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Tagging Mountaineering Accident Reports Using bart-large-mnli | by Karla Hernández | Feb, 2024


I discovered the Himalayan Database a few weeks ago and decided to create a few “whimsical” visualizations based on this dataset. In two previous articles I created a simple elevation plot for Everest expeditions and a plot showing the relative number of deaths for 5 Himalayan peaks. This time I wanted to explore expedition accident reports.

The dataset I’ll be using is a small CSV file with information on Himalayan expeditions, where each record/row represents one expedition in the Himalayas. Here are 5 sample records for expeditions in Annapurna II:

       expid peakid  year  season  host            route1            route2 route3 route4      nation               leaders                                        sponsor  success1  success2  success3  success4 ascent1 ascent2 ascent3 ascent4  claimed  disputed     countries                                   approach   bcdate   smtdate  smttime  smtdays  totdays  termdate  termreason                                         termnote  highpoint  traverse    ski  parapente  camps  rope  totmembers  smtmembers  mdeaths  tothired  smthired  hdeaths  nohired  o2used  o2none  o2climb  o2descent  o2sleep  o2medical  o2taken  o2unkwn                           othersmts                                          campsites                           accidents achievment agency  comrte  stdrte  primrte  primmem  primref primid   chksum
0 ANN260101 ANN2 1960 1 1 NW Ridge-W Ridge NaN NaN NaN UK J. O. M. Roberts NaN True False False False 1st NaN NaN NaN False False India, Nepal Marshyangdi->Hongde->Sabje Khola 3/15/60 5/17/60 1530.0 63 0 - - 1 NaN 7937 False False False 6 0 10 2 0 9 1 0 False True False True False True False False False Climbed Annapurna IV (ANN4-601-01)…



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