About AusFigures

ABOUT

About AusFigures

AusFigures is a source-grounded public-text archive for tracing how humanoid or humanoid-adjacent supernatural figures appear in Australian public sources.

public textauditableAustralia-only
DATA STATUS / PUBLIC CORPUS
PUBLIC RECORDS4,265
MAPPED RECORDS1,593
SOURCE ORGS45
ABOUT / PUBLIC DATA TERMINAL
ABOUT

AusFigures

Source-grounded public records of Australian supernatural humanoid narratives.

AUSTRALIAN SUPERNATURAL HUMANOID TEXTS

Public-text archive and research display system

This project traces how humanoid or humanoid-adjacent supernatural figures appear in Australian public texts — encounters, apparitions, legends, and their later retellings. Inclusion means a public source or public metadata record exists; it does not verify the claim that source describes.

SOURCE-GROUNDED PUBLIC-TEXT ARCHIVEPUBLIC SOURCE EXISTS != SUPERNATURAL CLAIM VERIFIED
SCOPE / BOUNDARY DECLARATION

A record of public texts, not a verification system.

This archive studies how supernatural humanoid figures are represented in public Australian sources. It does not test whether any reported figure or event is real.

  1. 01
    SCOPE

    Australia only

    Every record ties to an Australian public source, an Australian public metadata entry, or a narrative documented in a public Australian text.

  2. 02
    EVIDENCE BASIS

    Public records and public metadata

    Inclusion means a public source or public metadata record exists and can be cited, reviewed, or linked — not that the account it describes is true.

  3. 03
    TYPED FOR REVIEW

    Coded on five axes

    Narrative role, source family, publicness, date, and location evidence are tracked separately, so any one record can be checked or revised without touching the others.

  4. 04
    MAP RULE

    At most one flag per record

    A map flag is a reviewed display location for one record. It is never shown as proof of an event, a habitat, or a population.

RESEARCH METHOD / AUDIT PROTOCOL

From public source to inspectable record

The archive documents how supernatural humanoid figures appear in public texts. It evaluates provenance and metadata quality; it does not test whether the reported phenomenon is real.

  1. 01
    DISCOVERY

    Find a public trace

    Search public archives, libraries, newspapers, digitised books, institutional repositories, and community-controlled public sources. Tourism pages and unsourced aggregators may point toward a source, but are never treated as primary evidence on their own.

  2. 02
    ADMISSION

    Preserve provenance

    A record is admitted only when a public source or public metadata entry can be cited. Its source organisation, publication context, date, record type, and public-accessibility status stay visible so the record can be checked or revised later.

  3. 03
    CLASSIFICATION

    Keep research layers separate

    The label used in the original source, the analytical narrative type, the source family, the time period, and the location's role in the narrative (event site, apparition site, source institution, or cultural region) are coded independently. A shared category never implies that culturally distinct beings, traditions, or claims are equivalent.

  4. 04
    LOCATION REVIEW

    Map only reviewed evidence

    A record receives a display flag only when it has verifiable location evidence. Narrative geography, alleged event geography, source location, and broad regional association are tracked separately and are never shown as a habitat or as proof.

RECORD TYPOLOGYaccepted public records by research classification
01Spirit-person narratives1,313
02Encounter accounts1,045
03Retellings519
04Apparition records492
05Ghost legends103
06Traditional narratives39
DATA MODEL / SOURCE-CHAIN ARCHITECTURE

From a printed name to a reviewable record.

The archive separates what a source literally says from how it is analytically classified. Four normalized layers carry that separation end to end.

  1. 01
    CONCEPT

    An analytical class, not a species

    entity_concepts group related figures for analysis. The schema enforces the boundary directly: every concept carries a fixed field reading “Analytical organization concept only; not a biological species.”

  2. 02
    LABEL

    The name as printed

    entity_labels preserve the literal wording a source used. A label does not need to be resolved to a concept before it can be stored.

  3. 03
    SOURCE CHAIN

    How a record reached this page

    narrative_source_links tie a narrative to its sources through one of eighteen tracked relationship types — first attestation, syndicated reprint, later retelling, tourism retelling — so discovery and evidentiary weight stay distinguishable.

  4. 04
    LOCATION ROLE

    Where geography does and doesn't count

    narrative_locations tags each place with a role. Only narrative-internal roles, such as an alleged event or apparition location, are eligible for a map flag; a source's collection address or a broad cultural region is not.

SOURCE STANDARDS / ADMISSION LADDER

Not every public mention is treated the same.

Sources are graded before a record is admitted. Five tiers set evidentiary strength; a separate four-stage ladder decides whether something is treated as evidence at all.

  1. A
    TIER A

    Primary or near-primary public source

    Trove newspapers and magazines, NLA digitised items, original public books, diaries, and memoirs, Internet Archive public-domain texts.

  2. B
    TIER B

    Public institutional or community-controlled source

    AIATSIS public material, state libraries and archives, public museums and galleries, heritage authorities.

  3. C
    TIER C

    Public circulation and reputable retelling

    ABC, SBS, reputable journalism, local-history organisations.

  4. D
    TIER D

    Scholarly secondary study

    Accepted when accessible content carries substantive relevant material — metadata alone is a pointer, not evidence.

  5. E
    TIER E

    Discovery-only or specialist aggregator

    Accepted only when a stable page carries substantive narrative and the source's mediation stays visible on the record.

ETHICS / CULTURAL SENSITIVITY

Publicly discoverable is not the same as publicly reproducible.

These rules govern every record before it is admitted, not only ones that look sensitive on the surface.

Public discoverability does not by itself authorise reproduction. A public catalogue record is a signal that something exists, not permission to extract restricted cultural knowledge from it. Restricted, secret/sacred, unpublished, or community-controlled material is not collected. Where a source uses its own community's terminology, that terminology and its original context are preserved rather than rewritten.

Every narrative record carries a display state, set at review time: shown in full with a neutral summary and short excerpt; shown as a neutral summary only, with sensitive substance not reproduced; shown as source metadata only, with no narrative content; or withheld entirely from public display. This state is a review decision, not a default — sensitivity is assessed per record, not assumed from a source's origin.

Some concepts are not merely handled with caution — they are excluded from the archive outright. Where a narrative concept functions as sacred or creation knowledge rather than a locally circulating legend, it falls outside this project's scope entirely and is not catalogued, labelled, or cross-referenced here.

A smaller set of traditional narrative concepts carry an elevated sensitivity setting by default, set before any individual record is reviewed. This does not suppress them from the archive, but it raises the bar for what can be shown in full and keeps source-community terminology intact rather than replaced with an analytical label.

CONTRIBUTION / WHAT THIS ARCHIVE ADDS

Three choices this archive makes differently.

None of this is unique to any one record. It is in how the whole corpus is modelled, curated, and exposed.

  1. 01
    NARRATIVE-FIRST

    Built around narratives, not sightings

    The base object is a documented narrative, not a bounded encounter — see Data Model above. Most cryptid-style catalogues default to the opposite, which quietly treats every record as a claimed event.

  2. 02
    EXCLUSION AS POLICY

    Exclusion, not just caution

    This project doesn't only flag sensitive concepts for careful handling — for some, it declines to catalogue them at all. See Ethics & Cultural Sensitivity above.

  3. 03
    EXPORT-DERIVED NUMBERS

    Every count traces to one file

    The figures on this page are read from a generated data export, not maintained by hand — see Glossary & Data Version below.

REFERENCE / GLOSSARY AND REVISION

Terms used on this page, and where the numbers come from.

Every count on this page is read from the export below, not typed in by hand.

narrative_unit
The archive's core research object: one documented narrative, legend, or account.
source_item
One cited public source — a newspaper article, book, catalogue entry, or page.
source_tier
A–E grading of how strong a source is as evidence (see Source Standards).
display_mode
How much of a record is shown publicly: full, summary only, metadata only, or suppressed.
location_role
What a place means to a narrative — an event site, a source's address, and a cultural region are not treated the same.
lead
An unresolved pointer to a possible source, not yet an accepted record.
publicness
Whether a source is publicly accessible and citable, tracked independently of how strong it is as evidence.
CITATION / REPRODUCIBLE ATTRIBUTION

Cite the archive, then cite the source.

Use one project citation for the aggregation and coding layer. When discussing an individual record, also cite its permanent AusFigures URL and the original public source shown on that record page.

01APA 7
Pan, D. (2026). Australian Public Text Archive of Supernatural Humanoid Narratives and Encounters (Public export generated July 6, 2026) [Data set and digital archive]. https://ausfigures.com/
02Chicago
Pan, Dai. “Australian Public Text Archive of Supernatural Humanoid Narratives and Encounters.” Digital archive and dataset. Public export generated July 6, 2026. https://ausfigures.com/.
03MLA 9
Pan, Dai. “Australian Public Text Archive of Supernatural Humanoid Narratives and Encounters.” AusFigures, public export generated 6 July 2026, ausfigures.com. Accessed 1 September 2026.
04BibTeX
@dataset{pan_ausfigures_2026,
  author       = {Pan, Dai},
  title        = {Australian Public Text Archive of Supernatural Humanoid Narratives and Encounters},
  year         = {2026},
  month        = {07},
  day          = {06},
  publisher    = {AusFigures},
  version      = {Public export 2026-07-06},
  url          = {https://ausfigures.com/},
  urldate      = {2026-09-01},
  note         = {Source-grounded digital archive; cite the original public source for record-level claims}
}

No DOI is assigned to this live export. Original-source rights, access conditions, and culturally specific context continue to apply.

GITHUB / PUBLIC PROJECT REPOSITORY

Inspect the project behind the interface.

The repository is the technical companion to this public display: source code, data policies, audit scripts, citation guidance, and revision history remain available for inspection and reuse.

HOST
github.com
PROJECT
australian-humanoid-supernatural-texts
ACCESS
public research repository
VIEW GITHUB REPOSITORY