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mrzbrt
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distilhubert-finetuned-gtzan

Audio Classification
Transformers
TensorBoard
Safetensors
hubert
Generated from Trainer
Eval Results
Inference Endpoints
Model card Files Metrics Community
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  1. README.md +86 -0
  2. config.json +678 -0
  3. model.safetensors +3 -0
  4. preprocessor_config.json +9 -0
  5. runs/Dec24_11-15-51_52d39fffe3b5/events.out.tfevents.1703416555.52d39fffe3b5.1467.0 +3 -0
  6. runs/Dec24_11-15-51_52d39fffe3b5/events.out.tfevents.1703417959.52d39fffe3b5.1467.1 +3 -0
  7. training_args.bin +3 -0
README.md ADDED
@@ -0,0 +1,86 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: apache-2.0
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+ base_model: ntu-spml/distilhubert
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+ tags:
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+ - generated_from_trainer
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+ datasets:
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+ - audiofolder
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+ metrics:
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+ - accuracy
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+ model-index:
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+ - name: distilhubert-finetuned-gtzan
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+ results:
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+ - task:
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+ name: Audio Classification
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+ type: audio-classification
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+ dataset:
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+ name: audiofolder
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+ type: audiofolder
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+ config: default
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+ split: train
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+ args: default
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+ metrics:
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+ - name: Accuracy
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+ type: accuracy
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+ value: 0.0
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # distilhubert-finetuned-gtzan
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+
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+ This model is a fine-tuned version of [ntu-spml/distilhubert](https://huggingface.co/ntu-spml/distilhubert) on the audiofolder dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 5.7174
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+ - Accuracy: 0.0
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 5e-05
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+ - train_batch_size: 8
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+ - eval_batch_size: 8
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+ - seed: 42
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - lr_scheduler_warmup_ratio: 0.1
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+ - num_epochs: 10
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+ - mixed_precision_training: Native AMP
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Accuracy |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------:|
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+ | 5.6861 | 1.0 | 61 | 5.7174 | 0.0 |
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+ | 5.573 | 2.0 | 122 | 5.7429 | 0.0 |
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+ | 5.4992 | 3.0 | 183 | 5.7735 | 0.0 |
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+ | 5.3129 | 4.0 | 244 | 5.7965 | 0.0 |
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+ | 5.3243 | 5.0 | 305 | 5.8150 | 0.0 |
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+ | 5.2456 | 6.0 | 366 | 5.7999 | 0.0 |
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+ | 4.8339 | 7.0 | 427 | 5.8090 | 0.0 |
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+ | 5.0512 | 8.0 | 488 | 5.8288 | 0.0 |
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+ | 4.7789 | 9.0 | 549 | 5.8143 | 0.0 |
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+ | 5.1463 | 10.0 | 610 | 5.8238 | 0.0 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.36.2
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+ - Pytorch 2.1.0+cu121
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+ - Datasets 2.16.0
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+ - Tokenizers 0.15.0
config.json ADDED
@@ -0,0 +1,678 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "_name_or_path": "ntu-spml/distilhubert",
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+ "activation_dropout": 0.1,
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+ "apply_spec_augment": false,
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+ "architectures": [
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+ "HubertForSequenceClassification"
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+ ],
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+ "attention_dropout": 0.1,
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+ "bos_token_id": 1,
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+ "classifier_proj_size": 256,
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+ "conv_bias": false,
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+ "conv_dim": [
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+ 512,
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+ 512,
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+ 512,
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+ 512,
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+ 512,
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+ 512,
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+ 512
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+ ],
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+ "conv_kernel": [
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+ 10,
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+ 3,
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+ 3,
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+ 3,
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+ 3,
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+ 2,
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+ 2
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+ ],
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+ "conv_stride": [
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+ 5,
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+ 2,
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+ 2,
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+ 2,
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+ 2,
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+ 2,
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+ 2
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+ ],
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+ "ctc_loss_reduction": "sum",
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+ "ctc_zero_infinity": false,
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+ "do_stable_layer_norm": false,
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+ "eos_token_id": 2,
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+ "feat_extract_activation": "gelu",
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+ "feat_extract_norm": "group",
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+ "feat_proj_dropout": 0.0,
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+ "feat_proj_layer_norm": false,
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+ "final_dropout": 0.0,
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+ "hidden_act": "gelu",
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+ "hidden_dropout": 0.1,
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+ "hidden_size": 768,
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+ "id2label": {
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+ "0": "['Breathlike sound', 'Drone']",
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+ "1": "['Breathlike sound', 'Noisy sound', 'Noise', 'Textural', 'Instrumental']",
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+ "10": "['Cluster sound', 'Chop', 'Glitch']",
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+ "100": "['Harmonic sound', 'Inharmonic sound', 'Composite or Stratified sound', 'Combination or harmonic sounds', 'Textural']",
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+ "101": "['Harmonic sound', 'Inharmonic sound', 'Instrumental']",
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+ "102": "['Harmonic sound', 'Inharmonic sound', 'Noise', 'Textural', 'Instrumental']",
58
+ "103": "['Harmonic sound', 'Inharmonic sound', 'Noisy sound', 'Drone', 'Stab (attack resonance)', 'Noise', 'Instrumental']",
59
+ "104": "['Harmonic sound', 'Inharmonic sound', 'Noisy sound', 'Drone']",
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+ "105": "['Harmonic sound', 'Inharmonic sound', 'Soundscape', 'Glitch', 'Instrumental']",
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+ "106": "['Harmonic sound', 'Inharmonic sound', 'Soundscape']",
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+ "107": "['Harmonic sound', 'Instrumental', 'Chirp']",
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+ "108": "['Harmonic sound', 'Instrumental']",
64
+ "109": "['Harmonic sound', 'Noisy sound', 'Composite or Stratified sound', 'Combination or harmonic sounds', 'Synthesis', 'Honk']",
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+ "11": "['Cluster sound', 'Chop', 'Impact', 'Synthesis']",
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+ "110": "['Harmonic sound', 'Noisy sound', 'Composite or Stratified sound', 'Drone', 'Glitch', 'Synthesis', 'Noise', 'Percussive']",
67
+ "111": "['Harmonic sound', 'Noisy sound', 'Composite or Stratified sound', 'Noise', 'Textural', 'Instrumental']",
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+ "112": "['Harmonic sound', 'Noisy sound', 'Drone', 'Synthesis', 'Noise']",
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+ "113": "['Harmonic sound', 'Noisy sound', 'Drone', 'Synthesis']",
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+ "114": "['Harmonic sound', 'Noisy sound', 'Glitch']",
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+ "115": "['Harmonic sound', 'Noisy sound', 'Instrumental']",
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+ "116": "['Harmonic sound', 'Noisy sound', 'Soundscape', 'Synthesis', 'Noise']",
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+ "117": "['Harmonic sound', 'Noisy sound', 'Synthesis', 'Noise']",
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+ "118": "['Harmonic sound', 'Soundscape', 'Vocal', 'Choral']",
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+ "119": "['Harmonic sound', 'Stab (attack resonance)', 'Instrumental', 'Percussive']",
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+ "12": "['Cluster sound', 'Composite or Stratified sound', 'Percussive']",
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+ "120": "['Harmonic sound', 'Stab (attack resonance)', 'Instrumental']",
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+ "121": "['Harmonic sound', 'Stab (attack resonance)', 'Noise']",
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+ "122": "['Harmonic sound', 'Stab (attack resonance)', 'Percussive']",
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+ "123": "['Harmonic sound', 'Sub', 'Synthesis']",
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+ "124": "['Harmonic sound', 'Synthesis', 'Instrumental', 'Percussive']",
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+ "125": "['Harmonic sound', 'Synthesis', 'Instrumental']",
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+ "126": "['Harmonic sound', 'Synthesis', 'Textural']",
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+ "127": "['Harmonic sound', 'Synthesis']",
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+ "128": "['Harmonic sound', 'Textural', 'Instrumental']",
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+ "129": "['Harmonic sound', 'Textural']",
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+ "13": "['Cluster sound', 'Drone']",
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+ "130": "['Harmonic sound', 'Vocal', 'Textural', 'Choral']",
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+ "131": "['Harmonic sound']",
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+ "132": "['Impact', 'Stab (attack resonance)', 'Synthesis', 'Percussive']",
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+ "133": "['Impact', 'Synthesis']",
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+ "134": "['Inharmonic sound', 'Breathlike sound', 'Composite or Stratified sound', 'Vocal', 'Textural', 'Percussive']",
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+ "135": "['Inharmonic sound', 'Breathlike sound', 'Noisy sound', 'Composite or Stratified sound', 'Soundscape', 'Impact', 'Stab (attack resonance)', 'Synthesis', 'Noise']",
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+ "136": "['Inharmonic sound', 'Breathlike sound', 'Noisy sound', 'Noise', 'Percussive']",
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+ "137": "['Inharmonic sound', 'Breathlike sound', 'Noisy sound', 'Vocal', 'Textural', 'Percussive']",
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+ "138": "['Inharmonic sound', 'Breathlike sound', 'Soundscape', 'Crackle']",
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+ "139": "['Inharmonic sound', 'Breathlike sound', 'Soundscape', 'Glitch', 'Crackle', 'Noise', 'Textural']",
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+ "14": "['Cluster sound', 'Glitch', 'Crackle']",
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+ "140": "['Inharmonic sound', 'Chirp']",
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+ "141": "['Inharmonic sound', 'Chop', 'Glitch', 'Scratch', 'Crackle']",
101
+ "142": "['Inharmonic sound', 'Cluster sound', 'Crackle', 'Percussive']",
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+ "143": "['Inharmonic sound', 'Cluster sound', 'Glitch', 'Noise']",
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+ "144": "['Inharmonic sound', 'Cluster sound', 'Glitch', 'Stab (attack resonance)']",
104
+ "145": "['Inharmonic sound', 'Cluster sound', 'Glitch', 'Synthesis', 'Percussive']",
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+ "146": "['Inharmonic sound', 'Cluster sound', 'Impact']",
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+ "147": "['Inharmonic sound', 'Cluster sound', 'Noisy sound', 'Chop', 'Glitch', 'Percussive']",
107
+ "148": "['Inharmonic sound', 'Combination or harmonic sounds', 'Drone', 'Synthesis']",
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+ "149": "['Inharmonic sound', 'Combination or harmonic sounds', 'Synthesis', 'Instrumental']",
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+ "15": "['Cluster sound', 'Glitch', 'Synthesis', 'Textural']",
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+ "150": "['Inharmonic sound', 'Composite or Stratified sound', 'Combination or harmonic sounds', 'Drone', 'Textural']",
111
+ "151": "['Inharmonic sound', 'Composite or Stratified sound', 'Combination or harmonic sounds', 'Impact', 'Synthesis', 'Percussive']",
112
+ "152": "['Inharmonic sound', 'Composite or Stratified sound', 'Combination or harmonic sounds', 'Soundscape', 'Synthesis']",
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+ "153": "['Inharmonic sound', 'Composite or Stratified sound', 'Combination or harmonic sounds', 'Synthesis', 'Scratch', 'Textural']",
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+ "154": "['Inharmonic sound', 'Composite or Stratified sound', 'Drone', 'Synthesis', 'Crackle', 'Noise']",
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+ "155": "['Inharmonic sound', 'Composite or Stratified sound', 'Drone', 'Synthesis', 'Crackle']",
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+ "156": "['Inharmonic sound', 'Composite or Stratified sound', 'Drone', 'Synthesis']",
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+ "157": "['Inharmonic sound', 'Composite or Stratified sound', 'Glitch', 'Impact', 'Synthesis', 'Percussive']",
118
+ "158": "['Inharmonic sound', 'Composite or Stratified sound', 'Glitch', 'Synthesis']",
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+ "159": "['Inharmonic sound', 'Composite or Stratified sound', 'Scratch', 'Instrumental']",
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+ "16": "['Cluster sound', 'Glitch']",
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+ "160": "['Inharmonic sound', 'Composite or Stratified sound', 'Soundscape', 'Synthesis', 'Crackle', 'Textural']",
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+ "161": "['Inharmonic sound', 'Composite or Stratified sound', 'Soundscape']",
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+ "162": "['Inharmonic sound', 'Composite or Stratified sound', 'Synthesis', 'Crackle']",
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+ "163": "['Inharmonic sound', 'Composite or Stratified sound', 'Synthesis', 'Textural']",
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+ "164": "['Inharmonic sound', 'Composite or Stratified sound', 'Vocal', 'Noise', 'Textural']",
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+ "165": "['Inharmonic sound', 'Crackle', 'Noise']",
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+ "166": "['Inharmonic sound', 'Crackle', 'Percussive']",
128
+ "167": "['Inharmonic sound', 'Crackle']",
129
+ "168": "['Inharmonic sound', 'Drone', 'Noise']",
130
+ "169": "['Inharmonic sound', 'Drone', 'Sub']",
131
+ "17": "['Cluster sound', 'Impact', 'Stab (attack resonance)']",
132
+ "170": "['Inharmonic sound', 'Drone', 'Synthesis', 'Noise']",
133
+ "171": "['Inharmonic sound', 'Drone', 'Synthesis', 'Textural']",
134
+ "172": "['Inharmonic sound', 'Drone', 'Synthesis']",
135
+ "173": "['Inharmonic sound', 'Drone']",
136
+ "174": "['Inharmonic sound', 'Glitch', 'Noise', 'Percussive']",
137
+ "175": "['Inharmonic sound', 'Glitch', 'Percussive']",
138
+ "176": "['Inharmonic sound', 'Glitch', 'Synthesis', 'Chirp', 'Percussive']",
139
+ "177": "['Inharmonic sound', 'Glitch', 'Synthesis', 'Noise', 'Percussive']",
140
+ "178": "['Inharmonic sound', 'Glitch', 'Synthesis', 'Textural']",
141
+ "179": "['Inharmonic sound', 'Glitch', 'Synthesis']",
142
+ "18": "['Cluster sound', 'Impact', 'Synthesis', 'Percussive']",
143
+ "180": "['Inharmonic sound', 'Glitch', 'Vocal']",
144
+ "181": "['Inharmonic sound', 'Glitch']",
145
+ "182": "['Inharmonic sound', 'Impact']",
146
+ "183": "['Inharmonic sound', 'Instrumental', 'Percussive']",
147
+ "184": "['Inharmonic sound', 'Instrumental']",
148
+ "185": "['Inharmonic sound', 'Noise']",
149
+ "186": "['Inharmonic sound', 'Noisy sound', 'Composite or Stratified sound', 'Chop', 'Glitch', 'Vocal', 'Crackle', 'Noise', 'Textural']",
150
+ "187": "['Inharmonic sound', 'Noisy sound', 'Composite or Stratified sound', 'Drone', 'Glitch', 'Synthesis', 'Noise']",
151
+ "188": "['Inharmonic sound', 'Noisy sound', 'Composite or Stratified sound', 'Glitch', 'Synthesis', 'Crackle', 'Noise']",
152
+ "189": "['Inharmonic sound', 'Noisy sound', 'Composite or Stratified sound', 'Percussive']",
153
+ "19": "['Cluster sound', 'Impact', 'Synthesis', 'Vocal']",
154
+ "190": "['Inharmonic sound', 'Noisy sound', 'Composite or Stratified sound', 'Soundscape', 'Crackle', 'Noise', 'Textural']",
155
+ "191": "['Inharmonic sound', 'Noisy sound', 'Composite or Stratified sound', 'Synthesis']",
156
+ "192": "['Inharmonic sound', 'Noisy sound', 'Crackle', 'Noise']",
157
+ "193": "['Inharmonic sound', 'Noisy sound', 'Crackle', 'Textural']",
158
+ "194": "['Inharmonic sound', 'Noisy sound', 'Crackle']",
159
+ "195": "['Inharmonic sound', 'Noisy sound', 'Drone', 'Sub', 'Glitch', 'Noise', 'Textural', 'Instrumental']",
160
+ "196": "['Inharmonic sound', 'Noisy sound', 'Glitch', 'Noise']",
161
+ "197": "['Inharmonic sound', 'Noisy sound', 'Glitch', 'Synthesis', 'Noise', 'Percussive']",
162
+ "198": "['Inharmonic sound', 'Noisy sound', 'Glitch', 'Synthesis', 'Noise']",
163
+ "199": "['Inharmonic sound', 'Noisy sound', 'Glitch']",
164
+ "2": "['Breathlike sound', 'Noisy sound', 'Noise', 'Textural']",
165
+ "20": "['Cluster sound', 'Impact']",
166
+ "200": "['Inharmonic sound', 'Noisy sound', 'Impact', 'Synthesis', 'Noise', 'Percussive']",
167
+ "201": "['Inharmonic sound', 'Noisy sound', 'Impact', 'Textural']",
168
+ "202": "['Inharmonic sound', 'Noisy sound', 'Noise', 'Textural']",
169
+ "203": "['Inharmonic sound', 'Noisy sound', 'Noise']",
170
+ "204": "['Inharmonic sound', 'Noisy sound', 'Percussive']",
171
+ "205": "['Inharmonic sound', 'Noisy sound', 'Scratch', 'Crackle', 'Noise', 'Chirp']",
172
+ "206": "['Inharmonic sound', 'Noisy sound', 'Scratch', 'Crackle', 'Noise', 'Instrumental']",
173
+ "207": "['Inharmonic sound', 'Noisy sound', 'Sub', 'Glitch', 'Impact', 'Noise']",
174
+ "208": "['Inharmonic sound', 'Noisy sound', 'Sub', 'Synthesis', 'Noise']",
175
+ "209": "['Inharmonic sound', 'Noisy sound', 'Synthesis', 'Noise']",
176
+ "21": "['Cluster sound', 'Noisy sound', 'Drone', 'Noise']",
177
+ "210": "['Inharmonic sound', 'Noisy sound', 'Vocal']",
178
+ "211": "['Inharmonic sound', 'Noisy sound']",
179
+ "212": "['Inharmonic sound', 'Percussive']",
180
+ "213": "['Inharmonic sound', 'Soundscape', 'Textural']",
181
+ "214": "['Inharmonic sound', 'Soundscape']",
182
+ "215": "['Inharmonic sound', 'Stab (attack resonance)', 'Instrumental']",
183
+ "216": "['Inharmonic sound', 'Sub', 'Textural']",
184
+ "217": "['Inharmonic sound', 'Synthesis', 'Chirp']",
185
+ "218": "['Inharmonic sound', 'Synthesis', 'Noise', 'Percussive']",
186
+ "219": "['Inharmonic sound', 'Synthesis', 'Noise']",
187
+ "22": "['Cluster sound', 'Noisy sound', 'Glitch', 'Textural']",
188
+ "220": "['Inharmonic sound', 'Synthesis', 'Percussive']",
189
+ "221": "['Inharmonic sound', 'Synthesis', 'Textural']",
190
+ "222": "['Inharmonic sound', 'Synthesis']",
191
+ "223": "['Inharmonic sound', 'Textural', 'Instrumental']",
192
+ "224": "['Inharmonic sound', 'Textural']",
193
+ "225": "['Inharmonic sound', 'Vocal']",
194
+ "226": "['Inharmonic sound']",
195
+ "227": "['Instrumental', 'Percussive']",
196
+ "228": "['Instrumental']",
197
+ "229": "['Noise']",
198
+ "23": "['Cluster sound', 'Noisy sound', 'Synthesis']",
199
+ "230": "['Noisy sound', 'Composite or Stratified sound', 'Combination or harmonic sounds', 'Instrumental']",
200
+ "231": "['Noisy sound', 'Composite or Stratified sound', 'Drone', 'Glitch', 'Noise', 'Textural']",
201
+ "232": "['Noisy sound', 'Composite or Stratified sound', 'Drone', 'Synthesis', 'Noise']",
202
+ "233": "['Noisy sound', 'Composite or Stratified sound', 'Glitch', 'Noise', 'Percussive']",
203
+ "234": "['Noisy sound', 'Composite or Stratified sound', 'Glitch', 'Scratch', 'Crackle', 'Noise', 'Textural']",
204
+ "235": "['Noisy sound', 'Composite or Stratified sound', 'Soundscape', 'Crackle']",
205
+ "236": "['Noisy sound', 'Composite or Stratified sound', 'Soundscape', 'Drone', 'Crackle', 'Noise', 'Textural']",
206
+ "237": "['Noisy sound', 'Composite or Stratified sound', 'Soundscape', 'Glitch', 'Noise', 'Textural']",
207
+ "238": "['Noisy sound', 'Composite or Stratified sound', 'Soundscape', 'Impact', 'Stab (attack resonance)']",
208
+ "239": "['Noisy sound', 'Composite or Stratified sound', 'Soundscape', 'Percussive']",
209
+ "24": "['Cluster sound', 'Sub']",
210
+ "240": "['Noisy sound', 'Composite or Stratified sound', 'Sub', 'Glitch', 'Impact', 'Synthesis']",
211
+ "241": "['Noisy sound', 'Composite or Stratified sound', 'Synthesis', 'Noise']",
212
+ "242": "['Noisy sound', 'Composite or Stratified sound']",
213
+ "243": "['Noisy sound', 'Crackle', 'Instrumental']",
214
+ "244": "['Noisy sound', 'Crackle', 'Noise', 'Textural']",
215
+ "245": "['Noisy sound', 'Crackle']",
216
+ "246": "['Noisy sound', 'Drone', 'Honk']",
217
+ "247": "['Noisy sound', 'Drone']",
218
+ "248": "['Noisy sound', 'Glitch', 'Crackle', 'Noise', 'Textural']",
219
+ "249": "['Noisy sound', 'Glitch', 'Noise', 'Percussive']",
220
+ "25": "['Cluster sound', 'Synthesis']",
221
+ "250": "['Noisy sound', 'Glitch', 'Noise', 'Textural', 'Percussive']",
222
+ "251": "['Noisy sound', 'Glitch', 'Noise', 'Textural']",
223
+ "252": "['Noisy sound', 'Glitch', 'Noise']",
224
+ "253": "['Noisy sound', 'Glitch', 'Synthesis', 'Noise']",
225
+ "254": "['Noisy sound', 'Glitch']",
226
+ "255": "['Noisy sound', 'Impact']",
227
+ "256": "['Noisy sound', 'Noise']",
228
+ "257": "['Noisy sound', 'Percussive']",
229
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230
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+ "262": "['Noisy sound', 'Soundscape', 'Textural']",
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+ "265": "['Noisy sound', 'Sub', 'Glitch', 'Synthesis', 'Noise']",
238
+ "266": "['Noisy sound', 'Sub', 'Glitch', 'Synthesis']",
239
+ "267": "['Noisy sound', 'Synthesis', 'Noise', 'Textural']",
240
+ "268": "['Percussive']",
241
+ "269": "['Sinusoidal sound', 'Harmonic sound', 'Inharmonic sound', 'Cluster sound', 'Breathlike sound', 'Noisy sound', 'Composite or Stratified sound', 'Combination or harmonic sounds', 'Soundscape', 'Drone', 'Chop', 'Sub', 'Glitch', 'Impact', 'Stab (attack resonance)', 'Synthesis', 'Vocal', 'Scratch', 'Crackle', 'Noise', 'Textural', 'Instrumental', 'Chirp', 'Percussive', 'Honk', 'Choral']",
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+ "272": "['Sinusoidal sound', 'Harmonic sound', 'Noisy sound', 'Composite or Stratified sound', 'Combination or harmonic sounds', 'Drone', 'Glitch', 'Synthesis', 'Crackle', 'Textural']",
246
+ "273": "['Sinusoidal sound', 'Harmonic sound', 'Noisy sound', 'Synthesis']",
247
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+ "275": "['Sinusoidal sound', 'Inharmonic sound', 'Cluster sound', 'Breathlike sound', 'Noisy sound', 'Composite or Stratified sound']",
249
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+ "277": "['Sinusoidal sound', 'Inharmonic sound', 'Cluster sound', 'Composite or Stratified sound', 'Combination or harmonic sounds', 'Drone', 'Synthesis', 'Choral']",
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+ "278": "['Sinusoidal sound', 'Inharmonic sound', 'Cluster sound', 'Synthesis']",
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+ "279": "['Sinusoidal sound', 'Inharmonic sound', 'Composite or Stratified sound', 'Combination or harmonic sounds', 'Soundscape', 'Synthesis']",
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+ "28": "['Combination or harmonic sounds', 'Synthesis']",
254
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255
+ "281": "['Sinusoidal sound', 'Inharmonic sound', 'Sub']",
256
+ "282": "['Sinusoidal sound', 'Noisy sound', 'Percussive']",
257
+ "283": "['Sinusoidal sound', 'Synthesis', 'Chirp']",
258
+ "284": "['Sinusoidal sound', 'Synthesis']",
259
+ "285": "['Soundscape', 'Chop', 'Sub', 'Stab (attack resonance)', 'Instrumental']",
260
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263
+ "289": "['Soundscape']",
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+ "292": "['Sub', 'Textural']",
268
+ "293": "['Synthesis', 'Textural']",
269
+ "294": "['Synthesis']",
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+ "295": "['Textural']",
271
+ "296": "['Vocal', 'Choral']",
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+ "297": "['Vocal', 'Instrumental', 'Percussive']",
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+ "298": "['Vocal', 'Percussive']",
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+ "299": "['Vocal']",
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+ "30": "['Combination or harmonic sounds', 'Vocal', 'Choral']",
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+ "300": "[]",
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+ "32": "['Composite or Stratified sound', 'Chop', 'Synthesis']",
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+ "5": "['Breathlike sound', 'Vocal', 'Crackle', 'Noise']",
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+ "50": "['Composite or Stratified sound']",
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+ "52": "['Crackle']",
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+ "53": "['Drone', 'Crackle', 'Noise']",
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+ "54": "['Drone', 'Instrumental']",
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+ "55": "['Drone', 'Synthesis', 'Textural']",
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+ "56": "['Drone', 'Synthesis']",
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+ "59": "['Glitch', 'Synthesis', 'Textural']",
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+ "6": "['Chop', 'Glitch', 'Noise']",
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+ "60": "['Glitch', 'Synthesis']",
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+ "62": "['Harmonic sound', 'Breathlike sound', 'Soundscape']",
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+ "63": "['Harmonic sound', 'Breathlike sound', 'Synthesis']",
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+ "64": "['Harmonic sound', 'Breathlike sound', 'Textural', 'Instrumental']",
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+ "7": "['Chop', 'Impact', 'Noise']",
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+ "79": "['Harmonic sound', 'Composite or Stratified sound', 'Drone', 'Textural', 'Choral']",
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+ "8": "['Choral']",
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+ "99": "['Harmonic sound', 'Inharmonic sound', 'Combination or harmonic sounds', 'Synthesis', 'Textural', 'Percussive']"
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