Train model for Diarization¶
This script train UBM, TV and PLDA model for diarization system.
Initialization¶
import argparse
import logging
from s4d.utils import *
from sidekit import Mixture, FeaturesServer, StatServer
from sidekit.frontend.io import write_spro4
from sidekit.frontend.vad import vad_energy
from sidekit.sidekit_io import write_matrix, write_vect, init_logging
from s4d.diar import Diar
try:
from sortedcontainers import SortedDict as dict
except ImportError:
pass
jump_step1=False
jump_step2=False and jump_step1
jump_step3=False and jump_step2
jump_step4=False and jump_step3
input_diar_fn='data_train/seg5_ester.seg'
audio_dir='data_train/sph'
mfcc_dir='data_train/mfcc'
output_dir='data_train/'
# load diarization
input_diar = Diar.read_seg(input_diar_fn)
sessions = input_diar.make_index(['show', 'label'])
# prepare tv and plda diarization
tv_diar = Diar()
tv_fn = os.path.join(output_dir, 'tv.seg')
plda_diar = Diar()
plda_fn = os.path.join(output_dir, 'plda.seg')
Step 1: Compute MFCC¶
- Compute 12MFCC + delta and make a sliding normalization
- make the selection of the data for TV and PLDA
if not jump_step1:
fs = FeaturesServer(input_dir=audio_dir,
input_file_extension='.sph',
label_dir=mfcc_dir,
label_file_extension='.lbl',
from_file='audio',
config='diar_16k', log_e=True, delta=True,
double_delta=True, feat_norm=None)
session_list = list()
for show in sessions:
cep, tmp = fs.load(show)
cep = cep[0]
cep_sliding_norm(cep, win=301, center=True, reduce=True)
for label in sessions[show]:
name = label + '__' + show
session_fn = os.path.join(mfcc_dir, name + '.spro4')
session_list.append(session_fn)
idx = input_diar.features_by_label(show)[label]
idx = [x for x in idx if x < cep.shape[0]]
logging.info(show, label, len(idx), idx[-1], cep.shape[0])
data = cep[idx, :]
vad_label = vad_energy(data[:, 0], distribNb=3,
nbTrainIt=8, flooring=0.0001,
ceiling=1.5, alpha=0.1)
data = data[vad_label, :]
write_spro4(data, session_fn)
tv_diar.append(show=name, label=name, start=0,
stop=data.shape[0] - 1)
plda_diar.append(show=name, label=label, start=0,
stop=data.shape[0] - 1)
Diar.write_seg(tv_fn, tv_diar)
print(plda_diar)
[
attribut definition : ['show', 'label', 'label_type', 'start', 'stop']
row 0: ['Brigitte_Jeanperrin_FS__19981207_0700_0800_inter_fm_dga', 'Brigitte_Jeanperrin_FS', 'speaker', 0, 325]
row 1: ['Isabel_Pasquier_FS__19981207_0700_0800_inter_fm_dga', 'Isabel_Pasquier_FS', 'speaker', 0, 206]
row 2: ['Jean_François_Rhein_FT__19981207_0700_0800_inter_fm_dga', 'Jean_François_Rhein_FT', 'speaker', 0, 373]
row 3: ['Jean_François_Rhein_MT__19981207_0700_0800_inter_fm_dga', 'Jean_François_Rhein_MT', 'speaker', 0, 1415]
row 4: ['Pascal_Dervieux_MS__19981207_0700_0800_inter_fm_dga', 'Pascal_Dervieux_MS', 'speaker', 0, 140]
row 5: ['Patricia_Martin_FS__19981207_0700_0800_inter_fm_dga', 'Patricia_Martin_FS', 'speaker', 0, 276]
row 6: ['Philippe_Meyer_MS__19981207_0700_0800_inter_fm_dga', 'Philippe_Meyer_MS', 'speaker', 0, 140]
row 7: ['Pierre_Weill_MT__19981207_0700_0800_inter_fm_dga', 'Pierre_Weill_MT', 'speaker', 0, 1251]
row 8: ['Simon_Tivolle_MS__19981207_0700_0800_inter_fm_dga', 'Simon_Tivolle_MS', 'speaker', 0, 303]
row 9: ['Yves_Decaens_MS__19981207_0700_0800_inter_fm_dga', 'Yves_Decaens_MS', 'speaker', 0, 290]
row 10: ['Frédéric_Barreyre_MS__19981207_0800_0900_inter_fm_dga', 'Frédéric_Barreyre_MS', 'speaker', 0, 1393]
row 11: ['Hélène_Cardin_FS__19981207_0800_0900_inter_fm_dga', 'Hélène_Cardin_FS', 'speaker', 0, 256]
row 12: ['Pascale_Clark_FS__19981207_0800_0900_inter_fm_dga', 'Pascale_Clark_FS', 'speaker', 0, 586]
row 13: ['Patricia_Martin_FS__19981207_0800_0900_inter_fm_dga', 'Patricia_Martin_FS', 'speaker', 0, 140]
row 14: ['Willy_Voet_MT__19981207_0800_0900_inter_fm_dga', 'Willy_Voet_MT', 'speaker', 0, 1887]
row 15: ['Éva_Bettan_FS__19981207_0800_0900_inter_fm_dga', 'Éva_Bettan_FS', 'speaker', 0, 153]
row 16: ['Brigitte_Jeanperrin_FS__19981208_0700_0800_inter_fm_dga', 'Brigitte_Jeanperrin_FS', 'speaker', 0, 159]
row 17: ['Fabienne_Sintès_FS__19981208_0700_0800_inter_fm_dga', 'Fabienne_Sintès_FS', 'speaker', 0, 300]
row 18: ['Jacques_Plana_MT__19981208_0700_0800_inter_fm_dga', 'Jacques_Plana_MT', 'speaker', 0, 821]
row 19: ['Mireille_Lemaresquier_FT__19981208_0700_0800_inter_fm_dga', 'Mireille_Lemaresquier_FT', 'speaker', 0, 674]
row 20: ['Pierre_Weill_MT__19981208_0700_0800_inter_fm_dga', 'Pierre_Weill_MT', 'speaker', 0, 427]
row 21: ['Christian_Bauby_MS__19981208_0800_0900_inter_fm_dga', 'Christian_Bauby_MS', 'speaker', 0, 101]
row 22: ['Fabienne_Sintès_MS__19981208_0800_0900_inter_fm_dga', 'Fabienne_Sintès_MS', 'speaker', 0, 264]
row 23: ['Roselyne_Bachelot_MS__19981208_0800_0900_inter_fm_dga', 'Roselyne_Bachelot_MS', 'speaker', 0, 923]
row 24: ['Brigitte_Jeanperrin_FS__19981209_0700_0800_inter_fm_dga', 'Brigitte_Jeanperrin_FS', 'speaker', 0, 397]
row 25: ['Gérard_Zenoni_MS__19981209_0700_0800_inter_fm_dga', 'Gérard_Zenoni_MS', 'speaker', 0, 138]
row 26: ['Jérôme_Dorville_MS__19981209_0700_0800_inter_fm_dga', 'Jérôme_Dorville_MS', 'speaker', 0, 869]
row 27: ['Lise_Jolly_FS__19981209_0700_0800_inter_fm_dga', 'Lise_Jolly_FS', 'speaker', 0, 688]
row 28: ['Bertrand_Vannier_MS__19981209_0800_0900_inter_fm_dga', 'Bertrand_Vannier_MS', 'speaker', 0, 42]
row 29: ['Brigitte_Jeanperrin_FS__19981209_0800_0900_inter_fm_dga', 'Brigitte_Jeanperrin_FS', 'speaker', 0, 253]
row 30: ['Brigitte_Jeanperrin_FS__19981210_0700_0800_inter_fm_dga', 'Brigitte_Jeanperrin_FS', 'speaker', 0, 857]
row 31: ['Christian_Bauby_MS__19981210_0700_0800_inter_fm_dga', 'Christian_Bauby_MS', 'speaker', 0, 979]
row 32: ['Alain_Rey_MS__19981210_0800_0900_inter_fm_dga', 'Alain_Rey_MS', 'speaker', 0, 113]
row 33: ['Alex_Taylor_MS__19981210_0800_0900_inter_fm_dga', 'Alex_Taylor_MS', 'speaker', 0, 300]
row 34: ['Jean_Marie_Le_Pen_MS__19981210_0800_0900_inter_fm_dga', 'Jean_Marie_Le_Pen_MS', 'speaker', 0, 391]
row 35: ['Mireille_Lemaresquier_FT__19981210_0800_0900_inter_fm_dga', 'Mireille_Lemaresquier_FT', 'speaker', 0, 311]
row 36: ['Pascale_Clark_FS__19981210_0800_0900_inter_fm_dga', 'Pascale_Clark_FS', 'speaker', 0, 566]
row 37: ['Patricia_Martin_FS__19981210_0800_0900_inter_fm_dga', 'Patricia_Martin_FS', 'speaker', 0, 111]
row 38: ['William_Bourdon_MT__19981210_0800_0900_inter_fm_dga', 'William_Bourdon_MT', 'speaker', 0, 2100]
row 39: ['unknown_FT__19981210_0800_0900_inter_fm_dga', 'unknown_FT', 'speaker', 0, 394]
row 40: ['Joël_Collado_MS__19981211_0700_0800_inter_fm_dga', 'Joël_Collado_MS', 'speaker', 0, 161]
row 41: ['Lise_Jolly_FS__19981211_0700_0800_inter_fm_dga', 'Lise_Jolly_FS', 'speaker', 0, 558]
row 42: ['Patricia_Martin_FS__19981211_0700_0800_inter_fm_dga', 'Patricia_Martin_FS', 'speaker', 0, 284]
row 43: ['Philippe_Reltien_MT__19981211_0700_0800_inter_fm_dga', 'Philippe_Reltien_MT', 'speaker', 0, 553]
row 44: ['Quentin_Dickinson_MT__19981211_0700_0800_inter_fm_dga', 'Quentin_Dickinson_MT', 'speaker', 0, 1598]
row 45: ['Serge_Martin_MS__19981211_0700_0800_inter_fm_dga', 'Serge_Martin_MS', 'speaker', 0, 162]
row 46: ['Simon_Tivolle_MS__19981211_0700_0800_inter_fm_dga', 'Simon_Tivolle_MS', 'speaker', 0, 150]
row 47: ['Thierry_Fiorile_MT__19981211_0700_0800_inter_fm_dga', 'Thierry_Fiorile_MT', 'speaker', 0, 1546]
row 48: ['Yves_Decaens_MS__19981211_0700_0800_inter_fm_dga', 'Yves_Decaens_MS', 'speaker', 0, 447]
row 49: ['unknown_FT__19981211_0700_0800_inter_fm_dga', 'unknown_FT', 'speaker', 0, 2875]
row 50: ['Alain_Passerel_MS__19981211_0800_0900_inter_fm_dga', 'Alain_Passerel_MS', 'speaker', 0, 296]
row 51: ['Alex_Taylor_MS__19981211_0800_0900_inter_fm_dga', 'Alex_Taylor_MS', 'speaker', 0, 207]
row 52: ['Bertrand_Vannier_MS__19981211_0800_0900_inter_fm_dga', 'Bertrand_Vannier_MS', 'speaker', 0, 478]
row 53: ['Pascale_Clark_FS__19981211_0800_0900_inter_fm_dga', 'Pascale_Clark_FS', 'speaker', 0, 622]
row 54: ['Patricia_Martin_FS__19981211_0800_0900_inter_fm_dga', 'Patricia_Martin_FS', 'speaker', 0, 177]
row 55: ['Philippe_Reltien_MT__19981211_0800_0900_inter_fm_dga', 'Philippe_Reltien_MT', 'speaker', 0, 425]
row 56: ['Quentin_Dickinson_MT__19981211_0800_0900_inter_fm_dga', 'Quentin_Dickinson_MT', 'speaker', 0, 2038]
row 57: ['Yves_Izard_MT__19981211_0800_0900_inter_fm_dga', 'Yves_Izard_MT', 'speaker', 0, 407]
row 58: ['Isabel_Pasquier_FS__19981214_0700_0800_inter_fm_dga', 'Isabel_Pasquier_FS', 'speaker', 0, 711]
row 59: ['Jacques_Plana_MT__19981214_0700_0800_inter_fm_dga', 'Jacques_Plana_MT', 'speaker', 0, 1926]
row 60: ['Jérôme_Dorville_MS__19981214_0700_0800_inter_fm_dga', 'Jérôme_Dorville_MS', 'speaker', 0, 406]
row 61: ['Michel_Berga_MS__19981214_0700_0800_inter_fm_dga', 'Michel_Berga_MS', 'speaker', 0, 840]
row 62: ['Patricia_Martin_FS__19981214_0700_0800_inter_fm_dga', 'Patricia_Martin_FS', 'speaker', 0, 288]
row 63: ['Philippe_Reltien_MT__19981214_0700_0800_inter_fm_dga', 'Philippe_Reltien_MT', 'speaker', 0, 463]
row 64: ['Pierre_Weill_MT__19981214_0700_0800_inter_fm_dga', 'Pierre_Weill_MT', 'speaker', 0, 688]
row 65: ['Serge_Martinez_MT__19981214_0700_0800_inter_fm_dga', 'Serge_Martinez_MT', 'speaker', 0, 730]
row 66: ['unknown_FT__19981214_0700_0800_inter_fm_dga', 'unknown_FT', 'speaker', 0, 3144]
row 67: ['unknown_MT__19981214_0700_0800_inter_fm_dga', 'unknown_MT', 'speaker', 0, 86]
row 68: ['Bertrand_Vannier_MS__19981214_0800_0900_inter_fm_dga', 'Bertrand_Vannier_MS', 'speaker', 0, 136]
row 69: ['Christophe_Lurie_MT__19981214_0800_0900_inter_fm_dga', 'Christophe_Lurie_MT', 'speaker', 0, 1174]
row 70: ['François_Hollande_MS__19981214_0800_0900_inter_fm_dga', 'François_Hollande_MS', 'speaker', 0, 472]
row 71: ['Jean_Marc_Four_MS__19981214_0800_0900_inter_fm_dga', 'Jean_Marc_Four_MS', 'speaker', 0, 142]
row 72: ['Pascal_Mizrahi_MS__19981214_0800_0900_inter_fm_dga', 'Pascal_Mizrahi_MS', 'speaker', 0, 133]
row 73: ['Pascale_Clark_FS__19981214_0800_0900_inter_fm_dga', 'Pascale_Clark_FS', 'speaker', 0, 618]
row 74: ['Patricia_Martin_FS__19981214_0800_0900_inter_fm_dga', 'Patricia_Martin_FS', 'speaker', 0, 187]
row 75: ['Christophe_Lurie_MT__19981215_0700_0800_inter_fm_dga', 'Christophe_Lurie_MT', 'speaker', 0, 566]
row 76: ['Corinne_Audouin_FS__19981215_0700_0800_inter_fm_dga', 'Corinne_Audouin_FS', 'speaker', 0, 564]
row 77: ['Frédéric_Charles_MT__19981215_0700_0800_inter_fm_dga', 'Frédéric_Charles_MT', 'speaker', 0, 1830]
row 78: ['Jérôme_Bastion_MT__19981215_0700_0800_inter_fm_dga', 'Jérôme_Bastion_MT', 'speaker', 0, 1340]
row 79: ['Michel_Berga_MS__19981215_0700_0800_inter_fm_dga', 'Michel_Berga_MS', 'speaker', 0, 771]
row 80: ['Nathalie_Fontrel_FS__19981215_0700_0800_inter_fm_dga', 'Nathalie_Fontrel_FS', 'speaker', 0, 287]
row 81: ['Patricia_Martin_FS__19981215_0700_0800_inter_fm_dga', 'Patricia_Martin_FS', 'speaker', 0, 276]
row 82: ['Philippe_Reltien_MT__19981215_0700_0800_inter_fm_dga', 'Philippe_Reltien_MT', 'speaker', 0, 451]
row 83: ['Pierre_Le_Marc_MS__19981215_0700_0800_inter_fm_dga', 'Pierre_Le_Marc_MS', 'speaker', 0, 315]
row 84: ['Pierre_Weill_MT__19981215_0700_0800_inter_fm_dga', 'Pierre_Weill_MT', 'speaker', 0, 825]
row 85: ['unknown_FT__19981215_0700_0800_inter_fm_dga', 'unknown_FT', 'speaker', 0, 1775]
row 86: ['Alain_Passerel_MS__19981215_0800_0900_inter_fm_dga', 'Alain_Passerel_MS', 'speaker', 0, 257]
row 87: ['Alain_Rey_MS__19981215_0800_0900_inter_fm_dga', 'Alain_Rey_MS', 'speaker', 0, 136]
row 88: ['Alex_Taylor_MS__19981215_0800_0900_inter_fm_dga', 'Alex_Taylor_MS', 'speaker', 0, 448]
row 89: ['Charles_Hoareau_MT__19981215_0800_0900_inter_fm_dga', 'Charles_Hoareau_MT', 'speaker', 0, 1832]
row 90: ['Françoise_de_Panafieu_FS__19981215_0800_0900_inter_fm_dga', 'Françoise_de_Panafieu_FS', 'speaker', 0, 419]
row 91: ['Nathalie_Fontrel_FS__19981215_0800_0900_inter_fm_dga', 'Nathalie_Fontrel_FS', 'speaker', 0, 153]
row 92: ['Pascale_Clark_FS__19981215_0800_0900_inter_fm_dga', 'Pascale_Clark_FS', 'speaker', 0, 597]
row 93: ['Pierre_Weill_MT__19981215_0800_0900_inter_fm_dga', 'Pierre_Weill_MT', 'speaker', 0, 863]
row 94: ['François_Cabrera_MT__19981216_0700_0800_inter_fm_dga', 'François_Cabrera_MT', 'speaker', 0, 1595]
row 95: ['Hervé_Vieillard_Baron_MS__19981216_0700_0800_inter_fm_dga', 'Hervé_Vieillard_Baron_MS', 'speaker', 0, 1167]
row 96: ['Hughes_Feltes_MT__19981216_0700_0800_inter_fm_dga', 'Hughes_Feltes_MT', 'speaker', 0, 761]
row 97: ['Isabel_Pasquier_FS__19981216_0700_0800_inter_fm_dga', 'Isabel_Pasquier_FS', 'speaker', 0, 139]
row 98: ['Max_Chaise_MT__19981216_0700_0800_inter_fm_dga', 'Max_Chaise_MT', 'speaker', 0, 746]
row 99: ['Patricia_Martin_FS__19981216_0700_0800_inter_fm_dga', 'Patricia_Martin_FS', 'speaker', 0, 261]
row 100: ['Philippe_Reltien_MT__19981216_0700_0800_inter_fm_dga', 'Philippe_Reltien_MT', 'speaker', 0, 349]
row 101: ['Éva_Bettan_FS__19981216_0700_0800_inter_fm_dga', 'Éva_Bettan_FS', 'speaker', 0, 726]
row 102: ['Alex_Taylor_MS__19981216_0800_0900_inter_fm_dga', 'Alex_Taylor_MS', 'speaker', 0, 185]
row 103: ['André_Michel_Ventre_MT__19981216_0800_0900_inter_fm_dga', 'André_Michel_Ventre_MT', 'speaker', 0, 1791]
row 104: ['Bertrand_Vannier_MS__19981216_0800_0900_inter_fm_dga', 'Bertrand_Vannier_MS', 'speaker', 0, 131]
row 105: ['Ernest_Antoine_Seillière_MS__19981216_0800_0900_inter_fm_dga', 'Ernest_Antoine_Seillière_MS', 'speaker', 0, 395]
row 106: ['Hélène_Cardin_FS__19981216_0800_0900_inter_fm_dga', 'Hélène_Cardin_FS', 'speaker', 0, 248]
row 107: ['Isabelle_Delaude_FS__19981216_0800_0900_inter_fm_dga', 'Isabelle_Delaude_FS', 'speaker', 0, 130]
row 108: ['Joël_Collado_MS__19981216_0800_0900_inter_fm_dga', 'Joël_Collado_MS', 'speaker', 0, 149]
row 109: ['Pascale_Clark_FS__19981216_0800_0900_inter_fm_dga', 'Pascale_Clark_FS', 'speaker', 0, 632]
row 110: ['Patricia_Martin_FS__19981216_0800_0900_inter_fm_dga', 'Patricia_Martin_FS', 'speaker', 0, 103]
row 111: ['Christophe_Hondelatte_MS__19990527_1900_1920_inter_fm_dga', 'Christophe_Hondelatte_MS', 'speaker', 0, 329]
row 112: ['Pascal_Pierozzi_MS__19990527_1900_1920_inter_fm_dga', 'Pascal_Pierozzi_MS', 'speaker', 0, 145]
row 113: ['Thierry_Fiorile_MS__19990527_1900_1920_inter_fm_dga', 'Thierry_Fiorile_MS', 'speaker', 0, 561]
row 114: ['unknown_FT__19990527_1900_1920_inter_fm_dga', 'unknown_FT', 'speaker', 0, 1672]
row 115: ['Alain_Noël_MT__19990607_1900_1920_inter_fm_dga', 'Alain_Noël_MT', 'speaker', 0, 825]
row 116: ['Christian_Bindner_MS__19990607_1900_1920_inter_fm_dga', 'Christian_Bindner_MS', 'speaker', 0, 142]
row 117: ['Christophe_Hondelatte_MS__19990607_1900_1920_inter_fm_dga', 'Christophe_Hondelatte_MS', 'speaker', 0, 143]
row 118: ['Dominique_Thierry_MS__19990607_1900_1920_inter_fm_dga', 'Dominique_Thierry_MS', 'speaker', 0, 161]
row 119: ['Franck_Heriot_MS__19990607_1900_1920_inter_fm_dga', 'Franck_Heriot_MS', 'speaker', 0, 321]
row 120: ['Jean_François_Rhein_MS__19990607_1900_1920_inter_fm_dga', 'Jean_François_Rhein_MS', 'speaker', 0, 141]
row 121: ['unknown_FT__19990607_1900_1920_inter_fm_dga', 'unknown_FT', 'speaker', 0, 4964]
row 122: ['Christophe_Hondelatte_MS__19990608_1900_1920_inter_fm_dga', 'Christophe_Hondelatte_MS', 'speaker', 0, 297]
row 123: ['Lionel_Jospin_MS__19990608_1900_1920_inter_fm_dga', 'Lionel_Jospin_MS', 'speaker', 0, 943]
row 124: ['Lise_Jolly_FS__19990608_1900_1920_inter_fm_dga', 'Lise_Jolly_FS', 'speaker', 0, 376]
row 125: ['Philippe_Reltien_FT__19990608_1900_1920_inter_fm_dga', 'Philippe_Reltien_FT', 'speaker', 0, 385]
row 126: ['Philippe_Reltien_MT__19990608_1900_1920_inter_fm_dga', 'Philippe_Reltien_MT', 'speaker', 0, 488]
row 127: ['Christophe_Hondelatte_MS__19990609_1900_1920_inter_fm_dga', 'Christophe_Hondelatte_MS', 'speaker', 0, 273]
row 128: ['Lionel_Jospin_MS__19990609_1900_1920_inter_fm_dga', 'Lionel_Jospin_MS', 'speaker', 0, 747]
row 129: ['Michel_Garcia_MT__19990609_1900_1920_inter_fm_dga', 'Michel_Garcia_MT', 'speaker', 0, 1741]
row 130: ['Nathalie_Fontrel_FS__19990609_1900_1920_inter_fm_dga', 'Nathalie_Fontrel_FS', 'speaker', 0, 640]
row 131: ['Philippe_Reltien_MT__19990609_1900_1920_inter_fm_dga', 'Philippe_Reltien_MT', 'speaker', 0, 635]
row 132: ['unknown_FT__19990609_1900_1920_inter_fm_dga', 'unknown_FT', 'speaker', 0, 1289]
row 133: ['Christophe_Hondelatte_MS__19990610_1900_1920_inter_fm_dga', 'Christophe_Hondelatte_MS', 'speaker', 0, 277]
row 134: ['Lionel_Thomson_MS__19990610_1900_1920_inter_fm_dga', 'Lionel_Thomson_MS', 'speaker', 0, 281]
row 135: ['Serge_Martin_MS__19990610_1900_1920_inter_fm_dga', 'Serge_Martin_MS', 'speaker', 0, 265]
row 136: ['Ticky_Holgado_MT__19990610_1900_1920_inter_fm_dga', 'Ticky_Holgado_MT', 'speaker', 0, 1192]
row 137: ['unknown_FT__19990610_1900_1920_inter_fm_dga', 'unknown_FT', 'speaker', 0, 1750]
row 138: ['Christophe_Hondelatte_MS__19990611_1900_1920_inter_fm_dga', 'Christophe_Hondelatte_MS', 'speaker', 0, 301]
row 139: ['Dominique_Thierry_MS__19990611_1900_1920_inter_fm_dga', 'Dominique_Thierry_MS', 'speaker', 0, 297]
row 140: ['Laurent_Maurinot_MT__19990611_1900_1920_inter_fm_dga', 'Laurent_Maurinot_MT', 'speaker', 0, 1767]
row 141: ['Luc_Lemonnier_MS__19990611_1900_1920_inter_fm_dga', 'Luc_Lemonnier_MS', 'speaker', 0, 264]
row 142: ['Pierre_Billaud_MT__19990611_1900_1920_inter_fm_dga', 'Pierre_Billaud_MT', 'speaker', 0, 824]
row 143: ['unknown_FT__19990611_1900_1920_inter_fm_dga', 'unknown_FT', 'speaker', 0, 6145]
row 144: ['Christophe_Hondelatte_MS__19990614_1900_1920_inter_fm_dga', 'Christophe_Hondelatte_MS', 'speaker', 0, 290]
row 145: ['Dominique_Thierry_MS__19990614_1900_1920_inter_fm_dga', 'Dominique_Thierry_MS', 'speaker', 0, 137]
row 146: ['Hélène_Jouan_FS__19990614_1900_1920_inter_fm_dga', 'Hélène_Jouan_FS', 'speaker', 0, 717]
row 147: ['Nicolas_Sarkozy_MS__19990614_1900_1920_inter_fm_dga', 'Nicolas_Sarkozy_MS', 'speaker', 0, 235]
row 148: ['Pierre_Billaud_MT__19990614_1900_1920_inter_fm_dga', 'Pierre_Billaud_MT', 'speaker', 0, 962]
row 149: ['Quentin_Dickinson_MS__19990614_1900_1920_inter_fm_dga', 'Quentin_Dickinson_MS', 'speaker', 0, 128]
row 150: ['Stéphane_Rozes_MT__19990614_1900_1920_inter_fm_dga', 'Stéphane_Rozes_MT', 'speaker', 0, 1918]
row 151: ['Christophe_Hondelatte_MS__19990616_1900_1920_inter_fm_dga', 'Christophe_Hondelatte_MS', 'speaker', 0, 282]
row 152: ['Dominique_André_FS__19990616_1900_1920_inter_fm_dga', 'Dominique_André_FS', 'speaker', 0, 650]
row 153: ['Fabrice_Abgrall_MS__19990616_1900_1920_inter_fm_dga', 'Fabrice_Abgrall_MS', 'speaker', 0, 41]
row 154: ['Jean_François_Rhein_FS__19990616_1900_1920_inter_fm_dga', 'Jean_François_Rhein_FS', 'speaker', 0, 130]
row 155: ['Jean_François_Rhein_MS__19990616_1900_1920_inter_fm_dga', 'Jean_François_Rhein_MS', 'speaker', 0, 421]
row 156: ['Jean_Luc_Cretier_MT__19990616_1900_1920_inter_fm_dga', 'Jean_Luc_Cretier_MT', 'speaker', 0, 733]
row 157: ['Pierre_Billaud_MT__19990616_1900_1920_inter_fm_dga', 'Pierre_Billaud_MT', 'speaker', 0, 927]
row 158: ['unknown_FT__19990616_1900_1920_inter_fm_dga', 'unknown_FT', 'speaker', 0, 3928]
row 159: ['unknown_MT__19990616_1900_1920_inter_fm_dga', 'unknown_MT', 'speaker', 0, 82]
row 160: ['Dominique_Chauvelier_MT__19990617_1900_1920_inter_fm_dga', 'Dominique_Chauvelier_MT', 'speaker', 0, 1462]
row 161: ['Gérard_Courchelle_MT__19990617_1900_1920_inter_fm_dga', 'Gérard_Courchelle_MT', 'speaker', 0, 87]
row 162: ['Hélène_Jouan_FS__19990617_1900_1920_inter_fm_dga', 'Hélène_Jouan_FS', 'speaker', 0, 698]
row 163: ['Jacques_Chirac_MS__19990617_1900_1920_inter_fm_dga', 'Jacques_Chirac_MS', 'speaker', 0, 580]
row 164: ['Philippe_Lamblin_MT__19990617_1900_1920_inter_fm_dga', 'Philippe_Lamblin_MT', 'speaker', 0, 1067]
row 165: ['Pierre_Billaud_MT__19990617_1900_1920_inter_fm_dga', 'Pierre_Billaud_MT', 'speaker', 0, 1070]
row 166: ['Thierry_Fiorile_MS__19990617_1900_1920_inter_fm_dga', 'Thierry_Fiorile_MS', 'speaker', 0, 542]
row 167: ['unknown_FT__19990617_1900_1920_inter_fm_dga', 'unknown_FT', 'speaker', 0, 1425]
row 168: ['Denis_Astagneau_MS__19990618_1900_1920_inter_fm_dga', 'Denis_Astagneau_MS', 'speaker', 0, 435]
row 169: ['Fabienne_Sintès_FS__19990618_1900_1920_inter_fm_dga', 'Fabienne_Sintès_FS', 'speaker', 0, 262]
row 170: ['Fabienne_Sintès_MS__19990618_1900_1920_inter_fm_dga', 'Fabienne_Sintès_MS', 'speaker', 0, 281]
row 171: ['Hélène_Jouan_FS__19990618_1900_1920_inter_fm_dga', 'Hélène_Jouan_FS', 'speaker', 0, 548]
row 172: ['Jacques_Chirac_MS__19990618_1900_1920_inter_fm_dga', 'Jacques_Chirac_MS', 'speaker', 0, 582]
row 173: ['Lionel_Thomson_MT__19990618_1900_1920_inter_fm_dga', 'Lionel_Thomson_MT', 'speaker', 0, 1307]
row 174: ['Christophe_Hondelatte_MS__19990621_1900_1920_inter_fm_dga', 'Christophe_Hondelatte_MS', 'speaker', 0, 288]
row 175: ['Dominique_André_FS__19990621_1900_1920_inter_fm_dga', 'Dominique_André_FS', 'speaker', 0, 888]
row 176: ['Georges_Goujon_FT__19990621_1900_1920_inter_fm_dga', 'Georges_Goujon_FT', 'speaker', 0, 63]
row 177: ['Georges_Goujon_MT__19990621_1900_1920_inter_fm_dga', 'Georges_Goujon_MT', 'speaker', 0, 1267]
row 178: ['Laurent_de_Groote_MT__19990621_1900_1920_inter_fm_dga', 'Laurent_de_Groote_MT', 'speaker', 0, 747]
row 179: ['Lionel_Jospin_MS__19990621_1900_1920_inter_fm_dga', 'Lionel_Jospin_MS', 'speaker', 0, 629]
row 180: ['Bruno_Gaudichon_MT__20000410_0930_1030_rfi_fm_dga', 'Bruno_Gaudichon_MT', 'speaker', 0, 1983]
row 181: ['François_Xavier_Freland_MT__20000410_0930_1030_rfi_fm_dga', 'François_Xavier_Freland_MT', 'speaker', 0, 257]
row 182: ['Ivoir_Senisevitch_MS__20000410_0930_1030_rfi_fm_dga', 'Ivoir_Senisevitch_MS', 'speaker', 0, 554]
row 183: ['Jean_Paul_Philippon_MS__20000410_0930_1030_rfi_fm_dga', 'Jean_Paul_Philippon_MS', 'speaker', 0, 611]
row 184: ['Jérôme_Bastion_FT__20000410_0930_1030_rfi_fm_dga', 'Jérôme_Bastion_FT', 'speaker', 0, 593]
row 185: ['Jérôme_Bastion_MT__20000410_0930_1030_rfi_fm_dga', 'Jérôme_Bastion_MT', 'speaker', 0, 520]
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row 187: ['unknown_FT__20000410_0930_1030_rfi_fm_dga', 'unknown_FT', 'speaker', 0, 11308]
row 188: ['unknown_MT__20000410_0930_1030_rfi_fm_dga', 'unknown_MT', 'speaker', 0, 70]
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row 192: ['Marc_Leroy_Beaulieu_FT__20000410_1130_1230_rfi_fm_dga', 'Marc_Leroy_Beaulieu_FT', 'speaker', 0, 62]
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row 201: ['François_Xavier_Freland_MT__20000414_0930_1030_rfi_fm_dga', 'François_Xavier_Freland_MT', 'speaker', 0, 1288]
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row 203: ['Jean_Marie_Cohatte_MT__20000414_0930_1030_rfi_fm_dga', 'Jean_Marie_Cohatte_MT', 'speaker', 0, 123]
row 204: ['Juan_Gomez_MS__20000414_0930_1030_rfi_fm_dga', 'Juan_Gomez_MS', 'speaker', 0, 446]
row 205: ['Marc_Lebeaupin_MT__20000414_0930_1030_rfi_fm_dga', 'Marc_Lebeaupin_MT', 'speaker', 0, 1079]
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row 208: ['Yves_Izard_MT__20000414_0930_1030_rfi_fm_dga', 'Yves_Izard_MT', 'speaker', 0, 766]
row 209: ['unknown_FT__20000414_0930_1030_rfi_fm_dga', 'unknown_FT', 'speaker', 0, 2111]
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row 211: ['Emmanuel_Gabet_MS__20000522_0930_1030_rfi_fm_dga', 'Emmanuel_Gabet_MS', 'speaker', 0, 467]
row 212: ['François_Xavier_Freland_MT__20000522_0930_1030_rfi_fm_dga', 'François_Xavier_Freland_MT', 'speaker', 0, 431]
row 213: ['Jean_Pierre_Chevènement_FT__20000522_0930_1030_rfi_fm_dga', 'Jean_Pierre_Chevènement_FT', 'speaker', 0, 140]
row 214: ['Jean_Pierre_Chevènement_MS__20000522_0930_1030_rfi_fm_dga', 'Jean_Pierre_Chevènement_MS', 'speaker', 0, 54]
row 215: ['Jean_Pierre_Chevènement_MT__20000522_0930_1030_rfi_fm_dga', 'Jean_Pierre_Chevènement_MT', 'speaker', 0, 1193]
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row 217: ['Philippe_Auclerc_MS__20000522_0930_1030_rfi_fm_dga', 'Philippe_Auclerc_MS', 'speaker', 0, 306]
row 218: ['Abi_Diouf_FS__20000522_1130_1230_rfi_fm_dga', 'Abi_Diouf_FS', 'speaker', 0, 609]
row 219: ['Alain_Foka_MS__20000522_1130_1230_rfi_fm_dga', 'Alain_Foka_MS', 'speaker', 0, 129]
row 220: ['Fabrice_Leclerc_MS__20000522_1130_1230_rfi_fm_dga', 'Fabrice_Leclerc_MS', 'speaker', 0, 147]
row 221: ['Frédérique_Tissandier_FS__20000522_1130_1230_rfi_fm_dga', 'Frédérique_Tissandier_FS', 'speaker', 0, 479]
row 222: ['Jean_Pierre_Canet_MS__20000522_1130_1230_rfi_fm_dga', 'Jean_Pierre_Canet_MS', 'speaker', 0, 463]
row 223: ['Jean_Pierre_Chevènement_FT__20000522_1130_1230_rfi_fm_dga', 'Jean_Pierre_Chevènement_FT', 'speaker', 0, 89]
row 224: ['Jean_Pierre_Chevènement_MT__20000522_1130_1230_rfi_fm_dga', 'Jean_Pierre_Chevènement_MT', 'speaker', 0, 618]
row 225: ['Kangni_Alem_MS__20000522_1130_1230_rfi_fm_dga', 'Kangni_Alem_MS', 'speaker', 0, 150]
row 226: ['Luc_Amangé_MT__20000522_1130_1230_rfi_fm_dga', 'Luc_Amangé_MT', 'speaker', 0, 1676]
row 227: ['Pascal_Couchepin_MT__20000522_1130_1230_rfi_fm_dga', 'Pascal_Couchepin_MT', 'speaker', 0, 76]
row 228: ['Sophie_Ekoué_FS__20000522_1130_1230_rfi_fm_dga', 'Sophie_Ekoué_FS', 'speaker', 0, 152]
row 229: ['Thierry_Parisot_MT__20000522_1130_1230_rfi_fm_dga', 'Thierry_Parisot_MT', 'speaker', 0, 1771]
row 230: ['unknown_FT__20000522_1130_1230_rfi_fm_dga', 'unknown_FT', 'speaker', 0, 1870]
row 231: ['Arnaud_Pontus_MS__20000523_0930_1030_rfi_fm_dga', 'Arnaud_Pontus_MS', 'speaker', 0, 138]
row 232: ['Catherine_Monet_FS__20000523_0930_1030_rfi_fm_dga', 'Catherine_Monet_FS', 'speaker', 0, 660]
row 233: ['Christophe_Caresche_MS__20000523_0930_1030_rfi_fm_dga', 'Christophe_Caresche_MS', 'speaker', 0, 119]
row 234: ['Emmanuel_Gabet_MS__20000523_0930_1030_rfi_fm_dga', 'Emmanuel_Gabet_MS', 'speaker', 0, 158]
row 235: ['François_Xavier_Freland_MT__20000523_0930_1030_rfi_fm_dga', 'François_Xavier_Freland_MT', 'speaker', 0, 907]
row 236: ['Jacques_Alix_MS__20000523_0930_1030_rfi_fm_dga', 'Jacques_Alix_MS', 'speaker', 0, 143]
row 237: ['Jean_Tiberi_MT__20000523_0930_1030_rfi_fm_dga', 'Jean_Tiberi_MT', 'speaker', 0, 1260]
row 238: ['Juan_Gomez_MS__20000523_0930_1030_rfi_fm_dga', 'Juan_Gomez_MS', 'speaker', 0, 150]
row 239: ['Michel_Paul_MT__20000523_0930_1030_rfi_fm_dga', 'Michel_Paul_MT', 'speaker', 0, 815]
row 240: ['Paul_Khalife_FT__20000523_0930_1030_rfi_fm_dga', 'Paul_Khalife_FT', 'speaker', 0, 1016]
row 241: ['Paul_Khalife_MT__20000523_0930_1030_rfi_fm_dga', 'Paul_Khalife_MT', 'speaker', 0, 304]
row 242: ['Philippe_Auclerc_MS__20000523_0930_1030_rfi_fm_dga', 'Philippe_Auclerc_MS', 'speaker', 0, 138]
row 243: ['unknown_FT__20000523_0930_1030_rfi_fm_dga', 'unknown_FT', 'speaker', 0, 2614]
row 244: ['unknown_MT__20000523_0930_1030_rfi_fm_dga', 'unknown_MT', 'speaker', 0, 38]
row 245: ['Claude_Hélène_Perrot_FS__20000523_1130_1230_rfi_fm_dga', 'Claude_Hélène_Perrot_FS', 'speaker', 0, 449]
row 246: ['Frédérique_Tissandier_FS__20000523_1130_1230_rfi_fm_dga', 'Frédérique_Tissandier_FS', 'speaker', 0, 816]
row 247: ['Marc_Garanger_MS__20000523_1130_1230_rfi_fm_dga', 'Marc_Garanger_MS', 'speaker', 0, 1038]
row 248: ['Michel_Paul_MT__20000523_1130_1230_rfi_fm_dga', 'Michel_Paul_MT', 'speaker', 0, 368]
row 249: ['Paul_Khalife_FT__20000523_1130_1230_rfi_fm_dga', 'Paul_Khalife_FT', 'speaker', 0, 1173]
row 250: ['Paul_Khalife_MT__20000523_1130_1230_rfi_fm_dga', 'Paul_Khalife_MT', 'speaker', 0, 311]
row 251: ['Éric_Samson_MT__20000523_1130_1230_rfi_fm_dga', 'Éric_Samson_MT', 'speaker', 0, 1241]
row 252: ['Bruno_Darroux_MS__20000524_0930_1030_rfi_fm_dga', 'Bruno_Darroux_MS', 'speaker', 0, 507]
row 253: ['Emmanuel_Gabet_MS__20000524_0930_1030_rfi_fm_dga', 'Emmanuel_Gabet_MS', 'speaker', 0, 515]
row 254: ['Michel_Paul_MT__20000524_0930_1030_rfi_fm_dga', 'Michel_Paul_MT', 'speaker', 0, 658]
row 255: ['unknown_FT__20000524_0930_1030_rfi_fm_dga', 'unknown_FT', 'speaker', 0, 2150]
row 256: ['Bruno_Darroux_MS__20000524_1130_1230_rfi_fm_dga', 'Bruno_Darroux_MS', 'speaker', 0, 976]
row 257: ['Cécile_Méji_FS__20000524_1130_1230_rfi_fm_dga', 'Cécile_Méji_FS', 'speaker', 0, 433]
row 258: ['Isabelle_Jammot_FS__20000524_1130_1230_rfi_fm_dga', 'Isabelle_Jammot_FS', 'speaker', 0, 811]
row 259: ['Michel_Paul_MT__20000524_1130_1230_rfi_fm_dga', 'Michel_Paul_MT', 'speaker', 0, 678]
row 260: ['unknown_FT__20000524_1130_1230_rfi_fm_dga', 'unknown_FT', 'speaker', 0, 3958]
row 261: ['Frédérique_Lebel_FS__20000525_0930_1030_rfi_fm_dga', 'Frédérique_Lebel_FS', 'speaker', 0, 1071]
row 262: ['Miguel_Brito_FS__20000525_0930_1030_rfi_fm_dga', 'Miguel_Brito_FS', 'speaker', 0, 401]
row 263: ['Miguel_Brito_MS__20000525_0930_1030_rfi_fm_dga', 'Miguel_Brito_MS', 'speaker', 0, 892]
row 264: ['Pierre_Yves_Dugas_MT__20000525_0930_1030_rfi_fm_dga', 'Pierre_Yves_Dugas_MT', 'speaker', 0, 1750]
row 265: ['unknown_FT__20000525_0930_1030_rfi_fm_dga', 'unknown_FT', 'speaker', 0, 2103]
row 266: ['unknown_MT__20000525_0930_1030_rfi_fm_dga', 'unknown_MT', 'speaker', 0, 46]
row 267: ['Alain_Foka_MS__20000525_1130_1230_rfi_fm_dga', 'Alain_Foka_MS', 'speaker', 0, 458]
row 268: ['Cécile_Méji_FS__20000525_1130_1230_rfi_fm_dga', 'Cécile_Méji_FS', 'speaker', 0, 469]
row 269: ['Frédéric_Domont_MS__20000525_1130_1230_rfi_fm_dga', 'Frédéric_Domont_MS', 'speaker', 0, 272]
row 270: ['Isabelle_Jammot_FS__20000525_1130_1230_rfi_fm_dga', 'Isabelle_Jammot_FS', 'speaker', 0, 675]
row 271: ['Jean_Hélène_MT__20000525_1130_1230_rfi_fm_dga', 'Jean_Hélène_MT', 'speaker', 0, 1379]
row 272: ['Laurent_Berthot_MS__20000525_1130_1230_rfi_fm_dga', 'Laurent_Berthot_MS', 'speaker', 0, 141]
row 273: ['Laurent_Boissu_FT__20000525_1130_1230_rfi_fm_dga', 'Laurent_Boissu_FT', 'speaker', 0, 113]
row 274: ['Laurent_Boissu_MT__20000525_1130_1230_rfi_fm_dga', 'Laurent_Boissu_MT', 'speaker', 0, 1465]
row 275: ['Sophie_Ekoué_FS__20000525_1130_1230_rfi_fm_dga', 'Sophie_Ekoué_FS', 'speaker', 0, 151]
row 276: ['unknown_FT__20000525_1130_1230_rfi_fm_dga', 'unknown_FT', 'speaker', 0, 1722]
row 277: ['Bernadette_Chamonaz_FS__20030414_0700_0800_FRANCEINTER_DGA', 'Bernadette_Chamonaz_FS', 'speaker', 0, 763]
row 278: ['Bernard_Guetta_MS__20030414_0700_0800_FRANCEINTER_DGA', 'Bernard_Guetta_MS', 'speaker', 0, 169]
row 279: ['Franck_Mathevon_MS__20030414_0700_0800_FRANCEINTER_DGA', 'Franck_Mathevon_MS', 'speaker', 0, 141]
row 280: ['Haïda_Thouiri_FS__20030414_0700_0800_FRANCEINTER_DGA', 'Haïda_Thouiri_FS', 'speaker', 0, 450]
row 281: ['Martin_Winckler_MS__20030414_0700_0800_FRANCEINTER_DGA', 'Martin_Winckler_MS', 'speaker', 0, 127]
row 282: ['Pierre_Le_Marc_MS__20030414_0700_0800_FRANCEINTER_DGA', 'Pierre_Le_Marc_MS', 'speaker', 0, 152]
row 283: ['Alain_Rey_MS__20030414_0800_0900_FRANCEINTER_DGA', 'Alain_Rey_MS', 'speaker', 0, 136]
row 284: ['Gérard_Courchelle_MS__20030414_0800_0900_FRANCEINTER_DGA', 'Gérard_Courchelle_MS', 'speaker', 0, 134]
row 285: ['Hélène_Jouan_FS__20030414_0800_0900_FRANCEINTER_DGA', 'Hélène_Jouan_FS', 'speaker', 0, 686]
row 286: ['Laurent_Murawiec_MT__20030414_0800_0900_FRANCEINTER_DGA', 'Laurent_Murawiec_MT', 'speaker', 0, 275]
row 287: ['Patrick_Roger_MS__20030414_0800_0900_FRANCEINTER_DGA', 'Patrick_Roger_MS', 'speaker', 0, 152]
row 288: ['Peer_De_Jong_MS__20030414_0800_0900_FRANCEINTER_DGA', 'Peer_De_Jong_MS', 'speaker', 0, 138]
row 289: ['Anne_Chépeau_FS__20030414_1200_1300_FRANCEINFO_DGA', 'Anne_Chépeau_FS', 'speaker', 0, 484]
row 290: ['Antoine_Basbous_MT__20030414_1200_1300_FRANCEINFO_DGA', 'Antoine_Basbous_MT', 'speaker', 0, 759]
row 291: ['Catherine_Monet_FT__20030414_1200_1300_FRANCEINFO_DGA', 'Catherine_Monet_FT', 'speaker', 0, 389]
row 292: ['Guillaume_Vanhems_MS__20030414_1200_1300_FRANCEINFO_DGA', 'Guillaume_Vanhems_MS', 'speaker', 0, 158]
row 293: ['Lise_Jolly_FS__20030414_1200_1300_FRANCEINFO_DGA', 'Lise_Jolly_FS', 'speaker', 0, 280]
row 294: ['Anne_Chépeau_FS__20030414_1700_1800_FRANCEINFO_DGA', 'Anne_Chépeau_FS', 'speaker', 0, 482]
row 295: ['Bernard_Stéphane_FS__20030414_1700_1800_FRANCEINFO_DGA', 'Bernard_Stéphane_FS', 'speaker', 0, 153]
row 296: ['Catherine_Monet_FT__20030414_1700_1800_FRANCEINFO_DGA', 'Catherine_Monet_FT', 'speaker', 0, 229]
row 297: ['Isabelle_Labeyrie_FS__20030414_1700_1800_FRANCEINFO_DGA', 'Isabelle_Labeyrie_FS', 'speaker', 0, 277]
row 298: ['Jérôme_Colombain_MS__20030414_1700_1800_FRANCEINFO_DGA', 'Jérôme_Colombain_MS', 'speaker', 0, 135]
row 299: ['Marie_Ange_Lescure_FS__20030414_1700_1800_FRANCEINFO_DGA', 'Marie_Ange_Lescure_FS', 'speaker', 0, 148]
row 300: ['Stéphane_Iglesis_MT__20030414_1700_1800_FRANCEINFO_DGA', 'Stéphane_Iglesis_MT', 'speaker', 0, 137]
row 301: ['Thibaud_Vincent_MT__20030414_1700_1800_FRANCEINFO_DGA', 'Thibaud_Vincent_MT', 'speaker', 0, 332]
row 302: ['Vincent_Rodriguez_MS__20030414_1700_1800_FRANCEINFO_DGA', 'Vincent_Rodriguez_MS', 'speaker', 0, 143]
row 303: ['Bernadette_Chamonaz_FS__20030415_0700_0800_FRANCEINTER_DGA', 'Bernadette_Chamonaz_FS', 'speaker', 0, 590]
row 304: ['Haïda_Thouiri_FS__20030415_0700_0800_FRANCEINTER_DGA', 'Haïda_Thouiri_FS', 'speaker', 0, 458]
row 305: ['Hélène_Jouan_FS__20030415_0700_0800_FRANCEINTER_DGA', 'Hélène_Jouan_FS', 'speaker', 0, 134]
row 306: ['Jack_Lang_MS__20030415_0700_0800_FRANCEINTER_DGA', 'Jack_Lang_MS', 'speaker', 0, 152]
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row 468: ['Saïd_Chibli_MS__20030627_2000_2020_RTM_ELDA', 'Saïd_Chibli_MS', 'speaker', 0, 276]
row 469: ['Zoulikha_Nasri_FS__20030627_2000_2020_RTM_ELDA', 'Zoulikha_Nasri_FS', 'speaker', 0, 593]
row 470: ['Hassan_Luizi_MS__20030627_2300_2310_RTM_ELDA', 'Hassan_Luizi_MS', 'speaker', 0, 271]
row 471: ['Nouria_Himmich_FS__20030627_2300_2310_RTM_ELDA', 'Nouria_Himmich_FS', 'speaker', 0, 345]
row 472: ['Zoulikha_Nasri_FS__20030627_2300_2310_RTM_ELDA', 'Zoulikha_Nasri_FS', 'speaker', 0, 483]
row 473: ['Mohamed_Lazrak_MS__20030628_0700_0715_RTM_ELDA', 'Mohamed_Lazrak_MS', 'speaker', 0, 403]
row 474: ['Zoulikha_Nasri_FS__20030628_0700_0715_RTM_ELDA', 'Zoulikha_Nasri_FS', 'speaker', 0, 467]
row 475: ['Zoulikha_Nasri_FT__20030628_0700_0715_RTM_ELDA', 'Zoulikha_Nasri_FT', 'speaker', 0, 107]
row 476: ['Nadira_Belkhoutout_FS__20030628_1300_1320_RTM_ELDA', 'Nadira_Belkhoutout_FS', 'speaker', 0, 248]
row 477: ['Rabia_Malek_FT__20030628_1300_1320_RTM_ELDA', 'Rabia_Malek_FT', 'speaker', 0, 115]
row 478: ['Zoulikha_Nasri_FS__20030628_1300_1320_RTM_ELDA', 'Zoulikha_Nasri_FS', 'speaker', 0, 522]
row 479: ['Zahra_Abouch_FS__20030628_2000_2015_RTM_ELDA', 'Zahra_Abouch_FS', 'speaker', 0, 308]
row 480: ['Caroline_Page_Relo_FS__20030629_1300_1320_RTM_ELDA', 'Caroline_Page_Relo_FS', 'speaker', 0, 363]
row 481: ['Hassan_Luizi_MS__20030629_1300_1320_RTM_ELDA', 'Hassan_Luizi_MS', 'speaker', 0, 236]
row 482: ['Mustapha_Souleimani_MS__20030629_1300_1320_RTM_ELDA', 'Mustapha_Souleimani_MS', 'speaker', 0, 310]
row 483: ['Rabia_Malek_FT__20030629_1300_1320_RTM_ELDA', 'Rabia_Malek_FT', 'speaker', 0, 408]
row 484: ['Samira_Lamrani_FS__20030629_1300_1320_RTM_ELDA', 'Samira_Lamrani_FS', 'speaker', 0, 234]
row 485: ['Zahra_Abouch_FS__20030629_2000_2010_RTM_ELDA', 'Zahra_Abouch_FS', 'speaker', 0, 419]
row 486: ['Zahra_Abouch_FS__20030629_2300_2315_RTM_ELDA', 'Zahra_Abouch_FS', 'speaker', 0, 345]
row 487: ['Caroline_Page_Relo_FS__20030630_1300_1320_RTM_ELDA', 'Caroline_Page_Relo_FS', 'speaker', 0, 604]
row 488: ['Driss_Regragui_MS__20030630_1300_1320_RTM_ELDA', 'Driss_Regragui_MS', 'speaker', 0, 415]
row 489: ['Loubna_Darraji_FS__20030630_1300_1320_RTM_ELDA', 'Loubna_Darraji_FS', 'speaker', 0, 398]
row 490: ['Samir_Bour_MS__20030630_2000_2020_RTM_ELDA', 'Samir_Bour_MS', 'speaker', 0, 292]
row 491: ['Saïd_Chibli_MS__20030630_2000_2020_RTM_ELDA', 'Saïd_Chibli_MS', 'speaker', 0, 574]
row 492: ['Zoulikha_Nasri_FS__20030630_2000_2020_RTM_ELDA', 'Zoulikha_Nasri_FS', 'speaker', 0, 109]
row 493: ['Zoulikha_Nasri_FT__20030630_2000_2020_RTM_ELDA', 'Zoulikha_Nasri_FT', 'speaker', 0, 498]
row 494: ['Saïd_Chibli_MS__20030630_2300_2315_RTM_ELDA', 'Saïd_Chibli_MS', 'speaker', 0, 564]
row 495: ['Zahra_Abouch_FS__20030630_2300_2315_RTM_ELDA', 'Zahra_Abouch_FS', 'speaker', 0, 127]
row 496: ['Mohamed_Lazrak_MS__20030701_0700_0715_RTM_ELDA', 'Mohamed_Lazrak_MS', 'speaker', 0, 469]
row 497: ['Ijlale_Bennani_FS__20030701_1300_1320_RTM_ELDA', 'Ijlale_Bennani_FS', 'speaker', 0, 589]
row 498: ['Loubna_Darraji_FS__20030701_1300_1320_RTM_ELDA', 'Loubna_Darraji_FS', 'speaker', 0, 158]
row 499: ['Zoulikha_Nasri_FS__20030701_1300_1320_RTM_ELDA', 'Zoulikha_Nasri_FS', 'speaker', 0, 261]
row 500: ['Zoulikha_Nasri_FT__20030701_1300_1320_RTM_ELDA', 'Zoulikha_Nasri_FT', 'speaker', 0, 138]
row 501: ['Aziza_Ziani_FS__20030701_2000_2015_RTM_ELDA', 'Aziza_Ziani_FS', 'speaker', 0, 392]
row 502: ['Nadira_Belkhoutout_FS__20030701_2000_2015_RTM_ELDA', 'Nadira_Belkhoutout_FS', 'speaker', 0, 299]
row 503: ['Hassan_Luizi_MS__20030701_2300_2310_RTM_ELDA', 'Hassan_Luizi_MS', 'speaker', 0, 267]
row 504: ['Nouria_Himmich_FS__20030701_2300_2310_RTM_ELDA', 'Nouria_Himmich_FS', 'speaker', 0, 386]
row 505: ['Mohamed_Lazrak_MS__20030702_0700_0710_RTM_ELDA', 'Mohamed_Lazrak_MS', 'speaker', 0, 353]
row 506: ['Driss_Regragui_MS__20030702_1300_1315_RTM_ELDA', 'Driss_Regragui_MS', 'speaker', 0, 272]
row 507: ['Ijlale_Bennani_FS__20030702_1300_1315_RTM_ELDA', 'Ijlale_Bennani_FS', 'speaker', 0, 549]
row 508: ['Nadira_Belkhoutout_FS__20030702_1300_1315_RTM_ELDA', 'Nadira_Belkhoutout_FS', 'speaker', 0, 292]
row 509: ['Samira_Lamrani_FS__20030702_1300_1315_RTM_ELDA', 'Samira_Lamrani_FS', 'speaker', 0, 210]
row 510: ['Aziz_Hachimi_MS__20030702_2000_2020_RTM_ELDA', 'Aziz_Hachimi_MS', 'speaker', 0, 627]
row 511: ['Djamel_Debbouze_MS__20030702_2000_2020_RTM_ELDA', 'Djamel_Debbouze_MS', 'speaker', 0, 304]
row 512: ['Leila_Benhima_Cherif_FS__20030702_2000_2020_RTM_ELDA', 'Leila_Benhima_Cherif_FS', 'speaker', 0, 369]
row 513: ['Samira_Lamrani_FS__20030702_2000_2020_RTM_ELDA', 'Samira_Lamrani_FS', 'speaker', 0, 753]
row 514: ['Djamel_Debbouze_FS__20030702_2300_2310_RTM_ELDA', 'Djamel_Debbouze_FS', 'speaker', 0, 234]
row 515: ['Djamel_Debbouze_MS__20030702_2300_2310_RTM_ELDA', 'Djamel_Debbouze_MS', 'speaker', 0, 245]
row 516: ['Hassan_Luizi_MS__20030702_2300_2310_RTM_ELDA', 'Hassan_Luizi_MS', 'speaker', 0, 321]
row 517: ['Leila_Benhima_Cherif_FS__20030702_2300_2310_RTM_ELDA', 'Leila_Benhima_Cherif_FS', 'speaker', 0, 687]
row 518: ['Djamel_Debbouze_MS__20030703_0700_0715_RTM_ELDA', 'Djamel_Debbouze_MS', 'speaker', 0, 145]
row 519: ['Driss_Regragui_MS__20030703_0700_0715_RTM_ELDA', 'Driss_Regragui_MS', 'speaker', 0, 310]
row 520: ['Leila_Benhima_Cherif_FS__20030703_0700_0715_RTM_ELDA', 'Leila_Benhima_Cherif_FS', 'speaker', 0, 660]
row 521: ['Mohamed_Lazrak_MS__20030703_0700_0715_RTM_ELDA', 'Mohamed_Lazrak_MS', 'speaker', 0, 452]
row 522: ['Djamel_Debbouze_FS__20030703_1300_1320_RTM_ELDA', 'Djamel_Debbouze_FS', 'speaker', 0, 228]
row 523: ['Djamel_Debbouze_MS__20030703_1300_1320_RTM_ELDA', 'Djamel_Debbouze_MS', 'speaker', 0, 541]
row 524: ['Leila_Benhima_Cherif_FS__20030703_1300_1320_RTM_ELDA', 'Leila_Benhima_Cherif_FS', 'speaker', 0, 357]
row 525: ['Leila_Benhima_Cherif_FT__20030703_1300_1320_RTM_ELDA', 'Leila_Benhima_Cherif_FT', 'speaker', 0, 113]
row 526: ['Loubna_Darraji_FS__20030703_1300_1320_RTM_ELDA', 'Loubna_Darraji_FS', 'speaker', 0, 123]
row 527: ['Samira_Lamrani_FS__20030703_1300_1320_RTM_ELDA', 'Samira_Lamrani_FS', 'speaker', 0, 425]
row 528: ['Hassan_Luizi_MS__20030703_2000_2015_RTM_ELDA', 'Hassan_Luizi_MS', 'speaker', 0, 272]
row 529: ['Mustapha_Souleimani_MS__20030703_2000_2015_RTM_ELDA', 'Mustapha_Souleimani_MS', 'speaker', 0, 443]
row 530: ['Nouria_Himmich_FS__20030703_2000_2015_RTM_ELDA', 'Nouria_Himmich_FS', 'speaker', 0, 384]
row 531: ['Hassan_Luizi_MS__20030703_2300_2310_RTM_ELDA', 'Hassan_Luizi_MS', 'speaker', 0, 276]
row 532: ['Mustapha_Souleimani_MS__20030703_2300_2310_RTM_ELDA', 'Mustapha_Souleimani_MS', 'speaker', 0, 247]
row 533: ['Nouria_Himmich_FS__20030703_2300_2310_RTM_ELDA', 'Nouria_Himmich_FS', 'speaker', 0, 384]
row 534: ['Samir_Bour_MS__20030703_2300_2310_RTM_ELDA', 'Samir_Bour_MS', 'speaker', 0, 271]
row 535: ['Loubna_Darraji_FS__20030704_0700_0715_RTM_ELDA', 'Loubna_Darraji_FS', 'speaker', 0, 436]
row 536: ['Aziz_Hachimi_MS__20030704_1300_1320_RTM_ELDA', 'Aziz_Hachimi_MS', 'speaker', 0, 884]
row 537: ['Ijlale_Bennani_FS__20030704_1300_1320_RTM_ELDA', 'Ijlale_Bennani_FS', 'speaker', 0, 146]
row 538: ['Leila_Benhima_Cherif_FS__20030704_1300_1320_RTM_ELDA', 'Leila_Benhima_Cherif_FS', 'speaker', 0, 565]
row 539: ['Nadira_Belkhoutout_FS__20030704_1300_1320_RTM_ELDA', 'Nadira_Belkhoutout_FS', 'speaker', 0, 250]
row 540: ['Samir_Bour_MS__20030704_2000_2020_RTM_ELDA', 'Samir_Bour_MS', 'speaker', 0, 320]
row 541: ['Saïd_Chibli_MS__20030704_2000_2020_RTM_ELDA', 'Saïd_Chibli_MS', 'speaker', 0, 653]
row 542: ['Hassan_Luizi_MS__20030704_2300_2310_RTM_ELDA', 'Hassan_Luizi_MS', 'speaker', 0, 238]
row 543: ['Samir_Bour_MS__20030704_2300_2310_RTM_ELDA', 'Samir_Bour_MS', 'speaker', 0, 311]
row 544: ['Samir_Bour_MS__20030705_0700_0710_RTM_ELDA', 'Samir_Bour_MS', 'speaker', 0, 267]
row 545: ['Aziza_Ziani_FS__20030705_1300_1320_RTM_ELDA', 'Aziza_Ziani_FS', 'speaker', 0, 391]
row 546: ['Nadira_Belkhoutout_FS__20030705_1300_1320_RTM_ELDA', 'Nadira_Belkhoutout_FS', 'speaker', 0, 283]
row 547: ['Rabia_Malek_FS__20030705_2000_2015_RTM_ELDA', 'Rabia_Malek_FS', 'speaker', 0, 466]
row 548: ['Samir_Bour_MS__20030705_2000_2015_RTM_ELDA', 'Samir_Bour_MS', 'speaker', 0, 267]
row 549: ['Hassan_Luizi_MS__20030706_1300_1315_RTM_ELDA', 'Hassan_Luizi_MS', 'speaker', 0, 281]
row 550: ['Mustapha_Souleimani_MS__20030706_1300_1315_RTM_ELDA', 'Mustapha_Souleimani_MS', 'speaker', 0, 385]
row 551: ['Samira_Lamrani_FS__20030706_1300_1315_RTM_ELDA', 'Samira_Lamrani_FS', 'speaker', 0, 710]
row 552: ['Fatima_Ramram_FS__20030706_2000_2010_RTM_ELDA', 'Fatima_Ramram_FS', 'speaker', 0, 767]
row 553: ['Zahra_Abouch_FS__20030706_2000_2010_RTM_ELDA', 'Zahra_Abouch_FS', 'speaker', 0, 398]
row 554: ['Driss_Regragui_MS__20030707_1300_1315_RTM_ELDA', 'Driss_Regragui_MS', 'speaker', 0, 413]
row 555: ['Fatima_Ramram_FS__20030707_1300_1315_RTM_ELDA', 'Fatima_Ramram_FS', 'speaker', 0, 821]
row 556: ['Nadira_Belkhoutout_FS__20030707_1300_1315_RTM_ELDA', 'Nadira_Belkhoutout_FS', 'speaker', 0, 288]
row 557: ['Mustapha_Souleimani_MS__20030707_2000_2020_RTM_ELDA', 'Mustapha_Souleimani_MS', 'speaker', 0, 394]
row 558: ['Samir_Bour_MS__20030707_2000_2020_RTM_ELDA', 'Samir_Bour_MS', 'speaker', 0, 297]
row 559: ['Zahra_Abouch_FS__20030707_2000_2020_RTM_ELDA', 'Zahra_Abouch_FS', 'speaker', 0, 370]
row 560: ['Mustapha_Souleimani_MS__20030707_2300_2310_RTM_ELDA', 'Mustapha_Souleimani_MS', 'speaker', 0, 432]
row 561: ['Abdelhafid_Chlyeh_MT__20030708_0700_0715_RTM_ELDA', 'Abdelhafid_Chlyeh_MT', 'speaker', 0, 148]
row 562: ['Mohamed_Lazrak_MS__20030708_0700_0715_RTM_ELDA', 'Mohamed_Lazrak_MS', 'speaker', 0, 381]
row 563: ['Abdelhafid_Chlyeh_MT__20030708_1300_1320_RTM_ELDA', 'Abdelhafid_Chlyeh_MT', 'speaker', 0, 115]
row 564: ['Driss_Regragui_MS__20030708_1300_1320_RTM_ELDA', 'Driss_Regragui_MS', 'speaker', 0, 320]
row 565: ['Ijlale_Bennani_FS__20030708_1300_1320_RTM_ELDA', 'Ijlale_Bennani_FS', 'speaker', 0, 583]
row 566: ['Aziza_Ziani_FS__20030708_2000_2020_RTM_ELDA', 'Aziza_Ziani_FS', 'speaker', 0, 409]
row 567: ['Mustapha_Souleimani_MS__20030708_2000_2020_RTM_ELDA', 'Mustapha_Souleimani_MS', 'speaker', 0, 331]
row 568: ['Rabia_Malek_FS__20030708_2000_2020_RTM_ELDA', 'Rabia_Malek_FS', 'speaker', 0, 418]
row 569: ['Aziza_Ziani_FS__20030708_2300_2315_RTM_ELDA', 'Aziza_Ziani_FS', 'speaker', 0, 425]
row 570: ['Hassan_Luizi_MS__20030708_2300_2315_RTM_ELDA', 'Hassan_Luizi_MS', 'speaker', 0, 247]
row 571: ['Mustapha_Souleimani_MS__20030708_2300_2315_RTM_ELDA', 'Mustapha_Souleimani_MS', 'speaker', 0, 330]
row 572: ['Nouria_Himmich_FS__20030708_2300_2315_RTM_ELDA', 'Nouria_Himmich_FS', 'speaker', 0, 407]
row 573: ['Driss_Regragui_MS__20030709_0700_0710_RTM_ELDA', 'Driss_Regragui_MS', 'speaker', 0, 407]
row 574: ['Mohamed_Lazrak_MS__20030709_0700_0710_RTM_ELDA', 'Mohamed_Lazrak_MS', 'speaker', 0, 442]
row 575: ['Driss_Regragui_MS__20030709_1300_1320_RTM_ELDA', 'Driss_Regragui_MS', 'speaker', 0, 463]
row 576: ['Ijlale_Bennani_FS__20030709_1300_1320_RTM_ELDA', 'Ijlale_Bennani_FS', 'speaker', 0, 581]
row 577: ['Nadira_Belkhoutout_FS__20030709_1300_1320_RTM_ELDA', 'Nadira_Belkhoutout_FS', 'speaker', 0, 276]
row 578: ['Rabia_Malek_FS__20030709_2000_2020_RTM_ELDA', 'Rabia_Malek_FS', 'speaker', 0, 445]
row 579: ['Aziza_Ziani_FS__20030709_2300_2310_RTM_ELDA', 'Aziza_Ziani_FS', 'speaker', 0, 387]
row 580: ['Hassan_Luizi_MS__20030709_2300_2310_RTM_ELDA', 'Hassan_Luizi_MS', 'speaker', 0, 263]
row 581: ['Mohamed_Lazrak_MS__20030710_0700_0715_RTM_ELDA', 'Mohamed_Lazrak_MS', 'speaker', 0, 421]
row 582: ['Abdelhafid_Chlyeh_MS__20030710_1300_1320_RTM_ELDA', 'Abdelhafid_Chlyeh_MS', 'speaker', 0, 120]
row 583: ['Abdelhafid_Chlyeh_MT__20030710_1300_1320_RTM_ELDA', 'Abdelhafid_Chlyeh_MT', 'speaker', 0, 244]
row 584: ['Driss_Regragui_MS__20030710_1300_1320_RTM_ELDA', 'Driss_Regragui_MS', 'speaker', 0, 393]
row 585: ['Ijlale_Bennani_FS__20030710_1300_1320_RTM_ELDA', 'Ijlale_Bennani_FS', 'speaker', 0, 545]
row 586: ['Nouria_Himmich_FS__20030710_2000_2020_RTM_ELDA', 'Nouria_Himmich_FS', 'speaker', 0, 445]
row 587: ['Samir_Bour_MS__20030710_2000_2020_RTM_ELDA', 'Samir_Bour_MS', 'speaker', 0, 292]
row 588: ['Hassan_Luizi_MS__20030710_2300_2310_RTM_ELDA', 'Hassan_Luizi_MS', 'speaker', 0, 300]
row 589: ['Samir_Bour_MS__20030710_2300_2310_RTM_ELDA', 'Samir_Bour_MS', 'speaker', 0, 293]
row 590: ['Nadira_Belkhoutout_FS__20030711_1300_1320_RTM_ELDA', 'Nadira_Belkhoutout_FS', 'speaker', 0, 290]
row 591: ['Rabia_Malek_FS__20030711_1300_1320_RTM_ELDA', 'Rabia_Malek_FS', 'speaker', 0, 501]
row 592: ['Samir_Bour_MS__20030711_2000_2020_RTM_ELDA', 'Samir_Bour_MS', 'speaker', 0, 291]
row 593: ['Aziza_Ziani_FS__20030712_1300_1315_RTM_ELDA', 'Aziza_Ziani_FS', 'speaker', 0, 424]
row 594: ['Loubna_Darraji_FS__20030712_1300_1315_RTM_ELDA', 'Loubna_Darraji_FS', 'speaker', 0, 377]
row 595: ['Nadira_Belkhoutout_FS__20030712_1300_1315_RTM_ELDA', 'Nadira_Belkhoutout_FS', 'speaker', 0, 265]
row 596: ['Rabia_Malek_FS__20030712_2000_2015_RTM_ELDA', 'Rabia_Malek_FS', 'speaker', 0, 451]
row 597: ['Samir_Bour_MS__20030712_2000_2015_RTM_ELDA', 'Samir_Bour_MS', 'speaker', 0, 315]
row 598: ['Zahra_Abouch_FS__20030712_2000_2015_RTM_ELDA', 'Zahra_Abouch_FS', 'speaker', 0, 415]
row 599: ['Aziza_Ziani_FS__20030713_1300_1310_RTM_ELDA', 'Aziza_Ziani_FS', 'speaker', 0, 406]
row 600: ['Hassan_Luizi_MS__20030713_1300_1310_RTM_ELDA', 'Hassan_Luizi_MS', 'speaker', 0, 238]
row 601: ['Samir_Bour_MS__20030713_1300_1310_RTM_ELDA', 'Samir_Bour_MS', 'speaker', 0, 274]
row 602: ['Zahra_Abouch_FS__20030713_2000_2010_RTM_ELDA', 'Zahra_Abouch_FS', 'speaker', 0, 416]
]
plda_index = plda_diar.make_index(['label'])
plda_diar = Diar()
for label in plda_index:
if len(plda_index[label]) > 3:
for row in plda_index[label]:
plda_diar.append_seg(row)
Diar.write_seg(plda_fn, plda_diar)
Step 2: train the UBM¶
tv_diar = Diar.read_seg(tv_fn)
session_list = tv_diar.unique('show')
ubm_fn = os.path.join(output_dir, 'ubm.alize')
ubm = Mixture(name='ubm')
if not jump_step2:
logging.info('Compute UBM')
fs = FeaturesServer(input_dir=mfcc_dir,
input_file_extension='.spro4',
label_dir=mfcc_dir,
label_file_extension='.lbl',
from_file='spro4',
config='diar_16k', log_e=True, delta=True,
double_delta=True, feat_norm=None)
ubm.EM_split(fs, session_list, distrib_nb=32,
iterations=[1, 2, 2, 4, 4, 4, 4, 8, 8, 8, 8, 8, 8], numThread=1,
llk_gain=0.01)
ubm.save_alize(ubm_fn)
else:
logging.info('load UBM')
ubm.read_alize(ubm_fn)
No Parallel processing with this module
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Step 3: train TV¶
tv_stat = StatServer(tv_diar.id_map(), ubm)
tv_stat.accumulate_stat(ubm, fs, numThread=1)
#tv_stat_fn = os.path.join(args.outputDir, 'tv_stat.h5')
#tv_stat.save(tv_stat_fn)
mean, TV, _, __, Sigma = tv_stat.factor_analysis(4,
itNb=(10, 0, 0),
minDiv=True, ubm=ubm,
batch_size=1000,
numThread=1)
write_matrix(TV, os.path.join(output_dir, 'tv.mat'))
write_vect(mean, os.path.join(output_dir, 'tv_mean.mat'))
write_vect(Sigma, os.path.join(output_dir, 'tv_sigma.mat'))
Warning, some arguments are not named, computation might not be parallelized
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applyminDiv reestimation
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applyminDiv reestimation
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applyminDiv reestimation
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applyminDiv reestimation
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applyminDiv reestimation
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applyminDiv reestimation
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applyminDiv reestimation
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applyminDiv reestimation
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applyminDiv reestimation
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applyminDiv reestimation
Step 4: train PLDA¶
import copy
plda_diar = Diar.read_seg(plda_fn)
tv_iv = tv_stat.estimate_hidden(mean, Sigma, V=TV, U=None, D=None, numThread=1)[0]
print(tv_iv.stat1)
meanSN, CovSN = tv_iv.estimate_spectral_norm_stat1(1, 'efr')
print(meanSN[0])
print(CovSN[0])
tv_iv_sn1 = copy.deepcopy(tv_iv)
tv_iv_sn1.spectral_norm_stat1(meanSN[:1], CovSN[:1])
plda_sn = copy.deepcopy(tv_iv_sn1)
mean, F, G, H, Sigma = plda_sn.factor_analysis(2, rank_G=0, rank_H=None,
re_estimate_residual=True,
itNb=(1,0,0), minDiv=True, ubm=None,
batch_size=1000, numThread=1)
write_vect(mean, os.path.join(output_dir, 'plda.mean.mat'))
write_matrix(F, os.path.join(output_dir, 'plda.F.mat'))
write_matrix(G, os.path.join(output_dir, 'plda.G.mat'))
write_matrix(Sigma, os.path.join(output_dir, 'plda.Sigma.mat'))
No Parallel processing with this module
[[ 5.21905145e+08 -6.84112064e+08 -9.33118509e+07 -2.47783134e+07]
[ 2.88976876e+09 -8.04864882e+08 7.32279797e+08 2.94186690e+07]
[ -2.24587034e+09 4.11272403e+08 -9.93673335e+08 -6.49388449e+08]
...,
[ 2.49867717e+10 -7.78952293e+08 7.04119852e+09 4.56175523e+09]
[ 3.05204158e+10 -7.46735416e+08 7.81425157e+09 4.42958548e+09]
[ 2.40244316e+10 9.86309302e+07 6.37284565e+09 4.39840568e+09]]
[ 2.50182131e+10 -1.09051320e+09 6.74104334e+09 4.05317407e+09]
[[ 1.68051573e+20 2.63395173e+17 3.61714183e+19 2.45239712e+19]
[ 2.63395173e+17 5.41363596e+18 -3.51023339e+18 -4.45458278e+17]
[ 3.61714183e+19 -3.51023339e+18 1.06834576e+19 5.76199520e+18]
[ 2.45239712e+19 -4.45458278e+17 5.76199520e+18 4.03424949e+18]]
No Parallel processing with this module
No Parallel processing with this module
applyminDiv reestimation