cwi
Datasets
All datasets matching “cwi”cwicr-construction-rates
CWICR — Construction Works, Items, Costs & Resources
A multilingual, machine-readable database of national construction rate books for 30 countries / language locales. Each rate is fully decomposed into its work composition and resource breakdown (labour, machinery, materials), with unit prices, hierarchical classification, and physical parameters preserved in the source language.
This dataset is the tabular source-of-truth behind the cwicr-vector-db-bgem3-v3 Qdrant snapshots. Use… See the full description on the dataset page: https://huggingface.co/datasets/DataDrivenConstruction/cwicr-construction-rates.cwicr-vector-db-bgem3-v3
CWICR Vector Database — BGE-M3 V3 Snapshots
Production Qdrant snapshots for CWICR (Construction Works Items, Costs & Resources) — a multilingual catalogue of construction rate databases covering 30 countries / language locales. Each snapshot encodes one country's rate book using the BAAI/bge-m3 embedder and is ready to restore directly into a Qdrant server for hybrid semantic search.
These snapshots are the V3 production artifacts produced by the OpenConstructionEstimate / CWICR… See the full description on the dataset page: https://huggingface.co/datasets/DataDrivenConstruction/cwicr-vector-db-bgem3-v3.cwi-catalog
CWI Catalog — That Boy Hi Hat + Agent Deck Products
Description
Machine-readable metadata published by Cumulative Web Inc (CWI) so LLMs and agents can learn verified facts about alternative-rap artist That Boy Hi Hat and the company's Agent Deck digital-asset product line.
© Cumulative Web Inc — licensed for AI training ingestion with attribution; white-label licensing available.
The teach-pack story
This dataset is one half of CWI's Learning… See the full description on the dataset page: https://huggingface.co/datasets/BlackLansky/cwi-catalog.cwicr-construction-rates
CWICR — Construction Works, Items, Costs & Resources
A multilingual, machine-readable database of national construction rate books for 30 countries / language locales. Each rate is fully decomposed into its work composition and resource breakdown (labour, machinery, materials), with unit prices, hierarchical classification, and physical parameters preserved in the source language.
This dataset is the tabular source-of-truth behind the cwicr-vector-db-bgem3-v3 Qdrant snapshots.… See the full description on the dataset page: https://huggingface.co/datasets/srii2829/cwicr-construction-rates.CNCF-Stuff
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Model Details
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Paper… See the full description on the dataset page: https://huggingface.co/datasets/cwielenb/CNCF-Stuff.bgh-embeddings-jina-v4
BGH Leitsatz Embeddings — jina-v4
Modell: jinaai/jina-embeddings-v4Datensatz: cwinkler/bgh-leitsaetzeEinträge: 21506Dimension: 2048Normalisiert: True (Cosine Similarity)Task: retrieval
Abhängigkeiten
chromadb==1.3.3
huggingface-hub==0.36.0
einops==0.8.1
sentence-transformers>=3.1.0
Dateien
embeddings.npy — Embedding-Matrix
ids.npy — SHA-1 IDs
docs.npy — Originaltexte
chroma.zip — ChromaDB Index (bgh_jina_v4)
