Workspace portal

Behnaz & Behrad's Venue Data Suite

A consolidated exploration and cleaning station for café pipeline datasets, raw crawler sources, and validation checkpoints.

Raw Ingests

Crawl Raw Data Viewer

Inspect, filter, and search unstructured vendor data collected across Google Maps, TripAdvisor, Foodro, Cafegardi, Cafeyab, and LastSecond index pages.

Open Raw Viewer
crawled-viewer/index.html
Value Profiling

Raw Value Analyzer

Analyze type distributions, coverage, and value counts per source property. Toggle cardinality filters and search globally across all raw values.

Open Analyzer
raw-value-analyzer/index.html
Pipeline Output

Merged Data Viewer

Navigate aggregated clusters of cafes resolved across multiple crawlers, showing normalized names, attributes, scores, and consolidated metadata.

Open Merged Viewer
venue-clusters/index.html
Data Cleaning

Merge Review Queue

Review high-confidence duplicate pairs flagged by the clustering engine, resolve match conflicts manually, and output approved merge lists.

Open Review Queue
venue-clusters/review-queue.html
Venue Search

Venue Explorer

Search, filter, and drill down into the merged venue dictionary. Inspect canonical attributes, source mapping logic, and merge envelopes offline.

Open Explorer
venue-explorer/index.html
Value Profiling

Canonical Value Analyzer

Cross-check the merged Venue of Record dataset against the canonical schema. Analyze attribute completeness, null ratios, and source contributions per value offline.

Open Canonical Analyzer
canonical-value-analyzer/index.html