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samples (two subsamples of the same water sample) in the CitSci dataset, which were
               obtained for this purpose, we estimate that these analytical errors are around ±0.3 µM for
               nitrate, ±1 µM for silicic acid, and ±0.05 µM for phosphate (see Table below). However, note
               that the scatter pattern in the 2016 and especially the 2017 CitSci dataset looks qualitatively
               different than the pattern in other years, with a lower and rounder shape. Deep
               concentrations are also lower. The reason for this is not clear, however the analytical
               procedures used in those years were different than in the other years. A difference in data
               quality for those years is also suggested by comparison with the more limited high-quality
               data collected by government scientists, which does not show a qualitative difference in the
               appearance of the scatter over all years. Thus, we suspect that the 2017 measurements
               especially are also affected by procedural biases. These biases will not affect comparisons
               within that year, but make year-to-year comparisons more uncertain.



               Table 1: At many stations (typically one station per patrol per survey) duplicate water samples are taken. Shown
               here are the pooled standard deviations of duplicate samples, after outliers were removed.

                                           Duplicate Water Sample Analysis Results
                                    Pooled Sample Standard deviation (Number of pairs)

                                                                    Year

                        2015           2016         2017          2018            2019           2020          2021

      Nitrate       0.2737 (336)  N/A           N/A          0.7594 (304)    0.1286 (155)    0.2036 (172)    0.0950 (195)

      Silicate      0.7029 (290)  N/A           N/A          2.0675 (307)    0.6404 (176)    0.6426 (187)    0.9337 (187)


      Phosphate     0.0553 (349)  N/A           N/A          0.0775 (309)    0.0378 (159)    0.0471 (209)    0.1274 (58)

      Chlorophyll   0.1758 (38)   0.5032 (117)  0.3018 (147)  0.3305 (127)   0.3760 (63)     0.2540 (97)  0.3827 (87)
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