AmareshHebbar/numerology_chaldean-sft

Numerology (Chaldean) SFT Dataset

Same four-number structure as the Pythagorean system, but the older Chaldean letter-value table (1-8, no letter maps to 9) and no Master Number preservation.

Total examples	100000
Train / Validation / Test	89916 / 5104 / 4980
Question types	4
Avg citations per example	1.75
Zero-citation examples	0

Computation

Pure arithmetic — no astronomy, no external library.

Validation status — read before trusting this at scale

Same hand-verification approach as the Pythagorean card — Life Path arithmetic is identical (DOB-based) and matches. Chaldean letter-table values checked against the standard documented 8-group table (1:AIJQY, 2:BKR, 3:CGLS, 4:DMT, 5:EHNX, 6:UVW, 7:OZ, 8:FP).

Schema

Field	Type	Description
example_id	string	{synthetic_id}_{question_type}
synthetic_id	string	ID of the underlying synthetic input
system	string	"numerology_chaldean"
facts	dict	Full computed output for this system (chart/pillars/numbers depending on system)
retrieved_rules	list[dict]	Rules/observations matched for this input
question_type	string	See distribution below
user_question	string	Synthetic user question
response	string	Grounded reading — every claim traces to facts or retrieved_rules
citations	list[string]	Which rules the response draws on
source	string	"rule_matched" for all rows in this version

Question type distribution: general: 25000, career: 25000, relationships: 25000, full_profile: 25000

Usage

from datasets import load_dataset

ds = load_dataset("YOUR_USERNAME/numerology_chaldean-sft")
print(ds)

ex = ds["train"][0]
print(ex["user_question"])
print(ex["response"])

What this dataset does NOT claim

Like every dataset in this collection, this teaches a model to narrate a correctly-computed Numerology (Chaldean) reading using its own traditional rules faithfully and with citations. It does not, and cannot, contain any ground truth about whether any prediction comes true — no such data exists for any divination system. See the companion repo's top-level README for the shared "what these datasets don't claim" statement that applies across the whole collection.

Known limitations

• Same synthetic-name-pool limitation as the Pythagorean card.
• Some Chaldean traditions treat compound numbers (especially before final reduction) as independently meaningful — this version reduces fully to a single digit and does not surface the pre-reduction compound value.

Companion repo

Full generation pipeline (8 systems, shared scripts) — for regenerating at larger scale or extending the rule set — is the companion GitHub repo astrology-datasets (update this link once pushed).

License

Apache 2.0. All computed data is synthetic (no real people). Rule/effect text is written in-house, paraphrasing widely known traditional principles, not reproduced from any single copyrighted source.