We will explore historical water wuality data collected around the False Bay watershed on San Juan Island. Most data will come diretly from the False Bay watershed, however, some data sets include samples from other adjacnet watersheds.
Read in data water quality data from UW/Friday Harbor Labs monitoring effort
## 'data.frame': 923 obs. of 16 variables:
## $ Date : chr "3/27/2002" "3/27/2002" "3/27/2002" "5/1/2002" ...
## $ Watershed : chr "Beaverton Valley" "Beaverton Valley" "Beaverton Valley" "Beaverton Valley" ...
## $ site_no : chr "BV3" "BV3" "BV3" "BV3" ...
## $ Replicate : int 1 2 3 1 2 3 1 2 3 1 ...
## $ Air_temp_C : num 8.4 NA NA 12.9 NA NA NA NA NA 25.5 ...
## $ Water_temp_C : num 7.2 7.2 7.2 11.7 11.7 11.7 13.7 13.2 13.6 13.8 ...
## $ DO_.mg.L : num 14.1 NA NA 7.9 NA NA 11.6 NA NA 8.8 ...
## $ pH : num 7.28 7.31 7.3 7.61 7.63 7.61 7.89 7.92 7.93 7.96 ...
## $ Turbidity_ntu : num 2.37 1.7 1.85 4.7 3.67 3.68 9.45 9.98 11.9 19.2 ...
## $ Sample_vol_ml : int 100 100 100 200 200 200 200 200 200 50 ...
## $ F_coliform_col.100mL: num 0 5 4 5 1.5 2.5 1 6 8 20 ...
## $ Flow_cfs : num 10.87 NA NA 7.25 NA ...
## $ Water_condition : chr "" "" "" "" ...
## $ Nitrate_mg.L : num NA NA NA NA NA NA NA NA NA NA ...
## $ Phosphate_mg.L : num NA NA NA NA NA NA NA NA NA NA ...
## $ Notes : chr "" "" "" "" ...
Seperate sampling instances that has a no measuremnts (no water to measure), single measurments (e.g. air temp was only measured once), and multiple measures (e.g. DO was measured three times per sampling instance).
I will also convert mg/L to umol/L 1 μg NO3/l = 1/ MW NO3 μg/l = 0.016128 μmol NO3/l, where 1mg = 1000ug and 1 μg PO4/l = 1/MW PO4 μg = 0.010529 μmol PO4/l
Air temperature
Water Nutrients
Water properties