diff --git a/.gitattributes b/.gitattributes
index b3b87bc4f62af76504dd04f4fa25df55aa03aad9..0f1e10c59b079210db966a1053a7fc4d5298adfc 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -1,2 +1,3 @@
 *.wav filter=lfs diff=lfs merge=lfs -text
 *.json filter=lfs diff=lfs merge=lfs -text
+default/train/0000.parquet filter=lfs diff=lfs merge=lfs -text
diff --git a/app.py b/app.py
deleted file mode 100644
index 0b0bec6ae63b6bf9f9da0c877b5ca0f96beb22b8..0000000000000000000000000000000000000000
--- a/app.py
+++ /dev/null
@@ -1,14 +0,0 @@
-from pydub import AudioSegment
-
-def split_wav(file_name, number_of_parts):
-    audio = AudioSegment.from_wav(file_name)
-
-    length = len(audio) // number_of_parts
-
-    for i in range(number_of_parts):
-        start = length * i
-        end = start + length if i < number_of_parts - 1 else len(audio)
-        part = audio[start:end]
-        part.export(f"part_{i+1}.wav", format="wav")
-
-split_wav("craig.wav", 100)
diff --git a/craig.wav b/craig.wav
deleted file mode 100644
index 5b9579855d3e86365e50d0ce9701df7711ee3201..0000000000000000000000000000000000000000
--- a/craig.wav
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:974199d6dc0de100886ad890524cfb09b356a2e63a5bbb729d6f058cad6b5279
-size 392277618
diff --git a/default/train/0000.parquet b/default/train/0000.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..1ead1f217a092c58d9444b13e4bb77464afb88ef
--- /dev/null
+++ b/default/train/0000.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:68cb2243be10454a99b0b68c29cd876a7bc103f6748f8e370fa2a8ab6bb8742e
+size 519390025
diff --git a/info.txt b/info.txt
deleted file mode 100644
index c0780e02ff1af47bb1fe03eca29a0029c1297c96..0000000000000000000000000000000000000000
--- a/info.txt
+++ /dev/null
@@ -1,11 +0,0 @@
-Recording 8svf87tRmP
-
-Guild:		🌟AI Tonic🍹🌟 (1109943800132010065)
-Channel:	❤General (1109943800840851590)
-Requester:	Tonic (tonic_1#0) (994979735488692324)
-Start time:	2024-01-11T00:54:50.108Z
-
-Tracks:
-	Tonic (tonic_1#0) (994979735488692324)
-	n_raidenAI (nelectronica#0) (1112867759420878888)
-	John P (ehlive#0) (676956027727380489)
diff --git a/main.py b/main.py
deleted file mode 100644
index 7f06e954d5eaefc15252b8f2e6863a397de6d8eb..0000000000000000000000000000000000000000
--- a/main.py
+++ /dev/null
@@ -1,57 +0,0 @@
-import requests
-import json
-
-def transcribe_audio(file_path, api_key, model='whisper-1', language=None, prompt=None, response_format='json', temperature=0):
-    url = "https://api.openai.com/v1/audio/transcriptions"
-
-    headers = {
-        "Authorization": f"Bearer {api_key}"
-    }
-
-    with open(file_path, 'rb') as f:
-        files = {
-            'file': (file_path, f, 'audio/wav')
-        }
-
-        data = {
-            'model': (None, model),
-            'language': (None, language),
-            'prompt': (None, prompt),
-            'response_format': (None, response_format),
-            'temperature': (None, str(temperature))
-        }
-
-        response = requests.post(url, headers=headers, files=files, data=data)
-        return response.json()
-
-def save_transcription(results, json_filename, text_filename):
-    # Save as JSON
-    with open(json_filename, 'w') as json_file:
-        json.dump(results, json_file, indent=4)
-
-    # Extract and save as text
-    transcripts = [result.get('choices')[0].get('text') if result.get('choices') else "" for result in results]
-    with open(text_filename, 'w') as text_file:
-        for transcript in transcripts:
-            text_file.write(transcript + "\n\n")
-
-# Replace 'your_api_key_here' with your actual OpenAI API key
-api_key = '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'
-
-# Generate list of audio files
-audio_files = [f'part_{i}.wav' for i in range(1, 101)]
-
-
-# Process each file and collect the results
-results = []
-for file_path in audio_files:
-    try:
-        result = transcribe_audio(file_path, api_key)
-        results.append(result)
-    except Exception as e:
-        print(f"Error processing {file_path}: {e}")
-
-# Save the results
-save_transcription(results, 'transcription.json', 'transcription.txt')
-
-print("Transcription saved to 'transcription.json' and 'transcription.txt'")
\ No newline at end of file
diff --git a/part_1.wav b/part_1.wav
deleted file mode 100644
index 5ba849c4962076a30ae1fce075e6898ac59fa286..0000000000000000000000000000000000000000
--- a/part_1.wav
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:eb2af8273747dbef1b97f1265b64302299eae10aacb3f9763d24b6f18f2811f4
-size 3922796
diff --git a/part_10.wav b/part_10.wav
deleted file mode 100644
index 86f12602048223177eed14a74aa44f90bdcd9abb..0000000000000000000000000000000000000000
--- a/part_10.wav
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
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-size 3922796
diff --git a/part_100.wav b/part_100.wav
deleted file mode 100644
index 7e9170f0c964be5879d8ceb04c16fd32bb636bb2..0000000000000000000000000000000000000000
--- a/part_100.wav
+++ /dev/null
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-version https://git-lfs.github.com/spec/v1
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-size 3925100
diff --git a/part_11.wav b/part_11.wav
deleted file mode 100644
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--- a/part_11.wav
+++ /dev/null
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-size 3922796
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--- a/part_12.wav
+++ /dev/null
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-size 3922796
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-size 3922796
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--- a/part_14.wav
+++ /dev/null
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-version https://git-lfs.github.com/spec/v1
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-size 3922796
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deleted file mode 100644
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--- a/part_15.wav
+++ /dev/null
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-version https://git-lfs.github.com/spec/v1
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-size 3922796
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deleted file mode 100644
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--- a/part_16.wav
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
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--- a/part_17.wav
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-pydub
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