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Datasets:
kalpesh77
/
vedic-neural-geometry

Modalities:
Image
Text
Formats:
parquet
Languages:
Marathi
Sanskrit
English
Size:
1K - 10K
Tags:
vedic
astrology
knowledge-graph
neural-geometry
marathi
sanskrit
Libraries:
Datasets
Dask
Polars
License:
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source
stringclasses
672 values
target
stringclasses
671 values
relation
stringclasses
1 value
confidence
float64
0.7
0.7
⌀
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End of preview. Expand in Data Studio

🕉️ वैदिक न्यूरल भूमिती (Vedic Neural Geometry)

व्हर्जन: 5.0 (Final) | अपडेट: 2026-05-28 | लेखक: कल्पेश

व्हर्जन ५.० पूर्ण वैशिष्ट्ये

🌐 मराठी कंटेंट (100% कव्हरेज)

  • canonical/nodes.parquet: label_mr, description_mr, interpretation_mr, remedy_mr, source_reference_mr
  • canonical/edges.parquet: relation_mr, effect_mr, strength_condition_mr

🔧 तांत्रिक व भौमितिक सुधारणा

  • ✅ chakra_level दुरुस्ती: सहस्रार चक्र 7 (सप्तचक्र प्रणाली)
  • ✅ श्रीयंत्र भूमिती: triangle_count=43, petal_layers=[8,16], gateways=4, phi_ratio, pi_ratio
  • ✅ न्यूरल टोपोलॉजी: hausdorff_dim(1.2→2.0), fractal_depth, bindu_descent_step, neural_plexus- ✅ खगोलशास्त्रीय मॅपिंग: instrument_name, coordinate_transform, angular_motion_deg, parallel_processing_units

🚀 वापर (उदाहरण) 

import pandas as pd
nodes = pd.read_parquet("hf://datasets/kalpesh77/vedic-neural-geometry/canonical/nodes.parquet")
print(nodes[['label_mr', 'chakra_level', 'hausdorff_dim', 'instrument_name']].head())

dataset_info: features: - node_id: string - x: float (0-1000) - y: float (0-1000) - type: string - layer: int (0-4) license: mit

Vedic Neural Geometry Dataset

कसा वापरावा?

Python मध्ये: 

from datasets import load_dataset

dataset = load_dataset("kalpesh77/vedic-neural-geometry")
nodes = dataset["canonical"]["nodes"]

# पहिला node
print(nodes[0])

Schema:

  • X, Y Coordinates: 0-1000 range मध्ये
  • Node Types: bindu, triangle, circle, yantra
  • Layers: 0 (Input) ते 4 (Bindu Descent)

📁 फाइल स्ट्रक्चर

  • canonical/ (nodes.parquet, edges.parquet)
  • graphrag/ (semantic nodes & edges)
  • ontology/ (graha, tattva, mantra, yantra registries)
  • archive/ (legacy & model index)

🕉️ सर्वे भवन्तु सुखिनः
Downloads last month
867
Number of rows:
4,422
Total file size:
1.21 MB

Space using kalpesh77/vedic-neural-geometry 1