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LICENSE.md

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+“Dehumaniser 2,” Krotos Ltd., software. [Online]. Available: https://www.krotosaudio.com/dehumaniser-2
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NOTICE

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+Designed Vocalizations Dataset — Third-Party Attribution & Notices
+==================================================================
+
+The Designed Vocalizations Dataset is made available under CC BY 4.0 for the dataset
+compilation and the authors' original contributions, including metadata and original
+annotations. Designed audio clips may incorporate or be adaptations of third-party source
+sounds and therefore remain subject to the applicable source licenses identified per clip.
+
+The third-party sources' licenses and required attributions are listed below and, per clip, as
+columns in the source recordings (the `raw` config): `license`,
+`attribution_required`, `freesound_title`, `freesound_uploader`, `freesound_url`. Redistribution
+of this dataset must preserve this NOTICE file and the per-clip attribution metadata, and must
+comply with the license terms applicable to each source clip.
+
+-----------------------------------------------------------------------
+1. Speech sources
+-----------------------------------------------------------------------
+
+CSTR VCTK Corpus (version 0.92)  —  origin = "vctk"
+  License: Creative Commons Attribution 4.0 International (CC BY 4.0)
+           https://creativecommons.org/licenses/by/4.0/
+  Attribution:
+    "This work includes data from the CSTR VCTK Corpus (version 0.92), provided by the
+     Centre for Speech Technology Research, University of Edinburgh, licensed under CC BY 4.0."
+  Source: https://datashare.ed.ac.uk/handle/10283/3443
+
+Hi-Fi Multi-Speaker English TTS Dataset (Hi-Fi TTS)  —  origin = "hifitts"
+  License: Creative Commons Attribution 4.0 International (CC BY 4.0)
+           https://creativecommons.org/licenses/by/4.0/
+  Attribution:
+    "This work includes data from the Hi-Fi TTS dataset (OpenSLR SLR109), licensed under
+     CC BY 4.0. Hi-Fi TTS is derived from public-domain LibriVox recordings and Project
+     Gutenberg texts."
+  Source: https://www.openslr.org/109/
+
+-----------------------------------------------------------------------
+2. Non-linguistic sources (Freesound)  —  origin = "freesound"
+-----------------------------------------------------------------------
+
+Sounds sourced from Freesound (https://freesound.org) are used under the licenses recorded for
+each clip, including the following. The exact license, original title, original uploader, and
+source link for every Freesound clip are recorded in the per-clip columns of the source
+recordings (the `raw` config).
+
+  - CC0 1.0 (Public Domain Dedication)
+    https://creativecommons.org/publicdomain/zero/1.0/
+    No attribution required.
+
+  - CC BY 3.0  —  https://creativecommons.org/licenses/by/3.0/
+  - CC BY 4.0  —  https://creativecommons.org/licenses/by/4.0/
+    Attribution required. Credit the sound's title, uploader, source page, and license
+    (see the `freesound_title`, `freesound_uploader`, `freesound_url`, and `license` columns),
+    e.g.:
+      "'<freesound_title>' by <freesound_uploader> on Freesound (<freesound_url>), licensed under <license>."
+
+The designed audio in this dataset is produced by applying effects processing to these
+sources. The effect-modified clips are adaptations or derivative works of the corresponding
+source sounds, where applicable, and remain subject to the attribution and other conditions
+of the source license recorded for each clip.
+
+-----------------------------------------------------------------------
+3. Processing tool
+-----------------------------------------------------------------------
+
+The designed clips were produced using the Dehumaniser plugin (Krotos Audio) within a Cubase
+effect chain. Dehumaniser is a third-party commercial product; it was used only to generate
+processed audio outputs — no Dehumaniser software, code, plug-in assets, or proprietary preset
+parameter settings are redistributed with this dataset. Preset names have been anonymized
+(`preset_01`–`preset_47`) in the released dataset.
+
+For built-in Dehumaniser presets, the dataset lists only the generic effect types used (in
+`preset_info.dsp_modules`) — not their internal parameter settings. Full effect chains and
+parame

README.md

@@ -1,3 +1,213 @@
 ---
 license: cc-by-4.0
+pretty_name: Designed Vocalizations Dataset
+language:
+- en
+task_categories:
+- audio-to-audio
+tags:
+- voice-conversion
+- sound-design
+- vocalization
+- speech
+size_categories:
+- 100K<n<1M
+configs:
+- config_name: raw
+  data_files:
+  - split: train
+    path: data/raw/train-*.parquet
+  - split: test
+    path: data/raw/test-*.parquet
+- config_name: designed
+  data_files:
+  - split: train
+    path: data/designed/train-*.parquet
+  - split: test
+    path: data/designed/test-*.parquet
 ---
+
+# Designed Vocalizations Dataset
+
+**[Demo & audio samples](https://ncai-official.github.io/speech/publications/designed-vocalizations-dataset/index.html)**
+
+The **Designed Vocalizations Dataset** supports voice conversion for *designed* vocalizations
+— monster growls, robotic voices, and other sound-designed timbres — an area left
+underexplored by benchmarks that focus on natural human speech. It curates diverse raw vocal
+sources (speech and animal / non-linguistic sounds) and applies professional vocal-effects
+processing to produce corresponding effect-modified variants. A standardized test set with
+explicit seen/unseen splits over source-timbre groups and preset styles enables generalization
+evaluation under controlled conditions.
+
+## Dataset structure
+
+Two configs — `raw` (source recordings) and `designed` (effect-processed clips) — each with a
+`train` and `test` split. One row per clip; the `audio` column holds the clip (44.1 kHz ·
+16-bit mono WAV, embedded).
+
+- **`raw`** — source recordings
+  - `train` — 5,654 training sources (linguistic 3,270 · non-linguistic 2,384)
+  - `test` — 120 evaluation sources (seen-source 60 · unseen-source 60)
+- **`designed`** — effect-processed clips
+  - `train` — 226,160 clips (40 training presets)
+  - `test` — 5,640 references, one per test source × preset (47 presets: seen 40 · unseen 7)
+
+Train is **non-parallel**. `seen-source` = timbre groups present in training; `seen-preset` =
+presets also used in training. Overall: 237,574 clips.
+
+Repo layout:
+
+```
+data/
+    raw/        train-*.parquet, test-*.parquet
+    designed/   train-*.parquet, test-*.parquet
+metadata/
+    preset_info.csv       # per preset: type, module chain
+    preset_chains.json    # full DSP chain + parameters for in-house presets
+    test_pairs.csv        # evaluation pairs + seen/unseen condition
+assets/
+README.md   LICENSE.md   NOTICE
+```
+
+## Usage
+
+```python
+from datasets import load_dataset
+
+REPO = "NCSOFT/Designed-Vocalizations-Dataset"
+
+# config = raw | designed, split = train | test
+ds = load_dataset(REPO, "designed", split="test")   # 5,640 references
+
+example = ds[0]
+audio = example["audio"]            # {"array": np.ndarray, "sampling_rate": 44100, "path": str}
+wav, sr = audio["array"], audio["sampling_rate"]
+print(example["file_path"], example["preset"], example["source"])
+```
+
+Each example is one clip: `audio` decodes to a mono waveform (`array`) at 44.1 kHz, plus that
+config's metadata columns (see [Columns](#columns)). The four combinations:
+
+```python
+load_dataset(REPO, "raw",      split="train")   # 5,654 training sources
+load_dataset(REPO, "raw",      split="test")    # 120 evaluation inputs
+load_dataset(REPO, "designed", split="train")   # 226,160 processed clips
+load_dataset(REPO, "designed", split="test")    # 5,640 references
+```
+
+For a `designed` clip, `source` is the `file_path` of its originating/paired `raw` clip. See
+[`example.py`](example.py) for the full workflows — **train** (non-parallel: raw + designed
+pools) and **test** (parallel: source→reference pairs from `metadata/test_pairs.csv`).
+
+## Columns
+
+Columns are the same across a config's `train` and `test` splits. Every row has `audio` (the
+clip) and `file_path` (original relative path, a stable identifier), plus:
+
+### raw
+
+| Field | Description |
+|---|---|
+| `origin` | `vctk`, `hifitts`, or `freesound` |
+| `source_type` | Source category (e.g. `speech`, `animal`, `interjection`, `monster_mimic`) |
+| `duration` | Clip length in seconds |
+| `license` | `CC0 1.0`, `CC BY 3.0`, or `CC BY 4.0` (URLs in `NOTICE`) |
+| `attribution_required` | `yes` if crediting the creator is required; `no` for CC0 |
+| `freesound_title` / `freesound_uploader` / `freesound_url` / `freesound_tags` | Freesound provenance (empty for speech) |
+| `seen_in_train` | `yes` if the timbre was seen in training (all `yes` in `train`; mixed in `test`) |
+
+### designed
+
+| Field | Description |
+|---|---|
+| `preset` | Preset applied (details in `preset_info.csv`) |
+| `source` | The originating/paired source's `file_path` (in the `raw` config) |
+
+Evaluation conditions are in `metadata/test_pairs.csv`: `seen_split` is `seen_to_seen`,
+`seen_to_unseen`, `unseen_to_seen`, or `unseen_to_unseen` — first term = whether the source was
+seen in training, second = whether the preset was.
+
+## Preset metadata
+
+Two lookup files under `metadata/`, keyed by `preset`.
+
+### preset_info.csv
+Preset characteristics, one row per preset.
+
+| Field | Description |
+|---|---|
+| `preset` | Preset identifier (matches the `preset` column in the `designed` config) |
+| `preset_type` | `in-house` (self-built) or `dehumaniser_builtin` (built on a Dehumaniser stock preset) |
+| `seen_in_train` | `yes` if used in the train split, `no` if test-only (the 7 unseen presets: `preset_26`–`preset_30`, `preset_46`–`preset_47`) |
+| `num_dsp_modules` | Total number of DSP module instances in the chain (an `xN` module counts as N) |
+| `dsp_modules` | Readable module chain; `xN` denotes N instances of a module |
+
+### preset_chains.json
+Full, reproducible DSP chain and parameters for the **in-house** presets (17 of them).
+Built-in Dehumaniser presets are not detailed here (only their effect list, in
+`preset_info.dsp_modules`). Nested JSON keyed by preset name:
+
+```
+{
+  "<preset>": {
+    "summary": "[ Pitch Shifting 1 ∥ Ring Modulator ∥ (Granular → Pitch Shifting 2) ] → Reverb → EQ",
+    "chain": [
+      { "plugin": "Dehumaniser", "branches": [
+          [ { "effect": "Pitch Shifting 1", "params": {...} } ],
+          [ { "effect": "Ring Modulator", "params": {...} } ],
+          [ { "effect": "Granular", "params": {...} },
+            { "effect": "Pitch Shifting 2", "params": {...} } ]
+      ] },
+      { "effect": "Reverb", "params": {...} },
+      { "effect": "EQ", "params": { "bands": [ {"freq": "1598Hz", "gain": "+8.3dB"} ] } }
+    ]
+  }
+}
+```
+
+`chain` runs **in series** in list order. Each stage, and the `summary` field:
+
+- `plugin` — a Dehumaniser stage: a container whose `branches` run **in parallel**, with the
+  effects inside a branch running **in series**.
+- `effect` — a single-effect stage: mostly Dehumaniser's internal modules (Pitch Shifting,
+  Granular, Ring Modulator, …); in-house presets may also add Cubase stock effects (Compressor,
+  EQ, Reverb, Limiter, Distortion).
+- `params` — an effect's settings, usually name/value pairs; for EQ, a `bands` list of
+  freq/gain pairs.
+- `summary` — the chain on one line: `→` series, `∥` parallel, `[ … ]` a summed parallel block,
+  `( … )` a serial sub-chain.
+
+![Example effect chain](assets/preset_chain_example.svg)
+
+*Visualization of the example preset shown above.*
+
+## Licensing
+
+The dataset is made available under **CC BY 4.0** (see `LICENSE.md`) for the dataset compilation
+and the authors' original contributions, including metadata and original annotations. Designed
+audio clips may incorporate or be adaptations of third-party source sounds and therefore remain
+subject to the applicable source licenses identified per clip.
+
+Those sources keep their original licenses — VCTK (CC BY 4.0), HiFi-TTS (CC BY 4.0), and
+Freesound (CC0 / CC BY 3.0 / CC BY 4.0). Their attribution/notice requirements are in
+**`NOTICE`**, with per-clip license, Freesound title, uploader, and source link carried as
+columns in the `raw` config. These must be kept when redistributing.
+
+## Citation
+
+If you use this dataset, please cite:
+
+> S. Lee, M. Kang, Y. Lee, W. Min, C. Lee, and N. Cho, "Designed Vocalizations Dataset:
+> Sound-Designed Human and Animal Voices for Non-human Voice Conversion," in Proc. Interspeech
+> 2026.
+
+```bibtex
+@inproceedings{lee2026designed,
+  title     = {Designed Vocalizations Dataset: Sound-Designed Human and Animal Voices
+               for Non-human Voice Conversion},
+  author    = {Lee, Seolhee and Kang, Minsu and Lee, Yangsun and Min, Woosun and
+               Lee, Choonghyeon and Cho, Namhyun},
+  booktitle = {Proc. Interspeech 2026},
+  year      = {2026}
+}
+```

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example.py

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+"""
+Example usage for the Designed Vocalizations Dataset.
+
+    pip install "datasets<4"
+    python example.py
+
+Two configs — `raw` (source recordings) and `designed` (effect-processed clips) —
+each with a `train` and `test` split.
+
+  TRAIN  non-parallel: the raw and designed train pools are not aligned.
+  TEST   parallel: evaluate the (source -> reference) pairs listed in
+         metadata/test_pairs.csv, each with a seen/unseen condition.
+"""
+import csv
+from datasets import load_dataset
+from huggingface_hub import hf_hub_download
+
+REPO = "NCSOFT/Designed-Vocalizations-Dataset"
+
+# ------------------------------------------------------------------- TRAIN
+# Non-parallel: two independent pools, no pairing between them.
+raw_train = load_dataset(REPO, "raw", split="train")   # 5,654 sources
+print(f"train: {len(raw_train)} raw sources")
+
+# streamed just to keep this example light (drop streaming=True to load fully)
+designed_train = load_dataset(REPO, "designed", split="train", streaming=True)
+clip = next(iter(designed_train))
+wav, sr = clip["audio"]["array"], clip["audio"]["sampling_rate"]   # numpy waveform, 44100 Hz
+print(f"  designed (streamed): {clip['file_path']} | preset {clip['preset']}")
+
+# -------------------------------------------------------------------- TEST
+# Parallel: pair each source with its reference per metadata/test_pairs.csv.
+sources = load_dataset(REPO, "raw", split="test")            # 120 inputs
+references = load_dataset(REPO, "designed", split="test")    # 5,640 references
+
+# index by file_path (selecting a column does not decode audio)
+src_idx = {p: i for i, p in enumerate(sources["file_path"])}
+ref_idx = {p: i for i, p in enumerate(references["file_path"])}
+
+pairs_csv = hf_hub_download(REPO, "metadata/test_pairs.csv", repo_type="dataset")
+pairs = list(csv.DictReader(open(pairs_csv, encoding="utf-8")))
+print(f"test: {len(pairs)} source -> reference pairs")
+
+for pair in pairs[:3]:
+    source = sources[src_idx[pair["source"]]]          # decodes just this row
+    reference = references[ref_idx[pair["reference"]]]
+    src_wav = source["audio"]["array"]
+    ref_wav = reference["audio"]["array"]
+    print(f"  [{pair['seen_split']}] {pair['source']} -> {pair['reference']}")
+    # ... compute your voice-conversion metric between src_wav and ref_wav ...

metadata/preset_chains.json

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+{
+  "preset_31": {
+    "summary": "[ Pitch Shifting 1 ∥ Delay Pitch Shift ∥ Granular ∥ Pitch Shifting 2 ∥ Noise Generator ] → EQ → Compressor → Reverb",
+    "chain": [
+      {
+        "plugin": "Dehumaniser",
+        "branches": [
+          [
+            {
+              "effect": "Pitch Shifting 1",
+              "params": {
+                "Octaves": -1,
+                "Semitones": 0,
+                "Cents": 0
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Delay Pitch Shift",
+              "params": {
+                "Octaves": -1,
+                "Semitones": 2,
+                "Delay Time": 10
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Granular",
+              "params": {
+                "Grain Pitch": 0.53,
+                "Density": 100,
+                "Grain Size": 81
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Pitch Shifting 2",
+              "params": {
+                "Octaves": 0,
+                "Semitones": -4,
+                "Cents": 0
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Noise Generator",
+              "params": {
+                "Bandwidth": 4563,
+                "Center Freq": 7073,
+                "Resonance": 0.18
+              }
+            }
+          ]
+        ]
+      },
+      {
+        "effect": "EQ",
+        "params": {
+          "bands": [
+            {
+              "freq": "2.02kH",
+              "gain": "+3dB"
+            }
+          ]
+        }
+      },
+      {
+        "effect": "Compressor",
+        "params": {
+          "Ratio": "2.41:1",
+          "Threshold": "-30.5dB",
+          "Make Up": "+15.7dB"
+        }
+      },
+      {
+        "effect": "Reverb",
+        "params": {
+          "Tail": "3%",
+          "Level": "0dB",
+          "Wet": "3%"
+        }
+      }
+    ]
+  },
+  "preset_32": {
+    "summary": "[ Pitch Shifting 1 ∥ Ring Modulator ∥ (Granular → Pitch Shifting 2) ] → Reverb → EQ",
+    "chain": [
+      {
+        "plugin": "Dehumaniser",
+        "branches": [
+          [
+            {
+              "effect": "Pitch Shifting 1",
+              "params": {
+                "Octaves": -1,
+                "Semitones": 0,
+                "Cents": -14
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Ring Modulator",
+              "params": {
+                "Depth": 0.38,
+                "Rate": 180
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Granular",
+              "params": {
+                "Grain Pitch": 0.43,
+                "Density": 0,
+                "Grain Size": 77
+              }
+            },
+            {
+              "effect": "Pitch Shifting 2",
+              "params": {
+                "Octaves": -1,
+                "Semitones": 0,
+                "Cents": 0
+              }
+            }
+          ]
+        ]
+      },
+      {
+        "effect": "Reverb",
+        "params": {
+          "preset": "RoomWorks"
+        }
+      },
+      {
+        "effect": "EQ",
+        "params": {
+          "bands": [
+            {
+              "freq": "1598Hz",
+              "gain": "+ 8.3dB"
+            }
+          ]
+        }
+      }
+    ]
+  },
+  "preset_33": {
+    "summary": "[ Pitch Shifting ∥ Delay Pitch Shift ∥ Granular ] → Reverb → EQ",
+    "chain": [
+      {
+        "plugin": "Dehumaniser",
+        "branches": [
+          [
+            {
+              "effect": "Pitch Shifting",
+              "params": {
+                "Octaves": -1,
+                "Semitones": -5,
+                "Cents": 0
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Delay Pitch Shift",
+              "params": {
+                "Octaves": -1,
+                "Semitones": -7,
+                "Delay Time": 0
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Granular",
+              "params": {
+                "Grain Pitch": 0.51,
+                "Density": 100,
+                "Grain Size": 5
+              }
+            }
+          ]
+        ]
+      },
+      {
+        "effect": "Reverb",
+        "params": {
+          "preset": "Room metal"
+        }
+      },
+      {
+        "effect": "EQ",
+        "params": {
+          "bands": [
+            {
+              "freq": "9805Hz",
+              "gain": "+ 4.3dB"
+            }
+          ]
+        }
+      }
+    ]
+  },
+  "preset_34": {
+    "summary": "Compressor → [ (Pitch Shifting 1 → Flanger/Chorus) ∥ Pitch Shifting 2 ∥ Ring Modulator ] → EQ → Reverb → Limiter",
+    "chain": [
+      {
+        "effect": "Compressor",
+        "params": {
+          "Ratio": "4.33:1",
+          "Threshold": "-32dB",
+          "Make Up": "+16.6dB"
+        }
+      },
+      {
+        "plugin": "Dehumaniser",
+        "branches": [
+          [
+            {
+              "effect": "Pitch Shifting 1",
+              "params": {
+                "Octaves": 0,
+                "Semitones": -5,
+                "Cents": -15
+              }
+            },
+            {
+              "effect": "Flanger/Chorus",
+              "params": {
+                "Depth": 0.46,
+                "Delay Time": 2.1,
+                "Rate": 1.6
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Pitch Shifting 2",
+              "params": {
+                "Octaves": 0,
+                "Semitones": -4,
+                "Cents": 0
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Ring Modulator",
+              "params": {
+                "Depth": 0.36,
+                "Rate": 158
+              }
+            }
+          ]
+        ]
+      },
+      {
+        "effect": "EQ",
+        "params": {
+          "bands": [
+            {
+              "freq": "54.7Hz",
+              "gain": "-8.3dB"
+            },
+            {
+              "freq": "4180Hz",
+              "gain": "2.4dB"
+            }
+          ]
+        }
+      },
+      {
+        "effect": "Reverb",
+        "params": {
+          "Tail": "7%",
+          "Level": "-7.5dB",
+          "Wet": "21%"
+        }
+      },
+      {
+        "effect": "Limiter",
+        "params": {
+          "Input": "0dB",
+          "Release": "500ms",
+          "Output": "0dB"
+        }
+      }
+    ]
+  },
+  "preset_35": {
+    "summary": "Compressor → [ (Pitch Shifting → Flanger/Chorus) ∥ Ring Modulator ] → EQ → Reverb → Limiter",
+    "chain": [
+      {
+        "effect": "Compressor",
+        "params": {
+          "Ratio": "5.91:1",
+          "Threshold": "-33dB",
+          "Make Up": "+20.4dB"
+        }
+      },
+      {
+        "plugin": "Dehumaniser",
+        "branches": [
+          [
+            {
+              "effect": "Pitch Shifting",
+              "params": {
+                "Octaves": 0,
+                "Semitones": 0,
+                "Cents": 21
+              }
+            },
+            {
+              "effect": "Flanger/Chorus",
+              "params": {
+                "Depth": 0.42,
+                "Delay Time": 2.1,
+                "Rate": 4.8
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Ring Modulator",
+              "params": {
+                "Depth": 0.42,
+                "Rate": 112
+              }
+            }
+          ]
+        ]
+      },
+      {
+        "effect": "EQ",
+        "params": {
+          "bands": [
+            {
+              "freq": "105Hz",
+              "gain": "-8.6dB"
+            },
+            {
+              "freq": "4393Hz",
+              "gain": "-8.6dB"
+            }
+          ]
+        }
+      },
+      {
+        "effect": "Reverb",
+        "params": {
+          "Tail": "5%",
+          "Level": "-9.7dB",
+          "Wet": "10%"
+        }
+      },
+      {
+        "effect": "Limiter",
+        "params": {
+          "Input": "0dB",
+          "Release": "500ms",
+          "Output": "0dB"
+        }
+      }
+    ]
+  },
+  "preset_36": {
+    "summary": "Compressor → [ Pitch Shifting ∥ Noise Generator ] → EQ → Distortion → Reverb → Limiter",
+    "chain": [
+      {
+        "effect": "Compressor",
+        "params": {
+          "Ratio": "4.47:1",
+          "Threshold": "-33dB",
+          "Make Up": "+19.8dB"
+        }
+      },
+      {
+        "plugin": "Dehumaniser",
+        "branches": [
+          [
+            {
+              "effect": "Pitch Shifting",
+              "params": {
+                "Octaves": 1,
+                "Semitones": 0,
+                "Cents": -24
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Noise Generator",
+              "params": {
+                "Bandwidth": 17166,
+                "Center Freq": 9937,
+                "Resonance": 0.24
+              }
+            }
+          ]
+        ]
+      },
+      {
+        "effect": "EQ",
+        "params": {
+          "bands": [
+            {
+              "freq": "139Hz",
+              "gain": "-3.8dB"
+            },
+            {
+              "freq": "8700Hz",
+              "gain": "-3.2dB"
+            }
+          ]
+        }
+      },
+      {
+        "effect": "Distortion",
+        "params": {
+          "Boost": "0.2",
+          "Mix": "29%",
+          "Tone": "9.7"
+        }
+      },
+      {
+        "effect": "Reverb",
+        "params": {
+          "Tail": "5%",
+          "Level": "-9.7dB",
+          "Wet": "8%"
+        }
+      },
+      {
+        "effect": "Limiter",
+        "params": {
+          "Input": "0dB",
+          "Release": "500ms",
+          "Output": "0dB"
+        }
+      }
+    ]
+  },
+  "preset_37": {
+    "summary": "[ Pitch Shifting ∥ Noise Generator ]",
+    "chain": [
+      {
+        "plugin": "Dehumaniser",
+        "branches": [
+          [
+            {
+              "effect": "Pitch Shifting",
+              "params": {
+                "Octaves": -1,
+                "Semitones": -6,
+                "Cents": 0
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Noise Generator",
+              "params": {
+                "Bandwidth": 14756,
+                "Center Freq": 10855,
+                "Resonance": 0.13
+              }
+            }
+          ]
+        ]
+      }
+    ]
+  },
+  "preset_38": {
+    "summary": "[ Delay Pitch Shift ∥ (Pitch Shifting → Granular) ] → Compressor → EQ",
+    "chain": [
+      {
+        "plugin": "Dehumaniser",
+        "branches": [
+          [
+            {
+              "effect": "Delay Pitch Shift",
+              "params": {
+                "Octaves": -2,
+                "Semitones": 4,
+                "Delay Time": 0
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Pitch Shifting",
+              "params": {
+                "Octaves": 0,
+                "Semitones": 5,
+                "Cents": 0
+              }
+            },
+            {
+              "effect": "Granular",
+              "params": {
+                "Grain Pitch": 0.33,
+                "Density": 87,
+                "Grain Size": 6
+              }
+            }
+          ]
+        ]
+      },
+      {
+        "effect": "Compressor",
+        "params": {
+          "Ratio": "4.28:1",
+          "Threshold": "-19.2dB"
+        }
+      },
+      {
+        "effect": "EQ",
+        "params": {
+          "bands": [
+            {
+              "freq": "188.3Hz",
+              "gain": "-2.8dB"
+            }
+          ]
+        }
+      }
+    ]
+  },
+  "preset_39": {
+    "summary": "[ Pitch Shifting ∥ Granular ∥ Delay Pitch Shift ] → EQ",
+    "chain": [
+      {
+        "plugin": "Dehumaniser",
+        "branches": [
+          [
+            {
+              "effect": "Pitch Shifting",
+              "params": {
+                "Octaves": 0,
+                "Semitones": 2,
+                "Cents": 35
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Granular",
+              "params": {
+                "Grain Pitch": 1.31,
+                "Density": 55,
+                "Grain Size": 6
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Delay Pitch Shift",
+              "params": {
+                "Octaves": 1,
+                "Semitones": 6,
+                "Delay Time": 0
+              }
+            }
+          ]
+        ]
+      },
+      {
+        "effect": "EQ",
+        "params": {
+          "bands": [
+            {
+              "freq": "274.2Hz",
+              "gain": "+ 4.1dB"
+            },
+            {
+              "freq": "4334Hz",
+              "gain": "+ 4.9dB"
+            }
+          ]
+        }
+      }
+    ]
+  },
+  "preset_40": {
+    "summary": "[ Pitch Shifting ∥ Flanger/Chorus ∥ Noise Generator ] → Reverb",
+    "chain": [
+      {
+        "plugin": "Dehumaniser",
+        "branches": [
+          [
+            {
+              "effect": "Pitch Shifting",
+              "params": {
+                "Octaves": 2,
+                "Semitones": 0,
+                "Cents": 0
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Flanger/Chorus",
+              "params": {
+                "Depth": 0.5,
+                "Delay Time": 6,
+                "Rate": 0.2
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Noise Generator",
+              "params": {
+                "Bandwidth": 7297,
+                "Center Freq": 2127,
+                "Resonance": 0.15
+              }
+            }
+          ]
+        ]
+      },
+      {
+        "effect": "Reverb",
+        "params": {
+          "preset": "Room metal"
+        }
+      }
+    ]
+  },
+  "preset_41": {
+    "summary": "[ Delay Pitch Shift ∥ Granular ]",
+    "chain": [
+      {
+        "plugin": "Dehumaniser",
+        "branches": [
+          [
+            {
+              "effect": "Delay Pitch Shift",
+              "params": {
+                "Octaves": -1,
+                "Semitones": 5,
+                "Delay Time": 828
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Granular",
+              "params": {
+                "Grain Pitch": 0.51,
+                "Density": 100,
+                "Grain Size": 33
+              }
+            }
+          ]
+        ]
+      }
+    ]
+  },
+  "preset_42": {
+    "summary": "[ (Noise Generator → Delay Pitch Shift) ∥ Granular ∥ Pitch Shifting ] → EQ",
+    "chain": [
+      {
+        "plugin": "Dehumaniser",
+        "branches": [
+          [
+            {
+              "effect": "Noise Generator",
+              "params": {
+                "Bandwidth": 17566,
+                "Center Freq": 15772,
+                "Resonance": 1
+              }
+            },
+            {
+              "effect": "Delay Pitch Shift",
+              "params": {
+                "Octaves": -1,
+                "Semitones": 5,
+                "Delay Time": 0
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Granular",
+              "params": {
+                "Grain Pitch": 0.33,
+                "Density": 87,
+                "Grain Size": 6
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Pitch Shifting",
+              "params": {
+                "Octaves": -1,
+                "Semitones": 5,
+                "Cents": 0
+              }
+            }
+          ]
+        ]
+      },
+      {
+        "effect": "EQ",
+        "params": {
+          "bands": [
+            {
+              "freq": "530.9Hz",
+              "gain": "-1.4dB"
+            },
+            {
+              "freq": "5689Hz",
+              "gain": "+6.3dB"
+            }
+          ]
+        }
+      }
+    ]
+  },
+  "preset_43": {
+    "summary": "[ Pitch Shifting 1 ∥ (Flanger/Chorus → Granular) ∥ Pitch Shifting 2 ] → Reverb",
+    "chain": [
+      {
+        "plugin": "Dehumaniser",
+        "branches": [
+          [
+            {
+              "effect": "Pitch Shifting 1",
+              "params": {
+                "Octaves": -1,
+                "Semitones": -2,
+                "Cents": 14
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Flanger/Chorus",
+              "params": {
+                "Depth": 0.48,
+                "Delay Time": 6.2,
+                "Rate": 0.1
+              }
+            },
+            {
+              "effect": "Granular",
+              "params": {
+                "Grain Pitch": 2.54,
+                "Density": 87,
+                "Grain Size": 6
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Pitch Shifting 2",
+              "params": {
+                "Octaves": 0,
+                "Semitones": 8,
+                "Cents": 28
+              }
+            }
+          ]
+        ]
+      },
+      {
+        "effect": "Reverb",
+        "params": {
+          "preset": "RoomWorks (default)"
+        }
+      }
+    ]
+  },
+  "preset_44": {
+    "summary": "[ Pitch Shifting ∥ Noise Generator ] → EQ",
+    "chain": [
+      {
+        "plugin": "Dehumaniser",
+        "branches": [
+          [
+            {
+              "effect": "Pitch Shifting",
+              "params": {
+                "Octaves": -1,
+                "Semitones": -4,
+                "Cents": 0
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Noise Generator",
+              "params": {
+                "Bandwidth": 17566,
+                "Center Freq": 15772,
+                "Resonance": 1
+              }
+            }
+          ]
+        ]
+      },
+      {
+        "effect": "EQ",
+        "params": {
+          "bands": [
+            {
+              "freq": "5332Hz",
+              "gain": "+8.9dB"
+            }
+          ]
+        }
+      }
+    ]
+  },
+  "preset_45": {
+    "summary": "[ Pitch Shifting ∥ Granular ∥ Flanger/Chorus ] → EQ",
+    "chain": [
+      {
+        "plugin": "Dehumaniser",
+        "branches": [
+          [
+            {
+              "effect": "Pitch Shifting",
+              "params": {
+                "Octaves": 0,
+                "Semitones": -8,
+                "Cents": 0
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Granular",
+              "params": {
+                "Grain Pitch": 2.62,
+                "Density": 87,
+                "Grain Size": 6
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Flanger/Chorus",
+              "params": {
+                "Depth": 0.48,
+                "Delay Time": 2.1,
+                "Rate": 0.1
+              }
+            }
+          ]
+        ]
+      },
+      {
+        "effect": "EQ",
+        "params": {
+          "bands": [
+            {
+              "freq": "300.2Hz",
+              "gain": "-6.3dB"
+            },
+            {
+              "freq": "4564Hz",
+              "gain": "+5.5dB"
+            }
+          ]
+        }
+      }
+    ]
+  },
+  "preset_46": {
+    "summary": "[ Granular ∥ Pitch Shifting ∥ Delay Pitch Shift ] → EQ",
+    "chain": [
+      {
+        "plugin": "Dehumaniser",
+        "branches": [
+          [
+            {
+              "effect": "Granular",
+              "params": {
+                "Grain Pitch": 0.45,
+                "Density": 100,
+                "Grain Size": 33
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Pitch Shifting",
+              "params": {
+                "Octaves": 0,
+                "Semitones": -3,
+                "Cents": 0
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Delay Pitch Shift",
+              "params": {
+                "Octaves": 0,
+                "Semitones": -7,
+                "Delay Time": 0
+              }
+            }
+          ]
+        ]
+      },
+      {
+        "effect": "EQ",
+        "params": {
+          "bands": [
+            {
+              "freq": "1459Hz",
+              "gain": "+ 4.1dB"
+            }
+          ]
+        }
+      }
+    ]
+  },
+  "preset_47": {
+    "summary": "[ Granular ∥ Pitch Shifting ] → Reverb → EQ",
+    "chain": [
+      {
+        "plugin": "Dehumaniser",
+        "branches": [
+          [
+            {
+              "effect": "Granular",
+              "params": {
+                "Grain Pitch": 5,
+                "Density": 100,
+                "Grain Size": 0
+              }
+            }
+          ],
+          [
+            {
+              "effect": "Pitch Shifting",
+              "params": {
+                "Octaves": 0,
+                "Semitones": -6,
+                "Cents": 0
+              }
+            }
+          ]
+        ]
+      },
+      {
+        "effect": "Reverb",
+        "params": {
+          "preset": "Room metal"
+        }
+      },
+      {
+        "effect": "EQ",
+        "params": {
+          "bands": [
+            {
+              "freq": "1661Hz",
+              "gain": "+5.5dB"
+            }
+          ]
+        }
+      }
+    ]
+  }
+}

metadata/preset_info.csv

@@ -0,0 +1,48 @@
+preset,preset_type,seen_in_train,num_dsp_modules,dsp_modules
+preset_01,dehumaniser_builtin,yes,3,Granular x2; Delay Pitch Shift
+preset_02,dehumaniser_builtin,yes,4,Ring Modulator; Pitch Shifting; Spectral Shifting x2
+preset_03,dehumaniser_builtin,yes,3,Pitch Shifting; Delay Pitch Shift x2
+preset_04,dehumaniser_builtin,yes,2,Pitch Shifting; Delay Pitch Shift
+preset_05,dehumaniser_builtin,yes,4,Pitch Shifting; Noise Generator; Granular; Delay Pitch Shift
+preset_06,dehumaniser_builtin,yes,2,Pitch Shifting; Granular
+preset_07,dehumaniser_builtin,yes,2,Pitch Shifting; Delay Pitch Shift
+preset_08,dehumaniser_builtin,yes,2,Noise Generator; Flanger/Chorus
+preset_09,dehumaniser_builtin,yes,4,Ring Modulator; Pitch Shifting; Noise Generator; Flanger/Chorus
+preset_10,dehumaniser_builtin,yes,4,Ring Modulator; Flanger/Chorus; Spectral Shifting x2
+preset_11,dehumaniser_builtin,yes,2,Ring Modulator x2
+preset_12,dehumaniser_builtin,yes,3,Ring Modulator; Flanger/Chorus; Spectral Shifting
+preset_13,dehumaniser_builtin,yes,2,Ring Modulator; Noise Generator
+preset_14,dehumaniser_builtin,yes,4,Ring Modulator x2; Flanger/Chorus; Spectral Shifting
+preset_15,dehumaniser_builtin,yes,3,Granular; Spectral Shifting x2
+preset_16,dehumaniser_builtin,yes,3,Pitch Shifting; Noise Generator; Spectral Shifting
+preset_17,dehumaniser_builtin,yes,3,Pitch Shifting; Flanger/Chorus; Delay Pitch Shift
+preset_18,dehumaniser_builtin,yes,3,Flanger/Chorus; Delay Pitch Shift; Spectral Shifting
+preset_19,dehumaniser_builtin,yes,3,Ring Modulator; Flanger/Chorus; Spectral Shifting
+preset_20,dehumaniser_builtin,yes,3,Granular; Spectral Shifting x2
+preset_21,dehumaniser_builtin,yes,4,Ring Modulator x2; Noise Generator; Spectral Shifting
+preset_22,dehumaniser_builtin,yes,2,Noise Generator; Granular
+preset_23,dehumaniser_builtin,yes,3,Ring Modulator x2; Spectral Shifting
+preset_24,dehumaniser_builtin,yes,3,Noise Generator; Granular; Spectral Shifting
+preset_25,dehumaniser_builtin,yes,2,Flanger/Chorus; Delay Pitch Shift
+preset_26,dehumaniser_builtin,no,3,Pitch Shifting; Granular; Spectral Shifting
+preset_27,dehumaniser_builtin,no,2,Flanger/Chorus; Spectral Shifting
+preset_28,dehumaniser_builtin,no,6,Ring Modulator; Pitch Shifting x2; Flanger/Chorus; Delay Pitch Shift x2
+preset_29,dehumaniser_builtin,no,5,Ring Modulator; Noise Generator; Granular; Flanger/Chorus; Spectral Shifting
+preset_30,dehumaniser_builtin,no,2,Ring Modulator; Delay Pitch Shift
+preset_31,in-house,yes,8,Pitch Shifting x2; Granular; Flanger/Chorus; Delay Pitch Shift; Compressor; EQ; Reverb
+preset_32,in-house,yes,6,Ring Modulator; Pitch Shifting x2; Granular; EQ; Reverb
+preset_33,in-house,yes,5,Pitch Shifting; Granular; Delay Pitch Shift; EQ; Reverb
+preset_34,in-house,yes,9,Ring Modulator; Pitch Shifting x2; Flanger/Chorus; Compressor; EQ; Reverb; Limiter; Stereo Enhancer
+preset_35,in-house,yes,7,Ring Modulator; Pitch Shifting; Flanger/Chorus; Compressor; EQ; Reverb; Limiter
+preset_36,in-house,yes,7,Pitch Shifting; Noise Generator; Compressor; EQ; Reverb; Limiter; Distortion
+preset_37,in-house,yes,2,Pitch Shifting; Noise Generator
+preset_38,in-house,yes,5,Pitch Shifting; Granular; Delay Pitch Shift; Compressor; EQ
+preset_39,in-house,yes,4,Pitch Shifting; Granular; Delay Pitch Shift; EQ
+preset_40,in-house,yes,4,Pitch Shifting; Noise Generator; Flanger/Chorus; Reverb
+preset_41,in-house,yes,2,Granular; Delay Pitch Shift
+preset_42,in-house,yes,5,Pitch Shifting; Noise Generator; Granular; Delay Pitch Shift; EQ
+preset_43,in-house,yes,5,Pitch Shifting x2; Granular; Flanger/Chorus; Reverb
+preset_44,in-house,yes,3,Pitch Shifting; Noise Generator; EQ
+preset_45,in-house,yes,4,Pitch Shifting; Granular; Flanger/Chorus; EQ
+preset_46,in-house,no,5,Pitch Shifting; Granular; Delay Pitch Shift; EQ; Reverb
+preset_47,in-house,no,4,Pitch Shifting; Granular; EQ; Reverb