Upload README.md with huggingface_hub

README.md

@@ -0,0 +1,143 @@
+---
+language:
+- en
+license: cc-by-4.0
+task_categories:
+- text-classification
+- text-retrieval
+tags:
+- human-rights
+- united-nations
+- ohchr
+- uhri
+- treaty-bodies
+- upr
+- special-procedures
+- recommendations
+- international-law
+pretty_name: UN Human Rights Recommendations (UHRI+)
+size_categories:
+- 100K<n<1M
+dataset_info:
+  features:
+    - name: annotation_id
+      dtype: string
+    - name: symbol
+      dtype: string
+    - name: body
+      dtype: string
+    - name: publication_date
+      dtype: string
+    - name: publication_year
+      dtype: int64
+    - name: annotation_type
+      dtype: string
+    - name: countries
+      sequence: string
+    - name: regions
+      sequence: string
+    - name: affected_persons
+      sequence: string
+    - name: themes
+      sequence: string
+    - name: sdgs
+      sequence: string
+    - name: text_original
+      dtype: string
+    - name: text_cleaned
+      dtype: string
+    - name: citation
+      dtype: string
+  splits:
+    - name: train
+      num_examples: 267671
+---
+
+# UN Human Rights Recommendations (UHRI+)
+
+A cleaned and normalized dataset of **267,671 country-specific human rights observations and recommendations** from three UN mechanisms, covering 2006–2026.
+
+Built on the [OHCHR Universal Human Rights Index](https://uhri.ohchr.org) (UHRI) — the authoritative UN source — with systematic data quality improvements applied on top.
+
+## Coverage
+
+| Mechanism | Records | Bodies |
+|---|---|---|
+| Universal Periodic Review (UPR) | 127,625 | 1 |
+| Treaty Bodies | ~103,000 | 12 (CCPR, CAT, CERD, CEDAW, CRC, CESCR, CMW, CRPD, CED, SPT, CRC-OP-AC, CRC-OP-SC) |
+| Special Procedures (SR, IE, WG) | ~37,000 | 57 |
+
+**198 state parties** covered, including Cook Islands, Niue (non-UN-member states), State of Palestine\*, Holy See (UN observer states), and Kosovo\* (contested status).
+
+## Cleaning pipeline (5 stages)
+
+| Stage | Issue | Records affected |
+|---|---|---|
+| 1 | OCR/encoding artefacts (ligatures, spacing, smart quotes) | ~8,000 |
+| 2 | Structural normalisation (section headings, paragraph markers) | ~3,500 |
+| 3 | Deduplication of near-identical records | ~1,200 |
+| 4 | Country backfill from UN document symbol | 106 |
+| 5 | Body name normalisation (78 → 70 unique bodies) | 1,481 |
+
+The `text_cleaned` field reflects all five stages. `text_original` preserves the raw OHCHR export text.
+
+## Schema
+
+| Field | Type | Description |
+|---|---|---|
+| `annotation_id` | string | OHCHR UUID |
+| `symbol` | string | UN document symbol (e.g. `CEDAW/C/ALB/CO/4`) |
+| `body` | string | Issuing body short code (e.g. `CEDAW`, `UPR`, `SR Torture`) |
+| `publication_date` | string | ISO date (YYYY-MM-DD) |
+| `publication_year` | int | Year for fast filtering |
+| `annotation_type` | string | `Recommendations` or `Concerns/Observations` |
+| `countries` | list[str] | Target countries (full names) |
+| `regions` | list[str] | UN M49 regions |
+| `affected_persons` | list[str] | OHCHR affected-person categories |
+| `themes` | list[str] | OHCHR thematic categories |
+| `sdgs` | list[str] | SDG tags |
+| `text_original` | string | Raw OHCHR export text |
+| `text_cleaned` | string | Text after 5-stage cleaning pipeline |
+| `citation` | string | Formatted citation |
+
+## Quick start
+
+```python
+from datasets import load_dataset
+
+ds = load_dataset("lszoszk/uhri-recommendations")
+
+# Filter by country
+poland = ds["train"].filter(lambda x: "Poland" in x["countries"])
+
+# Filter by mechanism
+upr = ds["train"].filter(lambda x: x["body"] == "UPR")
+
+# Search recommendations
+torture = ds["train"].filter(lambda x: "torture" in x["text_cleaned"].lower())
+```
+
+## Live dashboard
+
+An interactive search and analytics dashboard built on this dataset:
+**[https://lszoszk.github.io/UnitedNations_recommendations/](https://lszoszk.github.io/UnitedNations_recommendations/)**
+
+Features: boolean + wildcard + FTS5 stemmed search, per-country profiles, hex map, timeline analytics, SDG mapping.
+
+## Citation
+
+```bibtex
+@dataset{szoszkiewicz2026uhri,
+  author    = {Szoszkiewicz, Lukasz},
+  title     = {UN Human Rights Recommendations (UHRI+)},
+  year      = {2026},
+  publisher = {Hugging Face},
+  url       = {https://huggingface.co/datasets/lszoszk/uhri-recommendations},
+  note      = {Cleaned dataset built on OHCHR Universal Human Rights Index, 2006--2026}
+}
+```
+
+## Licence
+
+Dataset content © OHCHR, released under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/).  
+Cleaning pipeline and metadata additions © L. Szoszkiewicz (Adam Mickiewicz University, Poznań).