/sigaramin-dumani-tamer-zeytinoglu-part.mp3\n",
      "386 Dataset/MER_Extra/relaxed/fikret_kizilok_ben_gidersem.mp3\n",
      "387 Dataset/MER_Extra/relaxed/ezginin_gunlugu_kiyisiz_deniz.mp3\n",
      "388 Dataset/MER_Extra/relaxed/tanju_duru_aklim_hep_sende.mp3\n",
      "389 Dataset/MER_Extra/relaxed/teoman_senden_once_senden_sonra.mp3\n",
      "390 Dataset/MER_Extra/relaxed/elvan_gunaydin.mp3\n",
      "391 Dataset/MER_Extra/relaxed/ezginin_gunlugu_ask_yuzunden.mp3\n",
      "392 Dataset/MER_Extra/relaxed/roya_gemiciler.mp3\n",
      "393 Dataset/MER_Extra/relaxed/basak_yavuz_gidersen.mp3\n",
      "394 Dataset/MER_Extra/relaxed/tnk_yine_yazi_bekleriz.mp3\n",
      "395 Dataset/MER_Extra/relaxed/sevinc_tevz_ve_ben_yalniz.mp3\n",
      "396 Dataset/MER_Extra/relaxed/sumru_agir_yuruyen_guz_defteri.mp3\n",
      "397 Dataset/MER_Extra/relaxed/onur_mete_bu_asktan_gidiyorum.mp3\n",
      "398 Dataset/MER_Extra/relaxed/demir_demircan_aci_nefes.mp3\n",
      "399 Dataset/MER_Extra/relaxed/yalin_ki_sen.mp3\n",
      "400 Dataset/MER_Extra/relaxed/sarp_madem_ortadaki_gecit.mp3\n"
     ]
    }
   ],
   "source": [
    "count_extra = 0\n",
    "fileDirMER_extra = 'Dataset/MER_Extra'\n",
    "dataset_extra = os.listdir(fileDirMER_extra)\n",
    "filewithdir_extra = []\n",
    "file_extra = []\n",
    "\n",
    "for mooddir in dataset_extra:\n",
    "    if(not r'.' in mooddir):\n",
    "        moodDirName = os.path.join(fileDirMER_extra,mooddir)\n",
    "        mooddir=np.array(os.listdir(moodDirName))\n",
    "        for audio in mooddir:\n",
    "            if(audio[-3:]=='mp3'):\n",
    "                count_extra+=1\n",
    "                fn=os.path.join(moodDirName,audio)\n",
    "                filewithdir_extra.append(fn)\n",
    "                file_extra.append(os.path.basename(fn))\n",
    "                print(str(count_extra),fn)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e01160e1",
   "metadata": {},
   "source": [
    "### 2.2 Data Cleaning\n",
    "\n",
    "#### 1. Checking Duration\n",
    "Because the audio duration is not same, the duration is unified to equal length with 30s, if the duration is too short, the outlier might be dropped as it contains little information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "19ae7811",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "duration = []\n",
    "for i in range(len(filewithdir)):\n",
    "    y,sr = librosa.load(filewithdir[i])\n",
    "    duration.append(librosa.get_duration(y=y,sr=sr)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c88bbf1d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "70 10.08\n",
      "103 10.08\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(duration)):\n",
    "    if duration[i]<25.5:\n",
    "        print(i, duration[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9010357a",
   "metadata": {},
   "outputs": [],
   "source": [
    "duration.remove(duration[70])\n",
    "filewithdir.remove(filewithdir[70])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "206d6d43",
   "metadata": {},
   "outputs": [],
   "source": [
    "duration.remove(duration[102])\n",
    "filewithdir.remove(filewithdir[102])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "24e1051b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[src/libmpg123/layer3.c:INT123_do_layer3():1844] error: dequantization failed!\n"
     ]
    }
   ],
   "source": [
    "duration_extra = []\n",
    "for i in range(len(filewithdir_extra)):\n",
    "    y,sr = librosa.load(filewithdir_extra[i])\n",
    "    duration_extra.append(librosa.get_duration(y=y,sr=sr)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "41ef4239",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(duration_extra)):\n",
    "    if duration_extra[i]<25.5:\n",
    "        print(i, duration_extra[i])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea70fad2",
   "metadata": {},
   "source": [
    "#### 2. Resize the audio clips to equal length\n",
    "Crop all the audio files to length to 25.5s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "id": "7f7c349f",
   "metadata": {},
   "outputs": [],
   "source": [
    "path25 = \"Dataset25/MER_25/\" #output dir\n",
    "\n",
    "for i in range(len(filewithdir)):\n",
    "    song = AudioSegment.from_mp3(filewithdir[i])  \n",
    "    \n",
    "    # cut to the audio clips to 25.5s\n",
    "    new = song[:25500]\n",
    "        \n",
    "    folder = os.path.basename(os.path.dirname(filewithdir[i]))\n",
    "    path_new = path25 + folder + \"/\" + os.path.basename(filewithdir[i])\n",
    "    new.export(path_new,format = \"mp3\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "12dfa9b4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 Dataset25/MER_25/Q1/MT0009845271.mp3\n",
      "2 Dataset25/MER_25/Q1/MT0012742379.mp3\n",
      "3 Dataset25/MER_25/Q1/MT0009188643.mp3\n",
      "4 Dataset25/MER_25/Q1/MT0011560587.mp3\n",
      "5 Dataset25/MER_25/Q1/MT0001605268.mp3\n",
      "6 Dataset25/MER_25/Q1/MT0005832516.mp3\n",
      "7 Dataset25/MER_25/Q1/MT0007147603.mp3\n",
      "8 Dataset25/MER_25/Q1/MT0033940994.mp3\n",
      "9 Dataset25/MER_25/Q1/MT0014576739.mp3\n",
      "10 Dataset25/MER_25/Q1/MT0000392975.mp3\n",
      "11 Dataset25/MER_25/Q1/MT0013389935.mp3\n",
      "12 Dataset25/MER_25/Q1/MT0004037272.mp3\n",
      "13 Dataset25/MER_25/Q1/MT0011916674.mp3\n",
      "14 Dataset25/MER_25/Q1/MT0002033629.mp3\n",
      "15 Dataset25/MER_25/Q1/MT0005737276.mp3\n",
      "16 Dataset25/MER_25/Q1/MT0002119439.mp3\n",
      "17 Dataset25/MER_25/Q1/MT0003044417.mp3\n",
      "18 Dataset25/MER_25/Q1/MT0003788939.mp3\n",
      "19 Dataset25/MER_25/Q1/MT0015742096.mp3\n",
      "20 Dataset25/MER_25/Q1/MT0008276791.mp3\n",
      "21 Dataset25/MER_25/Q1/MT0027159893.mp3\n",
      "22 Dataset25/MER_25/Q1/MT0011957429.mp3\n",
      "23 Dataset25/MER_25/Q1/MT0008575372.mp3\n",
      "24 Dataset25/MER_25/Q1/MT0003170370.mp3\n",
      "25 Dataset25/MER_25/Q1/MT0002222957.mp3\n",
      "26 Dataset25/MER_25/Q1/MT0001757676.mp3\n",
      "27 Dataset25/MER_25/Q1/MT0002262181.mp3\n",
      "28 Dataset25/MER_25/Q1/MT0003669917.mp3\n",
      "29 Dataset25/MER_25/Q1/MT0010487769.mp3\n",
      "30 Dataset25/MER_25/Q1/MT0026753600.mp3\n",
      "31 Dataset25/MER_25/Q1/MT0026753827.mp3\n",
      "32 Dataset25/MER_25/Q1/MT0008675527.mp3\n",
      "33 Dataset25/MER_25/Q1/MT0012846850.mp3\n",
      "34 Dataset25/MER_25/Q1/MT0008222676.mp3\n",
      "35 Dataset25/MER_25/Q1/MT0005003824.mp3\n",
      "36 Dataset25/MER_25/Q1/MT0004339430.mp3\n",
      "37 Dataset25/MER_25/Q1/MT0001703346.mp3\n",
      "38 Dataset25/MER_25/Q1/MT0036368550.mp3\n",
      "39 Dataset25/MER_25/Q1/MT0031544440.mp3\n",
      "40 Dataset25/MER_25/Q1/MT0027035970.mp3\n",
      "41 Dataset25/MER_25/Q1/MT0003286463.mp3\n",
      "42 Dataset25/MER_25/Q1/MT0009897495.mp3\n",
      "43 Dataset25/MER_25/Q1/MT0005331755.mp3\n",
      "44 Dataset25/MER_25/Q1/MT0009845276.mp3\n",
      "45 Dataset25/MER_25/Q1/MT0029874624.mp3\n",
      "46 Dataset25/MER_25/Q1/MT0011104152.mp3\n",
      "47 Dataset25/MER_25/Q1/MT0002595792.mp3\n",
      "48 Dataset25/MER_25/Q1/MT0004428604.mp3\n",
      "49 Dataset25/MER_25/Q1/MT0011574534.mp3\n",
      "50 Dataset25/MER_25/Q1/MT0028445777.mp3\n",
      "51 Dataset25/MER_25/Q1/MT0003243311.mp3\n",
      "52 Dataset25/MER_25/Q1/MT0001340713.mp3\n",
      "53 Dataset25/MER_25/Q1/MT0001418045.mp3\n",
      "54 Dataset25/MER_25/Q1/MT0007013069.mp3\n",
      "55 Dataset25/MER_25/Q1/MT0005163122.mp3\n",
      "56 Dataset25/MER_25/Q1/MT0002366291.mp3\n",
      "57 Dataset25/MER_25/Q1/MT0018031959.mp3\n",
      "58 Dataset25/MER_25/Q1/MT0002525905.mp3\n",
      "59 Dataset25/MER_25/Q1/MT0007439502.mp3\n",
      "60 Dataset25/MER_25/Q1/MT0018617125.mp3\n",
      "61 Dataset25/MER_25/Q1/MT0009845275.mp3\n",
      "62 Dataset25/MER_25/Q1/MT0029065626.mp3\n",
      "63 Dataset25/MER_25/Q1/MT0014586720.mp3\n",
      "64 Dataset25/MER_25/Q1/MT0005083488.mp3\n",
      "65 Dataset25/MER_25/Q1/MT0015934550.mp3\n",
      "66 Dataset25/MER_25/Q1/MT0013590244.mp3\n",
      "67 Dataset25/MER_25/Q1/MT0031922089.mp3\n",
      "68 Dataset25/MER_25/Q1/MT0003570082.mp3\n",
      "69 Dataset25/MER_25/Q1/MT0027478016.mp3\n",
      "70 Dataset25/MER_25/Q1/MT0011575842.mp3\n",
      "71 Dataset25/MER_25/Q1/MT0006747288.mp3\n",
      "72 Dataset25/MER_25/Q1/MT0031996897.mp3\n",
      "73 Dataset25/MER_25/Q1/MT0010465830.mp3\n",
      "74 Dataset25/MER_25/Q1/MT0009904717.mp3\n",
      "75 Dataset25/MER_25/Q1/MT0003248394.mp3\n",
      "76 Dataset25/MER_25/Q1/MT0030484925.mp3\n",
      "77 Dataset25/MER_25/Q1/MT0001671399.mp3\n",
      "78 Dataset25/MER_25/Q1/MT0004896738.mp3\n",
      "79 Dataset25/MER_25/Q1/MT0003949060.mp3\n",
      "80 Dataset25/MER_25/Q1/MT0001680969.mp3\n",
      "81 Dataset25/MER_25/Q1/MT0009213083.mp3\n",
      "82 Dataset25/MER_25/Q1/MT0003603772.mp3\n",
      "83 Dataset25/MER_25/Q1/MT0000040632.mp3\n",
      "84 Dataset25/MER_25/Q1/MT0001586807.mp3\n",
      "85 Dataset25/MER_25/Q1/MT0011997914.mp3\n",
      "86 Dataset25/MER_25/Q1/MT0010900969.mp3\n",
      "87 Dataset25/MER_25/Q1/MT0007057303.mp3\n",
      "88 Dataset25/MER_25/Q1/MT0034988131.mp3\n",
      "89 Dataset25/MER_25/Q1/MT0026727455.mp3\n",
      "90 Dataset25/MER_25/Q1/MT0003272751.mp3\n",
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      "699 Dataset25/MER_25/Q3/MT0004693207.mp3\n",
      "700 Dataset25/MER_25/Q3/MT0012634038.mp3\n",
      "701 Dataset25/MER_25/Q3/MT0005963165.mp3\n",
      "702 Dataset25/MER_25/Q3/MT0000949813.mp3\n",
      "703 Dataset25/MER_25/Q3/MT0001982863.mp3\n",
      "704 Dataset25/MER_25/Q3/MT0003300388.mp3\n",
      "705 Dataset25/MER_25/Q3/MT0001284801.mp3\n",
      "706 Dataset25/MER_25/Q3/MT0004287283.mp3\n",
      "707 Dataset25/MER_25/Q3/MT0000203272.mp3\n",
      "708 Dataset25/MER_25/Q3/MT0003501434.mp3\n",
      "709 Dataset25/MER_25/Q3/MT0009521580.mp3\n",
      "710 Dataset25/MER_25/Q3/MT0026905937.mp3\n",
      "711 Dataset25/MER_25/Q3/MT0015004289.mp3\n",
      "712 Dataset25/MER_25/Q3/MT0007410187.mp3\n",
      "713 Dataset25/MER_25/Q3/MT0001871732.mp3\n",
      "714 Dataset25/MER_25/Q3/MT0003402538.mp3\n",
      "715 Dataset25/MER_25/Q3/MT0003420996.mp3\n",
      "716 Dataset25/MER_25/Q3/MT0004978135.mp3\n",
      "717 Dataset25/MER_25/Q3/MT0014665667.mp3\n",
      "718 Dataset25/MER_25/Q3/MT0014794891.mp3\n",
      "719 Dataset25/MER_25/Q3/MT0029861029.mp3\n",
      "720 Dataset25/MER_25/Q3/MT0002057142.mp3\n",
      "721 Dataset25/MER_25/Q3/MT0015510419.mp3\n",
      "722 Dataset25/MER_25/Q3/MT0003396470.mp3\n",
      "723 Dataset25/MER_25/Q3/MT0035316286.mp3\n",
      "724 Dataset25/MER_25/Q3/MT0001673884.mp3\n",
      "725 Dataset25/MER_25/Q3/MT0013044535.mp3\n",
      "726 Dataset25/MER_25/Q3/MT0005253065.mp3\n",
      "727 Dataset25/MER_25/Q3/MT0007338724.mp3\n",
      "728 Dataset25/MER_25/Q3/MT0002070112.mp3\n",
      "729 Dataset25/MER_25/Q3/MT0033159895.mp3\n",
      "730 Dataset25/MER_25/Q3/MT0006410285.mp3\n",
      "731 Dataset25/MER_25/Q3/MT0015599764.mp3\n",
      "732 Dataset25/MER_25/Q3/MT0005171805.mp3\n",
      "733 Dataset25/MER_25/Q3/MT0009220462.mp3\n",
      "734 Dataset25/MER_25/Q3/MT0003542756.mp3\n",
      "735 Dataset25/MER_25/Q3/MT0005520274.mp3\n",
      "736 Dataset25/MER_25/Q3/MT0028698324.mp3\n",
      "737 Dataset25/MER_25/Q3/MT0014192212.mp3\n",
      "738 Dataset25/MER_25/Q3/MT0007349999.mp3\n",
      "739 Dataset25/MER_25/Q3/MT0002915967.mp3\n",
      "740 Dataset25/MER_25/Q3/MT0012020062.mp3\n",
      "741 Dataset25/MER_25/Q3/MT0004263956.mp3\n",
      "742 Dataset25/MER_25/Q3/MT0005221680.mp3\n",
      "743 Dataset25/MER_25/Q3/MT0004131058.mp3\n",
      "744 Dataset25/MER_25/Q3/MT0004232099.mp3\n",
      "745 Dataset25/MER_25/Q3/MT0001542676.mp3\n",
      "746 Dataset25/MER_25/Q3/MT0004290389.mp3\n",
      "747 Dataset25/MER_25/Q3/MT0001193971.mp3\n",
      "748 Dataset25/MER_25/Q3/MT0010850805.mp3\n",
      "749 Dataset25/MER_25/Q3/MT0008999898.mp3\n",
      "750 Dataset25/MER_25/Q3/MT0034982187.mp3\n",
      "751 Dataset25/MER_25/Q3/MT0003053135.mp3\n",
      "752 Dataset25/MER_25/Q3/MT0011066228.mp3\n",
      "753 Dataset25/MER_25/Q3/MT0003362542.mp3\n",
      "754 Dataset25/MER_25/Q3/MT0014118699.mp3\n",
      "755 Dataset25/MER_25/Q3/MT0004988249.mp3\n",
      "756 Dataset25/MER_25/Q3/MT0034136847.mp3\n",
      "757 Dataset25/MER_25/Q3/MT0026690204.mp3\n",
      "758 Dataset25/MER_25/Q3/MT0006555035.mp3\n",
      "759 Dataset25/MER_25/Q3/MT0030400613.mp3\n",
      "760 Dataset25/MER_25/Q3/MT0000446304.mp3\n",
      "761 Dataset25/MER_25/Q3/MT0003352308.mp3\n",
      "762 Dataset25/MER_25/Q3/MT0007914044.mp3\n",
      "763 Dataset25/MER_25/Q3/MT0014046859.mp3\n",
      "764 Dataset25/MER_25/Q3/MT0030304982.mp3\n",
      "765 Dataset25/MER_25/Q3/MT0013080259.mp3\n",
      "766 Dataset25/MER_25/Q3/MT0001533920.mp3\n",
      "767 Dataset25/MER_25/Q3/MT0002536460.mp3\n",
      "768 Dataset25/MER_25/Q3/MT0000255724.mp3\n",
      "769 Dataset25/MER_25/Q3/MT0008716237.mp3\n",
      "770 Dataset25/MER_25/Q3/MT0014050974.mp3\n",
      "771 Dataset25/MER_25/Q3/MT0015514030.mp3\n",
      "772 Dataset25/MER_25/Q3/MT0007497706.mp3\n",
      "773 Dataset25/MER_25/Q3/MT0033226848.mp3\n",
      "774 Dataset25/MER_25/Q3/MT0007477802.mp3\n",
      "775 Dataset25/MER_25/Q3/MT0030422114.mp3\n",
      "776 Dataset25/MER_25/Q3/MT0011095825.mp3\n",
      "777 Dataset25/MER_25/Q3/MT0007860263.mp3\n",
      "778 Dataset25/MER_25/Q3/MT0011158114.mp3\n",
      "779 Dataset25/MER_25/Q3/MT0009169626.mp3\n",
      "780 Dataset25/MER_25/Q3/MT0003930610.mp3\n",
      "781 Dataset25/MER_25/Q3/MT0005155949.mp3\n",
      "782 Dataset25/MER_25/Q3/MT0000742898.mp3\n",
      "783 Dataset25/MER_25/Q3/MT0011032905.mp3\n",
      "784 Dataset25/MER_25/Q3/MT0002634024.mp3\n",
      "785 Dataset25/MER_25/Q3/MT0009437817.mp3\n",
      "786 Dataset25/MER_25/Q3/MT0006919273.mp3\n",
      "787 Dataset25/MER_25/Q3/MT0010375510.mp3\n",
      "788 Dataset25/MER_25/Q3/MT0030247926.mp3\n",
      "789 Dataset25/MER_25/Q3/MT0011391187.mp3\n",
      "790 Dataset25/MER_25/Q3/MT0015715008.mp3\n",
      "791 Dataset25/MER_25/Q3/MT0000379144.mp3\n",
      "792 Dataset25/MER_25/Q3/MT0005157391.mp3\n",
      "793 Dataset25/MER_25/Q3/MT0001052263.mp3\n",
      "794 Dataset25/MER_25/Q3/MT0011398970.mp3\n",
      "795 Dataset25/MER_25/Q3/MT0011667212.mp3\n",
      "796 Dataset25/MER_25/Q3/MT0009182700.mp3\n",
      "797 Dataset25/MER_25/Q3/MT0028947009.mp3\n",
      "798 Dataset25/MER_25/Q3/MT0002485672.mp3\n",
      "799 Dataset25/MER_25/Q3/MT0007550652.mp3\n",
      "800 Dataset25/MER_25/Q3/MT0010739708.mp3\n",
      "801 Dataset25/MER_25/Q3/MT0004922692.mp3\n",
      "802 Dataset25/MER_25/Q3/MT0011612883.mp3\n",
      "803 Dataset25/MER_25/Q3/MT0002006203.mp3\n",
      "804 Dataset25/MER_25/Q3/MT0034574251.mp3\n",
      "805 Dataset25/MER_25/Q3/MT0011230792.mp3\n",
      "806 Dataset25/MER_25/Q3/MT0001810607.mp3\n",
      "807 Dataset25/MER_25/Q3/MT0005217073.mp3\n",
      "808 Dataset25/MER_25/Q3/MT0011969592.mp3\n",
      "809 Dataset25/MER_25/Q3/MT0014584473.mp3\n",
      "810 Dataset25/MER_25/Q3/MT0003863509.mp3\n",
      "811 Dataset25/MER_25/Q3/MT0003101727.mp3\n",
      "812 Dataset25/MER_25/Q3/MT0006171393.mp3\n",
      "813 Dataset25/MER_25/Q3/MT0002086401.mp3\n",
      "814 Dataset25/MER_25/Q3/MT0007728545.mp3\n",
      "815 Dataset25/MER_25/Q3/MT0010585105.mp3\n",
      "816 Dataset25/MER_25/Q3/MT0001515531.mp3\n",
      "817 Dataset25/MER_25/Q3/MT0001929641.mp3\n",
      "818 Dataset25/MER_25/Q3/MT0013166908.mp3\n",
      "819 Dataset25/MER_25/Q3/MT0033177286.mp3\n",
      "820 Dataset25/MER_25/Q3/MT0008018703.mp3\n",
      "821 Dataset25/MER_25/Q3/MT0000088320.mp3\n",
      "822 Dataset25/MER_25/Q3/MT0002760912.mp3\n",
      "823 Dataset25/MER_25/Q3/MT0004840819.mp3\n",
      "824 Dataset25/MER_25/Q3/MT0011899302.mp3\n",
      "825 Dataset25/MER_25/Q3/MT0000299291.mp3\n",
      "826 Dataset25/MER_25/Q3/MT0030321464.mp3\n",
      "827 Dataset25/MER_25/Q3/MT0003129858.mp3\n",
      "828 Dataset25/MER_25/Q3/MT0003435704.mp3\n",
      "829 Dataset25/MER_25/Q3/MT0031951901.mp3\n",
      "830 Dataset25/MER_25/Q3/MT0000426771.mp3\n",
      "831 Dataset25/MER_25/Q3/MT0013161246.mp3\n",
      "832 Dataset25/MER_25/Q3/MT0033317646.mp3\n",
      "833 Dataset25/MER_25/Q3/MT0007610380.mp3\n",
      "834 Dataset25/MER_25/Q3/MT0014804830.mp3\n",
      "835 Dataset25/MER_25/Q3/MT0003601752.mp3\n",
      "836 Dataset25/MER_25/Q3/MT0030252676.mp3\n",
      "837 Dataset25/MER_25/Q3/MT0008077089.mp3\n",
      "838 Dataset25/MER_25/Q3/MT0001920501.mp3\n",
      "839 Dataset25/MER_25/Q3/MT0012317309.mp3\n",
      "840 Dataset25/MER_25/Q3/MT0011836290.mp3\n",
      "841 Dataset25/MER_25/Q3/MT0002233402.mp3\n",
      "842 Dataset25/MER_25/Q3/MT0000300896.mp3\n",
      "843 Dataset25/MER_25/Q3/MT0026330298.mp3\n",
      "844 Dataset25/MER_25/Q3/MT0009996318.mp3\n",
      "845 Dataset25/MER_25/Q3/MT0008841966.mp3\n",
      "846 Dataset25/MER_25/Q3/MT0008007368.mp3\n",
      "847 Dataset25/MER_25/Q3/MT0008718991.mp3\n",
      "848 Dataset25/MER_25/Q3/MT0008493270.mp3\n",
      "849 Dataset25/MER_25/Q3/MT0009368615.mp3\n",
      "850 Dataset25/MER_25/Q3/MT0007583962.mp3\n",
      "851 Dataset25/MER_25/Q3/MT0002126934.mp3\n",
      "852 Dataset25/MER_25/Q3/MT0000661250.mp3\n",
      "853 Dataset25/MER_25/Q3/MT0006400514.mp3\n",
      "854 Dataset25/MER_25/Q3/MT0000004637.mp3\n",
      "855 Dataset25/MER_25/Q3/MT0001967374.mp3\n",
      "856 Dataset25/MER_25/Q3/MT0005270263.mp3\n",
      "857 Dataset25/MER_25/Q3/MT0009693151.mp3\n",
      "858 Dataset25/MER_25/Q3/MT0000315392.mp3\n",
      "859 Dataset25/MER_25/Q3/MT0004609722.mp3\n",
      "860 Dataset25/MER_25/Q3/MT0002087541.mp3\n",
      "861 Dataset25/MER_25/Q3/MT0005001966.mp3\n",
      "862 Dataset25/MER_25/Q3/MT0007099407.mp3\n",
      "863 Dataset25/MER_25/Q3/MT0014737299.mp3\n",
      "864 Dataset25/MER_25/Q3/MT0000764951.mp3\n",
      "865 Dataset25/MER_25/Q3/MT0004082588.mp3\n",
      "866 Dataset25/MER_25/Q3/MT0015665796.mp3\n",
      "867 Dataset25/MER_25/Q3/MT0011894681.mp3\n",
      "868 Dataset25/MER_25/Q3/MT0013416300.mp3\n",
      "869 Dataset25/MER_25/Q3/MT0002379222.mp3\n",
      "870 Dataset25/MER_25/Q3/MT0001472536.mp3\n",
      "871 Dataset25/MER_25/Q3/MT0012675695.mp3\n",
      "872 Dataset25/MER_25/Q3/MT0008399774.mp3\n",
      "873 Dataset25/MER_25/Q3/MT0007438571.mp3\n",
      "874 Dataset25/MER_25/Q3/MT0001972380.mp3\n",
      "875 Dataset25/MER_25/Q3/MT0009628869.mp3\n",
      "876 Dataset25/MER_25/Q3/MT0011594970.mp3\n",
      "877 Dataset25/MER_25/Q3/MT0000534539.mp3\n",
      "878 Dataset25/MER_25/Q3/MT0007372035.mp3\n",
      "879 Dataset25/MER_25/Q3/MT0003037754.mp3\n",
      "880 Dataset25/MER_25/Q3/MT0000941301.mp3\n",
      "881 Dataset25/MER_25/Q3/MT0002142155.mp3\n",
      "882 Dataset25/MER_25/Q3/MT0004817670.mp3\n",
      "883 Dataset25/MER_25/Q3/MT0011440705.mp3\n",
      "884 Dataset25/MER_25/Q3/MT0013173557.mp3\n",
      "885 Dataset25/MER_25/Q3/MT0011308097.mp3\n",
      "886 Dataset25/MER_25/Q3/MT0001523435.mp3\n",
      "887 Dataset25/MER_25/Q3/MT0005981667.mp3\n",
      "888 Dataset25/MER_25/Q3/MT0003037596.mp3\n",
      "889 Dataset25/MER_25/Q3/MT0031693432.mp3\n",
      "890 Dataset25/MER_25/Q3/MT0002986568.mp3\n",
      "891 Dataset25/MER_25/Q3/MT0005115042.mp3\n",
      "892 Dataset25/MER_25/Q3/MT0008979040.mp3\n",
      "893 Dataset25/MER_25/Q3/MT0001844620.mp3\n",
      "894 Dataset25/MER_25/Q3/MT0010804974.mp3\n",
      "895 Dataset25/MER_25/Q3/MT0000796526.mp3\n",
      "896 Dataset25/MER_25/Q3/MT0015664499.mp3\n",
      "897 Dataset25/MER_25/Q3/MT0012292188.mp3\n",
      "898 Dataset25/MER_25/Q3/MT0004342301.mp3\n"
     ]
    }
   ],
   "source": [
    "dir25 = \"Dataset25/MER_25\"\n",
    "data25 = os.listdir(dir25)\n",
    "file_dir25 = []\n",
    "count = 0\n",
    "\n",
    "for mooddir25 in data25:\n",
    "    if(not r'.' in mooddir25):\n",
    "        moodDirName25 = os.path.join(dir25,mooddir25)\n",
    "        mooddir25=np.array(os.listdir(moodDirName25))\n",
    "        for audio in mooddir25:\n",
    "            if(audio[-3:]=='mp3'):\n",
    "                count+=1\n",
    "                fn=os.path.join(moodDirName25,audio)\n",
    "                file_dir25.append(fn)\n",
    "                print(str(count),fn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "id": "592c69ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "duration_25 = []\n",
    "for i in range(len(file_dir25)):\n",
    "    y,sr = librosa.load(file_dir25[i])\n",
    "    d = librosa.get_duration(y=y,sr=sr)\n",
    "    duration_25.append(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "id": "c330c842",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Check duration again\n",
    "for i in range(len(duration_25)):\n",
    "    if duration_25[i]!=25.5:\n",
    "        print(i,duration_25[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d06da11a",
   "metadata": {},
   "outputs": [],
   "source": [
    "path25_extra = \"Dataset25/MER_Extra25/\" #output dir\n",
    "\n",
    "for i in range(len(filewithdir_extra)):\n",
    "    song = AudioSegment.from_mp3(filewithdir_extra[i])  \n",
    "    \n",
    "    # cut to the audio clips to 25.5s\n",
    "    new = song[:25500]\n",
    "        \n",
    "    folder = os.path.basename(os.path.dirname(filewithdir_extra[i]))\n",
    "    path_new = path25_extra + folder + \"/\" + os.path.basename(filewithdir_extra[i])\n",
    "    new.export(path_new,format = \"mp3\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "36497be4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 Dataset25/MER_Extra25/happy/ovalar_gurup_yol.mp3\n",
      "2 Dataset25/MER_Extra25/happy/cekirge_oguz_yilmaz.mp3\n",
      "3 Dataset25/MER_Extra25/happy/baran_bayraktar_gol.mp3\n",
      "4 Dataset25/MER_Extra25/happy/bu_gece_uyumamisan.mp3\n",
      "5 Dataset25/MER_Extra25/happy/kim_arar_nilufer.mp3\n",
      "6 Dataset25/MER_Extra25/happy/heycan_serdar_ortac.mp3\n",
      "7 Dataset25/MER_Extra25/happy/su_gelen_atlimidir.mp3\n",
      "8 Dataset25/MER_Extra25/happy/yuru_dilber_yuru_fasil.mp3\n",
      "9 Dataset25/MER_Extra25/happy/arzu_kus_adana_kopru_basi.mp3\n",
      "10 Dataset25/MER_Extra25/happy/evlere_senlik_sinan_ozen.mp3\n",
      "11 Dataset25/MER_Extra25/happy/ayse_ozyilmazel_pardon.mp3\n",
      "12 Dataset25/MER_Extra25/happy/yangin_olur_biz_yangina_gideriz_fasli_beyoglu.mp3\n",
      "13 Dataset25/MER_Extra25/happy/uskudara_gideriken.mp3\n",
      "14 Dataset25/MER_Extra25/happy/cay_elinden_oteye_sevval_sam.mp3\n",
      "15 Dataset25/MER_Extra25/happy/mustafa_sandal_aya_benzer.mp3\n",
      "16 Dataset25/MER_Extra25/happy/gul_doktum_yollarina_tarkan.mp3\n",
      "17 Dataset25/MER_Extra25/happy/sevinc_sarivea_yandirgin_kalbimi_aman.mp3\n",
      "18 Dataset25/MER_Extra25/happy/sigaramin_duman_meski_fasil.mp3\n",
      "19 Dataset25/MER_Extra25/happy/mektebin_bacalari_yahya_cekirge.mp3\n",
      "20 Dataset25/MER_Extra25/happy/siverek_asmasiyam_ibrahim_tatlises.mp3\n",
      "21 Dataset25/MER_Extra25/happy/cakmak_cakmaga_geldik_cesitli_sanatci.mp3\n",
      "22 Dataset25/MER_Extra25/happy/kalenin_bedenleri_zara.mp3\n",
      "23 Dataset25/MER_Extra25/happy/beyoglunda_gezersin.mp3\n",
      "24 Dataset25/MER_Extra25/happy/erkilet_guzeli_meski_fasil.mp3\n",
      "25 Dataset25/MER_Extra25/happy/aynali_koruk_zara.mp3\n",
      "26 Dataset25/MER_Extra25/happy/kocari_kazim_koyuncu.mp3\n",
      "27 Dataset25/MER_Extra25/happy/zeytin_yapragi_yesil_zara.mp3\n",
      "28 Dataset25/MER_Extra25/happy/ayva_cicek_acmis_fasli_beyoglu.mp3\n",
      "29 Dataset25/MER_Extra25/happy/sendeki_kaslar_suzan_kardes.mp3\n",
      "30 Dataset25/MER_Extra25/happy/bag_gel_bostana_gel_kubat.mp3\n",
      "31 Dataset25/MER_Extra25/happy/ah_nerede_vah_nerede_fusun_onal.mp3\n",
      "32 Dataset25/MER_Extra25/happy/yar_saclarin_lule_lule_nesrin_sipahi.mp3\n",
      "33 Dataset25/MER_Extra25/happy/diyar_bakir_guzel_baglar_yahya_cekirge.mp3\n",
      "34 Dataset25/MER_Extra25/happy/kadifeden_kesesi_fasli_beyoglu.mp3\n",
      "35 Dataset25/MER_Extra25/happy/mardin_kapisindan_atyalyamadm_kazanc_bedih.mp3\n",
      "36 Dataset25/MER_Extra25/happy/son_verdim_kalbimin_issine_seyyal_taner.mp3\n",
      "37 Dataset25/MER_Extra25/happy/darildinmi_cicim_bana_fasli_beyoglu.mp3\n",
      "38 Dataset25/MER_Extra25/happy/karabiberim_serdar_ortac.mp3\n",
      "39 Dataset25/MER_Extra25/happy/gulum_benim_muazzez_ersoy.mp3\n",
      "40 Dataset25/MER_Extra25/happy/gozleri_aska_gulen_funda_arar.mp3\n",
      "41 Dataset25/MER_Extra25/happy/yola_ciktim_mardine_berdan.mp3\n",
      "42 Dataset25/MER_Extra25/happy/antebin_kalesine_ibrahim_tatlises.mp3\n",
      "43 Dataset25/MER_Extra25/happy/hadi_gari_sende_gel.mp3\n",
      "44 Dataset25/MER_Extra25/happy/yuksek_yuksek_tepelere.mp3\n",
      "45 Dataset25/MER_Extra25/happy/diyarbakir_lorke_halayi.mp3\n",
      "46 Dataset25/MER_Extra25/happy/askimiz_bitecek_cansu_koc.mp3\n",
      "47 Dataset25/MER_Extra25/happy/altun_kardesler_erik_dali.mp3\n",
      "48 Dataset25/MER_Extra25/happy/aya_benzer_mustafa_sandal.mp3\n",
      "49 Dataset25/MER_Extra25/happy/davullu_zurnali_oyun_havasi.mp3\n",
      "50 Dataset25/MER_Extra25/happy/kondurama_kum_doldu_cesitli_sanatci.mp3\n",
      "51 Dataset25/MER_Extra25/happy/murat-kursun-erik-dali-part.mp3\n",
      "52 Dataset25/MER_Extra25/happy/samsak_doveci_gurup_lacin.mp3\n",
      "53 Dataset25/MER_Extra25/happy/hele_yar_zalim_yar_zekeriya_unlu.mp3\n",
      "54 Dataset25/MER_Extra25/happy/maden_dagi_izzet_altinmese.mp3\n",
      "55 Dataset25/MER_Extra25/happy/delalim_urfa_sira_geceleri.mp3\n",
      "56 Dataset25/MER_Extra25/happy/panara_gel_ki_gorem_cesitli_sanatci.mp3\n",
      "57 Dataset25/MER_Extra25/happy/antebin_hamamlar_cesitli_sanatci.mp3\n",
      "58 Dataset25/MER_Extra25/happy/makarak_sari_baglar_kirac.mp3\n",
      "59 Dataset25/MER_Extra25/happy/beyaz_gul_kirmizi_gul_ibrahim_tatlises.mp3\n",
      "60 Dataset25/MER_Extra25/happy/gir_kanima_harun_kolcak.mp3\n",
      "61 Dataset25/MER_Extra25/happy/uyu_demeye_geldim_melda_kuyucu.mp3\n",
      "62 Dataset25/MER_Extra25/happy/daglar_kizi_reyhan_yusel_ozkasap.mp3\n",
      "63 Dataset25/MER_Extra25/happy/ayas_yollar_sumer_ezgu.mp3\n",
      "64 Dataset25/MER_Extra25/happy/esarbini_yan_baglama_ibrahim_tatlises.mp3\n",
      "65 Dataset25/MER_Extra25/happy/bagya_girdimbag_budanmis_rustem.mp3\n",
      "66 Dataset25/MER_Extra25/happy/fistan_bictim_dar_geldi_huriye_mustafa_keser.mp3\n",
      "67 Dataset25/MER_Extra25/happy/arpa_bugday_daneler_muazzez_ersoy.mp3\n",
      "68 Dataset25/MER_Extra25/happy/tridine_bandim_kubat.mp3\n",
      "69 Dataset25/MER_Extra25/happy/kaslarin_karasina_gulsen_kutlu.mp3\n",
      "70 Dataset25/MER_Extra25/happy/indim_havuz_basina_fasli_beyoglu.mp3\n",
      "71 Dataset25/MER_Extra25/happy/gimildan_efe.mp3\n",
      "72 Dataset25/MER_Extra25/happy/vay_surmeli_surmeli.mp3\n",
      "73 Dataset25/MER_Extra25/happy/vardar_ovasi_fasli_beyoglu.mp3\n",
      "74 Dataset25/MER_Extra25/happy/tatli_dile_guler_yuze_neset_ertas.mp3\n",
      "75 Dataset25/MER_Extra25/happy/dugmeli_izzet_altinmese.mp3\n",
      "76 Dataset25/MER_Extra25/happy/bahcelerde_borulce_eyll.mp3\n",
      "77 Dataset25/MER_Extra25/happy/su_samsunun_evleri_imara.mp3\n",
      "78 Dataset25/MER_Extra25/happy/adana_kopru_basi_murat_kursun.mp3\n",
      "79 Dataset25/MER_Extra25/happy/ilvanlim_belkis_akkale.mp3\n",
      "80 Dataset25/MER_Extra25/happy/sozlu_halay.mp3\n",
      "81 Dataset25/MER_Extra25/happy/salinda_gel_orhan_hak_almaz.mp3\n",
      "82 Dataset25/MER_Extra25/happy/zuhtu_sumer_ezgu.mp3\n",
      "83 Dataset25/MER_Extra25/happy/bekar_gezelim_gurup_lacin.mp3\n",
      "84 Dataset25/MER_Extra25/happy/osman_aga_seferad.mp3\n",
      "85 Dataset25/MER_Extra25/happy/kesik_cayir_bedia_akarturk.mp3\n",
      "86 Dataset25/MER_Extra25/happy/arap_kizi_ibrahim_tatlises.mp3\n",
      "87 Dataset25/MER_Extra25/happy/yemeninde_hare_var_meski_fasil.mp3\n",
      "88 Dataset25/MER_Extra25/happy/kiraz_dali_mehtap_koc.mp3\n",
      "89 Dataset25/MER_Extra25/happy/ertan-ersan-oy-gelin-oy-damat-part.mp3\n",
      "90 Dataset25/MER_Extra25/happy/cit_cit_cetene_ahmet_kurt.mp3\n",
      "91 Dataset25/MER_Extra25/happy/dane_dane_benleri_var_burcin.mp3\n",
      "92 Dataset25/MER_Extra25/happy/cal_para_suzan_kardes.mp3\n",
      "93 Dataset25/MER_Extra25/happy/muhabbet_bagina_girdim.mp3\n",
      "94 Dataset25/MER_Extra25/happy/comce_gelin_olasan_urfa.mp3\n",
      "95 Dataset25/MER_Extra25/happy/rakkas_sezen_aksu.mp3\n",
      "96 Dataset25/MER_Extra25/happy/merdivanim_kirik_oyun_havasi.mp3\n",
      "97 Dataset25/MER_Extra25/happy/omer-faruk-bostan-erik-dali-part.mp3\n",
      "98 Dataset25/MER_Extra25/happy/minnos_ceylan.mp3\n",
      "99 Dataset25/MER_Extra25/happy/gokte_yildiz_aymisun.mp3\n",
      "100 Dataset25/MER_Extra25/happy/kara_kopru_narliktir_cesitli_sanatci.mp3\n",
      "101 Dataset25/MER_Extra25/sad/gitti_canimin_canani_cengiz_ozkan.mp3\n",
      "102 Dataset25/MER_Extra25/sad/yazimi_kisa_cevirdin_muhlis_berberoglu.mp3\n",
      "103 Dataset25/MER_Extra25/sad/kurdili_hicazkar_kanun_taksim.mp3\n",
      "104 Dataset25/MER_Extra25/sad/yol_ver_daglar_arif_sag.mp3\n",
      "105 Dataset25/MER_Extra25/sad/muhur_gozlum_cafer_nazlibas.mp3\n",
      "106 Dataset25/MER_Extra25/sad/kendin_bilirsin_muslum_gurses.mp3\n",
      "107 Dataset25/MER_Extra25/sad/seher_yildizi.mp3\n",
      "108 Dataset25/MER_Extra25/sad/nikah_masasi_umit_besen.mp3\n",
      "109 Dataset25/MER_Extra25/sad/asagidan_gelir_omuz_omuza_oguz_aksac.mp3\n",
      "110 Dataset25/MER_Extra25/sad/kerpic_kerpic_ustune_erkan_ogur.mp3\n",
      "111 Dataset25/MER_Extra25/sad/anilar_coskun_sabah.mp3\n",
      "112 Dataset25/MER_Extra25/sad/gamzedeyim_deva_bulmam_muzeyyen_senar.mp3\n",
      "113 Dataset25/MER_Extra25/sad/yuce_dag_basinda_yanar_bir_isik_sirri_lacin.mp3\n",
      "114 Dataset25/MER_Extra25/sad/altin_hizma_mulayim_devrim_ates.mp3\n",
      "115 Dataset25/MER_Extra25/sad/kalbimi_kira_kira.mp3\n",
      "116 Dataset25/MER_Extra25/sad/kapildim_gidiyorum_melihat_gulses.mp3\n",
      "117 Dataset25/MER_Extra25/sad/her_mevsim_bulent_ersoy.mp3\n",
      "118 Dataset25/MER_Extra25/sad/derdim_coktur_erkan_ogur.mp3\n",
      "119 Dataset25/MER_Extra25/sad/benim_yerimede_sev_sibelcan.mp3\n",
      "120 Dataset25/MER_Extra25/sad/yemen_turkusu.mp3\n",
      "121 Dataset25/MER_Extra25/sad/garip_saz_semaisi_goksel_baktagir.mp3\n",
      "122 Dataset25/MER_Extra25/sad/o_yar_gelir.mp3\n",
      "123 Dataset25/MER_Extra25/sad/odam_kirec_tutmuyor_gonen_molla.mp3\n",
      "124 Dataset25/MER_Extra25/sad/buda_gelir_buda_gecer_arif_sag.mp3\n",
      "125 Dataset25/MER_Extra25/sad/klarnet_taksim_mustafa_kandirali.mp3\n",
      "126 Dataset25/MER_Extra25/sad/agladikca_ara_dinkjian.mp3\n",
      "127 Dataset25/MER_Extra25/sad/lale_devri_sibel_can.mp3\n",
      "128 Dataset25/MER_Extra25/sad/bir_muhabbet_kusu_zeki_muren.mp3\n",
      "129 Dataset25/MER_Extra25/sad/leyla_mecnun_ud.mp3\n",
      "130 Dataset25/MER_Extra25/sad/vazgectim_serkan_cagri.mp3\n",
      "131 Dataset25/MER_Extra25/sad/seher_vaki_evinize_canan_cal.mp3\n",
      "132 Dataset25/MER_Extra25/sad/harman_yeri_surseler_salih_gundogdu.mp3\n",
      "133 Dataset25/MER_Extra25/sad/gelin_oldugun_gece_hakan_tasiyan.mp3\n",
      "134 Dataset25/MER_Extra25/sad/uyan_sunam.mp3\n",
      "135 Dataset25/MER_Extra25/sad/mor_salkimli_sokak_fatih_kisaparmak.mp3\n",
      "136 Dataset25/MER_Extra25/sad/niye_cattin_kaslarini_umit_ates.mp3\n",
      "137 Dataset25/MER_Extra25/sad/zuluf_dokmus_yuze_feyzi_yagci.mp3\n",
      "138 Dataset25/MER_Extra25/sad/ben_kuskunum_felege_tsm.mp3\n",
      "139 Dataset25/MER_Extra25/sad/kul_oldum_oyku_gurman.mp3\n",
      "140 Dataset25/MER_Extra25/sad/kor_olsun_bu_askin_gozu_kor_olsun_muslum_gurses.mp3\n",
      "141 Dataset25/MER_Extra25/sad/vurgun_muazzez_abaci.mp3\n",
      "142 Dataset25/MER_Extra25/sad/yazimi_kisa_cevirdin.mp3\n",
      "143 Dataset25/MER_Extra25/sad/yarim_senden_ayrilali_erkan_ogur.mp3\n",
      "144 Dataset25/MER_Extra25/sad/dostum_dostum_kerim_yagci.mp3\n",
      "145 Dataset25/MER_Extra25/sad/soyleyemem_derdimi_zeki_muren.mp3\n",
      "146 Dataset25/MER_Extra25/sad/degme_benim_gamli_gonlume_umit_ates.mp3\n",
      "147 Dataset25/MER_Extra25/sad/batan_gun_kana_benziyor_suat_sayin.mp3\n",
      "148 Dataset25/MER_Extra25/sad/gulunce_gozlerinin_ici_guluyor_secil_heper.mp3\n",
      "149 Dataset25/MER_Extra25/sad/kapildim_gidiyorum_bahtimin_ruzgarina.mp3\n",
      "150 Dataset25/MER_Extra25/sad/kalbimi_kira_kira_sukran_ay.mp3\n",
      "151 Dataset25/MER_Extra25/sad/degme_felek_cengiz_ozkan.mp3\n",
      "152 Dataset25/MER_Extra25/sad/ben_gamli_hazan_zeki_muren.mp3\n",
      "153 Dataset25/MER_Extra25/sad/kalbimin_tek_sahibine_irem_demirci.mp3\n",
      "154 Dataset25/MER_Extra25/sad/bulbuller_dugun_eyler.mp3\n",
      "155 Dataset25/MER_Extra25/sad/gule_yel_degdi_canan_cal.mp3\n",
      "156 Dataset25/MER_Extra25/sad/deli_gonul_arif_sag.mp3\n",
      "157 Dataset25/MER_Extra25/sad/geceler_dusman_gulay.mp3\n",
      "158 Dataset25/MER_Extra25/sad/olumsuz_sevdim_arif_susam.mp3\n",
      "159 Dataset25/MER_Extra25/sad/ben_gamli_hazan_melahat_pars.mp3\n",
      "160 Dataset25/MER_Extra25/sad/unutma_beni_esmeray.mp3\n",
      "161 Dataset25/MER_Extra25/sad/derin_derin_sevdalara_dalarsn_manus_baba.mp3\n",
      "162 Dataset25/MER_Extra25/sad/degme_benim_gamli_yasli_gonlume_hakan_tasiyan.mp3\n",
      "163 Dataset25/MER_Extra25/sad/suzan_suzi_incesaz.mp3\n",
      "164 Dataset25/MER_Extra25/sad/karsida_gorunen_yayla_erkan_ogur.mp3\n",
      "165 Dataset25/MER_Extra25/sad/sonu_yok_bu_askin_funda_arar.mp3\n",
      "166 Dataset25/MER_Extra25/sad/bir_mektup_bir_resim_zeki_muren.mp3\n",
      "167 Dataset25/MER_Extra25/sad/veda_busesi_zeki_muren.mp3\n",
      "168 Dataset25/MER_Extra25/sad/unutmasin_hudai_aksu.mp3\n",
      "169 Dataset25/MER_Extra25/sad/kendim_dustum_kalkabilirim_sibel_can.mp3\n",
      "170 Dataset25/MER_Extra25/sad/kusura_fidanim.mp3\n",
      "171 Dataset25/MER_Extra25/sad/sarkilara_sordum_soylemediler_emel_sayin.mp3\n",
      "172 Dataset25/MER_Extra25/sad/suzan_suzi_cengiz_ozkan.mp3\n",
      "173 Dataset25/MER_Extra25/sad/sevmekten_kim_usanir_hamiyet_yuceses.mp3\n",
      "174 Dataset25/MER_Extra25/sad/hicaz_keman_taksim.mp3\n",
      "175 Dataset25/MER_Extra25/sad/al_omrumu_cevdet_bagca.mp3\n",
      "176 Dataset25/MER_Extra25/sad/geceler_yarim_oldu_ihsan_mendes.mp3\n",
      "177 Dataset25/MER_Extra25/sad/her_mevsim_icimden_gelip_gecersin_hamiyet_yuceses.mp3\n",
      "178 Dataset25/MER_Extra25/sad/carsambayi_sel_aldi_arslan_akyol.mp3\n",
      "179 Dataset25/MER_Extra25/sad/sarkilar_seni_soyler_zeki_muren.mp3\n",
      "180 Dataset25/MER_Extra25/sad/gullerin_icinden.mp3\n",
      "181 Dataset25/MER_Extra25/sad/unutmamam_seni_zeki_muren.mp3\n",
      "182 Dataset25/MER_Extra25/sad/eledim_eledim_eda_karaytug.mp3\n",
      "183 Dataset25/MER_Extra25/sad/al_yazmalim.mp3\n",
      "184 Dataset25/MER_Extra25/sad/nem_kaldi_gonen_molla.mp3\n",
      "185 Dataset25/MER_Extra25/sad/gulunce_gozlerinin_ici_guluyor_behiye_aksoy.mp3\n",
      "186 Dataset25/MER_Extra25/sad/derdimi_kimlere_desem_rusen_yilmaz.mp3\n",
      "187 Dataset25/MER_Extra25/sad/mihriban_sirri_lacin.mp3\n",
      "188 Dataset25/MER_Extra25/sad/senede_bir_gun_zeki_muren.mp3\n",
      "189 Dataset25/MER_Extra25/sad/ben_yoruldum_hayat_mumin_sarikaya.mp3\n",
      "190 Dataset25/MER_Extra25/sad/cokmu_gordunuz_ebru_gundes.mp3\n",
      "191 Dataset25/MER_Extra25/sad/sevmekten_kim_usanir_muzzeyen_senar.mp3\n",
      "192 Dataset25/MER_Extra25/sad/oy_beni_vurun_vurun_huseyin_ay.mp3\n",
      "193 Dataset25/MER_Extra25/sad/su_kislanin_kapisina_orhan_hakalmaz.mp3\n",
      "194 Dataset25/MER_Extra25/sad/sen_benden_gittin_gideli_erkan_ogur.mp3\n",
      "195 Dataset25/MER_Extra25/sad/vazgectim_ara_dinkjian.mp3\n",
      "196 Dataset25/MER_Extra25/sad/kader_diyemezsin_muazzez_ersoy.mp3\n",
      "197 Dataset25/MER_Extra25/sad/aglama_yar_erkan_ogur.mp3\n",
      "198 Dataset25/MER_Extra25/sad/sen_gelmez_oldun_piyano.mp3\n",
      "199 Dataset25/MER_Extra25/sad/burasi_mustur.mp3\n",
      "200 Dataset25/MER_Extra25/sad/uzun_ince_bir_yoldayim.mp3\n",
      "201 Dataset25/MER_Extra25/angry/bu_sehir_arkandan_gelecek_dizi_muzigi.mp3\n",
      "202 Dataset25/MER_Extra25/angry/yasak_elma_dizi_muzigi.mp3\n",
      "203 Dataset25/MER_Extra25/angry/gunesin_kizlari_dizi_muzigi.mp3\n",
      "204 Dataset25/MER_Extra25/angry/hekimoglu_turkusu.mp3\n",
      "205 Dataset25/MER_Extra25/angry/survivor_ada_konseyi_muzigi.mp3\n",
      "206 Dataset25/MER_Extra25/angry/medcezir_dizi_muzikleri.mp3\n",
      "207 Dataset25/MER_Extra25/angry/hayat_sarkisi_diz_muzikleri2.mp3\n",
      "208 Dataset25/MER_Extra25/angry/elif_dizi_muzigi.mp3\n",
      "209 Dataset25/MER_Extra25/angry/eski_turk_sarkilari.mp3\n",
      "210 Dataset25/MER_Extra25/angry/yazin_oykusu_dizi_muzigi.mp3\n",
      "211 Dataset25/MER_Extra25/angry/kayit_disi_operasyon_dizi_muzikleri1.mp3\n",
      "212 Dataset25/MER_Extra25/angry/eskiya_dunyaya_hukumdar_olmaz_2sezon_dizi_muzigi.mp3\n",
      "213 Dataset25/MER_Extra25/angry/hayat_sarkisi_dizi_muzikleri1.mp3\n",
      "214 Dataset25/MER_Extra25/angry/cendere_kurtlar_vadisi_dizi_muzikleri.mp3\n",
      "215 Dataset25/MER_Extra25/angry/benim_hala_umudum_var_dizi_muzigi.mp3\n",
      "216 Dataset25/MER_Extra25/angry/istanbullu_gelin_dizi_muzikleri.mp3\n",
      "217 Dataset25/MER_Extra25/angry/kayit_disi_operasyon_dizi_muzikleri2.mp3\n",
      "218 Dataset25/MER_Extra25/angry/desti_kpcak_turkleri.mp3\n",
      "219 Dataset25/MER_Extra25/angry/kiraz_mevsimi_2.mp3\n",
      "220 Dataset25/MER_Extra25/angry/isimsizler_dizi_muzikleri2.mp3\n",
      "221 Dataset25/MER_Extra25/angry/cennetin_goz_yaslari_2_dizi_muzigi.mp3\n",
      "222 Dataset25/MER_Extra25/angry/kara_sevda_dizi_muzigi1.mp3\n",
      "223 Dataset25/MER_Extra25/angry/umuda_kelepce_vurulmaz_dizi_muzigi.mp3\n",
      "224 Dataset25/MER_Extra25/angry/insanlik_sucu_dizi_muzikleri2.mp3\n",
      "225 Dataset25/MER_Extra25/angry/isimsizler_dizi_muzikleri3.mp3\n",
      "226 Dataset25/MER_Extra25/angry/isimsizler_dizi_muzikleri1.mp3\n",
      "227 Dataset25/MER_Extra25/angry/dusundurdu_yine_beni_gozlerin_dizi_muzigi.mp3\n",
      "228 Dataset25/MER_Extra25/angry/bir_cocuk_sevdim_dizi_muzigi.mp3\n",
      "229 Dataset25/MER_Extra25/angry/icimdeki_firtina_dizi_muzikleri.mp3\n",
      "230 Dataset25/MER_Extra25/angry/kara_sevda_dizi_muzigi2.mp3\n",
      "231 Dataset25/MER_Extra25/angry/insanlik_sucu_dizi_muzikleri1.mp3\n",
      "232 Dataset25/MER_Extra25/angry/siyah_beyaz_ask_dizi_muzigi.mp3\n",
      "233 Dataset25/MER_Extra25/angry/avlu_dizi_muzikleri.mp3\n",
      "234 Dataset25/MER_Extra25/angry/fatma_gulun_sucu_ne_dizi_muzigi.mp3\n",
      "235 Dataset25/MER_Extra25/angry/cukur_dizi_muzigi2.mp3\n",
      "236 Dataset25/MER_Extra25/angry/kaos_epik_savas_muzikleri.mp3\n",
      "237 Dataset25/MER_Extra25/angry/seviyor_sevmiyor_dizi_muzigi.mp3\n",
      "238 Dataset25/MER_Extra25/angry/arka_sokaklar_dizi_muzigi.mp3\n",
      "239 Dataset25/MER_Extra25/angry/turk_askeri_savas_muzigi.mp3\n",
      "240 Dataset25/MER_Extra25/angry/karagul_dizi_muzikleri.mp3\n",
      "241 Dataset25/MER_Extra25/angry/yeter_dizi_muzigi.mp3\n",
      "242 Dataset25/MER_Extra25/angry/adanli2.mp3\n",
      "243 Dataset25/MER_Extra25/angry/ucurum_gerilim_alp_yenier.mp3\n",
      "244 Dataset25/MER_Extra25/angry/sahsiyet_dizi_muzigi.mp3\n",
      "245 Dataset25/MER_Extra25/angry/coban_yildizi_dizi_muzigi.mp3\n",
      "246 Dataset25/MER_Extra25/angry/eskiya_dunyaya_hukumdar_olmaz_3sezon_dizi_muzigi.mp3\n",
      "247 Dataset25/MER_Extra25/angry/ezel_dizi_muzigi2.mp3\n",
      "248 Dataset25/MER_Extra25/angry/kalp_atisi.mp3\n",
      "249 Dataset25/MER_Extra25/angry/adanali.mp3\n",
      "250 Dataset25/MER_Extra25/angry/bir-zamanlar-cukur-ova-part.mp3\n",
      "251 Dataset25/MER_Extra25/angry/fazilet_hanim_ve_kizlari_dizi_muzigi.mp3\n",
      "252 Dataset25/MER_Extra25/angry/yuvamdaki_dusman_dizi_muzikleri.mp3\n",
      "253 Dataset25/MER_Extra25/angry/hickirik_dizi_muzikleri.mp3\n",
      "254 Dataset25/MER_Extra25/angry/ask_ve_mavi_dizi_muzigi.mp3\n",
      "255 Dataset25/MER_Extra25/angry/erkenci-kus-dizi-muzigi-part.mp3\n",
      "256 Dataset25/MER_Extra25/angry/tatar_gelin_dizi_muzikleri.mp3\n",
      "257 Dataset25/MER_Extra25/angry/bir-litre-goz-yasi-part.mp3\n",
      "258 Dataset25/MER_Extra25/angry/sana_bir_sir_verecegim_dizi_muzigi.mp3\n",
      "259 Dataset25/MER_Extra25/angry/meryem_dizi_muzikleri2.mp3\n",
      "260 Dataset25/MER_Extra25/angry/medcezir_dizi_muzikleri2.mp3\n",
      "261 Dataset25/MER_Extra25/angry/kehribar_dizi_muzikleri.mp3\n",
      "262 Dataset25/MER_Extra25/angry/doluna_dizi_muzigi.mp3\n",
      "263 Dataset25/MER_Extra25/angry/soz_dizi_muzigi_3.mp3\n",
      "264 Dataset25/MER_Extra25/angry/cukur_dizi_muzigi.mp3\n",
      "265 Dataset25/MER_Extra25/angry/sen_anlat_karadeniz_dizi_muzigi.mp3\n",
      "266 Dataset25/MER_Extra25/angry/beyaz_yalan_dizi_muzigi.mp3\n",
      "267 Dataset25/MER_Extra25/angry/gullerin_savasi_dizi_muzigi.mp3\n",
      "268 Dataset25/MER_Extra25/angry/filinta_dizi_muzigi1.mp3\n",
      "269 Dataset25/MER_Extra25/angry/soz_dizi_muzigi_1.mp3\n",
      "270 Dataset25/MER_Extra25/angry/eski_hikaye_dizi_muzigi.mp3\n",
      "271 Dataset25/MER_Extra25/angry/meryem_dizi_muzikleri1.mp3\n",
      "272 Dataset25/MER_Extra25/angry/dilan_hanim_dizi_muzigi.mp3\n",
      "273 Dataset25/MER_Extra25/angry/kurtulus_filim_muzikleri.mp3\n",
      "274 Dataset25/MER_Extra25/angry/kiraz_mevsimi_dizi_muzikleri.mp3\n",
      "275 Dataset25/MER_Extra25/angry/yuvamdaki_dusman_dizi_muzikleri2.mp3\n",
      "276 Dataset25/MER_Extra25/angry/yeni_ceri_marsi.mp3\n",
      "277 Dataset25/MER_Extra25/angry/adini_Feriha_koydum.mp3\n",
      "278 Dataset25/MER_Extra25/angry/gunesi_beklerken_dizi_muzigi.mp3\n",
      "279 Dataset25/MER_Extra25/angry/arka_sokaklar_dizi_muzigi2.mp3\n",
      "280 Dataset25/MER_Extra25/angry/not_defteri_dizi_muzikleri.mp3\n",
      "281 Dataset25/MER_Extra25/angry/yer_gok_ask_dizi_muzikleri.mp3\n",
      "282 Dataset25/MER_Extra25/angry/tatli_intikan_dizi_muzigi.mp3\n",
      "283 Dataset25/MER_Extra25/angry/bugunun_saraylisi_dizi_mugizi.mp3\n",
      "284 Dataset25/MER_Extra25/angry/ufak_tefek_cinayetler_dizi_muzigi.mp3\n",
      "285 Dataset25/MER_Extra25/angry/genis_aile_dizi_muzigi.mp3\n",
      "286 Dataset25/MER_Extra25/angry/osmanli_savas_marsi1.mp3\n",
      "287 Dataset25/MER_Extra25/angry/kacak_dizi_muzikleri1.mp3\n",
      "288 Dataset25/MER_Extra25/angry/ay_yildiz_tim_savas_muzigi.mp3\n",
      "289 Dataset25/MER_Extra25/angry/cennetin_goz_yaslari_1_dizi_muzigi.mp3\n",
      "290 Dataset25/MER_Extra25/angry/aksiyon_gerilim.mp3\n",
      "291 Dataset25/MER_Extra25/angry/cilek_kokusu_dizi_muzigi.mp3\n",
      "292 Dataset25/MER_Extra25/angry/canakkale_yolun_sonu_dizi_muzikleri.mp3\n",
      "293 Dataset25/MER_Extra25/angry/cemberin_icinde_dizi_muzigi.mp3\n",
      "294 Dataset25/MER_Extra25/angry/eskiya_dunyaya_hukumdar_olmaz_3_dizi_muzikleri.mp3\n",
      "295 Dataset25/MER_Extra25/angry/dorduncu_murat_muzikleri.mp3\n",
      "296 Dataset25/MER_Extra25/angry/araf_zaman_dizi_muzigi.mp3\n",
      "297 Dataset25/MER_Extra25/angry/kacak_dizi_muzikleri2.mp3\n",
      "298 Dataset25/MER_Extra25/angry/sungurlar_dizi_muzigi.mp3\n",
      "299 Dataset25/MER_Extra25/angry/savasci_dizi_muzigi1.mp3\n",
      "300 Dataset25/MER_Extra25/angry/turk_savas_muzigi1.mp3\n",
      "301 Dataset25/MER_Extra25/relaxed/ben-yoruldum-hayat-part-cinar-cetinkaya-part.mp3\n",
      "302 Dataset25/MER_Extra25/relaxed/julide_ozcelik_yalan_dunya.mp3\n",
      "303 Dataset25/MER_Extra25/relaxed/fikret_kizilok_farketmeden.mp3\n",
      "304 Dataset25/MER_Extra25/relaxed/serta_erener_tesaduf_ask.mp3\n",
      "305 Dataset25/MER_Extra25/relaxed/mehmet_gureli_kimse_bilmez.mp3\n",
      "306 Dataset25/MER_Extra25/relaxed/fikret_kizilok_basbasa.mp3\n",
      "307 Dataset25/MER_Extra25/relaxed/bulent_ortacgil_yuzunu_dokme_kucuk_kiz.mp3\n",
      "308 Dataset25/MER_Extra25/relaxed/julide_ozcelik_zaman.mp3\n",
      "309 Dataset25/MER_Extra25/relaxed/fikret_kizilok_gonul.mp3\n",
      "310 Dataset25/MER_Extra25/relaxed/kelebek_cigdem_Erkan.mp3\n",
      "311 Dataset25/MER_Extra25/relaxed/berguzar_korel_kaybolan_yillar.mp3\n",
      "312 Dataset25/MER_Extra25/relaxed/cigdem_erken_cakmak.mp3\n",
      "313 Dataset25/MER_Extra25/relaxed/duman_elleri_ellerime.mp3\n",
      "314 Dataset25/MER_Extra25/relaxed/demir_demirkan_doldur_kadehleri.mp3\n",
      "315 Dataset25/MER_Extra25/relaxed/birsen_tezer_seher_vahti.mp3\n",
      "316 Dataset25/MER_Extra25/relaxed/bulent_ortacgil_sana_geldim.mp3\n",
      "317 Dataset25/MER_Extra25/relaxed/birsen_tezer_sarkicinin_sarkicisi.mp3\n",
      "318 Dataset25/MER_Extra25/relaxed/nev_kimseye_etmem_sikayet.mp3\n",
      "319 Dataset25/MER_Extra25/relaxed/onur_yardimci_bana_donme.mp3\n",
      "320 Dataset25/MER_Extra25/relaxed/mor_ve_otesi_bisiklet.mp3\n",
      "321 Dataset25/MER_Extra25/relaxed/ozdemir_erdogan_ac_kapiyi_gir_iceri.mp3\n",
      "322 Dataset25/MER_Extra25/relaxed/ajda-pekkan-ya-sonra- Part.mp3\n",
      "323 Dataset25/MER_Extra25/relaxed/bulent_ortacgil_sensiz_olmaz.mp3\n",
      "324 Dataset25/MER_Extra25/relaxed/cigdem_erken_laleler.mp3\n",
      "325 Dataset25/MER_Extra25/relaxed/vedat_sakman_usluca.mp3\n",
      "326 Dataset25/MER_Extra25/relaxed/ayten_alpman_erkekler_aglamaz.mp3\n",
      "327 Dataset25/MER_Extra25/relaxed/nilufer_ayrilik_hasreti.mp3\n",
      "328 Dataset25/MER_Extra25/relaxed/ozan_musluoglu_kimse_duymasin.mp3\n",
      "329 Dataset25/MER_Extra25/relaxed/nukhet_ruacan_her_sey_sevgiyle_baslar.mp3\n",
      "330 Dataset25/MER_Extra25/relaxed/birsen_tezer_ciglik_cigliga.mp3\n",
      "331 Dataset25/MER_Extra25/relaxed/ezgini_gunlugu_mutlu_son.mp3\n",
      "332 Dataset25/MER_Extra25/relaxed/kimse_bilmez_kursat_basar.mp3\n",
      "333 Dataset25/MER_Extra25/relaxed/ben_varim_kursat.mp3\n",
      "334 Dataset25/MER_Extra25/relaxed/yalin_keske.mp3\n",
      "335 Dataset25/MER_Extra25/relaxed/sene_sener_bak_bana.mp3\n",
      "336 Dataset25/MER_Extra25/relaxed/julide_ozcelik_esitiz_eninde_sonunda.mp3\n",
      "337 Dataset25/MER_Extra25/relaxed/pilli_bebek_cogu_zaman.mp3\n",
      "338 Dataset25/MER_Extra25/relaxed/kimseye_etmem_sikayet.mp3\n",
      "339 Dataset25/MER_Extra25/relaxed/bana_ellerini_ver_ozdemir_erdogan.mp3\n",
      "340 Dataset25/MER_Extra25/relaxed/kendinle_kalirsin_julide_ozcelik.mp3\n",
      "341 Dataset25/MER_Extra25/relaxed/mustafa_ceceli_elvan_gunaydin.mp3\n",
      "342 Dataset25/MER_Extra25/relaxed/bulent_ortacgil_yagmur.mp3\n",
      "343 Dataset25/MER_Extra25/relaxed/enbe_orkestrasi_hikaye.mp3\n",
      "344 Dataset25/MER_Extra25/relaxed/mazi_kalbimde_bir_yaradir_dilek_turkan.mp3\n",
      "345 Dataset25/MER_Extra25/relaxed/uyanma_uyu_selim_gungoren.mp3\n",
      "346 Dataset25/MER_Extra25/relaxed/nim_sofyan_senden_bana_yar_olmaz.mp3\n",
      "347 Dataset25/MER_Extra25/relaxed/sevince_erkin_koray.mp3\n",
      "348 Dataset25/MER_Extra25/relaxed/eren_cilgin_mavi_yalan.mp3\n",
      "349 Dataset25/MER_Extra25/relaxed/birsen_tezer_di_gel_yanima.mp3\n",
      "350 Dataset25/MER_Extra25/relaxed/Birsen_tezer_istanbul.mp3\n",
      "351 Dataset25/MER_Extra25/relaxed/fikret_kizilok_guzel_ne_guzel_olmussun.mp3\n",
      "352 Dataset25/MER_Extra25/relaxed/julide_ozcelik_kimse_bilmez.mp3\n",
      "353 Dataset25/MER_Extra25/relaxed/dusundukce_selen_gulun.mp3\n",
      "354 Dataset25/MER_Extra25/relaxed/mabel_matis_supheli_sarkinin_sairi.mp3\n",
      "355 Dataset25/MER_Extra25/relaxed/mfo_bodrum_bodrum.mp3\n",
      "356 Dataset25/MER_Extra25/relaxed/cem_ozkan_don_bana.mp3\n",
      "357 Dataset25/MER_Extra25/relaxed/sinan_kaynakci_kendine_zaman_ver.mp3\n",
      "358 Dataset25/MER_Extra25/relaxed/zeynep_dizdar_vazgec_gonul.mp3\n",
      "359 Dataset25/MER_Extra25/relaxed/sertap_erener_acik_adres.mp3\n",
      "360 Dataset25/MER_Extra25/relaxed/birsen-tezer-bilsen-part.mp3\n",
      "361 Dataset25/MER_Extra25/relaxed/sumru_agir_yuruyen_issiz.mp3\n",
      "362 Dataset25/MER_Extra25/relaxed/aklim_hep_sende.mp3\n",
      "363 Dataset25/MER_Extra25/relaxed/aysegul_aldinc_kucuk_seyler.mp3\n",
      "364 Dataset25/MER_Extra25/relaxed/fikrimin-ince-gulu-tamer-zeytinoglu-part.mp3\n",
      "365 Dataset25/MER_Extra25/relaxed/mert_royfe_zaman.mp3\n",
      "366 Dataset25/MER_Extra25/relaxed/julide_ozcelik_kara_toprak.mp3\n",
      "367 Dataset25/MER_Extra25/relaxed/sertap_erener_bahcede.mp3\n",
      "368 Dataset25/MER_Extra25/relaxed/selim_gulgoren_uyanma_uyu.mp3\n",
      "369 Dataset25/MER_Extra25/relaxed/mahsar_alanson_benim_hala_umudum_var.mp3\n",
      "370 Dataset25/MER_Extra25/relaxed/fikret_kizilok_gecenin_ucunde.mp3\n",
      "371 Dataset25/MER_Extra25/relaxed/tel_tel_taradim_nurten_demirkol.mp3\n",
      "372 Dataset25/MER_Extra25/relaxed/kirac_kalbin_tek_arkadasi.mp3\n",
      "373 Dataset25/MER_Extra25/relaxed/sumru_agir_yuruyen_terk_edilmis_kent.mp3\n",
      "374 Dataset25/MER_Extra25/relaxed/ozdemir-erdogan-baharda-kuslar-gibi-part.mp3\n",
      "375 Dataset25/MER_Extra25/relaxed/sebnem_ferah_yagmurlar.mp3\n",
      "376 Dataset25/MER_Extra25/relaxed/fikret_kizilok_bosuna.mp3\n",
      "377 Dataset25/MER_Extra25/relaxed/erol_evgin_bir_ilk_bahar_sabahi.mp3\n",
      "378 Dataset25/MER_Extra25/relaxed/feridun_duzagac_sevgi.mp3\n",
      "379 Dataset25/MER_Extra25/relaxed/yine_yazi_bekleriz_tnk.mp3\n",
      "380 Dataset25/MER_Extra25/relaxed/zeynep_dizdar_bir_cocuk_sevdim.mp3\n",
      "381 Dataset25/MER_Extra25/relaxed/julide_ozcelik_siradan_bir_gun.mp3\n",
      "382 Dataset25/MER_Extra25/relaxed/alp_ersonmez_burada_yarali_biri_var.mp3\n",
      "383 Dataset25/MER_Extra25/relaxed/fikret_kizilok_gidiyorsun.mp3\n",
      "384 Dataset25/MER_Extra25/relaxed/julide_ozcelik_bugun_neden_gelmedin.mp3\n",
      "385 Dataset25/MER_Extra25/relaxed/sigaramin-dumani-tamer-zeytinoglu-part.mp3\n",
      "386 Dataset25/MER_Extra25/relaxed/fikret_kizilok_ben_gidersem.mp3\n",
      "387 Dataset25/MER_Extra25/relaxed/ezginin_gunlugu_kiyisiz_deniz.mp3\n",
      "388 Dataset25/MER_Extra25/relaxed/tanju_duru_aklim_hep_sende.mp3\n",
      "389 Dataset25/MER_Extra25/relaxed/teoman_senden_once_senden_sonra.mp3\n",
      "390 Dataset25/MER_Extra25/relaxed/elvan_gunaydin.mp3\n",
      "391 Dataset25/MER_Extra25/relaxed/ezginin_gunlugu_ask_yuzunden.mp3\n",
      "392 Dataset25/MER_Extra25/relaxed/roya_gemiciler.mp3\n",
      "393 Dataset25/MER_Extra25/relaxed/basak_yavuz_gidersen.mp3\n",
      "394 Dataset25/MER_Extra25/relaxed/tnk_yine_yazi_bekleriz.mp3\n",
      "395 Dataset25/MER_Extra25/relaxed/sevinc_tevz_ve_ben_yalniz.mp3\n",
      "396 Dataset25/MER_Extra25/relaxed/sumru_agir_yuruyen_guz_defteri.mp3\n",
      "397 Dataset25/MER_Extra25/relaxed/onur_mete_bu_asktan_gidiyorum.mp3\n",
      "398 Dataset25/MER_Extra25/relaxed/demir_demircan_aci_nefes.mp3\n",
      "399 Dataset25/MER_Extra25/relaxed/yalin_ki_sen.mp3\n",
      "400 Dataset25/MER_Extra25/relaxed/sarp_madem_ortadaki_gecit.mp3\n"
     ]
    }
   ],
   "source": [
    "dir25_extra = \"Dataset25/MER_Extra25\"\n",
    "data25_extra = os.listdir(dir25_extra)\n",
    "file_dir25_extra = []\n",
    "count_extra = 0\n",
    "\n",
    "for mooddir25 in data25_extra:\n",
    "    if(not r'.' in mooddir25):\n",
    "        moodDirName25 = os.path.join(dir25_extra,mooddir25)\n",
    "        mooddir25=np.array(os.listdir(moodDirName25))\n",
    "        for audio in mooddir25:\n",
    "            if(audio[-3:]=='mp3'):\n",
    "                count_extra+=1\n",
    "                fn=os.path.join(moodDirName25,audio)\n",
    "                file_dir25_extra.append(fn)\n",
    "                print(str(count_extra),fn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "9c3aadf2",
   "metadata": {},
   "outputs": [],
   "source": [
    "duration_extra25 = []\n",
    "for i in range(len(file_dir25_extra)):\n",
    "    y,sr = librosa.load(file_dir25_extra[i])\n",
    "    d = librosa.get_duration(y=y,sr=sr)\n",
    "    duration_extra25.append(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ae10ab12",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Check duration again\n",
    "for i in range(len(duration_extra25)):\n",
    "    if duration_extra25[i]!=25.5:\n",
    "        print(i,duration_extra25[i])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68de554f",
   "metadata": {},
   "source": [
    "## 3. Feature Extraction\n",
    "### 3.1. Turn features into 1D feature vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "dfc86761",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['C', 'C♯', 'D', 'D♯', 'E', 'F', 'F♯', 'G', 'G♯', 'A', 'A♯', 'B']"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "librosa.key_to_notes(key='C:maj')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "1277bea6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "def key_scale_finder(file):\n",
    "    pitches = ['C','C#','D','D#','E','F','F#','G','G#','A','A#','B']\n",
    "    y,sr = librosa.load(file)\n",
    "    key = librosa.feature.chroma_stft(y=y,sr=sr).sum(axis=1).argmax()\n",
    "    if re.search(\"\\#$\",pitches[key]):\n",
    "        scale = \"minor\"\n",
    "    else:\n",
    "        scale = \"major\"\n",
    "    return scale,pitches[key]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "2fb8071d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def feature_1d(file):\n",
    "    try:\n",
    "        y,sr = librosa.load(file)\n",
    "    except:\n",
    "        print('No such file')\n",
    "        quit()\n",
    "    \n",
    "    f = [] \n",
    "    \n",
    "    # tempo\n",
    "    tempo = librosa.beat.tempo(y=y,sr=sr)[0]\n",
    "    f.append(tempo)  \n",
    "    \n",
    "    # RMS\n",
    "    #S, phase = librosa.magphase(librosa.stft(y))\n",
    "    rms = librosa.feature.rms(y=y)\n",
    "    rms_mean = np.mean(rms)\n",
    "    rms_var = np.var(rms)\n",
    "    f.append(rms_mean)\n",
    "    f.append(rms_var)\n",
    "    \n",
    "    # chroma features\n",
    "    chroma = librosa.feature.chroma_stft(y=y,sr=sr)\n",
    "    chroma_mean = np.mean(chroma)\n",
    "    chroma_var = np.var(chroma)\n",
    "    f.append(chroma_mean)\n",
    "    f.append(chroma_var)\n",
    "    \n",
    "    # spectral centroid\n",
    "    centroid = librosa.feature.spectral_centroid(y=y)\n",
    "    centroid_mean = np.mean(centroid)\n",
    "    centroid_var = np.var(centroid)\n",
    "    f.append(centroid_mean)\n",
    "    f.append(centroid_var)\n",
    "    \n",
    "    # spectral rolloff\n",
    "    rolloff = librosa.feature.spectral_rolloff(y=y+0.01, sr=sr)\n",
    "    rolloff_mean = np.mean(rolloff)\n",
    "    rolloff_var = np.var(rolloff)\n",
    "    f.append(rolloff_mean)\n",
    "    f.append(rolloff_var)\n",
    "    \n",
    "    # zero crossing rate\n",
    "    zcr = librosa.feature.zero_crossing_rate(y=y)\n",
    "    zcr_mean = np.mean(zcr)\n",
    "    zcr_var = np.var(zcr)\n",
    "    f.append(zcr_mean)\n",
    "    f.append(zcr_var)\n",
    "    \n",
    "    # tonnetz\n",
    "    tonnetz = librosa.feature.tonnetz(y=y, sr=sr)\n",
    "    tonnetz_mean = np.mean(tonnetz)\n",
    "    tonnetz_var  = np.var(tonnetz)\n",
    "    f.append(tonnetz_mean)\n",
    "    f.append(tonnetz_var)\n",
    "    \n",
    "    #mel\n",
    "    s = librosa.feature.melspectrogram(y=y, sr=sr)\n",
    "    mel = librosa.amplitude_to_db(s, ref=np.max)\n",
    "    mel_mean = np.mean(mel)\n",
    "    mel_var = np.var(mel)\n",
    "    f.append(mel_mean)\n",
    "    f.append(mel_var)\n",
    "    \n",
    "    #mfcc\n",
    "    mfcc = librosa.feature.mfcc(y=y,sr=sr,n_mfcc=20)\n",
    "    m = len(mfcc)\n",
    "    mfcc_mean = np.zeros((m,))\n",
    "    mfcc_var = np.zeros((m,))\n",
    "    for i in range(len(mfcc)):\n",
    "        mfcc_mean[i] = np.mean(mfcc[i])\n",
    "        mfcc_var[i]= np.var(mfcc[i])\n",
    "        f.append(mfcc_mean[i])\n",
    "        f.append(mfcc_var[i])\n",
    "    \n",
    "    return np.array(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "fd68e9d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Extract Key and Scale\n",
    "key1 = []\n",
    "scale1 = []\n",
    "for i in range(len(file_dir25)):\n",
    "    key1.append(key_scale_finder(file_dir25[i])[1])\n",
    "    scale1.append(key_scale_finder(file_dir25[i])[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "0296f458",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(898, 53)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features1 = np.zeros((898,55))\n",
    "for i in range(0,898):\n",
    "    features1[i] = feature_1d(file_dir25[i])\n",
    "features1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "3decf91b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a data frame to store all the data\n",
    "feature1 = pd.DataFrame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "d187d9cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Store 15 features to data frame\n",
    "col_name = ['tempo','rms_mean','rms_var','chroma_mean','chroma_var',\n",
    "            'centroid_mean','centroid_var','rolloff_mean','roll_off_var',\n",
    "            'zcr_mean','zcr_var','tonnetz_mean', 'tonnetz_var', 'mel_mean', 'mel_var']\n",
    "# Store 20 mfccs mean and var to data frame\n",
    "mfccs_col_name = []\n",
    "for i in range(0,20):\n",
    "    mfccs_col_name.append(\"mfcc_mean_\"+str(i+1))\n",
    "    mfccs_col_name.append(\"mfcc_var_\"+str(i+1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "401b328e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Label the mood\n",
    "mood1 = []\n",
    "for i in range(len(file_dir25)):\n",
    "    m = os.path.basename(os.path.dirname(filewithdir[i]))\n",
    "    mood1.append(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "1faf55db",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Store file name\n",
    "feature1['file'] = file_dir25\n",
    "# Store key and scale\n",
    "feature1['scale'] = scale1\n",
    "feature1['key'] = key1\n",
    "# Store 13 features and 20 mfccs\n",
    "for i in range(len(col_name)):\n",
    "    feature1[col_name[i]] = features1[:,i]\n",
    "for i in range(len(mfccs_col_name)):\n",
    "    feature1[mfccs_col_name[i]] = features1[:,i+15]\n",
    "# Store mood\n",
    "feature1['mood'] = mood1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "148b1a99",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Rename the mood classes\n",
    "for i in range(len(feature1['mood'])):\n",
    "    if feature1['mood'][i] == \"Q1\":\n",
    "        feature1['mood'][i] = \"happy\"\n",
    "    \n",
    "    elif feature1['mood'][i] == \"Q2\":\n",
    "        feature1['mood'][i] = \"angry\"\n",
    "    \n",
    "    elif feature1['mood'][i] == \"Q3\":\n",
    "        feature1['mood'][i] = \"sad\"\n",
    "    \n",
    "    elif feature1['mood'][i] == \"Q4\":\n",
    "        feature1['mood'][i] = \"relaxed\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "1483ee83",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pandas.io.excel._xlsxwriter.XlsxWriter at 0x7face1cbdab0>"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create the Excel file\n",
    "pd.ExcelWriter('Features1D/Features/Features.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "981e3b2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Store the Feature into excel file\n",
    "feature1.to_excel('Features1D/Features/Features.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "id": "c369df91",
   "metadata": {},
   "outputs": [],
   "source": [
    "key2= []\n",
    "scale2 = []\n",
    "for i in range(len(file_dir25_extra)):\n",
    "    key2.append(key_scale_finder(file_dir25_extra[i])[1])\n",
    "    scale2.append(key_scale_finder(file_dir25_extra[i])[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "id": "b09e8fa3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/hp/2dbkkkm52hsd14c13kbw0vr00000gp/T/ipykernel_44273/718064517.py:11: FutureWarning: librosa.beat.tempo\n",
      "\tThis function was moved to 'librosa.feature.rhythm.tempo' in librosa version 0.10.0.\n",
      "\tThis alias will be removed in librosa version 1.0.\n",
      "  tempo = librosa.beat.tempo(y=y,sr=sr)[0]\n"
     ]
    }
   ],
   "source": [
    "features2 = np.zeros((400,53))\n",
    "for i in range(0,400):\n",
    "    features2[i] = feature_1d(file_dir25_extra[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "id": "6d3393d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a data frame to store all the data\n",
    "feature2 = pd.DataFrame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "b2db7a3f",
   "metadata": {},
   "outputs": [],
   "source": [
    "feature2['file'] = file_dir25_extra\n",
    "feature2['scale'] = scale2\n",
    "feature2['key'] = key2\n",
    "for i in range(len(col_name)):\n",
    "    feature2[col_name[i]] = features2[:,i]\n",
    "for i in range(len(mfccs_col_name)):\n",
    "    feature2[mfccs_col_name[i]] = features2[:,i+13]\n",
    "# Store mood\n",
    "feature2['mood'] = mood2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "id": "53137c69",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pandas.io.excel._xlsxwriter.XlsxWriter at 0x7faa7c6971c0>"
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create the Excel file\n",
    "pd.ExcelWriter('Features1D/Features/Features_extra.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "id": "aa24962f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Store the Feature into excel file\n",
    "feature2.to_excel('Features1D/Features/Features_extra.xlsx')"
   ]
  }
 ],
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