Datasets:
Tasks:
Text Classification
Sub-tasks:
sentiment-classification
Languages:
English
Size:
n<1K
License:
| license: other | |
| language: en | |
| pretty_name: "Webnovel Narrative Emotion — 7c Core Stable (No-fee, Access Request)" | |
| tags: | |
| - gated | |
| - research-only | |
| - non-commercial | |
| - schema-stable | |
| - reproducible | |
| - 7c | |
| - narrative | |
| - emotion | |
| - vad | |
| - webnovel | |
| - arr | |
| status: active | |
| schema_version: "1.7c.core-arr" | |
| gated: true | |
| task_categories: [text-classification] | |
| task_ids: [sentiment-classification] | |
| size_categories: ["n<1K"] | |
| extra_gated_prompt: | | |
| No-fee access for academic & non-commercial research (ARR). | |
| Access is provided via a short request-and-approval flow. | |
| Please share your intended use. | |
| extra_gated_fields: | |
| Full name: text | |
| Organization / Affiliation: text | |
| Intended use: | |
| type: select | |
| options: | |
| - Academic research | |
| - Education | |
| - Evaluation | |
| - Other | |
| I agree to the JsisOn License (ARR): checkbox | |
| I will not attempt anchor reconstruction: checkbox | |
| see_also: | |
| - "https://huggingface.co/datasets/jsisonou/narrative-engine-emotion-5c" | |
| > **Try the PV Peak/Valley Explorer** | |
| > 🔗 **PV Radar (Beta) Space**: https://huggingface.co/spaces/jsisonou/narrative-engine-pv-radar-beta | |
| > Use this dataset’s sample files to test: | |
| > - **Curve Mode**: upload `book_curve.scene.csv` → Run | |
| > - **Text Mode**: paste one scene per line → Run | |
| > You’ll get `pv_pred` (per-scene labels), `arc_summary` (global peak/valley), and score curves. | |
| > *Assistive only; human-in-the-loop. No model weights or training recipes are exposed.* | |
| --- | |
| Latest: v1_0 · vol01 · ep001 — 7c updated (N scenes). No-fee • Research-only • Access request required. | |
| **No-fee (access request). Research-only.** Includes 5c columns plus `conf` and `plot_break`. For a public sample, see the [5c Research Pack](https://huggingface.co/datasets/jsisonou/webnovel-emotion-5c-free). | |
| --- | |
| This is the 7c Core Stable edition (Free, Gated) under the JsisOn License (ARR). | |
| It contains the emotion curve only (CSV) with the same 7 fields across releases; | |
| schema-stable and reproducible. | |
| For open exploration see 5c Free; for richer yet stable coverage, 15c Extended (superset). | |
| > **Anchor Non-Disclosure (ARR)** | |
| > This edition does **not** include numeric lexicon anchors. | |
| > Per-scene VAD values are **pre-snap continuous estimates**, not label anchor coordinates. | |
| ## Why 7c (vs 9c) | |
| - Fixed 7 columns, zero-NA policy, range-checked → downstream-stable. | |
| - Internal thresholds/distances are not exposed → IP-safe. | |
| - Curve-only CSV; no JSONL scenes or full text. | |
| - Fixed lexicon version (JS-LEX core100 v1) → stable labels across releases. | |
| - Labels use stable identifiers; the mapping is provided in `lexicon/core100.v1.bin.tsv`. | |
| ## Schema (7 columns) | |
| scene_idx | valence | arousal | dominance | label | conf | plot_break | |
| ## Sample (CSV) | |
| scene_idx,valence,arousal,dominance,label,conf,plot_break | |
| 1,0.5,0.5,0.5,longing,0.595939,1 | |
| 2,0.7,0.6,0.6,interest,1,0 | |
| 3,0.2,0.8,0.4,tension,1,0 | |
| 4,0.7,0.6,0.6,interest,1,0 | |
| 5,0.45,0.875,0.35,astonishment,0.589674,0 | |
| - **Fields** | |
| - `scene_idx` (int) — **1-based** index within the episode | |
| - `label` (string) — primary emotion from **JS-LEX core100 v1** (see `lexicon/core100.v1.bin.tsv`) | |
| - `conf` (float, 0..1) — confidence for `label` | |
| - `valence` (float, 0..1) | |
| - `arousal` (float, 0..1) | |
| - `dominance` (float, 0..1) | |
| - `plot_break` (boolean: 0/1) | |
| ## Files | |
| - data/`7c_curve.csv` — per-scene emotion curve (7 cols) | |
| - schema/`public_contract.schema.json` — public interface (no implementation details) | |
| - docs/`LICENSE.txt` — JsisOn License (ARR) terms | |
| - docs/`GATED_POLICY.md` — access terms | |
| - lexicon/`core100.v1.bin.tsv` | |
| # Lexicon (core100.v1) | |
| - We provide a minimal, non-numeric VAD lexicon to ensure reproducibility without exposing raw anchors. | |
| - **File**: `lexicon/core100.v1.bin.tsv` (UTF-8, TSV) | |
| - **Columns**: `label, V_bin, A_bin, D_bin, direction` | |
| - **Bins**: `VL, L, M, H, VH` (five ordered levels around the neutral anchor) | |
| - **Neutral anchor**: conceptually (0.5, 0.5, 0.5) — choose midpoints per your protocol. | |
| - **Version**: `core100.v1` | |
| - **License**: research-only (no redistribution / no training without consent) | |
| - Exact numeric anchors are reserved to the Pro edition; | |
| - attempts to reconstruct anchors are not permitted under ARR. | |
| **Reconstruction (optional, by user)** | |
| Researchers may map bins to numeric midpoints (e.g., a 5-level scale) in their own | |
| code/protocol to derive approximate VAD values for analysis. | |
| This dataset intentionally does not include numeric coordinates. | |
| # **Dataset Summary** | |
| 7-column VAD core for research and prototyping. No source text. Derived from | |
| Batalstone vol.1 pipeline (`vad@1.0.0`, JS-LEX core100). | |
| # **Access & Gating** | |
| This is a **Gated Free** dataset under the **JsisOn License (ARR)**. | |
| - **Allowed (non-commercial only):** academic research, evaluation, and model training for research. | |
| - **Prohibited:** commercial training/deployment, resale, sublicensing, redistribution. | |
| Access is free after approval on the Hub (request access and accept ARR terms). | |
| # **Data Structure** | |
| ``` | |
| . | |
| ├─ data/ | |
| │ └─ 7c_curve.csv | |
| ├─ schema/ | |
| │ └─ public_contract.schema.json | |
| ├─ lexicon/ | |
| │ └─ core100.v1.bin.tsv | |
| ├─ docs/ | |
| │ ├─ LICENSE.txt | |
| │ └─ GATED_POLICY.md | |
| ``` | |
| - VAD fields are pre-snap continuous estimates; | |
| - numeric lexicon anchors are not part of this edition. | |
| --- | |
| ## B. Schema (public) | |
| `schema/public_contract.schema.json` | |
| ```json | |
| { | |
| "$schema": "https://json-schema.org/draft/2020-12/schema", | |
| "$id": "https://schemas.jsison.com/batalstone/curve_7c_core.arr.v1.json", | |
| "title": "Batalstone 7c Core Stable — Curve Only (ARR)", | |
| "description": "No numeric lexicon anchors are included; VAD fields are pre-snap continuous estimates.", | |
| "type": "object", | |
| "required": ["scene_idx","valence","arousal","dominance","label","conf","plot_break"], | |
| "properties": { | |
| "scene_idx": { "type": "integer", "minimum": 1, "description": "1-based scene index" }, | |
| "valence": { "type": "number", "minimum": 0.0, "maximum": 1.0 }, | |
| "arousal": { "type": "number", "minimum": 0.0, "maximum": 1.0 }, | |
| "dominance": { "type": "number", "minimum": 0.0, "maximum": 1.0 }, | |
| "label": { | |
| "type": "string", | |
| "description": "Primary emotion (JS-LEX core100 v1). See lexicon/core100.v1.bin.tsv (non-numeric bins)." | |
| }, | |
| "conf": { "type": "number", "minimum": 0.0, "maximum": 1.0 }, | |
| "plot_break":{ | |
| "description": "0/1 in CSV; cast to boolean by readers", | |
| "oneOf":[{"type":"integer","enum":[0,1]},{"type":"boolean"}] | |
| } | |
| }, | |
| "additionalProperties": false | |
| } | |
| ``` | |
| ``` | |
| from datasets import load_dataset, Features, Value | |
| features = Features({ | |
| "scene_idx": Value("int32"), | |
| "valence": Value("float32"), | |
| "arousal": Value("float32"), | |
| "dominance": Value("float32"), | |
| "label": Value("string"), | |
| "conf": Value("float32"), | |
| "plot_break":Value("bool"), | |
| }) | |
| ds = load_dataset("jsisonou/webnovel-narrative-emotion", | |
| data_files="data/7c_curve.csv", | |
| split="train", | |
| features=features) | |
| ``` | |
| | Edition | Columns | Access | Purpose | Why choose it | | |
| | ------------------------- | --------------: | ---------------- | ---------------------------------- | ------------------------------------------------------- | | |
| | 9c Preview (archived) | 9 + diagnostics | archived | historical preview | experimental fields; unstable | | |
| | **7c Core (gated, free)** | **7** | gated-free (ARR) | **research & evaluation standard** | **stable schema, zero-NA, fixed lexicon, reproducible** | | |
| | 5c Free | 5 | public | quick baselines | ultra-light, open | | |
| # **Intended Use & Limitations** | |
| Research, benchmarking, prototyping. | |
| **Non-commercial model training and evaluation are allowed**; | |
| any commercial use requires a separate written agreement (see **License**). | |
| # **License** | |
| **LicenseRef-JsisOn (ARR)** — full text in `docs/LICENSE.txt`. | |
| Summary: https://js-is-on.com/licenses/1.0/ | |
| (Non-commercial research/review only; no redistribution, sublicensing, | |
| or commercial training/deployment.) | |
| --- | |
| Contact: [ai@batalstone.com](mailto:ai@batalstone.com) → [5c Research Pack](https://huggingface.co/datasets/jsisonou/webnovel-emotion-5c-free) | |
| --- | |
| # **Changelog** | |
| `1.0.0` — Initial 7c Core Stable (no-TH). Supersedes legacy 9c preview. | |
| @dataset{batalstone_emotion_7c_core_arr_2025, | |
| author = {Liia Black}, | |
| title = {Webnovel Narrative Emotion — 7c Core Stable (Gated, Free)}, | |
| year = {2025}, | |
| publisher = {JsisOn OÜ} | |
| } | |