tryCatch({ plots <-list()for (station_name inunique(cruise_df$station)) { subset_df <-filter(cruise_df, station == station_name) plots[[station_name]] <-ggplot(subset_df, aes(x = time_elapsed)) +geom_point(aes(y = depth), color ="blue") +# Plot depth in bluegeom_line(aes(y = sea_water_pressure), color ="red") +# Plot sea water pressure in redggtitle(glue("{station_name}")) +theme(axis.title.x =element_blank(),axis.title.y =element_blank(),axis.text.x =element_blank(),axis.text.y =element_blank(),axis.ticks.x =element_blank(),axis.ticks.y =element_blank() ) # Remove individual axis titles and text }# drop nulls plots <- purrr::compact(plots)# Combine all plots into a grid combined_plot <-wrap_plots(plots) +plot_layout(ncol =4) +# Adjust ncol to set number of columns in the gridplot_annotation(title ="Depth (blue) and Pressure (red)",subtitle ="Each panel represents a different station",caption ="Time Elapsed (x-axis) vs Depth & Pressure (y-axis)" ) +theme(plot.tag =element_text(size =12, face ="bold"),plot.tag.position ="topleft",axis.title.x =element_text(margin =margin(t =10)),axis.title.y =element_text(margin =margin(r =10)) )print(combined_plot)}, error =function(er){print(er)});
p <-ggplot(cruise_df, aes(x = time, y = depth, fill = station)) +geom_col() +# This creates the bars# geom_text(aes(label = station), vjust = -0.3) + # This adds labels to each bar, adjust vjust for positionlabs(x ="Time", y ="Depth", title ="Depth over Time by Station") +# Set labels and titletheme_minimal() # Use a minimal themeprint(p)
create oce.ctd objects from dataframes
ctd_load <-function(data, other_params =NULL) {# create csv into ctd object test_ctd <-as.ctd(salinity = data$sea_water_salinity,temperature = data$sea_water_temperature,pressure = data$sea_water_pressure,station = data$station )# add additional columns to ctd objectif (!is.null(other_params)) {for (param_name in other_params) { test_ctd <-oceSetData(object = test_ctd,name = param_name,value = data[[param_name]] ) } }print(glue("{data$station[1]}:\t{length(test_ctd@data$scan)} scans"))return(test_ctd)}# Define other parameters to addother_params <-c("cruise_id", "station", "time", "time_elapsed", "latitude", "longitude", "sea_water_electrical_conductivity", "CDOM", "dissolved_oxygen","oxygen_saturation", "chlorophyll_concentration", "chlorophyll_fluorescence", "photosynthetically_available_radiation", "beam_attenuation","beam_transmission", "depth", "sea_water_sigma_t","descent_rate", "sound_velocity","altimeter")# Split data by station and create data listctd_FK <- cruise_df %>%split(.$station) %>%map(~ctd_load(.x, other_params = other_params)) # ~ is a lambda(x)
for (i inseq(ctd_FK)){ cast <- ctd_FK[[i]] # 1 is selecting only the first sublist# print(i)print(glue("=== station: {cast@metadata$station[1]}"))print(glue("# scans: {length(cast@data$scan)}"))plotScan(cast)}
=== station: 10
# scans: 1509
=== station: 12
# scans: 3203
=== station: 16
# scans: 2062
=== station: 18
# scans: 4859
=== station: 2
# scans: 1884
=== station: 21/LK
# scans: 4812
=== station: 30
# scans: 3867
=== station: 31
# scans: 2724
=== station: 33
# scans: 2053
=== station: 42
# scans: 2293
=== station: 45
# scans: 1700
=== station: 51
# scans: 1792
=== station: 53
# scans: 1521
=== station: 54
# scans: 1550
=== station: 55
# scans: 7
=== station: 56
# scans: 1553
=== station: 57
# scans: 2356
=== station: 57.1
# scans: 1568
=== station: 57.2
# scans: 1865
=== station: 57.3
# scans: 2540
=== station: 58
# scans: 2173
=== station: 60
# scans: 1775
=== station: 68
# scans: 826
=== station: 7
# scans: 1661
=== station: 9
# scans: 3371
=== station: 9.5
# scans: 9102
=== station: BG2
# scans: 2327
=== station: BG3
# scans: 2677
=== station: BG4
# scans: 3076
=== station: CAL1
# scans: 2024
=== station: CAL2
# scans: 2825
=== station: CAL3
# scans: 2657
=== station: CAL4
# scans: 2601
=== station: CAL5
# scans: 3585
=== station: CAL6
# scans: 4540
=== station: GP5
# scans: 3195
=== station: KW1
# scans: 2405
=== station: KW2
# scans: 3194
=== station: KW4
# scans: 2377
=== station: MR
# scans: 5673
=== station: RP1
# scans: 2422
=== station: RP2
# scans: 2046
=== station: RP3
# scans: 1700
=== station: RP4
# scans: 3120
=== station: TB1
# scans: 3408
=== station: TB10
# scans: 3955
=== station: TB11
# scans: 4202
=== station: TB12
# scans: 4584
=== station: TB13
# scans: 5821
=== station: TB2
# scans: 2246
=== station: TB3
# scans: 2282
=== station: TB4
# scans: 3752
=== station: TB5
# scans: 5542
=== station: V1
# scans: 1570
=== station: V10
# scans: 4817
=== station: V11
# scans: 5011
=== station: V2
# scans: 1693
=== station: V3
# scans: 2710
=== station: V4
# scans: 2502
=== station: V5
# scans: 4516
=== station: V6
# scans: 3455
=== station: V7
# scans: 5107
=== station: V8
# scans: 3637
=== station: V9
# scans: 3869
=== station: WS
# scans: 3570
plotting each cast in the first list
for (i inseq(ctd_FK)){ cast <- ctd_FK[[i]] # 1 is selecting only the first sublisttryCatch({plot(ctdDecimate(ctdTrim(cast))) }, error =function(e){print(e) })}
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 1509' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 3203' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2062' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 4859' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 1884' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 4812' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 3867' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2724' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2053' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2293' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 1700' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 1792' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 1521' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 1550' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 1553' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2356' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 1568' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 1865' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2540' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2173' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 1775' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 826' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 1661' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 3371' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 9102' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2327' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2677' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 3076' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2024' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2825' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2657' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2601' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 3585' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 4540' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 3195' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2405' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 3194' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2377' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 5673' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2422' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2046' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 1700' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 3120' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 3408' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 3955' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 4202' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 4584' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 5821' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2246' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2282' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 3752' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 5542' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 1570' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 4817' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 5011' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 1693' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2710' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 2502' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 4516' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 3455' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 5107' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 3637' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 3869' in coercion to 'logical(1)'>
<simpleError in !is.null(x@metadata$station) && !is.na(x@metadata$station): 'length = 3570' in coercion to 'logical(1)'>
plotting other physical parameters for each cast
# Loop through each CTD castfor (i inseq(ctd_FK)){ cast <- ctd_FK[[i]] # Assuming each sublist contains only one relevant CTD objecttryCatch({# Extract metadata for station name and cruise ID station_name <- cast@metadata$station[1] cruise_id <- cast@data$cruise_id[1]# Generate a title with station name and cruise ID overall_title <- glue::glue("Station: {station_name}, Cruise ID: {cruise_id}")# Set margins: increase the outer margin for the titlepar(oma =c(0, 0, 3, 0)) # Top outer margin increased for title# Plotting function with specific parameters oce::plot(x =ctdDecimate(ctdTrim(cast)),which =c("sea_water_electrical_conductivity","descent_rate", "sound_velocity","sea_water_sigma_t","altimeter" ),main =""# No main title for individual subplots )# Place a single overall title at the top of the plot framemtext(overall_title, side =3, line =1, outer =TRUE, cex =1.5)# Reset outer margins to defaultpar(oma =c(0, 0, 0, 0)) }, error =function(e) {print(e$message) # Print any errors that occur during plotting })}
[1] "need finite 'xlim' values"
[1] "need finite 'xlim' values"
[1] "need finite 'xlim' values"
[1] "need finite 'xlim' values"
[1] "need finite 'xlim' values"
plotting other nutrient parameters for each cast
# Loop through each CTD castfor (i inseq(ctd_FK)){ cast <- ctd_FK[[i]] # Assuming each sublist contains only one relevant CTD objecttryCatch({# Extract metadata for station name and cruise ID station_name <- cast@metadata$station[1] cruise_id <- cast@data$cruise_id[1]# Generate a title with station name and cruise ID overall_title <- glue::glue("Station: {station_name}, Cruise ID: {cruise_id}")# Set margins: increase the outer margin for the titlepar(oma =c(0, 0, 3, 0)) # Top outer margin increased for title# Plotting function with specific parameters oce::plot(x =ctdDecimate(ctdTrim(cast)),which =c("CDOM", "dissolved_oxygen","oxygen_saturation","chlorophyll_concentration", "chlorophyll_fluorescence" ),main =""# No main title for individual subplots )# Place a single overall title at the top of the plot framemtext(overall_title, side =3, line =1, outer =TRUE, cex =1.5)# Reset outer margins to defaultpar(oma =c(0, 0, 0, 0)) }, error =function(e) {print(e$message) # Print any errors that occur during plotting })}
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "plot.new has not been called yet"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
[1] "In plot,ctd-method() : which=\"CDOMdissolved_oxygenoxygen_saturationchlorophyll_concentrationchlorophyll_fluorescence\" cannot be handled"
plotting other optical parameters for each cast
# Loop through each CTD castfor (i inseq(ctd_FK)){ cast <- ctd_FK[[i]] # Assuming each sublist contains only one relevant CTD objecttryCatch({# Extract metadata for station name and cruise ID station_name <- cast@metadata$station[1] cruise_id <- cast@data$cruise_id[1]# Generate a title with station name and cruise ID overall_title <- glue::glue("Station: {station_name}, Cruise ID: {cruise_id}")# Set margins: increase the outer margin for the titlepar(oma =c(0, 0, 3, 0)) # Top outer margin increased for title# Plotting function with specific parameters oce::plot(x =ctdDecimate(ctdTrim(cast)),which =c("photosynthetically_available_radiation","beam_attenuation","beam_transmission" ),main =""# No main title for individual subplots )# Place a single overall title at the top of the plot framemtext(overall_title, side =3, line =1, outer =TRUE, cex =1.5)# Reset outer margins to defaultpar(oma =c(0, 0, 0, 0)) }, error =function(e) {print(e$message) # Print any errors that occur during plotting })}
loop through every cast, clean, & save
combined_df <-data.frame()for (i inseq(ctd_FK)){tryCatch({ cast <- ctd_FK[[i]] # 1 is selecting only the first sublist# print(class(cast))# clean cast trimmed_cast <-ctdTrim(cast) decimated_cast <-ctdDecimate(trimmed_cast, p =0.5) # binned to 0.5 m# convert to df cast_df <-as.data.frame(decimated_cast@data)# Add metadata# assumes station ID and cruise ID the same for all & just uses 1st one cast_df <-mutate( cast_df,station = cast@data$station[1],cruise_id = cast@data$cruise_id[1] )# drop NA rows left by cleaning cast_df <-subset(cast_df, !is.na(scan))# Append the data to the combined dataframe combined_df <-rbind(combined_df, cast_df) }, error =function(e){print(glue("error in cast {cast@metadata$station[1]}"))print(e) })}# Save to CSVfile_path <-here(glue("data/cleaned/{cruise_id}.csv"))write.csv(combined_df, file_path, row.names =FALSE)