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 data extracted from MountainProject
Climbing routes extracted from MountainProject.
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":[
"This is it. THE classic red rocks route. And it's just as good as everyone says it is.",
"",
"Approach as for the Black Velvet wall. After climbing around the chockstone, return to the stream bed and walk another minute or two upstream. The bolts on the first pitch will be easily spotted on the left.",
"",
"This route has lost some of the original seriousness now that bolted anchors have been placed all the way up. This speeds things up considerably and provides an easy retreat if needed. You'll need two ropes if you intend to rap the route.",
""
],
"location":"",
"protection":[
"You don't need anything bigger than a #4 camalot in the chimney pitches. A 3, 3.5, and 4 camalot and perhaps a #11 hex, combined with the existing fixed gear, should get you up the chimney without much mental stress."
],
"metadata":{
"left_right_seq":"23",
"parent_lnglat":[
-115.46652,
36.03518
],
"parent_sector":"Black Velvet Wall",
"mp_route_id":"105732422",
"mp_sector_id":"105732162"
}
}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)
- Chat with the dev team on Discord.
- Email us: [email protected]
OpenBeta is free because we want to make climbing information accessible for everyone. Please consider making a donation today.
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent