Everest Summit Attempts
Data source: Kaggle
| rowid | column | type | description |
|---|---|---|---|
| 1 | climber_id | string | Unique climber-attempt id |
| 2 | year | int | Year of the attempt (1990-2026) |
| 3 | season | string | spring / autumn / winter / summer (~86% spring) |
| 4 | route | string | South Col-SE Ridge (Nepal) / North Ridge-NE (Tibet) / other |
| 5 | age | int | Climber age |
| 6 | sex | string | M / F |
| 7 | is_hired_staff | int | 1 if hired high-altitude worker (e.g. Sherpa staff) |
| 8 | years_climbing | int | Years of climbing experience |
| 9 | prior_8000m_peaks | int | Number of 8000m peaks previously summited — the strongest predictor |
| 10 | prior_everest_attempts | int | Previous Everest attempts |
| 11 | highest_prev_altitude_m | int | Highest altitude previously reached (m) |
| 12 | operator_tier | string | budget / mid / premium / independent |
| 13 | team_size | int | Number of climbers in the team |
| 14 | sherpa_ratio | float | Hired high-altitude support per client (0-3) |
| 15 | uses_oxygen | int | 1 if using supplemental oxygen |
| 16 | o2_start_altitude_m | int | Altitude where supplemental O2 begins (0 if none) |
| 17 | days_acclimatizing | int | Days spent acclimatizing before the summit push |
| 18 | camps_established | int | Number of camps established |
| 19 | summit_window_days | int | Length of the usable summit weather window (days) |
| 20 | weather_score | float | Weather quality during the push (0-10, higher = better) |
| 21 | jetstream_risk | float | Jet-stream disruption risk (0-10) |
| 22 | queue_minutes_above_8000 | int | Minutes queuing in the death zone (a post-2012 phenomenon) |
| 23 | turnaround_reason | string | Why they turned back (weather_window_closed, death_zone_crowding, oxygen_exhaustion, exhaustion_altitude_sickness, frostbite, team_decision, illness, other) or summited |
| 24 | serious_incident | int | 1 if a serious incident occurred (frostbite/injury class) — rare (~2%) |
| 25 | summited | int | TARGET: 1 if the climber reached the summit |