medresetuzzehra/indicative-readings

Indicative Readings

Every field of knowledge and work, and the laws of nature, read as signs.

Indicative Readings is a bilingual (English and Turkish) dataset. For each of the 78 fields of UNESCO's ISCED-F 2013 classification of education and work — from physics and law to nursing, catering and transport — and for 66 laws of nature and science, it first states what the field knows, with a verified reference, and then reads it in an indicative way: not only what a thing is, but what it points to — the measure, fit, order and care it displays. Each reading ends with an open question and an invitation to reflect, and leaves the reader free.

The texts use no religious vocabulary. They do not preach and do not argue from what science cannot explain; they start from what science does know.

Example

Water being densest at 4 °C and ice floating on water (Physics)

Most liquids become denser as they cool; water, however, reaches its greatest density at about 4 °C, expands as it cools further and increases in volume by about 9 percent when it freezes. So ice is lighter than water and floats. In winter the cooling surface water of lakes sinks until it reaches 4 °C; then the water left at the surface freezes and the ice layer insulates the water beneath.

Reading. The harfî view looks here at how fittingly an exception is placed. Water departs from the general rule exactly where life is to be protected: lakes freeze from the top, not the bottom, the ice becomes a cover and fish spend the winter in the 4 °C water at the bottom. The water molecule does not know the creatures of the lake; yet this small difference of its fits exactly the measure by which countless creatures get through the winter.

1. In winter a frozen lake has ice on top and liquid water beneath; ice cubes in a glass always float too.
2. Physics has measured this: water is densest at about 4 °C and expands as it freezes; so ice floats and lakes freeze from the top.
3. While almost all liquids behave the other way round, how is it that water departs from the rule exactly where it protects living things?
4. The water molecule does not think of the fish; but that life in lakes is prepared for winter by this measure of water makes one think of someone who knows the need beforehand and sets the measure accordingly: someone must be doing this.
5. If you like, let us drop ice into a glass of water and look together; think about this fine point in the floating of ice yourself too.

Analogy. A thick cover stretched over an outdoor swimming pool in winter keeps the water beneath from freezing and keeps the pool ready for spring. Where it stops: Someone lays the pool cover knowingly, whereas the ice forms on top because of water's density property. The analogy carries only the aspect of 'the cover on top protecting what is beneath'.

Limits. This reading does not change the physics of water or the explanation given by hydrogen bonds; it makes no claim of proof. It offers a way of looking at a property that physics measures.

Contents

Config	Records	What it holds
readings	390	five readings per field: the field's account, the indicative reading, an analogy and its limit, five steps, limits, references
laws	66	laws of nature and science with their conditions of validity, read the same way
profiles	78	for each field, its answer to 'What is this universe?' and the reality the field rests on
fields	117	the 78 ISCED-F 2013 detailed fields covered and their broad and narrow groups, in English and Turkish
methods	20	the reading methods used, in plain words
references	544	the works the readings rest on, each verified (see Quality)
training_pairs	1068	instruction and answer pairs built from the records' own text
coverage	78	which records cover which field

Every text field comes in English (_en) and Turkish (_tr). Turkish is the source language; the English is the project's translation. In the texts, harfî (Turkish, "like a letter") names the indicative view and ismî ("like a noun") the view of a thing for its own sake: a letter is read for what it points to, a noun for itself.

How the readings are made

1. Shared observation — something anyone can see or check.
2. The field's account — what the science knows, in plain words, with its evidence level and references.
3. Wonder as a question — how are this order, measure and fit possible?
4. An invitation to the inference — a work that needs such knowledge and measure makes one think of someone who knows and sets it.
5. Freedom — an open invitation to look again and think, without pressure.

Every analogy states where it stops, and every reading states what it does not claim: it does not change the science, it is not a proof, and it is not medical, legal or financial advice.

Quality

• Every reference was verified: works with a DOI on Crossref (the registered title and year match), official texts on their official page (the expected wording is present). The list is in SOURCES.md.
• Every text was checked mechanically: no religious names, no argument from gaps, no pressure, numbers identical in both languages.
• Every English text was checked against the Turkish for meaning (who does what, negation, conditions, scope, certainty, time, literal and figurative speech); corrections were made where needed.
• verification.jsonl lists every record with its content hash and checks; manifest.json lists every file with its hash.

Intended use

Education and reflection; bilingual reading; training and evaluating language models to connect scientific knowledge with meaning honestly — source first, analogies with their limits, an open invitation instead of pressure.

Out of scope

Not a textbook; the scientific statements are short summaries with references. Not medical, legal or financial advice. The readings are ways of looking, not proofs, and must not be presented as anyone's quotations.

Splits

Records are split by field (all records of a field sit on one side): train, validation and test. The test split is locked: its record ids and hash are in manifest.json. It is a held-out part of this dataset, not an independent benchmark.

Sources, license, corrections

• Sources and the origin of the method: SOURCES.md.
• License: Creative Commons Attribution 4.0 International (cc-by-4.0). Attribution: Medresetüzzehra project, Indicative Readings, version 1.1.0.
• Corrections and withdrawals: WITHDRAWALS.md; changes between versions: CHANGELOG.md. Please report problems in this repository's Discussions.

@misc{indicative_readings_1_1_0,
  title  = {Indicative Readings: every field of knowledge and the laws of nature read as signs},
  author = {{Medresetüzzehra project}},
  year   = {2026},
  note   = {Version 1.1.0, Creative Commons Attribution 4.0 International},
  howpublished = {\url{https://huggingface.co/datasets/medresetuzzehra/indicative-readings}}
}

Türkçe

Harfî Okumalar, İngilizce ve Türkçe bir veri setidir. UNESCO'nun ISCED-F 2013 sınıflamasındaki 78 alanın her biri ve 66 tabiat ve ilim kanunu için önce ilmin bildiğini doğrulanmış kaynağıyla verir, sonra onu harfî (işaret eden) bakışla okur: bir şeyin yalnız ne olduğuna değil, neyi gösterdiğine — taşıdığı ölçüye, uyuma, düzene ve özene — bakar. Her okuma açık bir soru ve düşünmeye davetle biter; okuru serbest bırakır. Metinlerde dinî kelime kullanılmaz; vaaz edilmez ve ‘bilim açıklayamıyor’ diye delil kurulmaz. Kaynaklar ve usulün kaynağı SOURCES.md dosyasındadır. Lisans CC BY 4.0'dır.