README.md

Open source rock climbing

OpenBeta is 501(c)(3) nonprofit dedicated to ensuring free and open access to rock climbing data in computer programming, research, and data science endeavors.

User ratings

User ratings data extracted from MountainProject

USA climbing routes data

Raw data files are temporarily unavailable. We will republish them in the near future.

File format

Data files are in jsonlines format.

A sample record: (raw file)

{
   "route_name":"Epinephrine",
   "grade":{
      "YDS":"5.9",
      "French":"5c",
      "Ewbanks":"17",
      "UIAA":"VI",
      "ZA":"17",
      "British":"HVS 5a"
   },
   "safety":"",
   "type":{
      "trad":true
   },
   "fa":"Jorge Urioste, Joanne Urioste, Joe Herbst, 1978",
   "description":[
      ""
   ],
   "location":"",
   "protection":[
   ],
   "metadata":{
      "left_right_seq":"23",
      "parent_lnglat":[
         -115.46652,
         36.03518
      ],
      "parent_sector":"Black Velvet Wall",
      "mp_route_id":"105732422",
      "mp_sector_id":"105732162"
   }
}

How to work with the data

We recommend using Jupyter notebook and Pandas to work with the dataset. For a more complete example, check out our Pandas 101 tutorial.

import pandas as pd

# load the zip file directly
# 'lines=True' indicates jsonlines format
df = pd.read_json("/Users/nacho/git/opendata/openbeta-usa-routes-aug-2020.zip", lines=True)

df.sample(5)

Questions or Comments?

• Chat with the dev team on Discord.
• Email us: [email protected]

Support Us

OpenBeta is free because we want to make climbing information accessible for everyone. Please consider making a donation today.

License

Creative Commons CC0