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Dataset research report

World Cities Geo research report

A reproducible data report with schema notes, generated chart evidence, suggested follow-up questions, and export-ready Helix queries.

storageHf descriptionjamescalam--world-cities-geo.parquet view_list500 rows

Executive Summary

Dataset containing city, country, region, and continents alongside their longitude and latitude co-ordinates. Cartesian coordinates are provided in x, y, z features.

Finding 1The dataset has 500 rows available in the catalog.
Finding 2The catalog exposes 9 documented or inferred columns.
Finding 3Helix has 5 ready query prompts for this dataset.
Finding 4This report includes 5 generated chart views.

Research Context

World Cities Geo: 500 rows by 9 columns. These exploratory charts are generated automatically from the data - open the dataset in Helix to ask your own questions.

Data Profile

Rows500
Columns9
Numeric cols3
Categorical cols3

Chart Evidence

These views are generated from the dataset profile. Each chart is paired with a Helix query so it can be opened, adjusted, and exported.

Follow-Up Queries

Preview Rows

# citytext countrytext regiontext continenttext latitudefloat longitudefloat xfloat yfloat
1 KabulAfghanistanSouthern AsiaAsia34.5269.1818664907
2 KandaharAfghanistanSouthern AsiaAsia31.6165.722334945
3 Mazar-e SharifAfghanistanSouthern AsiaAsia36.7167.1119874706
4 HeratAfghanistanSouthern AsiaAsia34.3462.1924544653
5 JalalabadAfghanistanSouthern AsiaAsia34.4270.4517594953
6 KonduzAfghanistanSouthern AsiaAsia36.7268.8618424763

Data Dictionary

  • city text
  • country categorical
  • region categorical
  • continent categorical
  • latitude numeric
  • longitude numeric
  • x numeric
  • y numeric
  • z numeric

Method And Limits

  • Load the catalog entry and preview rows from the processed dataset file.
  • Infer numeric, categorical, time, and location fields from real columns.
  • Generate a small set of defensive Plotly chart specifications from that profile.
  • Expose each chart idea as a query link so the report can be rerun or exported in Helix.

This report is intentionally reproducible. It uses the local catalog metadata and generated chart specifications rather than claiming external conclusions beyond the dataset.

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