---
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.