Skip to page content
SAVRN
Search Plan a project

Dataset

travel-pointcloud-text-benchmark

by Hanna C. Lewandowski HannaLewandowski/travel-pointcloud-text-benchmark

This repository contains a preparation pipeline and a small metadata sample for Travel work with Pointcloud Text inputs. It does not claim to be a complete benchmark release; the loader documents how source data is normalized and validated.

Rows—
Configurations—
Size14.5 KB
Licenseapache-2.0
AccessPublicly accessible
Monthly Downloads—

Dataset Card

By Hanna C. Lewandowski, published under apache-2.0, revision 0c7f194edc27.

Travel Pointcloud Text Data Notes

Dataset summary

This repository contains a preparation pipeline and a small metadata sample for Travel work with Pointcloud Text inputs. It does not claim to be a complete benchmark release; the loader documents how source data is normalized and validated.

Included material

  • load_data.py — loading, cleaning, and split preparation code.
  • dataset_infos.json — schema and split metadata.
  • metadata_sample.jsonl — small, human-readable records for checking the schema.
  • README.md — data card and usage notes.

Processing choices

Stage Setting
Storage format npy sharded
Preprocessing auto ml
Augmentation mixup cutmix
Split strategy kfold 5
Sampling random
Quality checks lenient
Labeling weak supervision

Validation checklist

Before using the prepared data, verify source licenses, duplicates across splits, missing values, label balance, and modality-specific corruption. Record the source version and every filtering rule so a later run can reproduce the same rows.

Intended use

The repository is suitable for testing the data pipeline, adapting it to a documented source, and preparing controlled research splits. Release status: metadata sample; full source data not bundled. The sample is for schema inspection only and should not be reported as a full training corpus.

Risks and limitations

The loader cannot guarantee that an external source is representative, correctly licensed, or free of sensitive information. Users remain responsible for source review, privacy checks, and bias analysis before training or redistribution.

Files

  • load_data.py — primary artifact
  • README.md — this documentation
  • dataset_infos.json — schema metadata
  • metadata_sample.jsonl — schema sample

License

Released under apache-2.0. Review the source-data terms separately when this repository is used with external datasets.

Details

Repository
HannaLewandowski/travel-pointcloud-text-benchmark
Publisher
Hanna C. Lewandowski
Task category
Not stated by the source
Tags
dataset, travel, pointcloud-text
Size category
Not stated by the source
Languages
Not stated by the source
Revision
0c7f194edc27bdf1251cff29c9a3802c81230515
Last updated
2026-10-02

Files

5 files, 14.5 KB in total.

Data2 files · 3.6 KB
Documentation1 file · 2.1 KB
Other1 file · 6.4 KB
Repository1 file · 2.5 KB
Every file
FileTypeSizeSHA-256
dataset_infos.jsonData513 B—
metadata_sample.jsonlData3.0 KB—
README.mdDocumentation2.1 KB—
load_data.pyOther6.4 KB—
.gitattributesRepository2.5 KB—

License and Download

License
apache-2.0
Access
No access gate
Download from Hanna C. Lewandowski

Released by Hanna C. Lewandowski through its official repository on Hugging Face. Read the license.