| --- |
| license: other |
| language: |
| - en |
| tags: |
| - seo |
| - content-performance |
| - tabular |
| - education |
| - flyrank-internship |
| pretty_name: FlyRank Internship — Lane Datasets (Pseudonymized, Gated) |
| size_categories: |
| - 1M<n<10M |
| extra_gated_prompt: >- |
| By requesting access you agree to the FlyRank Internship Data Use Terms: |
| anonymized research and education use only; no attempt to re-identify clients, |
| domains, queries, keywords, or content; no redistribution of the raw data; and |
| no client-identifying data in any public output (case study, repo, chart, or demo). |
| extra_gated_fields: |
| Name: text |
| Email: text |
| Affiliation or cohort: text |
| I agree to the FlyRank data-use terms: checkbox |
| configs: |
| - config_name: ranking_lifecycle |
| data_files: default_lanes/ranking_lifecycle.parquet |
| - config_name: decline_recovery |
| data_files: default_lanes/decline_recovery.parquet |
| - config_name: engagement_fix |
| data_files: default_lanes/engagement_fix.parquet |
| - config_name: ai_opportunity |
| data_files: default_lanes/ai_opportunity.parquet |
| - config_name: cannibalization_restricted |
| data_files: restricted_lanes/cannibalization_restricted.parquet |
| - config_name: semantic_clustering_restricted |
| data_files: restricted_lanes/semantic_clustering_restricted.parquet |
| --- |
| |
| # FlyRank Internship — Lane Datasets (Pseudonymized) |
|
|
| Six task-focused, pseudonymized lanes derived from the FlyRank warehouse. Salted/namespaced hashed keys join across lanes and the warehouse release. |
|
|
| > **Provenance:** these are fixed example cuts prepared in June 2026 (90-day windows as of their build date). They exist to show the *shape* of lane work — the [warehouse release](https://huggingface.co/datasets/FlyRank/internship-warehouse) (v2 full history) is the source of truth, and capstone-grade features should be engineered from it directly (see starter notebook 03). |
|
|
| ## Default lanes (intern-safe) |
| | Lane | Rows | Typical task | |
| |---|---:|---| |
| | `ranking_lifecycle` | 205,749 | ranking lifecycle, archetypes, baseline scoring | |
| | `decline_recovery` | 56,253 | decline/recovery classification (define a forward label) | |
| | `engagement_fix` | 33,202 | CTR / engagement opportunity analysis | |
| | `ai_opportunity` | 11,571 | AI-referral pattern analysis (positive-only — not a clean binary classifier) | |
|
|
| ## Restricted-origin lanes (raw query/URL origin → keep separate) |
| | Lane | Rows | Typical task | |
| |---|---:|---| |
| | `cannibalization_restricted` | 712,454 | cannibalization severity / action ranking | |
| | `semantic_clustering_restricted` | 350,707 | structured clustering / archetypes | |
|
|
| ## Rules |
| Load a lane with `datasets`: |
| ```python |
| from datasets import load_dataset |
| ds = load_dataset("FlyRank/internship-lanes", "ranking_lifecycle") |
| ``` |
| Product flags / scores (`health_score`, `trend_*`, `recommended_action`, `action_type`) are **leakage-risk context**, not default features. Define your own labels, features, splits, and a leakage-safe prediction point. Public outputs must be anonymized/aggregate only. |
|
|
