diff --git a/configs/parameters.yaml b/configs/parameters.yaml
index 0429f47e8edbb3ed52cd496596ef51e85918f2b2..8ad5eac3376da65168a837f4b183f0cfdeeac390 100644
--- a/configs/parameters.yaml
+++ b/configs/parameters.yaml
@@ -8,4 +8,6 @@ batch_size: 16
 learning_rate: 0.001
 
 # Types of embeddings supported: 'ecapa_tdnn' or 'x-vector'
-embedding_type: ecapa_tdnn
+# ecapa_tdnn: dim = 192
+# x-vector: dim = 512
+embedding_type: x-vector
diff --git a/data/embeddings/ecapa/ANC150_LEC_seg_1_ecapa_emb.pickle b/data/embeddings/ecapa/ANC150_LEC_seg_1_ecapa_emb.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..a96714aa1c45530685bbf89977368ab22ba3ace1
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diff --git a/data/embeddings/ecapa/ANC150_LEC_seg_2_ecapa_emb.pickle b/data/embeddings/ecapa/ANC150_LEC_seg_2_ecapa_emb.pickle
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index 0000000000000000000000000000000000000000..22fba9c358048b261b76eed5bfa4b5c7c172952f
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diff --git a/data/embeddings/ecapa/ANC150_LEC_seg_3_ecapa_emb.pickle b/data/embeddings/ecapa/ANC150_LEC_seg_3_ecapa_emb.pickle
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diff --git a/data/embeddings/ecapa/ANC150_LEC_seg_4_ecapa_emb.pickle b/data/embeddings/ecapa/ANC150_LEC_seg_4_ecapa_emb.pickle
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diff --git a/data/embeddings/ecapa/ANC150_LEC_seg_5_ecapa_emb.pickle b/data/embeddings/ecapa/ANC150_LEC_seg_5_ecapa_emb.pickle
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diff --git a/data/embeddings/ecapa/ANC150_LEC_seg_6_ecapa_emb.pickle b/data/embeddings/ecapa/ANC150_LEC_seg_6_ecapa_emb.pickle
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diff --git a/data/embeddings/ecapa/ANC150_LEC_seg_7_ecapa_emb.pickle b/data/embeddings/ecapa/ANC150_LEC_seg_7_ecapa_emb.pickle
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diff --git a/data/embeddings/ecapa/ANC150_LEC_seg_8_ecapa_emb.pickle b/data/embeddings/ecapa/ANC150_LEC_seg_8_ecapa_emb.pickle
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diff --git a/data/embeddings/ecapa/file1_ecapa_emb.pickle b/data/embeddings/ecapa/file1_ecapa_emb.pickle
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diff --git a/data/embeddings/xvec/ANC150_LEC_seg_1_xvec_emb.pickle b/data/embeddings/xvec/ANC150_LEC_seg_1_xvec_emb.pickle
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diff --git a/data/embeddings/xvec/ANC150_LEC_seg_2_xvec_emb.pickle b/data/embeddings/xvec/ANC150_LEC_seg_2_xvec_emb.pickle
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index 0000000000000000000000000000000000000000..6ff88554d38a5a3740d756637a672c59a9e04095
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diff --git a/data/embeddings/xvec/ANC150_LEC_seg_6_xvec_emb.pickle b/data/embeddings/xvec/ANC150_LEC_seg_6_xvec_emb.pickle
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diff --git a/data/wavs/segmented/ANC150_LEC_seg_1_seg1.wav b/data/wavs/segmented/ANC150_LEC_seg_1_seg1.wav
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index 0000000000000000000000000000000000000000..549bb8e82a557d03334cbea4ee4aad6e797e5e6f
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index 0000000000000000000000000000000000000000..14188bb548ceca43e858699e489506ded1a3a976
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index 0000000000000000000000000000000000000000..17e4a5970a5f4604e6dadaca234c65ca14fcf9c1
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index 0000000000000000000000000000000000000000..eca8ec31637f9535b9a4ed48c1971c8becbdc6c3
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index 0000000000000000000000000000000000000000..422ff24102bf72eddc91771f95c5dcf5fba2f4a2
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index 0000000000000000000000000000000000000000..8784d16d82d1ebac21433412d58776da575ee857
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diff --git a/data/wavs/segmented/file1_seg1.wav b/data/wavs/segmented/file1_seg1.wav
new file mode 100644
index 0000000000000000000000000000000000000000..0697ba98dd81ab00af282555b0e0f413b9caf2f3
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diff --git a/data/wavs/segmented/file1_seg2.wav b/data/wavs/segmented/file1_seg2.wav
new file mode 100644
index 0000000000000000000000000000000000000000..389d6ab8a1455764feac6a0f4173e29ec04066eb
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diff --git a/data/wavs/segmented/file1_seg3.wav b/data/wavs/segmented/file1_seg3.wav
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index 0000000000000000000000000000000000000000..de5811c430e2acb85e6cc280de642a192c3087dc
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diff --git a/dataloader/embedding_extract.py b/dataloader/embedding_extract.py
index dfd01c7205f88b075a81e429e514eac219573d0f..ab18f45bcbe2e90978a6840d6aab79d379fdcac3 100644
--- a/dataloader/embedding_extract.py
+++ b/dataloader/embedding_extract.py
@@ -61,12 +61,15 @@ if __name__=="__main__":
     if not os.path.exists(saving_path):
         os.makedirs(saving_path)
 
-
+    # GENERATES TWO EMBEDDINGS [2,1,DIM] IF FILE IS IN STEREO
+    # GENERATES ONE EMBEDDING [1,1,DIM] IF FILE IS IN MONO
     print("\nExtracting speaker embeddings...")
     with tqdm(total=len(extraction_files)) as pbar:
         for files in os.listdir(config['wav_path']):
             if files.endswith('.wav'):
-                embedding = extractor(config['wav_path'] + files, classifier)
+                embedding = extractor((config['wav_path'] + \
+                        files), classifier)
+                
                 buf = os.path.splitext(files)
                 new_f = buf[0]+'_'+ext+'_emb.pickle'
             
diff --git a/utils/audio_segmenter.py b/utils/audio_segmenter.py
new file mode 100644
index 0000000000000000000000000000000000000000..4663fc66a1ca755c140f1661d734734cc1271a37
--- /dev/null
+++ b/utils/audio_segmenter.py
@@ -0,0 +1,67 @@
+from pydub import AudioSegment
+import os
+import sys
+import wave
+import contextlib
+from tqdm import tqdm
+
+fname = AudioSegment.from_wav("./file1.wav")
+
+
+# RETURNS THE DURATION OF AN AUDIOFILE IN MILISECS
+def get_file_duration(wavfile):
+    with contextlib.closing(wave.open(wavfile,'r')) as f:
+        frames = f.getnframes()
+        rate = f.getframerate()
+        duration = frames / float(rate)
+    return duration*1000    # DURATION IN MILISECS FOR AUDIOSEGMENT
+
+# SEGMENTS THE AUDIO FILE IN EQUAL LENGTH SEGMENTS
+def segmenter(wavpath, wavfile, segs, savepath):
+
+    duration = get_file_duration(wavpath+wavfile)
+    buf = os.path.splitext(wavfile)
+    i = 1
+    j = 0
+    tblock = duration/segs
+
+    while (j+tblock) <= duration:
+        newAudio = AudioSegment.from_wav(wavpath+wavfile)
+        newAudio = fname[j:j+tblock]
+        newAudio.export(savepath+buf[0]+'_seg'+\
+                str(i)+'.wav', format='wav')
+        j += tblock
+        i += 1
+    
+
+if __name__=="__main__":
+
+    segments = 3
+    wavfile = './file1.wav'
+    
+    wav_path = '../data/wavs/'
+    saving_path = '../data/wavs/segmented/'
+    
+    if not os.path.exists(saving_path):
+        os.makedirs(saving_path)
+    
+    total_files = os.listdir(wav_path)
+    
+    with tqdm(total=len(total_files)) as pbar:
+        for files in os.listdir(wav_path):
+            if files.endswith('.wav'):
+                segmenter(wav_path,files,segments,saving_path)
+                pbar.update(1)
+            else:
+                pbar.update(1)
+                continue
+
+    #segmenter(wavfile, segments)
+
+    
+
+
+
+
+
+
diff --git a/utils/file1.wav b/utils/file1.wav
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diff --git a/utils/file1_trunked.wav b/utils/file1_trunked.wav
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