diff --git a/2022_colourlog.Rmd b/2022_colourlog.Rmd index b258450..b86d4f7 100644 --- a/2022_colourlog.Rmd +++ b/2022_colourlog.Rmd @@ -200,43 +200,50 @@ coresumm <- read_tsv("dat/coresumm.tsv") coresumm ``` -This still lacks the newest depth scale, however, so it's better to use a custom file. + -```{r} -coresumm <- read_csv("dat/SectionSummary.csv") -``` + + + Now that we have the metadata, we can attach it to the images. ```{r} imgs <- imgs |> tidylog::left_join(coresumm |> - mutate(Sect = str_replace(Sect, "CC", "8") |> + mutate(Sc = ifelse(str_detect(Sc, "CC"), "8", Sc) |> parse_integer()), by = c('site' = 'Site', - 'hole' = 'Hole', - 'core' = 'Core', - 'type' = 'Type', - 'section' = 'Sect')) + 'hole' = 'H', + 'core' = 'Cor', + 'type' = 'T', + 'section' = 'Sc')) ``` and make proper plots of our sections -```{r fig.width = 1} +```{r fig.width = 2} corepics <- imgs |> ## slice(1) |> # try it out for a single image ggplot(aes(xmin = 0, xmax = 1, - ymin = `Bottom depth CSF-B (m)`, - ymax = `Top depth CSF-B (m)`)) + - # here we turn the filename into the filepath, relative to this project - geom_textured_rect(aes(image = paste0("dat/croppedsections/", file))) + + ymin = `Top(mbsf)` + `LL(m)`, + ymax = `Top(mbsf)`)) + scale_y_reverse() + + # here we turn the filename into the filepath, relative to this project + geom_textured_rect(aes(image = paste0("dat/croppedsections/", file)), + # below settings are essential so that section images get + # stretched! + nrow = 1, ncol = 1, + img_width = unit(1, "null"), + img_height = unit(1, "null"), + interpolate = FALSE) + facet_grid(cols = vars(hole)) + + labs(y = "Depth (mbsf)") +corepics + + # show the core and section number geom_text(aes(x = 1.2, label = paste0(core, "-", section), - y = `Top depth CSF-B (m)` + - 0.5 * (`Bottom depth CSF-B (m)` - `Top depth CSF-B (m)`)), + y = `Top(mbsf)` + 0.5 * `LL(m)`), size = 2, hjust = 1) -corepics ``` # agemodel @@ -249,6 +256,7 @@ Unfortunately the agemodel isn't published yet, so here's a very low-res fake ag ```{r} ## agem <- read_excel("dat/Agemodel.xlsx") agem <- tribble( ~ depth_mbsf, ~ Age_GTS12, + 260, 15, 290, 20, 315, 22, 323, 22.7, @@ -260,7 +268,7 @@ agem |> geom_line() + geom_point() + # annotate cores we have pics for - geom_rug(aes(y = top_depth), + geom_rug(aes(y = `Top(mbsf)`), colour = "grey", inherit.aes = FALSE, data = imgs) + @@ -273,9 +281,9 @@ because the rmcd column in the agemodel is empty! ```{r} imgs <- imgs |> mutate(top_age = approx(x = agem$depth_mbsf, y = agem$Age_GTS12, - xout = top_depth)$y, + xout = `Top(mbsf)`)$y, bot_age = approx(x = agem$depth_mbsf, y = agem$Age_GTS12, - xout = bot_depth)$y) + xout = `Top(mbsf)` + `LL(m)`)$y) ``` Add the age information to the colourlog @@ -284,13 +292,13 @@ Add the age information to the colourlog newflat <- flat |> # tidylog is nice because it prints some messages about how the join went. tidylog::left_join(coresumm |> - mutate(Sect = str_replace(Sect, "CC", "8") |> + mutate(Sc = ifelse(str_detect(Sc, "CC"), "8", Sc) |> parse_integer()), by = c('site' = 'Site', - 'hole' = 'Hole', - 'core' = 'Core', - 'type' = 'Type', - 'section' = 'Sect')) + 'hole' = 'H', + 'core' = 'Cor', + 'type' = 'T', + 'section' = 'Sc')) glimpse(newflat) ``` @@ -301,11 +309,11 @@ The above metadata gives us the depth of each top of the section, but our ```{r} depthcalc <- newflat %>% # add the section depth (in mbsf) and the top depth (in cm). - mutate(depth = `Top depth CSF-B (m)` + distance_from_core_top2 * 0.01) + mutate(depth = `Top(mbsf)` + distance_from_core_top2 * 0.01) # inspect the new depth depthcalc %>% - select(`Top depth CSF-B (m)`, top_depth, distance_from_core_top2, depth) |> + select(`Top(mbsf)`, distance_from_core_top2, depth) |> tail() ``` diff --git a/2022_colourlog.html b/2022_colourlog.html index d3f85c6..844b9a3 100644 --- a/2022_colourlog.html +++ b/2022_colourlog.html @@ -666,49 +666,49 @@

load section depths

# 9 159 959 A 2 H 2 1.5 1.5 10.6 <NA> # 10 159 959 A 2 H 3 1.5 1.5 12.1 <NA> # # … with 1,063 more rows -

This still lacks the newest depth scale, however, so it’s better to -use a custom file.

-
coresumm <- read_csv("dat/SectionSummary.csv")
-
# Rows: 142 Columns: 10
-# ── Column specification ──────────────────────────────────────────────────────
-# Delimiter: ","
-# chr (3): Hole, Type, Sect
-# dbl (7): Exp, Site, Core, Top depth CSF-B (m), Bottom depth CSF-B (m), top_d...
-# 
-# ℹ Use `spec()` to retrieve the full column specification for this data.
-# ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
+ + + +

Now that we have the metadata, we can attach it to the images.

imgs <- imgs |>
   tidylog::left_join(coresumm |>
-                       mutate(Sect = str_replace(Sect, "CC", "8") |>
+                       mutate(Sc = ifelse(str_detect(Sc, "CC"), "8", Sc) |>
                                 parse_integer()),
                      by = c('site' = 'Site',
-                            'hole' = 'Hole',
-                            'core' = 'Core',
-                            'type' = 'Type',
-                            'section' = 'Sect'))
-
# left_join: added 5 columns (Exp, Top depth CSF-B (m), Bottom depth CSF-B (m), top_depth, bot_depth)
-
#            > rows only in x     0
-
#            > rows only in y  (111)
-
#            > matched rows      31
-
#            >                 =====
-
#            > rows total        31
+ 'hole' = 'H', + 'core' = 'Cor', + 'type' = 'T', + 'section' = 'Sc')) +
# left_join: added 5 columns (Leg, LL(m), CL(m), Top(mbsf), Comment)
+
#            > rows only in x       0
+
#            > rows only in y  (1,042)
+
#            > matched rows        31
+
#            >                 =======
+
#            > rows total          31

and make proper plots of our sections

corepics <- imgs |>
   ## slice(1) |> # try it out for a single image
   ggplot(aes(xmin = 0, xmax = 1,
-             ymin = `Bottom depth CSF-B (m)`,
-             ymax = `Top depth CSF-B (m)`)) +
-  # here we turn the filename into the filepath, relative to this project
-  geom_textured_rect(aes(image = paste0("dat/croppedsections/", file))) +
+             ymin = `Top(mbsf)` + `LL(m)`,
+             ymax = `Top(mbsf)`)) +
   scale_y_reverse() +
+  # here we turn the filename into the filepath, relative to this project
+  geom_textured_rect(aes(image = paste0("dat/croppedsections/", file)),
+                     # below settings are essential so that section images get
+                     # stretched!
+                     nrow = 1, ncol = 1,
+                     img_width = unit(1, "null"),
+                     img_height = unit(1, "null"),
+                     interpolate = FALSE) +
   facet_grid(cols = vars(hole)) +
+  labs(y = "Depth (mbsf)")
+corepics +
+  # show the core and section number
   geom_text(aes(x = 1.2, label = paste0(core, "-", section),
-                y = `Top depth CSF-B (m)` +
-                  0.5 * (`Bottom depth CSF-B (m)` - `Top depth CSF-B (m)`)),
-            size = 2, hjust = 1)
-corepics
-

+ y = `Top(mbsf)` + 0.5 * `LL(m)`), + size = 2, hjust = 1) +

agemodel

@@ -719,6 +719,7 @@

agemodel

low-res fake agemodel.

## agem <- read_excel("dat/Agemodel.xlsx")
 agem <- tribble( ~ depth_mbsf, ~ Age_GTS12,
+                260, 15,
                 290, 20,
                 315, 22,
                 323, 22.7,
@@ -730,36 +731,36 @@ 

agemodel

geom_line() + geom_point() + # annotate cores we have pics for - geom_rug(aes(y = top_depth), + geom_rug(aes(y = `Top(mbsf)`), colour = "grey", inherit.aes = FALSE, data = imgs) + scale_y_reverse()
-

+

Apply the agemodel. I’m assuming that the top_age and bot_age are in mbsf, because the rmcd column in the agemodel is empty!

imgs <- imgs |>
   mutate(top_age = approx(x = agem$depth_mbsf, y = agem$Age_GTS12,
-                          xout = top_depth)$y,
+                          xout = `Top(mbsf)`)$y,
          bot_age = approx(x = agem$depth_mbsf, y = agem$Age_GTS12,
-                      xout = bot_depth)$y)
+ xout = `Top(mbsf)` + `LL(m)`)$y)

Add the age information to the colourlog

newflat <- flat |>
   # tidylog is nice because it prints some messages about how the join went.
   tidylog::left_join(coresumm |>
-                       mutate(Sect = str_replace(Sect, "CC", "8") |>
+                       mutate(Sc = ifelse(str_detect(Sc, "CC"), "8", Sc) |>
                                 parse_integer()),
                      by = c('site' = 'Site',
-                            'hole' = 'Hole',
-                            'core' = 'Core',
-                            'type' = 'Type',
-                            'section' = 'Sect'))
-
# left_join: added 5 columns (Exp, Top depth CSF-B (m), Bottom depth CSF-B (m), top_depth, bot_depth)
-
#            > rows only in x     0
-
#            > rows only in y  (134)
-
#            > matched rows     977
-
#            >                 =====
-
#            > rows total       977
+ 'hole' = 'H', + 'core' = 'Cor', + 'type' = 'T', + 'section' = 'Sc')) +
# left_join: added 5 columns (Leg, LL(m), CL(m), Top(mbsf), Comment)
+
#            > rows only in x       0
+
#            > rows only in y  (1,065)
+
#            > matched rows       977
+
#            >                 =======
+
#            > rows total         977
glimpse(newflat)
# Rows: 977
 # Columns: 37
@@ -795,11 +796,11 @@ 

agemodel

# $ mean_blue_values2 <dbl> 42.14176, 44.79482, 41.49701, … # $ standard_deviation_of_blue_values2 <dbl> 13.73924, 16.90331, 14.81062, … # $ median_of_blue_values2 <dbl> 41, 41, 38, 38, 34, 35, 35, 35… -# $ Exp <dbl> 159, 159, 159, 159, 159, 159, … -# $ `Top depth CSF-B (m)` <dbl> 274, 274, 274, 274, 274, 274, … -# $ `Bottom depth CSF-B (m)` <dbl> 275.489, 275.489, 275.489, 275… -# $ top_depth <dbl> 300.02, 300.02, 300.02, 300.02… -# $ bot_depth <dbl> 301.509, 301.509, 301.509, 301…
+# $ Leg <dbl> 159, 159, 159, 159, 159, 159, … +# $ `LL(m)` <dbl> 1.5, 1.5, 1.5, 1.5, 1.5, 1.5, … +# $ `CL(m)` <dbl> 1.5, 1.5, 1.5, 1.5, 1.5, 1.5, … +# $ `Top(mbsf)` <dbl> 274, 274, 274, 274, 274, 274, … +# $ Comment <chr> NA, NA, NA, NA, NA, NA, NA, NA…

calculate depth

The above metadata gives us the depth of each top of the section, but @@ -807,21 +808,21 @@

calculate depth

section.

depthcalc <- newflat  %>%
   # add the section depth (in mbsf) and the top depth (in cm).
-  mutate(depth = `Top depth CSF-B (m)` + distance_from_core_top2 * 0.01)
+  mutate(depth = `Top(mbsf)` + distance_from_core_top2 * 0.01)
 
 # inspect the new depth
 depthcalc %>%
-  select(`Top depth CSF-B (m)`, top_depth, distance_from_core_top2, depth) |>
+  select(`Top(mbsf)`, distance_from_core_top2, depth) |>
   tail()
-
# # A tibble: 6 × 4
-#   `Top depth CSF-B (m)` top_depth distance_from_core_top2 depth
-#                   <dbl>     <dbl>                   <dbl> <dbl>
-# 1                  283.      309.                    24.5  284.
-# 2                  283.      309.                    25.5  284.
-# 3                  283.      309.                    26.5  284.
-# 4                  283.      309.                    27.5  284.
-# 5                  283.      309.                    28.5  284.
-# 6                  283.      309.                    29.5  284.
+
# # A tibble: 6 × 3
+#   `Top(mbsf)` distance_from_core_top2 depth
+#         <dbl>                   <dbl> <dbl>
+# 1        283.                    24.5  284.
+# 2        283.                    25.5  284.
+# 3        283.                    26.5  284.
+# 4        283.                    27.5  284.
+# 5        283.                    28.5  284.
+# 6        283.                    29.5  284.

We now have our entire colourlog and the associated core depth!

@@ -868,7 +869,7 @@

calculate colour

scale_colour_identity() + scale_y_reverse() colourplot -

+

Save plot and data

# make sure that corepics and colourplot have the same depth scale
 (corepics +
@@ -886,7 +887,7 @@ 

calculate colour

axis.text.y = element_blank(), axis.ticks.y = element_blank())) + plot_layout(ncol = 2, widths = c(.1, .9))
-

+

ggsave('imgs/colouranalysis.pdf', width = 10, height = 25, units = c('cm'))
 
 write_csv(colourlog, file = "out/colourdata.csv")
diff --git a/imgs/colouranalysis.pdf b/imgs/colouranalysis.pdf index eab67c8..a0dd88e 100644 Binary files a/imgs/colouranalysis.pdf and b/imgs/colouranalysis.pdf differ diff --git a/out/colourdata.csv b/out/colourdata.csv index 9457494..8ebfccc 100644 --- a/out/colourdata.csv +++ b/out/colourdata.csv @@ -1,978 +1,978 @@ -file,site,hole,type,core,section,distance_from_core_top1,mean_greyscale_values1,standard_deviation_of_greyscale_values1,median_of_greyscale_values1,mean_red_values1,standard_deviation_of_red_values1,median_of_red_values1,mean_green_values1,standard_deviation_of_green_values1,median_of_green_values1,mean_blue_values1,standard_deviation_of_blue_values1,median_of_blue_values1,distance_from_core_top2,mean_greyscale_values2,standard_deviation_of_greyscale_values2,median_of_greyscale_values2,mean_red_values2,standard_deviation_of_red_values2,median_of_red_values2,mean_green_values2,standard_deviation_of_green_values2,median_of_green_values2,mean_blue_values2,standard_deviation_of_blue_values2,median_of_blue_values2,Exp,Top depth CSF-B (m),Bottom depth CSF-B (m),top_depth,bot_depth,depth,age,colour -959A30X-1.dat,959,A,X,30,1,0.5,40.010142,61.637464,0,13.961968,21.343179,0,13.260649,21.008925,0,12.787525,19.433765,0,0.5,133.63985,43.456252,130,46.346743,14.985613,45,45.151341,15.156449,44,42.141762,13.739244,41,159,274,275.489,300.02,301.509,274.005,NA,#2E2D2A -959A30X-1.dat,959,A,X,30,1,1.5,39.259635,65.342291,0,13.569473,22.610431,0,13.050203,22.702609,0,12.639959,20.239589,0,1.5,142.63067,58.470732,130,49.235421,20.490592,45,48.600432,21.61945,44,44.794816,16.90331,41,159,274,275.489,300.02,301.509,274.015,NA,#31302C -959A30X-1.dat,959,A,X,30,1,2.5,43.376775,57.388937,18,15.210953,20.033866,7,13.135396,19.468389,3,15.030426,18.222206,8,2.5,127.56487,49.496609,114,44.500998,17.244434,40,41.566866,17.966915,37,41.497006,14.810621,38,159,274,275.489,300.02,301.509,274.025,NA,#2C2929 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+959A30X-7.dat,959,A,X,30,7,33.5,107.36535,20.262874,107,39.957906,7.1137289,40,35.003238,7.0114062,35,32.404209,6.3710946,32,33.5,108.88834,15.843243,107,40.524904,5.329022,40,35.499726,5.6815235,35,32.863711,5.1098055,32,159,0.47,0.47,283,NA,283.335,18.889166666666664,#282320 +959A30X-7.dat,959,A,X,30,7,34.5,103.33513,14.086835,102,39.054506,4.8959748,39,32.85483,4.7407947,32,31.425796,4.5911131,31,34.5,103.33513,14.086835,102,39.054506,4.8959748,39,32.85483,4.7407947,32,31.425796,4.5911131,31,159,0.47,0.47,283,NA,283.345,18.890833333333337,#27201F +959A30X-7.dat,959,A,X,30,7,35.5,99.429574,17.537188,100,37.997841,5.9678762,38,31.485159,6.0808467,32,29.946573,5.6563632,30,35.5,99.579459,17.151235,100,38.05027,5.8287405,38,31.536216,5.9519472,32,29.992973,5.5420566000000004,30,159,0.47,0.47,283,NA,283.355,18.892500000000002,#261F1D +959A30X-7.dat,959,A,X,30,7,36.5,87.883028,19.807422,91,34.001147,6.6461243,35,26.755161,6.875103,28,27.12672,6.5511358,28,36.5,88.113859,19.361401999999998,91,34.078781,6.4952938,35,26.832087,6.7333296,28,27.20299,6.4036339,28,159,0.47,0.47,283,NA,283.365,18.894166666666667,#221A1B +959A30X-7.dat,959,A,X,30,7,37.5,84.558554,20.41858,85,33.384781,6.6921124,34,25.396654,7.0328395,26,25.777118,6.8507283,26,37.5,84.725257,20.123085,86,33.440779,6.5898619,34,25.451595,6.9403737,26,25.832883,6.7522387,26,159,0.47,0.47,283,NA,283.375,18.895833333333332,#211919 +959A30X-7.dat,959,A,X,30,7,38.5,89.481382,26.871591,87,34.443065,8.9651727,34,26.910955,9.2436514,26,28.127361,8.8424518,28,38.5,89.571583,26.74548,87,34.473798,8.9210798,34,26.940032,9.2061772,26,28.157753,8.798708,28,159,0.47,0.47,283,NA,283.385,18.897499999999997,#221A1C +959A30X-7.dat,959,A,X,30,7,39.5,87.574204,37.884309,80,33.981651,12.800753,31,26.101457,13.578206,23,27.491096,11.818349,26,39.5,87.703243,37.77904,80,34.025405,12.764748,31,26.143784,13.548418,23,27.534054,11.779485,26,159,0.47,0.47,283,NA,283.395,18.899166666666662,#221A1B +959A30X-7.dat,959,A,X,30,7,40.5,87.639335,41.115067,81,33.797592,13.63813,32,26.188073,14.667129,24,27.65367,13.036707,26,40.5,88.16157,40.717531,81,33.980381,13.486229,32,26.354299,14.563916,24,27.82689,12.894627,26,159,0.47,0.47,283,NA,283.405,18.900833333333328,#211A1B +959A30X-7.dat,959,A,X,30,7,41.5,79.055046,37.304555,78,31.037777,12.396687,30,22.369671,13.734873,22,25.647598,11.468496,25,41.5,79.283162,37.149335,78,31.116405,12.339632,31,22.442339,13.697743,22,25.724418,11.407471,25,159,0.47,0.47,283,NA,283.415,18.902500000000003,#1F1619 +959A30X-7.dat,959,A,X,30,7,42.5,109.58122,48.175665,113,40.460335,16.985706,42,35.658392,16.466124,37,33.462493,14.924407,34,42.5,118.49971,38.171146,115,43.753649,12.978236,43,38.559253,13.48429,37,36.186807,11.943163,35,159,0.47,0.47,283,NA,283.425,18.90416666666667,#2B2624 +959A30X-7.dat,959,A,X,30,7,43.5,108.89908,21.261588,110,40.243929,7.0090864,41,35.346465,8.1050597,36,33.308689,6.3769898,34,43.5,108.95464,21.132345,110.5,40.262419,6.9656277,41,35.365551,8.0654911,36,33.326674,6.3315287,34,159,0.47,0.47,283,NA,283.435,18.905833333333334,#282321 +959A30X-7.dat,959,A,X,30,7,44.5,104.96674,23.779684,108.5,38.954702,7.8863638,40,33.651376,8.976224,35,32.360665,7.1581648,33,44.5,105.13555,23.449334,109,39.010913,7.7758391,40,33.709362,8.8744415,35,32.415279,7.0421046,33,159,0.47,0.47,283,NA,283.445,18.9075,#272120 +959A30X-7.dat,959,A,X,30,7,45.5,108.76255,23.427955,110,40.41986,7.8657523,41,34.944954,8.8173935,35,33.397733,6.951462,34,45.5,108.8725,23.200325,110,40.45651,7.7904741,41,34.982712,8.746936,35,33.433279,6.8704817,34,159,0.47,0.47,283,NA,283.455,18.909166666666664,#282221 +959A30X-7.dat,959,A,X,30,7,46.5,84.912574,49.348826,100,32.343767,18.030841,38,27.401511,16.566433,32,25.167296,14.918391,30,46.5,103.13583,33.002824,105,39.229659,11.295808,40,33.312336,11.697021,34,30.593832,10.230552,31,159,0.47,0.47,283,NA,283.465,18.91083333333333,#27211E +959A30X-8.dat,959,A,X,30,8,0.5,48.507743,54.121714,23,17.574668,18.645172,9,14.450774,17.901248,5,16.482301,17.76411,8.5,0.5,101.83926,43.981292,94,35.939394,15.005066,33,31.890646,15.101937,30,34.009223,14.18577,31,159,0.3,0.3,283.47,4 CM TO PALEO,283.475,18.912500000000005,#231F22 +959A30X-8.dat,959,A,X,30,8,1.5,67.299115,68.122742,47,24.20944,23.728798,18,21.19941,23.147754,14,21.890265,21.424307,16,1.5,117.26415,57.415959,108,41.649279,19.861218,38,37.883463,20.110991,35,37.73141,17.708786,35,159,0.3,0.3,283.47,4 CM TO PALEO,283.485,18.91416666666667,#292525 +959A30X-8.dat,959,A,X,30,8,2.5,46.581305,54.861813,21,16.748341,19.176206,9,13.638274,17.923181,5,16.19469,17.950548,8,2.5,101.00408,47.553827,92,35.858503,16.237227,33,31.157823,16.17057,28,33.987755,15.451113,31,159,0.3,0.3,283.47,4 CM TO PALEO,283.495,18.915833333333335,#231F21 +959A30X-8.dat,959,A,X,30,8,3.5,30.681416,45.732182,7,11.070243,15.749563,3,8.8141593,14.733485,1,10.797013,15.397851,3,3.5,93.36701,46.604292,83,32.810309,15.491303,29,28.614433,15.949876,24,31.942268,15.350747,29,159,0.3,0.3,283.47,4 CM TO PALEO,283.50500000000005,18.917500000000008,#201C1F +959A30X-8.dat,959,A,X,30,8,4.5,15.618916,25.686226,4,5.5370575,8.9427719,2,4.1211283,8.0645731,0,5.9607301,8.9026653,2,4.5,72.695122,26.167602,67.5,25.296748,8.9295056,23.5,21.780488,9.2604373,20,25.617886,8.3553921,24,159,0.3,0.3,283.47,4 CM TO PALEO,283.51500000000004,18.919166666666673,#191519 +959A30X-8.dat,959,A,X,30,8,5.5,21.39469,37.607735,4,7.5315634,12.932119,2,6.1675516,12.211788,1,7.6955752,12.65641,2,5.5,91.142857,41.968276,84,31.415282,14.468251,29,28.591362,14.277107,26,31.136213,13.569011,29,159,0.3,0.3,283.47,4 CM TO PALEO,283.52500000000003,18.920833333333338,#1F1C1F +959A30X-8.dat,959,A,X,30,8,6.5,14.428097,28.560586,3,4.9391593,10.060946,1,3.9413717,9.056173,0,5.5475664,9.6252961,2,6.5,83.403141,42.802235,70,29.282723,14.745335,25,25.256545,14.845951,20,28.863874,13.581811,25,159,0.3,0.3,283.47,4 CM TO PALEO,283.535,18.922500000000003,#1D191C +959A30X-8.dat,959,A,X,30,8,7.5,39.33573,43.037899,19,15.292588,15.490901,8.5,11.531527,14.107073,4,12.511615,13.719737,6,7.5,87.074344,32.376688,85,32.587464,10.993844,32,27.04519,11.110303,26,27.441691,10.710059,26,159,0.3,0.3,283.47,4 CM TO PALEO,283.545,18.924166666666668,#201B1B +959A30X-8.dat,959,A,X,30,8,8.5,89.684181,43.682222,96,33.952987,14.836631,36,28.028208,15.188969,30,27.702987,13.840732,29,8.5,103.10644,33.189619,103,38.522996,11.219808,38.5,32.653088,11.666831,32,31.930355,10.547554,32,159,0.3,0.3,283.47,4 CM TO PALEO,283.555,18.925833333333333,#26201F +959A30X-8.dat,959,A,X,30,8,9.5,85.081416,50.478061,97,31.99174,18.280283,37,27.260767,17.26563,31,25.828909,15.196011,29,9.5,109.01475,30.374824,111,40.736801,10.612178,41,35.274068,11.030728,36,33.003882,9.1545048,33,159,0.3,0.3,283.47,4 CM TO PALEO,283.56500000000005,18.92750000000001,#282321 +959A30X-8.dat,959,A,X,30,8,10.5,86.147124,61.271515,102,32.164823,22.057515,38,28.82854,21.286993,34,25.153761,18.16455,29,10.5,121.96194,37.239198,125,45.22753,12.76191,47,41.238866,13.100117,42,35.495547,11.789439,36,159,0.3,0.3,283.47,4 CM TO PALEO,283.57500000000005,18.929166666666674,#2D2923 +959A30X-8.dat,959,A,X,30,8,11.5,149.22732,55.701809,157,55.274889,19.000107,58,51.155973,19.427131,54,42.79646,17.446528,44,11.5,158.65426,43.849743,159.5,58.605792,14.546527,59,54.460402,15.231786,55,45.588061,14.253759,45,159,0.3,0.3,283.47,4 CM TO PALEO,283.58500000000004,18.93083333333334,#3A362D +959A30X-8.dat,959,A,X,30,8,12.5,149.68252,84.394591,155,54.420354,28.914837,57,51.663164,30.045159,54,43.599004,25.628506,44,12.5,178.2505,61.898502,170,64.442218,20.538493,62,61.853707,21.994241,59,51.954576,19.60463,49,159,0.3,0.3,283.47,4 CM TO PALEO,283.595,18.932500000000005,#403D33 +959A30X-8.dat,959,A,X,30,8,13.5,227.42655,78.99859,253,80.904425,27.179174,90,79.770501,27.971289,89,66.751622,24.009547,74,13.5,241.28123,58.651299,257,85.724419,19.954156,91,84.673572,20.777722,90,70.883239,18.135868,75,159,0.3,0.3,283.47,4 CM TO PALEO,283.605,18.93416666666667,#555446 +959A30X-8.dat,959,A,X,30,8,14.5,264.70907,72.181246,284,93.582965,24.806228,100,92.52323,25.171806,100,78.602876,22.310195,85,14.5,277.06957,46.108037,287,97.862029,15.651942,101,96.877101,15.820959,100,82.330435,14.779816,86,159,0.3,0.3,283.47,4 CM TO PALEO,283.615,18.935833333333335,#616052 +959A30X-8.dat,959,A,X,30,8,15.5,227.12666,101.94334,266,80.268805,34.579403,94,79.071903,35.388012,92.5,67.785951,32.154908,79,15.5,254.17091,70.807575,276,89.59913,23.423694,97,88.506526,24.406413,96,76.065258,23.199038,83,159,0.3,0.3,283.47,4 CM TO PALEO,283.625,18.9375,#59584C +959A30X-8.dat,959,A,X,30,8,16.5,204.81357,132.29508,275,70.342183,44.701579,95,71.589381,46.059162,96,62.882006,41.677661,84,16.5,270.05924,74.753759,298,92.710055,24.055548,101,94.395947,25.693575,104,82.953235,25.216337,91,159,0.3,0.3,283.47,4 CM TO PALEO,283.63500000000005,18.939166666666676,#5C5E52 +959A30X-8.dat,959,A,X,30,8,17.5,274.42201,106.98981,313,93.827987,36.27816,107,95.364491,36.977137,109,85.229535,33.854728,97,17.5,307.10161,53.465979,317.5,104.99009,17.655655,108,106.71128,18.17108,110,95.400248,17.860301,99,159,0.3,0.3,283.47,4 CM TO PALEO,283.64500000000004,18.94083333333334,#686A5F +959A30X-8.dat,959,A,X,30,8,18.5,295.57467,68.857753,306,101.36947,22.518015,105,102.77489,23.841194,107,91.43031,22.812695,94,18.5,304.26082,47.488613,308,104.34453,14.624231,106,105.79784,16.344811,107,94.118451,16.860672,95,159,0.3,0.3,283.47,4 CM TO PALEO,283.65500000000003,18.942500000000006,#68695E +959A30X-8.dat,959,A,X,30,8,19.5,281.57412,85.056972,300,98.167588,28.895727,106,97.823562,29.533382,104,85.582965,26.878908,90,19.5,300.25841,46.123332,305,104.66962,14.6158,107,104.32389,15.932991,106,91.264897,15.929005,92,159,0.3,0.3,283.47,4 CM TO PALEO,283.665,18.94416666666667,#68685B +959A30X-8.dat,959,A,X,30,8,20.5,259.62006,118.38259,314,88.886136,39.993425,108,90.347493,41.168932,109,80.386431,37.32913,97,20.5,302.98966,57.380081,320,103.68504,18.57375,109,105.47071,19.74055,111,93.833908,19.247552,100,159,0.3,0.3,283.47,4 CM TO PALEO,283.675,18.945833333333336,#67695D +959A30X-8.dat,959,A,X,30,8,21.5,213.09624,138.86058,278,74.846792,47.918861,99,73.861726,47.987509,96,64.387721,43.073297,84,21.5,284.72498,74.886368,309,99.829503,24.778646,108,98.681245,25.615754,107,86.214233,24.670997,94,159,0.3,0.3,283.47,4 CM TO PALEO,283.685,18.9475,#636256 +959A30X-8.dat,959,A,X,30,8,22.5,235.78319,135.04499,308,81.706858,46.349569,106,81.769358,46.738951,107,72.306969,42.073319,95,22.5,302.0326,58.032972,318,104.6506,18.804307,109,104.74415,19.843477,110,92.637845,19.615125,98,159,0.3,0.3,283.47,4 CM TO PALEO,283.69500000000005,18.949166666666674,#68685C +959A30X-8.dat,959,A,X,30,8,23.5,290.13551,89.757368,321,101.13108,30.314528,111,100.64215,30.71485,111,88.362279,28.913719,98,23.5,303.90319,65.639929,323,105.90203,21.589081,112,105.41565,22.171356,112,92.585507,22.076258,98,159,0.3,0.3,283.47,4 CM TO PALEO,283.70500000000004,18.95083333333334,#69695C +959A30X-8.dat,959,A,X,30,8,24.5,292.44307,69.691766,314,101.60236,23.173541,108,101.99351,23.573304,110,88.847198,23.120232,96,24.5,295.24732,64.18929,314,102.5447,21.297425,108,102.96126,21.62383,110,89.741359,21.451638,96,159,0.3,0.3,283.47,4 CM TO PALEO,283.71500000000003,18.952500000000004,#666659 +959A30X-8.dat,959,A,X,30,8,25.5,290.14104,68.688928,311,101.02544,22.968625,108,101.11836,23.771261,108,87.997235,22.133806,95,25.5,295.09459,58.421953,311,102.71171,19.387645,108,102.85248,20.120837,109,89.530405,19.119702,95,159,0.3,0.3,283.47,4 CM TO PALEO,283.725,18.95416666666667,#666659 +959A30X-8.dat,959,A,X,30,8,26.5,293.62168,89.131359,320,101.93252,30.083335,111,102.18584,31.070208,111,89.503319,28.138778,98,26.5,313.31206,49.372917,322,108.66548,16.092405,111,109.08924,16.965048,112,95.557329,16.555079,98,159,0.3,0.3,283.47,4 CM TO PALEO,283.735,18.955833333333334,#6C6D5F +959A30X-8.dat,959,A,X,30,8,27.5,306.64104,100.67348,338,105.76493,34.16182,116,106.31527,34.644261,117,94.560841,32.105624,104,27.5,333.93253,43.974309,342,115.1759,13.724988,117,115.77771,14.584025,118,102.97892,16.013148,106,159,0.3,0.3,283.47,4 CM TO PALEO,283.745,18.9575,#737366 +959A30X-8.dat,959,A,X,30,8,28.5,296.00413,107.84075,331,103.72271,37.509524,116,102.64956,37.239753,115,89.631858,33.193382,100,28.5,330.02895,41.807552,335,115.64211,13.852161,117,114.44671,14.053544,116,99.940132,14.099794,102,159,0.3,0.3,283.47,4 CM TO PALEO,283.75500000000005,18.959166666666675,#737263 +959A30X-8.dat,959,A,X,30,8,29.5,186.87334,148.24317,260.5,66.845686,52.753722,96,65.088496,51.608343,91,54.939159,43.966439,74,29.5,292.41299,59.521795,306,104.59567,20.209179,109,101.84848,20.632177,106,85.968831,18.935787,91,159,0.3,0.3,283.47,4 CM TO PALEO,283.76500000000004,18.96083333333334,#686555