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audioduration (s)
2.32
28.7
text
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46
476
text_ts
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72
640
preconditioning
stringclasses
9 values
start_time
stringlengths
12
12
end_time
stringlengths
12
12
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float32
2.32
28.7
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665
5.86k
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2 values
language
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1 value
Finish approach, good evening American 1479, record. American 1479, beach approach, expect 25L. 25L. American 1479, 26 available tonight if you like. We will take 26. American 1479, verify that's you. That is American 1479, sorry, we will take 26. American 1479, expect 26, fly present heading, maintain 5000. Present he...
<|0.00|>Finish approach, good evening American 1479, record.<|2.76|><|2.76|>American 1479, beach approach, expect 25L. 25L.<|4.88|><|4.88|>American 1479, 26 available tonight if you like.<|7.94|><|7.94|>We will take 26.<|10.46|><|10.46|>American 1479, verify that's you.<|12.20|><|12.20|>That is American 1479, sorry,<|1...
00:00:02.198
00:00:29.844
27.646
[{"word": "Finish", "start": 0.10000000000000009, "end": 0.19200000000000017}, {"word": "approach,", "start": 0.2320000000000002, "end": 1.8219999999999996}, {"word": "good", "start": 1.863, "end": 1.9629999999999996}, {"word": "evening", "start": 2.084, "end": 2.305}, {"word": "American", "start": 2.3459999999999996, ...
youtube-atc-2.mp3
en
Call sign again, fly present heading, maintain 5000. Alright, American 1479, present heading 5000, we'll expect 26. Thank you. American 1479, Scarborough 10 o'clock, 14 miles, advising you to get in sight, lower in just a minute. Alright, it's in sight, American 1479. American 1479, turn left, heading 2-9-0, intercept ...
<|0.00|>Call sign again, fly present heading, maintain 5000.<|2.86|><|2.86|>Alright, American 1479, present<|6.58|><|6.58|>heading 5000, we'll expect 26.<|8.64|><|8.64|>Thank you. American 1479, Scarborough 10 o'clock, 14 miles, advising you<|12.18|><|12.18|>to get in sight, lower in just a minute. Alright, it's in sig...
00:00:30.167
00:00:54.109
23.941999
[{"word": "Call", "start": 0.10000000000000142, "end": 0.2840000000000025}, {"word": "sign", "start": 0.2970000000000006, "end": 0.2970000000000006}, {"word": "again,", "start": 0.34800000000000253, "end": 0.5280000000000022}, {"word": "fly", "start": 0.6490000000000009, "end": 0.7690000000000019}, {"word": "present", ...
youtube-atc-2.mp3
en
heading, maintain 4000, intercept 26 localizer, American. 1479. American 1479, cleared visual approach runway 26. I have a visual approach, American 1479. American 1479, cleared visual approach runway 26. We've got a communication problem. You're hearing this radio clear because I am saying what I need to say, but some...
<|0.00|>heading, maintain 4000, intercept 26 localizer, American.<|3.12|><|3.12|>1479.<|5.62|><|5.62|>American 1479, cleared visual approach runway 26.<|8.74|><|8.74|>I have a visual approach, American 1479.<|11.38|><|11.38|>American 1479, cleared visual<|14.96|><|14.96|>approach runway 26. We've got a communication<|1...
Call sign again, fly present heading, maintain 5000. Alright, American 1479, present heading 5000, we'll expect 26. Thank you. American 1479, Scarborough 10 o'clock, 14 miles, advising you to get in sight, lower in just a minute. Alright, it's in sight, American 1479. American 1479, turn left, heading 2-9-0, intercept ...
00:00:56.246
00:01:21.014
24.768999
[{"word": "heading,", "start": 0.10000000000000142, "end": 0.28000000000000824}, {"word": "maintain", "start": 0.3200000000000074, "end": 0.6010000000000062}, {"word": "4000,", "start": 0.6210000000000022, "end": 0.7010000000000076}, {"word": "intercept", "start": 0.8420000000000059, "end": 1.122000000000007}, {"word":...
youtube-atc-2.mp3
en
American 1479, you said cleared the approach. I need the runway assignment, which is runway 26, not 25 left or 25 right. You're cleared visual approach runway 26. and you're not reading it back correctly. Clear for the visual approach to runway 26,
<|0.00|>American 1479, you said cleared the approach.<|2.56|><|2.56|>I need the runway assignment, which is runway 26, not 25 left<|6.14|><|6.14|>or 25 right. You're cleared visual approach runway 26. and you're not reading<|9.88|><|9.88|>it back correctly. Clear for the visual approach<|13.56|><|13.56|>to runway 26,<|...
heading, maintain 4000, intercept 26 localizer, American. 1479. American 1479, cleared visual approach runway 26. I have a visual approach, American 1479. American 1479, cleared visual approach runway 26. We've got a communication problem. You're hearing this radio clear because I am saying what I need to say, but some...
00:01:21.014
00:01:36.648
15.633
[{"word": "American", "start": 0.4125000000000085, "end": 0.6535000000000082}, {"word": "1479,", "start": 0.6744999999999948, "end": 0.714500000000001}, {"word": "you", "start": 1.3785000000000025, "end": 1.4185000000000088}, {"word": "said", "start": 1.4784999999999968, "end": 1.6304999999999978}, {"word": "cleared", ...
youtube-atc-2.mp3
en
American 1479. American 1479, if you need a phone number, you can call in, and we can talk about the taste, but you misread the last three transmissions without a call sign and without a runway assignment.
<|0.00|>American 1479. American 1479, if you need a phone number, you can call in, and we can talk about the taste,<|3.74|><|3.74|>but you misread the last three transmissions without a call sign and<|7.24|><|7.24|>without a runway assignment.<|8.26|>
American 1479, you said cleared the approach. I need the runway assignment, which is runway 26, not 25 left or 25 right. You're cleared visual approach runway 26. and you're not reading it back correctly. Clear for the visual approach to runway 26,
00:01:39.397
00:01:47.766
8.369
[{"word": "American", "start": 0.09999999999999432, "end": 0.17099999999999227}, {"word": "1479.", "start": 0.17099999999999227, "end": 0.17099999999999227}, {"word": "American", "start": 0.17099999999999227, "end": 0.465999999999994}, {"word": "1479,", "start": 0.48699999999999477, "end": 0.5679999999999978}, {"word":...
youtube-atc-2.mp3
en
American 1479, do you need a phone number? I'm
<|0.00|>American 1479, do you need a phone number?<|1.88|><|1.88|>I'm<|3.50|>
American 1479. American 1479, if you need a phone number, you can call in, and we can talk about the taste, but you misread the last three transmissions without a call sign and without a runway assignment.
00:01:49.717
00:01:53.311
3.594
[{"word": "American", "start": 0.09999999999999432, "end": 0.36199999999999477}, {"word": "1479,", "start": 0.382000000000005, "end": 0.402000000000001}, {"word": "do", "start": 0.4129999999999967, "end": 0.4129999999999967}, {"word": "you", "start": 0.4129999999999967, "end": 0.4129999999999967}, {"word": "need", "sta...
youtube-atc-2.mp3
en
not going to waste my time. American 1479, contact tower, 118.7. 118.7 American 1479
<|0.00|>not going to waste my time. American<|3.66|><|3.66|>1479, contact tower, 118.7. 118.7 American 1479<|5.72|>
American 1479, do you need a phone number? I'm
00:01:55.639
00:02:01.455
5.816
[{"word": "not", "start": 0.09999999999999432, "end": 0.21999999999998465}, {"word": "going", "start": 0.2799999999999869, "end": 0.5009999999999906}, {"word": "to", "start": 0.5809999999999889, "end": 0.6319999999999908}, {"word": "waste", "start": 0.8629999999999853, "end": 1.043999999999997}, {"word": "my", "start":...
youtube-atc-2.mp3
en
Winter Haven traffic, 455 Uniform Sarah is a mile north of the airport on a midfield crosswind to get to a left downwind for runway 29. We're looking for the guy on 5. We're just shooting a practice approach and we'll be a touch and go from 5. 455 Uniform Sarah, we're looking. We're just on top of the airport right now...
<|0.00|>Winter Haven traffic, 455 Uniform Sarah is a mile north<|3.76|><|3.76|>of the airport on a midfield crosswind to get to a left downwind<|7.62|><|7.62|>for runway 29. We're looking for the guy on 5.<|11.64|><|11.64|>We're just shooting a practice approach and we'll be a<|15.16|><|15.16|>touch and go from<|18.84|...
00:00:07.732
00:00:36.429
28.697001
[{"word": "Winter", "start": 0.09999999999999964, "end": 0.2919999999999989}, {"word": "Haven", "start": 0.512999999999999, "end": 0.6139999999999999}, {"word": "traffic,", "start": 0.7549999999999999, "end": 1.1569999999999991}, {"word": "455", "start": 1.1770000000000005, "end": 1.258}, {"word": "Uniform", "start": 2...
youtube-atc-1.m4a
en
right, we're on a two-mile final for five. Eight-fines to your papa. Winter Haven traffic, tricky. Eight-fines to your papa on a short final for runway five. We'll be a touch and go. Winter Haven. Yeah, I see that. I was just about to go miss, so I'm going to miss. Winter Haven traffic, tricky. Eight-fines to your papa...
<|0.00|>right, we're on a two-mile<|3.60|><|3.60|>final for five. Eight-fines to your papa.<|5.34|><|5.34|>Winter Haven traffic, tricky. Eight-fines to your papa on a short final for runway<|9.16|><|9.16|>five. We'll be a touch and go. Winter Haven.<|11.64|><|11.64|>Yeah, I see that. I was just about to go miss, so I'm...
Winter Haven traffic, 455 Uniform Sarah is a mile north of the airport on a midfield crosswind to get to a left downwind for runway 29. We're looking for the guy on 5. We're just shooting a practice approach and we'll be a touch and go from 5. 455 Uniform Sarah, we're looking. We're just on top of the airport right now...
00:00:38.356
00:01:05.709
27.353001
[{"word": "right,", "start": 0.10000000000000142, "end": 0.2609999999999957}, {"word": "we're", "start": 2.0259999999999962, "end": 2.1469999999999985}, {"word": "on", "start": 2.5079999999999956, "end": 2.5279999999999987}, {"word": "a", "start": 3.370999999999995, "end": 3.370999999999995}, {"word": "two-mile", "star...
youtube-atc-1.m4a
en
Oh, nice. How about if you just shut the fuck up if you're in a pickup truck and ain't worried about flying an airplane then, dickhead? Kick rocks, man.
<|0.00|>Oh, nice. How about if you just shut the fuck up if<|3.54|><|3.54|>you're in a pickup truck and ain't worried about flying an airplane then, dickhead?<|6.90|><|6.90|>Kick rocks, man.<|9.64|>
right, we're on a two-mile final for five. Eight-fines to your papa. Winter Haven traffic, tricky. Eight-fines to your papa on a short final for runway five. We'll be a touch and go. Winter Haven. Yeah, I see that. I was just about to go miss, so I'm going to miss. Winter Haven traffic, tricky. Eight-fines to your papa...
00:01:07.678
00:01:17.423
9.745
[{"word": "Oh,", "start": 0.09999999999999432, "end": 0.11999999999999034}, {"word": "nice.", "start": 0.18099999999998317, "end": 0.340999999999994}, {"word": "How", "start": 1.8279999999999887, "end": 1.907999999999987}, {"word": "about", "start": 2.008999999999986, "end": 2.1799999999999926}, {"word": "if", "start":...
youtube-atc-1.m4a
en
You obviously don't need to be flying an airplane if you have an attitude like
<|0.00|>You obviously don't need to be flying an airplane if you have an attitude like<|2.40|>
Oh, nice. How about if you just shut the fuck up if you're in a pickup truck and ain't worried about flying an airplane then, dickhead? Kick rocks, man.
00:01:21.366
00:01:23.873
2.507
[{"word": "You", "start": 0.09999999999999432, "end": 0.17300000000000182}, {"word": "obviously", "start": 0.21399999999999864, "end": 0.4170000000000016}, {"word": "don't", "start": 0.49800000000000466, "end": 0.5990000000000038}, {"word": "need", "start": 0.6400000000000006, "end": 0.7409999999999997}, {"word": "to",...
youtube-atc-1.m4a
en
check the APAC here. I'll put the patterns to the north.
<|0.00|>check the APAC here. I'll put the patterns to the north.<|2.22|>
00:01:24.829
00:01:27.151
2.322
[{"word": "check", "start": 0.09999999999999432, "end": 0.2219999999999942}, {"word": "the", "start": 0.262999999999991, "end": 0.3229999999999933}, {"word": "APAC", "start": 0.6609999999999872, "end": 0.6609999999999872}, {"word": "here.", "start": 0.7009999999999934, "end": 0.833999999999989}, {"word": "I'll", "start...
youtube-atc-1.m4a
en

atc-draft-with-confidence-filter

Speech dataset prepared with Trelis Studio.

Statistics

Metric Value
Source files 2
Train samples 12
Total duration 3.5 minutes

Columns

Column Type Description
audio Audio Audio segment (16kHz) - speech only, extracted from aligned regions
text string Plain transcription (no timestamps)
text_ts string Transcription with Whisper timestamp tokens
preconditioning string Previous segment's plain text (empty for first segment of each source file)
start_time string Segment start in original audio (HH:MM:SS.mmm)
end_time string Segment end in original audio (HH:MM:SS.mmm)
speech_duration float Duration of speech in segment (excluding silence)
word_timestamps string Word-level timestamps as JSON (relative to speech-only audio)
source_file string Original audio filename
language string ISO 639-1 language code for Whisper language token (e.g., en, el)

Speech Segmentation

For .txt transcripts, CTC alignment produces word-level timestamps that define speech boundaries. The full audio is treated as a single speech region and split at word boundaries into ~20s chunks. For .srt/.vtt files, transcript timestamps define segments. Timestamps are relative to the extracted speech audio within each chunk.

Training Usage

2-bucket approach (default)

  • Bucket A (50%): Use text column - plain transcription without timestamps
  • Bucket B (50%): Use text_ts column - transcription with Whisper timestamp tokens

4-bucket approach (with preconditioning)

  • Bucket A (25%): text only (no timestamps, no preconditioning)
  • Bucket A' (25%): preconditioning + text (previous segment context, no timestamps)
  • Bucket B (25%): text_ts only (timestamps, no preconditioning)
  • Bucket B' (25%): preconditioning + text_ts (previous segment context + timestamps)

Preconditioning prepends the previous segment's text to teach the model conversational continuity. Bucket ratios are configurable at training time.

Usage

from datasets import load_dataset

dataset = load_dataset("Trelis/atc-draft-with-confidence-filter")

Prepared with Trelis Studio

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