Datasets:
Formats:
parquet
Sub-tasks:
multi-class-classification
Languages:
English
Size:
100K - 1M
Tags:
human-rights
united-nations
human-rights-council
commission-on-human-rights
roll-call-votes
voting-records
License:
| pretty_name: UN Human Rights Voting Records (CHR 1946–2006 · HRC 2006–) | |
| homepage: https://lszoszk.github.io/hrc-voting/ | |
| license: other | |
| license_name: polyform-noncommercial-1.0.0 | |
| license_link: https://polyformproject.org/licenses/noncommercial/1.0.0/ | |
| annotations_creators: | |
| - expert-generated | |
| - found | |
| language_creators: | |
| - found | |
| multilinguality: | |
| - monolingual | |
| language: | |
| - en | |
| source_datasets: | |
| - original | |
| task_categories: | |
| - tabular-classification | |
| - text-classification | |
| - text-retrieval | |
| task_ids: | |
| - multi-class-classification | |
| size_categories: | |
| - 10K<n<100K | |
| tags: | |
| - human-rights | |
| - united-nations | |
| - human-rights-council | |
| - commission-on-human-rights | |
| - roll-call-votes | |
| - voting-records | |
| - international-relations | |
| - political-science | |
| - legal | |
| viewer: true | |
| configs: | |
| - config_name: resolutions | |
| default: true | |
| data_files: | |
| - split: train | |
| path: data/resolutions-train.parquet | |
| - config_name: votes | |
| data_files: | |
| - split: train | |
| path: data/votes-train.parquet | |
| - config_name: clauses | |
| data_files: | |
| - split: train | |
| path: data/clauses-train.parquet | |
| - config_name: countries | |
| data_files: | |
| - split: train | |
| path: data/countries-train.parquet | |
| - config_name: subjects | |
| data_files: | |
| - split: train | |
| path: data/subjects-train.parquet | |
| # UN Human Rights Voting Records — CHR · HRC | |
| Every voting record catalogued by the OHCHR Search Library for the **UN Commission on | |
| Human Rights (1946–2006)** and its successor the **Human Rights Council (2006–present)**: | |
| 6,346 resolutions, 80,159 individual country roll-call votes, and 96,451 clause-segmented | |
| paragraphs of the adopted texts. | |
| Harvested from the OHCHR Search Library's MARCXML export and parsed with the pipeline in | |
| [`lszoszk/hrc-voting`](https://github.com/lszoszk/hrc-voting). The record count matches | |
| the collection's own reported total exactly, verified by three independent harvest | |
| methods. An interactive dashboard over the same data is at | |
| <https://lszoszk.github.io/hrc-voting/>. | |
| ## Configs | |
| Three fact tables and two dimension tables. | |
| | config | rows | one row is | period | | |
| |---|---|---|---| | |
| | `resolutions` *(default)* | 6,346 | a catalogued resolution, decision or amendment | 1946–2026 | | |
| | `votes` | 80,159 | one country's position on one resolution | 1947–2026 | | |
| | `clauses` | 96,451 | one preambular / operative / annex clause | 1993–2026 | | |
| | `countries` | 154 | a state that cast at least one roll-call vote | — | | |
| | `subjects` | 1,033 | one OHCHR controlled subject heading | — | | |
| ```python | |
| from datasets import load_dataset | |
| res = load_dataset("lszoszk/hrc-voting", "resolutions", split="train") | |
| votes = load_dataset("lszoszk/hrc-voting", "votes", split="train") | |
| clauses = load_dataset("lszoszk/hrc-voting", "clauses", split="train") | |
| countries = load_dataset("lszoszk/hrc-voting", "countries", split="train") | |
| subjects = load_dataset("lszoszk/hrc-voting", "subjects", split="train") | |
| ``` | |
| Join keys: `record_id` links the three fact tables; `iso3` links `votes` to `countries`; | |
| `subject` links `resolutions` / `votes` / `clauses` to `subjects`. | |
| The two dimension tables exist so that caveats which would otherwise be prose are | |
| machine-readable — which states no longer exist, which ISO code spans a change of | |
| representation rather than of state, and which subject headings name a country | |
| situation rather than a theme. | |
| ## Read this before analysing | |
| These are the four things most likely to produce a wrong result. The first two are | |
| mistakes this project made and corrected; derived columns are provided so you do not | |
| have to repeat them. | |
| **1. Only 27% of resolutions have a per-country roll-call.** 1,705 of 6,346. The rest | |
| were adopted without a vote or published as totals only, so no individual positions | |
| exist. Roll-call statistics describe *contested* politics, not the Council's output — | |
| a well-documented selection problem (Fjelstul, Hug & Kilby 2025). Filter on | |
| `has_rollcall`. | |
| **2. An abstention is not a vote against.** Under the chamber's own rules a member that | |
| abstains is "considered as not voting", so the outcome turns on Yes vs No alone. Taking | |
| `max(yes, no, abstain)` as the winning side — the obvious-looking move — scores the | |
| winning Yes bloc as *defeated* on **53 adopted resolutions** in this corpus, where more | |
| members abstained than voted Yes but the text still carried. Use `prevailing_side` / | |
| `adopted`, which are computed correctly (Yes vs No, null on a 6-case tie). | |
| **3. Amendments are not resolutions.** 731 catalogued items are amendments to draft | |
| texts, and 462 of them went to a recorded vote — 27% of all roll-calls, almost all | |
| post-2010. A Yes on a hostile amendment frequently *opposes* the parent text's aim, so | |
| pooling them with resolutions inverts meaning. Filter on `is_amendment`. | |
| **4. ~9% of roll-calls do not reconcile with the official totals.** For 148 recorded | |
| votes the sum of individual Yes/No/Abstain positions does not match the resolution's | |
| official 996 totals, almost always by a small margin in abstentions or | |
| non-participation. These are inconsistencies in OHCHR's own cataloguing and are | |
| preserved as-is; the official totals are treated as authoritative. Filter on | |
| `rollcall_reconciles`. | |
| ## Config: `resolutions` | |
| One row per catalogued item. Vote totals are the **official** figures from MARC 996, | |
| which exist for many resolutions that have no per-country breakdown. | |
| ```json | |
| { | |
| "record_id": "35356", | |
| "symbol": "A/HRC/RES/61/10", | |
| "title": "Torture and other cruel, inhuman or degrading treatment or punishment: mandate of the Special Rapporteur : resolution /", | |
| "date": "2026-03-30", "year": 2026, "body": "HRC", | |
| "vote_type": "ADOPTED WITHOUT VOTE", "adoption_mode": "adopted without a vote", | |
| "is_amendment": false, | |
| "subject": "TORTURE AND INHUMAN TREATMENT - SPECIAL RAPPORTEURS", | |
| "agenda_item_no": "3.", | |
| "agenda_item_title": "Promotion and protection of all human rights, civil, political, economic, social and cultural rights, including the right to development.", | |
| "main_sponsors": "Denmark", "meeting": "Adopted at the 52nd meeting", | |
| "yes": null, "no": null, "abstain": null, "nonvoting": null, "total": null, | |
| "n_rollcall": 0, "has_rollcall": false, | |
| "prevailing_side": null, "adopted": null, "rollcall_reconciles": null, | |
| "url_resolution": "http://undocs.org/A/HRC/RES/61/10", | |
| "url_draft": "http://undocs.org/A/HRC/61/L.10", | |
| "record_url": "https://searchlibrary.ohchr.org/record/35356" | |
| } | |
| ``` | |
| - `record_id` — stable Invenio id (MARC 001); join key | |
| - `symbol` — e.g. `A/HRC/RES/61/29`, `E/CN.4/RES/2005/1` | |
| - `title`, `date`, `year`, `body` — `CHR` or `HRC` | |
| - `vote_type` — raw catalogue value (MARC 591); `adoption_mode` — readable form | |
| - `is_amendment` — an amendment to a draft text, detected from two agreeing catalogue | |
| signals (a `: amendment /` title marker and the MARC 993 draft note) | |
| - `subject` — OHCHR's own controlled subject heading (MARC 991$d); **not** ML-derived | |
| - `agenda_item_no`, `agenda_item_title`, `main_sponsors`, `meeting` | |
| - `yes`, `no`, `abstain`, `nonvoting`, `total` — official totals (MARC 996), null when | |
| the catalogue records none | |
| - `n_rollcall`, `has_rollcall` — number of per-country rows in `votes` | |
| - `prevailing_side` — `Y`, `N`, or null (tie / no totals) — **see caveat 2** | |
| - `adopted` — `prevailing_side == "Y"`, null when undetermined | |
| - `rollcall_reconciles` — whether the roll-call tally matches the official totals; null | |
| when there is no roll-call — **see caveat 4** | |
| - `subject_is_country_situation` — whether the subject heading names a state or | |
| territory rather than a theme; null only where the record carries no subject (219 | |
| rows). See the `subjects` config for how this is derived | |
| - `url_resolution`, `url_draft`, `record_url` | |
| Adoption modes: adopted without a vote 3,835 · recorded vote 1,713 · non-recorded vote | |
| 371 · withdrawn 236 · non-recorded unanimous 142 · not considered 33 · non-recorded no | |
| information 15 · recorded at a closed meeting 1. Bodies: CHR 3,082 · HRC 3,264. | |
| ## Config: `votes` | |
| One row per (resolution, country). 154 states appear. | |
| - `record_id`, `symbol`, `date`, `year`, `body` | |
| - `iso3`, `country` — ISO-3166 alpha-3 and the name as catalogued | |
| - `un_regional_group` — WEOG / Eastern Europe / GRULAC / African / Asia-Pacific, | |
| assigned by present-day membership and applied across the whole period | |
| - `vote` — raw code, `vote_label` — readable | |
| - `is_cast_vote` — true for `Y`/`N`/`A` only | |
| - `prevailing_side`, `with_prevailing_side` — whether this state was on the side that | |
| prevailed; null when it cast no vote or the resolution had no Yes/No outcome | |
| - `subject`, `is_amendment` — denormalised from `resolutions` for convenient filtering | |
| Vote codes: `Y` yes 44,536 · `N` no 18,368 · `A` abstain 15,911 · `.` absent or not | |
| participating 701 · empty 643 (not a member at the time, or no position recorded). | |
| ## Config: `clauses` | |
| Clause-segmented full text of 4,437 resolutions, **1993–2026** — the earliest the | |
| OHCHR/ODS document mirrors reach, so this config covers a much shorter period than the | |
| other two. Extracted from `.doc`/`.pdf` originals and segmented on structural markers. | |
| - `record_id`, `symbol`, `year`, `body`, `subject`, `title`, `is_amendment`, | |
| `adoption_mode`, `adopted` | |
| - `clause_index`, `clause_label` — e.g. `PP3`, `OP7`, `OP2(a)`, `AX1` | |
| - `clause_type` — `preambular` 35,670 · `operative` 42,957 · `operative_subitem` 12,498 · | |
| `annex` 2,082 · `other` 3,244 | |
| - `text`, `n_chars`, `n_words` | |
| Four **experimental** columns score top-level operative clauses only (null elsewhere). | |
| Each operative paragraph opens by drafting convention with a controlled verb, matched | |
| against UNITAR's *Terms Used in Resolutions* glossaries; 98.5% of operative clauses | |
| resolve to a verb. | |
| - `operative_verb` — canonical form, e.g. `Requests`, `Calls upon`, `Condemns` | |
| - `directive_force` — 5 decisional (*Decides, Demands, Establishes*) · 4 strong | |
| exhortation (*Urges, Calls upon*) · 3 tasking (*Requests, Recommends*) · 2 invitation | |
| (*Invites, Encourages*); null for non-directive verbs | |
| - `sentiment` — −2 condemnation … 0 neutral registering … +2 commendation; null for | |
| directive verbs and for verbs carrying no valence code. For *Notes*, *Takes note*, | |
| *Recognizes* and *Expresses* the score is resolved **per clause** from the object | |
| ("*with concern*" → −1, "*with appreciation*" → +1), following a 2001 UN Office of | |
| Legal Affairs opinion (endorsed in GA decision 55/488) that the bare terms are neutral | |
| - `creates_or_tasks_machinery` — the delegation axis: true only when a *directive* clause | |
| establishes, renews or extends a mechanism, or names a UN actor and gives it something | |
| to do (17.4% of operative clauses). A passing mention of a rapporteur or a report does | |
| **not** count; scoring mentions instead put 40% of clauses on this axis and imported a | |
| spurious trend, since OHCHR and the special procedures only expanded after 1993 | |
| **These columns measure rhetorical / directive hardness, not legal bindingness.** Even | |
| "Decides" binds only under Security-Council Chapter VII; CHR and HRC resolutions are | |
| formally non-binding whatever the verb. Tagging only the leading verb also omits the | |
| addressee and the precision of the ask. The tiers are grounded in the "legalization" | |
| framework (Abbott, Keohane, Moravcsik, Slaughter & Snidal 2000) and a content-analysis | |
| approach developed for Security Council resolutions (Benson & Tucker 2022); the exact | |
| rank within a tier and the numeric spacing are an author-defined coding. | |
| Articles of annexed declarations and protocols are labelled `annex`, not `operative` — | |
| they are treaty-style text, not commitments of the organ, and conflating them shifts | |
| every operative-verb statistic. | |
| `subject_is_country_situation` is carried here too. | |
| ## Config: `countries` | |
| Dimension table, 154 states. Join on `iso3`. | |
| - `iso3`, `name` — display name; the catalogue's own spellings vary over time and are | |
| preserved in `votes.country` | |
| - `un_regional_group`, `un_regional_group_code` — **applied anachronistically**: groups | |
| are present-day and the Commission's membership changed over 60 years | |
| - `n_rollcall_cells`, `n_yes`, `n_no`, `n_abstain`, `n_absent`, `n_no_position` | |
| - `first_vote_year`, `last_vote_year` — first and last **recorded vote**, not membership. | |
| 12 calendar years contain no recorded vote at all, so a gap here is not evidence a | |
| state was off the Council | |
| - `is_historical_state` — true for 5 states that no longer exist: `CSK` Czechoslovakia, | |
| `SUN` Soviet Union, `YUG` Yugoslavia, `DDR` and `GER` the two Germanys | |
| - `representation_break_year`, `representation_break_note` — set only for `CHN`: the | |
| China seat passed from the Republic of China to the PRC in October 1971 and the | |
| catalogue records both under one code, so a continuous 1947–2026 China series is not | |
| one continuous actor | |
| ## Config: `subjects` | |
| Dimension table, all 1,033 controlled subject headings (MARC 991$d) — OHCHR's own | |
| cataloguing vocabulary, **not** ML-derived, so every label is traceable to the source. | |
| Join on `subject`. | |
| - `subject` — the heading as catalogued, upper-case | |
| - `is_country_situation` — 307 of 1,033 name a state or territory | |
| - `n_resolutions_all`, `n_resolutions_recorded` — how many resolutions carry it, in the | |
| full catalogue and in the roll-call subset | |
| The thematic / country-situation split is a **name-matching heuristic**: catalogued state | |
| names, plus an explicit list of territories and non-member states that never sat on the | |
| Council and so never appear in the vote data (Golan Heights, Western Sahara, Kosovo, | |
| Darfur, Xizang, …). It is imperfect at the margins. The same matcher produces the | |
| dashboard's Topics filter, so the two cannot disagree. | |
| ## Known data-quality notes | |
| - **Three MARC `967$b` codes contradicted their country name** and are repaired by the | |
| pipeline, which trusts the name: rec 21027 HUNGARY was coded `HND`, rec 21028 NORWAY | |
| was `PER`, rec 30508 BRAZIL was `BEN`. Each had been moving one vote onto another | |
| state's profile. | |
| - **One roll-call row has no country** (rec 24737, `E/CN.4/RES/6(XX)`, 1964) — a | |
| malformed MARC field. It is kept for fidelity to the source, with `iso3` null. | |
| - **One vote-code typo** (`y` → `Y`, UK 2011) is normalised. Nothing else is altered. | |
| - **12 calendar years contain no recorded vote at all** (1949, 1951, 1953, 1956–57, | |
| 1959–63, 1965, 1973). A state's absence from the roll-call in those years says nothing | |
| about its membership. | |
| - **`CHN` spans a change of representation, not of state** — the China seat passed from | |
| the Republic of China to the PRC in October 1971; the catalogue records both as `CHN`. | |
| - **`un_regional_group` is applied anachronistically.** Groups are present-day; the | |
| Commission's membership and the groups themselves changed over 60 years. | |
| - Historical states appear under their own codes (`CSK` Czechoslovakia, `SUN` Soviet | |
| Union, `YUG` Yugoslavia, `DDR`/`GER` the two Germanys). | |
| ## Suitable for | |
| Roll-call and ideal-point analysis of a small elected chamber (as opposed to the UN | |
| General Assembly, which most of the quantitative literature studies); bloc and alignment | |
| work; agenda and subject analysis using the catalogue's own controlled vocabulary; | |
| clause-level retrieval over UN human-rights text; and study of drafting language and | |
| institutional commitment. | |
| Most quantitative UN-voting findings come from the **General Assembly** — universal | |
| membership, plenary voting. The Commission (53 members elected by ECOSOC) and the | |
| Council (47, elected by the GA under regional quotas) are small elected chambers where | |
| membership itself is selected and absence is marginal. Treat GA findings as hypotheses | |
| here, not established facts. | |
| ## Provenance and reproduction | |
| Source: OHCHR Search Library, [Voting collection](https://searchlibrary.ohchr.org/search?c=Voting). | |
| The full pipeline — harvest, parse, build — is in the repository and this package is | |
| rebuilt from committed outputs by | |
| [`scripts/prepare_hf_dataset.py`](https://github.com/lszoszk/hrc-voting/blob/main/scripts/prepare_hf_dataset.py). | |
| Methods and caveats are documented in the dashboard's Methodology tab and in | |
| `notes/AUDIT-2026-07.md`. | |
| ## Licence | |
| Code and data are released under the **PolyForm Noncommercial License 1.0.0**: research, | |
| education, non-profit and personal use are permitted; **commercial use requires a | |
| separate licence from the author.** The underlying voting records are public UN documents | |
| from the OHCHR Search Library. | |
| ## Citation | |
| > Szoszkiewicz, Ł. (2026). *OHCHR Voting Records — CHR · HRC* (v1.0.0) [Software]. | |
| > Zenodo. https://doi.org/10.5281/zenodo.21281232 | |
| ```bibtex | |
| @software{szoszkiewicz_hrc_voting_2026, | |
| author = {Szoszkiewicz, {\L}ukasz}, | |
| title = {OHCHR Voting Records --- CHR {\textperiodcentered} HRC}, | |
| year = {2026}, | |
| version = {1.0.0}, | |
| publisher = {Zenodo}, | |
| doi = {10.5281/zenodo.21281232}, | |
| url = {https://lszoszk.github.io/hrc-voting/} | |
| } | |
| ``` | |
| Built and maintained by [Łukasz Szoszkiewicz](https://lszoszk.github.io/) (Adam | |
| Mickiewicz University, Poznań) · [ORCID 0000-0001-6671-2893](https://orcid.org/0000-0001-6671-2893). | |