In development Dashboard

Kelp Survey

The Kelp Survey project tracks how blade length, stipe width, and canopy depth shift across three monitoring sites, using spring transect records that also carry biomass, substrate, and growth-stage detail for every sampled frond.

Code 1

#Import the survey toolkit and alias it as ks, which is shorter
import kelpstat as ks
#Use the ks.load_survey function to import the `kelp` dataset
kelp_data = ks.load_survey('kelp')

ks kelp_data 5

SQL 2

select * from kelp_data
WHERE species = 'Bull kelp'

	Aspecies	Asite	#blade_length_cm	#stipe_width_mm	#canopy_depth_cm	#biomass_g	Astage
0	Bull kelp	Cordell	39.1	18.7	181	3750	Mature
1	Bull kelp	Cordell	39.5	17.4	186	3800	Juvenile
2	Bull kelp	Cordell	40.3	18.0	195	3250	Juvenile
3	Bull kelp	Cordell	null	null	null	null	None
4	Bull kelp	Cordell	36.7	19.3	193	3450	Juvenile
5	Bull kelp	Cordell	39.3	20.6	190	3650	Mature
6	Bull kelp	Cordell	38.9	17.8	181	3625	Juvenile
7	Bull kelp	Cordell	39.2	19.6	195	4675	Mature
8	Bull kelp	Cordell	34.1	18.1	193	3475	None
9	Bull kelp	Cordell	42.0	20.2	190	4250	None

Cordell	Anacapa
blade_cm_sum	blade_cm_sum
1682.4	2094.399999999999