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Symmetric-Humanities-Corpus

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1-18. Hetuduka-atītattikaṃ
3. Paccuppannapadaṃ
7. Pañhāvāro
Paccayacatukkaṃ
Hetupaccayādi
481 . Hetu paccuppanno dhammo hetussa paccuppannassa dhammassa hetupaccayena paccayo… tīṇi.
Nahetu paccuppanno dhammo nahetussa paccuppannassa dhammassa ārammaṇapaccayena paccayo… tīṇi.
Hetu paccuppanno dhammo hetussa paccuppannassa dhammassa adhipatipaccayena paccayo – sahajātādhipati… tīṇi.
Nahetu paccuppanno dhammo nahetussa paccuppannassa dhammassa adhipatipaccayena paccayo – ārammaṇādhipati, sahajātādhipati… tīṇi.
Hetu paccuppanno dhammo hetussa paccuppannassa dhammassa sahajātapaccayena paccayo (saṃkhittaṃ).
482 . Hetuyā tīṇi, ārammaṇe tīṇi, adhipatiyā cha, sahajāte nava, aññamaññe nava, nissaye nava, upanissaye nava, purejāte tīṇi, pacchājāte tīṇi, kamme tīṇi, vipāke nava, āhāre tīṇi, indriye nava , jhāne tīṇi, magge nava, sampayutte nava, vippayutte pañca, atthiyā nava, avigate nava (saṃkhittaṃ).
Paccanīyuddhāro
483 . Hetu paccuppanno dhammo hetussa paccuppannassa dhammassa sahajātapaccayena paccayo (saṃkhittaṃ).
484 . Nahetuyā nava, naārammaṇe nava (saṃkhittaṃ).
Hetupaccayā naārammaṇe tīṇi (saṃkhittaṃ).
Nahetupaccayā ārammaṇe tīṇi (saṃkhittaṃ).
(Yathā kusalattike pañhāvārassa anulomampi paccanīyampi anulomapaccanīyampi paccanīyānulomampi gaṇitaṃ, evaṃ gaṇetabbaṃ. Imamhi dukatike paṭiccavārampi sahajātavārampi paccayavārampi nissayavārampi saṃsaṭṭhavārampi sampayuttavārampi atītampi anāgatampi natthi.)
Hetudukaatītattikaṃ niṭṭhitaṃ.
1-19. Hetuduka-atītārammaṇattikaṃ
1. Atītārammaṇapadaṃ
1-6. Paṭiccavārādi
Paccayacatukkaṃ
Hetupaccayo
485 . Hetuṃ atītārammaṇaṃ dhammaṃ paṭicca hetu atītārammaṇo dhammo uppajjati hetupaccayā… tīṇi.
Nahetuṃ atītārammaṇaṃ dhammaṃ paṭicca nahetu atītārammaṇo dhammo uppajjati hetupaccayā… tīṇi.
Hetuṃ atītārammaṇañca nahetuṃ atītārammaṇañca dhammaṃ paṭicca hetu atītārammaṇo dhammo uppajjati hetupaccayā… tīṇi (saṃkhittaṃ).
486 . Hetuyā nava, ārammaṇe nava, adhipatiyā nava, anantare nava, samanantare nava…pe… kamme nava…pe… avigate nava (saṃkhittaṃ).
Nahetu-naadhipatipaccayā
487 . Nahetuṃ atītārammaṇaṃ dhammaṃ paṭicca nahetu atītārammaṇo dhammo uppajjati nahetupaccayā. Nahetuṃ atītārammaṇaṃ dhammaṃ paṭicca hetu atītārammaṇo dhammo uppajjati nahetupaccayā. (2)
Hetuṃ atītārammaṇaṃ dhammaṃ paṭicca hetu atītārammaṇo dhammo uppajjati naadhipatipaccayā (saṃkhittaṃ).
488 . Nahetuyā dve, naadhipatiyā nava, napurejāte nava, napacchājāte nava, naāsevane nava, nakamme tīṇi, navipāke nava, namagge ekaṃ, navippayutte nava (saṃkhittaṃ).
Hetupaccayā naadhipatiyā nava (saṃkhittaṃ).
Nahetupaccayā ārammaṇe dve (saṃkhittaṃ).
(Sahajātavāropi paccayavāropi nissayavāropi saṃsaṭṭhavāropi sampayuttavāropi paṭiccavārasadisā vitthāretabbā.)
7. Pañhāvāro
Paccayacatukkaṃ
Hetupaccayādi
489 . Hetu atītārammaṇo dhammo hetussa atītārammaṇassa dhammassa hetupaccayena paccayo… tīṇi.
Hetu atītārammaṇo dhammo hetussa atītārammaṇassa dhammassa ārammaṇapaccayena paccayo… nava.
Hetu atītārammaṇo dhammo hetussa atītārammaṇassa dhammassa adhipatipaccayena paccayo – ārammaṇādhipati, sahajātādhipati… tīṇi.
Nahetu atītārammaṇo dhammo nahetussa atītārammaṇassa dhammassa adhipatipaccayena paccayo – ārammaṇādhipati, sahajātādhipati… tīṇi.
Hetu atītārammaṇo ca nahetu atītārammaṇo ca dhammā hetussa atītārammaṇassa dhammassa adhipatipaccayena paccayo – ārammaṇādhipati… tīṇi (saṃkhittaṃ).
490 . Hetuyā tīṇi, ārammaṇe nava, adhipatiyā nava, anantare nava, samanantare nava, sahajāte nava, aññamaññe nava, nissaye nava, upanissaye nava, āsevane nava, kamme tīṇi, vipāke nava, āhāre tīṇi, indriye nava, jhāne tīṇi, magge nava, sampayutte nava, atthiyā nava…pe… avigate nava (saṃkhittaṃ).
Paccanīyuddhāro
491 . Hetu atītārammaṇo dhammo hetussa atītārammaṇassa dhammassa ārammaṇapaccayena paccayo… sahajātapaccayena paccayo… upanissayapaccayena paccayo (saṃkhittaṃ).
492 . Nahetuyā nava, naārammaṇe nava (saṃkhittaṃ).
Hetupaccayā naārammaṇe tīṇi (saṃkhittaṃ).
Nahetupaccayā ārammaṇe nava (saṃkhittaṃ).
(Yathā kusalattike pañhāvārassa anulomampi paccanīyampi anulomapaccanīyampi paccanīyānulomampi gaṇitaṃ, evaṃ gaṇetabbaṃ.)
2. Anāgatārammaṇapadaṃ
1-6. Paṭiccavārādi
Paccayacatukkaṃ
Hetupaccayo
493 . Hetuṃ anāgatārammaṇaṃ dhammaṃ paṭicca hetu anāgatārammaṇo dhammo uppajjati hetupaccayā… tīṇi.
Nahetuṃ anāgatārammaṇaṃ dhammaṃ paṭicca nahetu anāgatārammaṇo dhammo uppajjati hetupaccayā… tīṇi.
Hetuṃ anāgatārammaṇañca nahetuṃ anāgatārammaṇañca dhammaṃ paṭicca hetu anāgatārammaṇo dhammo uppajjati hetupaccayā… tīṇi (saṃkhittaṃ).
494 . Hetuyā nava, ārammaṇe nava…pe… kamme nava…pe… avigate nava (saṃkhittaṃ).
Nahetu-naadhipatipaccayā
495 . Nahetuṃ anāgatārammaṇaṃ dhammaṃ paṭicca nahetu anāgatārammaṇo dhammo uppajjati nahetupaccayā. Nahetuṃ anāgatārammaṇaṃ dhammaṃ paṭicca hetu anāgatārammaṇo dhammo uppajjati nahetupaccayā . (2)
Hetuṃ anāgatārammaṇaṃ dhammaṃ paṭicca hetu anāgatārammaṇo dhammo uppajjati naadhipatipaccayā (saṃkhittaṃ).
496 . Nahetuyā dve, naadhipatiyā nava, napurejāte nava, napacchājāte nava, naāsevane nava, nakamme tīṇi, navipāke nava, namagge ekaṃ, navippayutte nava (saṃkhittaṃ).
Hetupaccayā naadhipatiyā nava (saṃkhittaṃ).
Nahetupaccayā ārammaṇe dve (saṃkhittaṃ).
(Sahajātavāropi paccayavāropi nissayavāropi saṃsaṭṭhavāropi sampayuttavāropi paṭiccavārasadisā vitthāretabbā.)
7. Pañhāvāro
Paccayacatukkaṃ
Hetupaccayādi
497 . Hetu anāgatārammaṇo dhammo hetussa anāgatārammaṇassa dhammassa hetupaccayena paccayo… tīṇi.
Hetu anāgatārammaṇo dhammo hetussa anāgatārammaṇassa dhammassa ārammaṇapaccayena paccayo… nava.
Hetu anāgatārammaṇo dhammo hetussa anāgatārammaṇassa dhammassa adhipatipaccayena paccayo – ārammaṇādhipati, sahajātādhipati… tīṇi.
Nahetu anāgatārammaṇo dhammo nahetussa anāgatārammaṇassa dhammassa adhipatipaccayena paccayo – ārammaṇādhipati, sahajātādhipati… tīṇi.
Hetu anāgatārammaṇo ca nahetu anāgatārammaṇo ca dhammā hetussa anāgatārammaṇassa dhammassa adhipatipaccayena paccayo – ārammaṇādhipati… tīṇi (saṃkhittaṃ).
498 . Hetuyā tīṇi, ārammaṇe nava, adhipatiyā nava, anantare nava, samanantare nava, sahajāte nava, aññamaññe nava, nissaye nava, upanissaye nava, āsevane nava, kamme tīṇi, vipāke nava, āhāre tīṇi…pe… avigate nava (saṃkhittaṃ).
Paccanīyuddhāro
499 . Hetu anāgatārammaṇo dhammo hetussa anāgatārammaṇassa dhammassa ārammaṇapaccayena paccayo… sahajātapaccayena paccayo… upanissayapaccayena paccayo (saṃkhittaṃ).
500 . Nahetuyā nava, naārammaṇe nava (saṃkhittaṃ).
Hetupaccayā naārammaṇe tīṇi (saṃkhittaṃ).
Nahetupaccayā ārammaṇe nava (saṃkhittaṃ).
(Yathā kusalattike pañhāvārassa anulomampi paccanīyampi anulomapaccanīyampi paccanīyānulomampi gaṇitaṃ, evaṃ gaṇetabbaṃ.)
3. Paccuppannārammaṇapadaṃ
1-6. Paṭiccavārādi
Paccayacatukkaṃ
Hetupaccayo
501 . Hetuṃ paccuppannārammaṇaṃ dhammaṃ paṭicca hetu paccuppannārammaṇo dhammo uppajjati hetupaccayā… tīṇi.
Nahetuṃ paccuppannārammaṇaṃ dhammaṃ paṭicca nahetu paccuppannārammaṇo dhammo uppajjati hetupaccayā… tīṇi.
Hetuṃ paccuppannārammaṇañca nahetuṃ paccuppannārammaṇañca dhammaṃ paṭicca hetu paccuppannārammaṇo dhammo uppajjati hetupaccayā… tīṇi (saṃkhittaṃ).
502 . Hetuyā nava, ārammaṇe nava, adhipatiyā nava…pe… kamme nava…pe… avigate nava (saṃkhittaṃ).
Nahetu-naadhipatipaccayā
503 . Nahetuṃ paccuppannārammaṇaṃ dhammaṃ paṭicca nahetu paccuppannārammaṇo dhammo uppajjati nahetupaccayā. Nahetuṃ paccuppannārammaṇaṃ dhammaṃ paṭicca hetu paccuppannārammaṇo dhammo uppajjati nahetupaccayā. (2)
Hetuṃ paccuppannārammaṇaṃ dhammaṃ paṭicca hetu paccuppannārammaṇo dhammo uppajjati naadhipatipaccayā (saṃkhittaṃ).
504 . Nahetuyā dve, naadhipatiyā nava, napurejāte nava, napacchājāte nava, naāsevane nava, nakamme tīṇi, navipāke nava, najhāne ekaṃ, namagge ekaṃ, navippayutte nava (saṃkhittaṃ).
Hetupaccayā naadhipatiyā nava (saṃkhittaṃ).
Nahetupaccayā ārammaṇe dve (saṃkhittaṃ).
(Sahajātavāropi paccayavāropi nissayavāropi saṃsaṭṭhavāropi sampayuttavāropi paṭiccavārasadisā vitthāretabbā.)
7. Pañhāvāro
Paccayacatukkaṃ
Hetupaccayādi
505 . Hetu paccuppannārammaṇo dhammo hetussa paccuppannārammaṇassa dhammassa hetupaccayena paccayo… tīṇi.
Hetu paccuppannārammaṇo dhammo hetussa paccuppannārammaṇassa dhammassa ārammaṇapaccayena paccayo… nava.
Hetu paccuppannārammaṇo dhammo hetussa paccuppannārammaṇassa dhammassa adhipatipaccayena paccayo – ārammaṇādhipati, sahajātādhipati… tīṇi.

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Symmetric Humanities and Cultural Corpus

A massive, culturally rich dataset hosted on Hugging Face Hub, engineered to achieve strict thematic symmetry across General Culture, Philosophy & Argumentation, and Theology & Ancient Wisdom. This corpus is explicitly stripped of code, mathematics, and formal logic.

Dataset Structure

The dataset is partitioned into three domains:

culture/ - General multilingual cultural and literary texts
philosophy/ - Philosophical encyclopedias, quotes, and structured debates
theology/ - Sacred texts, commentaries, and spiritual wisdom across world religions

Source Datasets

General Culture & Multilingual

uonlp/CulturaX (cleaned mC4/OSCAR, 167 languages)
PleIAs/common_corpus (open-source multilingual pretraining)
m-a-p/Matrix (general text corpus)
RUCAIBox/Eryansha (classical and cultural literature)

Philosophy & Argumentation

AiresPucrs/stanford-encyclopedia-philosophy
datastax/philosopher-quotes
EleutherAI/kialo (structured debate dataset)

Theology & Ancient Wisdom

Sefaria/hebrew_library & english_library
AuthenticIlm/Shamela4_Full_DB (Islamic texts)
Maktabati/openiti-vectors (pre-modern Arabic literature)
UserN3/Kris-BibleN (English Bible)
freococo/tipitaka_pali_in_15_scripts (Pali Canon)
adsazad/sikhqnadataset (Sikh teachings)
Abhaykoul/Ancient-Indian-Wisdom (Vedic concepts)
divinity-library/open-theology (academic theology)

Methodology

Strict Symmetry: Each thematic domain receives ~33.33% probability mass
Temperature-Scaled Sampling: Controlled downsampling of massive corpora
MinHash LSH Deduplication: 256 permutations, 0.80 Jaccard threshold
Zero-Cost Architecture: DuckDB hf:// protocol, no local storage required

Exclusions

The following datasets are strictly excluded:

IFM/Code-Reasoning (code/reasoning)
MoreThought/Fable-5.1-Max-Reasoning (code traces)
tasksource/folio (formal logic)
meliascosta/wiki_academic_subjects (STEM contamination)
togethercomputer/RedPajama-Data-1T (excluded by directive)

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