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README.md

@@ -1,223 +1,94 @@
 ---
-dataset_info:
-  features:
-  - name: example_id
-    dtype: string
-  - name: synthetic_id
-    dtype: string
-  - name: system
-    dtype: string
-  - name: facts
-    struct:
-    - name: birth_input
-      struct:
-      - name: date
-        dtype: timestamp[s]
-      - name: time
-        dtype: string
-      - name: tz_offset_hours
-        dtype: float64
-      - name: place
-        dtype: string
-      - name: lat
-        dtype: float64
-      - name: lon
-        dtype: float64
-    - name: zodiac_type
-      dtype: string
-    - name: ascendant
-      struct:
-      - name: longitude
-        dtype: float64
-      - name: rashi
-        dtype: string
-      - name: nakshatra
-        dtype: string
-      - name: pada
-        dtype: int64
-      - name: sub_lord
-        dtype: string
-    - name: planets
-      struct:
-      - name: Sun
-        struct:
-        - name: longitude
-          dtype: float64
-        - name: rashi
-          dtype: string
-        - name: nakshatra
-          dtype: string
-        - name: pada
-          dtype: int64
-        - name: navamsa_sign
-          dtype: string
-        - name: sub_lord
-          dtype: string
-      - name: Moon
-        struct:
-        - name: longitude
-          dtype: float64
-        - name: rashi
-          dtype: string
-        - name: nakshatra
-          dtype: string
-        - name: pada
-          dtype: int64
-        - name: navamsa_sign
-          dtype: string
-        - name: sub_lord
-          dtype: string
-      - name: Mars
-        struct:
-        - name: longitude
-          dtype: float64
-        - name: rashi
-          dtype: string
-        - name: nakshatra
-          dtype: string
-        - name: pada
-          dtype: int64
-        - name: navamsa_sign
-          dtype: string
-        - name: sub_lord
-          dtype: string
-      - name: Mercury
-        struct:
-        - name: longitude
-          dtype: float64
-        - name: rashi
-          dtype: string
-        - name: nakshatra
-          dtype: string
-        - name: pada
-          dtype: int64
-        - name: navamsa_sign
-          dtype: string
-        - name: sub_lord
-          dtype: string
-      - name: Jupiter
-        struct:
-        - name: longitude
-          dtype: float64
-        - name: rashi
-          dtype: string
-        - name: nakshatra
-          dtype: string
-        - name: pada
-          dtype: int64
-        - name: navamsa_sign
-          dtype: string
-        - name: sub_lord
-          dtype: string
-      - name: Venus
-        struct:
-        - name: longitude
-          dtype: float64
-        - name: rashi
-          dtype: string
-        - name: nakshatra
-          dtype: string
-        - name: pada
-          dtype: int64
-        - name: navamsa_sign
-          dtype: string
-        - name: sub_lord
-          dtype: string
-      - name: Saturn
-        struct:
-        - name: longitude
-          dtype: float64
-        - name: rashi
-          dtype: string
-        - name: nakshatra
-          dtype: string
-        - name: pada
-          dtype: int64
-        - name: navamsa_sign
-          dtype: string
-        - name: sub_lord
-          dtype: string
-      - name: Rahu
-        struct:
-        - name: longitude
-          dtype: float64
-        - name: rashi
-          dtype: string
-        - name: nakshatra
-          dtype: string
-        - name: pada
-          dtype: int64
-        - name: navamsa_sign
-          dtype: string
-        - name: sub_lord
-          dtype: string
-      - name: Ketu
-        struct:
-        - name: longitude
-          dtype: float64
-        - name: rashi
-          dtype: string
-        - name: nakshatra
-          dtype: string
-        - name: pada
-          dtype: int64
-        - name: navamsa_sign
-          dtype: string
-        - name: sub_lord
-          dtype: string
-    - name: vimshottari_dasha
-      list:
-      - name: mahadasha_lord
-        dtype: string
-      - name: start
-        dtype: timestamp[s]
-      - name: end
-        dtype: timestamp[s]
-      - name: years
-        dtype: float64
-    - name: current_dasha
-      struct:
-      - name: mahadasha
-        dtype: string
-  - name: retrieved_rules
-    list:
-    - name: id
-      dtype: string
-    - name: name
-      dtype: string
-    - name: effect
-      dtype: string
-    - name: citation
-      dtype: string
-  - name: question_type
-    dtype: string
-  - name: user_question
-    dtype: string
-  - name: response
-    dtype: string
-  - name: citations
-    list: string
-  - name: source
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 243487015
-    num_examples: 89916
-  - name: validation
-    num_bytes: 13734267
-    num_examples: 5104
-  - name: test
-    num_bytes: 13424054
-    num_examples: 4980
-  download_size: 185423310
-  dataset_size: 270645336
-configs:
-- config_name: default
-  data_files:
-  - split: train
-    path: data/train-*
-  - split: validation
-    path: data/validation-*
-  - split: test
-    path: data/test-*
+license: apache-2.0
+task_categories:
+  - text-generation
+language:
+  - en
+tags:
+  - astrology
+  - kp-astrology
+  - krishnamurti-paddhati
+  - vedic-astrology
+  - sub-lord
+pretty_name: KP System (Krishnamurti Paddhati) SFT Dataset
+size_categories:
+  - 100K<n<1M
 ---
+
+# KP System (Krishnamurti Paddhati) SFT Dataset
+
+Sidereal Vedic chart plus KP's distinguishing sub-lord layer — each planet and the Ascendant get a sub-lord via proportional nakshatra subdivision.
+
+| | |
+|---|---|
+| Total examples | 100000 |
+| Train / Validation / Test | 89916 / 5104 / 4980 |
+| Question types | 4 |
+| Avg citations per example | 4.097 |
+| Zero-citation examples | 0 |
+
+## Computation
+
+Deterministic astronomy (pyswisseph, Lahiri sidereal) + a proportional-subdivision sub-lord formula.
+
+## Validation status — read before trusting this at scale
+
+Sub-lord formula independently checked for internal consistency: the 9 proportional spans sum to exactly one nakshatra (13°20') with no gaps or overlaps, and produce exactly the 9 expected lords in the correct sequence across a fine-grained scan (see companion repo tests/test_kp_sublord.py).
+
+## Schema
+
+| Field | Type | Description |
+|---|---|---|
+| `example_id` | string | `{synthetic_id}_{question_type}` |
+| `synthetic_id` | string | ID of the underlying synthetic input |
+| `system` | string | `"kp_system"` |
+| `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_natal`: 25000, `career`: 25000, `marriage_timing`: 25000, `sub_lord_reading`: 25000
+
+## Usage
+
+```python
+from datasets import load_dataset
+
+ds = load_dataset("YOUR_USERNAME/kp_system-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 KP System (Krishnamurti Paddhati) 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
+
+- Uses Lahiri ayanamsa, not the KP (Krishnamurti) ayanamsa some strict KP practitioners prefer — a documented simplification, not a KP-specific correction.
+- Only 1 level of sub-lord is computed (not the further sub-sub-lord some KP practice uses).
+- No house-cusp sub-lords (KP's horary/timing technique often works from cusp sub-lords, not just planet sub-lords) — only planet and Ascendant sub-lords in this version.
+
+## 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.