text stringlengths 4 899 | duration float64 3 30 | speaker stringlengths 16 25 | language stringclasses 1
value | dnsmos float64 2.4 3.67 | emotion_caption stringlengths 80 332 | emotion_annotation dict | characters_per_second float64 0.27 243 | wavelm_timbre_embedding listlengths 128 128 | audio audioduration (s) 3.06 30 | id stringlengths 36 36 | sampling_rate int64 24k 32k | quality_bad_prob float64 0 0.99 | quality_verdict stringclasses 3
values | quality_model stringclasses 2
values | speaker_status stringclasses 3
values | speaker_max_overlap float64 0 1 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Now afterward, Liber now wishes to sell all of his shares in Mercury PLC. | 6.231 | EN_B00075_S04652 | en | 3.1386 | A medium-quality recording of a male speaker, who sounds like an adult, speaking in a somewhat formal tone. He is announcing something, possibly in a public setting. The audio quality is decent, but there is a slight echo. | {
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Analysis Graffiti from enthusiastic patrons is sadly atypical in former libraries, which lack both genders and carrion feeders. Image 2602-124 Ex-bibliothetic possession | 13.327 | EN_B00075_S07232 | en | 3.3871 | A medium-quality recording of a male speaker reading from a document or script. The speaker sounds neutral and informative, with a slightly serious tone. The recording quality is decent, and there is no background noise. | {
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My recommendation is, even if you know them well, write them down. If you're part of a team, collaborate with them and add to your list. It is very difficult to be creative in isolation. | 15.324 | EN_B00075_S06232 | en | 3.4221 | A clear, high-quality recording of a female speaker giving a recommendation. Her tone is calm and encouraging, with a focus on collaboration and shared experience. There are no sound effects or music. | {
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Derry, uh, Derry Slayton is under the weather as well. So. It's going around. Everyone's catching a bug. | 5.229 | EN_B00075_S08872 | en | 3.5249 | A medium-quality recording of a male speaker talking in a conversational tone. He sounds slightly interested and is making a statement about weather. The audio quality is decent, and there is no background noise. | {
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Very small selling hacking on the downside. That's exactly what you want to see in a strong stock. | 5.5 | EN_B00075_S07332 | en | 3.2792 | A medium-quality recording of a male speaker talking in a conversational tone. He sounds slightly interested and is explaining something. The audio quality is decent, and there is no background noise. | {
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... | 18 | [
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I'm getting that book. I got it now, and the book is gorgeous, so. I'm excited for other stuff. Me too. | 6.604 | EN_B00075_S06272 | en | 3.326 | A medium-quality recording of a conversation between two people, a man and a woman. The man sounds enthusiastic and the woman sounds interested. The recording quality is decent, and there is no background noise. | {
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"Bitterness_best": 0.001434326... | 15.748031 | [
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If you can't find a job and we're gonna give you money so you're being paid to not do anything, then why don't you learn something 40 hours a week? And why don't we make it freestanding and easy so it is self-learning? | 10.968 | EN_B00075_S03302 | en | 3.3434 | A medium-quality recording of a male speaker giving advice or instructions. The speaker sounds calm and informative, with a slightly encouraging tone. The recording quality is decent, with no noticeable background noise. | {
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That we do a demo where we will initially like serve whole insects, right? So you can just see the whole thing with antenna and all that stuff. | 7.216 | EN_B00075_S08902 | en | 3.2534 | A medium-quality recording of a male speaker explaining a process. The speaker sounds informative and slightly enthusiastic. The recording quality is decent, with no noticeable background noise. | {
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Okay, so if I understand the question correctly, it's like, uh, in Knative system, we are logging to either the service logs or the container logs, but it's like dumping logs somewhere and then reading it from there. So there's a lag. | 15.42 | EN_B00075_S00962 | en | 3.0443 | A medium-quality recording of a male speaker explaining a technical topic. The speaker sounds neutral and informative. There are no sound effects or music. | {
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Living life for the first time in, I can't do math off the top of my head, but uhm, almost two decades. I don't know wha- | 8.591 | EN_B00075_S07702 | en | 3.2365 | A medium-quality recording of a woman speaking in a conversational tone. She sounds slightly confused and a bit overwhelmed. The recording quality is decent, and there is no background noise. | {
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... | 14.200908 | [
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The new frontier have turned up obviously looking for Javi and Clem. | 4.838 | EN_B00075_S03092 | en | 3.3655 | A medium-quality recording of a male speaker talking in a conversational tone. He sounds slightly interested and is making an observation. The audio quality is decent, and there is no background noise. | {
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Back, correct, and you said I'm just not the right agent because that's not my business model, I'm not gonna drive to Westlake or Thousand Oaks, do all the showings. Then you call me the next day, I don't know if you remember this, this is like 6 years ago? | 13.854 | EN_B00075_S00742 | en | 3.3634 | A medium-quality recording of a conversation between two people. The first speaker sounds slightly annoyed and sarcastic, while the second speaker sounds neutral. The recording quality is decent, and there is no background noise. | {
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"Bitter... | 18.62278 | [
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And there are tougher comparatives, comparatives rather, if I can get my words out from. | 4.805 | EN_B00075_S00022 | en | 3.0892 | A medium-quality recording of a male speaker, who sounds somewhat hesitant and unsure. The audio quality is decent, and there are no noticeable background noises. | {
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Amphibious Construction Battalion 1 is its sister unit based in Coronado, California | 5.654 | EN_B00075_S00402 | en | 3.2336 | A medium-quality recording of a male speaker reading a list of names. The speaker sounds neutral and informative. The recording quality is decent, with no noticeable background noise. | {
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As I mentioned earlier, EAS and FAA historically have led the way in terms of introducing new types of technologies. But clearly here the huge market opportunity lies, you know, in the megacities in Asia. | 11.308 | EN_B00075_S08432 | en | 3.2113 | A medium-quality recording of a male speaker discussing technology and opportunity in a somewhat informative tone. The speaker sounds slightly enthusiastic. There are no sound effects or music. | {
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Environmental effects on human physiology are numerous.One of the most carefully studied effects is the alterations in thermoregulation in the body due to outside stresses. | 14.363 | EN_B00075_S04982 | en | 3.3352 | A clear, high-quality recording of a male speaker giving a lecture or presentation. The speaker sounds neutral and informative, with a slightly serious tone. There are no sound effects or music. | {
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The study found that development of resistant sugar cane varieties is a crucial aspect of disease and pest control and is one of the primary objectives of Brazil's cane genetic improvement programs | 11.461 | EN_B00075_S00452 | en | 3.2216 | A clear, high-quality recording of a female speaker presenting information in a neutral tone. The speaker sounds like an adult and is speaking in a formal setting. | {
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Heat stress is physiologically combated in four ways – radiation, conduction, convection, and evaporation | 9.558 | EN_B00075_S04982 | en | 3.388 | A medium-quality recording of a male speaker describing a physiological compound. The speaker sounds neutral and informative. The recording quality is decent, with no noticeable background noise. | {
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There's no torque that would change her angular momentum either into the board or out of the board. | 7.301 | EN_B00075_S02722 | en | 3.3843 | A medium-quality recording of a male speaker explaining a technical concept. The speaker sounds neutral and informative. The audio quality is decent, with no noticeable background noise. | {
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What effect has lining creeks had on platypus populations? | 4.398 | EN_B00075_S00912 | en | 3.0322 | A medium-quality recording of a male speaker asking a question with a neutral tone. The audio quality is decent, and there are no noticeable background noises. | {
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So there's probably going to be like a little bit of, you know, tone over the teeth because the teeth are sitting back under that. And then I can go into like basically all these window areas. | 10.883 | EN_B00075_S04252 | en | 3.278 | A medium-quality recording of a male speaker describing a visual scene. The speaker sounds calm and descriptive. The recording quality is decent, with no noticeable background noise. | {
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Common reports that historians Lawrence Vasey, C. Van Woodward, Eric Foner, Sean Wilentz, Akira Iriya, and Ian Tyrell have been opponents, while support has come from social scientists Daniel Bell, Seymour Martin Lipset, Alex Inkeleys, Sanford Jacoby, Samuel P. Huntington, Mona Harrington, | 17.372 | EN_B00075_S01502 | en | 3.3188 | A medium-quality recording of a male speaker reading a report. The speaker sounds neutral and informative. There are no sound effects or music. | {
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When zero activates this power inside an object, the hologram will take on the image and properties of the object. | 6.18 | EN_B00075_S06442 | en | 3.4088 | A clear, high-quality recording of a male speaker explaining a concept. The speaker sounds neutral and informative. | {
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Is the length of this line segment. | 4.415 | EN_B00075_S06722 | en | 3.222 | A medium-quality recording of a male speaker asking a question in a slightly formal tone. The speaker sounds neutral and somewhat curious. There are no sound effects or music. | {
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Rewarding experimentation. Nintendo has described the game's approach to open-world design as | 6.027 | EN_B00075_S06482 | en | 3.3199 | A medium-quality recording of a male speaker, likely an adult, speaking in a neutral and informative tone. The audio quality is decent, and there are no noticeable background noises. | {
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The gestures. However, the gestures are still something you gotta remember in your brain to do every time. So if you're new and you're thinking about buying one of these, just embrace it because this is the future of the iPhone and you're gonna have to accept it if you want to use iPhones going forward. They're all go... | 17.468 | EN_B00075_S09492 | en | 3.3387 | A medium-quality recording of a male speaker explaining a technical topic. The speaker sounds informative and slightly enthusiastic. The audio quality is decent, with no noticeable background noise. | {
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But then when we went into the real world, uh, in a deeper dive workflow shadowing, we discovered there was a deeper need that users really needed to quickly switch from one patient to the next. | 10.812 | EN_B00075_S02502 | en | 3.344 | A high-quality recording of a female speaker explaining a research finding. The speaker sounds interested and informative, with a slightly enthusiastic tone. The audio quality is very good, and there is no background noise. | {
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I just love anthropology because it's just uhm, the combination of the brand plus the | 10.373 | EN_B00075_S02642 | en | 3.3193 | A medium-quality recording of a female speaker expressing her thoughts on acrophany. She sounds slightly amused and interested. The recording quality is decent, and there is no background noise. | {
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Go down this road until you get to a big park. Turn left at the intersection and there's the art gallery. You can't miss it. | 10.034 | EN_B00075_S06522 | en | 3.3445 | A clear, high-quality recording of a female speaker giving directions or instructions. Her tone is calm and informative, with a slight hint of encouragement. There are no sound effects or music. | {
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I'd have to call it a physiology of change that happens where everything, we're cruising along, life is pretty good and then we hit a bump and stuff starts to get chaotic and that's the disorder. | 14.364 | EN_B00075_S00982 | en | 3.1998 | A medium-quality recording of a female speaker discussing a concept with a slightly frustrated tone. The speaker sounds somewhat serious and analytical. There are no sound effects or music. | {
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It's a good approximation to a lot of things, but nothing obeys it perfectly. So in 131, you might have seen this graph for the force. | 9.695 | EN_B00075_S08542 | en | 3.2926 | A medium-quality recording of a male speaker explaining something. He sounds calm and informative. The recording quality is decent, and there is no background noise. | {
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Let's take a look at this, um, uh, other data sets. So what is that? These are like, um, transcriptome profiles, um, for four primary human airway, smooth muscle cells and two conditions, um, control, um, and treatment with a certain drug. Okay. | 20.51 | EN_B00075_S06382 | en | 3.1308 | A medium-quality recording of a male speaker explaining a technical concept. The speaker sounds neutral and informative. There are no sound effects or music. | {
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== Regulated growth, the late 1800s to early 1900s == | 6.588 | EN_B00075_S01022 | en | 3.4107 | A medium-quality recording of a female speaker, likely an adult, speaking in a neutral and informative tone. The audio quality is decent, and there are no noticeable background noises. | {
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So if you have an accuracy of 80 plus minus 2% confidence interval, that means the accuracy is somewhere between 78 or 82%. | 8.557 | EN_B00075_S04902 | en | 3.2066 | A medium-quality recording of a male speaker discussing a technical topic. The speaker sounds neutral and informative, with a slightly monotone delivery. There are no sound effects or music. | {
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Asset holding companies, under normal circumstances, are key to keeping the cash flowing in corporate debt markets. Furthermore, in bizarre times like this last year of corporate defaults, Huarong's role in observing and disposing of lenders' sour debt is worth preserving to support the banking sector clean up. | 19.772 | EN_B00075_S05542 | en | 3.318 | A medium-quality recording of a male speaker discussing corporate policy. The speaker sounds informative and slightly concerned. The audio quality is decent, with no noticeable background noise. | {
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"Arousal_best": 1.71875,
"Astonishment_Surprise_best": 0.00469970703125,
"Authenticity_best": 2.71875,
"Awe_best": -0.000009238719940185547,
"Background_Noise_best": 0.6... | 15.830467 | [
-0.08249475806951523,
0.09622887521982193,
0.10498413443565369,
-0.06069008633494377,
0.031370680779218674,
-0.10491151362657547,
0.05420796945691109,
-0.07587607204914093,
0.004797500092536211,
-0.06184272840619087,
0.12870948016643524,
-0.09695467352867126,
-0.08337552100419998,
-0.08181... | 66f59be1-9d34-4310-ab9c-dff7bd892191 | 24,000 | 0.6873 | bad | v1 | null | null |
End of preview. Expand in Data Studio
Emolia Filtered v1 (103,521 samples)
Subset of laion/Emolia processed through the audio_filter pipeline. All samples preserved (good + bad + uncertain), with filter results as additional columns.
Pipeline
| Stage | Model | Purpose |
|---|---|---|
| 1. Quality | Dual LogisticRegression (V1 SR<=24kHz / V3 SR>24kHz) on DSP metrics | Detect noise, clipping, robotic, bandwidth-limited audio |
| 2. Speaker | Pyannote ONNX segmentation-3.0 | Detect overlapping speakers |
Speaker filter runs only on samples that passed quality (verdict=good).
Statistics
| Stage | Count | % |
|---|---|---|
| Total | 103,521 | 100% |
Quality good |
6,622 | 6.4% |
Quality uncertain |
6,085 | 5.9% |
Quality bad |
90,814 | 87.7% |
Speaker GOOD (of quality good) |
5,189 | 78.4% |
Speaker UNCERTAIN |
279 | - |
Speaker BAD |
1,154 | - |
| Final clean (quality=good AND speaker=GOOD) | 5,189 | 5.0% |
Columns
Original (from Emolia)
| Column | Description |
|---|---|
audio |
mp3 audio |
id |
UUID |
text |
transcription |
duration |
seconds |
speaker, language |
source metadata |
dnsmos |
DNS-MOS quality score |
characters_per_second |
text speed |
emotion_caption |
text description of emotion |
emotion_annotation |
56 emotion/quality scores |
wavelm_timbre_embedding |
128-dim speaker embedding |
sampling_rate |
original SR |
Added by filter pipeline
| Column | Description |
|---|---|
quality_bad_prob |
float [0,1], probability of bad quality |
quality_verdict |
good / uncertain / bad |
quality_model |
v1 (SR<=24kHz) or v3 (SR>24kHz) |
speaker_status |
GOOD / UNCERTAIN / BAD / TOO_SHORT / null (only for quality=good) |
speaker_max_overlap |
float [0,1], max overlap probability |
How to find what you need
from datasets import load_dataset
ds = load_dataset("KaniTTS-research-team/emolia_filtered_v1", split="train")
# Clean samples (passed both filters)
clean = ds.filter(lambda x: x["quality_verdict"] == "good" and x["speaker_status"] == "GOOD")
# Quality good (regardless of speaker)
good = ds.filter(lambda x: x["quality_verdict"] == "good")
# Bad samples (for analysis)
bad = ds.filter(lambda x: x["quality_verdict"] == "bad")
# By model (V1 = narrowband, V3 = wideband)
v1 = ds.filter(lambda x: x["quality_model"] == "v1")
v3 = ds.filter(lambda x: x["quality_model"] == "v3")
# Find by id
sample = ds.filter(lambda x: x["id"] == "uuid-here")[0]
Raw JSON results
Full per-sample results in raw_results/:
| File | Records | Description |
|---|---|---|
all_filter_results.json |
103,521 | Quality verdict + bad_prob for every sample |
all_features_full.json |
103,521 | All DSP metrics (12 V1 / 34 V3) |
all_speaker_results.json |
6,622 | Speaker overlap (only quality=good) |
all_filter_metadata.json |
6,622 | Merged filter+speaker metadata |
from huggingface_hub import hf_hub_download
path = hf_hub_download("KaniTTS-research-team/emolia_filtered_v1", "raw_results/all_features_full.json", repo_type="dataset")
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