Predicting shear modulus at small strain from CPTU data, using ensembled machine learning

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1 INTRODUCTION

The following is a short post on predicting small-strain stiffness properties from CPTU measurements by ensembling several machine learning (ML) models. More specifically, we are going to predict the value of the shear modulus at small strain, Gmax. The basic workflow can be summarized in these steps:

• read, explore and prepare the data;
• train several models using measurements of Gmax values derived from SCPT tests;
• combine the output of these models to generate an ensembled model;
• use the final ensembled model to generate Gmax values from all other CPTU measurements.

Here I will use open-source data from the HKN offshore wind farm in the Netherlands, which are provided from the RVO WEBSITE 👏👏👏

It is important to emphasize that this is mainly a demonstrative blog post, meaning that I am not doing very technically-strict analyses here. Although I am going to work on various aspects on geotechnical site assessment, those topics won’t be treated in detail, and often, simplified approaches or existing analyses will be used. I will try to be careful to emphasize the points where these “shortcuts” are adopted.

2 SETUP

The analysis is done using the R programming language. All the code is incorporated in the writing, so it’s clear which code chunk produces each piece of the output. Code parts are put in dark squares, to make it easy to separate them from the general text and the graphics. If you are not familiar with R, chances are that you can still follow along with the code, since the used syntax is relatively easy. For any questions/remarks you can also of course contact me here.

2.1 Libraries

The first step is to load few packages that will make life easier for us, since they facilitate a lot of stuff. We don’t strictly need all these packages but few of them are used just for aesthetic purposes. I have also loaded some fonts from Google Fonts, mainly to make our plots and text look prettier.

# libraries
library(tidyverse)
library(tidymodels)
library(stacks)
library(vroom)
library(readxl)
library(showtext)
library(slider)
library(bslib)
library(ggforce)
library(ggtext)
library(thematic)
library(kableExtra)
library(patchwork)
library(paletteer)

# fonts
font_add_google("Fira Code", "Fira Code")
showtext_auto()

Besides the code shown here, I’ll also make use of few source files and functions which include some relatively long code to read and format AGS 4.0 files, to create plotting themes, etc. I excluded those from this post since it’s already a long one.

2.2 Functions and helpers

Here, some functions and properties we are going to use through the analysis.

Colors to be used:

# color preview functions
color_preview_dep <- 
  function() {
  htmltools::htmlDependency(
    name = "color_preview",
    version = "0.0.1",
    src = ".",
    all_files = FALSE,
    head = "
<style>.color-preview {
  display: inline-block;
  width: 1em;
  height: 1em;
  border-radius: 50%;
  margin: 0 0.33em;
  vertical-align: middle;
  transition: transform 100ms ease-in-out;
}

.color-preview:hover {
  cursor: pointer;
  transform: scale(2);
  transform-origin: 50% 50%;
}</style>"
  )
}

color_preview <- 
  function(color) {
  htmltools::tagList(
    htmltools::span(
      class = "color-preview",
      style = paste("background-color:", color),
      .noWS = "outside"
    ),
    htmltools::code(color, .noWS = "outside"),
    color_preview_dep()
  )
}

# colors
col_r <- "#ef476f"
col_y <- "#ffd166"
col_g <- "#06d6a0"
col_b <- "#118ab2"

colors <- c(
  "#ef476f",
  "#ffd166",
  "#06d6a0",
  "#118ab2"
)

items_color <- 
  lapply(colors, function(color) {
  htmltools::tags$li(color_preview(color))
})
htmltools::tags$ul(items_color)

• #ef476f
• #ffd166
• #06d6a0
• #118ab2

# grays
gray_1 <- "#2F2F2FFF"
gray_2 <- "#474747FF"
gray_3 <- "#DFDFDFFF"
gray_4 <- "#F7F7F7FF"

grays <- c(
  "#2F2F2FFF",
  "#474747FF",
  "#DFDFDFFF",
  "#F7F7F7FF"
)

items_gray <- 
  lapply(grays, function(color) {
  htmltools::tags$li(color_preview(color))
})
htmltools::tags$ul(items_gray)

• #2F2F2FFF
• #474747FF
• #DFDFDFFF
• #F7F7F7FF

Function to create and style tables:

# table function
func_tbl <- 
  function(dataframe){
  kable(dataframe, align = "r") %>%
  kable_styling(fixed_thead = T,
                html_font = ("JetBrains Mono"),
                font_size = 12,
                bootstrap_options = "condensed") %>%
  row_spec(0, background = gray_3) %>%
  scroll_box(height = "350px")
}

Theme and details for graphics:

# update default theme
ggtheme <-
  theme_light() +
  theme(
    text = element_text(family = "Fira Code", size = 8.25, color = gray_1),
    plot.title = element_text(face = "bold", size = 8.25, hjust = 0.5),
    axis.title = element_text(face = "bold", size = 8.25),
    axis.text = element_text( size = 8.25, color = gray_2),
    panel.grid.major = element_line(color = gray_3, size = 0.25),
    panel.grid.minor = element_blank(),
    axis.ticks = element_line(color = gray_2, size = 0.25),
    axis.ticks.length = unit(.25, "cm"),
    panel.border = element_rect(color = gray_2, size = 0.25),
    strip.text = element_text(family = "Fira Code", size = 8.25, color = gray_1),
    legend.background = element_blank(),
    plot.background = element_blank(),
    panel.background = element_blank(),
    strip.background = element_blank(),
    legend.key = element_blank(),
    plot.margin = margin(t = 5, r = 10, b = 5, l = 10)
  )

# set theme
theme_set(ggtheme)

# details for annotations
annotation_fill <- gray_4
annotation_color <- gray_2
annotation_label.color <- NA
annotation_family <- "Fira Code"
annotation_size <- unit(2.75, "pt")
annotation_hjust <- 0.5
annotation_vjust <- 0.5
annotation_label.padding <- unit(2, "pt")
annotation_label.r <- unit(0, "pt")
annotation_fontface <- "bold"

3 DATA

As mentioned, I am using data from the HKN offshore wind farm. The data is provided in few different formats (AGS 4.0, XLSX, etc), so we are going to read and analyze the relevant data separately and them merge/filter them, as we create the right setup for training our ML models.

3.1 Locations

3.1.1 Read locations data

It’s important to initially have a general view of the site. For this, we would need the locations of all in-situ tests performed. This data can be extracted from the set of AGS 4.0 files, listed below.

# list of source files
list_AGS <- list.files(pattern = ".ags")
func_tbl(as_tibble_col(list_AGS, column_name = "AGS file name"))

AGS file name
HKN_20190221_FNLM_AGS4.0_V04_F.ags
HKN_20190306_FNLM_HKN02-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN04-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN06-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN10-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN11-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN14-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN19-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN21-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN25-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN26-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN27-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN28-BH-SC_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN31-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN33-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN34-BH-CP_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN36-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN37-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN39-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN41-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN44-BH-CP_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN46-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN47-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN47A-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN48A-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN51-BH-CP_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN52-BH-CP_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN56-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN58-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN60-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN65-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN67-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN70-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN72A-BH-SA_CPT_AGS4.0_V05_F.ags
HKN_20190306_FNLM_HKN75-BH-SA_CPT_AGS4.0_V05_F.ags

All seabed CPTU tests data are included in one file (the first row in the above table), while down-hole CPTUs are in separated files, one for each location. OSS data are not included here. I have previously downloaded the data locally, saved in my PC and read all AGS 4.0 files and converted them into one tabular CSV file.

It has to be noted that, a distinction is made between location and test point. This is because several tests may have been run on essentially the same location, but considering that they don’t exactly overlap and that they represent different tests, a distinction is made. Basically, the same location may include more than one test points. E.g. location HKN01 includes 4 test points: HKN02-BH-SA, HKN02-PCPT, HKN02-SCPT-A, and HKN02-TCPT.

Here we read the locations data and differentiate between various test types. In few locations we have duplicated tests of the same type, so (arbitrarily) we keep the deepest of these tests.

# read location data
data_loc <-
  vroom("locations.csv") %>%
  select(c(LOCA_ID, LOCA_NATE, LOCA_NATN, LOCA_FDEP, LOCA_WDEP)) %>%
  mutate(across(LOCA_ID, as.factor)) %>%
  # pull out type of test and location
  mutate(
    TYPE = case_when(
      str_detect(LOCA_ID, "PCPT") ~ "PCPT",
      str_detect(LOCA_ID, "TCPT") ~ "TCPT",
      str_detect(LOCA_ID, "SCPT") ~ "SCPT",
      str_detect(LOCA_ID, "BH") ~ "BH"
    )
  ) %>%
  mutate(LOCATION = stringr::str_extract(LOCA_ID, "HKN..")) %>%
  # filter max depth for duplicated test points
  group_by(LOCA_ID) %>%
  filter(LOCA_FDEP == max(LOCA_FDEP)) %>%
  ungroup() %>%
  mutate(LOCA_NR = stringr::str_remove(LOCATION, "HKN")) %>%
  mutate(across(is.character, as.factor))

# table
func_tbl(data_loc)

LOCA_ID	LOCA_NATE	LOCA_NATN	LOCA_FDEP	LOCA_WDEP	TYPE	LOCATION	LOCA_NR
HKN01-PCPT	589266.1	5852097	41.03	23.70	PCPT	HKN01	01
HKN02-PCPT	589320.9	5850857	52.89	23.50	PCPT	HKN02	02
HKN02-SCPT-A	589317.8	5850855	23.50	23.70	SCPT	HKN02	02
HKN02-TCPT	589324.6	5850857	5.97	23.70	TCPT	HKN02	02
HKN03-PCPT	587546.7	5850495	33.21	25.20	PCPT	HKN03	03
HKN04-PCPT	586988.3	5849090	18.50	25.00	PCPT	HKN04	04
HKN04-PCPT-A	586988.4	5849092	18.94	25.10	PCPT	HKN04	04
HKN05-PCPT	588400.8	5849077	32.67	23.00	PCPT	HKN05	05
HKN06-PCPT	590393.5	5849497	22.51	21.40	PCPT	HKN06	06
HKN06-SCPT	590391.3	5849500	23.09	21.30	SCPT	HKN06	06
HKN06-TCPT	590393.1	5849501	5.97	21.30	TCPT	HKN06	06
HKN07-PCPT	591558.3	5848353	44.73	23.00	PCPT	HKN07	07
HKN08-PCPT	592124.0	5847063	28.18	22.00	PCPT	HKN08	08
HKN09-PCPT	589610.5	5847514	33.02	22.10	PCPT	HKN09	09
HKN09-TCPT	589606.7	5847511	6.53	22.10	TCPT	HKN09	09
HKN10-PCPT	587928.1	5848180	44.23	23.80	PCPT	HKN10	10
HKN10-SCPT	587928.1	5848176	43.68	24.10	SCPT	HKN10	10
HKN10-TCPT	587932.3	5848180	5.99	24.20	TCPT	HKN10	10
HKN11-PCPT	586917.6	5847496	12.04	25.60	PCPT	HKN11	11
HKN12-PCPT-A	584914.5	5846530	45.08	25.30	PCPT	HKN12	12
HKN13-PCPT	587495.9	5846196	39.11	24.80	PCPT	HKN13	13
HKN14-PCPT	587313.2	5845739	28.57	24.40	PCPT	HKN14	14
HKN14-SCPT	587308.7	5845739	15.81	24.10	SCPT	HKN14	14
HKN14-SCPT-A	587310.8	5845737	28.02	24.10	SCPT	HKN14	14
HKN15-PCPT	588787.0	5846757	43.59	22.40	PCPT	HKN15	15
HKN16-PCPT	590165.7	5846221	30.48	21.80	PCPT	HKN16	16
HKN17-PCPT	590919.5	5845387	25.67	23.30	PCPT	HKN17	17
HKN18-PCPT	589798.3	5845280	48.72	25.40	PCPT	HKN18	18
HKN19-PCPT	588689.5	5845196	14.76	23.40	PCPT	HKN19	19
HKN20-PCPT	585526.3	5845374	52.22	24.00	PCPT	HKN20	20
HKN21-PCPT-B	583776.0	5845001	52.97	22.60	PCPT	HKN21	21
HKN21-SCPT	583770.3	5845001	31.63	22.90	SCPT	HKN21	21
HKN21-SCPT-A	583772.9	5844999	52.89	23.00	SCPT	HKN21	21
HKN21-TCPT	583773.8	5845005	5.94	23.10	TCPT	HKN21	21
HKN22-PCPT	582759.3	5843771	9.07	22.70	PCPT	HKN22	22
HKN22-PCPT-A	582763.3	5843773	36.06	22.50	PCPT	HKN22	22
HKN23-PCPT	584972.3	5843963	2.11	24.20	PCPT	HKN23	23
HKN23-PCPT-A	584972.3	5843965	43.60	24.10	PCPT	HKN23	23
HKN24-PCPT	586107.4	5844073	10.05	24.80	PCPT	HKN24	24
HKN24-PCPT-A	586107.1	5844078	47.54	24.70	PCPT	HKN24	24
HKN25-PCPT	585269.1	5843312	47.44	23.60	PCPT	HKN25	25
HKN25-SCPT	585270.4	5843310	37.18	23.70	SCPT	HKN25	25
HKN25-TCPT	585272.9	5843313	6.39	23.70	TCPT	HKN25	25
HKN26-PCPT	587685.3	5843979	41.08	23.70	PCPT	HKN26	26
HKN26-SCPT	587681.8	5843981	22.59	23.80	SCPT	HKN26	26
HKN26-TCPT	587683.3	5843975	6.01	23.80	TCPT	HKN26	26
HKN27-PCPT	589912.6	5844169	45.47	25.40	PCPT	HKN27	27
HKN27-SCPT	589910.9	5844173	23.07	25.50	SCPT	HKN27	27
HKN27-TCPT	589909.3	5844169	4.37	25.40	TCPT	HKN27	27
HKN28-PCPT	590817.6	5844393	29.12	24.50	PCPT	HKN28	28
HKN29-PCPT	590868.9	5843641	39.36	22.90	PCPT	HKN29	29
HKN30-PCPT	591478.0	5843016	17.41	20.30	PCPT	HKN30	30
HKN30-PCPT-A	591481.6	5843016	47.98	20.20	PCPT	HKN30	30
HKN31-PCPT	591397.8	5842510	18.34	20.20	PCPT	HKN31	31
HKN31-SCPT	591396.7	5842506	17.31	20.30	SCPT	HKN31	31
HKN31-TCPT	591394.6	5842509	7.48	20.40	TCPT	HKN31	31
HKN32-PCPT	590109.9	5841939	6.76	21.90	PCPT	HKN32	32
HKN32-PCPT-A	590106.6	5841938	25.00	21.80	PCPT	HKN32	32
HKN33-PCPT	589166.2	5842307	52.94	22.70	PCPT	HKN33	33
HKN34-PCPT	586763.2	5841667	52.76	24.40	PCPT	HKN34	34
HKN35-PCPT	586021.2	5842484	46.81	22.50	PCPT	HKN35	35
HKN36-PCPT	585535.8	5841239	44.60	23.20	PCPT	HKN36	36
HKN36-SCPT	585540.2	5841240	22.00	23.60	SCPT	HKN36	36
HKN36-TCPT	585534.8	5841243	5.98	23.40	TCPT	HKN36	36
HKN37-PCPT	583179.0	5842128	46.17	23.60	PCPT	HKN37	37
HKN38-PCPT	581098.3	5842274	52.25	24.00	PCPT	HKN38	38
HKN38-SCPT	581096.8	5842278	16.40	24.10	SCPT	HKN38	38
HKN38-TCPT	581101.7	5842275	5.96	24.00	TCPT	HKN38	38
HKN39-PCPT	581848.7	5841471	46.70	24.30	PCPT	HKN39	39
HKN40-PCPT	579806.2	5839016	42.64	24.60	PCPT	HKN40	40
HKN41-PCPT	581089.5	5839566	37.97	24.20	PCPT	HKN41	41
HKN41-SCPT-D	581093.9	5839567	29.74	24.10	SCPT	HKN41	41
HKN41-TCPT	581092.4	5839563	6.43	24.40	TCPT	HKN41	41
HKN42-PCPT	582588.8	5840074	44.57	23.50	PCPT	HKN42	42
HKN43-PCPT	583617.6	5839122	48.53	23.20	PCPT	HKN43	43
HKN44-PCPT	584642.4	5840366	52.87	23.60	PCPT	HKN44	44
HKN45-PCPT	586212.0	5840260	45.67	22.40	PCPT	HKN45	45
HKN46-PCPT	586949.7	5839451	6.78	23.00	PCPT	HKN46	46
HKN46-PCPT-A	586952.7	5839449	6.88	23.00	PCPT	HKN46	46
HKN46-TCPT	586948.3	5839452	6.00	23.10	TCPT	HKN46	46
HKN47-PCPT	587976.7	5840642	27.81	22.60	PCPT	HKN47	47
HKN47-SCPT	587976.7	5840638	2.85	22.60	SCPT	HKN47	47
HKN47-SCPT-A	587974.0	5840639	6.19	22.60	SCPT	HKN47	47
HKN47-TCPT	587980.2	5840641	5.48	22.60	TCPT	HKN47	47
HKN48-PCPT	589560.4	5840555	48.50	23.70	PCPT	HKN48	48
HKN48-SCPT	589564.1	5840556	9.05	23.80	SCPT	HKN48	48
HKN48-SCPT-A	589562.7	5840559	23.63	23.80	SCPT	HKN48	48
HKN48-TCPT	589557.0	5840556	5.99	23.60	TCPT	HKN48	48
HKN49-PCPT	591312.1	5840932	22.63	20.20	PCPT	HKN49	49
HKN50-PCPT	590574.0	5839075	48.28	21.00	PCPT	HKN50	50
HKN51-PCPT	588263.6	5837835	52.71	23.00	PCPT	HKN51	51
HKN52-PCPT	588838.3	5835994	52.81	21.50	PCPT	HKN52	52
HKN53-PCPT	586430.7	5836721	46.72	24.20	PCPT	HKN53	53
HKN54-PCPT	585808.6	5837881	41.60	21.40	PCPT	HKN54	54
HKN55-PCPT	585477.7	5838390	39.51	21.20	PCPT	HKN55	55
HKN56-PCPT	584815.0	5838094	44.72	22.70	PCPT	HKN56	56
HKN56-SCPT	584818.3	5838097	30.23	22.70	SCPT	HKN56	56
HKN56-SCPT-A	584814.5	5838098	43.17	23.00	SCPT	HKN56	56
HKN56-TCPT	584818.9	5838092	6.01	22.80	TCPT	HKN56	56
HKN57-PCPT	584454.9	5837177	32.50	22.60	PCPT	HKN57	57
HKN58-PCPT	582519.1	5837743	43.72	23.20	PCPT	HKN58	58
HKN58-SCPT	582522.5	5837742	35.91	23.00	SCPT	HKN58	58
HKN58-TCPT	582519.6	5837739	5.97	22.90	TCPT	HKN58	58
HKN59-PCPT	581479.9	5837821	36.23	23.80	PCPT	HKN59	59
HKN60-PCPT-A	580367.6	5837724	52.34	24.60	PCPT	HKN60	60
HKN61-PCPT	578816.4	5835122	34.37	25.40	PCPT	HKN61	61
HKN61-TCPT	578816.7	5835118	5.95	25.20	TCPT	HKN61	61
HKN62-PCPT	577792.6	5833904	46.57	25.40	PCPT	HKN62	62
HKN63-PCPT	578263.0	5833729	46.20	25.40	PCPT	HKN63	63
HKN64-PCPT	579847.9	5833645	43.38	24.10	PCPT	HKN64	64
HKN65-PCPT	580200.3	5834573	36.75	24.10	PCPT	HKN65	65
HKN65-SCPT	580197.1	5834569	36.97	24.10	SCPT	HKN65	65
HKN65-TCPT	580196.6	5834573	5.98	24.00	TCPT	HKN65	65
HKN66-PCPT	582426.0	5834755	43.15	22.20	PCPT	HKN66	66
HKN67-PCPT	583453.6	5833825	47.95	20.20	PCPT	HKN67	67
HKN67-SCPT	583457.5	5833823	21.42	20.90	SCPT	HKN67	67
HKN67-TCPT	583456.7	5833827	5.89	20.50	TCPT	HKN67	67
HKN67-TCPT-A	583450.1	5833827	3.05	20.50	TCPT	HKN67	67
HKN68-PCPT	585590.0	5834599	44.04	25.00	PCPT	HKN68	68
HKN69-PCPT	586513.1	5834233	36.04	23.80	PCPT	HKN69	69
HKN70-PCPT	590429.2	5833249	41.53	20.90	PCPT	HKN70	70
HKN70-SCPT	590429.0	5833254	14.55	20.80	SCPT	HKN70	70
HKN70-TCPT	590425.1	5833250	5.96	20.80	TCPT	HKN70	70
HKN71-PCPT	588667.2	5832859	43.94	21.40	PCPT	HKN71	71
HKN72-PCPT	585780.5	5832365	44.83	23.00	PCPT	HKN72	72
HKN72-SCPT	585779.2	5832369	31.38	23.30	SCPT	HKN72	72
HKN72-SCPT-A	585783.0	5832368	50.28	23.20	SCPT	HKN72	72
HKN72-TCPT	585775.1	5832366	5.98	23.10	TCPT	HKN72	72
HKN73-PCPT	584035.6	5831995	48.47	22.90	PCPT	HKN73	73
HKN74-PCPT	579576.1	5831582	51.47	25.60	PCPT	HKN74	74
HKN75-PCPT	578460.7	5831480	41.16	21.70	PCPT	HKN75	75
HKN75-SCPT	578463.2	5831477	15.79	22.00	SCPT	HKN75	75
HKN75-SCPT-A	578458.1	5831477	17.83	22.00	SCPT	HKN75	75
HKN75-TCPT	578464.0	5831481	6.03	21.70	TCPT	HKN75	75
HKN02-BH-SA	589323.0	5850861	60.02	24.80	BH	HKN02	02
HKN04-BH-SA	586985.0	5849088	79.93	25.30	BH	HKN04	04
HKN06-BH-SA	590397.0	5849499	60.93	23.90	BH	HKN06	06
HKN10-BH-SA	587923.8	5848179	60.94	25.30	BH	HKN10	10
HKN11-BH-SA	586920.2	5847498	59.41	27.51	BH	HKN11	11
HKN14-BH-SA	587315.0	5845736	59.42	26.51	BH	HKN14	14
HKN19-BH-SA	588694.0	5845195	61.42	24.41	BH	HKN19	19
HKN21-BH-SA	583777.5	5845005	59.90	25.21	BH	HKN21	21
HKN25-BH-SA	585270.0	5843316	60.42	25.41	BH	HKN25	25
HKN26-BH-SA	587685.9	5843982	60.93	24.41	BH	HKN26	26
HKN27-BH-SA	589915.0	5844173	59.46	26.60	BH	HKN27	27
HKN28-BH-SC	590821.0	5844395	60.38	25.71	BH	HKN28	28
HKN31-BH-SA	591401.0	5842513	59.42	21.60	BH	HKN31	31
HKN33-BH-SA	589163.4	5842311	60.94	25.10	BH	HKN33	33
HKN34-BH-CP	586764.5	5841670	60.96	25.80	BH	HKN34	34
HKN36-BH-SA	585531.1	5841239	61.49	25.80	BH	HKN36	36
HKN37-BH-SA	583180.3	5842133	61.32	25.21	BH	HKN37	37
HKN39-BH-SA	581851.2	5841468	60.44	25.21	BH	HKN39	39
HKN41-BH-SA	581087.0	5839563	66.47	26.31	BH	HKN41	41
HKN44-BH-CP	584641.1	5840371	61.00	25.90	BH	HKN44	44
HKN46-BH-SA	586953.7	5839453	60.45	24.30	BH	HKN46	46
HKN47-BH-SA	587972.7	5840638	20.50	23.80	BH	HKN47	47
HKN47A-BH-SA	587978.4	5840645	59.95	24.00	BH	HKN47	47
HKN48A-BH-SA	589557.0	5840553	79.93	24.70	BH	HKN48	48
HKN51-BH-CP	588261.0	5837832	60.92	26.31	BH	HKN51	51
HKN52-BH-CP	588836.5	5835989	62.42	23.20	BH	HKN52	52
HKN56-BH-SA	584815.0	5838090	59.92	26.31	BH	HKN56	56
HKN58-BH-SA	582517.0	5837746	60.93	26.31	BH	HKN58	58
HKN60-BH-SA	580366.9	5837717	59.42	26.31	BH	HKN60	60
HKN65-BH-SA	580200.5	5834577	59.49	25.51	BH	HKN65	65
HKN67-BH-SA	583452.0	5833821	59.96	24.00	BH	HKN67	67
HKN70-BH-SA	590431.8	5833252	79.39	22.82	BH	HKN70	70
HKN72A-BH-SA	585782.7	5832362	59.45	24.00	BH	HKN72	72
HKN75-BH-SA	578461.0	5831484	61.38	23.30	BH	HKN75	75

Here:

• LOCA_ID: ID of the test point;
• LOCA_NATE and LOCA_NATN: coordinates of the test point;
• LOCA_FDEP: final depth of the test;
• LOCA_WDEP: water depth;
• TYPE: type of the test;
  • PCPT: porepressure CPT;
  • TCPT: thermal CPTU;
  • SCPT: seismic CPTU;
  • BH: down-hole CPTU;
• LOCATION: location of the test point;
• LOCA_NR: number of the location.

We see that the same LOCATION doesn’t have unique coordinates, but LOCA_IDs do. In this sense, a LOCATION can be seen as a cluster of different LOCA_IDs (test points).

3.1.2 Explore locations

To understand the data better, we need to explore them a little bit. Some visualizations could be very helpful in this regard, considering we have a complex site here, with a lot of test points. Here, we have built a plan view of the site.

ggplot(data_loc, aes(LOCA_NATE, LOCA_NATN)) +
  geom_point(aes(color = TYPE), size = 8, alpha = 1/4) +
  geom_richtext(
    data = data_loc, aes(label = LOCA_NR),
    color = annotation_color,
    family = annotation_family,
    size = annotation_size,
    fill = NA,
    label.color = annotation_label.color,
    label.padding = annotation_label.padding,
    label.r = annotation_label.r,
    hjust = annotation_hjust,
    vjust = annotation_vjust,
    fontface = annotation_fontface
  ) +
  facet_wrap(~TYPE) +
  scale_x_continuous(labels = scales::comma) +
  scale_y_continuous(labels = scales::comma) +
  coord_cartesian(expand = c(0, 0)) +
  scale_color_manual(values = c(col_r, col_y, col_g, col_b)) +
  theme(legend.position = "none")

Plan view of the site.

Here we have a lateral view from the EW direction, showing the maximum depth reached from each test TYPE.

ggplot(data_loc) +
  geom_segment(aes(x = LOCA_NATE, y = -LOCA_WDEP, xend = LOCA_NATE, yend = -(LOCA_WDEP + LOCA_FDEP),
                   color = TYPE), size = 2, alpha = 1/4) +
  geom_hline(yintercept = 0, color = gray_2, size = 2, alpha = 1) + # sea level
  facet_wrap(~TYPE, ncol = 1) +
  scale_x_continuous(labels = scales::comma) +
  scale_y_continuous(labels = scales::comma) +
  coord_cartesian(expand = c(0, 0)) +
  scale_color_manual(values = c(col_r, col_y, col_g, col_b)) +
  theme(legend.position = "none") +
  labs(y = "Depth")

Section view of the site from EW.

There is basically one PCTP test for each location, while the number of SCPTs is smaller (normally), as the latest are performed only in a portion of all locations. Down-hole CPTUs, represented by BHs, complement the PCPT and SCPT tests, in depths where seabed CPTUs could not have been completed. TCPT tests are much shallower (up to 6m) and relevant to the design of subsea cables. We are not going to consider TCPTs in our analysis.

3.2 CPTU data

3.2.1 Read CPTU data

From the same set of AGS 4.0 files I have extracted the data recorded from the CPTU tests. Let’s read these data and preview the first 100 rows.

data_cpt <- 
  vroom("cpt.csv") %>%
  select(-c(SCPT_TEMP, FILE_FSET)) %>% # we don't need these
  mutate(across(is.character, as.factor))
data_cpt

## # A tibble: 240,550 x 15
##    LOCA_ID    SCPG_TESN SCPT_DPTH SCPT_RES SCPT_FRES SCPT_PWP2 SCPT_FRR SCPT_QT
##    <fct>      <fct>         <dbl>    <dbl>     <dbl>     <dbl>    <dbl>   <dbl>
##  1 HKN01-PCPT 1              0       0.003     NA         NA      NA      0.004
##  2 HKN01-PCPT 1              0.02    0.042     NA         NA      NA      0.042
##  3 HKN01-PCPT 1              0.04    0.08      NA         NA      NA      0.08 
##  4 HKN01-PCPT 1              0.06    0.118     NA         NA      NA      0.119
##  5 HKN01-PCPT 1              0.08    0.157      8.35       1.9    32.8    0.157
##  6 HKN01-PCPT 1              0.1     0.354      6.62       1.8     1.97   0.355
##  7 HKN01-PCPT 1              0.12    0.527      7.5        1.9     1.50   0.528
##  8 HKN01-PCPT 1              0.14    0.602      9.32       1.9     1.52   0.603
##  9 HKN01-PCPT 1              0.16    0.705     11.1        1.9     1.54   0.706
## 10 HKN01-PCPT 1              0.18    0.827     13.0        2.1     1.56   0.828
## # ... with 240,540 more rows, and 7 more variables: SCPT_QNET <dbl>,
## #   SCPT_BQ <dbl>, SCPT_CIC1 <dbl>, SCPT_CISB <dbl>, SCPT_NQC1 <dbl>,
## #   SCPT_NRF1 <dbl>, SCPT_CUW1 <dbl>

# table
func_tbl(head(data_cpt, 100))

LOCA_ID	SCPG_TESN	SCPT_DPTH	SCPT_RES	SCPT_FRES	SCPT_PWP2	SCPT_FRR	SCPT_QT	SCPT_QNET	SCPT_BQ	SCPT_CIC1	SCPT_CISB	SCPT_NQC1	SCPT_NRF1	SCPT_CUW1
HKN01-PCPT	1	0.00	0.003	NA	NA	NA	0.004	0.004	0.2436	NA	NA	NA	6.529	19.7
HKN01-PCPT	1	0.02	0.042	NA	NA	NA	0.042	0.042	0.1835	2.56	4.93	73.8	6.017	19.7
HKN01-PCPT	1	0.04	0.080	NA	NA	NA	0.080	0.080	0.1234	2.56	4.92	78.9	6.307	19.7
HKN01-PCPT	1	0.06	0.118	NA	NA	NA	0.119	0.117	0.0633	2.56	4.92	81.1	6.409	19.7
HKN01-PCPT	1	0.08	0.157	8.353	1.9	32.777	0.157	0.156	0.0034	2.51	4.27	78.8	5.364	19.7
HKN01-PCPT	1	0.10	0.354	6.625	1.8	1.969	0.355	0.353	0.0016	2.16	3.29	81.3	1.878	19.7
HKN01-PCPT	1	0.12	0.527	7.500	1.9	1.495	0.528	0.526	0.0011	2.06	3.08	87.4	1.427	19.7
HKN01-PCPT	1	0.14	0.602	9.325	1.9	1.518	0.603	0.600	0.0011	2.06	3.03	93.4	1.554	19.7
HKN01-PCPT	1	0.16	0.705	11.149	1.9	1.541	0.706	0.703	0.0003	2.05	2.98	98.5	1.587	19.7
HKN01-PCPT	1	0.18	0.827	12.973	2.1	1.565	0.828	0.824	0.0005	2.03	2.92	104.0	1.574	19.7
HKN01-PCPT	1	0.20	0.941	14.797	2.3	1.588	0.942	0.938	0.0003	2.02	2.87	108.6	1.577	19.7
HKN01-PCPT	1	0.22	0.933	8.161	2.6	0.876	0.934	0.930	0.0003	1.92	2.76	87.0	0.878	19.7
HKN01-PCPT	1	0.24	0.988	7.077	2.9	0.761	0.989	0.984	0.0004	1.89	2.71	83.2	0.719	19.7
HKN01-PCPT	1	0.26	1.043	9.129	3.2	0.982	1.044	1.039	0.0005	1.91	2.73	89.1	0.879	19.7
HKN01-PCPT	1	0.28	1.097	9.944	3.5	1.069	1.099	1.093	0.0005	1.92	2.73	90.2	0.910	19.7
HKN01-PCPT	1	0.30	1.152	16.997	3.8	1.828	1.154	1.148	0.0006	2.02	2.83	102.0	1.481	19.7
HKN01-PCPT	1	0.32	1.298	23.855	4.3	1.920	1.300	1.294	0.0008	2.05	2.79	115.3	1.844	19.7
HKN01-PCPT	1	0.34	1.435	25.418	4.7	1.801	1.437	1.431	0.0009	2.03	2.74	119.3	1.777	19.7
HKN01-PCPT	1	0.36	1.356	25.986	5.1	1.857	1.358	1.351	0.0011	2.06	2.77	115.5	1.924	19.7
HKN01-PCPT	1	0.38	1.454	25.135	4.5	1.785	1.456	1.448	0.0005	2.03	2.74	115.2	1.735	19.7
HKN01-PCPT	1	0.40	1.551	23.319	4.8	1.519	1.553	1.545	0.0004	1.99	2.68	112.1	1.509	19.7
HKN01-PCPT	1	0.42	1.413	20.760	5.2	1.447	1.415	1.407	0.0006	2.01	2.70	103.2	1.476	19.7
HKN01-PCPT	1	0.44	1.467	19.153	5.1	1.329	1.469	1.460	0.0004	1.99	2.67	99.5	1.312	19.7
HKN01-PCPT	1	0.46	1.565	18.569	5.3	1.213	1.567	1.558	0.0004	1.96	2.62	99.9	1.192	19.7
HKN01-PCPT	1	0.48	1.615	19.665	5.6	1.230	1.617	1.608	0.0004	1.96	2.61	101.0	1.223	19.7
HKN01-PCPT	1	0.50	1.709	21.744	5.5	1.302	1.711	1.702	0.0003	1.96	2.60	105.7	1.278	19.7
HKN01-PCPT	1	0.52	1.792	22.870	5.6	1.294	1.794	1.784	0.0003	1.96	2.59	107.6	1.282	19.7
HKN01-PCPT	1	0.54	1.867	22.894	6.2	1.242	1.869	1.859	0.0003	1.94	2.56	108.1	1.232	19.7
HKN01-PCPT	1	0.56	1.958	20.578	6.9	1.071	1.961	1.950	0.0005	1.91	2.51	105.1	1.056	19.7
HKN01-PCPT	1	0.58	2.040	22.219	7.3	1.099	2.043	2.032	0.0007	1.91	2.50	108.9	1.093	19.7
HKN01-PCPT	1	0.60	2.146	24.133	7.1	1.134	2.149	2.137	0.0005	1.91	2.49	112.1	1.129	19.7
HKN01-PCPT	1	0.62	2.298	17.562	7.2	0.771	2.301	2.289	0.0005	1.82	2.38	105.8	0.767	19.7
HKN01-PCPT	1	0.64	2.483	14.796	7.4	0.599	2.486	2.474	0.0004	1.76	2.30	105.1	0.598	19.7
HKN01-PCPT	1	0.66	2.664	14.194	7.7	0.535	2.667	2.654	0.0004	1.72	2.25	107.1	0.535	19.7
HKN01-PCPT	1	0.68	2.737	16.143	8.2	0.600	2.741	2.727	0.0004	1.74	2.26	110.2	0.592	19.7
HKN01-PCPT	1	0.70	2.737	18.848	8.1	0.690	2.741	2.727	0.0005	1.77	2.29	112.4	0.691	19.7
HKN01-PCPT	1	0.72	2.806	20.620	8.5	0.736	2.809	2.795	0.0004	1.78	2.30	114.7	0.738	19.7
HKN01-PCPT	1	0.74	3.020	20.948	8.6	0.696	3.023	3.009	0.0004	1.75	2.26	118.6	0.696	19.7
HKN01-PCPT	1	0.76	3.139	20.423	8.8	0.652	3.143	3.128	0.0003	1.74	2.23	119.3	0.653	19.7
HKN01-PCPT	1	0.78	3.258	21.256	9.1	0.654	3.262	3.246	0.0004	1.73	2.21	121.5	0.655	19.7
HKN01-PCPT	1	0.80	3.340	21.331	9.9	0.640	3.344	3.328	0.0004	1.72	2.20	122.2	0.641	19.7
HKN01-PCPT	1	0.82	3.501	21.883	9.7	0.631	3.505	3.489	0.0005	1.71	2.18	124.9	0.627	19.7
HKN01-PCPT	1	0.84	3.700	22.757	9.8	0.618	3.704	3.687	0.0003	1.69	2.15	128.7	0.617	19.7
HKN01-PCPT	1	0.86	3.790	23.351	10.1	0.617	3.794	3.777	0.0003	1.69	2.14	131.2	0.618	19.7
HKN01-PCPT	1	0.88	3.813	23.533	10.1	0.619	3.818	3.800	0.0004	1.69	2.14	130.7	0.619	19.7
HKN01-PCPT	1	0.90	3.934	25.382	10.6	0.648	3.938	3.920	0.0003	1.69	2.14	133.7	0.647	19.7
HKN01-PCPT	1	0.92	4.103	27.063	10.4	0.664	4.107	4.089	0.0002	1.69	2.13	137.4	0.662	19.7
HKN01-PCPT	1	0.94	4.278	28.748	10.5	0.676	4.283	4.264	0.0003	1.69	2.12	141.2	0.674	19.7
HKN01-PCPT	1	0.96	4.476	29.480	10.8	0.666	4.481	4.462	0.0003	1.67	2.10	144.5	0.661	19.7
HKN01-PCPT	1	0.98	4.715	31.386	10.7	0.673	4.720	4.700	0.0002	1.66	2.08	149.5	0.668	19.7
HKN01-PCPT	1	1.00	4.920	34.754	11.5	0.712	4.925	4.905	0.0003	1.67	2.08	154.9	0.709	19.7
HKN01-PCPT	1	1.02	5.202	37.137	11.3	0.728	5.207	5.187	0.0002	1.66	2.06	160.9	0.716	19.7
HKN01-PCPT	1	1.04	5.817	38.289	11.0	0.679	5.822	5.801	0.0001	1.61	2.00	171.6	0.660	19.7
HKN01-PCPT	1	1.06	6.515	39.136	10.8	0.621	6.520	6.499	0.0001	1.57	1.94	183.0	0.602	19.7
HKN01-PCPT	1	1.08	7.176	41.300	10.8	0.589	7.180	7.159	0.0000	1.54	1.89	194.4	0.577	19.7
HKN01-PCPT	1	1.10	7.862	44.539	10.7	0.583	7.866	7.844	0.0000	1.51	1.86	206.9	0.568	19.7
HKN01-PCPT	1	1.12	8.598	47.545	10.3	0.572	8.603	8.581	-0.0001	1.48	1.82	219.5	0.554	19.7
HKN01-PCPT	1	1.14	9.299	49.895	10.6	0.551	9.303	9.281	-0.0001	1.46	1.78	230.8	0.538	19.7
HKN01-PCPT	1	1.16	9.897	52.393	10.9	0.539	9.901	9.878	-0.0001	1.44	1.75	240.4	0.530	19.7
HKN01-PCPT	1	1.18	10.383	55.959	11.0	0.546	10.387	10.364	-0.0001	1.44	1.74	249.1	0.540	19.7
HKN01-PCPT	1	1.20	10.780	58.623	11.4	0.552	10.785	10.761	-0.0001	1.43	1.73	255.7	0.545	19.7
HKN01-PCPT	1	1.22	11.292	62.043	11.8	0.559	11.297	11.273	0.0000	1.42	1.72	264.4	0.550	19.7
HKN01-PCPT	1	1.24	11.782	65.786	11.8	0.566	11.787	11.762	-0.0001	1.42	1.70	272.9	0.559	19.7
HKN01-PCPT	1	1.26	12.103	69.963	11.9	0.583	12.108	12.083	0.0000	1.42	1.70	279.2	0.579	19.7
HKN01-PCPT	1	1.28	12.272	73.633	12.7	0.602	12.278	12.252	0.0000	1.43	1.70	282.9	0.601	19.7
HKN01-PCPT	1	1.30	12.353	74.923	13.0	0.607	12.358	12.332	0.0000	1.43	1.70	283.6	0.608	19.7
HKN01-PCPT	1	1.32	12.334	75.408	13.7	0.611	12.340	12.314	0.0000	1.43	1.71	282.3	0.612	19.7
HKN01-PCPT	1	1.34	12.337	74.820	14.2	0.606	12.343	12.317	0.0001	1.43	1.70	280.6	0.607	19.7
HKN01-PCPT	1	1.36	12.314	73.723	14.4	0.599	12.320	12.293	0.0001	1.43	1.70	278.2	0.600	19.7
HKN01-PCPT	1	1.38	12.318	70.393	14.6	0.571	12.324	12.297	0.0001	1.42	1.69	274.6	0.572	19.7
HKN01-PCPT	1	1.40	12.381	67.165	14.4	0.544	12.387	12.359	0.0000	1.41	1.68	271.9	0.543	19.7
HKN01-PCPT	1	1.42	12.519	65.149	14.6	0.521	12.525	12.498	0.0000	1.40	1.66	271.2	0.521	19.7
HKN01-PCPT	1	1.44	12.759	62.575	14.8	0.491	12.765	12.737	0.0000	1.38	1.64	271.4	0.491	19.7
HKN01-PCPT	1	1.46	13.176	61.168	14.6	0.465	13.182	13.153	0.0000	1.36	1.62	274.8	0.465	19.7
HKN01-PCPT	1	1.48	13.387	62.468	15.1	0.467	13.393	13.364	0.0000	1.36	1.61	277.4	0.467	19.7
HKN01-PCPT	1	1.50	13.595	62.525	15.1	0.460	13.601	13.571	0.0000	1.35	1.60	279.1	0.461	19.7
HKN01-PCPT	1	1.52	13.930	63.519	14.9	0.457	13.937	13.907	0.0000	1.35	1.59	283.2	0.457	19.7
HKN01-PCPT	1	1.54	14.203	66.689	15.1	0.473	14.209	14.178	0.0000	1.35	1.59	287.9	0.470	19.7
HKN01-PCPT	1	1.56	14.161	68.592	15.9	0.484	14.168	14.137	0.0000	1.36	1.60	287.6	0.485	19.7
HKN01-PCPT	1	1.58	13.991	72.540	16.6	0.518	13.998	13.967	0.0001	1.38	1.62	287.0	0.519	19.7
HKN01-PCPT	1	1.60	13.952	74.008	17.2	0.530	13.959	13.928	0.0000	1.39	1.63	286.3	0.531	19.7
HKN01-PCPT	1	1.62	14.017	73.772	17.0	0.527	14.024	13.992	0.0000	1.38	1.62	285.9	0.527	19.7
HKN01-PCPT	1	1.64	14.039	74.270	16.8	0.529	14.046	14.013	0.0000	1.39	1.62	285.5	0.530	19.7
HKN01-PCPT	1	1.66	14.028	73.398	17.4	0.523	14.036	14.003	0.0000	1.38	1.62	283.7	0.524	19.7
HKN01-PCPT	1	1.68	14.062	75.740	17.5	0.538	14.070	14.037	0.0000	1.39	1.63	284.6	0.540	19.7
HKN01-PCPT	1	1.70	14.200	77.041	17.7	0.544	14.207	14.174	0.0000	1.39	1.63	286.1	0.544	19.7
HKN01-PCPT	1	1.72	14.367	78.592	18.0	0.548	14.374	14.340	0.0000	1.39	1.63	288.2	0.548	19.7
HKN01-PCPT	1	1.74	14.492	82.171	18.4	0.568	14.500	14.466	0.0001	1.40	1.63	291.0	0.568	19.7
HKN01-PCPT	1	1.76	14.641	85.061	18.5	0.582	14.649	14.614	0.0001	1.41	1.63	291.7	0.582	19.7
HKN01-PCPT	1	1.78	14.891	88.163	18.7	0.595	14.899	14.864	0.0000	1.41	1.63	295.8	0.593	19.7
HKN01-PCPT	1	1.80	15.179	89.238	18.8	0.591	15.187	15.151	0.0000	1.40	1.63	299.2	0.589	19.7
HKN01-PCPT	1	1.82	15.485	90.397	18.6	0.587	15.493	15.457	0.0000	1.40	1.62	302.8	0.585	19.7
HKN01-PCPT	1	1.84	15.789	91.335	18.9	0.582	15.797	15.761	0.0000	1.39	1.61	306.3	0.580	19.7
HKN01-PCPT	1	1.86	15.922	93.060	19.1	0.587	15.930	15.893	0.0000	1.39	1.61	308.0	0.586	19.7
HKN01-PCPT	1	1.88	15.972	95.666	19.3	0.600	15.980	15.943	0.0000	1.40	1.61	309.1	0.600	19.7
HKN01-PCPT	1	1.90	16.010	97.585	19.4	0.610	16.018	15.980	0.0000	1.40	1.62	309.6	0.611	19.7
HKN01-PCPT	1	1.92	16.026	99.242	20.4	0.620	16.034	15.996	0.0001	1.41	1.62	309.7	0.620	19.7
HKN01-PCPT	1	1.94	15.981	99.195	20.8	0.619	15.990	15.952	0.0001	1.41	1.62	308.1	0.622	19.7
HKN01-PCPT	1	1.96	15.783	98.169	21.0	0.619	15.791	15.753	0.0001	1.42	1.62	304.0	0.623	19.7
HKN01-PCPT	1	1.98	15.486	94.687	21.2	0.607	15.494	15.455	0.0001	1.42	1.63	297.4	0.613	19.7

There are ~ 240k available data points here. We have the classic parameters we get from a CPTU test, with the addition of few derived parameters. More specifically:

• SCPG_TESN: is the CPTU stroke or push;
• SCPT_DPTH: is the depth of result;
• SCPT_RES: is the cone resistance qc;
• SCPT_FRES: is the local unit side friction resistance fs;
• SCPT_PWP2: is the shoulder porewater pressure u2;
• SCPT_FRR: is the friction ratio Rf;
• SCPT_QT: is the corrected cone resistance qt;
• SCPT_QNET: is the net cone resistance qn;
• SCPT_BQ: is the pore pressure ratio Bq;
• SCPT_CIC1: is the soil behaviour type index Ic;
• SCPT_CISB: is the non-normalized soil behaviour type index ISBT;
• SCPT_NQC1: is the normalised cone resistance Qt;
• SCPT_NRF1: is the normalised friction ratio Fr;
• SCPT_CUW1: is the unit weight.

3.2.2 Merge data

We merge the data_loc and data_cpt data, so everything is in one place and we can connect location to measured CPTU parameters. This makes it easier to explore and understand the data. We are also leaving out TCPT measurements.

data_join <- left_join(data_loc, data_cpt, by = "LOCA_ID") %>% filter(TYPE != "TCPT")

# table
func_tbl(head(data_join, 100))

LOCA_ID	LOCA_NATE	LOCA_NATN	LOCA_FDEP	LOCA_WDEP	TYPE	LOCATION	LOCA_NR	SCPG_TESN	SCPT_DPTH	SCPT_RES	SCPT_FRES	SCPT_PWP2	SCPT_FRR	SCPT_QT	SCPT_QNET	SCPT_BQ	SCPT_CIC1	SCPT_CISB	SCPT_NQC1	SCPT_NRF1	SCPT_CUW1
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.00	0.003	NA	NA	NA	0.004	0.004	0.2436	NA	NA	NA	6.529	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.02	0.042	NA	NA	NA	0.042	0.042	0.1835	2.56	4.93	73.8	6.017	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.04	0.080	NA	NA	NA	0.080	0.080	0.1234	2.56	4.92	78.9	6.307	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.06	0.118	NA	NA	NA	0.119	0.117	0.0633	2.56	4.92	81.1	6.409	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.08	0.157	8.353	1.9	32.777	0.157	0.156	0.0034	2.51	4.27	78.8	5.364	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.10	0.354	6.625	1.8	1.969	0.355	0.353	0.0016	2.16	3.29	81.3	1.878	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.12	0.527	7.500	1.9	1.495	0.528	0.526	0.0011	2.06	3.08	87.4	1.427	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.14	0.602	9.325	1.9	1.518	0.603	0.600	0.0011	2.06	3.03	93.4	1.554	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.16	0.705	11.149	1.9	1.541	0.706	0.703	0.0003	2.05	2.98	98.5	1.587	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.18	0.827	12.973	2.1	1.565	0.828	0.824	0.0005	2.03	2.92	104.0	1.574	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.20	0.941	14.797	2.3	1.588	0.942	0.938	0.0003	2.02	2.87	108.6	1.577	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.22	0.933	8.161	2.6	0.876	0.934	0.930	0.0003	1.92	2.76	87.0	0.878	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.24	0.988	7.077	2.9	0.761	0.989	0.984	0.0004	1.89	2.71	83.2	0.719	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.26	1.043	9.129	3.2	0.982	1.044	1.039	0.0005	1.91	2.73	89.1	0.879	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.28	1.097	9.944	3.5	1.069	1.099	1.093	0.0005	1.92	2.73	90.2	0.910	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.30	1.152	16.997	3.8	1.828	1.154	1.148	0.0006	2.02	2.83	102.0	1.481	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.32	1.298	23.855	4.3	1.920	1.300	1.294	0.0008	2.05	2.79	115.3	1.844	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.34	1.435	25.418	4.7	1.801	1.437	1.431	0.0009	2.03	2.74	119.3	1.777	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.36	1.356	25.986	5.1	1.857	1.358	1.351	0.0011	2.06	2.77	115.5	1.924	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.38	1.454	25.135	4.5	1.785	1.456	1.448	0.0005	2.03	2.74	115.2	1.735	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.40	1.551	23.319	4.8	1.519	1.553	1.545	0.0004	1.99	2.68	112.1	1.509	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.42	1.413	20.760	5.2	1.447	1.415	1.407	0.0006	2.01	2.70	103.2	1.476	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.44	1.467	19.153	5.1	1.329	1.469	1.460	0.0004	1.99	2.67	99.5	1.312	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.46	1.565	18.569	5.3	1.213	1.567	1.558	0.0004	1.96	2.62	99.9	1.192	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.48	1.615	19.665	5.6	1.230	1.617	1.608	0.0004	1.96	2.61	101.0	1.223	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.50	1.709	21.744	5.5	1.302	1.711	1.702	0.0003	1.96	2.60	105.7	1.278	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.52	1.792	22.870	5.6	1.294	1.794	1.784	0.0003	1.96	2.59	107.6	1.282	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.54	1.867	22.894	6.2	1.242	1.869	1.859	0.0003	1.94	2.56	108.1	1.232	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.56	1.958	20.578	6.9	1.071	1.961	1.950	0.0005	1.91	2.51	105.1	1.056	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.58	2.040	22.219	7.3	1.099	2.043	2.032	0.0007	1.91	2.50	108.9	1.093	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.60	2.146	24.133	7.1	1.134	2.149	2.137	0.0005	1.91	2.49	112.1	1.129	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.62	2.298	17.562	7.2	0.771	2.301	2.289	0.0005	1.82	2.38	105.8	0.767	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.64	2.483	14.796	7.4	0.599	2.486	2.474	0.0004	1.76	2.30	105.1	0.598	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.66	2.664	14.194	7.7	0.535	2.667	2.654	0.0004	1.72	2.25	107.1	0.535	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.68	2.737	16.143	8.2	0.600	2.741	2.727	0.0004	1.74	2.26	110.2	0.592	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.70	2.737	18.848	8.1	0.690	2.741	2.727	0.0005	1.77	2.29	112.4	0.691	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.72	2.806	20.620	8.5	0.736	2.809	2.795	0.0004	1.78	2.30	114.7	0.738	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.74	3.020	20.948	8.6	0.696	3.023	3.009	0.0004	1.75	2.26	118.6	0.696	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.76	3.139	20.423	8.8	0.652	3.143	3.128	0.0003	1.74	2.23	119.3	0.653	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.78	3.258	21.256	9.1	0.654	3.262	3.246	0.0004	1.73	2.21	121.5	0.655	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.80	3.340	21.331	9.9	0.640	3.344	3.328	0.0004	1.72	2.20	122.2	0.641	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.82	3.501	21.883	9.7	0.631	3.505	3.489	0.0005	1.71	2.18	124.9	0.627	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.84	3.700	22.757	9.8	0.618	3.704	3.687	0.0003	1.69	2.15	128.7	0.617	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.86	3.790	23.351	10.1	0.617	3.794	3.777	0.0003	1.69	2.14	131.2	0.618	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.88	3.813	23.533	10.1	0.619	3.818	3.800	0.0004	1.69	2.14	130.7	0.619	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.90	3.934	25.382	10.6	0.648	3.938	3.920	0.0003	1.69	2.14	133.7	0.647	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.92	4.103	27.063	10.4	0.664	4.107	4.089	0.0002	1.69	2.13	137.4	0.662	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.94	4.278	28.748	10.5	0.676	4.283	4.264	0.0003	1.69	2.12	141.2	0.674	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.96	4.476	29.480	10.8	0.666	4.481	4.462	0.0003	1.67	2.10	144.5	0.661	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.98	4.715	31.386	10.7	0.673	4.720	4.700	0.0002	1.66	2.08	149.5	0.668	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.00	4.920	34.754	11.5	0.712	4.925	4.905	0.0003	1.67	2.08	154.9	0.709	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.02	5.202	37.137	11.3	0.728	5.207	5.187	0.0002	1.66	2.06	160.9	0.716	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.04	5.817	38.289	11.0	0.679	5.822	5.801	0.0001	1.61	2.00	171.6	0.660	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.06	6.515	39.136	10.8	0.621	6.520	6.499	0.0001	1.57	1.94	183.0	0.602	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.08	7.176	41.300	10.8	0.589	7.180	7.159	0.0000	1.54	1.89	194.4	0.577	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.10	7.862	44.539	10.7	0.583	7.866	7.844	0.0000	1.51	1.86	206.9	0.568	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.12	8.598	47.545	10.3	0.572	8.603	8.581	-0.0001	1.48	1.82	219.5	0.554	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.14	9.299	49.895	10.6	0.551	9.303	9.281	-0.0001	1.46	1.78	230.8	0.538	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.16	9.897	52.393	10.9	0.539	9.901	9.878	-0.0001	1.44	1.75	240.4	0.530	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.18	10.383	55.959	11.0	0.546	10.387	10.364	-0.0001	1.44	1.74	249.1	0.540	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.20	10.780	58.623	11.4	0.552	10.785	10.761	-0.0001	1.43	1.73	255.7	0.545	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.22	11.292	62.043	11.8	0.559	11.297	11.273	0.0000	1.42	1.72	264.4	0.550	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.24	11.782	65.786	11.8	0.566	11.787	11.762	-0.0001	1.42	1.70	272.9	0.559	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.26	12.103	69.963	11.9	0.583	12.108	12.083	0.0000	1.42	1.70	279.2	0.579	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.28	12.272	73.633	12.7	0.602	12.278	12.252	0.0000	1.43	1.70	282.9	0.601	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.30	12.353	74.923	13.0	0.607	12.358	12.332	0.0000	1.43	1.70	283.6	0.608	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.32	12.334	75.408	13.7	0.611	12.340	12.314	0.0000	1.43	1.71	282.3	0.612	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.34	12.337	74.820	14.2	0.606	12.343	12.317	0.0001	1.43	1.70	280.6	0.607	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.36	12.314	73.723	14.4	0.599	12.320	12.293	0.0001	1.43	1.70	278.2	0.600	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.38	12.318	70.393	14.6	0.571	12.324	12.297	0.0001	1.42	1.69	274.6	0.572	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.40	12.381	67.165	14.4	0.544	12.387	12.359	0.0000	1.41	1.68	271.9	0.543	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.42	12.519	65.149	14.6	0.521	12.525	12.498	0.0000	1.40	1.66	271.2	0.521	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.44	12.759	62.575	14.8	0.491	12.765	12.737	0.0000	1.38	1.64	271.4	0.491	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.46	13.176	61.168	14.6	0.465	13.182	13.153	0.0000	1.36	1.62	274.8	0.465	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.48	13.387	62.468	15.1	0.467	13.393	13.364	0.0000	1.36	1.61	277.4	0.467	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.50	13.595	62.525	15.1	0.460	13.601	13.571	0.0000	1.35	1.60	279.1	0.461	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.52	13.930	63.519	14.9	0.457	13.937	13.907	0.0000	1.35	1.59	283.2	0.457	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.54	14.203	66.689	15.1	0.473	14.209	14.178	0.0000	1.35	1.59	287.9	0.470	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.56	14.161	68.592	15.9	0.484	14.168	14.137	0.0000	1.36	1.60	287.6	0.485	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.58	13.991	72.540	16.6	0.518	13.998	13.967	0.0001	1.38	1.62	287.0	0.519	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.60	13.952	74.008	17.2	0.530	13.959	13.928	0.0000	1.39	1.63	286.3	0.531	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.62	14.017	73.772	17.0	0.527	14.024	13.992	0.0000	1.38	1.62	285.9	0.527	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.64	14.039	74.270	16.8	0.529	14.046	14.013	0.0000	1.39	1.62	285.5	0.530	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.66	14.028	73.398	17.4	0.523	14.036	14.003	0.0000	1.38	1.62	283.7	0.524	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.68	14.062	75.740	17.5	0.538	14.070	14.037	0.0000	1.39	1.63	284.6	0.540	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.70	14.200	77.041	17.7	0.544	14.207	14.174	0.0000	1.39	1.63	286.1	0.544	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.72	14.367	78.592	18.0	0.548	14.374	14.340	0.0000	1.39	1.63	288.2	0.548	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.74	14.492	82.171	18.4	0.568	14.500	14.466	0.0001	1.40	1.63	291.0	0.568	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.76	14.641	85.061	18.5	0.582	14.649	14.614	0.0001	1.41	1.63	291.7	0.582	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.78	14.891	88.163	18.7	0.595	14.899	14.864	0.0000	1.41	1.63	295.8	0.593	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.80	15.179	89.238	18.8	0.591	15.187	15.151	0.0000	1.40	1.63	299.2	0.589	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.82	15.485	90.397	18.6	0.587	15.493	15.457	0.0000	1.40	1.62	302.8	0.585	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.84	15.789	91.335	18.9	0.582	15.797	15.761	0.0000	1.39	1.61	306.3	0.580	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.86	15.922	93.060	19.1	0.587	15.930	15.893	0.0000	1.39	1.61	308.0	0.586	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.88	15.972	95.666	19.3	0.600	15.980	15.943	0.0000	1.40	1.61	309.1	0.600	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.90	16.010	97.585	19.4	0.610	16.018	15.980	0.0000	1.40	1.62	309.6	0.611	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.92	16.026	99.242	20.4	0.620	16.034	15.996	0.0001	1.41	1.62	309.7	0.620	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.94	15.981	99.195	20.8	0.619	15.990	15.952	0.0001	1.41	1.62	308.1	0.622	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.96	15.783	98.169	21.0	0.619	15.791	15.753	0.0001	1.42	1.62	304.0	0.623	19.7
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.98	15.486	94.687	21.2	0.607	15.494	15.455	0.0001	1.42	1.63	297.4	0.613	19.7

3.2.3 Explore CPTUs

Here we plot some basic CPTU parameters, so we get some idea of the ground properties. Move through the tabs to see plots of qc, fs and u2, shown separated for each test type.

qc

ggplot(data_join, aes(SCPT_RES, SCPT_DPTH)) +
  geom_point(alpha = 0.05, size = 1) +
  scale_y_reverse() +
  facet_wrap(~TYPE) +
  coord_cartesian(expand = c(0, 0), ylim = c(80, 0)) +
  labs(x = "qc (MPa)")

Plot of qc vs depth.

fs

ggplot(data_join, aes(SCPT_FRES, SCPT_DPTH)) +
  geom_point(alpha = 0.05, size = 1) +
  scale_y_reverse() +
  facet_wrap(~TYPE) +
  coord_cartesian(expand = c(0, 0), ylim = c(80, 0)) +
  labs(x = "fs (kPa)")

Plot of fs vs depth.

u2

ggplot(data_join, aes(SCPT_PWP2, SCPT_DPTH)) +
  geom_point(alpha = 0.05, size = 1) +
  scale_y_reverse() +
  facet_wrap(~TYPE) +
  coord_cartesian(expand = c(0, 0), ylim = c(80, 0)) +
  labs(x = "u2 (kPa)")

Plot of u2 vs depth.

We need to filter out the fake measurements from down-hole CPTU strokes. These are mostly the points on the left side of the BH plot. For simplicity, I am going to use the filtering implemented in the provided dataset. For this, we need to just remove the rows where Qt values are missing. If you’d like to implement your own criteria for filtering down-hole CPTs, I have created a small up for this purpose, which you may try here. We are left with ~ 227k measurements.

data_join <- data_join %>% filter(!is.na(SCPT_NQC1))

3.2.4 Filtered plots

After removing the fake measurements and re-plotting, things look much better.

qc

ggplot(data_join, aes(SCPT_RES, SCPT_DPTH)) +
  geom_point(alpha = 0.05, size = 1) +
  scale_y_reverse() +
  facet_wrap(~TYPE) +
  coord_cartesian(expand = c(0, 0), ylim = c(80, 0)) +
  labs(x = "qc (MPa)")

Plot of qc vs depth.

fs

ggplot(data_join, aes(SCPT_FRES, SCPT_DPTH)) +
  geom_point(alpha = 0.05, size = 1) +
  scale_y_reverse() +
  facet_wrap(~TYPE) +
  coord_cartesian(expand = c(0, 0), ylim = c(80, 0)) +
  labs(x = "fs (kPa)")

Plot of fs vs depth.

u2

ggplot(data_join, aes(SCPT_PWP2, SCPT_DPTH)) +
  geom_point(alpha = 0.05, size = 1) +
  scale_y_reverse() +
  facet_wrap(~TYPE) +
  coord_cartesian(expand = c(0, 0), ylim = c(80, 0)) +
  labs(x = "u2 (kPa)")

Plot of u2 vs depth.

3.2.5 Additional parameters

For reference, we also plot other derived CPTU parameters vs depth:

Fr

ggplot(data_join, aes(SCPT_FRR, SCPT_DPTH)) +
  geom_point(alpha = 0.05, size = 1) +
  scale_y_reverse() +
  facet_wrap(~TYPE) +
  coord_cartesian(expand = c(0, 0), xlim = c(0, 10), ylim = c(80, 0)) +
  labs(x = "Fr (%)")

Plot of Fr vs depth.

Ic

ggplot(data_join, aes(SCPT_CIC1, SCPT_DPTH)) +
  geom_point(alpha = 0.05, size = 1) +
  scale_y_reverse() +
  facet_wrap(~TYPE) +
  coord_cartesian(expand = c(0, 0), xlim = c(1, 4), ylim = c(80, 0)) +
  labs(x = "Ic (-)")

Plot of Ic vs depth.

Qn

ggplot(data_join, aes(SCPT_NQC1, SCPT_DPTH)) +
  geom_point(alpha = 0.05, size = 1) +
  scale_y_reverse() +
  facet_wrap(~TYPE) +
  coord_cartesian(expand = c(0, 0), xlim = c(1, 1000), ylim = c(80, 0)) +
  scale_x_log10(breaks = c(1, 10, 100, 1000)) +
  labs(x = "Qtn (-)")

Plot of Qn vs depth.

Unit weight

ggplot(data_join, aes(SCPT_CUW1, SCPT_DPTH)) +
  geom_point(alpha = 0.05, size = 1) +
  scale_y_reverse() +
  facet_wrap(~TYPE) +
  coord_cartesian(expand = c(0, 0), xlim = c(16, 24), ylim = c(80, 0)) +
  labs(x = "Unit weight (kN/m3)")

Plot of unit weight vs depth.

It looks like something is wrong with some of the normalised parameters and for the unit weight, as they show the same profile over and over for the PCPT and SCPT type of tests. I have no idea why this happens but probably, the data are overwritten somehow. 🤷 We need to correct these parameters.

The following code leaves out the “wrong” data and recalculates them. For the correlation of the unit weight (UW), we use the relationship given by Lengkeek et al., while for the other parameters (U0, SV0, SV0P, Qtn, Fr, Ic) we use the classical formulas.

data_corr <- 
  data_join %>%
  select(-c(SCPT_CIC1:SCPT_CUW1)) %>%
  mutate(
    # unit weight (Lengkeek et al.) (kN/m3)
    UW = 19 - 4.12 * (log10(5 / SCPT_QT) / log10(30 / SCPT_FRR)),
    # porewater pressure (kPa)
    U0 = 9.81 * SCPT_DPTH,
    # total in-situ vertical stress (kPa)
    SV0 = UW * SCPT_DPTH,
    # effective in-situ vertical stress (kPa)
    SV0P = SV0 - SCPT_DPTH * 9.81,
    # normalised cone resistance (-)
    QT1 = ((SCPT_QT - SV0 * 0.001) / (101 * 0.001)) * (101 / SV0P),
    # normalised friction ratio (%)
    Fr = (SCPT_FRES / (SCPT_QT - SV0 * 0.001) * 0.001) * 100,
    # soil behaviour type index Ic (-)
    IC1 = ((3.47 - log10(QT1))^2 + (log10(Fr) + 1.22)^2)^0.5,
    n1 = 0.381 * IC1 + 0.05 * (SV0P / 101) - 0.15,
    n = case_when(
      n1 > 1 ~ 1,
      n1 <= 1 ~ n1
    ),
    Qtn = ((SCPT_QT - SV0 * 0.001) / (101 * 0.001)) * (101 / SV0P)^n,
    Ic = ((3.47 - log10(Qtn))^2 + (log10(Fr) + 1.22)^2)^0.5
  ) %>%
  select(-c(SCPT_FRR, QT1, IC1, n1)) %>%
  mutate(round(across(UW:Ic), digits = 4))

# table
func_tbl(head(data_corr, 100))

LOCA_ID	LOCA_NATE	LOCA_NATN	LOCA_FDEP	LOCA_WDEP	TYPE	LOCATION	LOCA_NR	SCPG_TESN	SCPT_DPTH	SCPT_RES	SCPT_FRES	SCPT_PWP2	SCPT_QT	SCPT_QNET	SCPT_BQ	UW	U0	SV0	SV0P	Fr	n	Qtn	Ic
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.02	0.042	NA	NA	0.042	0.042	0.1835	NA	0.1962	NA	NA	NA	NA	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.04	0.080	NA	NA	0.080	0.080	0.1234	NA	0.3924	NA	NA	NA	NA	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.06	0.118	NA	NA	0.119	0.117	0.0633	NA	0.5886	NA	NA	NA	NA	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.08	0.157	8.353	1.9	0.157	0.156	0.0034	180.0658	0.7848	14.4053	13.6205	5.8579	1.0000	10.4692	3.1550
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.10	0.354	6.625	1.8	0.355	0.353	0.0016	14.9989	0.9810	1.4999	0.5189	1.8741	0.4686	41.3779	2.3797
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.12	0.527	7.500	1.9	0.528	0.526	0.0011	15.9117	1.1772	1.9094	0.7322	1.4256	0.4237	42.0036	2.3018
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.14	0.602	9.325	1.9	0.603	0.600	0.0011	16.0793	1.3734	2.2511	0.8777	1.5522	0.4399	47.9699	2.2785
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.16	0.705	11.149	1.9	0.706	0.703	0.0003	16.2833	1.5696	2.6053	1.0357	1.5850	0.4437	53.1292	2.2495
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.18	0.827	12.973	2.1	0.828	0.824	0.0005	16.4915	1.7658	2.9685	1.2027	1.5724	0.4418	57.8550	2.2187
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.20	0.941	14.797	2.3	0.942	0.938	0.0003	16.6598	1.9620	3.3320	1.3700	1.5764	0.4424	62.2881	2.1949
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.22	0.933	8.161	2.6	0.934	0.930	0.0003	17.0439	2.1582	3.7496	1.5914	0.8773	0.3686	42.5361	2.1779
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.24	0.988	7.077	2.9	0.989	0.984	0.0004	17.1829	2.3544	4.1239	1.7695	0.7186	0.3452	39.3975	2.1616
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.26	1.043	9.129	3.2	1.044	1.039	0.0005	17.1127	2.5506	4.4493	1.8987	0.8782	0.3746	45.6095	2.1525
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.28	1.097	9.944	3.5	1.099	1.093	0.0005	17.1281	2.7468	4.7959	2.0491	0.9088	0.3817	47.9608	2.1424
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.30	1.152	16.997	3.8	1.154	1.148	0.0006	16.8410	2.9430	5.0523	2.1093	1.4794	0.4499	64.8555	2.1637
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.32	1.298	23.855	4.3	1.300	1.294	0.0008	16.9810	3.1392	5.4339	2.2947	1.8427	0.4798	78.7888	2.1639
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.34	1.435	25.418	4.7	1.437	1.431	0.0009	17.1737	3.3354	5.8391	2.5037	1.7760	0.4735	81.6017	2.1419
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.36	1.356	25.986	5.1	1.358	1.351	0.0011	17.0699	3.5316	6.1451	2.6135	1.9222	0.4926	80.9929	2.1679
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.38	1.454	25.135	4.5	1.456	1.448	0.0005	17.1986	3.7278	6.5355	2.8077	1.7341	0.4777	79.4608	2.1432
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.40	1.551	23.319	4.8	1.553	1.545	0.0004	17.3852	3.9240	6.9541	3.0301	1.5083	0.4583	76.3612	2.1154
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.42	1.413	20.760	5.2	1.415	1.407	0.0006	17.2846	4.1202	7.2595	3.1393	1.4747	0.4657	70.1785	2.1366
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.44	1.467	19.153	5.1	1.469	1.460	0.0004	17.3809	4.3164	7.6476	3.3312	1.3106	0.4509	67.3920	2.1173
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.46	1.565	18.569	5.3	1.567	1.558	0.0004	17.5099	4.5126	8.0546	3.5420	1.1911	0.4374	66.8199	2.0942
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.48	1.615	19.665	5.6	1.617	1.608	0.0004	17.5439	4.7088	8.4211	3.7123	1.2225	0.4425	68.6936	2.0919
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.50	1.709	21.744	5.5	1.711	1.702	0.0003	17.5917	4.9050	8.7959	3.8909	1.2774	0.4479	72.4564	2.0859
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.52	1.792	22.870	5.6	1.794	1.784	0.0003	17.6566	5.1012	9.1814	4.0802	1.2814	0.4484	74.5021	2.0774
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.54	1.867	22.894	6.2	1.869	1.859	0.0003	17.7269	5.2974	9.5725	4.2751	1.2312	0.4434	74.8199	2.0650
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.56	1.958	20.578	6.9	1.961	1.950	0.0005	17.8429	5.4936	9.9920	4.4984	1.0547	0.4223	71.8799	2.0368
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.58	2.040	22.219	7.3	2.043	2.032	0.0007	17.8849	5.6898	10.3732	4.6834	1.0931	0.4273	74.7514	2.0329
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.60	2.146	24.133	7.1	2.149	2.137	0.0005	17.9378	5.8860	10.7627	4.8767	1.1286	0.4309	78.1345	2.0265
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.62	2.298	17.562	7.2	2.301	2.289	0.0005	18.1267	6.0822	11.2385	5.1563	0.7670	0.3773	69.6579	1.9667
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.64	2.483	14.796	7.4	2.486	2.474	0.0004	18.2644	6.2784	11.6892	5.4108	0.5980	0.3420	66.6476	1.9244
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.66	2.664	14.194	7.7	2.667	2.654	0.0004	18.3570	6.4746	12.1156	5.6410	0.5346	0.3248	67.0867	1.8972
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.68	2.737	16.143	8.2	2.741	2.727	0.0004	18.3669	6.6708	12.4895	5.8187	0.5916	0.3382	70.9207	1.8990
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.70	2.737	18.848	8.1	2.741	2.727	0.0005	18.3435	6.8670	12.8404	5.9734	0.6909	0.3611	74.9984	1.9147
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.72	2.806	20.620	8.5	2.809	2.795	0.0004	18.3593	7.0632	13.2187	6.1555	0.7375	0.3704	78.0265	1.9164
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.74	3.020	20.948	8.6	3.023	3.009	0.0004	18.4492	7.2594	13.6524	6.3930	0.6961	0.3593	80.3213	1.8918
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.76	3.139	20.423	8.8	3.143	3.128	0.0003	18.5004	7.4556	14.0603	6.6047	0.6527	0.3503	80.5363	1.8753
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.78	3.258	21.256	9.1	3.262	3.246	0.0004	18.5401	7.6518	14.4613	6.8095	0.6545	0.3501	82.6540	1.8666
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.80	3.340	21.331	9.9	3.344	3.328	0.0004	18.5692	7.8480	14.8554	7.0074	0.6407	0.3478	83.3699	1.8583
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.82	3.501	21.883	9.7	3.505	3.489	0.0005	18.6210	8.0442	15.2692	7.2250	0.6271	0.3434	85.4720	1.8442
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.84	3.700	22.757	9.8	3.704	3.687	0.0003	18.6816	8.2404	15.6926	7.4522	0.6170	0.3389	88.3448	1.8283
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.86	3.790	23.351	10.1	3.794	3.777	0.0003	18.7072	8.4366	16.0882	7.6516	0.6181	0.3395	89.8173	1.8228
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.88	3.813	23.533	10.1	3.818	3.800	0.0004	18.7137	8.6328	16.4680	7.8352	0.6190	0.3416	90.1272	1.8219
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.90	3.934	25.382	10.6	3.938	3.920	0.0003	18.7435	8.8290	16.8691	8.0401	0.6473	0.3470	93.4255	1.8198
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.92	4.103	27.063	10.4	4.107	4.089	0.0002	18.7873	9.0252	17.2843	8.2591	0.6617	0.3485	96.9034	1.8123
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.94	4.278	28.748	10.5	4.283	4.264	0.0003	18.8319	9.2214	17.7019	8.4805	0.6740	0.3495	100.3898	1.8043
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.96	4.476	29.480	10.8	4.481	4.462	0.0003	18.8814	9.4176	18.1262	8.7086	0.6606	0.3451	102.9522	1.7903
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.98	4.715	31.386	10.7	4.720	4.700	0.0002	18.9375	9.6138	18.5587	8.9449	0.6676	0.3442	107.2181	1.7787
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.00	4.920	34.754	11.5	4.925	4.905	0.0003	18.9834	9.8100	18.9834	9.1734	0.7084	0.3507	112.6543	1.7768
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.02	5.202	37.137	11.3	5.207	5.187	0.0002	19.0449	10.0062	19.4258	9.4196	0.7159	0.3495	117.6865	1.7644
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.04	5.817	38.289	11.0	5.822	5.801	0.0001	19.1655	10.2024	19.9322	9.7298	0.6599	0.3311	124.6693	1.7231
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.06	6.515	39.136	10.8	6.520	6.499	0.0001	19.2820	10.3986	20.4389	10.0403	0.6021	0.3111	131.9771	1.6794
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.08	7.176	41.300	10.8	7.180	7.159	0.0000	19.3793	10.5948	20.9296	10.3348	0.5769	0.2992	140.2098	1.6473
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.10	7.862	44.539	10.7	7.866	7.844	0.0000	19.4737	10.7910	21.4211	10.6301	0.5678	0.2916	149.7395	1.6202
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.12	8.598	47.545	10.3	8.603	8.581	-0.0001	19.5646	10.9872	21.9124	10.9252	0.5541	0.2829	159.3944	1.5922
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.14	9.299	49.895	10.6	9.303	9.281	-0.0001	19.6400	11.1834	22.3896	11.2062	0.5376	0.2743	167.9473	1.5662
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.16	9.897	52.393	10.9	9.901	9.878	-0.0001	19.7003	11.3796	22.8524	11.4728	0.5304	0.2693	175.6852	1.5471
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.18	10.383	55.959	11.0	10.387	10.364	-0.0001	19.7519	11.5758	23.3072	11.7314	0.5400	0.2699	183.4690	1.5370
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.20	10.780	58.623	11.4	10.785	10.761	-0.0001	19.7927	11.7720	23.7512	11.9792	0.5448	0.2700	189.4694	1.5285
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.22	11.292	62.043	11.8	11.297	11.273	0.0000	19.8432	11.9682	24.2087	12.2405	0.5504	0.2697	197.1945	1.5178
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.24	11.782	65.786	11.8	11.787	11.762	-0.0001	19.8899	12.1644	24.6635	12.4991	0.5593	0.2705	204.9601	1.5093
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.26	12.103	69.963	11.9	12.108	12.083	0.0000	19.9247	12.3606	25.1051	12.7445	0.5790	0.2752	211.4802	1.5087
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.28	12.272	73.633	12.7	12.278	12.252	0.0000	19.9469	12.5568	25.5321	12.9753	0.6010	0.2811	215.9985	1.5123
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.30	12.353	74.923	13.0	12.358	12.332	0.0000	19.9558	12.7530	25.9425	13.1895	0.6075	0.2836	217.4845	1.5132
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.32	12.334	75.408	13.7	12.340	12.314	0.0000	19.9559	12.9492	26.3418	13.3926	0.6124	0.2861	217.3240	1.5158
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.34	12.337	74.820	14.2	12.343	12.317	0.0001	19.9541	13.1454	26.7385	13.5931	0.6075	0.2861	216.4514	1.5148
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.36	12.314	73.723	14.4	12.320	12.293	0.0001	19.9493	13.3416	27.1311	13.7895	0.5997	0.2855	214.9147	1.5134
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.38	12.318	70.393	14.6	12.324	12.297	0.0001	19.9382	13.5378	27.5147	13.9769	0.5725	0.2799	211.7553	1.5050
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.40	12.381	67.165	14.4	12.387	12.359	0.0000	19.9321	13.7340	27.9049	14.1709	0.5434	0.2731	209.2141	1.4945
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.42	12.519	65.149	14.6	12.525	12.498	0.0000	19.9334	13.9302	28.3055	14.3753	0.5213	0.2675	208.4161	1.4843
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.44	12.759	62.575	14.8	12.765	12.737	0.0000	19.9390	14.1264	28.7121	14.5857	0.4913	0.2587	208.0253	1.4688
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.46	13.176	61.168	14.6	13.182	13.153	0.0000	19.9585	14.3226	29.1394	14.8168	0.4651	0.2496	210.2499	1.4505
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.48	13.387	62.468	15.1	13.393	13.364	0.0000	19.9752	14.5188	29.5633	15.0445	0.4675	0.2504	213.1266	1.4472
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.50	13.595	62.525	15.1	13.601	13.571	0.0000	19.9869	14.7150	29.9803	15.2653	0.4607	0.2483	214.8235	1.4406
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.52	13.930	63.519	14.9	13.937	13.907	0.0000	20.0094	14.9112	30.4142	15.5030	0.4568	0.2465	218.5252	1.4324
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.54	14.203	66.689	15.1	14.209	14.178	0.0000	20.0369	15.1074	30.8569	15.7495	0.4704	0.2505	223.5931	1.4325
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.56	14.161	68.592	15.9	14.168	14.137	0.0000	20.0398	15.3036	31.2621	15.9585	0.4852	0.2564	224.6319	1.4394
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.58	13.991	72.540	16.6	13.998	13.967	0.0001	20.0450	15.4998	31.6710	16.1712	0.5194	0.2683	226.0740	1.4560
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.60	13.952	74.008	17.2	13.959	13.928	0.0000	20.0480	15.6960	32.0769	16.3809	0.5314	0.2730	226.5779	1.4617
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.62	14.017	73.772	17.0	14.024	13.992	0.0000	20.0513	15.8922	32.4831	16.5909	0.5273	0.2727	226.6953	1.4593
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.64	14.039	74.270	16.8	14.046	14.013	0.0000	20.0539	16.0884	32.8884	16.8000	0.5300	0.2744	226.9853	1.4604
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.66	14.028	73.398	17.4	14.036	14.003	0.0000	20.0502	16.2846	33.2833	16.9987	0.5242	0.2740	225.9102	1.4588
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.68	14.062	75.740	17.5	14.070	14.037	0.0000	20.0601	16.4808	33.7009	17.2201	0.5396	0.2791	227.7086	1.4644
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.70	14.200	77.041	17.7	14.207	14.174	0.0000	20.0729	16.6770	34.1240	17.4470	0.5436	0.2806	229.6682	1.4636
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.72	14.367	78.592	18.0	14.374	14.340	0.0000	20.0869	16.8732	34.5495	17.6763	0.5481	0.2820	232.0857	1.4625
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.74	14.492	82.171	18.4	14.500	14.466	0.0001	20.1058	17.0694	34.9841	17.9147	0.5681	0.2876	235.5175	1.4680
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.76	14.641	85.061	18.5	14.649	14.614	0.0001	20.1233	17.2656	35.4171	18.1515	0.5821	0.2915	238.6111	1.4708
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.78	14.891	88.163	18.7	14.899	14.864	0.0000	20.1474	17.4618	35.8625	18.4007	0.5932	0.2940	242.7829	1.4708
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.80	15.179	89.238	18.8	15.187	15.151	0.0000	20.1656	17.6580	36.2980	18.6400	0.5890	0.2926	245.9571	1.4645
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.82	15.485	90.397	18.6	15.493	15.457	0.0000	20.1844	17.8542	36.7357	18.8815	0.5849	0.2911	249.3566	1.4581
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.84	15.789	91.335	18.9	15.797	15.761	0.0000	20.2022	18.0504	37.1720	19.1216	0.5795	0.2894	252.5834	1.4513
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.86	15.922	93.060	19.1	15.930	15.893	0.0000	20.2136	18.2466	37.5972	19.3506	0.5856	0.2913	254.6259	1.4518
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.88	15.972	95.666	19.3	15.980	15.943	0.0000	20.2237	18.4428	38.0205	19.5777	0.6001	0.2956	256.3731	1.4569
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.90	16.010	97.585	19.4	16.018	15.980	0.0000	20.2314	18.6390	38.4396	19.8006	0.6107	0.2990	257.5260	1.4607
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.92	16.026	99.242	20.4	16.034	15.996	0.0001	20.2376	18.8352	38.8562	20.0210	0.6205	0.3022	258.2658	1.4645
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.94	15.981	99.195	20.8	15.990	15.952	0.0001	20.2342	19.0314	39.2543	20.2229	0.6219	0.3037	257.3780	1.4663
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.96	15.783	98.169	21.0	15.791	15.753	0.0001	20.2209	19.2276	39.6329	20.4053	0.6232	0.3058	254.3497	1.4707
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.98	15.486	94.687	21.2	15.494	15.455	0.0001	20.1947	19.4238	39.9855	20.5617	0.6127	0.3057	248.9104	1.4724
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	2.00	15.054	91.106	21.9	15.063	15.024	0.0001	20.1604	19.6200	40.3209	20.7009	0.6065	0.3073	242.0752	1.4782

3.2.6 Plots of corrected parameters

Below some plots of these new and corrected parameters.

Fr

ggplot(data_corr, aes(Fr, SCPT_DPTH)) +
  geom_point(alpha = 0.05, size = 1) +
  scale_y_reverse() +
  facet_wrap(~TYPE) +
  coord_cartesian(expand = c(0, 0), xlim = c(0, 10), ylim = c(80, 0)) +
  labs(x = "Fr (%)")

Plot of Fr vs depth.

Ic

ggplot(data_corr, aes(Ic, SCPT_DPTH)) +
  geom_point(alpha = 0.05, size = 1) +
  scale_y_reverse() +
  facet_wrap(~TYPE) +
  coord_cartesian(expand = c(0, 0), xlim = c(1, 4), ylim = c(80, 0)) +
  labs(x = "Ic (-)")

Plot of Ic vs depth.

Qtn

ggplot(data_corr, aes(Qtn, SCPT_DPTH)) +
  geom_point(alpha = 0.05, size = 1) +
  scale_y_reverse() +
  facet_wrap(~TYPE) +
  coord_cartesian(expand = c(0, 0), xlim = c(1, 1000), ylim = c(80, 0)) +
  scale_x_log10(breaks = c(1, 10, 100, 1000)) +
  labs(x = "Qtn (-)")

Plot of Qtn vs depth.

Unit weight

ggplot(data_corr, aes(UW, SCPT_DPTH)) +
  geom_point(alpha = 0.05, size = 1) +
  scale_y_reverse() +
  facet_wrap(~TYPE) +
  coord_cartesian(expand = c(0, 0), xlim = c(16, 24), ylim = c(80, 0)) +
  labs(x = "Unit weight (kN/m3)")

Plot of unit weight vs depth.

3.3 SCPT measurements

Measurements of share wave velocity Vs and shear modulus at small strain Gmax are obtained from seismic CPTU tests, performed both in seabed (SCPT) and down-hole CPTU tests (BH). Vs is derived from dual array geophones while Gmax is derived from Vs, using well-known theoretical relationships. SCPT measurements are provided in separated XLSX files, one file for each test point (see the following image).

The list of these XLSX files is as follows:

list_XLSX <- list.files(pattern = ".xlsx")

# table
func_tbl(as_tibble_col(list_XLSX, column_name = "XLSX file name"))

XLSX file name
HKN_20190221_FNLM_HKN02-SCPT-A_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN06-SCPT_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN10-SCPT_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN14-SCPT-A_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN14-SCPT_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN21-SCPT-A_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN21-SCPT_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN25-SCPT_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN26-SCPT_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN27-SCPT_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN31-SCPT_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN36-SCPT_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN38-SCPT_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN41-SCPT-D_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN47-SCPT-A_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN47-SCPT_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN48-SCPT-A_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN48-SCPT_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN56-SCPT-A_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN56-SCPT_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN58-SCPT_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN65-SCPT_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN67-SCPT_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN70-SCPT_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN72-SCPT-A_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN72-SCPT_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN75-SCPT-A_XLSX_V04_F.xlsx
HKN_20190221_FNLM_HKN75-SCPT_XLSX_V04_F.xlsx
HKN_20190306_FNLM_HKN02-BH-SA_XLSX_V05_F.xlsx
HKN_20190306_FNLM_HKN28-BH-SC_XLSX_V05_F.xlsx
HKN_20190306_FNLM_HKN33-BH-SA_XLSX_V05_F.xlsx
HKN_20190306_FNLM_HKN39-BH-SA_XLSX_V05_F.xlsx
HKN_20190306_FNLM_HKN47-BH-SA_XLSX_V05_F.xlsx
HKN_20190306_FNLM_HKN47A-BH-SA_XLSX_V05_F.xlsx
HKN_20190306_FNLM_HKN48A-BH-SA_XLSX_V05_F.xlsx
HKN_20190306_FNLM_HKN67-BH-SA_XLSX_V05_F.xlsx
HKN_20190306_FNLM_HKN70-BH-SA_XLSX_V05_F.xlsx
HKN_20190306_FNLM_HKN75-BH-SA_XLSX_V05_F.xlsx

The following code reads the listed XLSX files, cleans the data a little bit and then merges them together into one data frame that includes all seismic measurements. Seismic measurements involve a vertical depth of 0.5m, i.e. the difference between FROM and TO is 0.5m. I created a new depth parameter, which coincides with the middle point between FROM and TO, and named it SCPT_DPTH. Further, I have extracted the LOCA_ID from the file names and inserted it in a column. These data manipulations, will allow us to easily merge seismic data to other data.

data_seis <- 
  map(
  list_XLSX, ~ read_xlsx(.x, skip = 1) %>%
    mutate(LOCA_ID = basename(.x)) %>%
    dplyr::slice(-1)
) %>%
  bind_rows() %>%
  select(LOCA_ID, !LOCA_ID) %>%
  mutate(
    across(From:Gmax, as.double),
    across(is.double, round, 4)
  ) %>%
  # rename
  rename(
    FROM = From,
    TO = To,
    Vs = vs
  ) %>%
  # insert test point name
  mutate(
    LOCA_ID = stringr::str_remove(LOCA_ID, "HKN_20190221_FNLM_"),
    LOCA_ID = stringr::str_remove(LOCA_ID, "_XLSX_V04_F.xlsx"),
    LOCA_ID = stringr::str_remove(LOCA_ID, "HKN_20190306_FNLM_"),
    LOCA_ID = stringr::str_remove(LOCA_ID, "_XLSX_V05_F.xlsx")
  ) %>%
  mutate(across(LOCA_ID, as.factor)) %>%
  # new mean depth
  mutate(SCPT_DPTH = (FROM + TO) / 2) %>%
  mutate(across(SCPT_DPTH, round, 1)) %>%
  select(-(FROM:TO)) %>%
  mutate(LOCATION = stringr::str_extract(LOCA_ID, "HKN..")) %>%
  mutate(
    TYPE = case_when(
      str_detect(LOCA_ID, "PCPT") ~ "PCPT",
      str_detect(LOCA_ID, "TCPT") ~ "TCPT",
      str_detect(LOCA_ID, "SCPT") ~ "SCPT",
      str_detect(LOCA_ID, "BH") ~ "BH"
    )
  )

# table
func_tbl(data_seis)

LOCA_ID	Vs	Gmax	SCPT_DPTH	LOCATION	TYPE
HKN02-SCPT-A	170.7400	59.4335	1.5	HKN02	SCPT
HKN02-SCPT-A	109.2803	24.3470	2.5	HKN02	SCPT
HKN02-SCPT-A	184.2541	69.2142	3.5	HKN02	SCPT
HKN02-SCPT-A	189.2160	72.9922	4.5	HKN02	SCPT
HKN02-SCPT-A	207.8951	88.1149	5.5	HKN02	SCPT
HKN02-SCPT-A	253.7453	131.2674	6.5	HKN02	SCPT
HKN02-SCPT-A	220.1592	98.8177	7.5	HKN02	SCPT
HKN02-SCPT-A	231.0083	108.7968	8.5	HKN02	SCPT
HKN02-SCPT-A	220.7359	99.3361	9.5	HKN02	SCPT
HKN02-SCPT-A	243.3443	120.7267	10.5	HKN02	SCPT
HKN02-SCPT-A	256.3219	133.9468	11.5	HKN02	SCPT
HKN02-SCPT-A	256.6536	134.2937	12.5	HKN02	SCPT
HKN02-SCPT-A	362.4500	267.8288	13.5	HKN02	SCPT
HKN02-SCPT-A	305.8900	190.7619	14.5	HKN02	SCPT
HKN02-SCPT-A	273.4700	152.4686	15.5	HKN02	SCPT
HKN02-SCPT-A	328.5900	220.1252	16.5	HKN02	SCPT
HKN02-SCPT-A	376.6600	289.2411	17.5	HKN02	SCPT
HKN02-SCPT-A	315.9500	203.5156	18.6	HKN02	SCPT
HKN02-SCPT-A	279.8700	159.6885	19.5	HKN02	SCPT
HKN02-SCPT-A	349.5239	249.0662	21.0	HKN02	SCPT
HKN02-SCPT-A	349.9100	249.6167	22.4	HKN02	SCPT
HKN02-SCPT-A	344.9900	242.6465	23.1	HKN02	SCPT
HKN06-SCPT	129.7083	34.3002	1.5	HKN06	SCPT
HKN06-SCPT	182.6664	68.0265	2.5	HKN06	SCPT
HKN06-SCPT	209.3744	89.3734	3.5	HKN06	SCPT
HKN06-SCPT	277.1743	156.6271	4.5	HKN06	SCPT
HKN06-SCPT	170.6314	59.3580	5.5	HKN06	SCPT
HKN06-SCPT	178.2672	64.7894	6.5	HKN06	SCPT
HKN06-SCPT	201.6812	82.9262	7.5	HKN06	SCPT
HKN06-SCPT	220.4032	99.0368	8.5	HKN06	SCPT
HKN06-SCPT	231.3823	109.1494	9.5	HKN06	SCPT
HKN06-SCPT	221.3147	99.8577	10.5	HKN06	SCPT
HKN06-SCPT	221.4046	99.9389	11.5	HKN06	SCPT
HKN06-SCPT	232.4317	110.1417	12.5	HKN06	SCPT
HKN06-SCPT	232.5124	110.2182	13.5	HKN06	SCPT
HKN06-SCPT	232.5023	110.2086	14.5	HKN06	SCPT
HKN06-SCPT	325.1354	215.5209	15.5	HKN06	SCPT
HKN06-SCPT	325.8454	216.4633	16.5	HKN06	SCPT
HKN06-SCPT	222.4537	100.8882	17.5	HKN06	SCPT
HKN06-SCPT	276.6800	156.0690	18.5	HKN06	SCPT
HKN06-SCPT	376.2266	288.5758	19.5	HKN06	SCPT
HKN06-SCPT	376.1999	288.5349	21.0	HKN06	SCPT
HKN06-SCPT	444.6285	403.0469	22.4	HKN06	SCPT
HKN10-SCPT	155.1800	49.0945	1.5	HKN10	SCPT
HKN10-SCPT	150.0400	45.8960	2.5	HKN10	SCPT
HKN10-SCPT	175.4500	62.7578	3.5	HKN10	SCPT
HKN10-SCPT	188.6365	72.5458	4.5	HKN10	SCPT
HKN10-SCPT	186.4800	70.8966	5.5	HKN10	SCPT
HKN10-SCPT	187.7800	71.8885	6.5	HKN10	SCPT
HKN10-SCPT	241.6486	119.0501	7.5	HKN10	SCPT
HKN10-SCPT	197.5500	79.5637	8.5	HKN10	SCPT
HKN10-SCPT	288.9900	170.2655	9.5	HKN10	SCPT
HKN10-SCPT	332.4600	225.3408	10.5	HKN10	SCPT
HKN10-SCPT	277.8200	157.3577	11.5	HKN10	SCPT
HKN10-SCPT	268.7600	147.2619	12.5	HKN10	SCPT
HKN10-SCPT	330.6100	222.8399	13.5	HKN10	SCPT
HKN10-SCPT	244.1281	121.5056	14.5	HKN10	SCPT
HKN10-SCPT	287.9500	169.0422	15.5	HKN10	SCPT
HKN10-SCPT	288.0000	169.1009	16.5	HKN10	SCPT
HKN10-SCPT	272.0400	150.8782	17.5	HKN10	SCPT
HKN10-SCPT	222.2397	100.6942	18.5	HKN10	SCPT
HKN10-SCPT	257.4482	135.1266	19.5	HKN10	SCPT
HKN10-SCPT	271.8811	150.7020	21.0	HKN10	SCPT
HKN10-SCPT	271.9551	150.7841	22.5	HKN10	SCPT
HKN10-SCPT	318.1300	206.3337	24.0	HKN10	SCPT
HKN10-SCPT	233.1291	110.8037	25.5	HKN10	SCPT
HKN10-SCPT	308.1600	193.6036	27.0	HKN10	SCPT
HKN10-SCPT	272.0496	150.8889	28.5	HKN10	SCPT
HKN10-SCPT	316.1400	203.7604	30.0	HKN10	SCPT
HKN10-SCPT	352.5400	253.3832	31.5	HKN10	SCPT
HKN10-SCPT	333.3600	226.5625	33.0	HKN10	SCPT
HKN10-SCPT	300.6500	184.2822	34.5	HKN10	SCPT
HKN10-SCPT	318.2300	206.4635	36.0	HKN10	SCPT
HKN10-SCPT	291.7100	173.4857	37.5	HKN10	SCPT
HKN10-SCPT	357.7300	260.8986	39.0	HKN10	SCPT
HKN10-SCPT	368.4900	276.8295	40.4	HKN10	SCPT
HKN10-SCPT	360.3700	264.7636	42.0	HKN10	SCPT
HKN10-SCPT	349.7312	249.3616	43.5	HKN10	SCPT
HKN14-SCPT-A	199.8000	81.3864	15.5	HKN14	SCPT
HKN14-SCPT-A	305.0744	189.7460	16.5	HKN14	SCPT
HKN14-SCPT-A	271.9469	150.7750	17.5	HKN14	SCPT
HKN14-SCPT-A	287.9076	168.9925	18.5	HKN14	SCPT
HKN14-SCPT-A	305.8036	190.6542	19.5	HKN14	SCPT
HKN14-SCPT-A	349.5719	249.1346	21.0	HKN14	SCPT
HKN14-SCPT-A	326.5361	217.3819	22.5	HKN14	SCPT
HKN14-SCPT-A	349.5966	249.1697	24.0	HKN14	SCPT
HKN14-SCPT-A	306.0338	190.9413	25.5	HKN14	SCPT
HKN14-SCPT-A	326.5178	217.3576	27.0	HKN14	SCPT
HKN14-SCPT-A	349.6355	249.2252	27.8	HKN14	SCPT
HKN14-SCPT	125.0500	31.8807	1.5	HKN14	SCPT
HKN14-SCPT	167.9124	57.4813	2.5	HKN14	SCPT
HKN14-SCPT	198.0200	79.9428	3.5	HKN14	SCPT
HKN14-SCPT	174.8770	62.3486	4.5	HKN14	SCPT
HKN14-SCPT	208.0004	88.2042	5.5	HKN14	SCPT
HKN14-SCPT	185.2193	69.9413	6.5	HKN14	SCPT
HKN14-SCPT	215.6200	94.7849	7.5	HKN14	SCPT
HKN14-SCPT	194.0141	76.7410	8.5	HKN14	SCPT
HKN14-SCPT	220.9404	99.5202	9.5	HKN14	SCPT
HKN14-SCPT	256.0231	133.6348	10.5	HKN14	SCPT
HKN14-SCPT	270.7683	149.4708	11.5	HKN14	SCPT
HKN14-SCPT	243.3600	120.7423	12.5	HKN14	SCPT
HKN14-SCPT	236.3800	113.9154	13.5	HKN14	SCPT
HKN14-SCPT	271.3395	150.1022	14.5	HKN14	SCPT
HKN14-SCPT	257.2031	134.8694	15.5	HKN14	SCPT
HKN21-SCPT-A	272.0937	150.9378	30.0	HKN21	SCPT
HKN21-SCPT-A	287.7125	168.7635	31.5	HKN21	SCPT
HKN21-SCPT-A	233.4245	111.0846	33.0	HKN21	SCPT
HKN21-SCPT-A	306.0050	190.9054	34.5	HKN21	SCPT
HKN21-SCPT-A	376.7846	289.4326	36.0	HKN21	SCPT
HKN21-SCPT-A	306.1110	191.0376	37.5	HKN21	SCPT
HKN21-SCPT-A	272.1906	151.0453	39.0	HKN21	SCPT
HKN21-SCPT-A	272.1390	150.9881	40.5	HKN21	SCPT
HKN21-SCPT-A	349.8771	249.5698	42.0	HKN21	SCPT
HKN21-SCPT-A	352.6000	253.4694	43.5	HKN21	SCPT
HKN21-SCPT-A	382.9000	298.9040	45.0	HKN21	SCPT
HKN21-SCPT-A	363.0500	268.7162	46.5	HKN21	SCPT
HKN21-SCPT-A	408.3521	339.9621	48.0	HKN21	SCPT
HKN21-SCPT-A	326.4308	217.2417	49.5	HKN21	SCPT
HKN21-SCPT-A	392.1100	313.4562	51.0	HKN21	SCPT
HKN21-SCPT-A	326.8207	217.7610	52.5	HKN21	SCPT
HKN21-SCPT	218.6900	97.5032	1.5	HKN21	SCPT
HKN21-SCPT	232.8200	110.5100	2.5	HKN21	SCPT
HKN21-SCPT	221.9800	100.4590	3.5	HKN21	SCPT
HKN21-SCPT	234.1100	111.7380	4.5	HKN21	SCPT
HKN21-SCPT	238.9585	116.4142	5.5	HKN21	SCPT
HKN21-SCPT	241.3223	118.7287	6.5	HKN21	SCPT
HKN21-SCPT	264.8600	143.0190	7.5	HKN21	SCPT
HKN21-SCPT	259.5400	137.3313	8.5	HKN21	SCPT
HKN21-SCPT	265.4300	143.6352	9.5	HKN21	SCPT
HKN21-SCPT	280.8700	160.8317	10.5	HKN21	SCPT
HKN21-SCPT	246.9500	124.3309	11.5	HKN21	SCPT
HKN21-SCPT	264.4100	142.5334	12.5	HKN21	SCPT
HKN21-SCPT	236.3800	113.9154	13.5	HKN21	SCPT
HKN21-SCPT	253.5900	131.1068	14.5	HKN21	SCPT
HKN21-SCPT	212.5787	92.1298	15.5	HKN21	SCPT
HKN21-SCPT	257.3469	135.0202	16.5	HKN21	SCPT
HKN21-SCPT	232.9873	110.6689	17.5	HKN21	SCPT
HKN21-SCPT	260.4900	138.3385	18.5	HKN21	SCPT
HKN21-SCPT	222.2228	100.6789	19.5	HKN21	SCPT
HKN21-SCPT	244.4594	121.8357	21.0	HKN21	SCPT
HKN21-SCPT	306.2398	191.1984	22.5	HKN21	SCPT
HKN21-SCPT	305.7174	190.5466	24.0	HKN21	SCPT
HKN21-SCPT	222.7106	101.1214	25.5	HKN21	SCPT
HKN21-SCPT	257.8042	135.5005	27.0	HKN21	SCPT
HKN21-SCPT	287.9408	169.0314	28.5	HKN21	SCPT
HKN21-SCPT	264.8700	143.0298	30.0	HKN21	SCPT
HKN21-SCPT	275.3000	154.5160	31.5	HKN21	SCPT
HKN25-SCPT	221.1730	99.7299	1.5	HKN25	SCPT
HKN25-SCPT	243.7041	121.0839	2.5	HKN25	SCPT
HKN25-SCPT	200.2730	81.7722	3.5	HKN25	SCPT
HKN25-SCPT	204.8123	85.5211	4.5	HKN25	SCPT
HKN25-SCPT	183.8157	68.8852	5.5	HKN25	SCPT
HKN25-SCPT	209.3736	89.3727	6.5	HKN25	SCPT
HKN25-SCPT	191.1000	74.4530	7.5	HKN25	SCPT
HKN25-SCPT	202.0605	83.2384	8.5	HKN25	SCPT
HKN25-SCPT	161.9075	53.4435	9.5	HKN25	SCPT
HKN25-SCPT	231.3275	109.0977	10.5	HKN25	SCPT
HKN25-SCPT	216.3600	95.4366	11.5	HKN25	SCPT
HKN25-SCPT	195.1305	77.6267	12.2	HKN25	SCPT
HKN25-SCPT	166.4805	56.5051	12.5	HKN25	SCPT
HKN25-SCPT	198.9000	80.6549	13.5	HKN25	SCPT
HKN25-SCPT	187.8539	71.9451	14.5	HKN25	SCPT
HKN25-SCPT	215.6500	94.8113	15.5	HKN25	SCPT
HKN25-SCPT	222.1981	100.6564	16.5	HKN25	SCPT
HKN25-SCPT	287.6468	168.6864	17.5	HKN25	SCPT
HKN25-SCPT	287.7090	168.7593	18.5	HKN25	SCPT
HKN25-SCPT	244.5323	121.9083	19.5	HKN25	SCPT
HKN25-SCPT	212.8523	92.3672	21.0	HKN25	SCPT
HKN25-SCPT	195.6419	78.0342	22.5	HKN25	SCPT
HKN25-SCPT	220.6800	99.2858	24.0	HKN25	SCPT
HKN25-SCPT	257.7328	135.4255	25.5	HKN25	SCPT
HKN25-SCPT	342.6400	239.3520	27.0	HKN25	SCPT
HKN25-SCPT	306.0711	190.9878	28.5	HKN25	SCPT
HKN25-SCPT	331.0900	223.4874	30.0	HKN25	SCPT
HKN25-SCPT	342.6800	239.4079	31.4	HKN25	SCPT
HKN25-SCPT	349.8830	249.5782	32.9	HKN25	SCPT
HKN25-SCPT	376.7693	289.4090	34.5	HKN25	SCPT
HKN25-SCPT	342.7100	239.4498	36.0	HKN25	SCPT
HKN25-SCPT	335.6700	229.7132	37.0	HKN25	SCPT
HKN26-SCPT	116.8190	27.8220	1.5	HKN26	SCPT
HKN26-SCPT	181.8033	67.3852	2.5	HKN26	SCPT
HKN26-SCPT	144.2496	42.4219	3.5	HKN26	SCPT
HKN26-SCPT	165.1600	55.6123	4.5	HKN26	SCPT
HKN26-SCPT	183.6943	68.7943	5.5	HKN26	SCPT
HKN26-SCPT	200.4729	81.9356	6.5	HKN26	SCPT
HKN26-SCPT	178.5006	64.9591	7.5	HKN26	SCPT
HKN26-SCPT	231.0663	108.8514	8.5	HKN26	SCPT
HKN26-SCPT	286.0617	166.8324	9.5	HKN26	SCPT
HKN26-SCPT	256.1374	133.7541	10.5	HKN26	SCPT
HKN26-SCPT	245.7100	123.0854	11.5	HKN26	SCPT
HKN26-SCPT	221.7457	100.2470	12.5	HKN26	SCPT
HKN26-SCPT	244.6500	122.0257	13.5	HKN26	SCPT
HKN26-SCPT	256.9958	134.6520	14.5	HKN26	SCPT
HKN26-SCPT	273.4700	152.4686	15.5	HKN26	SCPT
HKN26-SCPT	287.5079	168.5235	16.5	HKN26	SCPT
HKN26-SCPT	298.5700	181.7412	17.5	HKN26	SCPT
HKN26-SCPT	287.6919	168.7393	18.5	HKN26	SCPT
HKN26-SCPT	287.5811	168.6093	19.5	HKN26	SCPT
HKN26-SCPT	287.7934	168.8584	21.0	HKN26	SCPT
HKN26-SCPT	326.1828	216.9117	22.5	HKN26	SCPT
HKN27-SCPT	256.3300	133.9553	1.5	HKN27	SCPT
HKN27-SCPT	242.4941	119.8845	2.5	HKN27	SCPT
HKN27-SCPT	230.1163	107.9582	3.5	HKN27	SCPT
HKN27-SCPT	220.2000	98.8543	4.5	HKN27	SCPT
HKN27-SCPT	208.9900	89.0455	5.5	HKN27	SCPT
HKN27-SCPT	231.6000	109.3549	6.5	HKN27	SCPT
HKN27-SCPT	229.0952	107.0022	7.5	HKN27	SCPT
HKN27-SCPT	219.7746	98.4727	8.5	HKN27	SCPT
HKN27-SCPT	219.0100	97.7887	9.5	HKN27	SCPT
HKN27-SCPT	220.8467	99.4358	10.5	HKN27	SCPT
HKN27-SCPT	226.3700	104.4717	11.5	HKN27	SCPT
HKN27-SCPT	221.5691	100.0874	12.5	HKN27	SCPT
HKN27-SCPT	232.2144	109.9358	13.5	HKN27	SCPT
HKN27-SCPT	245.9400	123.3160	14.5	HKN27	SCPT
HKN27-SCPT	244.1967	121.5740	15.5	HKN27	SCPT
HKN27-SCPT	251.0800	128.5243	16.5	HKN27	SCPT
HKN27-SCPT	244.4330	121.8094	17.5	HKN27	SCPT
HKN27-SCPT	244.6150	121.9908	18.5	HKN27	SCPT
HKN27-SCPT	244.7829	122.1584	19.5	HKN27	SCPT
HKN27-SCPT	257.5565	135.2403	21.0	HKN27	SCPT
HKN27-SCPT	287.6990	168.7476	22.8	HKN27	SCPT
HKN31-SCPT	250.3084	127.7356	1.5	HKN31	SCPT
HKN31-SCPT	271.4994	150.2792	2.5	HKN31	SCPT
HKN31-SCPT	230.1628	108.0018	3.5	HKN31	SCPT
HKN31-SCPT	197.0622	79.1713	4.5	HKN31	SCPT
HKN31-SCPT	227.0924	105.1396	5.5	HKN31	SCPT
HKN31-SCPT	229.4609	107.3442	6.5	HKN31	SCPT
HKN31-SCPT	210.1168	90.0083	7.5	HKN31	SCPT
HKN31-SCPT	243.1723	120.5561	9.5	HKN31	SCPT
HKN31-SCPT	202.7256	83.7873	10.5	HKN31	SCPT
HKN31-SCPT	256.4853	134.1177	11.5	HKN31	SCPT
HKN31-SCPT	271.0237	149.7530	12.5	HKN31	SCPT
HKN31-SCPT	257.0148	134.6720	13.5	HKN31	SCPT
HKN31-SCPT	222.0237	100.4986	14.5	HKN31	SCPT
HKN31-SCPT	271.2683	150.0235	15.5	HKN31	SCPT
HKN36-SCPT	184.7600	69.5948	1.5	HKN36	SCPT
HKN36-SCPT	231.4797	109.2413	2.5	HKN36	SCPT
HKN36-SCPT	219.6334	98.3462	3.5	HKN36	SCPT
HKN36-SCPT	186.9300	71.2392	4.5	HKN36	SCPT
HKN36-SCPT	217.2385	96.2132	5.5	HKN36	SCPT
HKN36-SCPT	219.0800	97.8513	6.5	HKN36	SCPT
HKN36-SCPT	233.1600	110.8330	7.5	HKN36	SCPT
HKN36-SCPT	255.4700	133.0579	8.5	HKN36	SCPT
HKN36-SCPT	231.4700	109.2321	9.5	HKN36	SCPT
HKN36-SCPT	246.8300	124.2101	10.5	HKN36	SCPT
HKN36-SCPT	262.8800	140.8887	11.5	HKN36	SCPT
HKN36-SCPT	313.5600	200.4483	12.5	HKN36	SCPT
HKN36-SCPT	244.0265	121.4045	13.5	HKN36	SCPT
HKN36-SCPT	258.9500	136.7077	14.5	HKN36	SCPT
HKN36-SCPT	254.9600	132.5272	15.5	HKN36	SCPT
HKN36-SCPT	273.5200	152.5243	16.5	HKN36	SCPT
HKN36-SCPT	284.6900	165.2363	17.5	HKN36	SCPT
HKN36-SCPT	275.1200	154.3140	18.5	HKN36	SCPT
HKN36-SCPT	286.4100	167.2389	19.5	HKN36	SCPT
HKN36-SCPT	287.6549	168.6959	21.0	HKN36	SCPT
HKN36-SCPT	287.7757	168.8376	21.6	HKN36	SCPT
HKN38-SCPT	158.7675	51.3907	1.5	HKN38	SCPT
HKN38-SCPT	183.0788	68.3340	2.5	HKN38	SCPT
HKN38-SCPT	183.9716	69.0022	3.5	HKN38	SCPT
HKN38-SCPT	189.1378	72.9319	4.5	HKN38	SCPT
HKN38-SCPT	171.1179	59.6969	5.5	HKN38	SCPT
HKN38-SCPT	218.5188	97.3506	6.5	HKN38	SCPT
HKN38-SCPT	229.9444	107.7970	7.5	HKN38	SCPT
HKN38-SCPT	231.3695	109.1373	8.5	HKN38	SCPT
HKN38-SCPT	255.8325	133.4358	9.5	HKN38	SCPT
HKN38-SCPT	231.6077	109.3621	10.5	HKN38	SCPT
HKN38-SCPT	286.6829	167.5578	11.5	HKN38	SCPT
HKN38-SCPT	256.6787	134.3200	12.5	HKN38	SCPT
HKN38-SCPT	287.1650	168.1218	13.5	HKN38	SCPT
HKN38-SCPT	305.2174	189.9239	14.5	HKN38	SCPT
HKN38-SCPT	305.4077	190.1608	15.5	HKN38	SCPT
HKN38-SCPT	325.8330	216.4468	16.1	HKN38	SCPT
HKN41-SCPT-D	163.3900	54.4267	1.5	HKN41	SCPT
HKN41-SCPT-D	134.1100	36.6677	2.5	HKN41	SCPT
HKN41-SCPT-D	158.0400	50.9208	3.5	HKN41	SCPT
HKN41-SCPT-D	158.6400	51.3082	4.5	HKN41	SCPT
HKN41-SCPT-D	208.0900	88.2802	5.5	HKN41	SCPT
HKN41-SCPT-D	194.5400	77.1576	6.5	HKN41	SCPT
HKN41-SCPT-D	229.8600	107.7179	7.5	HKN41	SCPT
HKN41-SCPT-D	226.9500	105.0078	8.5	HKN41	SCPT
HKN41-SCPT-D	211.4400	91.1455	9.6	HKN41	SCPT
HKN41-SCPT-D	219.1700	97.9317	10.6	HKN41	SCPT
HKN41-SCPT-D	223.2700	101.6300	11.5	HKN41	SCPT
HKN41-SCPT-D	223.3600	101.7119	12.5	HKN41	SCPT
HKN41-SCPT-D	220.4100	99.0430	13.5	HKN41	SCPT
HKN41-SCPT-D	229.7700	107.6335	14.5	HKN41	SCPT
HKN41-SCPT-D	270.4500	149.1197	15.5	HKN41	SCPT
HKN41-SCPT-D	259.0500	136.8133	16.5	HKN41	SCPT
HKN41-SCPT-D	236.5500	114.0793	17.5	HKN41	SCPT
HKN41-SCPT-D	269.0800	147.6127	18.5	HKN41	SCPT
HKN41-SCPT-D	283.1000	163.3957	19.5	HKN41	SCPT
HKN41-SCPT-D	224.6800	102.9176	20.5	HKN41	SCPT
HKN41-SCPT-D	330.9900	223.3525	22.0	HKN41	SCPT
HKN41-SCPT-D	234.4000	112.0150	23.5	HKN41	SCPT
HKN41-SCPT-D	296.9300	179.7501	25.0	HKN41	SCPT
HKN41-SCPT-D	324.4800	214.6529	26.4	HKN41	SCPT
HKN41-SCPT-D	275.2700	154.4823	28.0	HKN41	SCPT
HKN41-SCPT-D	278.4100	158.0268	29.5	HKN41	SCPT
HKN47-SCPT-A	220.4324	99.0631	1.5	HKN47	SCPT
HKN47-SCPT-A	241.2200	118.6281	2.5	HKN47	SCPT
HKN47-SCPT-A	238.6100	116.0749	3.5	HKN47	SCPT
HKN47-SCPT-A	270.9200	149.6384	4.5	HKN47	SCPT
HKN47-SCPT-A	265.6222	143.8433	5.5	HKN47	SCPT
HKN47-SCPT	262.8400	140.8458	1.5	HKN47	SCPT
HKN47-SCPT	243.1937	120.5773	2.5	HKN47	SCPT
HKN48-SCPT-A	126.0100	32.3721	1.5	HKN48	SCPT
HKN48-SCPT-A	193.1500	76.0590	2.5	HKN48	SCPT
HKN48-SCPT-A	198.0300	79.9508	3.5	HKN48	SCPT
HKN48-SCPT-A	201.7800	83.0075	4.5	HKN48	SCPT
HKN48-SCPT-A	216.3811	95.4552	5.5	HKN48	SCPT
HKN48-SCPT-A	200.2250	81.7330	6.5	HKN48	SCPT
HKN48-SCPT-A	297.1400	180.0044	7.5	HKN48	SCPT
HKN48-SCPT-A	269.5800	148.1618	8.5	HKN48	SCPT
HKN48-SCPT-A	285.9639	166.7184	9.4	HKN48	SCPT
HKN48-SCPT-A	270.4212	149.0879	10.5	HKN48	SCPT
HKN48-SCPT-A	304.7291	189.3167	11.5	HKN48	SCPT
HKN48-SCPT-A	221.5666	100.0851	12.5	HKN48	SCPT
HKN48-SCPT-A	287.8200	168.8896	13.5	HKN48	SCPT
HKN48-SCPT-A	232.5155	110.2211	14.5	HKN48	SCPT
HKN48-SCPT-A	203.4759	84.4087	15.5	HKN48	SCPT
HKN48-SCPT-A	221.9166	100.4016	16.5	HKN48	SCPT
HKN48-SCPT-A	202.3400	83.4689	17.5	HKN48	SCPT
HKN48-SCPT-A	218.6300	97.4497	18.5	HKN48	SCPT
HKN48-SCPT-A	203.8213	84.6955	19.5	HKN48	SCPT
HKN48-SCPT-A	257.8000	135.4961	21.0	HKN48	SCPT
HKN48-SCPT-A	233.1052	110.7809	22.5	HKN48	SCPT
HKN48-SCPT-A	270.6600	149.3513	23.4	HKN48	SCPT
HKN48-SCPT	218.4678	97.3052	1.5	HKN48	SCPT
HKN48-SCPT	182.7839	68.1141	2.5	HKN48	SCPT
HKN48-SCPT	209.7574	89.7006	3.5	HKN48	SCPT
HKN48-SCPT	181.1614	66.9102	4.5	HKN48	SCPT
HKN48-SCPT	217.7990	96.7103	5.5	HKN48	SCPT
HKN48-SCPT	218.7711	97.5755	6.5	HKN48	SCPT
HKN48-SCPT	269.0828	147.6158	7.5	HKN48	SCPT
HKN48-SCPT	255.3969	132.9818	8.5	HKN48	SCPT
HKN56-SCPT-A	328.8700	220.5005	30.0	HKN56	SCPT
HKN56-SCPT-A	324.5200	214.7059	31.5	HKN56	SCPT
HKN56-SCPT-A	357.7000	260.8548	33.0	HKN56	SCPT
HKN56-SCPT-A	324.5400	214.7323	34.5	HKN56	SCPT
HKN56-SCPT-A	333.3800	226.5897	36.0	HKN56	SCPT
HKN56-SCPT-A	352.5800	253.4407	37.5	HKN56	SCPT
HKN56-SCPT-A	376.9900	289.7481	39.0	HKN56	SCPT
HKN56-SCPT-A	374.1200	285.3533	40.5	HKN56	SCPT
HKN56-SCPT-A	352.5900	253.4551	42.0	HKN56	SCPT
HKN56-SCPT-A	408.4200	340.0752	42.9	HKN56	SCPT
HKN56-SCPT	179.2991	65.5416	1.5	HKN56	SCPT
HKN56-SCPT	189.4297	73.1572	2.5	HKN56	SCPT
HKN56-SCPT	184.8280	69.6460	3.5	HKN56	SCPT
HKN56-SCPT	188.4267	72.3845	4.5	HKN56	SCPT
HKN56-SCPT	217.2813	96.2511	5.5	HKN56	SCPT
HKN56-SCPT	218.5936	97.4172	6.5	HKN56	SCPT
HKN56-SCPT	241.5384	118.9415	7.5	HKN56	SCPT
HKN56-SCPT	231.0735	108.8583	8.5	HKN56	SCPT
HKN56-SCPT	231.1085	108.8912	9.5	HKN56	SCPT
HKN56-SCPT	211.6606	91.3358	10.5	HKN56	SCPT
HKN56-SCPT	221.8363	100.3290	11.5	HKN56	SCPT
HKN56-SCPT	221.7396	100.2415	12.5	HKN56	SCPT
HKN56-SCPT	232.3988	110.1105	13.5	HKN56	SCPT
HKN56-SCPT	244.2032	121.5804	14.5	HKN56	SCPT
HKN56-SCPT	257.3612	135.0352	15.5	HKN56	SCPT
HKN56-SCPT	257.1800	134.8451	16.5	HKN56	SCPT
HKN56-SCPT	257.1642	134.8286	17.5	HKN56	SCPT
HKN56-SCPT	271.6792	150.4782	18.5	HKN56	SCPT
HKN56-SCPT	264.7400	142.8894	19.5	HKN56	SCPT
HKN56-SCPT	260.5500	138.4022	21.0	HKN56	SCPT
HKN56-SCPT	257.6533	135.3420	22.5	HKN56	SCPT
HKN56-SCPT	264.8200	142.9758	24.0	HKN56	SCPT
HKN56-SCPT	286.5200	167.3674	25.5	HKN56	SCPT
HKN56-SCPT	306.0116	190.9135	27.0	HKN56	SCPT
HKN56-SCPT	291.6600	173.4262	28.5	HKN56	SCPT
HKN56-SCPT	288.0665	169.1790	30.0	HKN56	SCPT
HKN58-SCPT	308.0000	193.4027	1.4	HKN58	SCPT
HKN58-SCPT	321.0700	210.1650	2.5	HKN58	SCPT
HKN58-SCPT	302.4600	186.5078	3.6	HKN58	SCPT
HKN58-SCPT	317.2800	205.2326	4.5	HKN58	SCPT
HKN58-SCPT	292.0800	173.9260	5.5	HKN58	SCPT
HKN58-SCPT	276.3400	155.6856	6.5	HKN58	SCPT
HKN58-SCPT	284.9700	165.5615	7.5	HKN58	SCPT
HKN58-SCPT	274.1300	153.2054	8.5	HKN58	SCPT
HKN58-SCPT	296.0000	178.6259	9.5	HKN58	SCPT
HKN58-SCPT	289.1800	170.4894	10.5	HKN58	SCPT
HKN58-SCPT	270.1500	148.7890	11.5	HKN58	SCPT
HKN58-SCPT	286.0500	166.8188	12.5	HKN58	SCPT
HKN58-SCPT	296.5500	179.2903	13.5	HKN58	SCPT
HKN58-SCPT	287.8900	168.9718	14.5	HKN58	SCPT
HKN58-SCPT	317.8700	205.9966	15.5	HKN58	SCPT
HKN58-SCPT	311.8400	198.2552	16.5	HKN58	SCPT
HKN58-SCPT	294.9800	177.3969	17.5	HKN58	SCPT
HKN58-SCPT	340.0800	235.7888	18.5	HKN58	SCPT
HKN58-SCPT	309.9800	195.8972	19.4	HKN58	SCPT
HKN58-SCPT	267.6600	146.0589	20.9	HKN58	SCPT
HKN58-SCPT	267.6900	146.0916	22.5	HKN58	SCPT
HKN58-SCPT	264.8200	142.9758	24.0	HKN58	SCPT
HKN58-SCPT	295.1500	177.6015	25.5	HKN58	SCPT
HKN58-SCPT	293.4000	175.5017	27.0	HKN58	SCPT
HKN58-SCPT	291.6600	173.4262	28.5	HKN58	SCPT
HKN58-SCPT	306.2600	191.2236	30.0	HKN58	SCPT
HKN58-SCPT	322.3900	211.8967	31.5	HKN58	SCPT
HKN58-SCPT	342.6900	239.4219	33.0	HKN58	SCPT
HKN58-SCPT	326.7999	217.7333	34.5	HKN58	SCPT
HKN58-SCPT	272.3377	151.2086	35.7	HKN58	SCPT
HKN65-SCPT	191.0600	74.4219	1.5	HKN65	SCPT
HKN65-SCPT	184.7400	69.5798	2.5	HKN65	SCPT
HKN65-SCPT	194.7800	77.3481	3.5	HKN65	SCPT
HKN65-SCPT	204.4094	85.1849	4.5	HKN65	SCPT
HKN65-SCPT	224.4700	102.7253	5.5	HKN65	SCPT
HKN65-SCPT	210.9500	90.7236	7.5	HKN65	SCPT
HKN65-SCPT	254.8907	132.4552	8.5	HKN65	SCPT
HKN65-SCPT	284.4200	164.9230	9.5	HKN65	SCPT
HKN65-SCPT	289.1800	170.4894	10.5	HKN65	SCPT
HKN65-SCPT	294.5600	176.8921	11.5	HKN65	SCPT
HKN65-SCPT	272.3400	151.2112	12.5	HKN65	SCPT
HKN65-SCPT	293.6200	175.7649	13.5	HKN65	SCPT
HKN65-SCPT	296.1000	178.7466	14.5	HKN65	SCPT
HKN65-SCPT	294.9000	177.3007	15.5	HKN65	SCPT
HKN65-SCPT	305.6422	190.4530	16.5	HKN65	SCPT
HKN65-SCPT	285.8000	166.5273	17.5	HKN65	SCPT
HKN65-SCPT	286.9586	167.8803	18.5	HKN65	SCPT
HKN65-SCPT	284.2500	164.7259	19.5	HKN65	SCPT
HKN65-SCPT	288.4811	169.6663	21.0	HKN65	SCPT
HKN65-SCPT	302.3900	186.4214	22.5	HKN65	SCPT
HKN65-SCPT	294.5500	176.8801	24.0	HKN65	SCPT
HKN65-SCPT	312.3900	198.9552	25.5	HKN65	SCPT
HKN65-SCPT	295.7700	178.3484	27.0	HKN65	SCPT
HKN65-SCPT	288.0669	169.1795	28.5	HKN65	SCPT
HKN65-SCPT	306.0553	190.9680	30.0	HKN65	SCPT
HKN65-SCPT	298.8000	182.0213	31.5	HKN65	SCPT
HKN65-SCPT	306.1635	191.1032	33.0	HKN65	SCPT
HKN65-SCPT	355.3400	257.4241	34.5	HKN65	SCPT
HKN65-SCPT	306.1458	191.0810	36.0	HKN65	SCPT
HKN65-SCPT	326.7200	217.6268	37.0	HKN65	SCPT
HKN67-SCPT	182.9400	68.2305	1.5	HKN67	SCPT
HKN67-SCPT	219.5900	98.3074	2.5	HKN67	SCPT
HKN67-SCPT	174.8100	62.3008	3.5	HKN67	SCPT
HKN67-SCPT	231.8600	109.6005	4.5	HKN67	SCPT
HKN67-SCPT	207.2000	87.5267	5.5	HKN67	SCPT
HKN67-SCPT	238.4100	115.8804	6.5	HKN67	SCPT
HKN67-SCPT	290.0600	171.5287	7.5	HKN67	SCPT
HKN67-SCPT	268.1000	146.5395	8.5	HKN67	SCPT
HKN67-SCPT	303.0158	187.1938	9.5	HKN67	SCPT
HKN67-SCPT	290.9000	172.5236	10.5	HKN67	SCPT
HKN67-SCPT	267.1900	145.5464	11.5	HKN67	SCPT
HKN67-SCPT	287.4187	168.4190	12.5	HKN67	SCPT
HKN67-SCPT	281.2100	161.2213	13.5	HKN67	SCPT
HKN67-SCPT	257.0037	134.6603	14.5	HKN67	SCPT
HKN67-SCPT	276.5600	155.9336	15.5	HKN67	SCPT
HKN67-SCPT	283.0000	163.2803	16.5	HKN67	SCPT
HKN67-SCPT	246.0600	123.4363	17.5	HKN67	SCPT
HKN67-SCPT	296.8000	179.5927	18.5	HKN67	SCPT
HKN67-SCPT	284.7500	165.3059	19.5	HKN67	SCPT
HKN67-SCPT	287.8664	168.9441	21.0	HKN67	SCPT
HKN70-SCPT	219.3604	98.1019	1.5	HKN70	SCPT
HKN70-SCPT	196.4100	78.6481	2.5	HKN70	SCPT
HKN70-SCPT	209.3100	89.3184	3.5	HKN70	SCPT
HKN70-SCPT	226.4200	104.5179	4.5	HKN70	SCPT
HKN70-SCPT	248.6400	126.0384	5.5	HKN70	SCPT
HKN70-SCPT	253.3278	130.8358	6.5	HKN70	SCPT
HKN70-SCPT	254.4880	132.0370	7.5	HKN70	SCPT
HKN70-SCPT	254.9887	132.5571	8.5	HKN70	SCPT
HKN70-SCPT	256.1315	133.7479	9.5	HKN70	SCPT
HKN70-SCPT	270.2485	148.8975	10.5	HKN70	SCPT
HKN70-SCPT	256.5071	134.1405	11.5	HKN70	SCPT
HKN70-SCPT	256.7921	134.4387	12.5	HKN70	SCPT
HKN70-SCPT	271.2233	149.9737	13.5	HKN70	SCPT
HKN70-SCPT	256.9569	134.6113	14.1	HKN70	SCPT
HKN72-SCPT-A	324.5100	214.6926	30.0	HKN72	SCPT
HKN72-SCPT-A	320.2800	209.1321	31.5	HKN72	SCPT
HKN72-SCPT-A	415.2900	351.6122	33.0	HKN72	SCPT
HKN72-SCPT-A	401.6900	328.9600	34.5	HKN72	SCPT
HKN72-SCPT-A	382.8700	298.8572	36.0	HKN72	SCPT
HKN72-SCPT-A	395.2300	318.4643	37.5	HKN72	SCPT
HKN72-SCPT-A	415.3300	351.6799	39.0	HKN72	SCPT
HKN72-SCPT-A	401.7200	329.0091	40.5	HKN72	SCPT
HKN72-SCPT-A	331.1500	223.5684	42.0	HKN72	SCPT
HKN72-SCPT-A	305.9189	190.7979	43.5	HKN72	SCPT
HKN72-SCPT-A	350.0800	249.8593	45.0	HKN72	SCPT
HKN72-SCPT-A	422.5200	363.9616	46.5	HKN72	SCPT
HKN72-SCPT-A	466.7900	444.2261	48.0	HKN72	SCPT
HKN72-SCPT-A	401.7500	329.0582	49.5	HKN72	SCPT
HKN72-SCPT-A	411.8800	345.8616	50.2	HKN72	SCPT
HKN72-SCPT	38.6241	3.0414	1.5	HKN72	SCPT
HKN72-SCPT	174.6338	62.1752	2.5	HKN72	SCPT
HKN72-SCPT	203.9400	84.7941	3.5	HKN72	SCPT
HKN72-SCPT	205.2100	85.8535	4.5	HKN72	SCPT
HKN72-SCPT	242.4200	119.8113	5.5	HKN72	SCPT
HKN72-SCPT	248.1400	125.5320	6.5	HKN72	SCPT
HKN72-SCPT	249.9000	127.3191	7.5	HKN72	SCPT
HKN72-SCPT	266.6400	144.9478	8.5	HKN72	SCPT
HKN72-SCPT	245.4200	122.7951	9.5	HKN72	SCPT
HKN72-SCPT	282.5000	162.7039	10.5	HKN72	SCPT
HKN72-SCPT	287.8496	168.9243	11.5	HKN72	SCPT
HKN72-SCPT	250.8500	128.2889	12.5	HKN72	SCPT
HKN72-SCPT	250.9200	128.3605	13.5	HKN72	SCPT
HKN72-SCPT	270.4000	149.0645	14.5	HKN72	SCPT
HKN72-SCPT	291.3800	173.0934	15.5	HKN72	SCPT
HKN72-SCPT	281.3800	161.4163	16.5	HKN72	SCPT
HKN72-SCPT	288.0400	169.1479	17.5	HKN72	SCPT
HKN72-SCPT	269.6233	148.2094	18.5	HKN72	SCPT
HKN72-SCPT	245.4955	122.8706	19.5	HKN72	SCPT
HKN72-SCPT	283.1400	163.4419	21.0	HKN72	SCPT
HKN72-SCPT	269.1600	147.7005	22.5	HKN72	SCPT
HKN72-SCPT	269.1800	147.7225	24.0	HKN72	SCPT
HKN72-SCPT	274.2352	153.3230	25.5	HKN72	SCPT
HKN72-SCPT	296.9700	179.7985	28.5	HKN72	SCPT
HKN72-SCPT	303.2092	187.4329	30.0	HKN72	SCPT
HKN72-SCPT	306.2700	191.2361	31.1	HKN72	SCPT
HKN75-SCPT-A	272.0168	150.8525	15.5	HKN75	SCPT
HKN75-SCPT-A	271.1149	149.8539	16.5	HKN75	SCPT
HKN75-SCPT-A	326.0367	216.7175	17.6	HKN75	SCPT
HKN75-SCPT	132.9000	36.0090	1.5	HKN75	SCPT
HKN75-SCPT	230.4900	108.3092	2.5	HKN75	SCPT
HKN75-SCPT	231.6500	109.4021	3.5	HKN75	SCPT
HKN75-SCPT	227.4800	105.4988	4.5	HKN75	SCPT
HKN75-SCPT	196.3000	78.5600	5.5	HKN75	SCPT
HKN75-SCPT	217.1300	96.1171	6.5	HKN75	SCPT
HKN75-SCPT	247.3700	124.7542	7.5	HKN75	SCPT
HKN75-SCPT	256.8100	134.4574	8.5	HKN75	SCPT
HKN75-SCPT	279.0800	158.7883	9.5	HKN75	SCPT
HKN75-SCPT	313.2800	200.0904	10.5	HKN75	SCPT
HKN75-SCPT	274.7000	153.8432	11.5	HKN75	SCPT
HKN75-SCPT	256.1000	133.7150	12.5	HKN75	SCPT
HKN75-SCPT	375.4672	287.4120	13.5	HKN75	SCPT
HKN75-SCPT	321.9900	211.3712	14.5	HKN75	SCPT
HKN02-BH-SA	318.1800	206.3986	33.0	HKN02	BH
HKN02-BH-SA	388.9800	308.4718	52.0	HKN02	BH
HKN28-BH-SC	241.2501	118.6578	2.5	HKN28	BH
HKN28-BH-SC	230.2028	108.0395	5.5	HKN28	BH
HKN28-BH-SC	243.5771	120.9578	8.5	HKN28	BH
HKN28-BH-SC	241.8400	119.2387	11.5	HKN28	BH
HKN28-BH-SC	271.7500	150.5567	14.5	HKN28	BH
HKN28-BH-SC	271.7531	150.5601	17.5	HKN28	BH
HKN28-BH-SC	272.0000	150.8338	19.4	HKN28	BH
HKN28-BH-SC	212.9677	92.4674	22.7	HKN28	BH
HKN28-BH-SC	244.9107	122.2859	25.9	HKN28	BH
HKN28-BH-SC	288.2000	169.3359	28.9	HKN28	BH
HKN28-BH-SC	295.1700	177.6255	31.9	HKN28	BH
HKN28-BH-SC	273.7400	152.7698	33.8	HKN28	BH
HKN28-BH-SC	326.4977	217.3308	35.3	HKN28	BH
HKN28-BH-SC	257.9189	135.6212	37.0	HKN28	BH
HKN28-BH-SC	251.3100	128.7599	40.0	HKN28	BH
HKN28-BH-SC	257.9414	135.6448	43.0	HKN28	BH
HKN28-BH-SC	272.2703	151.1338	45.8	HKN28	BH
HKN28-BH-SC	306.6011	191.6498	49.5	HKN28	BH
HKN28-BH-SC	350.1183	249.9140	50.9	HKN28	BH
HKN28-BH-SC	377.2527	290.1520	52.3	HKN28	BH
HKN28-BH-SC	379.9400	294.3005	54.6	HKN28	BH
HKN28-BH-SC	335.7000	229.7543	57.1	HKN28	BH
HKN28-BH-SC	408.4400	340.1085	58.7	HKN28	BH
HKN33-BH-SA	195.6808	78.0652	14.1	HKN33	BH
HKN33-BH-SA	204.4574	85.2249	24.0	HKN33	BH
HKN33-BH-SA	245.0501	122.4252	34.0	HKN33	BH
HKN39-BH-SA	252.0000	129.4679	14.0	HKN39	BH
HKN39-BH-SA	306.3537	191.3407	18.0	HKN39	BH
HKN39-BH-SA	306.2630	191.2274	22.0	HKN39	BH
HKN39-BH-SA	349.8323	249.5059	28.0	HKN39	BH
HKN39-BH-SA	308.0000	193.4027	32.0	HKN39	BH
HKN47-BH-SA	319.0000	207.4638	9.5	HKN47	BH
HKN47-BH-SA	262.0000	139.9470	16.5	HKN47	BH
HKN47A-BH-SA	256.0000	133.6106	22.0	HKN47	BH
HKN48A-BH-SA	233.2700	110.9376	26.1	HKN48	BH
HKN48A-BH-SA	250.0100	127.4312	36.0	HKN48	BH
HKN67-BH-SA	259.1400	136.9083	23.0	HKN67	BH
HKN67-BH-SA	258.0000	135.7064	27.0	HKN67	BH
HKN67-BH-SA	331.0000	223.3660	36.0	HKN67	BH
HKN70-BH-SA	288.1500	169.2771	25.5	HKN70	BH
HKN70-BH-SA	304.3500	188.8459	34.5	HKN70	BH
HKN75-BH-SA	304.0000	188.4118	17.0	HKN75	BH
HKN75-BH-SA	271.0000	149.7268	23.9	HKN75	BH
HKN75-BH-SA	336.0000	230.1651	32.0	HKN75	BH
HKN75-BH-SA	380.0000	294.3935	41.6	HKN75	BH

In overall, we have a set of 570 measurements for Vs and Gmax. A very good data base to hopefully allow us to train some ML models. The following is a plot versus depth of Vs and Gmax and, as you could suspect, they are basically the same data 😄

plot_vs <- 
  ggplot(data_seis, aes(Vs, SCPT_DPTH)) +
  geom_point(alpha = 0.15, size = 5, color = gray_2) +
  scale_y_reverse() +
  coord_cartesian(expand = c(0, 0), xlim = c(0, NA), ylim = c(80, 0)) +
  labs(x = "Vs (m/s)")

plot_gmax <- 
  ggplot(data_seis, aes(Gmax, SCPT_DPTH)) +
  geom_point(alpha = 0.15, size = 5, color = gray_2) +
  scale_y_reverse() +
  coord_cartesian(expand = c(0, 0), xlim = c(0, NA), ylim = c(80, 0)) +
  labs(y = NULL) +
  labs(x = "Gmax (MPa)")

plot_vs | plot_gmax

Plot of measured Vs and Gmax vs depth.

3.4 Putting it all together

Up to this point, we have 2 data sets:

• data_corr: corrected CPTU data
• data_seis: seismic measurements data

Let’s merge these data sets into one comprehensive data set,data_all.

data_all <- data_corr %>% left_join(data_seis, by = c("LOCA_ID", "SCPT_DPTH", "LOCATION", "TYPE"))

# table
func_tbl(head(data_all, 100))

LOCA_ID	LOCA_NATE	LOCA_NATN	LOCA_FDEP	LOCA_WDEP	TYPE	LOCATION	LOCA_NR	SCPG_TESN	SCPT_DPTH	SCPT_RES	SCPT_FRES	SCPT_PWP2	SCPT_QT	SCPT_QNET	SCPT_BQ	UW	U0	SV0	SV0P	Fr	n	Qtn	Ic	Vs	Gmax
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.02	0.042	NA	NA	0.042	0.042	0.1835	NA	0.1962	NA	NA	NA	NA	NA	NA	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.04	0.080	NA	NA	0.080	0.080	0.1234	NA	0.3924	NA	NA	NA	NA	NA	NA	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.06	0.118	NA	NA	0.119	0.117	0.0633	NA	0.5886	NA	NA	NA	NA	NA	NA	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.08	0.157	8.353	1.9	0.157	0.156	0.0034	180.0658	0.7848	14.4053	13.6205	5.8579	1.0000	10.4692	3.1550	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.10	0.354	6.625	1.8	0.355	0.353	0.0016	14.9989	0.9810	1.4999	0.5189	1.8741	0.4686	41.3779	2.3797	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.12	0.527	7.500	1.9	0.528	0.526	0.0011	15.9117	1.1772	1.9094	0.7322	1.4256	0.4237	42.0036	2.3018	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.14	0.602	9.325	1.9	0.603	0.600	0.0011	16.0793	1.3734	2.2511	0.8777	1.5522	0.4399	47.9699	2.2785	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.16	0.705	11.149	1.9	0.706	0.703	0.0003	16.2833	1.5696	2.6053	1.0357	1.5850	0.4437	53.1292	2.2495	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.18	0.827	12.973	2.1	0.828	0.824	0.0005	16.4915	1.7658	2.9685	1.2027	1.5724	0.4418	57.8550	2.2187	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.20	0.941	14.797	2.3	0.942	0.938	0.0003	16.6598	1.9620	3.3320	1.3700	1.5764	0.4424	62.2881	2.1949	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.22	0.933	8.161	2.6	0.934	0.930	0.0003	17.0439	2.1582	3.7496	1.5914	0.8773	0.3686	42.5361	2.1779	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.24	0.988	7.077	2.9	0.989	0.984	0.0004	17.1829	2.3544	4.1239	1.7695	0.7186	0.3452	39.3975	2.1616	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.26	1.043	9.129	3.2	1.044	1.039	0.0005	17.1127	2.5506	4.4493	1.8987	0.8782	0.3746	45.6095	2.1525	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.28	1.097	9.944	3.5	1.099	1.093	0.0005	17.1281	2.7468	4.7959	2.0491	0.9088	0.3817	47.9608	2.1424	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.30	1.152	16.997	3.8	1.154	1.148	0.0006	16.8410	2.9430	5.0523	2.1093	1.4794	0.4499	64.8555	2.1637	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.32	1.298	23.855	4.3	1.300	1.294	0.0008	16.9810	3.1392	5.4339	2.2947	1.8427	0.4798	78.7888	2.1639	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.34	1.435	25.418	4.7	1.437	1.431	0.0009	17.1737	3.3354	5.8391	2.5037	1.7760	0.4735	81.6017	2.1419	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.36	1.356	25.986	5.1	1.358	1.351	0.0011	17.0699	3.5316	6.1451	2.6135	1.9222	0.4926	80.9929	2.1679	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.38	1.454	25.135	4.5	1.456	1.448	0.0005	17.1986	3.7278	6.5355	2.8077	1.7341	0.4777	79.4608	2.1432	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.40	1.551	23.319	4.8	1.553	1.545	0.0004	17.3852	3.9240	6.9541	3.0301	1.5083	0.4583	76.3612	2.1154	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.42	1.413	20.760	5.2	1.415	1.407	0.0006	17.2846	4.1202	7.2595	3.1393	1.4747	0.4657	70.1785	2.1366	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.44	1.467	19.153	5.1	1.469	1.460	0.0004	17.3809	4.3164	7.6476	3.3312	1.3106	0.4509	67.3920	2.1173	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.46	1.565	18.569	5.3	1.567	1.558	0.0004	17.5099	4.5126	8.0546	3.5420	1.1911	0.4374	66.8199	2.0942	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.48	1.615	19.665	5.6	1.617	1.608	0.0004	17.5439	4.7088	8.4211	3.7123	1.2225	0.4425	68.6936	2.0919	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.50	1.709	21.744	5.5	1.711	1.702	0.0003	17.5917	4.9050	8.7959	3.8909	1.2774	0.4479	72.4564	2.0859	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.52	1.792	22.870	5.6	1.794	1.784	0.0003	17.6566	5.1012	9.1814	4.0802	1.2814	0.4484	74.5021	2.0774	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.54	1.867	22.894	6.2	1.869	1.859	0.0003	17.7269	5.2974	9.5725	4.2751	1.2312	0.4434	74.8199	2.0650	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.56	1.958	20.578	6.9	1.961	1.950	0.0005	17.8429	5.4936	9.9920	4.4984	1.0547	0.4223	71.8799	2.0368	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.58	2.040	22.219	7.3	2.043	2.032	0.0007	17.8849	5.6898	10.3732	4.6834	1.0931	0.4273	74.7514	2.0329	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.60	2.146	24.133	7.1	2.149	2.137	0.0005	17.9378	5.8860	10.7627	4.8767	1.1286	0.4309	78.1345	2.0265	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.62	2.298	17.562	7.2	2.301	2.289	0.0005	18.1267	6.0822	11.2385	5.1563	0.7670	0.3773	69.6579	1.9667	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.64	2.483	14.796	7.4	2.486	2.474	0.0004	18.2644	6.2784	11.6892	5.4108	0.5980	0.3420	66.6476	1.9244	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.66	2.664	14.194	7.7	2.667	2.654	0.0004	18.3570	6.4746	12.1156	5.6410	0.5346	0.3248	67.0867	1.8972	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.68	2.737	16.143	8.2	2.741	2.727	0.0004	18.3669	6.6708	12.4895	5.8187	0.5916	0.3382	70.9207	1.8990	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.70	2.737	18.848	8.1	2.741	2.727	0.0005	18.3435	6.8670	12.8404	5.9734	0.6909	0.3611	74.9984	1.9147	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.72	2.806	20.620	8.5	2.809	2.795	0.0004	18.3593	7.0632	13.2187	6.1555	0.7375	0.3704	78.0265	1.9164	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.74	3.020	20.948	8.6	3.023	3.009	0.0004	18.4492	7.2594	13.6524	6.3930	0.6961	0.3593	80.3213	1.8918	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.76	3.139	20.423	8.8	3.143	3.128	0.0003	18.5004	7.4556	14.0603	6.6047	0.6527	0.3503	80.5363	1.8753	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.78	3.258	21.256	9.1	3.262	3.246	0.0004	18.5401	7.6518	14.4613	6.8095	0.6545	0.3501	82.6540	1.8666	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.80	3.340	21.331	9.9	3.344	3.328	0.0004	18.5692	7.8480	14.8554	7.0074	0.6407	0.3478	83.3699	1.8583	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.82	3.501	21.883	9.7	3.505	3.489	0.0005	18.6210	8.0442	15.2692	7.2250	0.6271	0.3434	85.4720	1.8442	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.84	3.700	22.757	9.8	3.704	3.687	0.0003	18.6816	8.2404	15.6926	7.4522	0.6170	0.3389	88.3448	1.8283	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.86	3.790	23.351	10.1	3.794	3.777	0.0003	18.7072	8.4366	16.0882	7.6516	0.6181	0.3395	89.8173	1.8228	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.88	3.813	23.533	10.1	3.818	3.800	0.0004	18.7137	8.6328	16.4680	7.8352	0.6190	0.3416	90.1272	1.8219	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.90	3.934	25.382	10.6	3.938	3.920	0.0003	18.7435	8.8290	16.8691	8.0401	0.6473	0.3470	93.4255	1.8198	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.92	4.103	27.063	10.4	4.107	4.089	0.0002	18.7873	9.0252	17.2843	8.2591	0.6617	0.3485	96.9034	1.8123	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.94	4.278	28.748	10.5	4.283	4.264	0.0003	18.8319	9.2214	17.7019	8.4805	0.6740	0.3495	100.3898	1.8043	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.96	4.476	29.480	10.8	4.481	4.462	0.0003	18.8814	9.4176	18.1262	8.7086	0.6606	0.3451	102.9522	1.7903	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	0.98	4.715	31.386	10.7	4.720	4.700	0.0002	18.9375	9.6138	18.5587	8.9449	0.6676	0.3442	107.2181	1.7787	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.00	4.920	34.754	11.5	4.925	4.905	0.0003	18.9834	9.8100	18.9834	9.1734	0.7084	0.3507	112.6543	1.7768	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.02	5.202	37.137	11.3	5.207	5.187	0.0002	19.0449	10.0062	19.4258	9.4196	0.7159	0.3495	117.6865	1.7644	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.04	5.817	38.289	11.0	5.822	5.801	0.0001	19.1655	10.2024	19.9322	9.7298	0.6599	0.3311	124.6693	1.7231	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.06	6.515	39.136	10.8	6.520	6.499	0.0001	19.2820	10.3986	20.4389	10.0403	0.6021	0.3111	131.9771	1.6794	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.08	7.176	41.300	10.8	7.180	7.159	0.0000	19.3793	10.5948	20.9296	10.3348	0.5769	0.2992	140.2098	1.6473	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.10	7.862	44.539	10.7	7.866	7.844	0.0000	19.4737	10.7910	21.4211	10.6301	0.5678	0.2916	149.7395	1.6202	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.12	8.598	47.545	10.3	8.603	8.581	-0.0001	19.5646	10.9872	21.9124	10.9252	0.5541	0.2829	159.3944	1.5922	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.14	9.299	49.895	10.6	9.303	9.281	-0.0001	19.6400	11.1834	22.3896	11.2062	0.5376	0.2743	167.9473	1.5662	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.16	9.897	52.393	10.9	9.901	9.878	-0.0001	19.7003	11.3796	22.8524	11.4728	0.5304	0.2693	175.6852	1.5471	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.18	10.383	55.959	11.0	10.387	10.364	-0.0001	19.7519	11.5758	23.3072	11.7314	0.5400	0.2699	183.4690	1.5370	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.20	10.780	58.623	11.4	10.785	10.761	-0.0001	19.7927	11.7720	23.7512	11.9792	0.5448	0.2700	189.4694	1.5285	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.22	11.292	62.043	11.8	11.297	11.273	0.0000	19.8432	11.9682	24.2087	12.2405	0.5504	0.2697	197.1945	1.5178	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.24	11.782	65.786	11.8	11.787	11.762	-0.0001	19.8899	12.1644	24.6635	12.4991	0.5593	0.2705	204.9601	1.5093	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.26	12.103	69.963	11.9	12.108	12.083	0.0000	19.9247	12.3606	25.1051	12.7445	0.5790	0.2752	211.4802	1.5087	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.28	12.272	73.633	12.7	12.278	12.252	0.0000	19.9469	12.5568	25.5321	12.9753	0.6010	0.2811	215.9985	1.5123	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.30	12.353	74.923	13.0	12.358	12.332	0.0000	19.9558	12.7530	25.9425	13.1895	0.6075	0.2836	217.4845	1.5132	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.32	12.334	75.408	13.7	12.340	12.314	0.0000	19.9559	12.9492	26.3418	13.3926	0.6124	0.2861	217.3240	1.5158	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.34	12.337	74.820	14.2	12.343	12.317	0.0001	19.9541	13.1454	26.7385	13.5931	0.6075	0.2861	216.4514	1.5148	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.36	12.314	73.723	14.4	12.320	12.293	0.0001	19.9493	13.3416	27.1311	13.7895	0.5997	0.2855	214.9147	1.5134	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.38	12.318	70.393	14.6	12.324	12.297	0.0001	19.9382	13.5378	27.5147	13.9769	0.5725	0.2799	211.7553	1.5050	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.40	12.381	67.165	14.4	12.387	12.359	0.0000	19.9321	13.7340	27.9049	14.1709	0.5434	0.2731	209.2141	1.4945	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.42	12.519	65.149	14.6	12.525	12.498	0.0000	19.9334	13.9302	28.3055	14.3753	0.5213	0.2675	208.4161	1.4843	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.44	12.759	62.575	14.8	12.765	12.737	0.0000	19.9390	14.1264	28.7121	14.5857	0.4913	0.2587	208.0253	1.4688	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.46	13.176	61.168	14.6	13.182	13.153	0.0000	19.9585	14.3226	29.1394	14.8168	0.4651	0.2496	210.2499	1.4505	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.48	13.387	62.468	15.1	13.393	13.364	0.0000	19.9752	14.5188	29.5633	15.0445	0.4675	0.2504	213.1266	1.4472	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.50	13.595	62.525	15.1	13.601	13.571	0.0000	19.9869	14.7150	29.9803	15.2653	0.4607	0.2483	214.8235	1.4406	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.52	13.930	63.519	14.9	13.937	13.907	0.0000	20.0094	14.9112	30.4142	15.5030	0.4568	0.2465	218.5252	1.4324	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.54	14.203	66.689	15.1	14.209	14.178	0.0000	20.0369	15.1074	30.8569	15.7495	0.4704	0.2505	223.5931	1.4325	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.56	14.161	68.592	15.9	14.168	14.137	0.0000	20.0398	15.3036	31.2621	15.9585	0.4852	0.2564	224.6319	1.4394	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.58	13.991	72.540	16.6	13.998	13.967	0.0001	20.0450	15.4998	31.6710	16.1712	0.5194	0.2683	226.0740	1.4560	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.60	13.952	74.008	17.2	13.959	13.928	0.0000	20.0480	15.6960	32.0769	16.3809	0.5314	0.2730	226.5779	1.4617	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.62	14.017	73.772	17.0	14.024	13.992	0.0000	20.0513	15.8922	32.4831	16.5909	0.5273	0.2727	226.6953	1.4593	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.64	14.039	74.270	16.8	14.046	14.013	0.0000	20.0539	16.0884	32.8884	16.8000	0.5300	0.2744	226.9853	1.4604	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.66	14.028	73.398	17.4	14.036	14.003	0.0000	20.0502	16.2846	33.2833	16.9987	0.5242	0.2740	225.9102	1.4588	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.68	14.062	75.740	17.5	14.070	14.037	0.0000	20.0601	16.4808	33.7009	17.2201	0.5396	0.2791	227.7086	1.4644	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.70	14.200	77.041	17.7	14.207	14.174	0.0000	20.0729	16.6770	34.1240	17.4470	0.5436	0.2806	229.6682	1.4636	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.72	14.367	78.592	18.0	14.374	14.340	0.0000	20.0869	16.8732	34.5495	17.6763	0.5481	0.2820	232.0857	1.4625	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.74	14.492	82.171	18.4	14.500	14.466	0.0001	20.1058	17.0694	34.9841	17.9147	0.5681	0.2876	235.5175	1.4680	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.76	14.641	85.061	18.5	14.649	14.614	0.0001	20.1233	17.2656	35.4171	18.1515	0.5821	0.2915	238.6111	1.4708	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.78	14.891	88.163	18.7	14.899	14.864	0.0000	20.1474	17.4618	35.8625	18.4007	0.5932	0.2940	242.7829	1.4708	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.80	15.179	89.238	18.8	15.187	15.151	0.0000	20.1656	17.6580	36.2980	18.6400	0.5890	0.2926	245.9571	1.4645	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.82	15.485	90.397	18.6	15.493	15.457	0.0000	20.1844	17.8542	36.7357	18.8815	0.5849	0.2911	249.3566	1.4581	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.84	15.789	91.335	18.9	15.797	15.761	0.0000	20.2022	18.0504	37.1720	19.1216	0.5795	0.2894	252.5834	1.4513	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.86	15.922	93.060	19.1	15.930	15.893	0.0000	20.2136	18.2466	37.5972	19.3506	0.5856	0.2913	254.6259	1.4518	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.88	15.972	95.666	19.3	15.980	15.943	0.0000	20.2237	18.4428	38.0205	19.5777	0.6001	0.2956	256.3731	1.4569	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.90	16.010	97.585	19.4	16.018	15.980	0.0000	20.2314	18.6390	38.4396	19.8006	0.6107	0.2990	257.5260	1.4607	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.92	16.026	99.242	20.4	16.034	15.996	0.0001	20.2376	18.8352	38.8562	20.0210	0.6205	0.3022	258.2658	1.4645	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.94	15.981	99.195	20.8	15.990	15.952	0.0001	20.2342	19.0314	39.2543	20.2229	0.6219	0.3037	257.3780	1.4663	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.96	15.783	98.169	21.0	15.791	15.753	0.0001	20.2209	19.2276	39.6329	20.4053	0.6232	0.3058	254.3497	1.4707	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	1.98	15.486	94.687	21.2	15.494	15.455	0.0001	20.1947	19.4238	39.9855	20.5617	0.6127	0.3057	248.9104	1.4724	NA	NA
HKN01-PCPT	589266.1	5852097	41.03	23.7	PCPT	HKN01	01	1	2.00	15.054	91.106	21.9	15.063	15.024	0.0001	20.1604	19.6200	40.3209	20.7009	0.6065	0.3073	242.0752	1.4782	NA	NA

4 MODELS

Here we start to build and train our models to predict Gmax. As previously mentioned, we aim to build a stacked ML model here, meaning that we are gong to blend several models together.

4.1 Basic setup and data preparation

The models are obviously going to be trained using those data points where Gmax are present, so we need to extract this portion of the data from the overall dataset. But first, let’s see if locations with Gmax measurements fully represent the whole site, i.e. if all the spectra of ground properties is covered.

data_all <- 
  data_all %>%
  mutate(
    YES_NO = case_when(
      LOCA_ID %in% c(levels(data_seis$LOCA_ID)) ~ "with Gmax",
      TRUE ~ "without Gmax")
  )

plot_qc <- 
  ggplot(data_all, aes(SCPT_RES, SCPT_DPTH)) +
  geom_point(alpha = 0.05, size = 1, aes(color = YES_NO)) +
  scale_y_reverse() +
  facet_wrap(~YES_NO, ncol = 1) +
  coord_cartesian(expand = c(0, 0), ylim = c(80, 0)) +
  scale_color_manual(values = c(col_r, col_y)) +
  theme(legend.position = "none") +
  labs(x = "qc (MPa)")

hist_qc <- 
  ggplot(data_all, aes(SCPT_RES)) +
  geom_histogram(alpha = 0.5, aes(y =..density.., fill = YES_NO)) +
  facet_wrap(~YES_NO, scales = "free_y", ncol = 1) +
  coord_cartesian(expand = c(0, 0)) +
  scale_fill_manual(values = c(col_r, col_y)) +
  theme(legend.position = "none") +
  stat_function(data = data_all,
                aes(SCPT_RES),
                fun = dnorm,
                n = 200,
                args = list(mean = mean(data_all$SCPT_RES, na.rm = TRUE),
                            sd = sd(data_all$SCPT_RES, na.rm = TRUE)),
                colour = gray_2,
                size = 2,
                alpha = 0.5) +
  labs(x = "qc (MPa)")

hist_ic <- 
  ggplot(data_all, aes(Ic)) +
  geom_histogram(alpha = 0.5, aes(y =..density.., fill = YES_NO)) +
  facet_wrap(~YES_NO, scales = "free_y", ncol = 1) +
  coord_cartesian(expand = c(0, 0)) +
  scale_fill_manual(values = c(col_r, col_y)) +
  theme(legend.position = "none") +
  stat_function(data = data_all,
                aes(Ic),
                fun = dnorm,
                n = 200,
                args = list(mean = mean(data_all$Ic, na.rm = TRUE),
                            sd = sd(data_all$Ic, na.rm = TRUE)),
                colour = gray_2,
                size = 2,
                alpha = 0.5) +
  labs(x = "Ic (-)")

plot_qc | hist_qc | hist_ic

Plot of qc vs depth and histograms of qc and Ic for locations with and without Gmax measurements.

The gray line in the above plot shows the theoretical normal distribution of qc and Ic for all the data (with and without Gmax) and it can be used as a reference. It looks like the whole site is well covered with SCPT tests, except that maybe we have relatively less SCPTs in the deep layers (~ higher qc values).

The next graph shows that there is actually a “gap” in the SCPT measurements after the depth of 20m.

ggplot(data_all, aes(y = SCPT_DPTH)) +
  geom_histogram(alpha = 0.5, aes(x =..density.., fill = YES_NO)) +
  facet_wrap(~YES_NO, scales = "free_x", ncol = 2) +
  coord_cartesian(expand = c(0, 0), ylim = c(80, 0)) +
  scale_fill_manual(values = c(col_r, col_y)) +
  theme(legend.position = "none") +
  scale_y_reverse() +
  labs(x = "Density (quantity) of measurements")

Distribution of measurements along the depth for locations with and without Gmax measurements.

Now we prepare the data we are going to use for our models. Let’s first try to sync Gmax measurements to other CPTU measurements.

As mentioned in the section on seismic measurements, Vs and Gmax data represent discrete measurements over 0.5m thickness of the test point, i.e. these data don’t actually represent a point but some considerable soil volume. Since our aim is to find a relationship between Gmax and other parameters measured during a PCPT test, it makes sense to transform all parameters in such a way that each data point represents the properties of the ground for a thickness of 0.5m. In other words, for these parameters we have to somehow compute a moving average with a window of 0.5m (25 data points within one window).

# transform the data for syncing
data_corr_ml <- 
  data_corr %>%
  # correcting an unconsistency in depth data
  mutate(SCPT_DPTH = SCPT_DPTH * 100) %>%
  mutate(Depth = case_when(
    SCPT_DPTH %% 2 == 0 ~ round(SCPT_DPTH / 100, 1),
    SCPT_DPTH %% 2 != 0 ~ round((SCPT_DPTH + 1) / 100, 1)
  )) %>%
  mutate(SCPT_DPTH = SCPT_DPTH / 100) %>%
  # keeping relevant parameters
  select(-c(
    LOCA_NR,
    LOCA_NATE,
    LOCA_NATN,
    LOCA_FDEP,
    LOCA_WDEP,
    TYPE,
    LOCATION,
    SCPG_TESN,
    n,
    SV0,
    U0,
    Fr,
    SCPT_QT,
    SCPT_QNET,
    SCPT_PWP2
  )) %>%
  # moving average
    group_by(LOCA_ID) %>%
    mutate(
      SCPT_RES = round(slide_dbl(SCPT_RES, ~mean(.x), .before = 12, .after = 12), 4),
      SCPT_FRES = round(slide_dbl(SCPT_FRES, ~mean(.x), .before = 12, .after = 12), 4),
      SCPT_BQ = round(slide_dbl(SCPT_BQ, ~mean(.x), .before = 12, .after = 12), 4),
      UW = round(slide_dbl(UW, ~mean(.x), .before = 12, .after = 12), 4),
      SV0P = round(slide_dbl(SV0P, ~mean(.x), .before = 12, .after = 12), 4),
      Qtn = round(slide_dbl(Qtn, ~mean(.x), .before = 12, .after = 12), 4),
      Ic = round(slide_dbl(Ic, ~mean(.x), .before = 12, .after = 12), 4)
      ) %>%
    ungroup()

data_seis_ml <- 
  data_seis %>% rename(Depth = SCPT_DPTH)

# create ML models data
data_ml <- 
  data_seis_ml %>% 
  left_join(data_corr_ml, by = c("LOCA_ID", "Depth")) %>%
  distinct(LOCA_ID, Gmax, .keep_all = TRUE) %>%
  select(-c(LOCA_ID, Vs, SCPT_DPTH, LOCATION, TYPE)) %>%
  # few corrections
  fill(SCPT_FRES, UW, SV0P, Qtn, Ic, .direction = "down") %>%
  filter(Ic != "NaN")
  
func_tbl(data_ml)

Gmax	Depth	SCPT_RES	SCPT_FRES	SCPT_BQ	UW	SV0P	Qtn	Ic
59.4335	1.5	4.6501	42.0712	-0.0041	18.7152	12.9652	106.7916	1.8826
24.3470	2.5	4.7422	26.0039	-0.0352	18.9299	22.4336	87.8440	1.8002
69.2142	3.5	4.0227	25.6598	-0.0207	18.7621	30.9679	71.7999	1.9133
72.9922	4.5	7.4858	67.9980	0.0005	19.4758	43.1000	114.6508	1.8413
88.1149	5.5	10.1776	96.9640	0.0001	19.8479	54.8180	137.6407	1.7938
131.2674	6.5	8.2398	68.2256	-0.0261	19.5582	62.9617	103.7309	1.8444
98.8177	7.5	9.6092	105.8078	-0.0011	19.8167	74.6567	112.4808	1.9027
108.7968	8.5	9.9510	98.3581	-0.0036	19.8331	84.7968	107.8393	1.8860
99.3361	9.5	11.7670	91.9392	-0.0007	19.9693	96.1131	118.3072	1.7898
120.7267	10.5	13.8898	119.3375	-0.0010	20.1869	108.5422	130.2016	1.7839
133.9468	11.5	15.5704	106.5016	-0.0196	20.2142	119.2480	137.4440	1.7123
134.2937	12.5	23.1298	174.9552	-0.0009	20.7153	135.8870	192.6460	1.6200
267.8288	13.5	24.2739	198.5845	-0.0011	20.8058	147.9982	191.5250	1.6462
190.7619	14.5	23.0603	190.2916	-0.0010	20.7552	158.2706	173.2083	1.6791
152.4686	15.5	23.6262	187.0072	-0.0009	20.7603	169.3032	169.8332	1.6753
220.1252	16.5	33.0621	250.5914	-0.0028	21.1167	185.8820	228.9997	1.5655
289.2411	17.5	34.3040	268.0275	-0.0043	21.1716	198.1388	227.0027	1.5795
203.5156	18.6	23.7687	210.6994	-0.0038	20.8249	204.4406	146.5749	1.7553
159.6885	19.5	20.6980	179.4586	-0.0022	20.6534	210.7988	122.8484	1.8067
249.0662	21.0	32.3768	252.2162	-0.0025	21.1099	236.8456	184.8754	1.6417
249.6167	22.4	45.3239	313.0618	-0.0031	21.4079	259.3305	252.7901	1.5063
242.6465	23.1	44.9213	284.7651	-0.0030	21.3421	265.9235	247.4560	1.4841
34.3002	1.5	23.7226	121.9929	-0.0001	20.5749	15.7240	357.6059	1.3046
68.0265	2.5	20.2697	133.5469	-0.0002	20.5097	26.3223	306.9982	1.4307
89.3734	3.5	22.5044	130.0773	0.0000	20.5692	37.2256	307.6228	1.3890
156.6271	4.5	17.1247	111.6582	-0.0002	20.2775	46.6465	228.8674	1.5378
59.3580	5.5	2.6662	57.1022	0.0300	17.9632	44.5415	47.5396	2.3853
64.7894	6.5	3.3030	55.8459	-0.0386	18.3213	54.9907	48.6454	2.3180
82.9262	7.5	2.8716	65.8256	-0.0366	18.0260	61.3036	40.0963	2.4695
99.0368	8.5	2.2917	53.8690	0.1201	17.8337	67.8739	31.5919	2.5320
109.1494	9.5	2.5253	48.1976	0.1246	17.9654	77.1553	30.9847	2.4876
99.8577	10.5	3.5749	71.6992	-0.0005	18.4444	90.3418	36.9852	2.4551
99.9389	11.5	5.3154	64.9650	-0.0476	19.0097	105.3944	48.3138	2.2377
110.1417	12.5	5.5382	65.7036	-0.0201	19.1094	115.8533	47.3308	2.2280
110.2182	13.5	7.3021	82.3035	-0.0008	19.4711	130.0213	58.3019	2.1385
110.2086	14.5	8.1978	90.1296	0.0004	19.6245	141.9247	61.4687	2.1091
215.5209	15.5	11.6758	117.4964	0.0002	20.0356	158.0865	82.6845	1.9820
216.4633	16.5	2.7658	121.4754	0.0748	17.8108	131.5795	19.2692	2.8757
100.8882	17.5	7.3571	140.5481	-0.0622	19.2327	164.4025	45.6341	2.4506
156.0690	18.5	14.9121	200.2026	0.0002	20.3728	194.7500	89.4748	2.0617
288.5758	19.5	25.8114	250.7255	-0.0002	20.9750	217.0480	151.9083	1.7695
288.5349	21.0	28.3949	262.6784	-0.0001	21.0573	235.7577	157.8174	1.7440
403.0469	22.4	37.7783	359.3725	-0.0003	21.4166	259.5227	199.2672	1.6786
49.0945	1.5	5.2448	37.5701	0.0005	18.9929	13.3542	112.2636	1.7943
45.8960	2.5	4.6678	41.2507	0.0006	18.8988	22.3916	95.1783	1.8995
62.7578	3.5	5.8607	62.9487	0.0007	19.1790	32.3878	105.2324	1.9220
72.5458	4.5	4.2402	51.9290	0.0014	18.7797	39.9806	73.1468	2.0792
70.8966	5.5	4.3490	53.5973	0.0016	18.8219	49.2056	67.2042	2.1077
71.8885	6.5	3.8483	62.9218	0.0000	18.6289	56.9521	55.9097	2.2476
119.0501	7.5	4.0014	197.5705	0.0426	18.5495	65.1781	56.9334	2.5670
79.5637	8.5	2.6787	89.8945	0.1997	18.0091	69.3813	37.9461	2.5511
170.2655	9.5	27.4877	265.4300	0.0001	21.0437	106.2816	263.4874	1.5984
225.3408	10.5	27.7719	283.9186	0.0001	21.0910	117.9965	251.3258	1.6323
157.3577	11.5	34.5284	354.9089	0.0000	21.3614	132.3811	294.1442	1.5894
147.2619	12.5	34.0945	344.2132	0.0000	21.3370	143.6310	276.5388	1.6007
222.8399	13.5	29.6356	309.9192	0.0000	21.1769	152.9885	229.0208	1.6715
121.5056	14.5	22.1644	243.8926	0.0001	20.8589	159.7713	162.6312	1.7863
169.0422	15.5	30.2787	307.3704	0.0000	21.1939	175.9943	212.7441	1.6788
169.1009	16.5	22.9218	267.2932	-0.0001	20.9346	182.8839	151.5365	1.8253
150.8782	17.5	26.4654	269.5689	0.0001	21.0329	195.7305	169.4850	1.7492
100.6942	18.5	27.5108	281.1793	0.0001	21.0821	207.8623	168.3445	1.7526
135.1266	19.5	27.7355	312.6562	-0.0001	21.1466	220.3678	160.3591	1.7988
150.7020	21.0	29.7512	304.5440	0.0000	21.1780	238.2756	163.2983	1.7627
150.7841	22.5	8.4894	101.5637	0.0539	19.4616	216.8696	42.6005	2.3403
206.3337	24.0	22.3640	218.3195	-0.0011	20.8061	263.4683	107.8369	1.8843
110.8037	25.5	17.1827	159.1684	0.0003	20.4691	271.3824	77.5578	1.9826
193.6036	27.0	20.6120	178.2000	0.0001	20.6508	292.2645	89.2074	1.9161
150.8889	28.5	22.5397	171.0136	-0.0027	20.6700	309.1110	94.1861	1.8664
203.7604	30.0	19.5572	168.9408	0.0002	20.5912	323.0091	74.8851	1.9772
253.3832	31.5	23.5958	185.7389	-0.0003	20.7555	344.3313	87.8583	1.9000
226.5625	33.0	27.5696	222.4335	-0.0005	20.9503	367.1898	97.6686	1.8656
184.2822	34.5	23.5588	211.1030	-0.0012	20.8188	379.3506	76.5823	1.9824
206.4635	36.0	21.0008	191.9874	0.0001	20.7041	391.7648	63.6707	2.0523
173.4857	37.5	12.8982	121.8695	-0.0084	20.1372	386.8585	35.2081	2.2771
260.8986	39.0	21.6497	257.5035	-0.0280	20.8591	430.4860	55.2524	2.1666
276.8295	40.4	28.2133	195.2344	-0.0133	20.8841	446.7253	79.2343	1.9055
264.7636	42.0	25.7795	191.9655	-0.0095	20.8181	461.8998	67.1377	1.9766
249.3616	43.5	29.1523	191.9655	-0.0089	20.8181	461.8998	67.1377	1.9766
81.3864	15.5	16.2120	127.2218	-0.0043	20.2586	161.5959	116.1830	1.8130
189.7460	16.5	25.5622	213.6983	-0.0006	20.8802	181.9932	174.9484	1.6798
150.7750	17.5	21.6142	195.6571	-0.0003	20.7254	190.3586	139.9942	1.7756
168.9925	18.5	15.3326	150.4898	0.0001	20.3538	194.4196	93.6893	1.9331
190.6542	19.5	20.4869	186.6774	-0.0002	20.6564	210.8772	120.8824	1.8313
249.1346	21.0	42.9940	312.0923	-0.0015	21.3714	242.3119	251.6332	1.5136
217.3819	22.5	49.1268	335.7208	-0.0037	21.4856	262.2284	274.6874	1.4753
249.1697	24.0	21.0291	170.2413	-0.0015	20.6282	259.1809	103.9591	1.8503
190.9413	25.5	28.2695	228.3676	-0.0007	20.9595	283.8413	133.6992	1.7656
217.3576	27.0	22.9289	192.3451	0.0000	20.7545	295.0551	100.5214	1.8613
249.2252	27.8	32.9992	192.3451	-0.0001	20.7545	295.0551	100.5214	1.8613
31.8807	1.5	6.0052	34.5920	0.0002	19.1658	13.6869	117.7599	1.7137
57.4813	2.5	6.6618	43.2877	-0.0088	19.3060	23.3611	120.1000	1.7343
79.9428	3.5	9.1045	147.2663	-0.0040	19.8165	34.6321	157.4028	1.8918
62.3486	4.5	11.6786	77.3862	0.0002	19.9152	45.0764	163.7162	1.6338
88.2042	5.5	13.5751	100.7708	0.0002	20.1136	56.2576	175.4082	1.6426
69.9413	6.5	13.4038	117.9726	0.0002	20.1512	66.7949	162.8763	1.7173
94.7849	7.5	11.7684	102.0163	0.0002	19.9974	75.8960	134.8826	1.7737
76.7410	8.5	6.8862	63.9253	-0.0006	19.3826	80.8778	77.0520	1.9842
99.5202	9.5	7.2654	55.4007	0.0003	19.4214	90.8421	75.3153	1.9431
133.6348	10.5	8.9051	67.4282	0.0001	19.6515	102.8443	85.6036	1.8947
149.4708	11.5	19.9212	142.4484	-0.0014	20.5157	122.5646	175.7999	1.6373
120.7423	12.5	10.9289	80.8408	0.0000	19.8748	125.3113	92.7264	1.8608
113.9154	13.5	19.0157	135.7888	-0.0006	20.4728	143.4124	151.8136	1.6815
150.1022	14.5	15.6884	116.5281	-0.0007	20.2707	151.1464	119.1154	1.7767
134.8694	15.5	24.4379	173.0136	-0.0028	20.7427	168.9238	177.3114	1.6283
150.9378	30.0	11.5290	106.0913	0.0004	19.9998	305.2923	42.2231	2.2023
168.7635	31.5	8.9085	82.5336	0.0004	19.6843	310.6179	30.1181	2.3362
111.0846	33.0	6.4340	55.8446	0.0010	19.3175	313.3691	19.9129	2.4776
190.9054	34.5	9.8727	95.0104	0.0006	19.8272	345.2079	29.5444	2.3488
289.4326	36.0	14.2510	151.0795	-0.0001	20.2792	376.4716	41.6413	2.2406
191.0376	37.5	18.3101	145.6029	-0.0044	20.4764	399.5592	53.2332	2.0808
151.0453	39.0	16.5269	124.3730	-0.0003	20.3471	410.5260	45.4099	2.1274
150.9881	40.5	14.2215	134.1737	-0.0108	20.2405	422.0344	34.9885	2.2843
249.5698	42.0	14.9753	156.1348	-0.0081	20.2096	436.4046	36.2253	2.3445
253.4694	43.5	8.3910	130.7127	-0.0162	19.6825	429.0233	17.7318	2.6725
298.9040	45.0	9.9432	104.3696	-0.0250	19.7101	445.1704	21.0471	2.5596
268.7162	46.5	17.0705	145.3450	-0.0018	20.4289	493.3544	35.2988	2.2524
339.9621	48.0	26.2054	202.0019	-0.0018	20.8700	530.4409	54.9185	2.0623
217.2417	49.5	21.8349	179.1871	-0.0013	20.6948	538.3572	42.0440	2.1781
313.4562	51.0	35.3354	246.5328	-0.0100	21.1380	577.2796	71.0525	1.9441
217.7610	52.5	23.5652	142.6150	-0.0123	20.6319	567.7222	44.0565	2.0927
97.5032	1.5	19.9771	122.9661	-0.0002	20.4630	15.5709	324.5858	1.3933
110.5100	2.5	26.2990	179.9102	-0.0004	20.8067	27.0467	388.9560	1.3754
100.4590	3.5	13.0956	89.2421	0.0000	20.0450	35.4301	195.2556	1.5802
111.7380	4.5	17.3624	148.7193	0.0001	20.4431	47.4222	237.5801	1.5907
116.4142	5.5	19.6478	185.6014	0.0000	20.6285	59.0820	247.8343	1.6099
118.7287	6.5	19.5172	189.3094	0.0000	20.6366	69.9438	229.9917	1.6401
143.0190	7.5	21.3486	216.4243	-0.0005	20.7649	81.7312	233.8569	1.6504
137.3313	8.5	18.4580	196.6550	0.0000	20.6136	91.4004	191.5580	1.7251
143.6352	9.5	21.0000	205.2877	-0.0004	20.7264	103.2632	203.9164	1.6805
160.8317	10.5	17.9243	198.3381	-0.0011	20.5960	112.8291	164.5273	1.7833
124.3309	11.5	15.2966	188.4097	-0.0004	20.4456	121.8784	132.7591	1.8833
142.5334	12.5	10.9575	144.9216	-0.0093	20.0174	127.1657	90.4791	2.0308
113.9154	13.5	10.4882	102.2522	-0.0001	19.8965	135.7585	83.2088	1.9709
131.1068	14.5	10.0564	109.8600	-0.0007	19.8731	145.5065	75.0451	2.0385
92.1298	15.5	10.8456	123.8921	0.0003	19.9817	157.2679	76.1770	2.0438
135.0202	16.5	10.2579	84.3002	0.0000	19.8260	164.6552	70.0528	1.9895
110.6689	17.5	6.1023	69.2341	0.0007	19.2652	164.8943	38.8115	2.2834
138.3385	18.5	6.8420	66.8773	0.0005	19.3873	176.6168	41.5519	2.2231
100.6789	19.5	8.2477	76.8750	0.0004	19.6047	190.4143	47.8257	2.1587
121.8357	21.0	9.0534	79.2719	0.0003	19.6916	207.1378	49.0757	2.1394
191.1984	22.5	9.0749	81.2397	0.0003	19.7080	222.3177	45.7201	2.1669
190.5466	24.0	13.8709	107.4444	0.0002	20.1550	247.8741	67.5187	1.9886
101.1214	25.5	8.3552	94.5640	0.0004	19.6611	250.8076	35.6825	2.3136
135.5005	27.0	8.0368	90.5255	0.0005	19.6130	264.2856	32.0139	2.3529
169.0314	28.5	12.7826	114.2394	0.0002	20.1048	292.9774	50.3918	2.1315
143.0298	30.0	11.6284	95.3179	0.0003	19.9745	304.5406	43.2637	2.1678
154.5160	31.5	14.5221	95.3179	0.0001	19.9745	304.5406	43.2637	2.1678
99.7299	1.5	16.0517	79.6577	-0.0001	20.1670	15.1375	251.3396	1.4061
121.0839	2.5	18.9004	108.0141	0.0000	20.3829	26.0151	281.2156	1.4139
81.7722	3.5	14.8260	101.8380	0.0001	20.1788	35.8616	218.0984	1.5522
85.5211	4.5	6.7962	52.5124	-0.0021	19.3295	42.4841	103.6065	1.8356
68.8852	5.5	9.8461	95.0684	-0.0057	19.7992	54.5490	133.4935	1.8113
89.3727	6.5	9.7785	105.2619	-0.0015	19.8172	64.6178	123.4419	1.8688
74.4530	7.5	6.7402	71.1353	-0.0016	19.3566	71.2493	81.3806	1.9998
83.2384	8.5	4.5817	46.8512	0.0018	18.9008	76.9177	53.2968	2.1407
53.4435	9.5	9.3602	141.3272	-0.0131	19.8265	94.7959	94.1220	2.0431
109.0977	10.5	7.2647	84.4252	-0.0396	19.4259	100.5593	69.4186	2.0850
95.4366	11.5	7.6573	87.1629	-0.0050	19.5401	111.5177	68.9188	2.0748
77.6267	12.2	6.5415	66.9394	-0.0198	19.3205	115.6464	56.6491	2.1154
56.5051	12.5	7.5644	63.0841	-0.0295	19.4617	120.2740	63.8960	2.0282
80.6549	13.5	8.5847	87.2114	-0.0052	19.6626	132.5254	68.2659	2.0502
71.9451	14.5	9.2649	102.1534	-0.0010	19.7768	144.0218	69.2434	2.0680
94.8113	15.5	8.3816	93.8025	-0.0056	19.6516	152.0471	59.2076	2.1284
100.6564	16.5	16.1311	129.8951	-0.0071	20.3146	172.8203	110.1895	1.8350
168.6864	17.5	24.6272	164.1959	-0.0015	20.7269	190.4948	164.6285	1.6354
168.7593	18.5	22.7740	154.8149	-0.0013	20.6500	199.9938	145.2526	1.6836
121.9083	19.5	17.4424	130.3404	-0.0071	20.3920	205.8228	104.4863	1.8235
92.3672	21.0	11.6921	79.5312	-0.0003	19.9317	212.0518	65.3279	1.9684
78.0342	22.5	9.4562	60.6750	-0.0003	19.6926	221.8683	49.1336	2.0626
99.2858	24.0	9.2365	65.8236	-0.0001	19.6858	236.5357	44.3960	2.1251
135.4255	25.5	19.1188	131.1308	-0.0001	20.4673	271.2341	90.3178	1.8524
239.3520	27.0	25.3029	197.4485	-0.0044	20.8086	296.4194	113.8148	1.8168
190.9878	28.5	22.9223	172.3248	-0.0002	20.6990	309.7989	96.1809	1.8540
223.4874	30.0	27.4699	217.4909	-0.0036	20.9294	333.0151	109.1655	1.8255
239.4079	31.4	34.9556	246.4174	-0.0029	21.1382	355.1437	136.9591	1.7128
249.5782	32.9	30.7288	145.6142	-0.0126	20.7956	360.8944	120.0501	1.6670
289.4090	34.5	30.4552	157.1533	-0.0031	20.8356	379.8396	111.3204	1.7073
239.4498	36.0	27.9628	138.2590	-0.0024	20.7305	392.5881	96.8392	1.7480
229.7132	37.0	20.0545	138.2590	-0.0034	20.7305	392.5881	96.8392	1.7480
27.8220	1.5	2.1774	27.8778	0.0130	17.3501	11.1095	66.5963	2.1843
67.3852	2.5	12.6098	69.4233	-0.0001	19.9334	24.9299	197.3994	1.5258
42.4219	3.5	4.9410	49.1307	0.0008	18.9136	31.4396	90.2437	1.9642
55.6123	4.5	2.7939	25.7175	0.0015	18.3191	37.9569	50.2709	2.1339
68.7943	5.5	4.9996	44.1036	0.0006	18.9978	50.1466	73.8177	1.9877
81.9356	6.5	5.2988	50.1860	0.0007	19.0754	59.8536	71.3444	2.0160
64.9591	7.5	4.5000	44.9389	0.0009	18.8791	67.6465	56.8936	2.1113
108.8514	8.5	3.3156	36.9263	0.0019	18.4979	73.5094	39.9917	2.2662
166.8324	9.5	5.2483	45.4285	-0.0017	19.0456	87.3480	55.7358	2.0897
133.7541	10.5	8.6090	83.0872	0.0000	19.6574	103.0022	82.5830	1.9704
123.0854	11.5	9.0885	81.9675	-0.0006	19.7082	113.4348	81.7266	1.9565
100.2470	12.5	14.7118	122.7579	-0.0041	20.2197	129.7403	122.7201	1.8022
122.0257	13.5	19.4178	177.0561	-0.0081	20.5985	145.2184	151.9649	1.7511
134.6520	14.5	22.0459	194.3751	-0.0028	20.7350	157.9742	164.6527	1.7150
152.4686	15.5	23.3454	195.5410	-0.0032	20.7758	169.5327	166.8644	1.6957
168.5235	16.5	18.8800	143.9316	-0.0005	20.4927	175.6200	129.9859	1.7517
181.7412	17.5	26.3808	183.5522	-0.0011	20.8200	192.0124	175.9553	1.6250
168.7393	18.5	20.9155	149.9166	-0.0037	20.5798	198.6021	132.3030	1.7313
168.6093	19.5	24.8559	165.7835	-0.0013	20.7338	212.3481	152.7045	1.6605
168.8584	21.0	21.5641	149.0422	-0.0002	20.6025	226.2218	123.0979	1.7457
216.9117	22.5	24.0741	149.0422	-0.0008	20.6025	226.2218	123.0979	1.7457
133.9553	1.5	13.1198	41.7679	0.0001	19.8058	14.6335	188.6343	1.4221
119.8845	2.5	40.6728	128.3220	-0.0001	20.8947	27.2776	495.8776	1.0580
107.9582	3.5	45.0276	166.3537	-0.0001	21.0543	38.7837	542.5183	1.0766
98.8543	4.5	37.8908	162.6012	0.0000	20.9652	49.6414	453.4198	1.1791
89.0455	5.5	36.8256	166.6260	0.0000	20.9614	60.7751	424.6174	1.2155
109.3549	6.5	31.3034	179.2835	-0.0002	20.8913	71.4640	350.8825	1.3546
107.0022	7.5	30.2520	166.8242	0.0000	20.8553	82.2905	323.3678	1.3605
98.4727	8.5	35.3402	179.2104	-0.0001	20.9735	94.3256	357.9219	1.3041
97.7887	9.5	8.6279	74.9942	0.0003	19.5317	91.8107	88.5396	1.9576
99.4358	10.5	4.2186	41.3320	0.0006	18.8040	93.9746	42.4686	2.2148
104.4717	11.5	10.9887	82.2758	0.0000	19.8753	115.2653	98.5508	1.8457
100.0874	12.5	16.6532	110.0625	-0.0010	20.2962	130.5698	140.4892	1.6878
109.9358	13.5	17.6814	119.7936	-0.0005	20.3715	142.0660	141.6232	1.6920
123.3160	14.5	23.3024	149.5345	-0.0015	20.6475	156.6162	178.3437	1.5980
121.5740	15.5	17.3502	114.7078	-0.0019	20.3430	162.7456	126.3030	1.7241
128.5243	16.5	23.6034	150.6072	-0.0065	20.6558	178.4136	165.0439	1.6241
121.8094	17.5	18.9932	146.7668	-0.0022	20.5008	186.5665	124.5015	1.7718
121.9908	18.5	18.0637	136.7681	-0.0010	20.4412	196.1532	113.3036	1.7976
122.1584	19.5	22.3565	170.9458	-0.0010	20.6825	211.4669	134.8394	1.7418
135.2403	21.0	28.4393	198.9315	-0.0027	20.9069	232.4784	163.8923	1.6501
168.7476	22.8	28.9794	198.9315	-0.0029	20.9069	232.4784	163.8923	1.6501
127.7356	1.5	11.6323	67.2798	0.0001	19.8547	14.6620	201.1118	1.5341
150.2792	2.5	28.6194	164.4991	0.0000	20.8173	27.0856	405.5055	1.3052
108.0018	3.5	30.1529	181.3575	0.0000	20.8910	38.3379	401.4453	1.3237
79.1713	4.5	23.2310	198.4356	-0.0002	20.7781	48.9230	308.0356	1.5147
105.1396	5.5	2.2524	54.0533	0.2776	17.9209	44.2987	45.4393	2.3854
107.3442	6.5	2.8304	87.1986	0.4084	18.3061	54.8993	52.4260	2.4005
90.0083	7.5	3.0391	113.6510	0.2897	18.2789	63.1782	48.6723	2.4996
120.5561	9.5	1.5446	85.0950	0.3032	16.4052	62.2990	25.5690	2.8338
83.7873	10.5	1.9698	88.5733	0.4226	17.3691	79.0477	27.6120	2.7292
134.1177	11.5	2.9996	126.1603	0.5120	18.4339	98.7526	36.4496	2.5984
149.7530	12.5	7.0078	182.4151	0.0554	19.5244	120.9790	59.2320	2.3689
134.6720	13.5	6.0806	239.0592	0.1557	19.5342	130.7936	49.5006	2.5296
100.4986	14.5	8.2939	180.2037	0.0571	19.7645	143.8667	61.4080	2.3007
150.0235	15.5	8.7332	135.5839	0.0387	19.6945	152.7484	62.0946	2.1988
69.5948	1.5	14.3567	72.7095	0.0000	20.0634	14.9746	230.9091	1.4421
109.2413	2.5	9.9826	97.3616	0.0002	19.8296	24.6427	180.1289	1.7152
98.3462	3.5	7.9848	79.3784	-0.0007	19.5676	33.7645	134.6538	1.8129
71.2392	4.5	8.3154	87.7296	-0.0005	19.6285	43.7918	127.1118	1.8494
96.2132	5.5	10.2516	106.2444	0.0002	19.8814	54.9922	139.3598	1.8146
97.8513	6.5	11.2070	115.0016	-0.0001	19.9874	65.7536	139.1850	1.8126
110.8330	7.5	14.6562	134.0634	0.0001	20.2699	78.0421	164.9613	1.7253
133.0579	8.5	18.8337	170.8287	-0.0002	20.5634	90.9741	195.5307	1.6686
109.2321	9.5	14.2738	119.0925	-0.0001	20.2053	98.3511	141.8381	1.7489
124.2101	10.5	17.6404	165.9034	0.0000	20.5012	111.8201	163.2205	1.7361
140.8887	11.5	21.6336	213.5074	-0.0001	20.7688	125.5989	187.2653	1.7081
200.4483	12.5	25.2506	268.6202	-0.0002	20.9900	139.2820	205.5566	1.7065
121.4045	13.5	18.3461	193.9953	-0.0002	20.6017	145.2455	142.7924	1.8149
136.7077	14.5	11.8992	124.8765	0.0001	20.0605	148.2011	88.7218	1.9726
132.5272	15.5	14.9208	146.4912	0.0000	20.3221	162.5126	105.5742	1.8918
152.5243	16.5	15.2321	158.3008	0.0001	20.3663	173.5424	102.0938	1.9205
165.2363	17.5	10.8272	139.2354	0.0001	20.0182	178.0375	67.8035	2.1175
154.3140	18.5	16.4618	145.1416	-0.0001	20.3962	195.2043	101.7218	1.8753
167.2389	19.5	15.9083	136.9290	0.0000	20.3463	204.8348	93.9760	1.8968
168.6959	21.0	17.7106	136.9477	-0.0007	20.4134	222.2580	99.2378	1.8564
168.8376	21.6	21.3799	149.9063	-0.0008	20.5614	231.8422	118.8869	1.7845
51.3907	1.5	9.5955	86.0083	-0.0005	19.7643	14.5423	192.9567	1.6656
68.3340	2.5	7.2624	72.0580	0.0006	19.4513	23.7130	139.2163	1.8016
69.0022	3.5	9.0898	83.5398	-0.0009	19.7024	34.2395	148.5967	1.7595
72.9319	4.5	7.7602	90.8258	-0.0002	19.5597	43.4768	121.0102	1.8957
59.6969	5.5	11.6610	108.6725	0.0001	20.0072	55.6773	155.2309	1.7488
97.3506	6.5	9.7842	109.5301	0.0001	19.8329	64.7282	123.7511	1.8793
107.7970	7.5	14.7058	115.7345	-0.0003	20.2231	77.6798	165.2229	1.6795
109.1373	8.5	15.5408	118.8114	-0.0001	20.2747	88.5300	163.4303	1.6748
133.4358	9.5	13.3942	112.8555	0.0001	20.1360	97.6850	133.6282	1.7703
109.3621	10.5	13.6251	105.0548	0.0001	20.1305	107.9571	128.2197	1.7585
167.5578	11.5	12.0601	101.9445	0.0002	20.0185	116.9868	107.4134	1.8444
134.3200	12.5	16.1706	126.0588	-0.0039	20.3187	130.9395	135.3414	1.7486
168.1218	13.5	20.3494	143.7965	-0.0010	20.5409	144.4420	162.3694	1.6569
189.9239	14.5	20.3986	142.5828	-0.0005	20.5391	155.1562	155.1700	1.6692
190.1608	15.5	26.7504	176.2470	-0.0006	20.8026	169.9601	195.7016	1.5818
216.4468	16.1	43.8854	176.2470	-0.0019	20.8026	169.9601	195.7016	1.5818
54.4267	1.5	4.4186	34.7340	0.0011	18.8604	13.2148	101.1957	1.8426
36.6677	2.5	3.3139	20.6606	-0.0297	18.5489	21.4899	67.9991	1.9295
50.9208	3.5	4.0874	26.3256	-0.0018	18.7672	31.0192	73.1750	1.9146
51.3082	4.5	5.3430	38.3478	0.0009	19.0759	41.3250	84.1868	1.8860
88.2802	5.5	6.1700	44.7634	0.0005	19.2367	51.4753	87.2488	1.8743
77.1576	6.5	12.6999	88.0536	-0.0005	20.0203	65.9650	153.6355	1.6675
107.7179	7.5	30.8170	210.5786	-0.0005	20.9741	83.3044	328.9901	1.4188
105.0078	8.5	17.1100	165.4163	-0.0026	20.4633	90.1072	178.5977	1.7212
91.1455	9.6	31.1841	221.5844	-0.0005	21.0144	107.1156	298.8050	1.4636
97.9317	10.6	14.0821	119.7641	0.0003	20.1996	109.7099	131.2715	1.7774
101.6300	11.5	14.4778	124.5535	0.0003	20.2369	119.4965	127.9592	1.7890
101.7119	12.5	21.3010	172.1086	-0.0005	20.6511	135.0918	176.9959	1.6673
99.0430	13.5	20.2619	160.7068	0.0002	20.5813	144.9808	160.5659	1.6922
107.6335	14.5	24.8767	187.3381	-0.0002	20.7928	158.8074	188.3256	1.6255
149.1197	15.5	15.9421	131.8713	0.0004	20.3328	162.6804	114.2933	1.8176
136.8133	16.5	24.3007	196.6044	-0.0024	20.7925	180.5414	167.0214	1.6864
114.0793	17.5	39.3318	267.5085	-0.0009	21.2448	199.4267	265.5147	1.4859
147.6127	18.5	31.0905	203.1956	-0.0011	20.9578	205.5464	201.2037	1.5650
163.3957	19.5	11.7888	114.3195	0.0002	20.0357	198.7902	68.5302	2.0377
102.9176	20.5	18.6340	136.0338	-0.0001	20.4572	217.6180	107.6894	1.8069
223.3525	22.0	40.1505	244.8546	-0.0028	21.2005	250.1359	230.1025	1.4995
112.0150	23.5	9.3498	141.2041	-0.0300	19.7690	233.6466	42.7203	2.3570
179.7501	25.0	17.7926	129.7631	-0.0005	20.4066	264.5023	84.7484	1.8931
214.6529	26.4	28.7226	214.8393	0.0001	20.9520	293.7132	132.6431	1.7406
154.4823	28.0	22.6893	194.7254	-0.0038	20.7543	305.9908	94.8615	1.8920
158.0268	29.5	18.2637	194.7254	-0.0012	20.7543	305.9908	94.8615	1.8920
99.0631	1.5	23.8907	100.8863	0.0000	20.4744	15.6080	341.0807	1.2773
118.6281	2.5	38.5135	174.3542	-0.0001	20.9973	27.5121	506.5548	1.1666
116.0749	3.5	31.1297	194.2453	0.0000	20.9357	38.4793	415.3862	1.3297
149.6384	4.5	32.1933	180.0168	0.0000	20.9263	49.5863	399.2997	1.3004
143.8433	5.5	34.6270	209.3485	0.0001	21.0420	61.3294	407.2306	1.3209
140.8458	1.5	24.9972	85.2489	0.0000	20.4569	15.5761	334.0758	1.2181
120.5773	2.5	44.0798	150.5185	-0.0001	20.9922	27.5166	538.0652	1.0490
32.3721	1.5	12.8052	98.9714	0.0002	20.0580	14.9704	236.0058	1.5596
76.0590	2.5	11.5125	92.6831	0.0003	19.9505	24.9495	196.1986	1.6300
79.9508	3.5	12.3412	96.5867	0.0003	20.0157	35.3298	188.9790	1.6353
83.0075	4.5	12.2303	99.3636	0.0003	20.0222	45.5437	173.6188	1.6722
95.4552	5.5	16.2814	126.9405	0.0002	20.3313	57.4605	206.9612	1.6047
81.7330	6.5	38.0850	206.7754	0.0001	21.0977	72.9285	421.1624	1.2794
180.0044	7.5	35.8855	211.4648	-0.0005	21.0481	83.8181	380.4339	1.3388
148.1618	8.5	38.5260	243.3863	0.0001	21.1851	96.2350	387.6065	1.3496
166.7184	9.4	41.1968	258.5466	0.0000	21.2489	107.0661	396.5502	1.3411
149.0879	10.5	41.3852	237.4466	-0.0001	21.1966	119.1101	380.4622	1.3221
189.3167	11.5	36.2276	232.8845	-0.0003	21.1242	129.6606	317.3755	1.4136
100.0851	12.5	32.3934	212.8010	0.0001	21.0154	139.6274	271.1265	1.4692
168.8896	13.5	33.5527	232.5824	0.0003	21.0827	151.7247	267.5379	1.4896
110.2211	14.5	16.4397	155.7317	0.0001	20.4204	153.4372	122.5950	1.8321
84.4087	15.5	16.3475	119.4718	0.0001	20.3158	162.4258	118.2190	1.7738
100.4016	16.5	11.0359	105.3128	0.0002	19.9528	166.7426	74.5749	2.0042
83.4689	17.5	11.4396	124.4866	0.0003	20.0359	178.3435	72.6480	2.0480
97.4497	18.5	9.6055	94.1302	0.0003	19.7931	184.0776	58.4896	2.0983
84.6955	19.5	8.2097	79.1182	0.0007	19.6062	190.4343	47.5050	2.1691
135.4961	21.0	10.4234	92.1555	0.0004	19.8663	210.7719	56.7032	2.0844
110.7809	22.5	13.8605	119.6653	0.0002	20.1883	233.0843	71.2226	1.9970
149.3513	23.4	14.6548	119.6653	0.0002	20.1883	233.0843	71.2226	1.9970
97.3052	1.5	10.0480	79.0952	0.0001	19.7898	14.5699	194.1494	1.6264
68.1141	2.5	12.5047	100.5273	0.0000	20.0439	25.1732	210.3733	1.6078
89.7006	3.5	11.8109	95.2303	0.0001	19.9807	35.1921	182.9010	1.6530
66.9102	4.5	12.7316	102.8478	0.0001	20.0651	45.7309	179.7636	1.6595
96.7103	5.5	20.3874	156.6526	0.0000	20.5718	58.7821	253.3064	1.5392
97.5755	6.5	32.4825	181.8850	0.0000	20.9386	71.8968	363.2326	1.3298
147.6158	7.5	25.7766	158.9178	0.0000	20.7388	81.5282	278.1799	1.4411
132.9818	8.5	38.3724	227.4134	0.0002	21.1402	95.8524	386.5782	1.3298
220.5005	30.0	28.9351	252.4034	0.0000	21.0491	336.7232	113.5281	1.8351
214.7059	31.5	22.9618	214.7274	-0.0020	20.8131	346.1492	82.7830	1.9642
260.8548	33.0	26.6232	215.4157	0.0000	20.9114	365.8954	94.0636	1.8803
214.7323	34.5	17.1690	198.5208	0.0021	20.3965	364.7475	54.0821	2.2529
226.5897	36.0	17.6000	170.9419	-0.0045	20.5021	384.4784	52.4425	2.1365
253.4407	37.5	7.5425	151.7607	-0.0585	19.5700	365.5993	18.5086	2.7189
289.7481	39.0	5.9043	134.4192	0.1175	19.3063	370.0312	14.7689	2.8188
285.3533	40.5	26.7042	166.2080	-0.0097	20.7775	443.7467	75.5881	1.8952
253.4551	42.0	27.9606	198.2646	-0.0004	20.8933	465.0678	73.8960	1.9389
340.0752	42.9	29.4440	198.2646	-0.0013	20.8933	465.0678	73.8960	1.9389
65.5416	1.5	8.2811	71.3724	0.0001	19.5843	14.2831	169.4955	1.6955
73.1572	2.5	9.6114	87.7154	0.0002	19.7723	24.5066	172.6461	1.7080
69.6460	3.5	8.9377	84.2537	0.0001	19.6905	34.1760	147.1990	1.7698
72.3845	4.5	6.3106	54.8700	-0.0002	19.2655	42.1887	98.5336	1.8822
96.2511	5.5	12.6239	111.4455	0.0001	20.0844	56.1001	166.0482	1.7112
97.4172	6.5	10.9049	100.8418	0.0001	19.9235	65.3368	135.3460	1.7914
118.9415	7.5	14.6307	130.0611	0.0000	20.2585	77.9545	164.6622	1.7165
108.8583	8.5	15.4701	143.6236	0.0000	20.3415	89.0973	162.6141	1.7334
108.8912	9.5	14.9237	132.0958	0.0000	20.2817	99.0603	147.8803	1.7501
91.3358	10.5	12.9241	120.5075	0.0001	20.1313	107.9621	121.3328	1.8302
100.3290	11.5	13.3402	120.7896	0.0000	20.1592	118.6000	118.0422	1.8313
100.2415	12.5	11.7749	107.6336	-0.0002	20.0145	127.1568	98.7523	1.8951
110.1105	13.5	14.6804	127.3705	0.0000	20.2555	140.5889	116.2785	1.8250
121.5804	14.5	15.9415	133.2654	0.0000	20.3374	152.2232	120.0147	1.8037
135.0352	15.5	20.7663	166.0360	-0.0001	20.6210	167.1454	149.1537	1.7186
134.8451	16.5	17.5898	140.3811	-0.0002	20.4323	174.6328	120.5494	1.7899
134.8286	17.5	22.5235	172.0363	-0.0001	20.6949	189.8359	148.4101	1.7075
150.4782	18.5	23.1920	183.5882	-0.0001	20.7426	201.5944	145.7759	1.7236
142.8894	19.5	23.1000	186.7554	-0.0001	20.7485	212.6463	138.6272	1.7462
138.4022	21.0	21.6671	180.1013	-0.0001	20.6884	228.0059	121.1621	1.7996
135.3420	22.5	18.7956	164.5128	-0.0001	20.5470	241.1466	97.4643	1.8888
142.9758	24.0	23.9588	194.8046	-0.0001	20.7926	263.1533	118.9530	1.7994
167.3674	25.5	25.2474	196.4242	-0.0001	20.8304	280.5755	119.1385	1.7875
190.9135	27.0	33.6074	247.8510	-0.0001	21.1219	304.9670	153.4504	1.6867
173.4262	28.5	23.8862	193.9206	-0.0001	20.7909	312.5169	99.2151	1.8619
169.1790	30.0	29.2791	193.9206	-0.0002	20.7909	312.5169	99.2151	1.8619
193.4027	1.4	16.9946	97.4490	0.0002	20.2702	14.2554	278.1391	1.4205
210.1650	2.5	32.3400	218.3930	0.0000	21.0274	27.5967	467.0264	1.3204
186.5078	3.6	36.8002	217.5055	-0.0001	21.0902	40.1587	476.5587	1.2660
205.2326	4.5	27.8238	225.4008	-0.0001	20.9572	49.7126	361.1770	1.4525
173.9260	5.5	30.7311	244.6968	-0.0001	21.0630	61.4405	370.0099	1.4398
155.6856	6.5	22.4298	199.6262	0.0001	20.7579	70.7237	260.8172	1.5753
165.5615	7.5	23.0771	198.6806	0.0001	20.7759	81.8103	251.3594	1.5762
153.2054	8.5	24.0500	202.3132	0.0000	20.8123	93.0776	246.4485	1.5747
178.6259	9.5	22.1957	197.1412	0.0001	20.7466	103.4596	215.4999	1.6323
170.4894	10.5	23.2581	202.0243	-0.0001	20.7888	114.8304	213.4492	1.6286
148.7890	11.5	22.7687	195.8187	-0.0001	20.7597	125.4828	198.3410	1.6482
166.8188	12.5	23.5872	204.4100	-0.0001	20.8057	137.0102	194.8497	1.6561
179.2903	13.5	27.8111	233.9916	-0.0002	20.9798	150.3513	218.5797	1.6118
168.9718	14.5	35.0432	289.2599	-0.0001	21.2347	165.1993	263.1413	1.5495
205.9966	15.5	32.1770	274.4791	-0.0002	21.1533	175.3571	230.2531	1.6009
198.2552	16.5	28.2749	234.8000	-0.0002	20.9916	183.8232	193.9058	1.6453
177.3969	17.5	30.1252	241.7293	-0.0001	21.0449	195.9447	198.4751	1.6275
235.7888	18.5	36.4891	280.1714	-0.0001	21.2361	210.6999	232.6241	1.5646
195.8972	19.4	37.9672	289.1787	-0.0002	21.2758	221.9768	233.5878	1.5607
146.0589	20.9	28.3305	244.9501	-0.0001	21.0062	233.5325	159.8806	1.7239
146.0916	22.5	18.0829	169.1222	-0.0001	20.5300	240.7651	92.9019	1.9242
142.9758	24.0	17.0614	165.6107	0.0000	20.4732	255.5076	81.5050	1.9818
177.6015	25.5	14.9667	152.3085	0.0001	20.3426	268.1543	66.3048	2.0630
175.5017	27.0	15.0630	127.7656	-0.0005	20.2635	281.7999	64.2943	2.0344
173.4262	28.5	9.4906	179.4804	0.0024	19.8253	285.0715	34.5392	2.5205
191.2236	30.0	30.5203	337.1407	-0.0009	21.2409	342.4637	116.3322	1.8972
211.8967	31.5	21.8224	228.4295	-0.0008	20.6682	341.5595	78.9371	2.0831
239.4219	33.0	18.4557	134.8915	-0.0113	20.4194	349.7055	64.6409	2.0064
217.7333	34.5	12.4535	135.0070	-0.0154	20.1262	355.5069	37.4043	2.2824
151.2086	35.7	9.3734	135.0070	-0.0330	20.1262	355.5069	37.4043	2.2824
74.4219	1.5	13.2575	83.2055	0.0001	20.0376	14.9412	229.5311	1.5063
69.5798	2.5	15.1198	96.5744	-0.0009	20.1838	25.5249	236.7440	1.5017
77.3481	3.5	10.3369	75.4424	0.0001	19.8064	34.5870	161.1928	1.6651
85.1849	4.5	13.4918	88.5904	0.0002	20.0705	45.7693	185.6604	1.5888
102.7253	5.5	19.1640	115.7174	0.0000	20.4161	57.9194	236.3532	1.4836
90.7236	7.5	17.0468	120.4061	-0.0025	20.3414	78.5699	188.9311	1.6044
132.4552	8.5	16.1575	126.1840	0.0002	20.3215	88.9150	169.5873	1.6703
164.9230	9.5	23.1157	158.6727	0.0000	20.6719	102.7562	225.3993	1.5398
170.4894	10.5	22.7961	160.9347	0.0000	20.6692	113.5858	210.9638	1.5693
176.8921	11.5	24.0914	177.9073	0.0001	20.7486	125.3488	211.2265	1.5828
151.2112	12.5	25.6409	184.3104	0.0001	20.8072	137.0259	214.0173	1.5701
175.7649	13.5	25.2464	184.6420	0.0001	20.7982	147.8959	200.7484	1.5960
178.7466	14.5	24.1624	174.7580	0.0002	20.7450	158.1203	183.4625	1.6216
177.3007	15.5	24.1579	171.8526	0.0002	20.7369	168.9293	175.4324	1.6317
190.4530	16.5	26.3409	185.1835	0.0002	20.8264	181.1168	183.3730	1.6142
166.5273	17.5	25.1104	178.0844	0.0002	20.7786	191.2896	167.0800	1.6470
167.8803	18.5	22.3493	159.5806	0.0003	20.6542	199.9690	141.8644	1.7039
164.7259	19.5	21.5460	158.7808	0.0003	20.6270	210.2765	130.4322	1.7413
169.6663	21.0	23.0921	163.1816	0.0003	20.6856	227.9503	131.9359	1.7260
186.4214	22.5	25.9649	184.4182	0.0002	20.8150	247.1646	140.1529	1.7079
176.8801	24.0	26.2452	185.6148	0.0002	20.8270	263.9738	133.4566	1.7223
198.9552	25.5	25.9519	179.2493	0.0002	20.8028	279.8819	124.7482	1.7402
178.3484	27.0	29.0142	185.1902	0.0000	20.8851	298.5920	134.1159	1.6933
169.1795	28.5	26.0296	175.1036	0.0001	20.7914	312.4117	112.0992	1.7707
190.9680	30.0	26.2244	180.9835	0.0002	20.8135	329.5481	106.3583	1.7950
182.0213	31.5	24.4438	164.8003	0.0003	20.7263	343.3129	93.5951	1.8347
191.1032	33.0	20.7617	144.2110	0.0003	20.5641	354.3496	73.7599	1.9282
257.4241	34.5	31.2418	205.5403	0.0001	20.9784	384.7630	110.0200	1.7712
191.0810	36.0	29.5437	201.2453	0.0002	20.9390	400.0898	97.5167	1.8224
217.6268	37.0	32.8660	201.2453	0.0001	20.9390	400.0898	97.5167	1.8224
68.2305	1.5	12.6369	79.0297	0.0000	19.9866	14.8635	220.0137	1.5179
98.3074	2.5	7.4100	76.0025	0.0005	19.4400	23.6556	141.8925	1.8155
62.3008	3.5	10.4714	68.1847	-0.0120	19.6818	34.2257	158.7888	1.6692
109.6005	4.5	15.3989	107.9496	0.0000	20.2333	46.4959	209.7961	1.5683
87.5267	5.5	18.2079	137.4564	-0.0001	20.4410	58.0590	228.5040	1.5657
115.8804	6.5	21.2588	154.0337	0.0000	20.6021	69.7227	246.7307	1.5280
171.5287	7.5	21.7232	171.6226	0.0000	20.6637	80.9633	237.4974	1.5668
146.5395	8.5	23.7908	168.3922	-0.0004	20.7110	92.2406	244.1032	1.5247
187.1938	9.5	26.2258	194.2958	-0.0001	20.8448	104.3982	253.8939	1.5266
172.5236	10.5	29.9026	232.7667	-0.0004	21.0184	117.2389	273.3569	1.5195
145.5464	11.5	26.6902	217.2315	-0.0002	20.9135	127.2444	232.2087	1.5830
168.4190	12.5	24.4509	193.5969	-0.0017	20.7951	136.8716	203.1210	1.6167
161.2213	13.5	21.7851	198.5769	-0.0010	20.7379	147.0928	170.6829	1.7132
134.6603	14.5	19.1154	199.6930	-0.0013	20.6467	156.7020	141.1224	1.8159
155.9336	15.5	23.8537	236.6284	-0.0006	20.8863	171.2388	168.2684	1.7452
163.2803	16.5	4.8307	120.6413	0.0933	18.8930	149.2509	32.5359	2.5685
123.4363	17.5	3.1458	78.8773	0.2200	18.3984	149.7799	21.7356	2.6760
179.5927	18.5	5.9391	122.6012	0.0599	19.2328	173.7639	35.1483	2.4896
165.3059	19.5	11.0670	117.1438	-0.0096	19.9416	196.9768	63.9244	2.0978
168.9441	21.0	36.5327	235.7728	-0.0006	21.1316	237.3192	215.0361	1.5357
98.1019	1.5	6.2172	39.7702	-0.0154	19.1682	13.7165	123.2486	1.7313
78.6481	2.5	10.8026	89.6256	0.0001	19.8835	24.7733	187.0388	1.6550
89.3184	3.5	7.3529	82.2075	-0.0014	19.4421	33.2916	127.3688	1.8741
104.5179	4.5	8.8346	86.7959	0.0003	19.6809	44.0299	132.9150	1.8153
126.0384	5.5	14.8213	147.5476	0.0002	20.3108	57.3319	192.8633	1.7020
130.8358	6.5	21.0260	180.8623	-0.0001	20.6652	70.1349	245.3820	1.5833
132.0370	7.5	22.4267	193.6122	-0.0001	20.7433	81.5629	244.7698	1.5850
132.5571	8.5	17.3024	178.4901	-0.0001	20.4989	90.4019	180.5440	1.7413
133.7479	9.5	15.3776	131.0752	0.0000	20.2888	99.1109	152.3524	1.7357
148.8975	10.5	13.0429	138.6984	0.0003	19.9696	106.1976	122.8177	1.9267
134.1405	11.5	2.6421	114.3203	0.0019	17.7066	90.5120	27.0825	2.7565
134.4387	12.5	32.7623	254.7085	-0.0065	21.1060	140.7705	270.5160	1.5277
149.9737	13.5	30.9862	298.1214	-0.0002	21.1849	153.0987	240.7649	1.6254
134.6113	14.1	32.3114	291.7828	0.0001	21.1928	160.0582	245.0749	1.5985
209.1321	31.5	22.8791	176.9074	0.0035	20.3148	330.5801	90.6951	2.0927
351.6122	33.0	38.8645	248.9160	-0.0002	21.1987	375.3738	147.8533	1.6603
328.9600	34.5	36.3594	262.2569	0.0000	21.1963	392.3744	127.5212	1.7434
298.8572	36.0	31.8788	243.3559	0.0000	21.0832	405.3784	103.6671	1.8305
318.4643	37.5	30.6260	233.0552	-0.0001	21.0324	420.4077	94.1140	1.8646
351.6799	39.0	19.0078	176.6921	-0.0025	20.5565	418.6610	51.8116	2.1506
329.0091	40.5	33.0230	247.8649	-0.0033	21.1111	457.2429	92.1920	1.8673
223.5684	42.0	24.5950	206.9229	-0.0004	20.8408	462.8449	61.8918	2.0393
190.7979	43.5	20.7443	259.9446	-0.0346	20.8348	479.1433	44.0915	2.2616
249.8593	45.0	23.3960	144.1839	-0.0152	20.6365	486.7726	55.6755	2.0088
363.9616	46.5	29.2041	147.9454	-0.0197	20.7670	509.0775	70.5607	1.8793
444.2261	48.0	28.3294	181.6504	-0.0185	20.8402	529.0035	62.1961	1.9774
329.0582	49.5	28.1303	186.6390	-0.0117	20.8553	546.2951	58.4694	2.0102
345.8616	50.2	39.5568	186.6390	-0.0037	20.8553	546.2951	58.4694	2.0102
3.0414	1.5	7.0335	52.9536	0.0002	19.3818	13.9824	143.3790	1.7113
62.1752	2.5	10.7016	80.8622	0.0001	19.8507	24.6986	182.5032	1.6347
84.7941	3.5	13.5626	107.6719	0.0001	20.1328	35.7231	205.5430	1.6113
85.8535	4.5	13.5646	112.5695	-0.0018	20.1355	46.0509	190.0547	1.6522
119.8113	5.5	18.5139	141.6709	-0.0004	20.4664	58.1956	232.1886	1.5647
125.5320	6.5	18.8022	154.2815	0.0000	20.5159	69.1551	221.2746	1.6000
127.3191	7.5	20.5446	170.1632	0.0000	20.6236	80.6731	225.4575	1.5966
144.9478	8.5	22.9877	182.7758	0.0000	20.7310	92.3882	236.2996	1.5699
122.7951	9.5	21.9071	184.5160	-0.0002	20.7048	103.0704	213.0394	1.6198
162.7039	10.5	25.8514	214.4934	-0.0001	20.8858	115.8461	236.8493	1.5835
168.9243	11.5	26.8914	253.0497	0.0000	21.0039	128.2874	231.9430	1.6287
128.2889	12.5	15.2434	164.0232	0.0001	20.3840	131.7485	125.7963	1.8599
128.3605	13.5	13.8812	156.6537	0.0002	20.2859	140.9979	108.3651	1.9232
149.0645	14.5	12.7501	183.5256	-0.0035	20.1600	149.6591	93.1984	2.0824
173.0934	15.5	10.6421	215.8860	0.0204	20.0330	157.9997	72.2381	2.2674
161.4163	16.5	7.1884	159.3632	0.0160	19.4996	159.2701	46.7121	2.4152
169.1479	17.5	7.9316	196.1834	0.0140	19.7395	173.1419	47.6349	2.4279
148.2094	18.5	8.4041	155.3703	0.0311	19.5681	179.8945	49.8998	2.3883
122.8706	19.5	4.8635	102.0556	0.1204	18.9159	177.0737	27.5821	2.5788
163.4419	21.0	3.5148	82.2631	0.2635	18.6034	184.3108	19.8236	2.6911
147.7005	22.5	4.1598	101.8485	0.1419	18.8045	202.0072	20.4302	2.7022
147.7225	24.0	5.8762	134.5472	0.0861	19.2306	225.7277	25.9346	2.6301
153.3230	25.5	5.9487	155.6447	0.0415	19.3094	241.8699	23.6472	2.6827
179.7985	28.5	11.9861	183.7337	0.0077	20.1838	295.2602	44.2772	2.3214
187.4329	30.0	5.8373	112.7502	0.0937	18.9153	272.8440	21.4828	2.7638
191.2361	31.1	11.0182	112.7502	0.0126	18.9153	272.8440	21.4828	2.7638
150.8525	15.5	32.4700	215.8869	0.0000	21.0247	173.3816	237.8583	1.5137
149.8539	16.5	31.8899	235.5616	0.0000	21.0648	185.0297	221.6583	1.5683
216.7175	17.6	41.5632	235.5616	0.0000	21.0648	185.0297	221.6583	1.5683
36.0090	1.5	15.6619	86.9749	0.0000	20.1738	15.1486	255.2651	1.4372
108.3092	2.5	16.2570	119.0558	-0.0001	20.3061	25.8170	258.6022	1.5161
109.4021	3.5	19.1348	141.5338	-0.0002	20.4926	36.9568	275.1803	1.5002
105.4988	4.5	16.2859	125.9053	0.0000	20.3302	46.9165	222.4609	1.5791
78.5600	5.5	10.8544	90.7252	-0.0002	19.8857	55.0193	144.6070	1.7418
96.1171	6.5	14.0061	115.9346	0.0001	20.1843	67.0217	169.0503	1.6864
124.7542	7.5	15.5551	118.1544	-0.0004	20.2722	78.0540	173.8824	1.6535
134.4574	8.5	18.7323	148.4640	-0.0008	20.4988	90.4309	194.6687	1.6293
158.7883	9.5	21.8296	147.1347	0.0001	20.5999	102.0792	213.4309	1.5509
200.0904	10.5	16.6366	143.9566	0.0000	20.3961	110.7233	154.7726	1.7300
153.8432	11.5	15.4194	123.2379	0.0000	20.2811	120.0023	136.3693	1.7483
133.7150	12.5	12.8902	103.8819	0.0001	20.0833	128.0082	108.4532	1.8283
287.4120	13.5	13.1512	113.8565	0.0000	20.1093	138.6067	104.5571	1.8693
211.3712	14.5	26.9410	195.9616	-0.0005	20.8639	159.8417	204.4476	1.5902
206.3986	33.0	14.6359	224.6175	-0.0448	20.4547	350.8522	43.9437	2.3285
308.4718	52.0	24.8334	377.1207	-0.0182	21.1983	591.7552	41.3407	2.3308
118.6578	2.5	24.8966	100.3946	0.0003	20.5307	26.3876	334.9481	1.2569
108.0395	5.5	38.2411	127.3516	0.0006	20.8618	60.3407	431.9502	1.1176
120.9578	8.5	33.8928	180.5159	0.0003	20.9550	94.2855	343.3540	1.3312
119.2387	11.5	28.5612	166.2988	-0.0007	20.7904	125.8076	252.7725	1.4740
150.5567	14.5	26.0550	182.0665	-0.0010	20.8001	158.9054	198.3130	1.5917
150.5601	17.5	57.0771	269.0237	0.0000	21.4161	202.4089	405.8327	1.2429
150.8338	19.4	52.4897	246.9963	0.0001	21.3302	223.0279	347.0240	1.2913
92.4674	22.7	41.1794	181.7826	0.0003	21.0603	254.9359	239.9856	1.3941
122.2859	25.9	44.0426	196.8266	0.0005	21.1317	292.7824	230.0046	1.4122
169.3359	28.9	43.7383	214.8548	0.0004	21.1744	327.9795	202.6643	1.4810
177.6255	31.9	44.8708	216.6004	0.0002	21.1892	362.5432	188.7710	1.5007
152.7698	33.8	34.1915	229.3683	0.0000	20.9616	376.5077	128.6638	1.8210
217.3308	35.3	58.7026	274.3799	-0.0003	21.4389	410.0348	227.8822	1.4278
135.6212	37.0	53.7849	227.4148	-0.0003	21.2946	424.4600	199.3829	1.4482
128.7599	40.0	34.1022	182.8788	-0.0002	20.9684	445.8871	103.7415	1.7420
135.6448	43.0	41.6389	146.8298	0.0000	20.9670	479.3039	127.0149	1.5713
151.1338	45.8	51.6396	265.1314	0.0000	21.3656	528.7802	137.8836	1.6278
191.6498	49.5	42.5799	250.5630	-0.0069	21.2448	565.5641	95.2535	1.7956
249.9140	50.9	46.0285	291.1066	-0.0039	21.3627	587.5596	97.9438	1.8081
290.1520	52.3	38.8654	464.7317	-0.0137	21.5700	614.5918	73.3670	2.1029
294.3005	54.6	51.4057	464.7317	-0.0101	21.5700	614.5918	73.3670	2.1029
229.7543	57.1	39.5008	260.8031	-0.0013	21.2336	651.8266	66.6440	1.9539
340.1085	58.7	45.9232	396.0598	-0.0032	21.5759	690.1948	69.5129	2.0037
78.0652	14.1	9.4054	70.5502	-0.0004	19.7093	139.1874	73.0213	1.9510
85.2249	24.0	6.5153	42.9857	-0.0002	19.2943	227.2506	30.6207	2.2533
122.4252	34.0	17.0145	126.0594	-0.0012	20.3660	358.4899	56.4323	2.0416
129.4679	14.0	22.4547	131.0515	-0.0028	20.5586	150.0334	176.8935	1.5769
191.3407	18.0	21.9696	149.8471	0.0007	20.6101	193.7526	142.9628	1.6902
191.2274	22.0	16.2287	131.9714	-0.0003	20.3474	231.4024	86.0381	1.9128
249.5059	28.0	38.4213	260.2261	-0.0009	21.2163	318.9208	172.6777	1.6238
193.4027	32.0	22.7568	150.7292	-0.0082	20.6362	346.0111	84.7890	1.8677
207.4638	9.5	43.8779	193.3724	0.0003	21.1197	106.9849	423.7184	1.2091
139.9470	16.5	33.2902	169.4751	-0.0011	20.9122	182.5250	239.6628	1.4334
133.6106	22.0	44.6182	257.7120	-0.0001	21.2845	251.9813	258.9423	1.4451
110.9376	26.1	17.3954	118.8488	0.0000	20.3576	274.8624	79.6084	1.8994
127.4312	36.0	17.5460	124.6260	-0.0007	20.3810	380.1466	54.4667	2.0510
136.9083	23.0	27.6284	150.7340	0.0002	20.7592	251.3981	151.2229	1.6109
135.7064	27.0	37.7576	165.3691	0.0001	20.9712	300.9001	187.7234	1.4776
223.3660	36.0	5.5629	100.0547	0.1411	19.1522	335.9049	15.0364	2.7610
169.2771	25.5	20.8253	144.7903	-0.0132	20.5531	273.5256	98.3568	1.8220
188.8459	34.5	37.7622	239.7386	0.0001	21.1629	391.2224	135.8970	1.6877
188.4118	17.0	33.7457	175.7688	0.0003	20.9422	188.5822	237.6603	1.4429
149.7268	23.9	24.7074	153.7383	0.0001	20.7006	259.8554	127.5785	1.7049
230.1651	32.0	29.9110	162.3237	-0.0009	20.8394	352.5017	118.0487	1.6976
294.3935	41.6	26.1071	185.2056	0.0034	20.7471	454.5447	73.1760	1.9655

So, 569 Gmax measurements. You probably noted that I removed some ID parameters or other parameters which I guessed don’t have much predictive ability on the Gmax. A more rigorous procedure could have been followed here but this will do for now. Vs is also removed since it’s basically a duplicate of Gmax.

4.2 Data overview

So, the data_ml dataset (above table) is what we are going to use to train our models. Let’s get a very short overview of these data.

ggplot(data_ml) +
  geom_point(aes(.panel_x, .panel_y), alpha = 1/5, size = 1) +
  facet_matrix(vars(Gmax:Ic)) +
  geom_smooth(aes(.panel_x, .panel_y),
              se = FALSE, span = 1, alpha = 0.25, size = 1.5, color = col_r) +
  coord_cartesian(expand = c(0, 0)) +
  theme(panel.grid.major = element_blank(),
        axis.text = element_blank(),
        axis.ticks = element_blank())

Relationship between Gmax and other parameters.

The previous plot shows the relationship of Gmax to the other predictive parameters. Here we can get an idea on the predicting power of these parameters. It looks like Gmax has a strong relationship to Depth, unit weight (UW) and effective vertical stress (SV0P). To my surprise, it looks like Ic doesn’t have a clear relationship with Gmax 🤨.

4.3 Data split

We need to split the data into:

• train data: used to train the ML models (65 % of the data or 372 data points);
• test data: used to test the ML models (35 % of the data or 197 data points).

# splitting
set.seed(1)
data_split <- initial_split(data_ml, prop = 0.7, strata = "Gmax")
data_train <- training(data_split)
data_test <- testing(data_split)

To avoid over-fitting and to allow some parameter tuning later, we also need to generate some resampling through cross validation.

# resampling
set.seed(1)
folds <- rsample::vfold_cv(data_train, v = 10)
rec <- recipe(Gmax ~ ., data = data_train)
metric <- metric_set(rmse, rsq)

# control settings
ctrl_grid <- control_stack_grid()
ctrl_res <- control_stack_resamples()

What the recipe function says it is simply that we are trying to predict one outcome, which is Gmax, from 8 predictors (the rest of the parameters). It may look like these are a lot of predictors, which is kinda true, but these are dealt with using the step_* functions, which allow for some data preprocessing. For example, step_corr removes highly correlated predictors, to avoid overlapping. The recipe serves like the basis of model definitions, i.e. it will be a common feature for all models. After this, each model will develop it’s own characteristics.

We also specified also some metrics (rmse, rsq) which we are going to use to evaluate the performance/accuracy of the model. I particularly like to use the rmse (root mean square error) metric, since the result has the same unit as the predicted parameter and it’s easier to get an idea of the level of accuracy and if it is acceptable to us.

4.4 Models

Here we specify and train our models. I will obviously not go into great details here. Everything that I am going to use here comes from the tidymodels metapackage, which is a collection of R packages for modeling and machine learning. It enables working with different ML models through a unified syntax (and much more). As you will notice later, we can switch from one ML model to another with minor changes in the code.

Let’s list all the models we are going to use:

• Linear Regression (LR);
• K-Nearest Neighbor (KNN);
• Splines (SPL);
• Random Forest (RF);
• XGBoost (XGB).

Move through the tabs to see the code for specifying and fitting all models:

LR

Linear Regression:

# create a model definition
lr_spec <-
  linear_reg() %>%
  set_engine("lm")

# extend the recipe
lr_rec <-
  rec %>%
  step_dummy(all_nominal()) %>%
  step_zv(all_predictors(), skip = TRUE)

# add both to a workflow
lr_wflow <- 
  workflow() %>%
  add_model(lr_spec) %>%
  add_recipe(lr_rec)

# fit to the 5-fold cv
set.seed(2021)
lr_res <- 
  fit_resamples(
    lr_wflow,
    resamples = folds,
    metrics = metric,
    control = ctrl_res
  )

KNN

K-Nearest Neighbor:

# create a model definition
knn_spec <-
  nearest_neighbor(mode = "regression", 
                   neighbors = tune::tune("k")) %>%
  set_engine("kknn")

# extend the recipe
knn_rec <-
  rec %>%
  step_dummy(all_nominal()) %>%
  step_zv(all_predictors(), skip = TRUE) %>%
  step_meanimpute(all_numeric(), skip = TRUE) %>%
  step_normalize(all_numeric(), skip = TRUE)

# add both to a workflow
knn_wflow <- 
  workflow() %>% 
  add_model(knn_spec) %>%
  add_recipe(knn_rec)

# tune k and fit to the 5-fold cv
set.seed(2021)
knn_res <- 
  tune_grid(
    knn_wflow,
    resamples = folds,
    metrics = metric,
    grid = 4,
    control = ctrl_grid
  )

SPL

Splines:

# create a model definition
spl_spec <- 
  linear_reg() %>%
  set_engine("lm")

# extend the recipe
spl_rec <-
  rec %>%
  step_ns(SCPT_RES, UW, deg_free = tune::tune("length"))

# add both to a workflow
spl_wflow <- 
  workflow() %>% 
  add_model(spl_spec) %>%
  add_recipe(spl_rec)

# tune length and fit to the 5-fold cv
set.seed(2021)
spl_res <- 
  tune_grid(
    spl_wflow, 
    resamples = folds, 
    grid = 8,
    metrics = metric,
    control = ctrl_grid
  )

RF

Random Forest:

# create a model definition
rf_spec <- 
  rand_forest(min_n = tune(), trees = tune()) %>% 
  set_mode("regression") %>% 
  set_engine("randomForest")

rf_grid <- 
  grid_regular(parameters(rf_spec), levels = 4, filter = c(trees > 1))

# extend the recipe
rf_rec <-
  rec %>% 
  step_nzv(all_predictors()) %>% 
  step_corr(all_numeric(), -all_outcomes()) %>% 
  step_lincomb(all_numeric(), -all_outcomes()) %>% 
  step_normalize(all_numeric(), -all_outcomes()) %>% 
  step_dummy(all_nominal())

# add both to a workflow
rf_wflow <- 
  workflow() %>% 
  add_model(rf_spec) %>%
  add_recipe(rf_rec)

# tune and fit to the 5-fold cv
set.seed(2021)
rf_res <- 
  tune_grid(
    rf_wflow,
    resamples = folds,
    grid = rf_grid,
    metrics = metric,
    control = ctrl_grid
  )

XGB

XGBoost:

# create a model definition
xgb_spec <- 
  boost_tree(
    trees = 1000,
    tree_depth = tune(),
    min_n = tune(), 
    loss_reduction = tune(),
    sample_size = tune(), 
    mtry = tune(),
    learn_rate = tune()
  ) %>% 
  set_engine("xgboost") %>% 
  set_mode("regression")

xgb_grid <- 
  grid_latin_hypercube(
    tree_depth(),
    min_n(),
    loss_reduction(),
    sample_size = sample_prop(),
    finalize(mtry(), data_train),
    learn_rate(),
    size = 40
  )

# add recipe (formula) and merge into a workflow
xgb_wflow <- 
  workflow() %>%
  add_formula(Gmax ~ .) %>%
  add_model(xgb_spec)

# tune and fit to the 5-fold cv
set.seed(2021)
xgb_res <- 
  tune_grid(
    xgb_wflow,
    resamples = folds,
    grid = xgb_grid,
    metrics = metric,
    control = ctrl_grid
  )

4.5 Stacking and fitting

After defining and fitting all models, it’s time to ensemble the results of these models in a data stack, named gmax_st.

gmax_st <- 
  stacks() %>%
  add_candidates(lr_res) %>%
  add_candidates(knn_res) %>%
  add_candidates(spl_res) %>%
  add_candidates(rf_res) %>%
  add_candidates(xgb_res)
gmax_st

## # A data stack with 5 model definitions and 65 candidate members:
## #   lr_res: 1 model configuration
## #   knn_res: 4 model configurations
## #   spl_res: 8 model configurations
## #   rf_res: 12 model configurations
## #   xgb_res: 40 model configurations
## # Outcome: Gmax (numeric)

# table
func_tbl(as_tibble(gmax_st))

Gmax	lr_res_1_1	knn_res_1_1	knn_res_1_2	knn_res_1_3	knn_res_1_4	spl_res_8_1	spl_res_2_1	spl_res_3_1	spl_res_1_1	spl_res_6_1	spl_res_7_1	spl_res_4_1	spl_res_5_1	rf_res_1_01	rf_res_1_04	rf_res_1_07	rf_res_1_10	rf_res_1_02	rf_res_1_05	rf_res_1_08	rf_res_1_11	rf_res_1_03	rf_res_1_06	rf_res_1_09	rf_res_1_12	xgb_res_1_13	xgb_res_1_07	xgb_res_1_40	xgb_res_1_26	xgb_res_1_04	xgb_res_1_05	xgb_res_1_11	xgb_res_1_23	xgb_res_1_14	xgb_res_1_02	xgb_res_1_38	xgb_res_1_35	xgb_res_1_24	xgb_res_1_06	xgb_res_1_31	xgb_res_1_19	xgb_res_1_29	xgb_res_1_18	xgb_res_1_37	xgb_res_1_17	xgb_res_1_25	xgb_res_1_16	xgb_res_1_08	xgb_res_1_22	xgb_res_1_30	xgb_res_1_15	xgb_res_1_32	xgb_res_1_39	xgb_res_1_28	xgb_res_1_12	xgb_res_1_01	xgb_res_1_03	xgb_res_1_36	xgb_res_1_21	xgb_res_1_27	xgb_res_1_10	xgb_res_1_09	xgb_res_1_33	xgb_res_1_20	xgb_res_1_34
59.4335	47.91292	-0.4830820	-0.1809518	-0.1233797	-0.1103343	52.05048	50.55642	48.24829	42.84590	39.78668	29.44534	29.33304	31.03248	52.40150	53.02431	60.63795	65.58754	50.77263	53.13388	60.88691	66.42314	51.00798	53.68571	60.21096	65.33643	42.90629	0.8388292	0.5000361	0.5004579	68.37595	0.5007741	0.7197037	6.595193	72.85549	31.36075	0.5140033	0.5036542	0.5000576	0.5001262	0.5001234	0.5025543	0.5000000	18.49698	4.136846	1.0177947	0.5012271	0.5182269	0.5000000	69.94178	0.6619861	74.14263	91.38657	0.5040827	3.475302	1.394722	0.5416999	1.682711	11.41992	0.6013493	50.07919	0.5148821	80.88851	25.76728	0.5002821	12.53521
24.3470	41.08641	-0.4935131	-0.1511293	-0.0640164	-0.0648019	39.95377	41.01345	42.09746	41.71721	41.63366	40.11905	40.82293	42.12071	52.30073	55.57109	61.20619	67.90340	52.88189	55.67460	61.68053	66.66958	52.73665	55.36882	61.65828	66.17516	41.94175	0.8344765	0.5000325	0.5004506	52.18856	0.5007685	0.7189975	6.180319	59.84163	30.29614	0.5141625	0.5035322	0.5000537	0.5001199	0.5001231	0.5025818	0.5000000	21.33071	3.910152	0.9926884	0.5011677	0.5174288	0.5000000	57.78062	0.6606944	68.68515	75.91452	0.5040415	3.302346	1.347928	0.5389233	1.624138	11.77449	0.5934607	51.32167	0.5141747	79.18662	32.23507	0.5002781	12.22417
69.2142	46.38997	-0.0721428	0.0914775	0.1206845	0.1267185	47.14662	45.54495	45.83936	43.84905	43.44482	44.68242	46.00688	46.49339	44.70974	51.84850	58.59146	66.13334	45.02797	52.34313	59.67667	67.06763	44.73411	51.71168	60.77202	66.97128	42.30452	0.8512266	0.5000351	0.5004692	78.32859	0.5007994	0.7291187	6.401665	72.21329	31.95346	0.5143410	0.5037630	0.5000564	0.5001252	0.5001243	0.5025887	0.5000000	20.68271	4.081328	1.0112001	0.5012531	0.5181133	0.5000000	68.34310	0.6660970	77.72224	106.04015	0.5040411	3.463301	1.374529	0.5418103	1.698152	11.59395	0.6033776	55.55285	0.5144902	88.16061	28.80678	0.5002887	12.72254
72.9922	71.66930	0.1307267	0.2040374	0.4090048	0.4520776	68.17377	68.23761	67.44143	68.66394	68.24928	71.67905	69.48989	67.57294	95.41044	93.55854	90.49653	87.70255	95.61788	93.85063	90.40088	87.76066	94.76766	93.72911	91.74079	87.12368	76.88879	0.8512266	0.5000585	0.5004523	65.21169	0.5007558	0.7167680	8.996088	66.83158	31.79402	0.5142940	0.5036882	0.5000564	0.5001356	0.5001243	0.5025819	0.5000000	37.21519	5.275109	1.0345172	0.5012968	0.5180151	0.5000002	68.08412	0.6660438	70.31761	68.28301	0.5040325	3.590575	1.387026	0.5441694	1.698152	20.87642	0.6033776	108.95676	0.5158760	74.69517	56.22789	0.5002887	12.72254
88.1149	89.09488	0.7871913	0.9195617	0.8424225	0.8323043	83.14194	83.26546	83.90416	83.15587	84.67228	80.31215	84.22732	85.38153	91.97754	90.67878	90.01302	90.57239	91.28141	90.52633	90.28940	89.84416	91.49185	91.06453	90.03968	89.53173	81.00970	0.8405257	0.5000596	0.5004610	85.80363	0.5008118	0.7421640	9.597329	79.98391	38.84223	0.5141379	0.5041649	0.5000562	0.5001668	0.5001240	0.5025738	0.5000000	40.28735	5.965114	1.1579220	0.5012432	0.5202984	0.5000043	84.87459	0.6634461	79.17978	59.00490	0.5042089	4.083501	1.572922	0.5562716	2.014619	22.86083	0.6023485	94.34824	0.5222431	75.75694	62.40340	0.5002925	16.07458
131.2674	76.77483	2.2199490	1.9755714	1.5850697	1.4370802	74.06143	72.91369	69.84405	68.36913	68.02273	71.16550	67.93000	67.99326	76.67874	80.27981	82.51381	82.45800	77.75482	79.31417	81.13171	82.04718	77.24241	78.72309	81.27949	81.69754	71.45509	0.8344765	0.5000592	0.5004584	49.94070	0.5007809	0.7158109	8.829621	59.45472	32.86836	0.5141573	0.5035226	0.5000541	0.5001460	0.5001231	0.5025809	0.5000000	36.72670	5.593132	1.0756909	0.5011865	0.5187074	0.5000005	59.34109	0.6609994	68.52846	67.98535	0.5040972	3.679259	1.459819	0.5487415	1.724161	20.73411	0.5934607	79.82677	0.5208737	76.94817	51.90633	0.5002793	13.29129
98.8177	95.96392	2.2199490	2.1350171	1.9547637	1.8668918	91.63044	91.04315	89.58554	88.86842	89.79098	83.23210	85.79739	84.22203	92.02437	93.97827	94.07593	94.38020	92.11384	92.29338	92.84764	95.44126	92.34275	92.58152	93.82601	94.98727	80.84776	0.8368856	0.5000618	0.5004813	72.01683	0.5008717	0.7534222	9.931271	79.30586	40.60868	0.5141573	0.5046376	0.5000580	0.5001735	0.5001231	0.5025872	0.5000000	41.84490	6.188545	1.1942127	0.5012187	0.5228560	0.5000060	79.85375	0.6641929	84.87364	79.35785	0.5047089	4.247449	1.668781	0.5573772	2.094756	23.45347	0.5934607	89.92132	0.5209576	82.55251	62.64402	0.5003103	16.57571
108.7968	97.30700	2.1152351	1.7833702	1.6417225	1.5648694	91.56659	92.22843	92.42113	91.42629	92.08267	86.51098	92.09088	92.23267	95.86423	95.37273	96.14841	96.40402	96.97423	95.99875	96.04292	96.11915	95.07594	96.03158	96.27359	95.92470	82.12836	0.8362358	0.5000601	0.5004917	88.20106	0.5008914	0.7661464	10.528459	89.25688	43.02105	0.5139262	0.5047584	0.5000592	0.5001819	0.5001232	0.5025586	0.5000000	43.35058	6.406356	1.2117457	0.5012647	0.5235562	0.5000086	88.60175	0.6664539	93.51173	76.18250	0.5048755	4.286910	1.679993	0.5589238	2.089662	23.63536	0.6010721	94.36552	0.5225214	85.91236	63.97351	0.5003117	16.60996
120.7267	113.84728	2.2199490	2.2165674	1.9725266	1.9048022	107.53406	108.14194	109.60434	110.94409	110.41125	113.33109	109.85351	108.92286	105.05219	106.32116	108.55321	108.42579	103.71282	106.87644	108.16390	108.07045	104.51177	106.07537	107.97538	108.92900	89.92968	0.8562797	0.5000596	0.5005327	105.95776	0.5009617	0.7834548	10.958085	103.61195	46.26160	0.5141877	0.5050581	0.5000596	0.5001893	0.5001250	0.5026790	0.5000000	46.20358	6.588160	1.2627382	0.5012611	0.5253538	0.5000164	97.43655	0.6801713	105.11227	90.01750	0.5050921	4.813712	1.784058	0.5621055	2.180486	25.33487	0.5934607	87.03477	0.5264744	101.25568	70.74062	0.5003520	17.60358
133.9468	112.42434	2.3246706	2.1438804	1.9211467	1.8190569	109.30406	110.18409	108.51226	110.88347	110.07878	107.72299	95.08672	102.09600	109.46568	110.12884	108.25481	107.47255	109.01010	109.63701	106.65837	108.83063	109.16237	109.25255	108.22021	107.88536	92.39281	0.8623313	0.5000607	0.5005505	116.02319	0.5010088	0.7922755	11.291786	116.76218	47.75754	0.5143381	0.5051482	0.5000596	0.5001969	0.5001276	0.5027701	0.5000000	45.52488	6.853232	1.2887455	0.5013069	0.5262136	0.5000254	116.41020	0.6827903	112.69930	109.82844	0.5054403	4.936407	1.806126	0.5643421	2.241455	25.39330	0.5978329	123.18816	0.5271172	107.65883	66.46506	0.5003577	18.05290
134.2937	142.25250	2.2796299	2.0443528	1.8330104	1.7594941	148.11460	146.87433	148.32735	147.86945	145.06512	136.49164	140.14425	135.04144	146.01992	150.60518	151.04757	152.08820	148.36192	151.06352	151.32532	151.89072	147.55461	150.27838	150.66587	152.00331	128.80325	1.0190039	0.5000693	0.5006937	138.35873	0.5012492	0.8677122	15.351728	141.58430	63.63223	0.5174592	0.5069091	0.5000596	0.5002683	0.5001562	0.5036578	0.5000000	65.12991	9.250427	1.5378293	0.5019458	0.5342848	0.5000595	138.16708	0.7509691	140.70926	136.24733	0.5072645	5.994457	2.215287	0.5869511	2.891983	34.75323	0.6023485	142.84860	0.5390959	140.54570	96.43269	0.5004730	24.33637
267.8288	154.28785	2.2579090	2.0004983	1.7925789	1.7550402	161.82185	159.68306	161.68953	161.15459	158.67905	158.74221	156.09517	165.19579	165.71565	165.79869	164.99810	163.19117	166.92086	166.54519	164.82054	164.15419	166.87794	165.55967	165.68298	164.26838	147.35255	1.0356357	0.5000710	0.5007213	175.38069	0.5012971	0.8836217	15.674885	172.14929	66.76797	0.5185146	0.5070894	0.5000597	0.5002741	0.5001645	0.5038376	0.5000000	68.16527	9.420582	1.5645615	0.5019125	0.5352992	0.5000596	169.37811	0.7608963	169.10768	181.40001	0.5075082	6.162732	2.252594	0.5896454	2.904825	36.35384	0.5964170	177.87154	0.5360250	167.28778	104.37103	0.5004870	24.97821
220.1252	178.95737	2.2706377	2.0358408	1.8721018	1.8224857	186.49190	188.31959	188.55619	185.82582	185.64025	181.84609	178.29995	187.47196	197.91125	196.45278	193.44698	189.70067	201.34653	196.30630	192.35910	189.94735	198.35298	196.66680	193.16013	189.15360	159.05383	1.0672051	0.5000905	0.5007544	191.69637	0.5013892	0.9249107	17.478622	189.42931	74.32039	0.5201494	0.5078627	0.5000597	0.5003028	0.5001823	0.5041901	0.5000001	73.21587	10.055532	1.6239772	0.5020251	0.5371726	0.5000596	187.57600	0.7755305	185.84044	181.67041	0.5077576	6.543763	2.331050	0.5942084	3.084883	38.05479	0.6033776	220.30582	0.5380988	179.77545	113.29472	0.5005155	26.84015
289.2411	187.07892	2.2706377	2.2485119	2.0404615	1.9565341	192.96326	194.79330	194.87405	191.62549	190.49306	189.33709	185.38110	188.13043	194.34658	195.22802	194.25714	191.51472	199.03895	195.21003	192.70643	191.17267	196.09969	194.08699	193.38679	190.39990	157.55402	1.0710150	0.5000894	0.5007564	191.71361	0.5013907	0.9251263	17.481611	191.89096	74.40189	0.5202522	0.5078685	0.5000597	0.5003031	0.5001848	0.5042673	0.5000001	72.86012	10.057665	1.6243834	0.5020259	0.5371726	0.5000595	187.49748	0.7772864	186.78403	181.99951	0.5077576	6.588493	2.333034	0.5942084	3.084883	37.85147	0.6033776	184.43741	0.5380988	180.81129	111.25578	0.5005178	26.84015
203.5156	173.32300	2.2579090	2.1712677	1.9679752	1.9018468	180.26160	177.60397	179.86743	177.45487	174.51154	170.46097	169.22140	176.23388	176.32324	180.00218	183.60181	185.42050	171.87713	178.81302	181.58645	184.63284	172.40112	177.75740	181.74047	182.81593	143.79420	1.1458733	0.5000939	0.5007983	178.13794	0.5014153	0.9240991	17.477653	178.54408	74.54624	0.5205413	0.5080836	0.5000609	0.5003098	0.5001912	0.5046877	0.5000000	75.89607	10.488218	1.6917084	0.5021390	0.5396482	0.5000596	175.59486	0.8152941	178.62575	217.57028	0.5083822	6.951780	2.483877	0.6005268	3.364237	40.27994	0.6450946	153.95930	0.5498649	182.93590	110.67245	0.5005673	29.63923
159.6885	164.18322	2.2199490	2.2485008	1.9751862	1.9065283	165.87443	165.58349	162.84585	158.52031	162.44963	164.15631	162.96188	164.15612	155.51870	156.41582	162.76925	167.34168	154.80442	157.96247	163.78577	165.65410	155.82952	157.10211	161.29132	165.59681	136.14275	1.1456823	0.5000842	0.5007883	167.09248	0.5013838	0.9065147	16.146152	161.01457	69.16162	0.5203694	0.5073445	0.5000609	0.5002893	0.5001886	0.5046646	0.5000001	68.93462	9.824450	1.6635838	0.5021631	0.5383171	0.5000596	157.79185	0.8125356	154.14845	171.46188	0.5081434	6.962293	2.464632	0.5941488	3.013712	38.38062	0.6554194	156.09833	0.5385629	161.97763	106.13776	0.5005695	25.89262
249.0662	189.89647	2.3029451	2.1520646	1.8394374	1.7354963	196.89852	197.57099	198.35940	199.38432	201.10397	196.04272	191.47768	200.82831	216.16362	211.40877	212.44487	205.00553	216.30191	212.52561	209.16082	205.54784	212.74574	213.16701	208.24519	205.27710	194.67705	1.2056760	0.5001079	0.5008040	224.03577	0.5014504	0.9456869	18.461365	211.97675	78.90063	0.5202598	0.5083839	0.5000602	0.5003185	0.5001882	0.5047557	0.5000000	82.08771	11.001307	1.7363942	0.5021118	0.5410216	0.5000596	220.63716	0.8391593	210.49435	212.93001	0.5088366	7.204498	2.558926	0.6042022	3.390924	43.04588	0.6282461	260.57239	0.5454091	207.55724	132.16330	0.5006221	30.09810
249.6167	216.12687	2.2199490	2.2254867	2.0033709	1.9412425	197.17466	198.28418	196.74579	196.90173	195.64340	204.83303	207.08301	197.75720	244.40623	238.77293	235.25464	231.52290	246.42820	240.24214	233.48162	228.76911	245.73127	239.70568	233.13281	228.48166	197.36166	1.2504251	0.5001151	0.5008302	228.92212	0.5015027	0.9582239	19.253466	216.71220	82.80502	0.5206726	0.5086954	0.5000620	0.5003411	0.5001940	0.5048655	0.5000001	89.11867	11.727167	1.8333437	0.5022013	0.5438430	0.5000596	221.42252	0.8564041	221.83968	230.86658	0.5095428	7.517531	2.737718	0.6123916	3.610603	47.70280	0.6565521	257.70828	0.5499429	226.75070	140.46214	0.5006768	32.16531
242.6465	211.22308	2.2666163	2.2919706	2.0518093	1.9684947	197.08020	196.61184	195.86786	193.17633	192.06067	202.19722	204.07325	191.60702	211.84652	213.76132	211.98940	208.79427	216.42008	212.07889	210.28466	207.59040	215.47114	212.69890	210.33536	208.82322	188.97804	1.2568460	0.5001101	0.5008295	218.56346	0.5014943	0.9483667	19.090725	213.68976	80.55508	0.5203269	0.5085008	0.5000638	0.5003385	0.5001904	0.5048178	0.5000000	83.61642	11.649736	1.8286803	0.5021846	0.5440257	0.5000596	214.62598	0.8594503	221.50444	226.59258	0.5098097	7.381291	2.760439	0.6131174	3.539834	46.47101	0.6429806	182.01097	0.5513104	229.56659	134.49217	0.5006834	31.60717
34.3002	100.66344	-0.1483424	0.0187026	0.0339104	0.0151545	110.16736	108.75001	109.40506	116.81179	111.82866	104.50992	106.89264	108.14027	117.28177	116.19038	119.56226	119.56396	116.55079	117.93224	120.57508	122.02714	116.23842	118.09916	118.87923	120.63686	90.09293	0.9043154	0.5000622	0.5005713	108.45437	0.5010165	0.7982454	11.700026	108.48118	48.04947	0.5156218	0.5053616	0.5000582	0.5002035	0.5001357	0.5029806	0.5000000	46.49820	6.928433	1.2747121	0.5014668	0.5258482	0.5000218	110.49512	0.6995506	106.02988	112.26888	0.5053714	4.573807	1.751174	0.5617242	1.982404	23.52398	0.6010721	111.53880	0.5224531	103.24426	60.42427	0.5003635	14.84196
68.0265	103.69364	-0.4700928	-0.2379283	-0.1742349	-0.1641774	104.84522	104.38047	106.19218	98.20384	101.18361	116.74554	106.05218	115.80458	112.76875	116.57093	116.20768	119.82799	110.35325	117.05943	116.49163	118.60043	112.64489	114.47202	117.79489	118.68395	96.43003	0.9438002	0.5000634	0.5005846	107.44574	0.5010433	0.8123393	12.232468	100.18166	48.67987	0.5154892	0.5055485	0.5000585	0.5002095	0.5001377	0.5031220	0.5000000	48.02601	7.210578	1.3064699	0.5016097	0.5270709	0.5000337	100.69507	0.7130720	103.68291	110.50551	0.5056989	4.744783	1.833262	0.5663764	2.206812	26.65920	0.6023485	104.61673	0.5303620	106.33787	70.29769	0.5003938	17.79711
89.3734	108.33156	-0.4803609	-0.2099142	-0.1026266	-0.0897192	110.58187	111.39447	115.89150	110.84694	110.16322	104.47197	98.39612	109.26474	92.83270	105.11063	105.77836	112.19430	96.51005	103.24010	107.83568	113.11141	95.55419	103.04423	109.36277	112.69656	89.20631	0.9064752	0.5000631	0.5005781	97.58834	0.5010231	0.7938940	11.452379	101.59058	47.53620	0.5158007	0.5051957	0.5000581	0.5001976	0.5001375	0.5030885	0.5000000	44.72741	6.733669	1.2675922	0.5014645	0.5251502	0.5000122	99.37666	0.7037162	101.99365	94.24690	0.5050495	4.691021	1.746658	0.5576113	1.849601	24.55758	0.5978329	96.20774	0.5216405	101.44678	67.21461	0.5003697	13.35319
156.6271	97.81587	0.1307267	0.1767737	0.1426626	0.1301320	97.44643	94.78393	97.79100	99.20413	100.72088	96.03062	102.05983	99.41188	103.91797	103.36989	104.23166	103.07615	102.13670	102.77412	103.60813	104.11418	101.18829	102.66736	103.34858	103.16768	88.53422	0.8574495	0.5000596	0.5005144	107.39378	0.5009155	0.7741032	10.475713	94.30653	42.92808	0.5146536	0.5046281	0.5000574	0.5001689	0.5001276	0.5027702	0.5000000	41.10742	5.992994	1.1506108	0.5013304	0.5209100	0.5000028	95.41187	0.6776283	88.97946	95.20524	0.5042156	4.269106	1.522711	0.5510982	1.784476	21.98833	0.6033776	114.20200	0.5210183	87.84892	62.88845	0.5003082	13.42617
59.3580	62.60108	2.2706377	2.2485119	2.0307263	1.9414103	76.69778	75.42243	75.86784	75.73345	76.89013	77.91809	76.80331	76.46926	91.56881	88.14776	88.39284	88.92399	89.91059	88.65448	88.20268	89.20952	91.33912	88.71044	87.49239	89.39311	72.34247	0.8512266	0.5000557	0.5004655	83.66615	0.5008284	0.7398611	7.876011	81.90196	35.97308	0.5142940	0.5040213	0.5000564	0.5001381	0.5001243	0.5025887	0.5000000	35.26276	4.541372	1.0586143	0.5012565	0.5185623	0.5000001	79.14996	0.6661505	80.62772	93.61483	0.5040425	3.609971	1.410797	0.5449522	1.748842	19.19716	0.6033776	97.07859	0.5144902	85.90301	53.34591	0.5002887	13.04604
64.7894	64.51404	2.2796299	2.3088566	2.0681629	1.9781651	77.47477	76.87173	76.95924	78.15130	79.37822	78.22639	78.18215	78.19762	80.02618	83.35457	80.68093	83.11554	80.52627	81.98536	81.51479	83.47261	79.02044	81.17068	81.69968	83.14834	67.23952	0.8403750	0.5000597	0.5004803	75.83664	0.5008519	0.7468154	8.073537	80.85405	36.90884	0.5141529	0.5040384	0.5000561	0.5001446	0.5001243	0.5025807	0.5000000	34.18701	4.871268	1.0800534	0.5011824	0.5196769	0.5000020	75.72784	0.6627969	80.04907	99.84803	0.5041019	3.636992	1.479470	0.5454872	1.887579	18.93301	0.6023485	78.00035	0.5148710	87.67009	48.56416	0.5002849	14.91280
82.9262	67.89985	2.2666163	2.2953828	2.0517124	1.9955335	84.80450	82.75163	83.22554	83.40575	84.70062	85.15963	84.62057	84.08662	94.75424	96.60149	97.63369	100.21554	95.04243	95.72076	99.25225	99.57248	93.80492	96.17966	98.23010	99.96480	80.55962	0.8364735	0.5000604	0.5004765	77.26383	0.5008592	0.7546638	10.224485	84.03837	40.20829	0.5140846	0.5044834	0.5000573	0.5001704	0.5001228	0.5025406	0.5000000	40.46116	6.081881	1.1315967	0.5012404	0.5210492	0.5000069	76.75757	0.6615095	83.67984	97.45849	0.5043905	3.797629	1.548593	0.5525010	1.911431	22.29426	0.5983837	93.33235	0.5257776	88.30116	56.52398	0.5002891	15.04355
109.1494	78.07315	2.7684275	2.4269242	2.1372328	2.0904010	85.24624	85.48375	86.05343	87.54048	89.13149	90.44717	89.27359	87.74886	98.51775	96.50130	99.74898	101.66167	96.34892	97.48425	98.76749	101.02620	96.92604	98.41150	99.84824	100.68498	72.77975	0.8400571	0.5000588	0.5004871	97.61362	0.5008835	0.7626745	9.405452	95.58479	42.05090	0.5139979	0.5048241	0.5000589	0.5001651	0.5001243	0.5025267	0.5000000	35.47324	5.226529	1.1357491	0.5011933	0.5227381	0.5000121	95.21714	0.6639071	93.49269	95.18082	0.5049286	3.932715	1.594877	0.5488328	2.075529	17.15315	0.5990322	90.00033	0.5143608	91.12574	50.57422	0.5003055	16.04316
99.8577	82.74886	2.3246706	2.3416128	2.0650085	1.9647457	94.38519	95.16094	94.80886	95.27585	96.05843	92.38682	93.45349	95.17978	105.34021	108.15277	109.57533	108.96857	107.35461	107.31664	109.18179	109.64815	106.35145	108.13235	109.00518	110.09212	94.37764	0.8496843	0.5000603	0.5005092	88.94014	0.5009532	0.7822842	11.482121	97.30830	46.72304	0.5140756	0.5050856	0.5000595	0.5001975	0.5001245	0.5026320	0.5000000	47.47994	6.825129	1.2316065	0.5013109	0.5240583	0.5000269	98.13062	0.6718619	97.11745	105.81436	0.5051664	4.181596	1.692916	0.5616930	2.182953	24.60750	0.5978329	115.16997	0.5271009	96.88621	69.13825	0.5003206	17.41502
99.9389	86.71839	2.7684275	2.4269242	2.0756550	2.0358750	93.32629	93.02135	92.97075	93.51101	91.51311	87.55026	89.88022	90.85177	92.48897	90.01090	90.60009	93.99483	91.59421	89.37212	91.20694	93.89588	92.22855	90.19119	92.60886	93.27996	80.33447	0.8459786	0.5000623	0.5005169	104.66435	0.5009527	0.7817352	10.941367	103.89249	42.32083	0.5141027	0.5049334	0.5000592	0.5001741	0.5001262	0.5026274	0.5000000	42.45076	6.486938	1.1812930	0.5012690	0.5238446	0.5000274	101.06288	0.6714327	101.98167	115.57877	0.5050847	4.180198	1.651851	0.5547190	2.103859	23.10511	0.5990322	94.73370	0.5287949	103.47862	57.64716	0.5003235	16.36674
110.1417	96.17006	2.7004733	2.4733492	2.1286721	2.0610618	98.71396	98.16517	98.40201	99.62912	98.99369	94.83686	96.54463	96.94918	91.75482	92.26970	95.27623	96.53007	91.44205	92.75033	94.19389	96.77461	91.78683	92.42554	94.41322	96.92260	76.10454	0.8545754	0.5000626	0.5005353	95.08488	0.5009696	0.7786348	10.818109	101.98766	42.58923	0.5143562	0.5048821	0.5000590	0.5001841	0.5001282	0.5027272	0.5000000	41.64956	6.600539	1.2055666	0.5013289	0.5239047	0.5000230	101.33647	0.6764799	102.25867	107.60001	0.5051401	4.266351	1.661296	0.5576382	2.134909	23.10646	0.6023485	90.49726	0.5285301	104.94786	59.16327	0.5003254	16.89157
110.2182	105.92927	2.3567197	2.2888782	2.0067046	1.9604290	104.37010	104.27079	103.25014	105.73147	106.49566	109.47352	106.59362	106.02522	99.51641	100.27299	101.91578	102.84958	98.26050	99.18825	101.93831	103.46604	98.52674	99.57030	102.00388	103.63564	93.73859	0.8563874	0.5000616	0.5005341	96.87719	0.5009515	0.7771294	11.277038	95.11770	45.63502	0.5147470	0.5049766	0.5000595	0.5001952	0.5001308	0.5027813	0.5000000	47.78387	6.882069	1.2528446	0.5013121	0.5248869	0.5000370	91.84064	0.6768264	98.40974	114.20680	0.5052162	4.535667	1.719158	0.5638439	2.286136	25.20642	0.6013493	106.34756	0.5283113	102.13116	70.68694	0.5003356	18.54084
110.2086	115.57596	2.4055645	2.2116840	1.9794943	1.9719886	112.61383	113.24744	114.70126	115.61746	116.46173	116.11487	114.41436	117.63121	106.09727	107.31403	109.00507	110.68975	106.04899	109.24091	110.21505	110.43417	106.27729	108.55043	109.56826	110.31588	94.54101	0.8532495	0.5000599	0.5005341	104.40747	0.5009376	0.7776072	11.581978	104.06298	47.71781	0.5156380	0.5050750	0.5000594	0.5001982	0.5001367	0.5028445	0.5000000	48.23108	6.942780	1.2792475	0.5013393	0.5252352	0.5000271	102.47857	0.6798928	103.05870	107.71273	0.5051916	4.666105	1.754353	0.5635291	2.219446	25.17533	0.5964170	91.27610	0.5254772	102.63300	70.73071	0.5003359	17.66783
100.8882	139.27054	2.2796299	2.2964063	2.0199169	1.9457951	153.95889	151.53844	150.24145	148.26955	147.80947	149.76559	147.71473	139.66459	156.80019	149.40065	153.00907	155.10583	149.26227	149.56459	153.56860	153.67009	149.66058	150.31045	154.92384	153.95192	115.74563	1.0171536	0.5000769	0.5006599	161.44797	0.5012118	0.8762013	14.683543	158.36696	63.05458	0.5175833	0.5070661	0.5000598	0.5002612	0.5001622	0.5037662	0.5000000	60.03666	8.811892	1.5229840	0.5018566	0.5336426	0.5000532	161.36227	0.7545915	151.65826	168.28310	0.5069829	6.080080	2.170967	0.5816665	2.735476	32.65998	0.6034809	126.30724	0.5389999	146.02744	82.40258	0.5004783	23.19913
156.0690	168.12444	2.4699583	2.3163224	2.0265032	1.9685025	162.46479	164.59257	159.09457	164.10550	164.18382	167.27531	164.50762	159.08115	164.85388	165.62542	163.73286	161.81717	165.93179	163.57074	162.94165	164.36911	163.83694	163.24865	161.54180	163.39944	138.95790	1.1308852	0.5000762	0.5007309	168.55930	0.5012836	0.8874723	15.428617	163.37770	67.99312	0.5186662	0.5075379	0.5000601	0.5002829	0.5001771	0.5044076	0.5000000	68.47881	9.583552	1.6152104	0.5020898	0.5370646	0.5000595	161.07573	0.8011193	162.84166	193.29361	0.5081381	6.645930	2.352890	0.5939518	3.046228	38.09691	0.6197087	160.82895	0.5396116	170.70857	102.66428	0.5005502	28.06394
288.5758	186.92350	2.2796299	2.3088566	2.0403490	1.9649876	191.21013	189.45276	189.64543	191.50330	189.94687	187.18260	186.25175	176.44572	190.00131	184.05694	186.22133	184.37846	187.30513	186.59960	186.10243	186.49857	187.93624	185.59247	185.64267	184.84173	162.04643	1.1209853	0.5000957	0.5007791	177.76985	0.5013987	0.9213385	17.741497	188.83623	75.85931	0.5204952	0.5079415	0.5000598	0.5003144	0.5001893	0.5045921	0.5000000	78.34641	10.617808	1.6752557	0.5020499	0.5394199	0.5000596	185.48186	0.8043902	186.79549	189.01877	0.5081729	6.882392	2.434008	0.5994395	3.208789	40.56894	0.6048431	167.84445	0.5391425	179.20590	117.04003	0.5005553	28.04820
288.5349	195.88361	2.3246706	2.3541860	2.0830140	2.0137613	203.23130	202.46810	201.11187	203.02297	204.27507	202.43725	202.90362	203.99124	173.63841	186.09854	188.65898	190.25340	177.28248	185.27282	189.51805	189.46705	178.63100	186.78165	189.20654	188.65299	168.93535	1.1910247	0.5001022	0.5007956	167.70628	0.5014153	0.9331766	18.153343	191.59349	77.38876	0.5202620	0.5083899	0.5000601	0.5003210	0.5001891	0.5047582	0.5000000	80.95409	10.981848	1.7238847	0.5021397	0.5406240	0.5000596	184.29707	0.8344564	189.72658	202.21605	0.5086002	7.124277	2.550950	0.6038752	3.402390	41.87055	0.6413915	149.24831	0.5493163	193.16600	120.30398	0.5006057	30.22672
403.0469	228.70019	2.3029451	2.1630860	1.8770382	1.7658201	220.26977	220.05882	212.49631	207.28606	206.08098	205.72656	205.93790	201.49653	214.65842	214.15483	211.17131	203.91276	214.20489	216.03053	210.42412	205.92174	212.69360	214.40397	211.33526	205.64721	179.58940	1.2338102	0.5001071	0.5008080	208.14366	0.5014131	0.9333706	18.154091	201.87517	77.77468	0.5202598	0.5082666	0.5000603	0.5003166	0.5001884	0.5047842	0.5000000	82.08790	10.941262	1.7384754	0.5021068	0.5413651	0.5000596	206.22908	0.8494365	206.49551	204.36301	0.5090684	7.275797	2.596452	0.6041033	3.391144	42.90856	0.6282461	202.47183	0.5454091	210.10144	130.32706	0.5006512	30.11611
49.0945	52.20174	-0.4977307	-0.3175612	-0.2635049	-0.2572503	50.59558	49.98205	48.43357	44.30501	43.22221	34.46343	34.12346	37.98150	50.26521	51.86850	59.63475	67.05877	48.87142	54.24893	59.66975	65.88079	51.98229	53.05046	60.11332	65.36647	43.33519	0.8436294	0.5000400	0.5004569	60.57978	0.5007540	0.7149681	6.722538	66.98347	31.81111	0.5141330	0.5037009	0.5000579	0.5001266	0.5001239	0.5025938	0.5000000	18.23716	4.261738	1.0246457	0.5012100	0.5184172	0.5000000	68.81728	0.6653606	73.46215	55.67051	0.5041183	3.500396	1.400098	0.5423365	1.706969	11.61316	0.5965941	30.55498	0.5179331	77.28813	25.26686	0.5002900	12.83652
45.8960	54.23866	-0.3649912	-0.2181359	-0.1988067	-0.1964361	55.53295	54.77234	53.52698	51.24328	50.78139	46.63747	46.98829	50.97526	58.79126	59.09485	63.23450	69.50649	58.56507	59.42479	63.82629	68.30693	58.55660	59.26749	64.11208	67.99299	44.65065	0.8436294	0.5000412	0.5004604	54.60173	0.5007673	0.7191824	6.733196	70.27881	31.91780	0.5141408	0.5037071	0.5000579	0.5001268	0.5001240	0.5025938	0.5000000	18.51218	4.271223	1.0253931	0.5012105	0.5184405	0.5000000	71.08492	0.6654795	73.40344	83.23296	0.5041183	3.508513	1.400098	0.5423365	1.706969	11.91464	0.5965941	26.53869	0.5179331	77.99315	33.74041	0.5002900	12.83652
62.7578	64.46070	0.1307267	0.2040374	0.2539765	0.2699454	65.39147	64.23480	63.76216	64.27552	63.12675	63.21265	64.26515	62.84765	70.82542	69.93061	72.43364	74.09878	69.29935	69.40203	72.75193	75.39322	70.16507	69.45107	73.25137	74.65006	59.40072	0.8512266	0.5000426	0.5004544	70.57280	0.5007632	0.7173536	7.296017	65.32307	31.49821	0.5142940	0.5037149	0.5000564	0.5001259	0.5001243	0.5025846	0.5000000	30.59615	4.439753	1.0111456	0.5012538	0.5180448	0.5000001	68.36004	0.6660970	70.98007	71.46780	0.5040353	3.482440	1.374529	0.5418816	1.698152	18.74574	0.6033776	73.01117	0.5144902	75.65872	49.52761	0.5002887	12.72254
71.8885	69.32212	2.4398650	2.2798804	1.9692206	1.8953391	80.55517	79.50276	78.85001	80.44341	81.01841	80.43473	81.08466	82.60133	76.66798	78.91134	80.93144	82.61748	77.90618	79.53383	80.64124	82.74236	78.55063	78.90435	80.72616	82.87630	64.08010	0.8436294	0.5000592	0.5004741	81.66249	0.5008207	0.7349718	8.014810	85.17586	37.56367	0.5141408	0.5040088	0.5000580	0.5001503	0.5001240	0.5025945	0.5000000	35.40686	5.188320	1.1178308	0.5012131	0.5201378	0.5000014	83.67456	0.6654795	82.49676	96.17671	0.5041451	3.832348	1.529248	0.5512472	1.931815	19.38284	0.5965941	69.75842	0.5247225	85.00025	53.62910	0.5002911	15.02582
119.0501	123.46113	2.2796299	2.4428707	2.2064275	2.1027463	147.64709	146.93506	145.16213	140.48756	141.14623	139.90185	140.53707	138.37410	125.73371	128.29792	133.21463	138.26578	125.34611	129.03715	131.27202	136.34182	127.56209	129.26401	133.46858	135.59029	116.44910	0.9804795	0.5000682	0.5005584	123.05750	0.5010310	0.8017313	12.084573	130.93675	53.14700	0.5153189	0.5055418	0.5000584	0.5002278	0.5001382	0.5030876	0.5000000	54.73487	7.918645	1.3907588	0.5017507	0.5297699	0.5000458	135.81090	0.7197126	134.06119	129.21445	0.5065062	5.024043	2.023449	0.5783486	2.586514	31.70321	0.6023485	123.11886	0.5304865	131.16258	83.45582	0.5004255	22.42099
79.5637	94.93126	2.2796299	2.3088566	2.0975997	2.0272871	104.27866	103.70145	103.44110	103.78756	104.75209	105.01076	104.11765	103.14200	107.35767	110.49282	114.88672	115.91827	107.23316	111.06040	114.73589	114.32597	107.20618	111.05025	114.54572	115.03054	94.24152	0.8412876	0.5000597	0.5004907	92.39945	0.5009112	0.7815773	10.767179	96.53207	46.04292	0.5141379	0.5050037	0.5000578	0.5001896	0.5001242	0.5025862	0.5000000	44.65426	6.390607	1.2000051	0.5012627	0.5225782	0.5000137	94.85528	0.6651081	90.39891	91.46087	0.5045564	4.103409	1.624228	0.5581579	2.090333	23.55180	0.6023485	99.14364	0.5223880	87.22411	66.57910	0.5002985	16.65065
170.2655	169.13446	1.9949577	1.7192757	1.4488012	1.3838423	171.40536	170.69775	175.12336	178.28395	178.55373	185.78671	188.51792	197.46177	183.37076	176.65252	171.93221	172.17661	182.53894	178.21609	173.50605	172.11011	180.15528	177.10043	173.33498	171.73690	152.96220	1.0163951	0.5000861	0.5006844	194.69821	0.5012881	0.8922517	16.361897	185.97021	68.69781	0.5171980	0.5074559	0.5000597	0.5002828	0.5001538	0.5035750	0.5000000	68.93100	9.592499	1.5546213	0.5019533	0.5352349	0.5000596	189.31393	0.7480430	175.90244	164.76430	0.5074198	5.747027	2.215212	0.5893314	2.924112	35.84298	0.6013493	185.23048	0.5401827	161.63760	106.15665	0.5004697	24.81830
225.3408	176.63865	2.2796299	2.0020096	1.7390786	1.6822125	177.72965	176.80983	176.89649	176.76928	178.69657	181.15685	184.18507	192.61330	175.07098	174.57859	176.40422	175.71783	175.83403	175.14068	175.51482	176.89889	175.07143	175.01327	175.38256	175.75922	152.64284	1.0134077	0.5000880	0.5006880	183.50708	0.5012949	0.9002247	16.750105	182.46237	70.78559	0.5170258	0.5074990	0.5000596	0.5002909	0.5001524	0.5035741	0.5000000	70.36710	9.629863	1.5595698	0.5019469	0.5352123	0.5000596	187.67784	0.7494669	175.80965	161.93814	0.5074432	5.922761	2.227230	0.5895731	2.967997	36.31165	0.6023485	178.20329	0.5390959	163.63226	106.65192	0.5004699	25.20678
157.3577	203.61874	2.1152351	1.6464513	1.4313584	1.3728490	195.54828	195.32348	189.99168	188.20522	188.37394	191.60488	190.05403	182.18721	164.81416	171.79562	177.66802	178.02003	164.65556	171.75034	175.81549	178.81065	165.76543	172.12061	175.09441	177.22514	146.25632	1.0024712	0.5000853	0.5006889	172.69307	0.5012798	0.8951526	16.005076	171.55591	68.96279	0.5175453	0.5073681	0.5000596	0.5002775	0.5001544	0.5036301	0.5000000	69.04312	9.466639	1.5395151	0.5019110	0.5348572	0.5000596	170.95988	0.7472455	169.38513	164.70718	0.5072233	5.922080	2.191571	0.5876854	2.955046	35.89323	0.6010721	156.71791	0.5436237	164.26620	104.37712	0.5004663	25.24951
147.2619	210.47056	2.3246706	2.0937007	1.9658242	1.9242201	210.34629	212.27332	213.12894	212.59924	213.03826	213.17291	212.48318	215.08381	169.17670	178.23626	181.04415	181.56157	170.66079	175.40115	180.40806	182.70711	170.75893	177.07823	181.34639	184.61321	149.91972	1.0302491	0.5000841	0.5007058	170.40498	0.5013143	0.9070429	16.819353	183.43173	71.21983	0.5180554	0.5076262	0.5000596	0.5002909	0.5001602	0.5037888	0.5000000	71.02052	9.797691	1.5844228	0.5019675	0.5362408	0.5000595	175.94315	0.7560862	177.25568	165.60208	0.5075559	6.127776	2.268155	0.5913492	3.030594	36.99486	0.5978329	165.67374	0.5363674	166.57591	108.33536	0.5004861	26.22463
222.8399	193.94624	2.2666163	2.1791711	1.9552668	1.8836983	198.12776	198.19179	200.39687	203.22022	204.95426	207.02526	210.35150	202.47211	175.88970	184.57716	189.79613	188.64109	175.65740	183.68611	187.61562	187.42291	177.57201	184.93821	188.37174	188.34684	160.23169	1.0443621	0.5000905	0.5007188	187.60883	0.5013489	0.9164743	17.296358	191.80588	75.34802	0.5183010	0.5078462	0.5000599	0.5002994	0.5001661	0.5038884	0.5000000	74.09750	10.111030	1.6243343	0.5019600	0.5370564	0.5000596	193.21970	0.7683471	185.39859	170.25626	0.5076560	6.301483	2.331660	0.5948476	3.046880	38.29129	0.5985132	176.45854	0.5365834	173.16570	112.24677	0.5004988	26.23827
121.5056	170.58590	2.2796299	2.2852985	2.1761242	2.0648721	170.02047	166.90423	166.86138	165.20016	162.30866	164.97764	166.15356	166.36239	163.83735	163.38549	165.43122	167.05135	163.43449	164.61051	166.85566	168.10155	163.20488	163.62980	166.25831	168.13766	138.60117	1.0545552	0.5000822	0.5007223	148.11418	0.5013053	0.8842871	16.223515	168.96460	68.57382	0.5189064	0.5072991	0.5000597	0.5002890	0.5001693	0.5039515	0.5000000	71.32199	9.889245	1.6050140	0.5019756	0.5368232	0.5000596	159.61415	0.7676305	167.43959	132.54970	0.5077563	6.387980	2.320091	0.5940093	3.069429	38.03313	0.6027833	142.82639	0.5391425	158.60150	106.03374	0.5005038	26.85799
169.0422	198.03700	2.2579090	2.1001293	1.9352858	1.8542622	200.46485	200.99119	201.67404	204.90317	206.87675	206.67523	206.98559	199.71868	197.55251	195.23836	192.99361	190.44670	195.24128	194.51624	193.52430	190.34678	196.34777	193.34146	193.08800	191.54426	172.96692	1.0880471	0.5000880	0.5007504	206.05251	0.5013716	0.9181068	17.361258	197.79253	75.15432	0.5198199	0.5077046	0.5000598	0.5003043	0.5001801	0.5042438	0.5000000	76.42937	10.255482	1.6475350	0.5019811	0.5379696	0.5000596	204.70155	0.7822632	191.05371	173.32901	0.5078515	6.544886	2.377236	0.5959231	3.097218	39.87893	0.6050375	204.32825	0.5362017	176.28748	119.06162	0.5005251	27.42531
169.1009	186.42139	2.2115781	2.2870402	2.1970804	2.0764433	185.34483	182.96231	188.23304	180.02165	176.42515	163.53278	167.62320	143.99500	191.56085	187.81260	184.54524	184.06283	189.95423	190.66273	187.05541	182.73162	190.31215	188.58022	185.12659	183.23491	161.75919	1.1028081	0.5000874	0.5007695	177.03893	0.5013799	0.9070584	17.131428	180.50787	73.45910	0.5202975	0.5077989	0.5000613	0.5003075	0.5001873	0.5043881	0.5000000	77.11967	10.533130	1.6562593	0.5020701	0.5386750	0.5000596	174.61314	0.7936333	174.39967	200.69472	0.5082067	6.729760	2.419226	0.5997229	3.239683	40.63853	0.6168518	200.02563	0.5405908	165.48462	113.68713	0.5005409	28.74212
150.8782	189.49040	2.2666163	2.2919706	2.1315099	2.0443758	194.33663	194.23795	199.27717	201.75978	201.66865	213.11299	213.06497	224.17525	208.59879	203.08951	199.73991	195.29031	207.74648	203.29511	198.14684	194.43847	208.02079	202.89054	198.92041	194.35897	188.61493	1.1287295	0.5001026	0.5007674	199.73860	0.5014094	0.9397560	18.619478	203.97127	79.47691	0.5201195	0.5085304	0.5000622	0.5003252	0.5001862	0.5044942	0.5000000	83.56382	11.107679	1.7116874	0.5021001	0.5403987	0.5000596	211.74940	0.8093157	198.21101	204.11568	0.5085793	6.832990	2.494145	0.6052588	3.491035	42.63166	0.6395272	245.33826	0.5513104	181.73032	123.45233	0.5005634	31.14560
150.7020	207.59949	2.3029451	2.1707965	1.8770025	1.7747796	210.04724	210.14269	212.46603	218.43012	221.21632	223.60387	225.46314	223.88768	213.41808	214.00985	210.63585	203.62490	216.66750	214.35615	209.40487	204.78655	213.46466	213.84572	210.34381	203.27652	188.37639	1.2091517	0.5001069	0.5007974	194.93921	0.5014085	0.9324993	18.121302	197.63255	77.65619	0.5202423	0.5082672	0.5000602	0.5003168	0.5001882	0.5047762	0.5000000	81.81497	10.929973	1.7247077	0.5021065	0.5409266	0.5000596	192.95006	0.8397099	195.51846	211.58170	0.5088291	7.169163	2.543076	0.6036443	3.390924	42.52747	0.6282461	219.26637	0.5454091	199.44875	128.47986	0.5006212	30.09810
150.7841	151.24358	2.7004733	2.4733492	2.1768738	2.1078473	151.96182	149.55454	148.59986	147.85503	147.84609	156.52368	152.61672	147.28788	144.01057	143.70278	140.71485	142.22326	143.53719	144.95467	143.51399	140.77521	145.41715	144.38861	142.79506	140.86274	122.27190	0.9900021	0.5000718	0.5006260	137.04131	0.5011190	0.8328754	13.934586	138.96492	57.96344	0.5176839	0.5061113	0.5000596	0.5002403	0.5001639	0.5037935	0.5000000	59.84586	8.176995	1.4441985	0.5016511	0.5315259	0.5000548	137.20195	0.7457307	134.31506	147.94435	0.5066364	5.618341	2.076258	0.5758492	2.463439	30.98017	0.6048431	140.76648	0.5286281	129.29034	91.00226	0.5004483	20.24776
110.8037	174.50455	2.7684275	2.4383796	2.1511691	2.1014875	171.45351	172.37965	167.64391	170.99254	173.02823	163.97316	161.65317	162.89550	166.95879	169.09646	172.80419	171.21801	167.96250	169.65834	170.10422	170.74916	167.82219	169.16239	169.62489	171.84228	146.79732	1.2490075	0.5000878	0.5007892	174.67412	0.5014110	0.9082993	16.824659	171.69995	73.33253	0.5188094	0.5080115	0.5000601	0.5003108	0.5001796	0.5046663	0.5000000	74.07301	10.678417	1.7960844	0.5023065	0.5431018	0.5000596	174.72374	0.8555596	183.98030	197.64261	0.5098421	7.197164	2.711907	0.6036895	3.164606	42.00275	0.6717709	153.51874	0.5365824	194.58948	113.60162	0.5006702	27.65607
150.8889	191.65527	2.6732587	2.3242356	2.1029667	2.0966961	199.16654	197.31894	199.17310	197.40180	195.87288	186.80525	192.58945	184.89065	180.50054	187.70502	191.72113	195.86167	181.46513	188.68647	193.16067	198.37440	181.07856	187.11398	191.18824	194.49566	159.32195	1.2626213	0.5001044	0.5008540	208.69611	0.5015582	0.9550339	18.751984	203.38295	79.35921	0.5204723	0.5085217	0.5000709	0.5003243	0.5001909	0.5048699	0.5000000	78.48639	11.031483	1.8289300	0.5023258	0.5441666	0.5000596	201.98352	0.8632210	206.28046	211.06035	0.5103821	7.514583	2.735094	0.6058782	3.200824	44.70393	0.6660632	175.26114	0.5395131	210.47244	124.86004	0.5006943	27.96135
203.7604	191.56744	2.7684275	2.4383796	2.1511691	2.1070817	191.78493	191.40000	188.74275	184.40433	186.96796	190.34150	188.96243	195.76932	182.34767	184.27891	185.27566	185.99674	182.28882	184.31369	187.13186	186.96423	182.14127	183.02030	185.31675	188.57423	152.31564	1.2505895	0.5000889	0.5008144	190.18462	0.5015192	0.9181361	17.701263	197.59575	76.96362	0.5195480	0.5081264	0.5000680	0.5003250	0.5001830	0.5047141	0.5000000	76.49244	11.010275	1.8437846	0.5023512	0.5457646	0.5000596	193.09711	0.8575866	204.04648	178.93623	0.5106197	7.378141	2.808166	0.6061739	3.177390	43.09706	0.6717709	172.40314	0.5365824	199.83873	118.58506	0.5006812	27.68502
184.2822	223.11857	2.6732587	2.3242356	2.1029667	2.0966961	229.95653	226.93781	229.34426	226.47444	223.60494	218.53614	217.89324	224.70786	226.56306	233.48022	238.05812	240.34677	229.12295	234.12097	239.19900	238.22266	229.37964	235.29229	238.05695	239.40737	212.30222	1.2658075	0.5001088	0.5008806	226.26431	0.5017452	1.0318192	23.693758	238.77167	99.72277	0.5205764	0.5108126	0.5000798	0.5004295	0.5001926	0.5048971	0.5000000	106.35497	14.647828	2.1310129	0.5031806	0.5544229	0.5000596	231.59937	0.8673890	236.09236	245.39352	0.5112009	7.873379	3.250256	0.6456863	4.537887	57.57321	0.6681811	238.01396	0.5635794	232.87650	160.15079	0.5007156	41.66891
206.4635	218.47309	2.6808346	2.4572859	2.2328514	2.1930032	219.06247	217.85882	215.99877	209.63421	211.04259	217.27605	215.16447	213.82101	215.31988	219.66501	224.95611	224.07018	215.17495	218.70131	224.82995	228.14641	215.92955	219.31180	224.43851	229.77117	199.64334	1.2458386	0.5001017	0.5008405	201.01817	0.5016554	1.0203543	22.894508	213.13322	97.46165	0.5200852	0.5106456	0.5000777	0.5004176	0.5001881	0.5047800	0.5000000	102.26849	14.275320	2.0904930	0.5031567	0.5527465	0.5000596	204.44115	0.8523836	213.29970	202.18813	0.5107611	7.624108	3.159802	0.6406810	4.463038	54.41692	0.6741235	203.20644	0.5614772	208.66447	146.90675	0.5006847	40.94545
173.4857	210.77827	2.6198564	2.3436169	2.0823728	2.0465769	199.32801	201.22302	203.64742	197.78626	197.36958	202.79110	204.18801	201.78979	197.48719	195.12537	186.70423	185.98165	195.77919	190.77990	186.18538	180.58057	196.48891	193.28905	186.65079	183.87096	210.50984	1.2111062	0.5001001	0.5007271	208.60136	0.5014853	0.9670246	21.268158	214.39569	89.97089	0.5175325	0.5096890	0.5000796	0.5003937	0.5001654	0.5041268	0.5000000	101.31906	13.778037	1.9925456	0.5030473	0.5511417	0.5000596	215.71545	0.8282397	217.23860	177.26947	0.5106263	6.799883	3.041609	0.6411265	4.519855	54.47678	0.6821945	245.12085	0.5637222	196.74777	143.92300	0.5006404	41.73411
260.8986	246.26261	2.4138696	2.3450410	2.1616226	2.1347701	245.98731	245.09573	247.78693	238.40691	239.01217	236.69019	237.75292	234.39030	256.34032	258.61132	254.69671	246.29220	256.02021	256.87224	254.47881	249.54549	256.48454	255.69980	255.54381	251.28419	221.64214	1.2490323	0.5001094	0.5008697	282.40610	0.5017560	1.0508270	23.654940	264.57721	102.24520	0.5202375	0.5109550	0.5000790	0.5004299	0.5001891	0.5048093	0.5000000	106.90698	14.619906	2.1496534	0.5031832	0.5542632	0.5000596	264.92218	0.8560373	245.78209	225.44882	0.5109886	7.759215	3.242219	0.6442569	4.466409	57.43002	0.6741235	234.46663	0.5614772	233.45491	162.34009	0.5006970	41.01128
264.7636	242.89426	2.6906223	2.4021992	2.2130562	2.1572942	254.03030	254.13622	254.27146	258.65674	259.04112	269.39523	267.60448	271.09388	270.59087	281.06171	276.73807	267.03970	271.34705	282.38021	276.97849	265.68058	270.94701	282.23164	276.43565	267.79755	247.65068	1.2789680	0.5001194	0.5008879	275.76389	0.5017861	1.0648619	25.089752	271.85269	105.46326	0.5204974	0.5112201	0.5000754	0.5004471	0.5001924	0.5049422	0.5000001	114.22366	15.183566	2.1859422	0.5032555	0.5552489	0.5000596	281.29459	0.8717828	259.25043	260.22885	0.5110888	7.896906	3.294925	0.6480860	4.581112	59.66185	0.6828694	275.11441	0.5644354	239.51791	174.43610	0.5007204	42.03326
249.3616	249.05733	2.7004733	2.4733492	2.1768738	2.1079028	261.94526	263.92453	263.15858	269.05984	272.19524	279.66115	280.59189	288.28923	290.79198	288.21108	273.98550	260.57107	291.74813	284.37198	271.58050	261.11135	294.51036	286.69465	272.96174	261.30590	248.43480	1.2673699	0.5001181	0.5008755	274.55124	0.5017619	1.0485886	24.094400	270.56223	102.67787	0.5205043	0.5109163	0.5000757	0.5004265	0.5001913	0.5048349	0.5000000	109.47672	14.635847	2.1441309	0.5031508	0.5543982	0.5000596	284.41391	0.8693269	257.59915	249.75198	0.5111684	7.783843	3.246724	0.6435212	4.439165	57.47597	0.6770806	326.36829	0.5619382	240.53581	171.54755	0.5007129	40.65752
81.3864	134.53768	2.2115781	2.2399322	1.9677859	1.8850429	135.75361	135.21913	140.70637	144.42974	143.30322	137.12640	141.81713	144.99270	115.77546	121.15247	119.85008	123.18106	116.77061	120.73007	122.84473	122.05375	116.75589	120.86344	122.71760	121.91172	103.83169	0.9442180	0.5000620	0.5006325	121.39091	0.5010781	0.8143838	12.166790	122.41986	52.47972	0.5169412	0.5056593	0.5000596	0.5002187	0.5001518	0.5033722	0.5000000	52.38065	7.615317	1.3890483	0.5014636	0.5292829	0.5000463	117.94453	0.7254865	124.30112	138.82983	0.5061026	5.678005	1.999842	0.5718140	2.365835	29.39115	0.6024059	110.68917	0.5283113	126.22958	79.62224	0.5004268	19.32907
189.7460	165.25339	2.2706377	2.2671833	1.9999996	1.9199236	173.35464	172.81349	173.49315	177.54169	177.87714	186.88055	185.09628	176.19098	174.30767	172.27916	172.77560	172.24101	172.51890	173.88272	172.37825	172.89448	173.11853	172.85930	173.38290	173.10208	158.54008	1.0647310	0.5000852	0.5007489	184.25842	0.5013433	0.9026865	16.609880	184.47676	71.63170	0.5200973	0.5075131	0.5000599	0.5002952	0.5001819	0.5041571	0.5000001	71.74954	9.880657	1.6143607	0.5020192	0.5367631	0.5000596	188.01747	0.7738494	181.78870	183.56410	0.5077331	6.489607	2.325545	0.5933874	3.052205	37.72477	0.6033776	181.57050	0.5380803	175.82179	112.25861	0.5005126	26.48300
150.7750	163.94134	2.4699583	2.3163224	2.0290037	1.9492070	166.12134	164.44632	164.19524	158.75186	158.38210	157.91543	158.51534	154.99340	148.51999	152.24397	154.41312	155.12967	147.92959	150.73676	154.82521	156.04721	148.05587	151.17608	154.73893	156.44917	132.30041	1.1239018	0.5000703	0.5007573	146.70216	0.5013067	0.8753796	15.347156	151.01218	66.02892	0.5199620	0.5070766	0.5000600	0.5002782	0.5001847	0.5044413	0.5000000	68.34805	9.679501	1.6292086	0.5020686	0.5372752	0.5000596	148.82396	0.8001185	154.56483	176.81046	0.5080399	6.757280	2.378504	0.5944179	3.039137	38.19928	0.6197087	138.72975	0.5396116	159.71330	103.42042	0.5005483	27.73145
168.9925	148.13489	2.3246706	2.3541860	2.0716480	2.0006731	143.13639	144.50368	141.71714	144.61265	141.48054	141.28200	144.97949	139.99176	153.99822	151.29647	149.72033	148.75739	153.49309	151.91747	149.77821	148.56648	154.09363	151.50959	149.14641	148.76770	136.01418	1.1119174	0.5000727	0.5006914	143.45287	0.5012394	0.8660258	14.752074	144.65205	62.56730	0.5183741	0.5067907	0.5000597	0.5002657	0.5001721	0.5042529	0.5000000	64.60275	9.154524	1.5688945	0.5020494	0.5353259	0.5000596	148.72597	0.7926910	141.49947	170.46095	0.5076830	6.383011	2.279683	0.5882080	2.850367	35.64678	0.6408024	165.33553	0.5375127	142.99364	98.45450	0.5005311	24.47574
190.6542	165.98337	2.4699583	2.3163224	2.0265032	1.9561712	167.35091	166.34317	164.47956	159.03505	160.09016	165.55658	163.71144	162.94751	154.86725	155.77513	156.94504	161.95323	152.76084	154.41863	158.74542	160.84217	152.24120	154.02709	159.12352	160.35679	132.75809	1.1531302	0.5000740	0.5007696	143.17438	0.5013281	0.8867732	15.571375	146.95694	66.44872	0.5199453	0.5071660	0.5000599	0.5002794	0.5001850	0.5046080	0.5000000	67.82546	9.685295	1.6487454	0.5021024	0.5377287	0.5000596	140.23409	0.8147891	147.95363	177.68619	0.5081081	6.897716	2.416639	0.5943673	3.017137	37.90750	0.6197087	136.41116	0.5396116	160.77664	103.48396	0.5005729	26.37089
249.1346	214.00692	2.4398650	2.2375204	1.9934383	1.9014564	202.35439	202.50318	202.72614	199.82609	198.09507	208.76726	208.21544	195.53683	205.37413	202.57393	203.14600	202.83800	203.82795	205.35444	203.43593	203.63182	201.76491	204.41831	205.06144	204.52100	180.50060	1.2351724	0.5001146	0.5008157	198.78799	0.5014747	0.9486580	18.753828	203.12923	80.21977	0.5206411	0.5085628	0.5000619	0.5003315	0.5001954	0.5048517	0.5000001	86.54186	11.406656	1.7911136	0.5022240	0.5424001	0.5000596	199.80518	0.8481552	203.68314	221.28165	0.5093581	7.245399	2.678464	0.6097462	3.554139	45.42828	0.6602688	238.38557	0.5499699	214.04724	130.07333	0.5006415	31.67814
217.3819	224.41103	2.2115781	2.2184039	2.0282298	1.9415093	193.70520	192.16196	190.54799	194.73728	193.43676	193.49667	195.06928	196.94959	229.83700	232.65411	233.65804	221.71239	236.26556	233.31992	230.71078	225.13334	234.86423	232.33190	229.73325	226.78853	189.41888	1.2719426	0.5001050	0.5008339	232.96167	0.5015009	0.9400981	18.387726	219.06783	79.77223	0.5206578	0.5083112	0.5000648	0.5003308	0.5001941	0.5048788	0.5000000	82.00881	11.548773	1.8395464	0.5022467	0.5437927	0.5000596	225.94362	0.8648640	223.01189	225.32854	0.5097333	7.577970	2.793387	0.6123233	3.483611	47.10960	0.6577479	250.82065	0.5453598	233.40033	125.30922	0.5006871	31.31516
190.9413	200.89274	2.2579090	2.1641657	1.9583298	1.9262112	211.77844	212.00026	212.95325	216.13358	217.05393	218.03383	220.75448	203.93281	202.76582	199.99440	197.49445	196.44626	202.99122	197.99839	195.12691	196.21094	203.44212	200.08242	197.45852	194.48330	189.89156	1.2666138	0.5001037	0.5008522	225.45197	0.5014916	0.9348522	18.370951	223.84785	80.46265	0.5205705	0.5083946	0.5000646	0.5003326	0.5001930	0.5049070	0.5000000	85.11271	11.504636	1.8446265	0.5022652	0.5444129	0.5000596	220.81822	0.8657357	228.14821	224.73047	0.5102162	7.583523	2.800777	0.6125740	3.544597	47.24215	0.6660632	226.81902	0.5501148	229.42604	138.55942	0.5007008	31.53425
217.3576	191.25073	2.4138696	2.3450410	2.1096883	2.0918721	196.02561	195.03858	196.06928	192.97759	191.05093	183.56007	186.52697	184.95805	165.85849	167.70924	168.73080	169.23031	165.95688	167.08429	168.02326	170.40811	165.87429	167.10503	168.79129	169.47262	140.76486	1.2505165	0.5000743	0.5008273	157.99374	0.5013968	0.9094203	16.120638	171.51717	71.34051	0.5202261	0.5078201	0.5000637	0.5002958	0.5001898	0.5048055	0.5000000	70.43401	10.134518	1.7347777	0.5021604	0.5410530	0.5000596	153.78711	0.8540281	179.31065	197.25760	0.5095536	7.324836	2.609128	0.5984330	3.103269	40.11679	0.6429806	149.09547	0.5376571	197.76524	110.64737	0.5006737	27.44993
57.4813	55.57398	-0.1533948	0.0284506	0.0590158	0.0624031	50.35458	49.81208	48.88663	48.57434	46.63366	47.75390	47.21481	42.99949	47.89438	53.17074	61.35750	65.80311	47.57567	53.87087	61.19683	67.45706	48.77976	54.80162	61.96630	65.95869	39.61127	0.8512266	0.5000328	0.5004612	67.96890	0.5007806	0.7205343	6.283913	72.66963	31.49384	0.5143366	0.5036689	0.5000564	0.5001242	0.5001243	0.5025835	0.5000000	20.10559	4.023144	1.0097713	0.5012524	0.5180200	0.5000000	68.38551	0.6660438	76.34899	73.92083	0.5040325	3.431089	1.374955	0.5416795	1.698152	11.69361	0.6033776	23.52034	0.5144902	81.69936	31.29056	0.5002887	12.72254
79.9428	99.09959	2.0096397	1.5131219	1.1627561	1.0553504	93.19480	93.68122	93.19897	90.76418	91.67368	83.26539	84.70911	80.26873	103.73415	106.84911	110.17557	114.67348	101.83165	107.84282	112.43588	115.95500	102.32376	108.30412	111.78274	115.19223	99.14906	0.9794285	0.5000687	0.5005334	109.90771	0.5009311	0.7678732	10.734456	100.97108	44.54113	0.5150357	0.5049452	0.5000571	0.5001927	0.5001341	0.5030529	0.5000000	49.31464	7.276446	1.2869673	0.5016817	0.5270457	0.5000430	107.01733	0.7131159	109.51975	150.82892	0.5062380	4.723101	1.937210	0.5749848	2.644095	30.85846	0.5934607	101.13700	0.5357183	110.80142	72.85316	0.5004236	23.32049
88.2042	94.76905	-0.0910563	-0.0194989	0.1159670	0.1828398	87.93679	88.04870	87.02795	87.88530	87.62661	86.83470	80.82570	75.95497	85.44342	85.39322	87.68023	88.99421	84.61502	85.04471	86.72836	87.88695	84.76964	85.24398	86.23343	88.42954	76.12856	0.8436426	0.5000596	0.5004779	96.04221	0.5008422	0.7443709	9.238063	95.86773	38.77064	0.5140315	0.5040297	0.5000552	0.5001562	0.5001237	0.5025939	0.5000000	38.67900	5.765330	1.1387603	0.5012649	0.5202890	0.5000018	94.45917	0.6660894	89.32353	70.56889	0.5041951	4.178950	1.549645	0.5538382	1.881525	22.06064	0.5978329	82.19179	0.5218684	83.68854	59.88296	0.5002992	14.56576
69.9413	101.65309	0.8345484	0.9737174	0.9099263	0.8643668	94.67689	95.44901	96.93074	95.80569	93.99171	98.73324	99.84933	99.07844	98.17146	97.85740	98.45476	99.54602	98.99696	98.23507	98.82757	99.32345	98.18231	97.85456	98.59663	99.27668	84.64278	0.8741528	0.5000596	0.5004925	86.20652	0.5008886	0.7639802	10.187611	97.64883	42.83350	0.5139087	0.5046983	0.5000563	0.5001777	0.5001240	0.5026189	0.5000000	42.78476	6.385790	1.2337266	0.5012852	0.5240137	0.5000085	94.66623	0.6782345	97.25787	71.36526	0.5048320	4.514471	1.737111	0.5604554	2.067797	24.41726	0.6010721	90.18039	0.5225214	91.29847	67.41946	0.5003432	16.43001
94.7849	97.96609	2.2545512	1.7124028	1.2999978	1.2176937	91.51131	92.27602	92.67855	91.63419	92.86992	90.57208	92.83291	91.48897	92.34831	93.94060	93.82297	94.89446	92.99202	93.78853	95.24928	95.41249	93.05277	93.99885	94.48750	95.19997	84.08367	0.8460345	0.5000596	0.5004915	89.67443	0.5008655	0.7512903	10.124389	90.94855	42.23161	0.5141330	0.5046253	0.5000591	0.5001748	0.5001240	0.5025954	0.5000000	43.55116	6.354067	1.2058274	0.5012653	0.5233401	0.5000129	94.29668	0.6686857	92.73802	58.64567	0.5048528	4.294831	1.678287	0.5594143	2.151426	23.93446	0.5965941	83.97317	0.5257404	84.30069	65.83314	0.5003150	17.36201
76.7410	81.13966	2.3246706	2.3541860	2.0816877	1.9556072	82.83966	82.39840	83.17201	83.99348	82.71521	84.64417	82.78648	78.51646	88.66846	87.23510	85.97569	85.76099	87.53419	86.57817	85.34984	86.61849	87.55828	86.18385	85.51964	85.50185	76.62184	0.8480301	0.5000575	0.5004969	62.86952	0.5008993	0.7591365	9.403058	76.50063	40.12488	0.5140673	0.5046155	0.5000595	0.5001671	0.5001239	0.5026001	0.5000000	39.88517	5.747445	1.1756867	0.5012316	0.5234388	0.5000190	79.19345	0.6695422	83.66009	98.85315	0.5050607	4.065536	1.656184	0.5551846	2.165753	21.23289	0.5978329	80.39465	0.5153390	86.95395	58.54916	0.5003129	17.35311
133.6348	92.28052	2.2199490	2.2485008	1.9809218	1.9083928	87.72643	86.32852	83.14355	82.33930	82.32201	83.98373	81.81373	84.17065	99.08903	97.45902	95.51346	94.29702	98.70522	96.43021	95.63389	94.33079	99.51749	96.95305	94.94023	94.52038	87.21287	0.8394846	0.5000597	0.5004919	89.93809	0.5008689	0.7506564	10.372062	85.22681	40.10735	0.5141534	0.5044042	0.5000579	0.5001742	0.5001236	0.5026438	0.5000000	43.68970	6.319510	1.1713583	0.5012291	0.5226222	0.5000130	94.69191	0.6676617	86.16292	86.15791	0.5047245	4.090954	1.607535	0.5572001	2.072720	23.13919	0.5934607	97.78236	0.5264744	87.41168	63.29288	0.5003099	16.51759
149.4708	128.71275	2.2115781	1.9832812	1.7289379	1.6852664	132.25057	130.88584	131.26348	124.26020	126.82750	135.96544	125.79231	139.81949	134.19300	135.16753	135.33520	138.65116	135.39048	137.37446	136.07973	137.37677	135.24895	135.96387	135.44226	137.18379	111.08163	0.9879652	0.5000703	0.5006645	144.79358	0.5012277	0.8622236	14.190992	141.37256	58.70406	0.5164286	0.5065897	0.5000607	0.5002497	0.5001450	0.5034211	0.5000000	57.97205	8.399838	1.4559263	0.5017917	0.5316442	0.5000539	133.62648	0.7376397	134.90117	143.75511	0.5068030	5.668717	2.092816	0.5797860	2.710536	31.40391	0.6013493	125.06880	0.5397097	135.76672	83.96898	0.5004458	22.94724
113.9154	132.35563	2.2115781	2.1588768	1.9084428	1.8473557	134.10676	132.97432	133.42805	128.76198	130.13082	139.33186	131.12689	139.43788	134.47124	131.53494	130.78538	130.69092	133.49300	132.60242	130.63447	131.68845	134.38245	131.14639	130.78155	131.23932	105.11314	0.9519464	0.5000662	0.5006595	124.65858	0.5011629	0.8466663	13.414764	129.30380	55.95458	0.5166215	0.5061623	0.5000597	0.5002342	0.5001488	0.5034746	0.5000000	53.58947	7.812898	1.4246151	0.5015312	0.5299829	0.5000454	131.23308	0.7320803	124.34191	147.49841	0.5061567	5.736919	1.998298	0.5721233	2.356305	28.82479	0.6013493	119.41385	0.5283188	122.31624	80.40868	0.5004321	19.02437
150.1022	127.02266	2.2666163	2.2953828	2.0270847	1.9488089	123.74365	123.15589	124.61085	127.34519	125.23819	122.94919	124.60404	131.67559	114.73779	114.33988	114.45689	115.68628	112.40858	114.43143	114.93070	116.11006	112.99071	114.06876	115.06593	115.24140	102.29500	0.8931884	0.5000596	0.5005851	113.59227	0.5010406	0.7962477	11.564414	112.04662	49.40252	0.5157583	0.5052745	0.5000596	0.5002038	0.5001416	0.5030786	0.5000000	50.01877	7.125032	1.3416128	0.5013849	0.5275479	0.5000308	112.42347	0.7033153	114.48495	100.94448	0.5057216	5.260698	1.882974	0.5669614	2.265269	27.00280	0.5985132	122.42475	0.5262746	109.66579	76.82661	0.5003845	18.11143
134.8694	151.40731	2.2666163	2.2735414	1.9825004	1.9133109	159.85439	159.05327	159.72201	163.37089	160.78189	165.31608	161.38024	162.05196	162.67765	164.58447	167.46960	169.68554	164.22913	165.96247	168.29084	168.86915	163.82110	166.33954	167.04641	169.01824	144.05875	1.0744878	0.5000827	0.5007377	161.10379	0.5013487	0.9117907	16.262201	163.97371	69.85645	0.5193858	0.5075141	0.5000599	0.5002843	0.5001757	0.5040848	0.5000000	68.91396	9.714587	1.6199423	0.5020182	0.5367384	0.5000596	160.42706	0.7789569	161.30568	182.03081	0.5077306	6.513338	2.331566	0.5924269	2.988481	37.30324	0.6086705	148.32841	0.5362439	159.52899	103.81465	0.5005179	26.03885
150.9378	174.93664	2.6748615	2.3658376	2.1017430	2.0432290	168.06202	168.73188	170.31047	168.91971	169.29585	168.64287	165.92720	167.10244	148.77072	155.40201	153.62551	151.14021	150.24679	154.75934	153.40057	152.42458	151.38497	153.59127	154.56812	152.62216	139.46193	1.1680512	0.5000794	0.5006828	171.77570	0.5012869	0.8519675	15.239774	178.06639	65.43551	0.5170737	0.5069166	0.5000671	0.5002798	0.5001591	0.5039385	0.5000000	68.04562	9.693447	1.6546979	0.5021492	0.5397237	0.5000594	180.75157	0.8154278	191.55113	152.78474	0.5097258	6.106983	2.471377	0.5973649	3.143256	37.42420	0.6717058	152.74316	0.5365824	175.74513	104.12182	0.5005786	27.39896
168.7635	179.71873	2.6198564	2.3436169	2.0823728	2.0465769	168.27654	168.83625	168.90827	170.49418	171.08833	171.66546	171.52909	173.14462	136.86043	143.46828	142.20471	145.96795	138.50488	140.52276	141.74143	139.51568	137.52910	142.02605	141.90971	143.38995	130.12032	1.2099084	0.5000834	0.5006804	170.74022	0.5012564	0.8588877	15.298547	170.28230	63.34346	0.5174651	0.5071662	0.5000768	0.5002702	0.5001643	0.5040845	0.5000000	64.54226	9.500808	1.6202518	0.5020812	0.5385566	0.5000520	172.05695	0.8262511	183.04578	154.67197	0.5099495	6.237119	2.431325	0.5918465	3.037303	34.12505	0.6577479	133.43694	0.5444801	175.67194	93.84261	0.5006236	25.96165
111.0846	178.53973	2.6748615	2.3658376	2.0502712	2.0022470	172.59048	173.05406	174.03259	173.88498	172.16511	174.86279	175.07398	173.50520	159.97530	159.00626	156.74270	158.68909	161.86924	158.46849	159.94491	158.29940	158.39683	157.57469	157.98849	158.06596	158.82556	1.1677880	0.5000919	0.5006700	164.65962	0.5012794	0.8887368	16.817013	171.95488	70.73671	0.5170737	0.5081086	0.5000677	0.5003046	0.5001591	0.5039369	0.5000000	70.66333	10.508783	1.6884584	0.5025131	0.5414480	0.5000541	175.27779	0.8147182	180.92957	152.19569	0.5097553	5.833571	2.556918	0.6104492	4.012477	39.15336	0.6717058	189.00648	0.5604075	170.04213	94.24879	0.5005750	36.65810
289.4326	211.46611	2.7100712	2.3826853	2.1022542	2.0685849	200.05846	201.19439	200.06496	194.55986	194.72664	198.68795	204.42376	209.47486	202.05438	204.54125	200.37139	203.05477	202.70500	200.56932	201.31448	201.00991	204.03554	202.29646	199.98510	199.06498	193.01349	1.2373649	0.5000944	0.5007648	221.32422	0.5015157	0.9863684	21.435875	212.84099	92.55193	0.5186400	0.5100405	0.5000785	0.5003999	0.5001757	0.5045273	0.5000001	98.84411	13.886865	2.0249732	0.5031294	0.5516347	0.5000596	211.79562	0.8503405	208.44695	195.96318	0.5107255	7.226872	3.081263	0.6394562	4.491428	53.64328	0.6651320	229.94072	0.5626772	192.62308	142.72542	0.5006705	41.33966
191.0376	216.15900	2.6906223	2.4021992	2.2130562	2.1572942	213.73022	212.31970	212.24457	210.40083	213.26929	215.46425	211.43702	215.79295	237.61666	235.63528	234.19289	235.23562	236.27818	236.67325	237.71305	233.10604	240.79446	235.18372	234.92714	234.33063	210.97946	1.2754304	0.5001047	0.5008392	234.60216	0.5016704	1.0309315	23.245703	240.77173	99.28967	0.5192515	0.5106046	0.5000740	0.5004323	0.5001788	0.5047423	0.5000001	107.12440	14.789591	2.1474419	0.5032228	0.5544724	0.5000596	240.61359	0.8659530	233.91576	215.36508	0.5110101	7.609025	3.243876	0.6473772	4.581112	58.26128	0.6828694	233.21135	0.5644354	215.44571	162.35226	0.5007088	42.03326
151.0453	213.25775	2.6176940	2.3110650	2.0523752	2.0197391	205.72115	205.70237	205.08018	206.10684	204.84048	200.23383	206.18606	201.26588	194.69030	192.68867	187.45576	185.57569	194.01335	189.02231	187.31278	186.16919	193.54049	190.91206	187.68720	185.21524	204.89513	1.1706011	0.5000885	0.5007339	193.71948	0.5014580	0.9649811	20.858105	202.99741	88.14099	0.5179008	0.5096010	0.5000777	0.5003863	0.5001685	0.5041239	0.5000001	99.72463	13.439690	1.9340531	0.5029805	0.5480372	0.5000595	202.08055	0.8143424	201.32962	181.27908	0.5100495	6.707922	2.926684	0.6364186	4.446529	52.56787	0.6649393	255.88632	0.5626772	181.93839	142.01311	0.5006141	41.18594
249.5698	235.55970	2.7496717	2.5203037	2.2219901	2.1552729	227.34927	228.19336	225.67784	226.85186	226.48865	227.18809	219.43482	223.26455	239.98165	232.72743	224.98714	217.09138	236.38673	232.76257	222.65595	216.88825	238.25876	232.07470	222.21396	216.15107	225.74265	1.2464236	0.5001041	0.5007722	229.45268	0.5015472	0.9841297	21.970072	230.93938	94.08054	0.5182812	0.5101781	0.5000741	0.5004050	0.5001729	0.5044544	0.5000000	105.12706	14.171515	2.0682888	0.5030680	0.5526756	0.5000596	239.24585	0.8484672	229.15004	202.31633	0.5109547	7.208579	3.106802	0.6410129	4.389441	56.45940	0.6671886	242.27928	0.5598071	209.50728	159.61493	0.5006774	40.14312
253.4694	235.21605	2.6732587	2.3242356	2.1603804	2.1267304	222.39878	224.60528	228.03670	228.12720	228.77016	229.61655	228.84153	230.41043	203.05452	198.90337	192.01258	187.33795	201.43542	198.12366	194.49583	188.32429	204.77204	200.09820	192.11501	186.88412	208.22476	1.2055511	0.5000963	0.5007300	209.90100	0.5014613	0.9596053	21.066086	210.77882	88.56988	0.5178696	0.5096511	0.5000771	0.5003932	0.5001672	0.5042489	0.5000000	98.95927	13.644794	1.9659190	0.5030063	0.5492685	0.5000596	210.28728	0.8292797	214.50626	171.30725	0.5103604	7.050543	3.004909	0.6394673	4.499454	53.56449	0.6681811	243.26054	0.5635794	195.16229	142.40227	0.5006524	41.70410
268.7162	243.79753	2.2093734	2.0760843	1.9121425	1.8994290	235.95588	235.82703	232.72404	235.81945	237.18956	230.84131	229.50555	222.95365	240.60732	234.25338	227.44220	224.35334	240.88343	233.85777	226.41861	223.26924	240.70742	234.93122	228.88540	225.23579	221.03661	1.2247891	0.5001023	0.5008015	230.80808	0.5016385	1.0021861	22.152390	231.68561	97.05169	0.5184200	0.5103059	0.5000821	0.5004132	0.5001764	0.5045738	0.5000000	106.06438	14.439632	2.1049011	0.5031430	0.5532568	0.5000596	238.31691	0.8416905	228.70663	211.17920	0.5109954	7.307491	3.193875	0.6442544	4.427200	57.87220	0.6830171	257.82089	0.5600467	207.08916	158.62436	0.5006663	40.56582
339.9621	255.43622	2.7004733	2.4733492	2.1768738	2.1079028	264.24118	262.84618	262.90709	269.53266	269.17703	279.07299	278.94225	273.70788	282.64703	275.97544	268.20882	258.23860	280.61756	277.69706	268.15082	259.58352	281.02043	276.61422	267.96828	258.64015	244.53746	1.2673699	0.5001159	0.5008758	281.69699	0.5017612	1.0453647	23.938847	271.95758	101.90943	0.5205043	0.5109087	0.5000758	0.5004249	0.5001913	0.5048338	0.5000000	109.19272	14.600319	2.1390905	0.5031493	0.5543960	0.5000596	273.64841	0.8694181	260.26776	249.75198	0.5111684	7.772183	3.241868	0.6435024	4.439165	57.42119	0.6770806	284.98428	0.5619382	244.46040	168.62482	0.5007136	40.65752
217.2417	262.60743	2.6176940	2.3110650	2.0644338	2.0384723	264.05335	263.17263	263.58506	256.95326	259.94472	253.80291	256.33121	248.11549	266.28377	257.53105	247.65260	244.39743	266.87939	255.60215	247.04532	246.15378	267.31932	254.65411	249.34827	245.83327	223.22397	1.2457718	0.5001107	0.5008626	218.18962	0.5017137	1.0410593	23.755869	233.74129	99.92488	0.5205175	0.5107654	0.5000799	0.5004281	0.5001935	0.5048277	0.5000001	108.34624	14.649085	2.1114421	0.5031930	0.5533668	0.5000596	232.59187	0.8572891	226.14107	203.99791	0.5109029	7.677332	3.185351	0.6448803	4.517527	57.56124	0.6651320	276.30142	0.5626772	210.70052	160.34193	0.5006896	41.52214
217.7610	264.84586	2.6198564	2.3436169	2.0823728	2.0465769	272.98417	272.33012	274.14176	271.12212	269.89529	258.87362	263.85488	257.61517	261.32597	257.57439	255.04338	250.49382	263.92429	256.75363	252.17857	249.07697	260.81871	257.38969	252.54714	250.21599	224.43088	1.2676932	0.5001149	0.5008663	249.42104	0.5017604	1.0597229	24.206551	244.92227	103.02452	0.5199585	0.5111476	0.5000840	0.5004387	0.5001866	0.5047861	0.5000000	109.78094	14.788301	2.1527457	0.5032212	0.5553628	0.5000596	245.63718	0.8621536	239.06796	236.21300	0.5112448	7.735610	3.250068	0.6468106	4.536076	58.76252	0.6821945	248.46336	0.5637222	218.24292	164.50002	0.5007014	41.77594
143.0190	143.42359	2.1152351	1.5929999	1.2216832	1.1340327	142.59736	141.79056	140.96661	130.78007	131.64986	139.47864	138.87896	139.27420	150.13037	150.95249	150.63978	152.47116	149.92067	151.53927	150.78208	150.51438	149.87891	150.67289	151.99759	151.70779	130.64662	0.9965858	0.5000733	0.5006477	152.63480	0.5012044	0.8664089	14.655701	152.05679	61.60236	0.5172347	0.5068528	0.5000596	0.5002602	0.5001501	0.5034951	0.5000000	64.19045	8.974347	1.4928038	0.5018618	0.5336136	0.5000594	158.83109	0.7408509	153.73834	138.97377	0.5071273	5.497978	2.141061	0.5840375	2.911164	34.12064	0.6010721	156.43353	0.5436237	141.94583	94.44646	0.5004541	24.97003
143.6352	144.67324	2.2115781	1.8872222	1.6912546	1.6369535	143.99466	142.07438	139.22052	134.88395	138.24535	143.42160	141.52028	139.70720	144.52187	148.40114	149.25934	151.69014	146.85107	147.33670	151.21687	150.79931	146.03802	149.02628	150.05936	150.95863	131.34552	1.0160073	0.5000705	0.5006818	176.43265	0.5012573	0.8662257	15.271651	155.94402	63.54123	0.5171354	0.5068734	0.5000600	0.5002679	0.5001524	0.5035391	0.5000000	64.70319	9.174627	1.5306122	0.5019517	0.5343663	0.5000596	161.44055	0.7473816	155.39430	153.16747	0.5073693	5.671187	2.197914	0.5868900	2.801561	34.60173	0.6013493	149.23357	0.5319519	150.51500	97.64528	0.5004674	23.62899
124.3309	142.29916	2.4699583	2.3523127	2.1522895	2.0359114	135.13228	136.86773	128.38979	136.99279	137.00728	131.99313	122.96499	125.55858	133.42787	134.60904	136.25579	136.33792	133.59479	134.83461	135.64528	135.60455	133.10391	133.94086	135.86598	135.93390	119.90988	1.0211388	0.5000646	0.5006407	138.70552	0.5011455	0.8392588	13.579737	131.58102	57.49352	0.5159470	0.5063412	0.5000596	0.5002397	0.5001484	0.5035496	0.5000000	59.75832	8.596949	1.4865488	0.5018057	0.5323223	0.5000578	127.52827	0.7454416	131.78537	148.86263	0.5071024	5.797836	2.167497	0.5858149	2.838485	34.62952	0.5990973	133.81371	0.5395584	137.41690	91.44150	0.5004687	24.50658
142.5334	125.03586	2.2115781	2.2399322	2.0349562	1.9706640	119.72209	122.31683	124.04769	117.25224	113.91502	112.65826	107.18129	107.06175	118.47609	127.67299	128.32136	131.65125	120.44177	125.52734	130.26848	133.02318	118.92974	125.43150	128.45171	131.43640	102.01885	0.9785548	0.5000733	0.5006037	116.20695	0.5011128	0.8279236	13.327776	127.64272	56.28481	0.5155747	0.5062349	0.5000609	0.5002424	0.5001385	0.5032827	0.5000000	55.27374	8.281963	1.4314723	0.5017684	0.5310676	0.5000486	115.20687	0.7213471	124.71969	156.76767	0.5066361	5.418761	2.052186	0.5795414	2.732234	30.93902	0.6013493	93.42326	0.5397518	130.22404	74.63820	0.5004320	23.13481
113.9154	116.20604	2.2796299	2.3088566	2.0290825	1.9560172	109.80849	110.40171	111.50332	110.96566	112.65529	105.76018	108.80731	110.18322	114.38021	113.47415	111.25145	111.52169	115.91952	112.42843	111.73146	112.05021	114.71425	113.10702	110.92236	111.75146	99.03251	0.8632322	0.5000597	0.5005473	118.15703	0.5009786	0.7938233	11.674879	106.29564	49.01427	0.5148798	0.5053310	0.5000595	0.5002033	0.5001331	0.5028543	0.5000000	48.82170	7.027336	1.3014356	0.5013496	0.5261434	0.5000328	113.63419	0.6811352	107.33265	94.02316	0.5054221	4.891518	1.823562	0.5647117	2.263331	26.04074	0.6023485	108.51709	0.5285986	101.07374	73.79882	0.5003501	18.40975
131.1068	121.06709	2.3029451	2.1520646	1.8396751	1.7529712	115.30933	116.14792	117.17338	115.51520	115.13771	107.65321	109.77744	110.42384	96.82846	100.75345	103.67237	106.35868	98.55993	100.56629	104.41185	107.70726	97.04685	100.64976	104.62722	107.35577	92.64997	0.8759381	0.5000601	0.5005567	102.47628	0.5009730	0.7894257	11.469867	105.34725	48.11761	0.5151113	0.5053246	0.5000594	0.5002006	0.5001366	0.5028546	0.5000000	47.61718	7.026480	1.3157637	0.5013641	0.5266725	0.5000247	107.59574	0.6896653	111.13470	110.49598	0.5054097	5.020701	1.847412	0.5653771	2.253024	26.33994	0.6010721	98.83100	0.5268704	110.53230	71.35063	0.5003663	18.18265
92.1298	131.42245	2.2579090	2.1641657	1.9583298	1.9262112	125.82724	128.94224	131.39849	129.72949	129.27804	124.56942	121.57928	121.79843	110.50965	115.84861	117.87692	119.48635	110.35233	115.49635	118.89425	120.55398	110.75933	116.21601	118.82087	119.22566	103.79527	0.9227520	0.5000598	0.5005754	109.51223	0.5009975	0.7945429	11.953518	119.88466	50.83960	0.5165319	0.5053645	0.5000595	0.5002081	0.5001468	0.5031605	0.5000000	50.98835	7.337262	1.3650516	0.5013908	0.5280175	0.5000339	121.27459	0.7086189	123.16545	110.55552	0.5057501	5.467193	1.937982	0.5690216	2.244384	28.43275	0.5964170	108.62000	0.5254772	120.08823	78.32631	0.5004119	18.12445
121.8357	136.31682	2.6732587	2.3242356	2.1855711	2.1392196	129.68342	130.05587	131.21597	131.63461	132.95459	131.99135	132.95306	135.61632	125.92527	126.48459	128.00620	128.88980	125.06145	127.51799	129.16270	128.44831	124.40283	127.00730	127.99794	129.68432	112.93128	1.0331972	0.5000700	0.5006225	122.35429	0.5010886	0.8230233	13.706561	124.89527	57.08306	0.5177475	0.5062624	0.5000595	0.5002450	0.5001639	0.5039519	0.5000000	57.58746	8.562487	1.4774864	0.5018822	0.5319557	0.5000535	123.92684	0.7661952	118.66978	149.88351	0.5070128	5.600779	2.106265	0.5805939	2.709738	30.74918	0.6450946	129.37270	0.5387968	123.70808	87.21925	0.5004584	22.68810
190.5466	153.59558	2.7684275	2.4383796	2.1400501	2.0737291	148.31173	149.21280	149.89674	151.11660	147.92767	147.95321	145.09567	145.55348	135.12073	133.89615	133.91148	132.36277	134.10971	134.96866	134.08169	133.26711	134.67486	134.27937	135.01511	133.38713	128.77666	1.1554662	0.5000743	0.5006665	133.95970	0.5011857	0.8441541	14.533019	141.14951	61.64425	0.5171041	0.5067614	0.5000598	0.5002655	0.5001596	0.5039403	0.5000000	65.52010	9.373530	1.5983181	0.5020932	0.5376097	0.5000591	135.18275	0.8080794	152.36008	164.33235	0.5087296	5.978188	2.368312	0.5940768	3.131914	36.07018	0.6717058	126.33763	0.5365824	164.29138	97.87340	0.5005464	27.34476
135.5005	162.30085	2.6310760	2.4091957	2.1195653	2.0774968	156.42276	156.42618	155.36983	154.19812	153.46978	154.60810	151.92131	156.02239	144.74702	140.75529	135.97397	136.68147	146.51687	143.08996	140.56654	136.72818	146.58815	142.21529	139.54548	137.86096	129.38005	1.1652558	0.5000771	0.5006597	148.39134	0.5011258	0.8285207	14.388431	139.47830	60.11953	0.5177099	0.5064141	0.5000596	0.5002570	0.5001664	0.5041464	0.5000001	65.32005	8.945358	1.5472271	0.5019934	0.5342949	0.5000569	140.28258	0.8097433	145.26788	152.59637	0.5082137	5.799406	2.285550	0.5882098	2.925833	35.01091	0.6565521	153.47820	0.5385548	162.94691	99.15303	0.5005533	25.23656
143.0298	173.39119	2.6176940	2.3110650	2.0523752	2.0121199	163.00893	163.64077	164.45386	162.70393	164.00758	161.00776	164.53358	163.78123	149.38921	148.66184	145.97064	144.39123	148.47677	148.89894	147.64999	144.71892	147.69112	148.64834	145.51123	144.73173	134.02206	1.1688471	0.5000769	0.5006716	160.01802	0.5012075	0.8455645	14.965252	160.91022	62.18323	0.5176986	0.5068002	0.5000697	0.5002633	0.5001647	0.5040227	0.5000001	65.97769	9.311838	1.5704029	0.5020500	0.5358585	0.5000588	162.68124	0.8113379	173.39760	159.92073	0.5091683	6.049223	2.351301	0.5910822	2.977164	35.47761	0.6603097	138.86551	0.5385803	169.19203	100.08356	0.5005841	25.64469
154.5160	193.15477	2.6198564	2.3436169	2.0823728	2.0465769	189.34588	187.35633	195.64694	213.00500	217.49352	202.80373	182.80651	184.52132	154.54147	155.84660	152.03277	153.20504	152.40381	154.30219	152.07227	146.95933	153.90155	155.05774	152.87543	149.96164	130.47501	1.2099084	0.5000827	0.5006959	177.36713	0.5012922	0.8725166	15.555129	169.88062	64.59702	0.5175004	0.5075147	0.5000757	0.5002732	0.5001650	0.5041001	0.5000000	67.23464	9.590370	1.6266447	0.5020877	0.5388257	0.5000567	171.96715	0.8267719	182.25290	172.03032	0.5097547	6.345694	2.439840	0.5921484	3.037303	35.36700	0.6577479	153.55103	0.5444801	178.46498	100.50414	0.5006192	25.96165
68.8852	86.69598	0.7976724	0.9334168	0.9890178	0.9635877	81.68400	83.63430	83.62959	83.10554	84.61382	82.23861	87.36940	87.83390	91.93873	89.87120	89.78868	89.71439	92.17438	90.76865	88.84551	89.68997	91.83694	90.59967	89.55516	89.95654	78.69660	0.8359426	0.5000609	0.5004641	81.52560	0.5008016	0.7332613	9.329449	79.28384	37.46827	0.5140846	0.5040198	0.5000530	0.5001606	0.5001228	0.5025344	0.5000000	39.11864	5.787763	1.1252848	0.5012276	0.5197676	0.5000021	77.60925	0.6612006	78.17629	76.34306	0.5040658	3.986384	1.546073	0.5537168	1.969972	22.09244	0.5983837	90.71313	0.5257776	79.50912	58.39934	0.5002857	15.77625
53.4435	114.52438	2.2579090	2.1881637	2.0464665	1.9516659	111.91017	114.74770	117.78853	117.72383	118.56659	114.35563	114.84750	110.17863	128.54369	130.87479	131.52244	133.67836	129.73356	131.63195	130.72672	134.77636	129.46620	132.05754	132.02237	133.99238	109.35538	0.9939544	0.5000730	0.5005881	140.77963	0.5010971	0.8396234	13.532251	134.82834	57.13579	0.5146183	0.5064401	0.5000602	0.5002342	0.5001332	0.5030962	0.5000000	56.08669	8.197252	1.4238575	0.5017784	0.5313551	0.5000536	130.75925	0.7264342	131.81041	128.87747	0.5067919	5.288641	2.054036	0.5787535	2.675225	31.08374	0.5964170	135.81573	0.5359856	128.02800	79.63945	0.5004411	22.26778
109.0977	92.64464	2.4699583	2.3163224	2.0224389	1.9439802	94.82233	94.29678	93.98198	93.82526	92.40734	96.21234	93.82248	90.43137	88.97340	88.39469	92.41674	94.77931	88.31220	90.12909	92.41462	93.59102	88.89289	90.65729	92.23403	94.06841	86.21490	0.8454016	0.5000558	0.5005136	91.37804	0.5009338	0.7826118	10.729846	95.63496	43.96698	0.5140380	0.5049796	0.5000592	0.5001863	0.5001249	0.5026044	0.5000000	44.91688	6.669282	1.2260764	0.5012745	0.5241706	0.5000299	91.90890	0.6701998	97.99154	107.40415	0.5050766	4.283219	1.691934	0.5616920	2.192689	24.38495	0.5990322	92.30194	0.5288236	100.06955	61.54086	0.5003207	17.47985
95.4366	100.61930	2.2666163	2.2953828	2.0517009	1.9831145	99.86343	100.53195	100.67432	102.39999	103.47446	104.21924	101.34047	102.17752	98.71598	101.01581	103.64643	105.18670	98.23185	101.85381	103.14321	104.07751	98.34813	101.72530	103.30095	104.51104	90.16249	0.8494155	0.5000644	0.5005218	100.24541	0.5009553	0.7818320	11.374892	103.17727	46.20559	0.5142046	0.5050735	0.5000594	0.5001989	0.5001252	0.5026620	0.5000000	47.04721	6.875136	1.2550377	0.5013083	0.5249274	0.5000262	98.39578	0.6754119	102.65921	112.42027	0.5051658	4.440710	1.736646	0.5635864	2.241882	25.19571	0.5983837	94.21147	0.5262746	106.07257	68.99312	0.5003291	18.01180
77.6267	95.19187	2.6906223	2.3772284	2.0515490	2.0254949	96.08971	95.35311	94.94916	96.56395	96.02784	98.95675	98.67073	95.97839	101.72253	99.95828	100.98393	103.98049	102.83953	100.35553	101.87695	104.70706	102.29671	100.36390	101.71811	104.50931	90.67213	0.8585548	0.5000589	0.5005305	105.30914	0.5009831	0.7787274	11.135853	106.38323	44.06468	0.5144565	0.5049607	0.5000596	0.5001955	0.5001268	0.5026895	0.5000000	47.49349	7.031496	1.2579359	0.5013304	0.5258977	0.5000464	101.95650	0.6790836	108.21125	117.64069	0.5055744	4.340627	1.769191	0.5651878	2.311737	25.97279	0.6033776	112.40253	0.5274238	108.79391	68.20267	0.5003394	18.89138
56.5051	95.28218	2.6906223	2.3772284	2.0515539	2.0255025	93.79490	93.55042	92.83928	94.17068	93.94722	97.90866	95.69772	92.77226	97.83982	98.91339	99.56446	100.22303	96.65064	97.85632	100.16307	101.86126	98.74306	97.31170	100.07563	102.76540	80.11536	0.8592538	0.5000592	0.5005325	103.34884	0.5009779	0.7789471	10.778067	104.08365	43.89556	0.5145032	0.5049701	0.5000596	0.5001891	0.5001274	0.5026951	0.5000000	44.40279	6.435659	1.2510740	0.5012881	0.5259212	0.5000417	101.24903	0.6794024	106.99107	116.63838	0.5055744	4.366221	1.771132	0.5638936	2.311737	24.60582	0.6033776	98.26202	0.5273124	108.68410	62.42992	0.5003406	18.89138
80.6549	106.57483	2.3246706	2.3416128	2.0650085	1.9953867	106.32613	105.78446	107.78248	108.12188	108.00703	109.17610	108.30477	112.46801	100.14611	103.20701	107.07616	107.15785	101.24272	105.45492	106.57601	107.66822	100.15660	104.29140	106.21076	107.08183	87.78023	0.8566220	0.5000637	0.5005445	99.70224	0.5009635	0.7881513	11.602696	101.77599	47.71829	0.5147995	0.5051993	0.5000596	0.5001993	0.5001315	0.5028079	0.5000000	47.67157	6.921318	1.2670306	0.5013032	0.5253464	0.5000297	96.25555	0.6799113	103.49977	116.73121	0.5052640	4.604318	1.753724	0.5640958	2.241466	25.12571	0.5978329	93.48664	0.5271172	107.20682	68.99848	0.5003344	18.01417
71.9451	117.46651	2.2666163	2.2831286	2.0245781	1.9636409	113.58023	115.44571	116.85026	117.07175	117.95977	111.82941	114.95266	113.56713	112.40007	112.26642	111.77525	114.47667	110.71187	112.05710	113.75580	113.95082	110.91845	111.86460	112.66147	113.97856	98.06272	0.8643847	0.5000600	0.5005565	112.29447	0.5009934	0.7876610	11.608975	110.24806	48.25546	0.5153989	0.5052128	0.5000596	0.5002043	0.5001370	0.5028517	0.5000000	49.27333	7.038849	1.3027916	0.5013183	0.5264809	0.5000294	111.31429	0.6869624	113.86871	110.59991	0.5054380	4.953185	1.823526	0.5648429	2.246300	26.23292	0.5983837	115.05048	0.5262746	112.81832	74.73710	0.5003609	18.07756
100.6564	137.05918	2.2199490	2.2485008	1.9809218	1.9110950	134.35179	135.53300	137.72511	138.87477	137.43018	134.39225	136.44961	142.29633	122.87276	126.15036	131.88692	133.71896	124.04830	129.60266	130.58630	132.91305	121.63820	128.35532	130.61564	133.14485	113.88989	1.0240953	0.5000723	0.5006646	130.63342	0.5011705	0.8504599	13.965836	133.47820	59.29528	0.5175254	0.5066417	0.5000598	0.5002478	0.5001615	0.5038131	0.5000001	60.66486	8.638610	1.4976791	0.5019224	0.5330753	0.5000558	127.35004	0.7592298	134.45810	138.06883	0.5073274	6.022694	2.193246	0.5824139	2.836809	33.18525	0.6551462	111.90813	0.5385548	131.51682	85.48817	0.5004753	24.02528
168.6864	152.40963	2.2706377	2.2486265	1.9163135	1.8419229	163.08582	162.49509	161.82510	166.50360	164.02302	169.98504	166.08735	167.31838	156.82897	156.37480	160.36467	161.93057	155.09408	158.56927	159.20025	160.72375	156.63497	158.86101	160.13257	160.53875	143.25333	1.0678011	0.5000768	0.5007421	171.62518	0.5013373	0.9010731	15.977621	165.18500	68.27793	0.5201418	0.5074082	0.5000598	0.5002805	0.5001818	0.5041972	0.5000001	67.87492	9.587761	1.5935825	0.5020209	0.5361761	0.5000596	172.20827	0.7746373	164.56496	149.61014	0.5076383	6.489821	2.307809	0.5905924	2.930522	36.49923	0.6033776	160.89372	0.5378135	156.72607	104.05165	0.5005116	25.04341
168.7593	152.05272	2.2706377	2.2078279	1.9128180	1.8573442	160.47301	158.84804	158.46734	157.05555	152.96588	142.13743	146.48896	140.00060	152.71469	152.84114	156.53273	157.53012	153.13805	153.37494	154.27586	156.19515	152.33485	154.11399	155.64967	157.14546	137.30041	1.0774127	0.5000766	0.5007452	157.79623	0.5013265	0.8952143	15.740909	161.90472	66.28203	0.5201391	0.5074069	0.5000602	0.5002802	0.5001823	0.5043714	0.5000001	67.58894	9.504893	1.5963340	0.5020453	0.5364689	0.5000596	162.35649	0.7834730	157.56816	165.29312	0.5076686	6.542095	2.317413	0.5905088	2.932499	36.35233	0.6033776	146.57892	0.5378135	153.47935	101.43213	0.5005190	24.97784
121.9083	145.67006	2.3029451	2.1371746	1.8472690	1.8112011	145.08082	144.56241	145.15137	145.58517	147.34790	149.43203	147.19871	139.77027	145.42570	142.62199	146.43619	150.35839	142.84737	143.71740	146.62445	147.42982	144.17599	145.21371	146.36429	146.76292	128.37128	1.0801451	0.5000685	0.5007038	139.30135	0.5012230	0.8480140	14.341218	141.76605	60.15600	0.5176982	0.5064012	0.5000597	0.5002517	0.5001690	0.5040956	0.5000000	63.58349	8.911183	1.5400735	0.5018740	0.5336733	0.5000577	145.11798	0.7799342	140.49208	157.66617	0.5074735	6.362443	2.238146	0.5862178	2.760585	35.25620	0.6280979	138.07755	0.5350726	141.86102	94.44953	0.5005129	23.40756
92.3672	137.16496	2.6732587	2.3242356	2.1350397	2.0989865	128.27789	128.92217	129.92974	129.67537	131.04767	129.86098	135.87236	137.15117	132.00737	132.23642	131.61119	131.41108	132.16248	133.14912	130.64948	131.29956	133.27701	131.64458	132.03474	131.47547	115.86409	1.0465773	0.5000711	0.5006277	125.88004	0.5011014	0.8326998	13.883591	123.28035	57.80201	0.5177629	0.5063592	0.5000594	0.5002450	0.5001643	0.5039808	0.5000000	57.86768	8.649554	1.4832870	0.5018869	0.5322071	0.5000534	124.02889	0.7709161	120.78304	158.64832	0.5071034	5.673700	2.134275	0.5814973	2.710845	31.14927	0.6450946	136.08525	0.5387968	127.65158	87.59061	0.5004653	22.75127
78.0342	136.80378	2.7496717	2.4621176	2.1790398	2.1118183	131.78335	130.62014	131.71733	130.99309	131.23543	137.09768	136.37402	144.52057	101.46982	106.64461	113.04266	113.97255	101.64464	107.29416	114.18772	120.09247	100.20139	106.12541	113.91582	117.93486	98.96552	1.0568352	0.5000687	0.5006324	134.87939	0.5010945	0.8102427	12.411439	131.57234	52.76898	0.5171214	0.5057669	0.5000599	0.5002255	0.5001612	0.5039061	0.5000000	51.09595	8.048276	1.4377612	0.5017423	0.5319439	0.5000501	128.05457	0.7739120	129.79364	153.92870	0.5072758	5.531629	2.139627	0.5801406	2.680804	29.71610	0.6409446	81.92690	0.5372297	138.13113	68.09363	0.5004846	22.69011
99.2858	143.18809	2.6176940	2.3110650	2.0523752	2.0121199	133.87215	134.05845	134.57848	133.72926	133.85619	139.83107	138.60197	141.67183	117.47015	122.09970	126.61477	128.41193	117.99662	122.66836	126.77179	128.24772	119.62291	123.50771	125.44764	127.61698	121.49873	1.1341065	0.5000765	0.5006491	147.51622	0.5011250	0.8286211	14.162582	131.76773	56.99304	0.5177163	0.5063508	0.5000597	0.5002503	0.5001646	0.5040119	0.5000001	58.34172	8.996650	1.5066715	0.5019987	0.5333086	0.5000566	127.19702	0.7960291	131.68288	153.27310	0.5079155	5.713048	2.248977	0.5881054	2.943513	34.10733	0.6600761	116.86691	0.5385803	148.85735	78.38905	0.5005256	25.35503
135.4255	169.50014	2.6732587	2.3242356	2.1029667	2.0967312	170.57893	169.39337	170.58807	167.86419	170.04686	181.00471	173.74550	181.88461	166.13294	161.47828	162.59445	159.87977	163.58121	161.36596	161.29174	160.96148	164.08798	160.82250	160.27948	160.40832	151.21829	1.2055143	0.5000851	0.5007617	168.17360	0.5013481	0.8876506	15.662554	163.57454	67.89555	0.5188400	0.5072392	0.5000625	0.5002826	0.5001737	0.5043982	0.5000000	71.07281	9.993069	1.6747643	0.5021491	0.5389645	0.5000593	165.57582	0.8309250	172.07053	180.03741	0.5092342	6.901404	2.527467	0.5989257	3.126478	40.63047	0.6660632	178.70288	0.5395058	181.82088	112.38551	0.5006300	27.31020
249.5782	191.88414	2.6310760	2.3529090	2.0427533	1.9909625	208.74440	210.16156	206.98133	212.69940	215.34645	206.58298	204.86318	213.26812	217.46857	215.99110	217.37358	219.73361	218.83927	215.53816	215.73090	218.73090	221.16129	217.11094	216.03720	217.76862	187.55539	1.2634565	0.5001028	0.5008718	244.58195	0.5016972	0.9793923	20.566278	242.70581	89.63028	0.5202687	0.5089709	0.5000833	0.5003803	0.5001904	0.5048735	0.5000001	92.37473	13.228764	2.0548694	0.5027862	0.5530415	0.5000596	249.84898	0.8645446	239.19699	221.66844	0.5112719	7.705581	3.154418	0.6321023	3.760493	52.73660	0.6622562	215.22542	0.5387010	216.54218	143.14107	0.5007130	32.28322
239.4498	199.60241	2.2093734	2.0760843	1.9120995	1.8993062	214.35141	215.03025	211.13551	220.63323	223.44337	226.52932	229.02265	221.92361	211.18204	211.77340	218.54045	214.34957	210.77257	211.71147	215.16263	215.02414	213.96538	210.02111	214.14930	214.44444	217.36752	1.2186279	0.5000990	0.5008416	223.42159	0.5016628	1.0048773	21.480614	227.93976	94.93541	0.5192555	0.5101850	0.5000826	0.5003980	0.5001813	0.5046033	0.5000000	100.32418	14.061986	2.0713954	0.5030633	0.5520765	0.5000595	235.35428	0.8382235	226.53688	191.23877	0.5108867	7.374295	3.176610	0.6422004	4.421993	55.52487	0.6830171	232.85136	0.5600467	202.89357	149.81076	0.5006617	40.50748
229.7132	215.28236	2.2093734	2.0760843	1.9243571	1.9183485	189.19736	189.39317	183.96993	170.36095	171.32730	182.32517	174.79277	176.39470	200.48505	200.67717	207.41467	208.41179	200.31696	203.71565	205.23399	206.98686	201.17319	198.07825	205.33699	207.64390	201.73833	1.2119128	0.5000936	0.5008219	193.79808	0.5016345	0.9980568	21.176285	210.16644	93.55499	0.5190797	0.5101336	0.5000822	0.5003938	0.5001798	0.5045480	0.5000000	99.57661	13.974090	2.0673153	0.5030641	0.5516685	0.5000595	200.10631	0.8333026	210.66971	174.33304	0.5108465	7.288939	3.161115	0.6422761	4.421993	55.54297	0.6830171	209.28185	0.5600467	191.17421	145.13818	0.5006531	40.50748
27.8220	33.14841	-0.2858670	-0.1276266	-0.0707902	-0.0684624	41.69439	43.89050	44.12342	42.08619	41.85312	42.70815	42.16642	41.40348	63.92404	66.67664	69.39422	74.21585	63.92900	66.58264	69.54857	73.26784	64.79284	64.89435	69.98720	73.34106	46.47136	0.8388292	0.5000416	0.5004596	72.70015	0.5008033	0.7330974	7.023250	76.12401	33.05831	0.5139720	0.5038518	0.5000576	0.5001289	0.5001232	0.5025586	0.5000000	19.71783	4.168369	1.0218805	0.5012276	0.5184012	0.5000000	75.98619	0.6619861	77.69147	94.10300	0.5040827	3.469588	1.395209	0.5416999	1.682711	11.61238	0.6013493	54.46770	0.5148821	83.45589	25.88282	0.5002821	12.53521
67.3852	71.52349	-0.4935131	-0.1808598	-0.1015632	-0.1125622	64.72309	62.41617	63.59223	66.68736	65.21482	68.46702	76.04720	79.27926	86.51623	87.08727	83.84746	83.99081	87.62000	87.77405	84.25619	82.82024	88.05320	85.66902	84.25681	82.86002	72.47335	0.8348095	0.5000597	0.5004538	90.08216	0.5007777	0.7327968	8.932409	74.08496	34.83464	0.5141385	0.5039204	0.5000541	0.5001394	0.5001229	0.5025850	0.5000000	35.57954	5.159919	1.0237210	0.5011857	0.5177311	0.5000000	73.34515	0.6608477	73.12962	63.74858	0.5040424	3.468689	1.371143	0.5444360	1.685664	19.67745	0.5934607	93.24121	0.5208737	78.39626	53.03107	0.5002783	12.67850
42.4219	59.29370	-0.1136967	-0.0410875	0.1141658	0.1455910	63.26103	62.46413	61.25933	59.46821	58.84495	50.29107	50.32504	53.98785	66.26194	65.03371	67.05112	72.09755	65.45749	65.52550	67.63775	71.45907	66.17292	65.55307	67.39530	70.73526	55.04058	0.8436294	0.5000471	0.5004632	65.33185	0.5007790	0.7200571	7.131637	74.64880	32.10027	0.5141408	0.5037170	0.5000579	0.5001279	0.5001240	0.5025945	0.5000000	28.66054	4.495963	1.0274788	0.5012105	0.5184700	0.5000000	75.61496	0.6654795	75.75629	97.63548	0.5041201	3.544535	1.400098	0.5425413	1.706969	15.41067	0.5965941	62.95014	0.5179331	81.63577	46.70710	0.5002900	12.83652
55.6123	50.34192	2.2545512	1.8360604	1.5277961	1.4419793	57.36194	56.49579	55.73830	56.37100	57.58412	69.99209	70.52805	68.90167	66.05451	65.41807	69.78033	74.48375	66.22645	66.00359	69.95769	73.89697	67.15911	66.74124	70.42038	73.82069	56.78830	0.8436294	0.5000532	0.5004662	79.17592	0.5008050	0.7292550	7.505414	84.39907	34.05980	0.5141408	0.5039282	0.5000579	0.5001339	0.5001240	0.5025945	0.5000000	28.36331	4.656953	1.0473492	0.5012114	0.5186476	0.5000000	82.92896	0.6654795	82.39854	97.63548	0.5041201	3.625862	1.407578	0.5435936	1.708803	15.33968	0.5965941	64.63456	0.5179331	85.62705	40.13551	0.5002900	12.83652
68.7943	62.16653	2.2115781	1.9287734	1.5100264	1.4305410	63.23791	62.21518	61.73395	60.65253	59.82413	56.35474	58.67493	61.27105	62.42813	61.59131	64.43618	67.36630	62.18060	61.73113	64.41617	67.46675	62.37453	62.45223	63.95385	67.33442	58.21773	0.8388292	0.5000504	0.5004587	69.50380	0.5007835	0.7279850	7.222207	72.37787	33.39099	0.5139720	0.5037681	0.5000576	0.5001394	0.5001232	0.5025586	0.5000000	29.17392	4.582858	1.0703181	0.5012271	0.5188678	0.5000001	71.00221	0.6619861	73.69925	94.10300	0.5040863	3.682535	1.463182	0.5472854	1.809303	15.07509	0.6013493	67.59454	0.5148821	82.04598	41.17712	0.5002830	13.90945
81.9356	68.56148	2.2706377	2.0358408	1.7911759	1.6959340	70.69193	69.20713	68.97889	69.44547	68.70476	67.70221	69.49167	69.97598	68.09399	66.36685	67.64644	70.27116	67.14428	65.73149	67.12674	68.88412	65.86110	65.64097	67.76548	70.02720	58.96914	0.8512266	0.5000445	0.5004680	85.86934	0.5007989	0.7320901	7.416478	75.42359	35.43068	0.5142940	0.5039238	0.5000567	0.5001435	0.5001243	0.5025887	0.5000000	32.12595	4.791565	1.1138792	0.5012531	0.5202062	0.5000077	74.16077	0.6663898	77.45978	93.61483	0.5040964	3.792318	1.547948	0.5499200	1.908164	16.90640	0.6033776	66.69809	0.5246842	84.70686	48.34174	0.5002909	15.28100
64.9591	66.37421	2.4699583	2.3163224	1.9538026	1.8749273	71.08277	71.19880	71.24362	71.81697	71.37133	70.31170	72.22872	74.29366	74.33303	72.53001	72.58633	74.30446	74.79312	73.04809	72.43226	74.50076	73.66551	72.06967	72.48943	74.05601	64.59261	0.8376502	0.5000558	0.5004697	81.56157	0.5008471	0.7383909	8.341953	85.37726	36.84130	0.5139979	0.5042422	0.5000569	0.5001516	0.5001239	0.5025075	0.5000000	34.20282	4.996297	1.1110681	0.5011736	0.5218856	0.5000110	84.36214	0.6613300	86.11897	91.66148	0.5046385	3.807456	1.560529	0.5472658	2.013452	16.56032	0.5990322	81.90431	0.5143608	85.01901	48.47207	0.5002936	15.59708
108.8514	65.95531	2.6198564	2.3995135	2.0651275	2.0069522	72.58285	71.31319	73.41546	74.41338	75.76785	79.98879	80.40811	80.79505	79.14368	82.37920	82.75590	87.09136	79.20023	80.53777	83.22749	86.96136	79.99146	81.04702	84.47415	87.84653	67.54593	0.8414347	0.5000525	0.5004851	89.93266	0.5008775	0.7633442	8.905996	92.54012	41.62276	0.5139720	0.5046160	0.5000592	0.5001646	0.5001232	0.5025700	0.5000000	33.82426	5.187008	1.1419677	0.5012358	0.5218350	0.5000071	90.68195	0.6642151	89.44088	94.10300	0.5046400	3.924348	1.581169	0.5525132	1.954576	16.87588	0.6013493	84.21868	0.5150255	87.84797	45.27748	0.5002995	15.12965
133.7541	97.15278	2.2199490	2.2485008	1.9861811	1.9191569	94.07514	93.19857	90.70078	89.75977	89.56039	89.39359	87.15662	90.23162	99.90906	97.92796	96.05073	96.07139	100.33499	97.71265	97.38037	95.97105	101.61734	98.04189	96.73640	96.10637	89.86890	0.8394846	0.5000597	0.5004953	78.81673	0.5008733	0.7528474	10.485207	84.38776	41.85284	0.5141617	0.5044169	0.5000579	0.5001804	0.5001236	0.5026450	0.5000000	44.59967	6.399712	1.1899585	0.5012314	0.5227968	0.5000152	90.64793	0.6676617	85.93935	89.04741	0.5047245	4.146623	1.621591	0.5583035	2.085511	23.69300	0.5934607	112.46040	0.5264744	88.30947	66.15072	0.5003099	16.57645
123.0854	101.11044	2.3029451	2.1520646	1.8421627	1.7376662	95.47503	95.80944	94.53205	95.24749	96.84629	91.85269	96.74343	97.47666	104.69916	103.58577	102.37788	101.32796	107.31570	104.76965	103.24312	102.54893	106.70944	104.53453	103.14829	101.97832	94.07172	0.8435856	0.5000596	0.5005054	75.67749	0.5008883	0.7634693	10.911245	87.66544	44.54442	0.5140054	0.5049027	0.5000590	0.5001913	0.5001251	0.5026329	0.5000000	45.91377	6.643860	1.2278417	0.5012966	0.5236362	0.5000193	84.85504	0.6721987	88.41288	105.77195	0.5048937	4.336895	1.669600	0.5607963	2.217984	24.24659	0.6010721	111.09439	0.5268704	90.58607	68.30762	0.5003109	17.71008
100.2470	121.56433	2.2666163	2.2953828	2.0583474	1.9737004	117.78819	118.07619	119.23417	121.39243	119.77643	120.21073	118.61304	125.61840	110.20649	110.38845	112.20945	114.05237	109.69972	111.54202	113.09724	113.63667	109.77492	112.12962	112.91991	113.38418	91.64346	0.8836816	0.5000610	0.5005739	107.55549	0.5010257	0.7965596	11.279808	111.21894	48.54041	0.5147231	0.5052547	0.5000596	0.5002003	0.5001315	0.5028749	0.5000000	47.68400	6.967910	1.3132720	0.5013381	0.5268810	0.5000258	108.24955	0.6953803	115.29404	99.75213	0.5055368	5.100802	1.856869	0.5657009	2.248607	26.36682	0.5983837	96.54626	0.5262746	112.14265	72.00249	0.5003773	18.05976
134.6520	154.85984	2.2199490	2.2254867	2.0950524	2.0142395	157.64891	156.49327	155.45873	151.90145	152.75580	147.75382	149.59539	145.51320	149.80469	152.41689	155.36410	161.24585	153.35962	153.89971	157.90886	161.40228	152.49866	152.73164	156.08247	160.61187	124.72951	1.0554836	0.5000732	0.5007307	131.36000	0.5013267	0.8851355	15.445007	154.13985	67.19408	0.5188009	0.5068710	0.5000603	0.5002745	0.5001690	0.5039235	0.5000001	66.72304	9.493797	1.5980229	0.5019675	0.5360466	0.5000596	135.41061	0.7677027	157.48177	158.82550	0.5076377	6.442386	2.308935	0.5903122	2.873290	36.47487	0.5947827	130.46851	0.5357267	160.53339	98.05553	0.5005080	24.75321
168.5235	141.66276	2.3246706	2.3541860	2.0775772	1.9660585	141.11421	142.20912	141.87960	139.72145	141.43671	143.46881	143.69533	144.72316	134.53216	133.91394	135.14078	135.72740	135.16935	134.73361	135.38905	136.45624	134.77141	134.83957	135.10042	135.74951	119.97365	1.0550662	0.5000616	0.5006934	128.11452	0.5011944	0.8408724	13.677624	129.61127	57.82294	0.5187730	0.5061255	0.5000597	0.5002462	0.5001690	0.5040252	0.5000000	60.02850	8.674818	1.5166752	0.5018497	0.5331910	0.5000586	135.28354	0.7697392	133.15477	158.45757	0.5071465	6.225146	2.219000	0.5843515	2.755226	34.33768	0.6000870	141.93250	0.5358886	134.79274	92.06886	0.5005033	23.48840
181.7412	158.68329	2.3246706	2.3541860	2.1111014	1.9896377	167.37769	166.83597	168.04163	173.65270	172.27162	188.68566	184.40604	200.85916	170.66369	166.26583	168.15300	168.15569	165.41742	167.17370	168.38909	166.70247	167.95213	168.54927	167.08453	167.82659	144.89421	1.1196465	0.5000805	0.5007611	151.32040	0.5013416	0.8978871	16.335869	167.02203	69.74899	0.5201790	0.5074691	0.5000598	0.5002891	0.5001844	0.5044493	0.5000000	71.06053	9.880157	1.6409471	0.5020775	0.5375298	0.5000596	168.95769	0.7978404	168.02498	182.35825	0.5080293	6.805267	2.419298	0.5948135	3.080374	38.28844	0.6408024	152.05255	0.5375127	166.69550	107.29141	0.5005565	27.48983
168.6093	158.30699	2.3246706	2.3541860	2.0775772	1.9660585	166.20700	165.98035	168.58490	171.48987	170.36969	175.37262	177.30105	178.48574	168.43771	165.18057	167.64740	167.81129	166.25625	166.83010	168.05696	166.56007	165.71585	166.18830	167.17555	168.58658	149.85750	1.1509553	0.5000870	0.5007840	199.17056	0.5013750	0.9025626	16.441170	180.81790	69.87535	0.5201555	0.5075362	0.5000603	0.5002910	0.5001863	0.5046392	0.5000000	71.09495	9.962504	1.6617631	0.5021176	0.5380365	0.5000596	187.87003	0.8160365	172.80545	195.14832	0.5081486	6.894352	2.459593	0.5948039	3.002839	37.96894	0.6408024	179.13042	0.5375127	171.48917	108.57393	0.5005761	25.36207
216.9117	167.11145	2.3029451	2.1520646	1.8356106	1.7284474	175.46114	175.19702	176.80433	182.03110	176.48418	168.20461	169.98672	166.71280	164.63894	161.74122	162.61132	163.05487	162.45358	162.47251	162.10281	163.00767	163.10563	163.26257	162.80954	162.49818	144.63065	1.1572421	0.5000842	0.5007771	168.97466	0.5013193	0.8875332	15.991188	161.21506	66.79023	0.5195869	0.5072829	0.5000603	0.5002788	0.5001829	0.5046387	0.5000000	69.27614	9.763790	1.6354642	0.5020906	0.5372282	0.5000596	163.43413	0.8208542	156.32040	180.28426	0.5080248	6.888318	2.411460	0.5930433	2.957494	37.94718	0.6280979	171.62659	0.5380373	162.18298	106.30566	0.5005769	25.33872
119.8845	108.32186	-0.4935131	-0.2106502	-0.1440688	-0.1464053	108.47857	109.02906	105.98727	106.37707	105.02222	114.18205	115.81840	104.83840	100.40354	104.16883	109.99129	116.30014	102.46697	107.41472	108.24136	113.20528	102.41817	105.04525	109.14761	114.91750	81.54558	0.9071946	0.5000635	0.5005837	122.44198	0.5010570	0.8122678	11.810194	112.26249	50.11780	0.5158831	0.5055346	0.5000581	0.5002056	0.5001386	0.5030290	0.5000000	45.16792	6.921086	1.2939607	0.5014639	0.5264626	0.5000190	103.11263	0.7045569	108.79821	115.37628	0.5054052	4.694258	1.754216	0.5599821	1.978792	23.77346	0.5934607	104.03417	0.5208737	112.55550	56.83960	0.5003707	14.17136
107.9582	137.56527	-0.0833238	0.0603698	0.0703140	0.0540922	124.58913	124.58365	124.98024	122.20383	119.87171	124.33943	128.03665	138.02893	139.14434	137.71879	137.35208	140.73075	137.98780	137.42665	138.13027	139.95318	137.82840	139.37173	138.40912	140.27350	112.08284	1.0371959	0.5000680	0.5006459	130.78485	0.5011742	0.8562503	14.171164	128.82710	60.70723	0.5174323	0.5067819	0.5000596	0.5002626	0.5001538	0.5036597	0.5000001	59.08015	9.008324	1.5053046	0.5019928	0.5340852	0.5000571	126.99020	0.7530771	133.68098	130.30754	0.5074646	5.324934	2.192212	0.5876803	2.894124	34.19187	0.6033776	124.37337	0.5378135	133.57686	82.55929	0.5004721	24.80375
98.8543	132.78351	-0.0833238	0.0827769	0.0863804	0.0813452	136.53711	138.64478	138.12381	135.81743	134.70824	135.24856	136.40631	133.02652	133.28199	130.64790	130.61912	132.91555	132.36740	130.07730	130.83595	133.34839	133.07265	131.20610	131.46406	134.35967	113.10098	1.0371959	0.5000675	0.5006448	130.32324	0.5011715	0.8554864	14.096600	130.31783	60.40879	0.5173727	0.5066738	0.5000596	0.5002625	0.5001536	0.5036597	0.5000001	59.29096	9.017037	1.5125183	0.5019928	0.5340750	0.5000587	126.75672	0.7529765	134.23299	137.31227	0.5074646	5.374328	2.194416	0.5876729	2.892432	34.22449	0.6033776	136.95367	0.5378135	134.69403	84.90495	0.5004722	24.80375
89.0455	134.61902	-0.1533948	0.0284506	0.0576925	0.0613495	140.11203	142.38648	141.85329	139.71286	138.98626	138.31909	138.45005	134.61365	128.44632	128.33051	128.83522	132.18015	129.16189	127.56951	129.23478	132.30059	129.77174	127.83834	129.68561	133.13965	112.34838	1.0371959	0.5000675	0.5006473	133.12228	0.5011771	0.8558561	14.100809	129.66158	60.44400	0.5174072	0.5066762	0.5000596	0.5002629	0.5001538	0.5036597	0.5000001	59.38883	9.022408	1.5180215	0.5019928	0.5342256	0.5000587	127.71418	0.7533755	133.84424	130.06451	0.5074676	5.485839	2.209597	0.5877234	2.892432	34.26178	0.6033776	133.62509	0.5378135	134.62216	85.06696	0.5004726	24.80375
107.0022	129.81763	-0.4446779	-0.2232348	-0.1313622	-0.1222576	140.58401	141.49598	141.01452	149.62381	152.91095	155.95520	157.25644	160.62271	126.35784	125.46069	128.63834	132.29078	124.11588	123.94154	128.97386	131.47633	123.71778	126.41660	128.94767	131.89001	110.40441	1.0079669	0.5000690	0.5006570	134.61871	0.5011905	0.8509223	13.831927	136.20801	58.40313	0.5169004	0.5064546	0.5000596	0.5002494	0.5001488	0.5034171	0.5000000	58.94199	8.553046	1.4765030	0.5019172	0.5329290	0.5000583	135.79219	0.7433115	132.16441	128.51894	0.5071412	5.489976	2.134115	0.5822600	2.664563	32.12075	0.6023485	120.95350	0.5304865	131.88029	87.17122	0.5004553	22.28465
98.4727	136.71076	-0.3519172	-0.1377006	-0.0389298	-0.0157292	144.10079	146.35923	144.03220	141.78434	141.48043	133.57331	134.23380	133.82015	120.49144	120.55462	126.05535	130.25301	120.93842	122.03171	124.80607	129.71346	121.17532	121.15934	125.70265	130.38484	110.74628	1.0177552	0.5000662	0.5006741	135.80742	0.5012379	0.8603969	14.087382	133.59981	61.06024	0.5168192	0.5066639	0.5000596	0.5002556	0.5001523	0.5034995	0.5000000	59.39285	8.860779	1.5110505	0.5019061	0.5338606	0.5000591	134.87643	0.7479300	137.32330	146.43794	0.5072792	5.639122	2.178382	0.5846524	2.747012	33.56001	0.5964170	106.08336	0.5356747	143.98114	87.93265	0.5004646	22.90640
97.7887	89.85544	2.3246706	2.3541860	2.0816877	1.9556072	90.12400	88.57277	89.62348	89.73823	89.41447	99.72454	95.88074	95.84995	115.29175	110.84126	106.91696	103.71059	116.28882	110.35195	106.96327	104.70424	116.83153	110.74711	107.12098	104.41542	97.99108	0.8498162	0.5000596	0.5004969	79.24123	0.5008892	0.7600001	11.228013	88.81667	43.19670	0.5140315	0.5046849	0.5000595	0.5001904	0.5001242	0.5026297	0.5000000	46.58938	6.743688	1.2243454	0.5012889	0.5238291	0.5000261	95.59505	0.6715119	91.01810	89.62251	0.5051400	4.221185	1.692108	0.5616262	2.182766	24.57624	0.5978329	117.39900	0.5271009	89.97385	68.91383	0.5003191	17.40268
104.4717	102.43927	2.2199490	2.2485008	1.9861811	1.9125803	96.84960	95.27331	94.46429	95.39560	96.37461	96.35095	101.62115	107.26025	105.76917	103.23410	100.73217	100.18994	105.41511	103.13337	101.25904	99.40623	106.01183	102.64543	101.66750	99.77649	92.85435	0.8399807	0.5000613	0.5005012	83.76575	0.5008720	0.7645342	10.640596	84.78576	43.72979	0.5142181	0.5046909	0.5000581	0.5001813	0.5001246	0.5026744	0.5000000	45.00874	6.432739	1.1993954	0.5012351	0.5231046	0.5000161	89.88838	0.6687885	87.27488	79.86041	0.5047498	4.277552	1.635684	0.5588561	2.092871	23.86243	0.5934607	117.90974	0.5264744	86.61511	67.30440	0.5003127	16.62000
100.0874	119.23418	2.2796299	2.2253067	1.9750039	1.8545622	117.59114	118.10849	118.57936	120.59715	120.93673	116.03736	121.95414	125.09222	124.26984	122.97674	118.25718	117.40635	123.90834	122.54377	118.92667	116.73012	124.59289	122.22671	118.42163	117.31728	104.52286	0.8851192	0.5000602	0.5005829	112.17510	0.5010637	0.8056218	12.096689	117.22871	50.32132	0.5146835	0.5054820	0.5000596	0.5002090	0.5001324	0.5029192	0.5000000	50.54442	7.236854	1.3331434	0.5014381	0.5277954	0.5000365	119.17203	0.6952958	115.50687	111.53748	0.5058015	5.095731	1.886612	0.5673237	2.291166	27.16436	0.6023485	135.61736	0.5285986	109.93021	75.50233	0.5003746	18.66161
123.3160	140.90253	2.2666163	2.0904129	1.8733302	1.8047581	149.13257	147.46092	148.37520	147.51934	146.01450	134.34911	138.94189	132.94229	152.27167	156.83142	156.53515	155.29511	152.46091	156.19382	156.18648	156.14451	152.62436	154.83987	156.51447	155.56304	131.39818	1.0416657	0.5000755	0.5007138	156.43178	0.5013006	0.8911602	15.297671	150.22939	65.38924	0.5183758	0.5071153	0.5000598	0.5002686	0.5001659	0.5038798	0.5000000	64.20230	9.247994	1.5614685	0.5019552	0.5350088	0.5000594	144.92494	0.7634239	148.83670	150.76990	0.5073645	6.219268	2.245149	0.5881334	2.844049	35.03468	0.5985132	154.51825	0.5362056	146.99925	97.61335	0.5004889	24.39934
121.5740	130.51776	2.4398650	2.2724676	1.9232963	1.8151504	129.84044	129.26704	129.85699	130.29156	132.12348	129.03839	139.00535	129.07510	114.71903	118.04405	120.30451	120.10240	114.54457	116.36703	118.38698	120.94493	114.92643	117.73636	118.81705	119.49946	99.40771	0.9204711	0.5000637	0.5006240	105.57468	0.5011036	0.8250502	12.435727	117.74032	53.00620	0.5167984	0.5056249	0.5000596	0.5002140	0.5001486	0.5033107	0.5000000	51.54033	7.404163	1.3757861	0.5014518	0.5285605	0.5000336	118.08143	0.7159612	119.50317	86.49512	0.5059646	5.490491	1.945107	0.5682839	2.285635	27.78093	0.5967224	105.41249	0.5258248	118.57310	74.86105	0.5004130	18.51860
128.5243	147.13605	2.2579090	2.1712677	1.8748952	1.8136470	156.96028	155.92384	158.22617	159.38373	156.93560	147.43472	151.62698	146.18161	166.18808	166.00380	171.47896	171.83678	161.20670	165.69275	170.10053	170.91779	161.52352	165.32982	169.88600	170.60441	134.69563	1.0871458	0.5000774	0.5007519	158.69630	0.5013442	0.8996407	16.185297	164.15063	69.07534	0.5198189	0.5073513	0.5000599	0.5002874	0.5001803	0.5043075	0.5000000	68.67204	9.705070	1.6229278	0.5020346	0.5370845	0.5000596	164.14819	0.7842466	158.94110	170.29622	0.5077372	6.539596	2.348992	0.5920228	2.990653	36.88628	0.6050375	134.09003	0.5360614	155.78397	99.54462	0.5005209	25.83197
121.8094	148.02481	2.2115781	2.2399322	1.9677859	1.8850429	149.37214	148.38529	147.16929	144.13779	145.75867	152.00069	145.05572	156.15960	153.13114	154.42050	151.31112	152.26980	153.96737	152.59999	152.25863	153.37271	154.15543	153.34200	153.19356	152.40524	133.03043	1.0911522	0.5000778	0.5007460	165.81722	0.5013167	0.8824585	15.062735	154.19287	64.80150	0.5195546	0.5070207	0.5000612	0.5002723	0.5001801	0.5043446	0.5000000	65.60567	9.334341	1.5790458	0.5019960	0.5354999	0.5000592	157.26909	0.7890624	146.95526	171.36269	0.5076533	6.617991	2.332640	0.5900871	2.954085	36.74273	0.6174131	160.96751	0.5402318	152.04506	99.80139	0.5005240	25.66476
121.9908	144.98042	2.3029451	2.1520646	1.8356106	1.7284474	145.01672	144.39513	143.28822	143.03238	145.69585	150.23001	143.85441	144.94929	148.63098	146.77630	146.41134	146.06903	146.28088	146.03688	146.50939	145.46206	148.19533	145.94002	145.67762	146.10050	134.29674	1.1040391	0.5000686	0.5007120	114.79221	0.5012386	0.8591224	14.715000	137.69710	61.65709	0.5182083	0.5065954	0.5000597	0.5002588	0.5001726	0.5042777	0.5000000	64.87801	9.132702	1.5554731	0.5019276	0.5345728	0.5000588	135.22563	0.7895342	138.07405	139.87930	0.5076525	6.491767	2.273017	0.5882287	2.777377	35.85654	0.6280979	155.35237	0.5350726	138.76715	98.46949	0.5005270	23.51867
122.1584	159.40287	2.3029451	2.1520646	1.8421627	1.7336642	166.32342	165.44000	164.31293	161.15902	158.62761	148.27314	153.50896	147.69409	157.84800	157.76683	158.07775	159.39551	155.95996	157.79425	158.51589	158.41630	156.87872	157.48702	158.68453	159.26853	140.34697	1.1492040	0.5000789	0.5007669	142.97739	0.5013189	0.8811335	15.791456	149.71236	66.13348	0.5201624	0.5071414	0.5000600	0.5002775	0.5001858	0.5046231	0.5000000	68.59989	9.710644	1.6329087	0.5020936	0.5369167	0.5000596	149.07961	0.8154719	149.23407	160.63089	0.5079655	6.879819	2.399900	0.5932906	2.959319	37.69780	0.6280979	170.33740	0.5380373	156.67992	104.70880	0.5005665	25.31613
135.2403	175.75555	2.4398650	2.2724676	1.9232963	1.8370442	187.47475	187.85951	187.59205	195.99699	197.52183	201.01700	201.22999	185.72061	204.83290	204.80825	202.10057	199.57854	206.20551	205.11069	201.95137	200.75123	204.11091	203.28104	202.09741	200.27942	180.62801	1.2064521	0.5001066	0.5008186	241.38547	0.5014967	0.9532950	18.312632	221.63799	79.97726	0.5206411	0.5085911	0.5000623	0.5003256	0.5001951	0.5048313	0.5000001	81.22517	10.958434	1.7701194	0.5021940	0.5421918	0.5000596	234.04753	0.8403981	211.47871	228.15680	0.5090048	7.220978	2.640632	0.6049132	3.257325	43.38749	0.6545159	222.39592	0.5385838	211.11548	130.03694	0.5006228	29.25906
127.7356	66.51616	-0.4834227	-0.1760596	-0.1084635	-0.1018315	57.25255	56.03355	55.49735	56.68401	59.70316	62.31111	74.41169	77.91196	73.67957	71.84288	72.61645	77.75336	74.44675	71.30902	73.25387	76.36435	74.26764	72.51567	73.57121	76.85706	51.26356	0.8302075	0.5000426	0.5004433	72.23553	0.5007502	0.7220353	7.661625	68.57780	33.46738	0.5139824	0.5036977	0.5000519	0.5001370	0.5001236	0.5025412	0.5000000	26.27361	4.597762	1.0174230	0.5011988	0.5176910	0.5000000	67.44800	0.6586146	69.95214	62.29477	0.5039619	3.465263	1.344232	0.5415965	1.597937	14.28730	0.5964170	60.59973	0.5164466	75.50996	37.56342	0.5002757	11.56966
150.2792	121.41587	-0.1483424	0.0605484	0.0653272	0.0529965	131.75020	131.82644	128.89019	136.97535	141.01339	151.72662	155.92593	160.57812	127.34165	124.20810	128.05280	129.01662	125.05147	124.96780	124.94770	129.18436	125.83237	126.30895	126.21942	128.59492	105.52866	0.9896376	0.5000674	0.5006202	125.06097	0.5011221	0.8371562	13.107426	121.08783	54.95596	0.5171688	0.5062218	0.5000596	0.5002338	0.5001490	0.5034809	0.5000000	53.62726	8.134594	1.4131776	0.5018490	0.5310666	0.5000553	121.53665	0.7347717	122.35345	134.97002	0.5067942	5.113551	2.036806	0.5776763	2.691971	29.66912	0.6010721	126.00343	0.5296075	126.07156	75.69232	0.5004355	22.37193
108.0018	128.53997	-0.4631900	-0.1929713	-0.0857742	-0.0728776	136.24005	136.46722	135.30157	143.99167	147.42010	140.70132	142.55015	133.63405	134.89705	129.14794	127.98301	130.57555	133.33776	128.65638	127.47420	129.41089	133.93193	128.27514	127.81416	129.69031	116.76405	1.0148903	0.5000653	0.5006260	116.50787	0.5011339	0.8328307	13.194263	118.04036	56.47240	0.5170251	0.5063124	0.5000595	0.5002447	0.5001523	0.5035252	0.5000000	58.49481	8.592143	1.4701886	0.5018956	0.5327424	0.5000587	115.92519	0.7418165	123.02622	141.33008	0.5071921	5.207667	2.128623	0.5842334	2.786024	32.97158	0.5990973	143.29123	0.5322303	128.76398	87.37239	0.5004539	23.57247
105.1396	62.99430	2.2199490	2.2254867	2.1111213	2.0270336	66.72619	66.68252	66.31471	67.34950	67.75031	70.56538	68.91728	67.09835	70.75642	76.34996	79.63469	86.03085	69.89226	76.40213	80.39617	82.51053	69.65092	75.76891	79.56742	82.76031	54.39298	0.8344765	0.5000524	0.5004463	69.66772	0.5007955	0.7367851	7.077862	75.82710	34.30848	0.5141314	0.5040544	0.5000538	0.5001285	0.5001228	0.5025827	0.5000000	28.18178	4.127820	1.0154703	0.5011777	0.5176073	0.5000000	71.52196	0.6606944	73.78296	85.80150	0.5040429	3.417448	1.360472	0.5394843	1.624475	15.30533	0.5934607	64.10480	0.5141747	81.99070	42.84671	0.5002781	12.22417
107.3442	86.92231	2.2199490	2.2254867	2.1294039	2.0352308	88.28157	87.62027	87.21702	89.12215	90.01654	89.37467	87.39011	86.40048	81.32450	83.76009	85.54229	89.39785	80.46578	84.04062	87.19153	85.96541	80.34661	83.32996	86.43069	86.86594	74.38718	0.8344765	0.5000541	0.5004505	67.40675	0.5008023	0.7284034	8.256170	76.49826	35.83067	0.5141314	0.5037426	0.5000539	0.5001479	0.5001228	0.5025827	0.5000000	35.14172	5.367153	1.0744556	0.5011899	0.5182543	0.5000006	71.23928	0.6606944	74.06925	85.80150	0.5040525	3.633773	1.430796	0.5476167	1.717737	20.56940	0.5934607	78.52097	0.5208149	81.99070	53.24296	0.5002781	13.25609
90.0083	103.55284	2.3246706	2.3506850	2.2585126	2.1528548	107.31042	107.07777	105.61637	105.27607	105.91183	104.97191	104.83987	104.31343	108.54813	110.81509	109.66179	114.01292	108.96894	110.01486	110.08501	110.88702	109.22198	110.98973	110.84540	111.53766	92.22491	0.8484485	0.5000596	0.5004944	111.61640	0.5009155	0.7624705	10.236391	106.41817	43.34767	0.5140315	0.5047275	0.5000578	0.5001779	0.5001236	0.5025894	0.5000000	43.29001	6.415898	1.2130837	0.5012720	0.5233130	0.5000116	106.34241	0.6684629	100.70511	88.01127	0.5046028	4.359001	1.678937	0.5576456	2.019475	23.76952	0.5978329	106.73597	0.5218903	94.20654	66.45151	0.5003175	15.54162
120.5561	87.28254	2.2199490	2.2485008	2.0757979	1.9946752	83.93255	82.27392	71.80161	55.13146	49.58006	46.97103	53.13474	57.76375	104.47844	114.23274	117.07734	117.84341	103.48022	112.83014	117.76838	117.23387	102.70385	113.59119	116.23868	116.57794	79.46381	0.8346472	0.5000599	0.5004709	78.29678	0.5008515	0.7566299	10.201799	84.92155	41.93138	0.5141314	0.5043825	0.5000551	0.5001701	0.5001229	0.5025919	0.5000000	39.42657	5.951753	1.1331581	0.5012172	0.5203383	0.5000023	81.41558	0.6613340	79.34843	85.80150	0.5042150	3.860243	1.504829	0.5509149	1.764179	21.08467	0.5934607	84.69229	0.5208149	84.96649	56.72432	0.5002829	13.33708
83.7873	122.13881	2.2579090	2.1641657	1.9405115	1.9120243	120.05272	122.51558	122.91613	122.74923	122.13219	121.14030	119.16781	118.14220	120.27910	124.05629	125.53041	124.47522	121.46429	124.00327	125.48563	123.96222	119.73943	123.29791	124.31334	123.97217	102.03438	0.8408754	0.5000596	0.5004991	103.38722	0.5009106	0.7787957	11.287766	103.64962	47.40399	0.5140088	0.5050709	0.5000594	0.5001924	0.5001242	0.5025891	0.5000000	46.40450	6.680504	1.2358619	0.5012715	0.5241296	0.5000224	105.69176	0.6672423	98.65398	97.77180	0.5050407	4.155804	1.681869	0.5610750	2.176480	24.47936	0.5964170	121.76437	0.5254772	93.50681	69.15542	0.5003115	17.55615
134.1177	134.85749	2.4699583	2.3163224	2.0638112	1.9926877	132.85461	131.68379	129.75825	129.52485	130.49508	129.30362	127.62315	127.60888	119.04102	122.83816	125.78674	126.40071	118.00454	122.27870	125.42037	124.95242	118.63208	122.41374	124.81333	125.76161	102.24842	0.8667976	0.5000597	0.5005317	112.32890	0.5009807	0.7954969	11.710480	117.80222	49.57321	0.5141379	0.5054452	0.5000596	0.5001998	0.5001270	0.5026753	0.5000000	47.67304	6.884832	1.2693909	0.5012864	0.5257685	0.5000308	118.46407	0.6802274	116.61691	105.68383	0.5053573	4.797074	1.781253	0.5629018	2.208125	25.46412	0.5990322	116.62212	0.5288236	108.52785	72.08082	0.5003560	17.78944
149.7530	137.44442	2.2666163	2.2953828	2.2067864	2.1170762	138.87239	140.07392	142.89607	144.24019	146.19077	147.67619	145.95024	145.81326	140.11749	141.92293	140.74084	143.53351	139.48821	139.41828	139.83984	144.13121	140.02145	140.78624	140.68907	141.82278	121.75354	0.9981208	0.5000672	0.5005917	133.43503	0.5010750	0.8195212	13.661140	131.76314	56.67374	0.5156426	0.5060822	0.5000598	0.5002437	0.5001421	0.5033081	0.5000000	58.64755	8.518922	1.4505767	0.5017705	0.5315025	0.5000537	137.23978	0.7306717	131.56274	131.53574	0.5067610	5.498609	2.120739	0.5824962	2.755941	33.23282	0.5983837	152.00668	0.5361990	130.29977	89.32178	0.5004506	23.59588
134.6720	171.30433	2.2579090	2.2226274	2.1002487	2.0033393	170.66760	175.40864	179.67779	181.22215	183.03367	187.04181	192.19674	200.11715	151.26113	148.89728	147.92047	147.70491	150.36362	147.70260	148.30645	148.11682	150.00528	150.30768	148.47588	150.11509	133.45470	1.0118605	0.5000708	0.5006171	156.78932	0.5011232	0.8382059	13.773017	155.60614	58.87482	0.5161168	0.5064041	0.5000601	0.5002447	0.5001456	0.5033199	0.5000000	61.90605	8.645413	1.4705831	0.5018126	0.5328171	0.5000557	163.34302	0.7371258	156.41284	143.85370	0.5070567	5.666298	2.151911	0.5850860	2.826759	34.92219	0.5964170	154.81364	0.5359931	148.87431	94.19900	0.5004613	24.72046
109.2413	81.72848	0.2477092	0.2259588	0.1721311	0.1540833	72.86108	74.57532	74.37746	73.76328	74.47541	69.76857	73.44291	73.35574	81.32304	81.78319	83.53694	84.24184	81.21715	82.40609	82.87236	83.26892	82.57302	82.15668	82.57020	83.44643	68.90059	0.8513733	0.5000560	0.5004590	78.45860	0.5007998	0.7355099	8.595153	83.76474	35.49135	0.5142897	0.5039683	0.5000564	0.5001446	0.5001242	0.5025891	0.5000000	36.54110	5.299666	1.0535128	0.5012979	0.5185799	0.5000000	81.55715	0.6662615	80.83221	61.71921	0.5040749	3.742817	1.417273	0.5466115	1.742043	20.58858	0.6033776	72.95249	0.5210183	79.74353	52.85133	0.5002927	13.05917
98.3462	72.02941	-0.2949221	-0.0813479	0.0647700	0.0753817	68.49632	67.67945	64.96246	63.32813	62.73230	65.39387	62.47435	63.64078	76.39254	77.80130	79.91373	79.81678	77.58201	77.76370	79.56392	79.47124	76.75650	77.82361	79.28598	79.37856	69.10030	0.8344765	0.5000595	0.5004440	60.50290	0.5007494	0.7087689	8.391089	60.09099	31.91594	0.5141507	0.5034878	0.5000537	0.5001359	0.5001231	0.5025789	0.5000000	35.36168	5.194719	1.0234231	0.5011871	0.5174664	0.5000001	62.46641	0.6606944	64.15670	72.88737	0.5040399	3.459316	1.370234	0.5441813	1.634163	19.92116	0.5934607	81.02229	0.5208737	72.26746	53.01619	0.5002781	12.27005
71.2392	79.54814	0.0371774	0.4559061	0.6194210	0.6297946	77.22805	76.45719	77.90519	78.22675	77.90638	81.45546	79.66236	82.76845	92.89114	90.90160	89.05942	87.25537	92.77862	90.61811	89.59405	87.39439	92.97134	90.50547	88.92251	87.75989	77.52034	0.8410293	0.5000596	0.5004606	70.46756	0.5007811	0.7294731	9.188771	74.24129	35.39994	0.5140673	0.5039154	0.5000552	0.5001501	0.5001236	0.5025811	0.5000000	37.84092	5.599197	1.0836627	0.5012625	0.5183015	0.5000004	75.23225	0.6638262	70.27817	87.00787	0.5040450	3.754408	1.430824	0.5503001	1.811374	21.17324	0.5978329	89.85261	0.5216576	73.82303	57.84537	0.5002848	13.89582
96.2132	91.17878	0.7976724	0.9334168	0.9435390	0.9273775	84.53953	86.91168	88.25570	86.99643	86.80577	81.90186	84.75874	83.26253	92.10954	91.13666	90.52713	89.91130	91.53660	90.47906	89.87671	90.16007	92.30904	90.96694	90.15046	90.68357	80.18149	0.8407517	0.5000596	0.5004628	102.88346	0.5007977	0.7303652	9.328100	89.72764	38.03085	0.5140130	0.5040282	0.5000532	0.5001612	0.5001226	0.5025384	0.5000000	39.46205	5.810655	1.1412238	0.5012299	0.5204688	0.5000022	94.30485	0.6640038	85.67097	72.27560	0.5041952	4.127886	1.591521	0.5543653	1.972579	22.50220	0.5983837	90.12192	0.5257776	79.07777	60.83617	0.5002999	15.80959
97.8513	98.40447	1.6890494	1.5050311	1.1771453	1.1411429	91.61372	92.53827	93.41781	91.45582	92.73868	87.63934	90.49346	88.18851	89.69341	91.50315	92.42240	93.92291	89.82751	91.47321	93.90861	94.51881	89.19773	91.22583	93.00824	93.98405	79.94049	0.8543637	0.5000596	0.5004876	92.08643	0.5008432	0.7449335	9.762224	86.46651	40.48862	0.5141508	0.5042927	0.5000584	0.5001656	0.5001240	0.5025989	0.5000000	41.56882	6.104635	1.1832529	0.5012616	0.5220860	0.5000055	88.73206	0.6700590	86.33604	69.05775	0.5044478	4.291495	1.639245	0.5570013	1.996780	23.18698	0.5965941	87.65895	0.5252688	83.05524	63.29151	0.5003168	15.48043
110.8330	110.66761	2.1152351	1.5929999	1.2232613	1.1330914	104.60028	105.27036	104.46043	106.83968	105.33580	110.46089	113.82901	118.70176	117.31731	117.30481	116.30266	117.34594	116.69427	118.54670	117.71977	116.98472	117.01412	117.59022	116.49185	117.07987	98.88608	0.9328689	0.5000599	0.5005496	110.70820	0.5009965	0.7924035	11.590188	113.54424	48.42548	0.5144082	0.5051042	0.5000592	0.5002034	0.5001305	0.5029982	0.5000000	48.32313	7.140881	1.3286390	0.5014541	0.5271269	0.5000247	117.13987	0.7067412	112.00868	112.23407	0.5057765	4.925223	1.891538	0.5674499	2.155864	26.75686	0.6010721	121.12365	0.5225214	104.45107	74.07607	0.5003980	17.42753
133.0579	129.50370	2.2199490	1.9889584	1.5436609	1.4163203	126.01551	126.73255	122.29710	122.40223	124.91624	127.74953	126.68858	136.13349	128.25296	129.46339	131.21392	132.73449	126.76679	129.21921	130.85451	133.00225	128.60160	129.10085	130.94125	133.03495	113.76426	1.0028270	0.5000656	0.5006365	146.51758	0.5011510	0.8481947	13.814188	130.40424	57.01607	0.5163898	0.5064396	0.5000596	0.5002393	0.5001435	0.5033396	0.5000000	58.41882	8.469477	1.4628670	0.5018510	0.5320830	0.5000578	134.78419	0.7389023	125.45143	100.68727	0.5069577	5.501099	2.115902	0.5813823	2.740772	32.66963	0.5934607	135.38144	0.5357183	121.41064	87.70532	0.5004536	23.43996
109.2321	110.96936	2.2199490	2.0964465	1.8654043	1.8035205	104.93057	105.57137	107.30637	108.88549	107.79571	109.79715	106.84984	108.13795	107.46520	106.55886	108.18263	108.23666	108.01416	107.82996	107.52954	108.29870	108.60433	107.51135	108.04469	108.26724	93.86283	0.8576339	0.5000598	0.5005277	117.84664	0.5009764	0.7884812	10.966068	108.60362	46.12737	0.5141811	0.5050517	0.5000595	0.5001888	0.5001237	0.5026631	0.5000000	46.22548	6.548231	1.2633002	0.5012599	0.5253373	0.5000162	107.86092	0.6798618	107.74487	81.29581	0.5051034	4.745013	1.774577	0.5619497	2.177046	25.26380	0.5934607	94.02262	0.5264744	96.47654	71.04996	0.5003491	17.61713
124.2101	131.78527	2.3246706	2.0870692	1.9060611	1.8800939	127.58694	128.55889	126.21827	128.37331	128.04997	126.39178	120.34617	127.72460	127.01012	126.60534	127.84316	130.00559	128.00319	127.05038	128.97551	130.41399	127.40827	127.03014	128.74405	129.88646	113.85442	1.0139358	0.5000613	0.5006343	101.45708	0.5011449	0.8417637	13.620537	120.83193	56.21673	0.5160783	0.5062479	0.5000596	0.5002416	0.5001432	0.5034516	0.5000000	58.14276	8.428015	1.4697728	0.5018170	0.5319805	0.5000584	122.95431	0.7429446	128.38525	99.41818	0.5069165	5.565081	2.124910	0.5827836	2.742460	32.96030	0.5978329	116.74107	0.5358824	124.63148	87.46352	0.5004584	23.25680
140.8887	153.15352	2.2115781	2.0215845	1.8874689	1.8270072	153.36481	151.33110	150.38204	144.92409	146.27210	148.48746	146.78343	150.83712	151.47939	152.98966	154.12421	156.83017	153.58732	151.89103	154.15774	154.35499	152.28514	151.69002	153.72218	154.57459	131.01096	1.0175923	0.5000771	0.5006929	144.24713	0.5012779	0.8754843	15.791980	153.49251	65.57905	0.5174394	0.5071827	0.5000600	0.5002757	0.5001552	0.5036142	0.5000000	66.75108	9.436365	1.5521846	0.5019568	0.5350913	0.5000596	147.35182	0.7490028	155.86475	156.37149	0.5074157	5.872422	2.221635	0.5889915	2.927309	35.27917	0.6013493	141.12688	0.5397675	151.74164	99.18118	0.5004729	25.19677
200.4483	176.96692	2.2199490	2.1350171	1.9944983	1.9251628	178.94035	176.85714	181.41380	181.44650	178.10255	182.26573	180.09604	179.85520	185.65627	182.69420	181.96329	180.26389	182.49914	182.34357	181.21774	179.89905	184.79890	182.85424	180.64915	180.00337	154.93419	1.0079441	0.5000827	0.5007017	185.62978	0.5013062	0.8961285	16.184343	187.05199	69.70191	0.5174593	0.5072804	0.5000597	0.5002789	0.5001558	0.5035923	0.5000000	70.40676	9.575639	1.5584557	0.5019127	0.5352116	0.5000596	192.98897	0.7474432	178.54605	165.59195	0.5073048	6.117085	2.227020	0.5884323	2.857429	36.31503	0.5934607	181.34312	0.5357183	167.33504	106.92818	0.5004764	24.35545
121.4045	150.45979	2.4398650	2.2561590	2.0287193	1.9295472	145.23185	145.39858	141.48246	150.07566	150.43154	153.54723	152.62444	160.56325	142.37974	145.48814	147.18506	148.66215	145.12010	145.01162	147.25324	148.73343	145.33181	144.80842	147.18333	148.26931	128.31363	1.0368149	0.5000710	0.5006999	139.64856	0.5012614	0.8693537	14.990962	141.99632	63.09641	0.5178041	0.5069106	0.5000600	0.5002626	0.5001605	0.5037954	0.5000000	65.27815	9.358933	1.5583459	0.5019302	0.5352030	0.5000592	146.95515	0.7612391	145.20178	164.92062	0.5074739	6.138644	2.251278	0.5893412	2.921783	36.30605	0.5969151	158.72807	0.5363638	148.12509	97.87041	0.5004863	25.35981
136.7077	126.60427	2.2666163	2.2953828	2.0517009	1.9955244	120.47388	122.88450	124.82812	122.31342	119.94826	119.78350	115.70269	114.80546	114.64582	115.70276	114.93446	115.70448	115.29633	116.36089	116.78951	114.92916	115.64504	116.12306	116.29275	116.07329	97.72776	0.8915684	0.5000596	0.5005631	110.71058	0.5009712	0.7843717	11.629844	114.54603	48.56715	0.5155600	0.5051875	0.5000596	0.5002049	0.5001396	0.5029942	0.5000000	49.84626	7.148072	1.3311415	0.5013270	0.5270326	0.5000305	108.75446	0.6998462	115.92636	109.50134	0.5055918	5.242455	1.878215	0.5668652	2.253293	27.02520	0.5985132	110.38352	0.5262746	111.12642	75.77765	0.5003870	18.11544
152.5243	145.42285	2.3029451	2.1520646	1.8396751	1.7406392	139.70132	140.62895	135.12832	140.78160	140.32006	140.44870	136.69277	135.42204	144.37854	143.92150	144.63741	145.42301	144.18717	143.37656	142.03126	143.90115	144.44094	142.69965	142.83952	144.40466	122.10090	1.0682764	0.5000663	0.5006866	131.25644	0.5012234	0.8581216	14.421508	135.77223	59.88017	0.5180550	0.5065856	0.5000598	0.5002539	0.5001692	0.5040061	0.5000000	62.03566	8.937025	1.5373279	0.5019611	0.5339171	0.5000587	131.37939	0.7725958	132.89143	136.55585	0.5073634	6.296418	2.239814	0.5869400	2.846653	35.04873	0.6054840	139.45772	0.5378177	134.24257	94.25088	0.5005011	24.54733
154.3140	149.23013	2.4398650	2.2724676	1.9417428	1.8791766	144.66532	145.04919	143.12655	147.06038	143.79606	139.04005	140.99419	132.31527	152.32140	149.99575	147.96152	148.99017	151.77303	148.87836	149.48403	148.22014	150.78512	149.69538	148.58823	148.65875	134.74501	1.1168197	0.5000772	0.5007071	168.71403	0.5012276	0.8718918	15.003255	144.78745	63.17598	0.5186334	0.5069705	0.5000598	0.5002691	0.5001740	0.5043235	0.5000001	65.57798	9.400195	1.5923295	0.5021061	0.5357252	0.5000595	150.20634	0.7982246	140.77016	170.71664	0.5079060	6.447685	2.335834	0.5911961	2.973940	36.61488	0.6543022	162.97153	0.5385435	139.40109	100.07750	0.5005373	25.65363
168.6959	152.97310	2.7684275	2.4269242	2.0756550	2.0358750	152.30162	153.31958	152.70292	150.67160	154.49293	154.32300	155.69612	146.80690	150.40592	152.06367	152.38403	153.53722	150.96737	151.68173	150.59517	152.91905	151.17043	151.52335	151.64846	152.75241	129.11084	1.1104056	0.5000737	0.5007369	168.50616	0.5012853	0.8751295	14.918447	148.01045	63.26044	0.5182620	0.5068984	0.5000597	0.5002664	0.5001718	0.5043745	0.5000000	62.81143	9.003620	1.5978825	0.5019501	0.5354885	0.5000575	151.33980	0.7991837	142.28197	198.05910	0.5076585	6.548146	2.291298	0.5855224	2.625922	34.54910	0.6197087	157.79491	0.5291409	153.79033	98.20463	0.5005381	21.68160
168.8376	158.10044	2.4757572	2.4051368	2.0985534	2.0245181	162.93094	163.72725	166.62976	160.15515	161.80800	158.40431	147.42566	165.30146	166.59893	163.80604	163.61618	161.94756	169.70159	163.54828	162.21143	161.98297	166.37866	165.26032	162.66397	161.40203	140.80566	1.1646951	0.5000790	0.5007710	167.22823	0.5013220	0.8798441	15.690595	155.72731	66.02553	0.5197166	0.5071313	0.5000604	0.5002816	0.5001824	0.5046631	0.5000000	68.33619	9.691791	1.6472014	0.5020826	0.5373693	0.5000596	151.45279	0.8256401	149.49780	189.87616	0.5081277	6.835931	2.445380	0.5933895	2.923073	37.43299	0.6409446	179.13539	0.5375127	164.04341	106.29705	0.5005827	24.76772
68.3340	66.58111	-0.3519172	-0.1377006	-0.0723809	-0.0662202	62.40809	62.03835	61.64345	62.00463	61.68436	64.34513	61.86657	60.97520	84.80151	82.96803	79.73202	79.80621	85.63561	83.02742	80.54719	79.78075	85.42529	81.99097	80.74195	80.30517	68.15630	0.8302075	0.5000545	0.5004318	67.86230	0.5007277	0.7080750	7.853461	63.32088	31.23843	0.5139824	0.5034808	0.5000519	0.5001332	0.5001236	0.5025359	0.5000000	34.80384	4.730132	1.0143070	0.5011993	0.5174568	0.5000000	67.81525	0.6586146	69.39496	66.73981	0.5039606	3.413296	1.343170	0.5421426	1.595244	18.37886	0.5964170	83.93819	0.5164607	71.79310	50.57630	0.5002757	11.60003
69.0022	77.87584	-0.4446779	-0.1986945	-0.0754435	-0.0464355	72.50840	72.06426	72.06344	71.53845	72.20053	74.13008	74.46507	75.57815	79.18691	82.98770	84.95036	85.46547	79.12708	82.91077	84.41955	84.75931	79.52676	82.86134	84.62227	85.12079	72.86389	0.8403750	0.5000595	0.5004587	59.82669	0.5007793	0.7285582	9.016834	66.66438	34.10060	0.5141529	0.5038236	0.5000560	0.5001481	0.5001240	0.5025749	0.5000000	37.26041	5.495990	1.0603812	0.5012411	0.5184292	0.5000001	61.39111	0.6627969	69.75833	80.07146	0.5040890	3.647619	1.413749	0.5484943	1.719126	21.15202	0.6023485	77.63403	0.5222140	74.27541	56.79474	0.5002841	12.80215
72.9319	80.76122	0.7871913	0.9169388	0.8397636	0.8301872	78.45028	78.30608	78.43845	78.52044	78.31292	81.67908	79.55356	80.04299	86.39236	88.53049	89.88418	88.70419	86.05292	88.74472	87.89301	88.21373	85.68982	88.37002	88.67256	87.95830	72.44366	0.8405257	0.5000596	0.5004567	71.68914	0.5007873	0.7266523	9.346891	70.85477	34.25342	0.5141529	0.5038551	0.5000560	0.5001531	0.5001242	0.5025749	0.5000000	37.68422	5.592330	1.0825108	0.5012416	0.5187703	0.5000002	72.73524	0.6630545	70.48043	65.67606	0.5041252	3.785998	1.440791	0.5496320	1.749020	21.34386	0.6023485	74.92377	0.5222140	72.77706	57.38537	0.5002862	13.01019
59.6969	94.64269	0.0145146	0.5185310	0.6164002	0.6381463	87.64436	88.43049	88.96453	88.01797	89.47549	87.70173	86.49976	86.59031	91.64722	91.69292	92.36323	92.84349	92.63774	91.46234	92.11271	92.88980	91.40795	92.28201	92.58322	92.84261	82.45515	0.8483662	0.5000596	0.5004715	83.71439	0.5008363	0.7447785	9.646684	91.30545	39.39814	0.5141379	0.5041604	0.5000566	0.5001684	0.5001239	0.5025814	0.5000000	40.89162	6.034841	1.1801952	0.5012552	0.5213803	0.5000058	89.87559	0.6671770	89.34023	68.92731	0.5044057	4.277591	1.641647	0.5580966	2.027892	23.62625	0.6023485	94.05989	0.5222431	83.67183	64.25525	0.5003133	16.20116
107.7970	105.19686	1.6382964	1.4017861	1.2246270	1.1369642	99.74264	100.73438	100.27457	103.11366	101.01245	103.21321	100.74907	107.51964	108.98809	108.97699	106.66714	106.92632	109.66132	108.68553	107.14245	105.88194	110.10745	108.06269	106.61672	106.99466	93.85569	0.8720386	0.5000596	0.5005241	99.84054	0.5009414	0.7717624	10.528503	104.84829	44.48817	0.5142095	0.5047551	0.5000589	0.5001838	0.5001252	0.5026469	0.5000000	45.05971	6.560513	1.2594197	0.5012819	0.5248923	0.5000173	102.86414	0.6795252	100.69706	87.48619	0.5049890	4.675149	1.772344	0.5619191	2.123533	24.94121	0.6023485	113.57849	0.5222497	92.84442	69.67106	0.5003437	16.79969
109.1373	109.00712	2.0375367	1.7993960	1.4481931	1.3373817	104.17870	104.91492	104.10159	104.70001	103.76379	100.98856	102.08244	108.58636	120.37472	116.10631	112.58326	112.08812	120.47564	116.57036	113.22655	112.22936	119.92956	116.62183	113.03667	111.46626	100.29109	0.8745174	0.5000598	0.5005516	114.65362	0.5010316	0.7991478	11.620932	122.82229	47.92356	0.5141553	0.5052351	0.5000594	0.5001962	0.5001260	0.5027339	0.5000000	47.96063	6.938001	1.2993290	0.5013635	0.5262382	0.5000263	120.66314	0.6881840	112.64190	87.15388	0.5054188	4.803326	1.828328	0.5641205	2.190917	26.01235	0.5964170	120.47369	0.5254712	100.88525	72.55308	0.5003625	17.42751
109.3621	109.90999	2.2115781	2.0378876	1.8228129	1.7441290	104.54725	105.32660	107.63397	108.40987	108.77737	109.69961	102.65718	101.89360	104.44227	107.14069	106.98842	106.64771	106.33403	106.07174	106.85018	106.15089	106.13546	106.39981	106.58245	106.92801	98.58589	0.8614169	0.5000607	0.5005175	111.21381	0.5009536	0.7839389	11.279543	114.95989	47.43932	0.5140542	0.5051496	0.5000596	0.5001982	0.5001242	0.5026774	0.5000000	48.12247	6.838031	1.2713228	0.5013260	0.5258731	0.5000373	121.42300	0.6794276	112.04022	71.28736	0.5053992	4.663837	1.779457	0.5645017	2.294639	25.92787	0.6013493	120.85781	0.5283113	100.09969	72.85419	0.5003520	18.69653
168.1218	135.29461	2.2115781	2.1588768	1.8910051	1.8334718	139.37695	137.99587	138.10048	130.54201	133.45044	139.16059	130.96862	144.48363	147.77024	142.29540	140.75178	140.69234	145.60674	144.98711	141.21871	139.79455	147.93958	143.57448	141.09521	139.99900	112.16983	1.0059735	0.5000682	0.5006854	139.58530	0.5012075	0.8581218	14.368054	134.74567	59.08179	0.5175722	0.5065846	0.5000597	0.5002527	0.5001549	0.5036640	0.5000000	59.35799	8.617494	1.4860020	0.5018427	0.5324597	0.5000554	128.83119	0.7458154	132.19489	152.61859	0.5069273	5.933050	2.139029	0.5826321	2.763321	32.35268	0.6013493	123.94741	0.5397518	134.02583	85.75478	0.5004595	23.21004
189.9239	136.55496	2.2796299	2.2866658	2.0074056	1.8890022	140.28142	140.12924	141.50815	132.88689	136.09513	145.61975	136.48002	148.20048	145.13427	141.80861	139.50963	140.03464	144.67844	141.06635	138.45457	139.03908	144.49857	141.49722	138.89851	140.33530	123.06969	1.0282522	0.5000655	0.5006962	132.32510	0.5012288	0.8606060	14.613907	138.56386	61.00252	0.5179124	0.5067158	0.5000596	0.5002556	0.5001609	0.5038004	0.5000000	61.89953	9.004489	1.5202931	0.5019135	0.5336807	0.5000585	141.37024	0.7557524	139.09058	139.94313	0.5072348	6.116744	2.209321	0.5859619	2.916980	34.29700	0.6027833	151.38939	0.5391425	135.86310	91.62753	0.5004803	25.18417
216.4468	124.87407	2.3246706	2.0870692	1.8911466	1.8094601	136.72806	137.79495	137.72480	138.16576	138.53790	148.19570	148.09015	152.74661	173.21284	165.14866	170.04954	168.85686	167.72645	169.57063	169.37319	169.16819	168.45176	170.40858	168.51710	169.95136	131.13295	1.0571340	0.5000771	0.5007440	179.45908	0.5013432	0.9015330	16.334457	165.31956	69.69485	0.5197886	0.5073236	0.5000597	0.5002781	0.5001783	0.5041693	0.5000000	67.24200	9.557180	1.6096902	0.5019932	0.5360383	0.5000590	169.57576	0.7738448	160.78310	159.07800	0.5074720	6.518364	2.305641	0.5890796	2.835719	35.74947	0.5979562	178.20482	0.5358824	159.94858	94.61839	0.5005147	23.65732
36.6677	40.20525	-0.4313899	-0.2161210	-0.0923428	-0.0849156	41.82506	41.24342	43.42172	40.79330	41.67057	48.69793	49.23859	49.53721	56.43884	57.87879	64.73067	69.14421	56.56949	58.39750	64.43932	70.17138	56.13340	57.94982	64.12970	69.45184	42.80885	0.8388292	0.5000402	0.5004685	73.84058	0.5008082	0.7352605	6.717041	75.98485	32.05648	0.5140033	0.5037098	0.5000576	0.5001273	0.5001234	0.5025586	0.5000000	19.58541	4.148406	1.0206929	0.5012271	0.5183107	0.5000000	74.24989	0.6619861	78.51526	103.63643	0.5040827	3.475302	1.394722	0.5416999	1.682711	11.68168	0.6013493	46.03952	0.5148821	88.28500	26.37462	0.5002821	12.53521
51.3082	61.35312	-0.1136967	0.0462837	0.3119919	0.3813009	60.12551	59.49713	58.58882	56.32513	55.49398	49.92807	50.69001	55.16023	69.83315	66.21903	67.27011	72.11812	68.98775	66.30420	66.68785	70.78033	69.47288	66.53397	67.54541	70.46027	56.35163	0.8436294	0.5000484	0.5004615	70.10988	0.5007712	0.7221367	7.385947	74.32722	32.60615	0.5141408	0.5037273	0.5000579	0.5001312	0.5001240	0.5025938	0.5000000	28.93451	4.647303	1.0444899	0.5012105	0.5184550	0.5000000	78.17240	0.6654795	75.54666	98.21413	0.5041201	3.636209	1.408175	0.5435936	1.708803	15.31928	0.5965941	68.92636	0.5179331	80.58820	45.27580	0.5002900	12.83652
77.1576	90.54576	0.0223628	0.4042723	0.5304065	0.5783239	82.98239	83.60547	84.08107	84.37640	84.55856	85.67199	85.47787	81.84602	86.51092	87.13512	89.79306	91.37171	86.45543	87.81269	89.35324	90.37862	86.64269	87.87328	89.63019	90.52134	81.76146	0.8322249	0.5000598	0.5004681	84.51559	0.5008289	0.7518283	9.716914	86.62115	40.31491	0.5139978	0.5043759	0.5000551	0.5001691	0.5001239	0.5025457	0.5000000	41.36041	6.084811	1.1686671	0.5012271	0.5216479	0.5000104	82.27754	0.6603466	80.73872	78.44856	0.5044152	3.993586	1.599212	0.5572683	2.055625	23.01834	0.5964170	88.54906	0.5251389	77.63281	62.24729	0.5002866	16.25063
107.7179	143.61687	-0.1136967	-0.0392664	0.0895880	0.1209887	151.48298	151.96316	151.26027	155.83885	158.12965	146.46959	149.77110	136.08077	128.31068	135.30879	138.78860	141.68782	129.05041	134.45579	138.62695	140.91935	129.41608	133.94840	137.98986	139.95320	119.97247	1.0115160	0.5000747	0.5006716	138.60329	0.5012433	0.8599526	14.186048	143.71210	59.96265	0.5170834	0.5065818	0.5000596	0.5002530	0.5001549	0.5035744	0.5000000	61.17345	8.708706	1.4939702	0.5019267	0.5343760	0.5000592	139.29471	0.7464904	152.29520	162.07465	0.5073496	5.565540	2.174695	0.5845554	2.785039	34.12913	0.5967868	112.46883	0.5361721	156.81523	90.72166	0.5004620	23.87109
105.0078	125.60185	2.2115781	1.8872222	1.6043893	1.5123147	121.77884	121.88286	116.48281	121.66705	120.56837	114.49073	112.47102	109.67034	126.98007	130.56811	132.79734	135.52945	128.78678	131.51433	131.94915	137.80249	128.47132	130.15059	132.40543	135.01884	107.38164	1.0091158	0.5000700	0.5006406	102.16275	0.5011848	0.8535709	13.581896	118.90114	56.74863	0.5161424	0.5064459	0.5000607	0.5002437	0.5001436	0.5033754	0.5000000	57.39425	8.348155	1.4653932	0.5018485	0.5321241	0.5000570	119.78278	0.7398937	123.89425	109.71542	0.5069857	5.420897	2.127942	0.5812269	2.691853	32.19491	0.6013493	110.56909	0.5318499	127.93417	83.28732	0.5004538	22.80150
91.1455	154.54183	0.6594018	0.9331857	0.8755647	0.8657857	162.60384	164.06288	164.28668	164.03005	166.36342	159.24314	158.51783	165.72723	161.47060	161.38974	161.36579	162.76769	159.71693	160.81245	162.23466	162.90273	158.30393	161.76780	161.54890	162.47687	143.33624	1.0402830	0.5000844	0.5007034	171.65379	0.5013228	0.9003197	16.438910	168.47424	68.94862	0.5175077	0.5075562	0.5000596	0.5002897	0.5001562	0.5037496	0.5000001	69.60454	9.754557	1.5809684	0.5020155	0.5361494	0.5000596	166.70860	0.7610171	169.47795	175.48262	0.5076802	5.911944	2.276960	0.5923148	3.073906	36.97820	0.6033776	156.24448	0.5380988	167.20401	104.19056	0.5004877	26.71165
97.9317	114.71773	2.2666163	2.2041760	1.9353412	1.8800294	108.63471	109.68797	110.39417	111.60686	109.79970	112.89115	113.03991	117.24886	109.49576	111.59828	112.19938	114.04214	109.31176	110.76258	111.97094	112.60909	109.95078	111.73927	112.12576	112.34802	99.05550	0.8689499	0.5000600	0.5005392	122.18737	0.5009819	0.7890229	11.339516	115.21301	47.74447	0.5140874	0.5052137	0.5000596	0.5001987	0.5001255	0.5027556	0.5000000	48.60118	6.914857	1.2965347	0.5013322	0.5264814	0.5000278	115.16766	0.6871068	113.28229	86.52468	0.5054634	4.868844	1.819280	0.5648602	2.246926	26.21712	0.5983837	109.20234	0.5262746	104.00468	74.12238	0.5003625	18.05114
101.6300	119.43112	2.2796299	2.2161909	1.9493271	1.8875176	113.66283	115.07808	114.39821	116.63078	114.29561	118.10658	120.29297	128.35545	110.32080	114.06749	113.77800	115.78307	111.98303	113.73605	113.94933	115.12802	111.93609	112.44841	114.55881	115.36452	102.28322	0.9074177	0.5000596	0.5005583	108.93142	0.5010003	0.7847457	11.524150	116.60601	48.36168	0.5143198	0.5051417	0.5000596	0.5002035	0.5001288	0.5028519	0.5000000	49.74761	7.188277	1.3331499	0.5013897	0.5273899	0.5000370	117.86823	0.6993461	116.13834	94.98618	0.5057576	5.154396	1.909109	0.5678207	2.289308	27.72956	0.6023485	116.05621	0.5285986	109.57762	76.69369	0.5003919	18.84414
101.7119	141.58613	2.2579090	2.0004983	1.7925789	1.7413850	145.82585	143.47986	143.86238	141.26832	141.93245	142.94712	143.86892	140.51028	146.96342	146.29126	147.76796	148.73234	145.96611	145.55728	148.00302	149.29459	145.29259	146.53480	147.95499	149.33953	129.17642	1.0205634	0.5000650	0.5006936	142.34402	0.5012409	0.8677931	15.173191	144.92549	63.30893	0.5175732	0.5068544	0.5000596	0.5002629	0.5001557	0.5036008	0.5000000	64.97423	9.147885	1.5296991	0.5019069	0.5342269	0.5000596	145.46594	0.7506504	142.26221	127.34425	0.5072677	5.906455	2.202524	0.5874447	2.875157	34.68201	0.5964170	149.75751	0.5359931	139.67458	95.62561	0.5004718	24.41036
99.0430	139.96236	2.4398650	2.1763940	1.8676671	1.8144820	141.74754	140.93368	141.17777	136.16648	140.32864	147.91246	140.78128	159.26594	153.27177	150.91926	148.84100	147.78210	153.35533	151.48812	149.58324	147.39694	153.88439	151.49590	150.59684	147.62136	129.29980	1.0308634	0.5000669	0.5006790	141.65176	0.5012261	0.8630339	14.815037	137.65685	61.85718	0.5176788	0.5067321	0.5000596	0.5002598	0.5001586	0.5037594	0.5000000	63.52613	9.164128	1.5416782	0.5019097	0.5340002	0.5000593	141.98033	0.7570127	139.96220	143.70193	0.5072864	6.031966	2.221705	0.5873377	2.879112	34.68406	0.5969151	161.69237	0.5363638	134.25044	95.44545	0.5004782	24.64804
107.6335	153.79561	2.2579090	2.0004983	1.8670655	1.8105384	162.79390	161.35485	163.03416	164.31042	162.50309	167.21958	163.37209	173.72510	169.84060	169.89544	167.21661	164.80839	171.48720	168.17672	167.57466	165.72852	170.59004	169.07670	167.84553	165.81214	148.94043	1.0423607	0.5000707	0.5007244	161.06224	0.5012842	0.8825356	15.645656	169.67239	66.78740	0.5191519	0.5070872	0.5000596	0.5002742	0.5001720	0.5039310	0.5000000	68.08978	9.435941	1.5748768	0.5019132	0.5355118	0.5000596	171.76566	0.7636489	165.96655	176.97502	0.5074999	6.284072	2.267655	0.5898491	2.907192	36.43356	0.5964170	174.04677	0.5360250	158.64873	105.45280	0.5004937	24.98397
114.0793	189.85361	2.2199490	2.1514340	1.9681190	1.9049783	186.57132	187.54950	186.61670	181.20116	180.28338	192.66006	192.22020	184.68673	188.51071	191.95615	192.28541	191.29603	192.35902	191.01979	192.23616	194.17048	191.36637	193.61139	194.29559	194.13283	173.28928	1.1548194	0.5001112	0.5007791	191.60857	0.5014178	0.9363382	18.631710	191.58458	77.71709	0.5204426	0.5084779	0.5000605	0.5003296	0.5001900	0.5045724	0.5000001	83.25061	11.269457	1.7232805	0.5021494	0.5409685	0.5000595	193.16794	0.8121601	196.50472	200.59894	0.5086492	7.002842	2.536516	0.6069310	3.577341	43.20985	0.6554194	179.59489	0.5499429	192.03239	122.80431	0.5005865	31.74363
147.6127	169.91614	2.2199490	2.2451140	2.0312948	1.9644282	181.23735	181.35454	181.32699	182.88274	184.64112	165.29413	167.20300	158.35843	188.55824	185.15870	184.33891	183.00688	187.34713	186.08573	185.48884	184.17827	187.54784	186.68097	183.38359	183.38975	161.96443	1.1592766	0.5001003	0.5007912	205.48329	0.5014249	0.9268513	17.528082	196.78275	75.82526	0.5205628	0.5082744	0.5000609	0.5003152	0.5001912	0.5046504	0.5000001	76.85505	10.654737	1.7135904	0.5021519	0.5408403	0.5000590	200.56398	0.8172328	197.24475	208.61372	0.5086748	7.045939	2.527670	0.6027915	3.261703	41.13776	0.6554194	177.09731	0.5385629	195.65950	118.84843	0.5005935	29.55927
163.3957	140.51776	2.3029451	2.1371746	1.8855559	1.8858601	132.69384	133.71266	135.59041	131.47189	129.87765	130.73913	126.26012	124.96179	126.09704	126.77748	128.58409	129.74727	124.39758	126.49274	129.39662	128.45572	123.50087	127.05758	128.09447	129.38906	120.85215	1.0592046	0.5000657	0.5006260	123.22934	0.5010877	0.8194568	13.506048	132.87373	56.83341	0.5168252	0.5060290	0.5000595	0.5002415	0.5001598	0.5037778	0.5000000	61.73535	8.541135	1.4753493	0.5017893	0.5323123	0.5000578	137.69936	0.7644346	134.75427	149.03250	0.5072281	5.843776	2.154291	0.5828505	2.728305	34.00567	0.6280979	135.13322	0.5350726	135.07932	93.19961	0.5004801	23.07272
223.3525	193.46934	2.2115781	2.2365549	1.9722596	1.8886049	192.09772	193.32034	192.51348	186.53793	185.89345	194.42214	193.40391	191.41832	211.26909	209.93926	206.46436	202.51594	212.13414	208.62984	206.02990	205.84182	211.44513	208.94420	206.65280	204.12971	177.90262	1.2620611	0.5001116	0.5008301	231.26263	0.5015023	0.9515494	18.997871	215.62257	82.27432	0.5206578	0.5086542	0.5000637	0.5003350	0.5001941	0.5048720	0.5000000	84.75750	11.507564	1.8256578	0.5022461	0.5432708	0.5000596	222.92546	0.8611280	218.11313	225.32854	0.5095230	7.522657	2.754837	0.6112940	3.495336	46.08274	0.6577479	201.94604	0.5451096	226.19592	133.12395	0.5006737	31.30201
179.7501	166.26780	2.7100712	2.3826853	2.0375932	2.0078467	164.84126	164.39622	164.41133	163.79630	165.51334	161.97966	169.79277	152.74793	145.42895	144.98337	146.44484	147.98430	144.79449	144.86171	148.23737	148.34024	146.00381	145.66681	147.04834	148.29590	135.39677	1.1684550	0.5000772	0.5007302	155.24507	0.5012736	0.8721261	14.909866	159.78326	63.35929	0.5181483	0.5070131	0.5000602	0.5002685	0.5001720	0.5042195	0.5000001	67.47874	9.468946	1.6043826	0.5020549	0.5360321	0.5000589	151.93414	0.8146643	160.47823	183.44809	0.5084617	6.531155	2.413649	0.5935566	2.976863	37.99696	0.6603097	151.40065	0.5385803	171.07187	103.79815	0.5005875	25.80833
214.6529	192.82374	2.3246706	2.3416128	2.0650085	1.9647457	202.89643	202.18683	200.91893	204.81722	205.05763	199.48128	200.39825	175.25600	177.38304	179.66853	180.22411	181.89639	177.43785	178.34595	181.78199	181.96589	178.58186	179.28551	180.12604	182.36841	157.64481	1.2541796	0.5000995	0.5008203	173.79936	0.5014231	0.9169120	17.791840	190.40778	75.95835	0.5202503	0.5082430	0.5000615	0.5003167	0.5001892	0.5048004	0.5000000	78.70600	10.969563	1.7863079	0.5021787	0.5427058	0.5000596	182.12051	0.8577086	201.52495	209.74237	0.5096509	7.422047	2.679066	0.6064820	3.438942	43.07656	0.6606842	165.68417	0.5493647	216.12061	119.74384	0.5006741	30.45602
154.4823	196.67818	2.3567197	2.2888782	2.0067046	1.9611635	202.14760	200.54639	200.93762	197.18637	196.60710	190.04543	192.66247	189.63965	182.04119	188.57398	195.02610	195.84897	181.63609	188.45283	191.13158	194.12631	180.65634	188.46381	191.82921	195.00131	159.69447	1.2749181	0.5000943	0.5008626	201.42116	0.5015463	0.9557910	17.729147	207.54076	78.96568	0.5206380	0.5085079	0.5000731	0.5003202	0.5001940	0.5048962	0.5000000	77.73198	10.876566	1.8201858	0.5022665	0.5430249	0.5000595	200.72104	0.8684700	211.59770	232.31448	0.5102004	7.629314	2.751396	0.6060191	3.289891	44.76427	0.6577479	178.41821	0.5450111	220.44388	122.96722	0.5007015	29.36821
158.0268	224.89599	2.4757572	2.4051368	2.1114056	2.0655731	205.51032	203.76934	196.84890	199.61968	201.40341	206.01204	213.39486	210.41171	173.75766	177.70932	180.22475	183.37642	173.55842	178.31272	178.41326	182.93609	174.51718	177.81118	180.72124	182.73966	149.95885	1.2521391	0.5000918	0.5008228	194.01918	0.5015148	0.9343324	17.247238	197.43523	75.99031	0.5198182	0.5080864	0.5000677	0.5003147	0.5001850	0.5047473	0.5000000	75.21874	10.809015	1.8135728	0.5022610	0.5435815	0.5000596	189.41479	0.8579797	206.25777	213.56311	0.5102730	7.357838	2.729105	0.6073216	3.311373	43.99894	0.6606842	165.46266	0.5377770	210.19533	120.25698	0.5006819	30.18101
99.0631	90.93994	-0.1483424	0.0187026	0.0388287	0.0149224	105.99641	104.29089	111.29986	117.38833	112.23946	114.59003	106.74146	109.03776	118.43855	117.03788	119.10498	118.77138	118.60556	118.82242	120.37298	121.04087	118.29128	119.20134	118.67259	118.57966	89.21915	0.8603227	0.5000604	0.5005476	107.81776	0.5009871	0.7894171	11.394517	103.51640	46.45476	0.5153478	0.5051894	0.5000575	0.5001955	0.5001337	0.5028750	0.5000000	44.46066	6.649078	1.2211175	0.5014147	0.5244225	0.5000172	111.56736	0.6845199	101.72321	102.60217	0.5050482	4.302817	1.654721	0.5578558	1.945109	21.70951	0.6010721	110.94615	0.5224531	95.35659	56.51522	0.5003281	14.46699
118.6281	128.77469	-0.1483424	0.0187026	0.0339104	0.0151545	132.62929	133.21611	131.41534	127.76449	126.44063	122.59157	122.86989	126.76411	123.60288	122.36327	127.55996	129.19256	123.00790	124.27801	126.37757	129.25888	121.12710	124.93783	126.27591	129.63131	104.44702	0.9925691	0.5000659	0.5006237	126.34229	0.5011319	0.8403022	13.106334	117.64515	55.63971	0.5172971	0.5063205	0.5000596	0.5002359	0.5001494	0.5035031	0.5000000	53.23917	8.223087	1.4253838	0.5018542	0.5314633	0.5000552	116.17118	0.7369030	121.73264	144.29735	0.5068617	5.151243	2.056194	0.5792341	2.701760	30.23124	0.6010721	104.10960	0.5296075	128.33977	70.82251	0.5004390	22.57290
116.0749	138.98401	-0.0833238	0.0827769	0.0863804	0.0823501	146.34693	147.55213	147.25894	149.26242	152.68677	146.13182	145.42255	139.26725	130.72658	136.02377	138.33596	139.22083	131.42201	134.88814	138.65695	139.43445	134.21627	135.08464	137.94976	138.74003	121.90210	1.0373766	0.5000700	0.5006508	126.94654	0.5011846	0.8539662	14.215678	132.40710	61.18396	0.5174521	0.5066748	0.5000596	0.5002638	0.5001556	0.5036772	0.5000001	60.90519	9.083111	1.5164206	0.5019933	0.5343015	0.5000572	128.82903	0.7539555	142.04529	159.44588	0.5075201	5.370694	2.202448	0.5889121	2.904227	34.93546	0.6033776	134.98265	0.5378135	146.03639	90.52237	0.5004748	24.93628
149.6384	128.59504	-0.4830820	-0.2232767	-0.0961215	-0.0886313	137.12259	138.16110	136.06539	139.25855	140.10217	129.09037	129.27756	114.79573	109.78149	115.50624	121.14736	125.70654	110.42961	115.29955	120.91293	125.63852	110.19780	115.06838	120.84309	126.39795	103.31325	1.0050354	0.5000674	0.5006312	117.47846	0.5011332	0.8319901	13.107071	115.77534	55.67264	0.5171168	0.5062380	0.5000596	0.5002415	0.5001526	0.5034778	0.5000000	54.77719	8.337893	1.4595439	0.5019054	0.5323368	0.5000561	112.39344	0.7389536	123.31294	147.31911	0.5070830	5.250406	2.102803	0.5817115	2.727421	31.27758	0.6013493	104.37962	0.5318499	129.18608	77.55350	0.5004468	22.83124
143.8433	142.71409	-0.3361011	-0.1224679	-0.0290340	-0.0298219	147.32804	148.38506	147.18304	145.20454	145.39765	138.31704	135.61180	152.72565	126.71451	130.68489	136.96639	135.87945	124.48389	132.26628	134.71634	136.45636	124.00283	130.60402	134.00387	136.97958	119.13777	1.0084207	0.5000666	0.5006363	135.96370	0.5011507	0.8380514	13.367191	136.26559	57.99064	0.5168641	0.5063023	0.5000596	0.5002443	0.5001515	0.5035139	0.5000000	58.29671	8.498313	1.4716952	0.5018948	0.5331260	0.5000564	136.69246	0.7383637	145.65068	151.92592	0.5072455	5.318327	2.151097	0.5833253	2.769108	33.01175	0.5983837	128.45882	0.5355446	150.28879	89.61099	0.5004507	23.56084
32.3721	83.75696	-0.4631900	-0.1489499	-0.0890703	-0.0762600	75.82613	75.75715	76.26204	77.60655	75.92112	78.35810	74.01258	69.63547	89.67246	89.99936	89.34723	89.04141	92.33841	91.50645	91.05757	90.65440	91.83923	92.25834	90.93481	90.20737	77.08906	0.8394909	0.5000584	0.5004625	101.82315	0.5008350	0.7447706	9.246590	95.70324	37.92916	0.5139969	0.5041484	0.5000505	0.5001552	0.5001240	0.5025294	0.5000000	36.50349	5.490186	1.0946891	0.5012318	0.5194204	0.5000003	97.75961	0.6632394	90.68480	69.91879	0.5041961	3.841193	1.477529	0.5506054	1.785205	20.72528	0.5990322	114.94341	0.5223499	85.05849	53.78769	0.5002953	13.58260
76.0590	78.61555	-0.2827920	-0.1218109	-0.0639901	-0.0616220	69.22342	70.19805	71.01784	70.76532	71.66641	71.28930	74.80722	75.78521	83.22978	84.24070	81.45921	82.23040	84.13623	83.19997	81.79268	82.20163	84.61488	83.41736	82.22207	82.41614	71.35013	0.8302075	0.5000586	0.5004457	83.43698	0.5007675	0.7344804	8.487430	82.67474	35.29812	0.5139824	0.5039187	0.5000519	0.5001410	0.5001236	0.5025412	0.5000000	35.83031	4.955683	1.0406137	0.5012017	0.5180635	0.5000000	82.12518	0.6586146	76.17896	62.29477	0.5039741	3.613519	1.367009	0.5438675	1.622755	19.69685	0.5964170	90.16690	0.5165005	75.79608	53.03192	0.5002760	11.69635
79.9508	85.84514	0.1307267	0.1767737	0.1426626	0.1301320	77.18132	78.37535	78.81572	77.84056	77.92583	79.17351	78.61402	74.35395	83.52486	83.34291	83.45613	84.46344	83.54873	82.99902	83.21415	84.27893	84.18745	82.61428	82.80271	84.04124	71.12291	0.8512266	0.5000596	0.5004621	90.30352	0.5008181	0.7423351	9.063850	86.90844	36.34220	0.5142897	0.5040853	0.5000564	0.5001457	0.5001242	0.5025912	0.5000000	36.94815	5.421152	1.0572044	0.5012986	0.5186473	0.5000000	88.08740	0.6664240	82.62914	61.42958	0.5040696	3.821253	1.417362	0.5469401	1.743742	20.93076	0.6033776	82.14722	0.5210183	80.59837	55.85555	0.5002922	13.06957
83.0075	88.95877	-0.3361011	-0.1224679	0.0567520	0.0758651	81.26563	82.92915	83.78305	82.41643	82.40194	82.20774	80.35816	77.89839	83.41687	84.22458	85.03085	85.20229	84.78242	84.07526	84.96818	86.25449	84.83038	84.56570	85.21454	86.29677	75.52268	0.8373189	0.5000596	0.5004579	94.79527	0.5008032	0.7397230	9.201102	91.58658	37.98298	0.5140077	0.5041502	0.5000529	0.5001583	0.5001226	0.5025409	0.5000000	38.71075	5.689337	1.1254569	0.5012287	0.5196868	0.5000009	88.77831	0.6625934	87.85095	73.59747	0.5041656	3.974394	1.538173	0.5529437	1.926189	21.89896	0.5983837	83.17644	0.5205377	80.85188	59.99562	0.5002928	15.31864
95.4552	104.20886	-0.1136967	-0.0392664	0.0895880	0.1209887	99.19412	99.19102	98.34221	101.72672	99.87009	97.46800	102.18163	101.37429	107.23312	108.21999	106.74316	107.88307	106.17778	107.41879	107.04688	107.11151	106.78731	107.70325	108.13761	106.90687	94.03460	0.8918691	0.5000597	0.5005150	110.08906	0.5009008	0.7670634	10.399394	109.16180	43.80301	0.5142904	0.5045629	0.5000585	0.5001785	0.5001275	0.5027902	0.5000000	44.23643	6.373359	1.2322676	0.5013162	0.5233195	0.5000114	109.59360	0.6898633	99.94144	86.24738	0.5046996	4.506636	1.713951	0.5584323	1.991217	24.19700	0.5965941	111.54033	0.5252688	95.77895	68.97570	0.5003527	15.37953
81.7330	150.27532	-0.2608303	-0.0167205	0.0404847	0.0487777	150.87355	152.25341	152.11420	148.70419	146.27700	149.19207	149.65563	158.21622	148.12172	144.87913	144.30803	145.49347	146.56102	144.17555	143.89494	147.08119	146.63786	144.34805	144.02012	145.48530	124.86760	1.0375228	0.5000721	0.5006623	141.94177	0.5012086	0.8609672	14.435645	146.57578	62.92123	0.5174521	0.5068145	0.5000596	0.5002677	0.5001556	0.5036781	0.5000001	62.13037	9.180687	1.5421536	0.5019953	0.5348286	0.5000587	142.63586	0.7546248	153.48418	159.48996	0.5075616	5.619783	2.236087	0.5895697	2.911794	35.34144	0.6033776	136.82469	0.5378135	154.68344	94.05006	0.5004790	25.17002
166.7184	165.37831	-0.1136967	-0.0392664	0.1521480	0.1777004	157.85375	158.02009	157.73919	152.59667	150.74289	162.77111	161.42305	150.58758	147.22667	150.13410	149.43778	150.15845	147.11889	150.71761	149.64529	150.67942	145.15141	148.85858	149.52088	150.39579	124.05289	1.0145726	0.5000743	0.5006785	164.15958	0.5012773	0.8816423	14.991517	158.93718	64.48050	0.5170498	0.5071437	0.5000596	0.5002651	0.5001554	0.5036106	0.5000000	63.48360	9.153593	1.5283493	0.5019382	0.5350661	0.5000587	156.01358	0.7507764	160.84842	161.84935	0.5074084	5.737509	2.207343	0.5875645	2.862352	34.64085	0.5967868	103.53722	0.5363842	159.86386	94.66796	0.5004709	24.09931
149.0879	165.01066	-0.2949221	-0.0649171	0.1950883	0.2761077	156.77161	157.14902	156.79613	151.93399	150.83637	166.24026	166.75541	161.31646	161.05584	159.97466	156.13372	157.02704	159.74806	159.51980	158.79600	157.89793	159.75197	159.70716	158.10319	158.33426	131.85468	1.0063081	0.5000761	0.5006875	167.76184	0.5012885	0.8850031	15.174212	166.55498	66.15260	0.5171934	0.5071288	0.5000596	0.5002689	0.5001521	0.5035101	0.5000000	64.91512	9.202291	1.5335135	0.5019112	0.5349541	0.5000592	162.96773	0.7443180	166.71324	161.57459	0.5072889	5.925530	2.212589	0.5877311	2.856559	35.03236	0.5934607	186.19695	0.5357183	165.19324	97.74945	0.5004719	24.35545
110.2211	140.02336	2.2199490	2.2485008	1.9861925	1.9191660	134.86047	136.48985	133.36910	137.07641	133.62830	130.22770	126.79340	119.06590	128.77141	133.80917	135.61180	135.56884	130.97105	133.77780	135.52104	135.97798	131.37443	134.03621	135.21909	135.45880	124.04753	1.0433886	0.5000644	0.5006642	140.91891	0.5011362	0.8239011	13.445073	134.19652	57.44161	0.5172572	0.5059525	0.5000596	0.5002425	0.5001557	0.5037182	0.5000000	60.61818	8.751518	1.5043466	0.5018700	0.5330368	0.5000574	136.48064	0.7590441	133.28462	143.35016	0.5071279	6.097698	2.217157	0.5857073	2.812890	34.71029	0.5947827	137.41846	0.5357267	130.28578	93.73902	0.5004878	24.35863
84.4087	132.36303	2.2115781	2.2399322	1.9677859	1.8850429	130.09263	129.92275	132.15380	134.68762	133.31032	128.82855	135.16755	131.87006	123.57480	123.98755	123.44404	123.97782	124.33760	123.45852	123.68922	123.44673	125.12888	123.57801	123.95385	123.11143	108.80549	0.9312731	0.5000606	0.5006169	99.44394	0.5010618	0.8121599	12.506028	118.08131	53.43848	0.5169145	0.5057347	0.5000596	0.5002221	0.5001520	0.5033371	0.5000000	53.45122	7.651582	1.3815696	0.5014834	0.5292873	0.5000479	115.74456	0.7208777	120.59126	99.74937	0.5061234	5.540744	1.973322	0.5713673	2.374486	29.32883	0.6024059	108.06024	0.5283113	113.42950	82.20209	0.5004174	19.31942
100.4016	127.85978	2.4292384	2.3593089	2.0557247	1.9773466	120.62921	121.46800	122.54831	121.83872	123.54824	117.60178	118.66321	120.71927	116.58652	118.51001	120.43828	121.88080	117.33688	119.17808	120.78552	122.27136	116.01612	118.64832	120.85379	122.07922	107.82662	0.9294552	0.5000630	0.5005915	151.38698	0.5010450	0.8152643	12.737393	126.67672	53.29946	0.5169888	0.5058740	0.5000596	0.5002222	0.5001535	0.5033539	0.5000000	54.81565	7.725864	1.3928128	0.5015472	0.5295438	0.5000477	132.24635	0.7185925	125.32729	116.32285	0.5061877	5.417628	1.976299	0.5717394	2.402250	29.12789	0.6034809	126.80746	0.5285986	118.83772	81.93272	0.5004084	19.43364
83.4689	137.82895	2.2199490	2.2363380	1.9687634	1.8717736	131.25961	131.51285	131.82935	131.19192	133.95441	131.10088	128.04089	126.45850	125.63525	131.18928	131.29631	131.10347	128.05688	130.85715	131.11383	131.52701	127.38411	131.92633	131.42929	131.25386	119.45964	1.0229179	0.5000700	0.5006234	126.45239	0.5010898	0.8314399	13.821000	134.15106	56.50490	0.5173795	0.5064733	0.5000595	0.5002438	0.5001609	0.5036847	0.5000001	60.71273	8.521521	1.4727328	0.5018893	0.5320118	0.5000567	132.47455	0.7526665	135.21979	122.13199	0.5071709	5.801491	2.137524	0.5818346	2.833683	32.92971	0.6552814	118.43165	0.5385548	131.00418	90.94164	0.5004585	24.06887
110.7809	155.14559	2.6198564	2.3995135	2.0750655	2.0155926	148.49597	149.81238	151.61533	150.09264	150.12356	153.59835	154.78240	157.84697	150.43612	146.88028	144.74401	143.73253	152.12443	149.93168	144.88303	141.62043	152.74302	150.16827	146.04756	142.55425	127.21182	1.0758760	0.5000663	0.5006554	149.94043	0.5011289	0.8328352	13.535415	143.10506	57.70143	0.5174849	0.5060525	0.5000596	0.5002421	0.5001650	0.5040653	0.5000000	61.07594	8.498430	1.4871722	0.5017251	0.5325032	0.5000582	141.90831	0.7842553	139.74083	167.72678	0.5071526	6.137528	2.179807	0.5800534	2.575365	33.18597	0.6174131	154.08832	0.5284258	148.45688	94.39911	0.5005030	21.35412
149.3513	159.30824	2.6906223	2.4021992	2.1294875	2.1142428	150.96162	151.62964	153.11620	154.58376	152.62471	151.67293	145.73235	154.29719	142.40434	143.73709	141.18898	141.09965	142.10613	142.89098	141.99644	140.61113	143.13549	141.85765	142.51889	141.26732	117.34418	1.0116881	0.5000667	0.5006456	136.23511	0.5011230	0.8315173	13.402222	132.41437	57.00755	0.5173312	0.5059876	0.5000597	0.5002337	0.5001613	0.5039805	0.5000001	59.26369	8.172592	1.4591932	0.5015326	0.5314156	0.5000575	126.68120	0.7668009	130.41879	167.16870	0.5069122	5.941672	2.088299	0.5765774	2.490829	31.17638	0.6038785	126.64888	0.5276631	144.66862	89.00352	0.5004716	20.06733
97.3052	76.40178	-0.4803609	-0.1658557	-0.1059255	-0.0931045	68.15294	66.74137	67.64337	66.67579	67.56206	70.65807	73.79823	78.43845	85.39436	81.52463	79.79268	81.60505	84.11002	81.11786	80.83486	81.13557	84.43735	81.32923	80.50174	81.82909	67.01898	0.8410293	0.5000535	0.5004603	89.31100	0.5007820	0.7307672	8.487758	85.44373	35.05909	0.5140315	0.5038999	0.5000552	0.5001431	0.5001236	0.5025850	0.5000000	33.60690	5.226587	1.0468594	0.5012603	0.5181382	0.5000000	87.94762	0.6638262	80.04332	68.34563	0.5040438	3.575287	1.395005	0.5469260	1.701396	18.05186	0.5978329	82.69659	0.5216405	79.39049	49.43889	0.5002850	12.81009
89.7006	85.39379	-0.4446779	-0.2232348	-0.1424101	-0.1343611	77.92724	78.05809	78.33785	77.87018	79.10615	77.69137	79.12221	80.26342	84.04367	83.34642	85.12847	86.85590	84.56725	83.67775	85.38976	85.83373	84.17123	84.86741	85.13458	85.71668	71.43737	0.8405257	0.5000596	0.5004618	86.44146	0.5008177	0.7423959	9.062521	82.50299	36.49561	0.5141379	0.5041226	0.5000561	0.5001512	0.5001239	0.5025761	0.5000000	37.34790	5.501092	1.0786512	0.5012420	0.5191723	0.5000001	83.25761	0.6634388	80.48340	75.45492	0.5041770	3.890774	1.445957	0.5491542	1.749042	21.27761	0.6023485	75.60006	0.5222140	79.46160	57.71023	0.5002899	13.05085
97.5755	134.49741	-0.3278286	-0.0108720	0.0518969	0.0453621	144.53413	145.27903	143.69960	143.66405	145.86369	135.44820	134.71767	126.47263	122.44563	122.10216	125.22182	128.36510	122.43515	121.25888	124.91346	128.59062	122.86523	121.07989	124.72218	128.10722	106.14590	0.9936744	0.5000667	0.5006397	120.88657	0.5011608	0.8440393	13.149647	122.44872	56.55884	0.5173054	0.5062906	0.5000596	0.5002391	0.5001506	0.5035066	0.5000000	56.85608	8.330566	1.4612231	0.5018559	0.5323968	0.5000567	119.77730	0.7391098	127.28156	151.10674	0.5069004	5.430013	2.099910	0.5803738	2.708484	31.47635	0.6010721	110.50517	0.5296075	131.71196	84.64883	0.5004479	22.69326
147.6158	126.00062	-0.3287421	-0.1097326	0.0674443	0.0981982	134.24151	134.41335	135.19201	146.34231	142.41369	157.26673	155.51958	152.79933	137.86731	136.26203	137.39404	137.14882	136.82685	138.29431	135.31436	137.28115	138.25700	136.65862	135.74092	136.67633	114.48441	1.0183480	0.5000660	0.5006474	145.68744	0.5011870	0.8484055	14.193953	135.05693	58.38713	0.5168602	0.5065042	0.5000596	0.5002525	0.5001510	0.5035249	0.5000000	59.09659	8.730434	1.4902396	0.5019133	0.5334338	0.5000592	141.18646	0.7449603	134.51312	134.35934	0.5072175	5.487197	2.153328	0.5843603	2.785953	33.05410	0.5990973	126.91180	0.5322303	128.56958	88.60431	0.5004576	23.53243
132.9818	155.18677	-0.3457997	-0.1266053	0.0641923	0.0977456	156.71072	157.20114	155.75613	151.95674	152.20325	157.70410	157.37526	169.69498	157.99242	154.60480	153.84654	152.11657	155.60894	155.80102	153.58842	154.92306	154.63972	157.24120	153.79233	154.09668	134.09140	1.0208496	0.5000724	0.5006749	154.83258	0.5012664	0.8797850	15.150230	157.52638	64.38254	0.5171962	0.5071852	0.5000596	0.5002741	0.5001521	0.5035895	0.5000000	64.62128	9.253959	1.5390064	0.5019515	0.5353770	0.5000594	155.30959	0.7481573	161.70654	150.57344	0.5075226	5.714921	2.216519	0.5884348	2.956229	35.12945	0.5978329	173.31313	0.5363440	156.57455	96.57050	0.5004705	25.73084
220.5005	218.82322	2.2666163	2.2831286	2.0245781	1.9493482	228.66571	229.65334	232.40931	234.95610	236.84985	233.87465	238.07534	242.34770	231.58209	219.84218	213.67103	206.60805	231.22083	220.03791	211.60000	206.55471	231.74231	219.41387	213.48424	206.84792	204.29668	1.2592012	0.5001034	0.5008546	230.98471	0.5016125	0.9644415	19.968006	243.75859	85.74787	0.5202667	0.5090799	0.5000799	0.5003578	0.5001901	0.5048333	0.5000000	92.22971	12.349400	1.9206961	0.5024216	0.5486114	0.5000596	245.74995	0.8624070	243.92661	217.90430	0.5110899	7.590448	2.950715	0.6210200	3.836864	48.83064	0.6741235	263.04037	0.5522493	224.57996	139.67223	0.5007054	34.43296
214.7059	210.62350	2.3029451	2.1486307	1.8971693	1.8951067	215.55863	214.81939	217.81173	210.73249	207.95908	206.70591	205.31095	214.48247	205.62046	210.88926	212.57199	211.86127	205.99201	210.87503	213.41929	212.09100	207.68436	209.64501	211.03759	210.20675	191.04977	1.2429794	0.5001091	0.5008673	253.23628	0.5017247	0.9947875	20.976835	252.02728	88.80534	0.5202503	0.5095398	0.5000827	0.5003697	0.5001886	0.5048070	0.5000000	90.75894	12.669105	1.9751191	0.5026386	0.5511417	0.5000596	246.94879	0.8561521	244.70091	242.57523	0.5112024	7.561263	3.008085	0.6245665	4.005366	49.23886	0.6830171	204.69885	0.5588242	228.45897	137.45178	0.5006959	35.88150
260.8548	216.18005	2.4138696	2.3450410	2.1096931	2.0934237	225.89912	226.47516	229.56094	233.80338	233.94944	242.23352	242.55491	230.40770	241.51794	235.80881	234.98940	233.14883	239.67117	239.03693	235.44523	230.57228	237.98013	237.91801	233.91594	231.24681	212.79492	1.2592012	0.5001067	0.5008605	257.33014	0.5017056	1.0239332	22.961824	251.65837	96.30126	0.5202667	0.5105491	0.5000811	0.5004076	0.5001901	0.5048333	0.5000000	102.63301	14.051228	2.0766747	0.5030506	0.5535719	0.5000596	253.94492	0.8626092	245.52895	238.42580	0.5111928	7.699906	3.178056	0.6379092	4.402510	53.59314	0.6741235	275.97562	0.5614067	228.43242	150.12871	0.5007068	40.18598
214.7323	218.41087	2.7496717	2.5203037	2.2219901	2.1551809	214.60808	215.94962	213.57033	214.15576	214.17484	214.77048	217.50914	208.16542	211.48309	207.09631	205.98934	203.13137	208.31566	206.85491	206.86578	204.08126	206.70022	207.11210	205.89131	207.33546	198.51579	1.2477124	0.5000965	0.5007876	213.04811	0.5015650	0.9789525	21.366718	218.86957	91.25672	0.5188147	0.5098323	0.5000738	0.5003904	0.5001785	0.5045640	0.5000000	97.31277	13.489883	2.0117126	0.5029566	0.5515254	0.5000596	218.51314	0.8508607	217.75615	204.02145	0.5108019	7.305109	3.007710	0.6321482	4.271771	51.57303	0.6671886	256.03537	0.5597731	211.30309	141.70078	0.5006766	38.47272
226.5897	213.09383	2.7684275	2.4383796	2.1400501	2.0737291	209.59142	210.23154	205.37611	207.74138	209.87252	201.38181	200.82229	205.21172	239.03297	230.37784	227.61797	225.74805	241.83047	230.23112	227.91262	227.53613	238.42626	230.25709	227.65025	225.45275	207.63634	1.2505256	0.5001080	0.5008228	229.23540	0.5016309	1.0244461	22.234764	226.27687	96.27264	0.5190317	0.5106400	0.5000685	0.5004060	0.5001810	0.5046751	0.5000000	103.91358	14.030963	2.0614007	0.5030829	0.5517383	0.5000596	233.53601	0.8568115	223.45560	194.53580	0.5107520	7.480214	3.111260	0.6381220	4.396559	55.11705	0.6717709	225.07906	0.5604540	211.67166	155.32831	0.5006847	40.18880
253.4407	219.42548	2.3029451	2.1486307	1.9626664	1.9489065	212.44135	213.15412	216.60339	217.89338	219.62839	223.76485	220.60809	219.49327	225.53437	219.73611	211.26016	209.41559	227.05426	220.42949	212.22895	212.22660	225.57684	218.15294	214.73192	211.11631	208.81084	1.2243656	0.5000980	0.5007509	235.88199	0.5015510	0.9798390	21.689926	227.86029	95.37686	0.5179386	0.5101246	0.5000820	0.5004086	0.5001724	0.5044476	0.5000000	102.89334	14.322277	2.0846927	0.5031361	0.5529800	0.5000596	235.98131	0.8399419	227.05356	182.65811	0.5109854	7.021176	3.181317	0.6434085	4.425931	56.42875	0.6830171	248.26938	0.5600467	203.17735	153.03235	0.5006644	40.53785
289.7481	229.96940	2.7100712	2.3826853	2.1022542	2.0685849	213.81089	213.36309	214.54946	211.75389	211.10128	214.93846	217.49044	217.84879	212.69724	204.17130	192.87100	191.64337	209.75305	203.07132	194.18459	190.00835	209.93798	203.68749	194.81803	190.45321	189.60925	1.1881695	0.5000899	0.5007098	190.83775	0.5014244	0.9548140	20.748644	195.91722	86.97041	0.5178285	0.5095894	0.5000777	0.5003785	0.5001678	0.5041862	0.5000001	94.14280	13.054245	1.9322846	0.5029671	0.5486344	0.5000596	189.89032	0.8231861	200.41592	174.11607	0.5101213	6.700501	2.905163	0.6318734	4.416032	49.74205	0.6649393	241.29337	0.5626772	181.28966	131.25522	0.5006228	40.98083
285.3533	227.74764	2.6732587	2.3242356	2.1856131	2.1392724	239.93624	240.33935	240.97507	245.27911	246.27745	257.81394	255.63366	262.36366	283.26972	273.44036	264.97835	256.95637	279.86352	273.06641	263.13341	257.39988	279.40684	271.84646	263.23257	257.05207	238.65201	1.2656044	0.5001135	0.5008777	265.59579	0.5017660	1.0498428	24.553396	251.52318	103.39542	0.5204377	0.5110230	0.5000802	0.5004414	0.5001914	0.5048885	0.5000000	110.86484	14.978532	2.1560142	0.5032185	0.5547912	0.5000596	261.33417	0.8660467	244.10931	224.48135	0.5112308	7.810642	3.251854	0.6469157	4.547014	58.44656	0.6681811	291.99164	0.5635794	226.32278	167.23062	0.5007151	41.74155
340.0752	244.79822	2.7496717	2.5203037	2.2219901	2.1552790	252.61644	252.26622	250.51485	254.45253	254.82056	251.47702	251.32423	230.08783	252.12345	252.32060	250.00191	247.62129	253.89879	255.60124	248.99099	245.97530	251.17973	254.48815	251.18375	244.69796	225.56245	1.2554783	0.5001091	0.5008651	246.77481	0.5017218	1.0261326	23.247049	248.59050	99.42162	0.5202861	0.5105589	0.5000750	0.5004169	0.5001893	0.5048198	0.5000000	105.89065	14.373478	2.1136584	0.5030791	0.5537590	0.5000596	251.87671	0.8606573	240.01134	248.13501	0.5111141	7.729913	3.194160	0.6414843	4.388196	56.55441	0.6671886	241.86156	0.5598071	234.14435	163.84259	0.5007046	40.13179
73.1572	77.63769	-0.2577442	-0.2081411	-0.2099307	-0.2018796	70.03370	70.53697	70.85336	71.13808	71.18432	71.16037	71.32225	76.63935	89.49751	84.42349	81.09314	81.62996	89.17112	84.56399	82.14265	81.49033	89.82849	85.09102	81.88589	81.70791	71.51262	0.8436294	0.5000582	0.5004594	64.43715	0.5007653	0.7219428	8.569873	76.87590	34.14198	0.5141330	0.5038411	0.5000579	0.5001382	0.5001239	0.5025963	0.5000000	36.32532	5.108824	1.0481625	0.5012403	0.5185308	0.5000000	76.33491	0.6652594	78.17577	67.47536	0.5041168	3.623439	1.416720	0.5455726	1.716716	20.38794	0.5965941	84.14553	0.5184897	79.72870	54.23703	0.5002900	12.86058
69.6460	78.11209	-0.3457997	-0.1266053	0.0419537	0.0648087	73.74268	72.69086	74.04868	73.87574	73.96287	77.25877	76.87754	81.12545	82.83289	84.50604	84.84537	84.89732	83.62903	83.91192	85.52963	84.09497	82.26198	84.06410	84.37954	84.47772	75.71630	0.8410293	0.5000595	0.5004544	80.55138	0.5007685	0.7269672	8.917803	74.72243	34.17776	0.5140315	0.5038534	0.5000552	0.5001439	0.5001235	0.5025811	0.5000000	36.82316	5.433798	1.0562865	0.5012625	0.5181864	0.5000000	79.81490	0.6638262	74.00446	75.23409	0.5040438	3.657889	1.404150	0.5475386	1.712125	20.67099	0.5978329	89.10954	0.5216405	76.13575	56.47009	0.5002848	12.90959
72.3845	62.97581	-0.0927586	0.3320568	0.5061273	0.5596050	62.36961	62.03854	60.44398	58.84158	57.81273	57.47558	58.22807	56.49508	60.32897	61.73079	63.25950	67.14925	61.06804	62.17786	63.44379	66.24058	60.68873	61.37226	63.56114	66.69310	49.96946	0.8344765	0.5000460	0.5004428	52.95173	0.5007522	0.7149135	6.635654	53.96801	30.04609	0.5141573	0.5034874	0.5000537	0.5001209	0.5001231	0.5025818	0.5000000	27.83648	4.053200	1.0011791	0.5011672	0.5174338	0.5000000	55.82531	0.6606944	62.23219	72.56076	0.5040415	3.402812	1.354084	0.5393404	1.624138	15.52524	0.5934607	47.40092	0.5141747	69.75851	44.59967	0.5002781	12.22417
96.2511	96.73973	-0.0910563	0.3285412	0.5133668	0.5321429	89.84797	89.87768	89.76640	89.16098	89.94435	92.06902	87.11842	84.70549	81.91593	86.06886	88.99892	90.68931	81.03194	85.42995	87.75497	89.20439	81.63415	85.11834	88.28579	89.98266	75.41811	0.8477696	0.5000596	0.5004824	75.28575	0.5008346	0.7428435	9.255039	90.75904	38.41119	0.5140315	0.5040087	0.5000552	0.5001554	0.5001237	0.5025938	0.5000000	38.69010	5.780068	1.1444496	0.5012656	0.5205308	0.5000019	90.50449	0.6676962	88.42065	73.85707	0.5042173	4.242485	1.567834	0.5541097	1.881525	22.31525	0.5978329	80.08099	0.5218684	85.70550	59.95792	0.5003093	14.55927
118.9415	109.31664	2.0468442	1.8093523	1.4587578	1.3458177	102.24918	103.17829	102.81500	105.33755	103.67124	108.94218	112.44015	119.11437	111.35487	110.55313	111.02499	110.64132	111.35156	110.50012	110.51020	109.58155	111.16239	110.31399	110.21651	110.26441	93.30006	0.8892031	0.5000596	0.5005419	105.48924	0.5009484	0.7729072	10.700472	109.40539	45.00757	0.5141954	0.5047664	0.5000592	0.5001883	0.5001268	0.5028234	0.5000000	45.04838	6.631113	1.2747620	0.5012966	0.5253133	0.5000154	107.04118	0.6887422	105.95615	98.17679	0.5051767	4.778908	1.803897	0.5620157	2.107951	25.31243	0.5983837	108.82552	0.5257776	96.88522	70.21955	0.5003628	16.76188
108.8912	115.92642	2.2666163	2.0350430	1.8419574	1.8131794	109.49304	110.27344	109.53957	112.57101	111.12212	115.50291	119.10314	125.00719	128.49443	123.18207	119.72189	120.97414	127.49825	122.99479	120.76991	120.02109	128.27188	121.91256	120.30950	120.20832	108.37239	0.9278859	0.5000623	0.5005801	148.47043	0.5010670	0.8157493	12.345084	128.80568	51.71338	0.5143459	0.5056783	0.5000595	0.5002137	0.5001299	0.5030253	0.5000000	50.92540	7.387497	1.3530614	0.5014676	0.5281196	0.5000335	135.64389	0.7092441	123.33798	121.83516	0.5058513	5.140226	1.930542	0.5688570	2.264171	27.87885	0.5983837	136.31822	0.5262746	112.65881	79.10892	0.5004041	18.13141
91.3358	113.99920	2.2796299	2.2161909	1.9493271	1.8875176	107.33258	108.79242	108.85175	108.90462	108.81333	112.99375	110.75111	107.60173	110.43748	110.90181	110.57995	111.15463	109.87417	110.45701	111.50306	110.97467	109.62425	110.71133	111.76054	110.89004	97.91525	0.8807978	0.5000596	0.5005328	114.60304	0.5009660	0.7816843	11.308511	115.71362	47.34766	0.5141845	0.5051389	0.5000596	0.5001985	0.5001260	0.5027192	0.5000000	48.19023	6.976211	1.2985749	0.5013542	0.5263872	0.5000321	119.80519	0.6875373	111.60851	96.74854	0.5054995	4.965517	1.856083	0.5657871	2.266303	26.82112	0.6023485	110.49059	0.5285986	103.84974	74.92403	0.5003697	18.46010
100.3290	116.12664	2.4699583	2.3049521	2.0087160	1.9351014	111.01655	112.17265	112.05378	112.57018	109.92616	114.09914	115.43531	114.80715	105.25461	107.71535	110.42293	109.15860	106.20951	107.95911	110.24998	109.83011	105.71723	108.32825	110.52751	110.08645	97.10194	0.8663322	0.5000596	0.5005293	104.29106	0.5009536	0.7819939	11.075480	108.28163	46.70720	0.5141774	0.5050701	0.5000596	0.5001905	0.5001284	0.5027248	0.5000000	47.25738	6.785459	1.2810507	0.5012815	0.5256246	0.5000293	108.56519	0.6828495	108.32483	99.65347	0.5054051	4.940321	1.802938	0.5631639	2.215633	25.56380	0.5990322	100.74876	0.5288236	103.32959	73.75065	0.5003628	17.84672
100.2415	114.84134	2.2666163	2.2953828	2.0270847	1.9488089	108.92450	110.99966	112.50131	110.38335	109.51611	107.59548	105.40236	104.57297	115.74489	113.99911	111.58934	110.89967	116.18098	114.57392	112.99111	110.92036	116.04724	114.31037	112.91161	111.31071	100.40483	0.8571057	0.5000599	0.5005342	98.34138	0.5009531	0.7847473	11.440548	105.02622	47.41484	0.5146464	0.5051782	0.5000596	0.5002004	0.5001294	0.5027104	0.5000000	48.71247	6.923570	1.2835108	0.5013105	0.5259867	0.5000288	107.46595	0.6817889	106.24393	90.88362	0.5053440	4.851606	1.804572	0.5643157	2.243452	25.91286	0.5983837	126.07768	0.5262746	100.65905	74.08721	0.5003525	18.03242
110.1105	126.36302	2.2666163	2.2953828	2.0270847	1.9488089	120.65898	121.49259	121.46530	123.79369	122.17855	125.85025	128.78673	135.93255	111.89712	113.54071	114.73312	116.47934	110.56689	113.56419	115.50333	115.99655	111.31498	113.31101	115.43486	115.95505	99.57584	0.8962203	0.5000596	0.5005810	111.77303	0.5010174	0.7933968	11.453236	113.89242	48.90166	0.5151823	0.5052541	0.5000596	0.5002026	0.5001372	0.5030428	0.5000000	49.28376	7.106731	1.3339099	0.5013487	0.5273969	0.5000285	115.82182	0.7021220	115.35641	98.32196	0.5056058	5.277230	1.887278	0.5664938	2.253881	27.04369	0.5983837	107.51109	0.5262746	108.82514	76.50951	0.5003904	18.11229
121.5804	130.70923	2.3246706	2.3541860	2.0830140	1.9703872	126.67985	127.99014	125.65885	128.32025	126.01473	124.96414	126.05284	125.63704	119.72798	121.42447	121.39901	121.22570	120.74295	121.15025	121.67650	120.96405	121.70440	121.57825	120.92965	121.43018	108.01522	0.9418176	0.5000605	0.5006074	121.44180	0.5010542	0.8092304	12.165468	119.73739	51.29279	0.5163936	0.5055742	0.5000596	0.5002135	0.5001469	0.5033687	0.5000000	51.92863	7.474875	1.3873404	0.5014468	0.5290320	0.5000352	124.53458	0.7249449	122.17841	132.00380	0.5060079	5.589955	1.982719	0.5705768	2.273397	29.04333	0.5978935	126.50289	0.5271172	120.05466	80.87817	0.5004293	18.46819
135.0352	146.98595	2.2796299	2.3088566	2.0681499	1.9478745	149.56772	148.67812	149.25252	142.34022	146.30059	149.00893	148.28807	149.84315	140.65972	142.95504	144.64738	144.68674	138.36681	141.34060	144.94016	144.93367	140.44053	141.12026	143.53155	145.75060	122.04545	1.0567743	0.5000683	0.5007184	134.68565	0.5012538	0.8649051	15.052521	131.76881	62.87142	0.5194030	0.5068144	0.5000596	0.5002647	0.5001730	0.5040446	0.5000000	64.10168	9.321713	1.5627308	0.5019662	0.5350227	0.5000595	129.24063	0.7698703	136.50633	120.81896	0.5074868	6.368906	2.282054	0.5891505	2.961177	35.74609	0.6034809	126.10579	0.5391425	136.24484	95.87597	0.5005050	25.46791
134.8451	140.48950	2.4699583	2.3163224	1.9691377	1.9015416	138.89998	139.89087	137.93623	137.62907	141.13699	138.51908	138.56586	132.45565	133.28532	134.41405	133.87378	133.00664	134.06302	135.13902	134.23170	134.19917	133.81285	134.99487	135.32005	136.21553	113.72289	1.0103695	0.5000626	0.5006916	124.60030	0.5011784	0.8412294	13.535213	122.57529	56.87437	0.5180644	0.5060939	0.5000596	0.5002403	0.5001675	0.5039439	0.5000000	56.58961	8.303255	1.5035526	0.5017059	0.5319457	0.5000471	125.99950	0.7580638	129.16582	106.15079	0.5067022	6.232686	2.138280	0.5778457	2.410964	31.08694	0.6007977	113.23689	0.5288236	130.86789	86.01774	0.5004799	19.28937
134.8286	154.39833	2.3246706	2.3541860	2.0830140	1.9703872	158.86361	158.39588	160.83631	157.81020	158.47280	149.47358	152.34992	144.97333	148.08285	150.46476	153.06516	152.99376	148.24883	151.04315	152.48716	153.08493	148.09197	151.65094	152.55782	153.47961	132.76427	1.1149155	0.5000734	0.5007485	128.57634	0.5012860	0.8743351	15.620578	139.33086	65.20092	0.5201050	0.5068941	0.5000598	0.5002767	0.5001831	0.5043964	0.5000000	67.04993	9.544896	1.6058823	0.5020761	0.5363325	0.5000596	145.36256	0.7931274	142.07559	146.22685	0.5077217	6.662968	2.353084	0.5914900	2.909527	36.62695	0.6408024	144.19064	0.5375127	144.39641	101.96284	0.5005369	24.78982
142.8894	167.99864	2.2115781	2.2399322	1.9920490	1.9227361	174.01396	172.53096	172.76097	170.70552	169.36956	162.79376	165.60224	160.89410	167.45794	167.48601	171.12768	169.90620	169.27128	168.62810	168.17349	168.63975	167.62767	168.50361	169.63477	169.30902	145.89114	1.1426519	0.5000826	0.5007828	161.87360	0.5013748	0.8947168	16.498114	163.04431	70.57796	0.5206091	0.5074707	0.5000616	0.5002975	0.5001920	0.5047191	0.5000000	71.61110	10.147661	1.6734444	0.5021105	0.5385370	0.5000596	162.61539	0.8196901	159.61035	200.50128	0.5082769	6.966208	2.458335	0.5973930	3.183172	39.36515	0.6174131	180.73570	0.5402421	162.42177	109.08176	0.5005659	27.61369
138.4022	170.72717	2.2579090	2.1641657	1.9583298	1.9029262	175.78175	173.26577	173.84243	170.57195	170.82205	169.55738	171.55372	165.73240	165.00742	166.06157	168.12004	168.21189	165.34241	165.67613	165.88074	168.56895	165.68299	165.17175	167.30264	167.73251	139.39912	1.1810101	0.5000804	0.5008000	139.14845	0.5013397	0.8878768	16.190062	149.70128	68.11304	0.5205142	0.5073439	0.5000604	0.5002910	0.5001913	0.5048096	0.5000000	70.62901	10.097191	1.6875182	0.5021377	0.5386645	0.5000596	142.67072	0.8314285	150.49921	162.13130	0.5083115	7.072930	2.470927	0.5966398	3.052389	39.00120	0.6450946	148.16061	0.5392397	163.23099	108.58934	0.5005845	26.12845
173.4262	194.14584	2.7684275	2.4269242	2.1395564	2.0922511	200.26950	198.64342	200.22564	201.95746	198.98547	198.33898	195.24042	202.59230	198.67566	191.85557	190.73883	191.74516	198.32183	193.21800	191.07004	191.55306	195.00258	191.98813	191.89495	191.63297	162.20004	1.2547828	0.5000995	0.5008420	218.05539	0.5015292	0.9400257	18.460119	199.41425	79.86317	0.5201420	0.5086723	0.5000648	0.5003380	0.5001878	0.5047967	0.5000000	81.33991	11.502587	1.8552839	0.5023206	0.5457719	0.5000596	196.52736	0.8609220	208.77316	230.62732	0.5106056	7.519793	2.815210	0.6110740	3.367530	45.96782	0.6717709	191.00203	0.5502012	208.48085	126.36750	0.5006914	30.41393
169.1790	209.32643	2.7684275	2.4269242	2.1395564	2.0922511	219.40123	221.72866	220.48069	229.31394	232.34838	230.80423	232.50087	236.38571	208.74403	204.14576	202.43116	201.87491	210.88042	205.79601	202.46161	200.94862	207.55246	203.52661	204.20366	202.01144	170.45848	1.2554175	0.5001013	0.5008485	228.53725	0.5015723	0.9418342	18.794302	214.71713	81.12586	0.5201470	0.5086884	0.5000686	0.5003440	0.5001878	0.5048016	0.5000000	83.24556	11.637440	1.8827754	0.5023474	0.5467631	0.5000596	212.59135	0.8613740	219.05519	231.93350	0.5108357	7.577416	2.866165	0.6125887	3.381091	46.49876	0.6717709	201.27072	0.5502012	214.58344	131.75359	0.5006957	30.43070
193.4027	81.04014	-0.4834227	-0.1947570	-0.1183369	-0.1078658	76.11741	74.27935	77.10629	75.80541	76.92914	71.11583	80.66471	75.79677	76.15696	80.15413	82.80733	87.24902	74.36099	78.29986	82.89509	87.85551	74.06015	79.94935	83.36608	86.83355	56.61745	0.8338473	0.5000429	0.5004808	68.64371	0.5008568	0.7503386	8.534483	71.92567	39.04741	0.5142729	0.5041780	0.5000523	0.5001582	0.5001257	0.5026666	0.5000000	27.42177	5.070359	1.0994589	0.5012298	0.5199198	0.5000023	68.18150	0.6663316	73.62334	92.01610	0.5041458	3.784282	1.424102	0.5459676	1.662746	14.84771	0.5964170	48.22883	0.5165005	78.99992	32.98758	0.5002840	11.72826
210.1650	136.95407	-0.4977307	-0.3175612	-0.2951737	-0.2770550	140.29196	140.53005	139.96961	141.89998	143.51158	132.05897	134.60007	143.31005	144.13812	137.49234	133.90508	135.29601	142.89264	137.28617	135.60683	134.58915	142.43901	138.14428	134.39158	134.39640	119.32751	1.0069388	0.5000724	0.5006371	137.21396	0.5011739	0.8395460	13.275824	135.58029	56.69999	0.5170498	0.5063422	0.5000596	0.5002414	0.5001549	0.5035459	0.5000000	57.57330	8.400066	1.4557937	0.5019127	0.5334987	0.5000569	140.09445	0.7416306	144.73523	154.81409	0.5072473	5.205622	2.115110	0.5833045	2.784584	32.44348	0.5967868	142.04572	0.5361721	149.16072	85.99679	0.5004520	23.87659
186.5078	142.68675	-0.4700928	-0.2379283	-0.1742349	-0.1641774	142.35940	142.88688	141.98016	138.00256	137.12759	137.39115	135.80572	148.06521	146.11363	139.50389	140.09121	140.52964	144.86970	142.21313	139.24001	137.71276	147.11136	141.79519	138.66337	139.76847	122.17795	1.0009394	0.5000703	0.5006371	142.44748	0.5011606	0.8475961	13.846122	136.94946	58.87863	0.5169583	0.5064173	0.5000596	0.5002515	0.5001501	0.5034209	0.5000000	57.61211	8.615459	1.4528031	0.5018669	0.5325708	0.5000558	142.26752	0.7376133	145.41580	148.55478	0.5071208	5.207125	2.103951	0.5832407	2.706180	31.97333	0.6023485	132.17598	0.5304865	144.79028	82.05374	0.5004438	23.06701
205.2326	139.70619	-0.3519172	-0.1377006	-0.0505931	-0.0197739	143.82009	142.74377	144.18583	148.39078	149.10278	155.72558	157.94779	142.15652	143.29374	141.85267	139.75126	141.14103	143.89717	141.18612	139.51754	137.77298	141.13307	141.11332	139.22419	139.92847	121.08624	1.0010483	0.5000697	0.5006307	135.93916	0.5011390	0.8354579	13.618507	137.27631	57.62761	0.5168014	0.5062946	0.5000595	0.5002440	0.5001521	0.5034237	0.5000000	59.97917	8.454094	1.4392155	0.5017993	0.5319757	0.5000576	142.34624	0.7355061	144.74947	151.26672	0.5070495	5.206923	2.077468	0.5811276	2.716247	32.59687	0.5964170	147.38280	0.5356747	146.15529	90.43334	0.5004360	23.25002
173.9260	155.13649	-0.3278286	0.0166957	0.1320033	0.1410799	158.37464	158.53786	160.04207	165.08079	167.82048	161.87180	160.56815	173.48297	156.42244	157.90773	153.30483	153.11223	158.58879	155.96954	152.36188	152.78616	159.43900	155.14969	153.16954	154.15216	130.98044	0.9957884	0.5000787	0.5006433	153.05286	0.5012010	0.8708274	14.571657	149.32809	62.40440	0.5173259	0.5069411	0.5000596	0.5002594	0.5001508	0.5035210	0.5000000	63.79517	8.930512	1.4852901	0.5018584	0.5335201	0.5000593	152.35168	0.7394918	151.22470	154.31866	0.5071061	5.436888	2.129797	0.5838408	2.909917	33.99398	0.6010721	152.42459	0.5436237	150.83246	97.56422	0.5004491	24.99278
155.6856	136.37242	-0.1090956	0.3045200	0.4701495	0.4689654	137.49742	135.45056	134.98321	131.34092	131.02432	128.78027	130.90314	128.93963	149.17506	148.52757	145.73301	147.09425	150.95050	148.55441	146.86532	145.34208	149.34909	148.99774	146.60976	145.44423	127.54957	1.0063115	0.5000666	0.5006402	117.41428	0.5011483	0.8316547	13.841658	138.40045	58.40829	0.5171183	0.5063906	0.5000596	0.5002511	0.5001524	0.5034602	0.5000000	61.33911	8.740715	1.4864777	0.5019082	0.5329802	0.5000582	136.77232	0.7399644	142.22992	140.20412	0.5072351	5.368669	2.137337	0.5837792	2.760091	33.47029	0.6013493	133.97440	0.5318656	136.53021	92.45380	0.5004520	23.60252
153.2054	141.63002	1.5450264	1.0812648	0.9337302	0.8902271	145.38175	144.48255	145.50437	147.11338	143.24289	143.79739	142.86582	150.56956	169.50026	166.40394	161.92315	159.05377	166.02321	164.56931	160.42387	158.48706	166.27833	163.89450	160.42923	158.90032	147.21953	1.0117089	0.5000809	0.5006654	151.32768	0.5012367	0.8735268	15.121856	159.59268	63.94786	0.5170498	0.5069231	0.5000596	0.5002654	0.5001548	0.5035750	0.5000000	64.94539	8.961144	1.5110210	0.5019290	0.5343815	0.5000596	165.83446	0.7475335	158.40219	151.47302	0.5073423	5.645735	2.178120	0.5859197	2.787910	35.01255	0.5967868	196.12260	0.5361721	152.35135	102.07047	0.5004636	23.82668
170.4894	146.92577	2.2666163	1.9933664	1.7175039	1.6448686	149.85211	148.63759	150.18794	148.78908	146.39438	140.54715	142.02439	144.85151	155.00663	155.99158	156.84701	157.18464	155.23799	155.18808	156.21269	156.89886	155.10786	155.36706	155.91323	156.36694	135.91307	1.0184072	0.5000700	0.5006850	160.08089	0.5012565	0.8725379	15.309384	161.11113	64.77806	0.5169663	0.5069227	0.5000597	0.5002704	0.5001536	0.5036225	0.5000000	66.21362	9.312371	1.5426211	0.5019481	0.5345970	0.5000596	157.49641	0.7503896	159.07231	149.94733	0.5073786	5.885501	2.225936	0.5877137	2.832068	35.58904	0.5983837	143.34410	0.5361990	154.30041	100.55866	0.5004724	23.81847
148.7890	147.73714	2.2199490	2.0438465	1.9066195	1.8170266	150.93309	149.62057	149.32708	147.47955	146.07997	140.25317	142.91359	140.68312	161.41759	159.73801	157.50288	157.04459	161.89083	158.78327	158.17402	157.15559	160.93046	159.47300	157.67342	157.56512	137.33896	1.0061599	0.5000700	0.5006855	177.64079	0.5012506	0.8699827	15.212466	160.62228	64.37593	0.5172101	0.5068398	0.5000597	0.5002635	0.5001521	0.5034962	0.5000000	65.99757	9.148007	1.5289458	0.5019112	0.5342838	0.5000596	166.61942	0.7442744	157.48552	146.06082	0.5072340	5.922220	2.201828	0.5864915	2.809101	35.23931	0.5934607	176.76823	0.5357183	149.55197	100.85766	0.5004700	23.87264
166.8188	154.45918	2.2822597	1.9306939	1.8581976	1.8050217	158.48351	156.58878	158.33173	159.35248	157.29739	155.52526	153.82867	161.99427	176.22392	169.99368	166.54173	163.74682	172.09586	168.46420	165.59032	164.53177	174.07358	169.11300	165.45466	163.43318	142.63829	1.0255640	0.5000739	0.5006956	171.40416	0.5012695	0.8758035	15.562835	169.01976	65.51512	0.5175725	0.5070632	0.5000596	0.5002716	0.5001603	0.5037459	0.5000000	67.22933	9.362300	1.5517607	0.5019279	0.5349879	0.5000596	167.57907	0.7545177	165.05940	154.12074	0.5074295	6.056721	2.232122	0.5886577	2.906233	35.67002	0.5990973	170.22649	0.5395584	157.46194	103.38519	0.5004796	24.73083
179.2903	169.06622	2.2822597	1.9306939	1.8581976	1.8050217	175.01668	174.24333	175.42260	180.67093	183.17934	184.54171	190.04562	178.62693	187.37002	183.04785	180.04566	176.69747	188.64672	183.45128	179.52415	176.33345	189.32653	183.92544	179.96577	176.44932	162.96053	1.0435373	0.5000855	0.5007134	200.87978	0.5013167	0.8984892	16.497316	192.61299	70.38068	0.5185883	0.5075272	0.5000596	0.5002863	0.5001678	0.5038955	0.5000000	71.26024	9.749451	1.5896221	0.5019364	0.5363361	0.5000596	198.79568	0.7620929	183.78101	181.20280	0.5075794	6.299097	2.287446	0.5909774	2.948491	37.39918	0.5990973	197.66005	0.5395719	169.49384	112.30877	0.5004964	25.61289
168.9718	190.58819	2.2666163	1.9933664	1.8481893	1.7960592	193.88706	194.41984	193.24718	190.46129	190.37325	190.77812	187.54760	185.08081	168.67033	171.82583	176.27163	179.53964	166.92360	171.29840	177.29441	180.10311	168.28226	172.59828	177.00980	180.30333	149.02757	1.0493871	0.5000880	0.5007203	167.98672	0.5013292	0.9093791	16.853588	171.84210	72.65268	0.5188754	0.5077065	0.5000596	0.5002965	0.5001715	0.5039684	0.5000000	72.28511	10.074432	1.6209240	0.5019603	0.5369297	0.5000595	170.82306	0.7715586	176.35379	168.03806	0.5076935	6.382712	2.344219	0.5951564	3.051306	38.33299	0.5985132	150.23103	0.5365834	171.60600	109.11053	0.5005064	26.26012
205.9966	189.94056	2.4699583	2.1928433	1.9966986	1.9153173	193.55675	194.31448	193.76043	190.65128	190.91681	184.80864	181.62234	188.51156	186.62135	185.51940	183.53708	182.09568	189.36258	185.42817	184.60876	182.57748	189.03376	185.74341	184.16019	183.04399	167.90987	1.0765038	0.5000868	0.5007327	181.84955	0.5013310	0.9014225	16.816847	183.15314	72.00402	0.5196391	0.5075554	0.5000596	0.5002944	0.5001791	0.5041407	0.5000000	73.85117	10.015479	1.6226969	0.5019650	0.5371630	0.5000596	183.74834	0.7772248	180.00728	162.71190	0.5077220	6.565050	2.347248	0.5940932	3.008939	38.86816	0.6007977	205.62857	0.5395719	171.13347	116.95363	0.5005251	26.36763
198.2552	176.08155	2.2115781	2.2184039	2.0282298	1.9415093	183.54743	183.58843	186.65357	190.48948	191.19651	189.97607	194.24156	182.75664	184.81607	186.47490	185.19966	182.42592	185.73407	184.62803	183.53891	182.05133	186.32389	185.13073	183.95942	181.97378	169.08348	1.1097554	0.5000960	0.5007724	218.57690	0.5014008	0.9222380	17.620525	207.74698	76.26092	0.5203515	0.5081089	0.5000606	0.5003132	0.5001879	0.5043916	0.5000000	77.57087	10.633105	1.6728084	0.5020772	0.5393225	0.5000596	212.58275	0.7959962	196.67947	190.31969	0.5083252	6.771749	2.443461	0.6008956	3.299965	40.73970	0.6174131	194.51947	0.5403488	181.01901	119.52178	0.5005502	29.36715
235.7888	194.11163	2.2706377	2.2485119	2.0294268	1.9403756	196.57693	198.26337	197.99814	194.61703	192.50097	194.30982	191.80162	187.42763	186.84601	183.22885	183.70946	185.21676	187.33866	183.19933	183.27702	184.89242	186.11841	184.61847	182.87137	184.63716	161.25052	1.0841208	0.5000983	0.5007567	168.00601	0.5013623	0.9232052	17.501102	177.66411	74.94503	0.5203720	0.5080122	0.5000600	0.5003078	0.5001884	0.5044841	0.5000001	77.06202	10.277150	1.6402913	0.5020524	0.5378054	0.5000596	172.76054	0.7899589	178.36928	186.52473	0.5078980	6.682236	2.357887	0.5955395	3.125475	38.65432	0.6033776	188.99922	0.5380988	175.33405	115.89119	0.5005262	26.88746
195.8972	203.15889	2.4699583	2.2809255	2.0709935	1.9767196	201.13248	202.75193	201.35349	195.37091	193.33479	200.89150	199.91678	188.52966	209.80143	203.41042	196.74457	195.06081	210.91594	202.29500	199.24369	195.86932	207.34982	201.62534	197.11608	194.52190	179.17786	1.1707119	0.5001032	0.5007827	181.94281	0.5013856	0.9268239	18.255875	190.20782	77.82077	0.5201220	0.5082575	0.5000604	0.5003235	0.5001874	0.5046785	0.5000000	83.17737	10.946515	1.7146109	0.5021012	0.5400739	0.5000596	188.43634	0.8209566	187.39047	207.50841	0.5084501	7.028678	2.518053	0.6038889	3.341585	42.31104	0.6197087	231.28439	0.5399975	190.72887	127.49438	0.5005938	29.63768
146.0589	190.79958	2.2666163	2.2953828	2.0517009	1.9870505	200.00396	200.85065	203.73551	207.30361	208.91021	208.70701	213.28999	210.96424	235.81151	219.27541	208.89209	202.84866	233.99857	219.18578	207.18829	201.97919	236.58704	218.55853	208.21228	201.96570	197.48027	1.1944604	0.5001068	0.5008052	206.82333	0.5014460	0.9456489	18.996700	215.84338	81.25910	0.5202871	0.5086260	0.5000635	0.5003319	0.5001900	0.5047727	0.5000000	87.41459	11.328208	1.7559130	0.5021231	0.5418677	0.5000596	218.56940	0.8384406	205.31618	227.86618	0.5089850	7.168502	2.586095	0.6077322	3.513478	44.18615	0.6395272	254.89194	0.5513104	198.09474	133.05766	0.5006177	31.17010
146.0916	168.37300	2.4699583	2.3014334	1.9665239	1.9328606	166.49836	166.85126	162.08406	163.45283	165.92236	159.62260	160.89592	167.02440	164.17818	166.82958	169.22408	171.33985	164.97607	166.64738	167.15310	168.93895	164.85058	165.98456	166.41817	169.63453	145.48491	1.2359166	0.5000879	0.5007855	170.95213	0.5014026	0.9105472	16.939823	158.73833	72.22559	0.5191668	0.5079940	0.5000598	0.5003087	0.5001814	0.5046779	0.5000000	74.24711	10.676568	1.7561520	0.5023097	0.5419362	0.5000596	160.42296	0.8463953	162.98589	187.51930	0.5094181	7.072020	2.624817	0.6020101	3.159707	42.08355	0.6717709	167.07602	0.5365824	181.41234	112.72758	0.5006421	27.50619
177.6015	172.96751	2.7004733	2.4733492	2.1389160	2.0692084	165.68139	167.62915	165.55870	167.61406	163.46879	167.29105	173.60987	172.31060	164.69171	164.44364	166.04804	168.33740	163.56800	165.05568	164.68774	167.19042	165.72011	163.72979	165.45862	165.41049	146.68721	1.2480360	0.5000809	0.5007608	180.43103	0.5013213	0.8779330	16.043545	170.95860	69.63299	0.5188745	0.5075065	0.5000604	0.5002956	0.5001789	0.5046070	0.5000000	71.16550	10.126937	1.7123588	0.5022261	0.5400224	0.5000596	168.80757	0.8536925	178.53777	214.90564	0.5093664	6.996787	2.559313	0.5980518	3.168563	39.76435	0.6662859	157.82323	0.5443434	193.57864	108.99725	0.5006449	27.91617
175.5017	169.86455	2.7496717	2.5203037	2.2097230	2.1361596	164.92573	166.03247	163.88675	165.89521	164.25354	164.24978	165.22946	171.57813	160.64240	155.03341	150.66934	148.36752	159.09756	155.17456	150.88440	148.50298	158.49908	155.00054	151.76887	148.83603	143.03694	1.1904244	0.5000741	0.5006948	172.84729	0.5012118	0.8459313	14.573423	171.18848	62.76757	0.5172247	0.5066516	0.5000610	0.5002683	0.5001633	0.5040441	0.5000000	68.88165	9.578420	1.6221496	0.5020100	0.5373693	0.5000595	167.79190	0.8187295	173.99380	191.63881	0.5089456	6.498575	2.447515	0.5979908	3.053743	39.34851	0.6606842	182.24570	0.5377657	185.07895	107.29202	0.5006043	27.19344
173.4262	192.96218	2.4757572	2.4051368	2.1611743	2.1144891	189.07990	189.03520	191.16727	189.93027	191.64274	186.44988	190.99236	187.81525	164.00100	165.86082	163.36483	163.61232	163.86647	164.78323	163.37123	164.29639	164.77934	163.14135	163.14855	164.64614	151.16162	1.2458814	0.5000847	0.5007309	185.53023	0.5012882	0.8779282	16.104090	182.45622	68.44765	0.5183471	0.5074528	0.5000618	0.5002889	0.5001743	0.5044440	0.5000000	70.20576	9.935632	1.7022146	0.5021825	0.5401432	0.5000596	185.08693	0.8470810	189.21826	182.06299	0.5094032	6.838116	2.517755	0.5958667	2.997763	39.15813	0.6606842	180.09918	0.5377430	195.70538	108.60529	0.5006492	25.97758
191.2236	249.26550	2.2115781	2.2399322	1.9863531	1.9548547	253.38198	253.72773	255.60314	257.07562	259.82912	258.55727	258.87565	245.06173	253.93663	249.64881	238.58998	231.92131	256.42105	249.22500	239.38271	231.82393	248.45054	245.38049	239.53193	229.35199	225.68645	1.2792155	0.5001087	0.5008786	265.07870	0.5016379	0.9675409	20.256636	255.21399	87.02580	0.5206532	0.5090631	0.5000828	0.5003651	0.5001944	0.5049263	0.5000000	94.97469	12.670005	1.9646065	0.5025128	0.5490115	0.5000596	263.98001	0.8717774	250.53526	241.39499	0.5112891	7.749445	2.991852	0.6241946	3.833126	51.29804	0.6820929	300.39343	0.5460684	236.50078	153.24944	0.5007241	34.41081
211.8967	219.38897	2.2115781	2.2278536	1.9844176	1.9449338	229.68608	228.55608	228.66949	222.89137	225.87921	220.52267	224.54545	216.79406	194.55696	195.25301	200.51520	199.86259	193.89645	195.02144	198.05357	198.25923	195.35636	196.71097	198.53767	198.72393	175.22493	1.2714111	0.5001005	0.5008686	220.02640	0.5016644	0.9792724	19.970652	227.74260	84.94532	0.5205638	0.5095444	0.5000830	0.5003641	0.5001931	0.5048704	0.5000000	86.88100	12.502102	1.9644575	0.5026357	0.5501133	0.5000596	223.97021	0.8668314	232.02507	232.55563	0.5112312	7.700392	2.990091	0.6226535	3.762060	49.27297	0.6820929	174.09030	0.5460581	223.61310	134.83452	0.5007106	33.24382
239.4219	194.65794	2.7100712	2.3826853	2.1022542	2.0609658	194.71021	193.96002	194.96648	190.47293	194.71561	193.33434	202.12723	184.54556	189.42635	194.71477	193.34618	192.23689	190.10481	192.83487	194.14145	197.59531	191.49962	194.30161	194.82517	194.42434	170.17607	1.1900358	0.5000938	0.5007803	220.06705	0.5015450	0.9451292	18.926220	216.57417	80.10651	0.5183628	0.5083159	0.5000779	0.5003409	0.5001745	0.5043345	0.5000001	86.44135	12.150534	1.8948207	0.5025709	0.5485778	0.5000595	213.76118	0.8263267	214.96754	190.91318	0.5102254	6.920523	2.888251	0.6195149	3.532154	47.74610	0.6649393	175.78583	0.5388309	195.28812	129.70482	0.5006350	30.59490
74.4219	78.09626	-0.1483424	0.0413595	0.0458748	0.0285874	69.37731	69.39085	72.50036	72.70760	73.09962	74.17803	64.48805	61.23559	63.11244	68.67655	73.75611	79.25578	64.26495	70.78060	73.31723	78.66370	65.59181	70.14045	74.06794	78.80692	66.01682	0.8380264	0.5000551	0.5004549	77.35028	0.5007986	0.7348177	8.882733	78.23881	36.90361	0.5139087	0.5040463	0.5000532	0.5001546	0.5001233	0.5025631	0.5000000	32.40209	5.333764	1.0793741	0.5012446	0.5189105	0.5000005	75.46712	0.6631382	74.94521	70.44446	0.5040697	3.692229	1.433391	0.5486029	1.757546	18.27985	0.6010721	62.25534	0.5224531	78.15129	41.30292	0.5002834	12.96605
77.3481	76.22953	-0.3278286	-0.0108720	0.0518969	0.0453621	67.57328	67.92622	66.97203	65.80216	67.89651	69.23979	79.39553	81.16861	86.43484	84.25134	83.79486	84.25104	85.19265	84.64523	84.04099	83.51522	85.26987	84.21128	83.84448	83.55100	76.09304	0.8308923	0.5000596	0.5004451	81.32769	0.5007514	0.7243954	8.969320	77.58289	34.48864	0.5139087	0.5038429	0.5000530	0.5001485	0.5001231	0.5025508	0.5000000	37.02762	5.448460	1.0524369	0.5012400	0.5180450	0.5000000	76.03801	0.6593210	74.51754	60.22022	0.5040087	3.613116	1.398156	0.5478840	1.728969	20.88338	0.6010721	80.38326	0.5224531	74.63667	56.22967	0.5002744	12.64840
85.1849	87.47346	-0.4446779	-0.2232348	-0.1422372	-0.1309162	81.29092	81.19949	81.21047	83.45278	82.68090	81.40507	76.40477	68.08134	78.75974	78.79591	82.91425	84.97483	77.32798	79.13309	81.96191	84.93330	77.45901	80.07568	82.73940	85.03357	73.63280	0.8427706	0.5000596	0.5004615	75.89056	0.5008047	0.7479742	9.300057	79.61140	38.27910	0.5141379	0.5042456	0.5000560	0.5001606	0.5001240	0.5025840	0.5000000	38.32516	5.729048	1.1192982	0.5012422	0.5194066	0.5000013	73.57238	0.6650655	78.82882	73.28391	0.5041234	3.905186	1.497902	0.5532378	1.863424	21.98644	0.6023485	75.20174	0.5222431	80.33965	57.94453	0.5002894	14.50308
102.7253	102.96686	-0.3287421	-0.1097326	-0.0087520	-0.0068825	103.71043	104.41988	107.67171	98.56090	105.18988	119.30490	116.78298	109.63271	107.94337	110.55557	111.96516	111.70967	111.11017	112.63424	111.12994	112.59264	109.08043	111.40496	110.73866	112.07303	95.66828	0.8637108	0.5000602	0.5005335	94.57389	0.5009779	0.7863079	11.304977	98.99136	46.18917	0.5148535	0.5048983	0.5000550	0.5001950	0.5001320	0.5028118	0.5000000	44.72072	6.615220	1.2513443	0.5013835	0.5240180	0.5000131	100.64415	0.6825624	97.19225	70.85525	0.5047936	4.537129	1.709784	0.5581063	1.987565	23.76017	0.5990322	116.18449	0.5223499	94.60657	68.24130	0.5003282	15.19653
90.7236	107.03010	0.0223628	0.5064541	0.6161329	0.6615148	104.40002	103.90004	104.32192	103.73929	104.89104	101.64921	110.86572	100.49691	113.96369	114.43837	114.83528	113.85202	113.06106	115.04090	115.04579	114.14336	113.28251	114.03114	114.84368	113.40578	94.59050	0.8740508	0.5000640	0.5005565	111.31691	0.5010438	0.8125985	11.560982	118.87215	47.92121	0.5143868	0.5052690	0.5000592	0.5001948	0.5001278	0.5027679	0.5000000	46.98483	6.847252	1.2878788	0.5013093	0.5260267	0.5000253	116.54174	0.6874821	110.87746	98.64037	0.5053000	4.700097	1.816802	0.5632527	2.181605	25.50727	0.5964170	92.31580	0.5254712	104.02171	69.44407	0.5003582	17.38626
164.9230	128.68655	1.4166146	1.1917678	0.9975931	0.9237975	135.13986	134.08281	136.23675	132.46098	130.19684	122.93943	128.18518	116.97911	148.18306	144.57930	144.77786	144.18273	147.79907	145.81195	144.59123	145.10830	148.10281	145.00348	144.74742	145.17221	122.98631	1.0121499	0.5000668	0.5006582	148.62152	0.5012163	0.8602917	14.867332	134.61575	61.17345	0.5166579	0.5067242	0.5000596	0.5002595	0.5001504	0.5035495	0.5000000	61.96021	8.910463	1.5048841	0.5019314	0.5335408	0.5000594	137.14510	0.7466264	130.75418	110.81062	0.5071900	5.589220	2.162513	0.5839807	2.754347	33.25612	0.5967868	146.40924	0.5361721	125.64393	92.27184	0.5004600	23.06334
176.8921	140.16087	2.1152351	1.6698757	1.3047951	1.2141285	148.52938	147.87175	147.85591	149.67523	146.62659	149.73551	143.21860	145.33809	154.67584	150.93785	152.24993	150.19907	154.56607	152.05450	149.66387	149.80174	153.85107	151.17669	149.95730	149.81168	129.35324	1.0005372	0.5000719	0.5006731	147.62373	0.5012078	0.8647771	14.992504	146.27525	61.88087	0.5174717	0.5067317	0.5000596	0.5002561	0.5001528	0.5036042	0.5000000	62.82150	8.875998	1.5009351	0.5019072	0.5332210	0.5000592	145.65913	0.7452492	141.04794	156.86089	0.5069908	5.828647	2.146670	0.5833711	2.746576	33.32473	0.6010721	154.69833	0.5373665	137.39804	94.69846	0.5004600	22.83516
151.2112	147.43833	2.2115781	1.9422022	1.7019498	1.6539302	156.30175	155.70673	156.24987	162.41980	160.19381	176.04624	170.62945	186.48761	177.36054	174.59364	168.46724	165.91769	176.51520	174.85163	169.87626	167.61038	176.82056	173.95817	170.02376	166.21649	147.33012	1.0239935	0.5000818	0.5006953	152.60329	0.5012614	0.8842226	16.150669	163.13510	66.95447	0.5178207	0.5072376	0.5000596	0.5002771	0.5001602	0.5037038	0.5000000	67.66084	9.446172	1.5587012	0.5019604	0.5351377	0.5000596	168.78786	0.7530264	157.78882	166.83116	0.5073774	6.002751	2.232870	0.5891774	2.904733	35.65840	0.6013493	176.45012	0.5397601	150.39175	102.81510	0.5004804	24.12791
175.7649	148.74203	2.2796299	2.0443528	1.8330726	1.7956704	156.63158	155.72438	156.66731	164.15558	161.74876	173.90439	168.84546	176.32089	165.59251	168.12308	166.36326	165.33247	168.31478	168.32637	166.36691	164.93158	166.63187	166.60272	165.78117	164.46316	149.46149	1.0462579	0.5000800	0.5007058	174.30638	0.5012761	0.8866749	15.981059	164.98444	67.72265	0.5182205	0.5072125	0.5000596	0.5002809	0.5001641	0.5038598	0.5000000	69.10641	9.656498	1.5858009	0.5019725	0.5360283	0.5000596	173.72417	0.7625991	159.98036	177.80212	0.5076307	6.191700	2.285685	0.5918967	3.018477	36.97159	0.6027833	168.61873	0.5391425	153.42967	105.98177	0.5004937	26.12285
178.7466	149.47899	2.2115781	2.1500194	1.8967701	1.8496613	157.65248	156.58467	156.63439	158.99538	156.79566	157.09733	156.77294	153.65405	153.57508	156.11019	156.20558	155.61448	152.80725	156.61585	157.17585	156.61514	153.57984	153.93328	156.59320	157.31909	134.64014	1.0517660	0.5000799	0.5007112	139.23579	0.5012681	0.8867704	15.941932	146.90030	66.28745	0.5192618	0.5073324	0.5000597	0.5002791	0.5001715	0.5039383	0.5000000	68.26511	9.516756	1.5804055	0.5019939	0.5359393	0.5000596	144.21361	0.7652842	149.82851	145.90034	0.5075867	6.302226	2.295986	0.5912837	2.990309	36.57124	0.6024059	151.02632	0.5401952	142.89658	99.80152	0.5004990	25.60476
177.3007	148.49855	2.3029451	2.0256680	1.7551217	1.6600591	157.89214	157.29712	157.01650	159.50922	156.41511	157.97469	151.82402	152.26913	157.54276	151.01335	154.37941	155.01820	156.82948	155.26141	154.18248	154.14297	156.08480	153.55931	153.15132	153.65394	128.07133	1.0591989	0.5000768	0.5007225	136.62128	0.5012496	0.8757041	15.327299	142.74306	64.06651	0.5195035	0.5070686	0.5000597	0.5002664	0.5001741	0.5040540	0.5000000	64.82874	9.278223	1.5737398	0.5019719	0.5351244	0.5000596	138.69299	0.7699749	142.73175	144.94699	0.5073626	6.400873	2.277798	0.5887350	2.875251	35.60633	0.6016458	153.26669	0.5378098	139.62077	96.86231	0.5005023	24.38995
167.8803	155.46126	2.2666163	2.2953828	2.0270847	1.9488089	161.19607	159.50618	159.82106	155.56494	155.19129	144.70444	151.04091	145.35688	159.11199	160.70376	158.48890	159.08226	158.90915	158.44113	158.11939	158.41934	160.27353	159.10543	158.96851	158.47337	137.64822	1.1339328	0.5000777	0.5007526	142.70329	0.5012952	0.8852189	15.835534	148.79173	66.38110	0.5199912	0.5073216	0.5000597	0.5002832	0.5001854	0.5045339	0.5000000	67.86552	9.688534	1.6243690	0.5021107	0.5368876	0.5000596	147.43788	0.8070148	144.26080	150.89780	0.5079241	6.751283	2.360788	0.5922561	2.938252	37.10555	0.6395272	165.44058	0.5376571	148.92883	103.29404	0.5005490	25.17593
169.6663	165.58226	2.2579090	2.1641657	1.9543545	1.8910020	173.76529	172.02902	173.85019	173.07442	171.09243	161.31897	166.33498	159.06922	158.05567	165.50643	167.58099	167.96673	158.84648	163.98755	164.33810	167.24452	159.40389	163.31280	165.40356	166.68250	141.06371	1.1802298	0.5000815	0.5007884	136.72586	0.5013277	0.8865139	16.268953	149.88124	68.29173	0.5203829	0.5074057	0.5000602	0.5002928	0.5001898	0.5047951	0.5000000	71.07123	10.124336	1.6816231	0.5021377	0.5387020	0.5000596	146.34744	0.8310691	151.68260	163.42935	0.5083055	7.016928	2.463444	0.5970042	3.090456	38.61698	0.6450946	146.07053	0.5392397	161.51945	107.27293	0.5005835	26.54486
186.4214	173.54443	2.2796299	2.3088566	2.0290825	1.9560172	183.24171	182.69316	183.25791	191.36044	190.63138	203.96314	201.38659	207.63777	176.14702	177.85606	179.03255	177.36729	176.59551	178.69921	178.42735	177.65797	176.40459	177.58443	177.74825	178.16928	152.10965	1.2344213	0.5000983	0.5008016	174.31126	0.5013903	0.9126537	17.168638	181.85442	73.64362	0.5204893	0.5079722	0.5000600	0.5003077	0.5001906	0.5047759	0.5000000	75.27804	10.631274	1.7331005	0.5021837	0.5409724	0.5000596	178.30190	0.8480141	179.64383	216.81253	0.5092439	7.127146	2.571118	0.6027290	3.304019	41.34410	0.6657556	171.06465	0.5447799	190.50421	114.46629	0.5006291	29.34180
176.8801	179.35321	2.2199490	2.2485008	1.9751862	1.9065283	190.33832	189.60359	189.89736	196.63750	195.31721	214.14300	209.55696	220.44524	182.26379	184.58292	181.61352	181.17872	183.10894	182.75636	182.19960	179.96159	183.83302	183.32719	181.44036	180.32888	157.69843	1.2511331	0.5000985	0.5008187	189.77211	0.5014129	0.9151049	17.424419	188.80611	74.75620	0.5206537	0.5080872	0.5000619	0.5003146	0.5001934	0.5048901	0.5000001	76.28979	10.647526	1.7525144	0.5021828	0.5420356	0.5000596	187.89919	0.8575762	189.72807	204.18619	0.5093585	7.361483	2.619540	0.6033217	3.198132	41.76951	0.6565521	191.27232	0.5385629	201.20268	117.88437	0.5006677	28.25082
198.9552	179.97505	2.7684275	2.4269242	2.0618786	1.9929757	188.85209	188.41028	189.20330	198.21625	197.13346	211.91250	208.07296	217.01454	184.94088	182.13933	179.92997	179.55948	185.55026	182.48357	178.71080	180.20808	184.13365	182.48946	179.34637	179.73044	151.54565	1.2539181	0.5000982	0.5008190	194.97090	0.5014341	0.9112103	17.389431	188.04141	75.27777	0.5200846	0.5079782	0.5000606	0.5003197	0.5001875	0.5047821	0.5000000	76.64391	10.978865	1.8154474	0.5022587	0.5440271	0.5000596	184.48752	0.8590181	194.97757	185.84558	0.5098923	7.424169	2.773833	0.6062452	3.231162	43.07003	0.6717709	181.18607	0.5365824	198.94510	118.36256	0.5006828	27.94128
178.3484	184.59190	2.4757572	2.4051368	2.0985534	2.0193976	195.60999	195.24661	194.53344	199.70237	199.68191	198.87495	198.35272	179.30470	172.26326	174.44282	176.59030	177.17226	171.16202	175.52915	176.26499	176.17738	172.64697	174.98970	175.73994	177.35672	153.53288	1.2538400	0.5000924	0.5008200	163.42563	0.5014039	0.9117702	16.989454	189.00449	73.79932	0.5202424	0.5079837	0.5000615	0.5003060	0.5001891	0.5047901	0.5000000	75.72440	10.594085	1.7708830	0.5021855	0.5419144	0.5000595	175.27325	0.8571396	192.17332	213.37991	0.5095501	7.371393	2.657259	0.6028481	3.290221	42.40503	0.6606842	152.37352	0.5377430	204.85506	117.78265	0.5006738	29.12476
190.9680	198.97646	2.6198564	2.3995135	2.0651275	2.0076799	210.22639	210.19427	210.88435	217.11357	215.89066	231.60762	227.23350	242.89185	190.11505	190.67112	189.83563	187.90716	191.53574	190.42111	189.43498	188.24019	190.29663	189.88105	188.87256	187.80623	163.49355	1.2775555	0.5000935	0.5008531	192.71387	0.5015375	0.9184336	17.749624	212.23511	77.73201	0.5206052	0.5080098	0.5000822	0.5003294	0.5001940	0.5049132	0.5000000	80.03013	11.287253	1.8695413	0.5023001	0.5457581	0.5000596	209.66655	0.8702156	221.61081	201.36880	0.5111207	7.615597	2.850050	0.6113261	3.457593	45.04848	0.6593895	183.11716	0.5450321	209.20280	125.86682	0.5007177	30.36141
182.0213	199.51614	2.6732587	2.3242356	2.1029667	2.0967312	209.24324	208.14320	209.88731	211.56358	209.73640	208.77448	207.89059	207.47476	196.49926	196.87736	195.64424	198.17338	194.55505	196.11633	195.40590	196.60289	195.47630	195.06649	194.72399	196.37557	165.75905	1.2650017	0.5000993	0.5008570	209.47574	0.5016278	0.9356974	18.836090	211.59019	80.35701	0.5204041	0.5083421	0.5000796	0.5003460	0.5001904	0.5048703	0.5000000	82.33258	11.761848	1.9337718	0.5024677	0.5499956	0.5000596	212.97133	0.8640691	215.96568	218.56387	0.5110596	7.656541	2.962834	0.6164150	3.439068	46.87722	0.6681811	180.60580	0.5396255	206.28528	127.04342	0.5007063	30.73312
191.1032	194.44795	2.3029451	2.1486307	1.9626664	1.9488505	198.06334	197.02877	196.54394	191.54576	192.12433	189.40088	193.02876	193.08278	209.87348	213.29628	211.93579	216.45732	215.26294	212.35273	217.42963	219.83271	211.13921	213.16529	216.97378	219.50644	186.74429	1.2257780	0.5001028	0.5008167	224.88396	0.5016428	1.0103861	22.311220	215.72684	94.79249	0.5192488	0.5105252	0.5000823	0.5004094	0.5001810	0.5046541	0.5000000	98.74301	13.956689	2.0684321	0.5030829	0.5530550	0.5000596	216.67435	0.8439851	211.07089	217.22635	0.5109923	7.309447	3.122654	0.6382909	4.336182	53.39271	0.6830171	231.98981	0.5600229	194.82266	139.83948	0.5006648	39.18952
68.2305	71.77825	-0.4834227	-0.1760596	-0.1084635	-0.1000045	61.74262	61.51043	61.70243	62.68319	63.51207	66.08854	68.42351	65.04174	69.38520	68.66778	71.51955	77.54516	69.22366	69.48531	72.34079	76.53102	69.40397	70.78193	72.91730	76.74573	54.80696	0.8303488	0.5000432	0.5004456	73.58986	0.5007613	0.7358674	7.761788	68.39868	35.30816	0.5139824	0.5039254	0.5000519	0.5001410	0.5001237	0.5025435	0.5000000	26.50206	4.675800	1.0356827	0.5012012	0.5178702	0.5000000	68.35938	0.6586146	70.21391	66.83260	0.5039619	3.550618	1.358298	0.5433516	1.604349	14.51967	0.5964170	66.10973	0.5164776	76.32438	38.93391	0.5002758	11.63032
98.3074	67.90242	-0.3287421	-0.1097326	-0.0371042	-0.0203087	66.00725	64.90441	63.52799	62.90524	61.27161	65.08336	61.76392	58.40617	77.24277	75.54183	76.51879	78.32882	75.70511	75.82677	76.66653	77.43461	75.43232	75.50729	75.99998	78.18984	67.77268	0.8366933	0.5000509	0.5004405	71.36514	0.5007282	0.7067503	8.153064	66.81160	31.05493	0.5139979	0.5034774	0.5000499	0.5001380	0.5001239	0.5025035	0.5000000	35.91519	5.206207	1.0264553	0.5012295	0.5174017	0.5000000	73.77856	0.6603534	70.32954	71.15919	0.5039138	3.444085	1.367987	0.5472165	1.674288	20.17306	0.5990322	65.36258	0.5223499	75.31480	51.83799	0.5002784	12.40115
87.5267	109.79419	0.1307267	0.2040374	0.2408179	0.2261257	107.39945	105.45246	105.75518	104.60539	107.97286	112.66884	109.81762	107.85120	119.23655	121.66152	122.15805	121.96518	118.68313	120.39021	121.72706	121.34963	117.81765	120.48859	120.82513	122.02784	99.07156	0.9543205	0.5000602	0.5005829	116.98663	0.5010337	0.8083604	12.222155	111.22884	50.85090	0.5156977	0.5053832	0.5000588	0.5002133	0.5001376	0.5033226	0.5000000	49.16528	7.388634	1.3656051	0.5015755	0.5282428	0.5000275	108.93079	0.7182655	105.85332	102.07800	0.5054708	5.065997	1.930691	0.5684520	2.167672	27.74362	0.6033776	112.74838	0.5262861	105.51170	75.64167	0.5004064	17.31590
171.5287	127.94794	0.0548487	0.4732497	0.6567305	0.6598587	131.91352	130.84754	128.64625	124.83125	123.72805	117.92399	125.50289	118.58545	135.41120	135.96328	133.96800	135.64409	134.27216	134.80724	134.17155	136.17158	134.42072	134.65097	135.19487	135.56065	111.37940	0.9907977	0.5000625	0.5006270	112.23145	0.5011381	0.8359529	13.515738	117.22787	55.99568	0.5172110	0.5062015	0.5000596	0.5002398	0.5001487	0.5034617	0.5000000	57.50177	8.315064	1.4536947	0.5018508	0.5317665	0.5000576	117.92242	0.7367526	119.24558	106.80740	0.5068511	5.400395	2.089981	0.5787171	2.690079	31.13466	0.6010721	120.98444	0.5296075	116.18441	85.97365	0.5004447	22.42838
187.1938	141.90104	0.8345484	0.9737174	0.9099263	0.8788973	150.74081	150.61342	152.18439	157.23696	157.94713	171.38113	173.69247	172.26114	159.60679	157.75053	156.46846	155.49956	156.65085	157.84385	156.45073	157.27838	158.76041	156.89492	155.93696	156.10070	139.05608	1.0012563	0.5000809	0.5006781	172.47618	0.5012433	0.8741649	15.348572	152.91925	64.12170	0.5173438	0.5067507	0.5000596	0.5002639	0.5001517	0.5035823	0.5000000	65.65866	9.052456	1.5098073	0.5019069	0.5338737	0.5000596	154.97478	0.7459381	151.16489	159.60364	0.5071433	5.751359	2.164644	0.5852927	2.803179	34.52719	0.6010721	170.88797	0.5373665	154.07759	99.66908	0.5004610	23.58484
172.5236	158.39255	2.1152351	1.5929999	1.2361949	1.1433891	165.32221	165.72860	167.90342	172.94886	175.78027	164.48079	165.77948	173.44602	146.23952	155.57956	160.84918	163.47053	148.18143	156.22213	161.13216	164.25320	148.16738	155.49365	159.72795	163.46417	133.51506	1.0022156	0.5000877	0.5006873	165.40099	0.5012805	0.8931609	15.972726	162.93204	68.21843	0.5174195	0.5073400	0.5000596	0.5002773	0.5001531	0.5036177	0.5000000	67.80753	9.405002	1.5347556	0.5019090	0.5348071	0.5000596	161.67245	0.7472497	163.48148	167.33057	0.5072207	5.867844	2.186839	0.5875530	2.955046	35.77037	0.6010721	112.00086	0.5436237	164.64273	101.73605	0.5004649	25.24951
168.4190	149.68275	2.2579090	2.0004983	1.8039738	1.7435720	157.55978	155.67524	157.55412	157.76041	155.56156	157.21024	154.28985	163.17222	163.30789	166.17588	166.19238	166.09611	162.92815	164.26824	167.16066	167.91713	163.58866	164.59690	167.08413	167.45882	142.91742	1.0226752	0.5000772	0.5007123	153.64389	0.5013182	0.9009462	15.991373	169.30583	68.23125	0.5178003	0.5072974	0.5000598	0.5002754	0.5001585	0.5036603	0.5000000	67.44698	9.368554	1.5486065	0.5019208	0.5350651	0.5000596	164.82553	0.7536623	164.28419	175.28447	0.5073853	6.012698	2.227328	0.5884456	2.891634	35.51888	0.5964170	158.07233	0.5360166	163.07745	100.20553	0.5004767	24.80590
161.2213	153.10277	2.4398650	2.1763940	1.9650308	1.8836220	154.56679	153.72636	153.52145	149.78700	152.77158	149.24910	150.27269	147.18736	147.85386	151.29618	152.84880	156.30613	152.43548	151.12916	153.72770	156.55575	150.64156	150.09192	153.76528	156.61317	131.15346	1.0493121	0.5000713	0.5007210	140.69823	0.5013131	0.8850024	15.743644	154.09796	66.71796	0.5184814	0.5071365	0.5000597	0.5002776	0.5001666	0.5039192	0.5000000	68.40155	9.665520	1.5843067	0.5019718	0.5363497	0.5000596	146.37459	0.7659652	158.07475	169.15283	0.5076409	6.295181	2.287630	0.5913239	2.949212	37.21705	0.5969151	146.38159	0.5363638	161.36942	100.89867	0.5005001	25.66514
134.6603	155.55124	2.4398650	2.2833484	2.0254908	1.9401416	151.62718	151.50549	148.12834	154.26282	157.75000	160.70645	164.47251	163.25219	149.65134	153.07495	152.96194	156.69978	151.31985	152.42496	153.58893	156.01314	151.49183	150.61896	154.20078	155.90112	131.40991	1.0495229	0.5000736	0.5007272	139.44379	0.5013256	0.8838897	15.206911	153.67459	65.36985	0.5186132	0.5069568	0.5000603	0.5002681	0.5001658	0.5039352	0.5000000	66.70331	9.482879	1.5828655	0.5019415	0.5359519	0.5000595	148.34433	0.7665622	155.92024	161.04498	0.5075949	6.324773	2.289682	0.5906774	2.934713	37.18232	0.5969151	163.69972	0.5363638	161.77203	99.95268	0.5005025	25.64460
155.9336	171.99465	2.2666163	2.2721957	2.0837914	2.0063399	174.96128	174.12962	178.35747	176.26159	173.73655	165.81543	165.35086	153.40984	181.76887	181.73893	181.21394	179.68992	183.27840	181.93706	180.72133	178.84034	182.01625	180.94376	181.27735	178.32368	162.57655	1.0785683	0.5000889	0.5007471	167.21170	0.5013606	0.9175235	17.257631	180.25719	72.92155	0.5194854	0.5079026	0.5000603	0.5003033	0.5001777	0.5041438	0.5000000	75.53288	10.358622	1.6580709	0.5020095	0.5382394	0.5000596	187.94395	0.7829055	179.34247	205.04779	0.5079785	6.583009	2.398353	0.5984935	3.218595	39.93980	0.6086705	189.08583	0.5367318	171.95334	113.86509	0.5005252	28.35529
163.2803	132.45463	2.2666163	2.2831286	2.0300746	1.9875108	140.89293	138.85875	137.90267	137.99958	136.39271	132.02603	134.35678	136.75711	134.08613	132.89461	129.43202	128.93768	135.07381	133.66092	131.27410	130.12079	135.66068	134.20169	131.35172	129.19308	108.16944	0.8814700	0.5000637	0.5005692	127.77174	0.5010242	0.8057894	12.383850	125.43978	52.42927	0.5160532	0.5056471	0.5000596	0.5002140	0.5001447	0.5030529	0.5000000	51.52942	7.364566	1.3420057	0.5013934	0.5277379	0.5000324	126.30947	0.7015200	121.58927	114.71748	0.5057027	5.171723	1.860129	0.5668385	2.279275	26.86786	0.5985132	132.62990	0.5262746	113.90802	77.56466	0.5003769	18.13779
123.4363	136.60109	2.6732587	2.3242356	2.1855624	2.1391327	138.32405	136.75543	136.57103	136.66533	137.37204	137.24853	136.79902	137.07925	136.37587	135.07364	133.36393	133.94804	137.35526	134.75514	134.55894	132.01484	137.29091	133.92654	132.87962	132.29348	109.10945	0.8748506	0.5000616	0.5005693	107.20881	0.5009832	0.8030565	12.371742	110.31865	52.51008	0.5166731	0.5056641	0.5000594	0.5002139	0.5001484	0.5032070	0.5000000	51.10421	7.411414	1.3358265	0.5014864	0.5270434	0.5000338	108.79265	0.6994454	107.22071	125.37516	0.5056086	4.961741	1.821184	0.5659314	2.275610	26.11526	0.5964170	142.79565	0.5254772	106.54807	75.28885	0.5003601	17.87001
179.5927	140.07940	2.4699583	2.3128888	2.0874169	2.0507278	143.47571	143.43713	143.83670	144.22981	142.17230	143.60117	145.50982	143.50025	144.66481	140.60339	138.63124	137.57376	144.07955	141.43832	139.92551	137.73797	143.98112	141.08016	138.79944	137.63123	115.77270	0.9405898	0.5000703	0.5006120	128.73845	0.5010785	0.8219817	13.378743	128.57460	55.84288	0.5169244	0.5059808	0.5000596	0.5002252	0.5001553	0.5034143	0.5000000	55.52862	7.766738	1.4017334	0.5015718	0.5293273	0.5000461	137.01877	0.7255659	130.03241	120.68047	0.5062155	5.512429	1.967755	0.5717402	2.352587	28.38835	0.6007326	136.63716	0.5288236	124.66572	82.02952	0.5004165	18.71611
165.3059	140.33856	2.4138696	2.3450410	2.1096931	2.0934237	136.13519	138.11407	139.75556	137.57214	137.90669	134.69273	136.25293	136.77430	123.38825	126.59148	127.64815	131.05573	122.85452	126.17855	129.35947	131.07860	123.43176	125.43277	127.35673	130.59356	113.27622	1.0119303	0.5000688	0.5006296	140.28003	0.5011178	0.8283790	13.581163	137.45151	55.77498	0.5174379	0.5061347	0.5000597	0.5002371	0.5001597	0.5037040	0.5000000	58.92997	8.238192	1.4554665	0.5017733	0.5318300	0.5000557	134.36656	0.7537826	139.24396	150.29262	0.5070120	5.714037	2.073899	0.5790497	2.681328	32.04831	0.6395272	99.67999	0.5372683	137.20720	86.79056	0.5004543	22.69694
168.9441	183.85825	2.3246706	2.3541860	2.1111014	1.9896377	190.20265	190.62911	188.23208	184.19668	184.74530	181.95862	181.39674	200.91418	204.10077	201.60095	196.87180	194.75584	203.73670	201.48239	196.91239	195.29921	204.63578	202.77899	197.25828	194.74579	180.34526	1.2056917	0.5001057	0.5007950	192.48271	0.5014250	0.9325176	18.363613	196.76833	78.29874	0.5202761	0.5084453	0.5000604	0.5003253	0.5001891	0.5047622	0.5000000	84.18971	11.213460	1.7502686	0.5021933	0.5414537	0.5000596	204.08894	0.8395948	196.90900	224.89603	0.5089880	7.163393	2.603003	0.6090549	3.524278	43.97455	0.6587930	249.21571	0.5493941	198.85074	128.86136	0.5006189	31.98592
89.3184	74.25184	-0.1136967	-0.0761956	0.0719370	0.1044403	73.22130	73.11184	72.88620	72.54911	71.75829	74.46464	73.77365	69.38960	82.29765	81.12591	81.85611	83.90555	81.62466	82.47697	82.44024	83.51227	82.01995	82.21947	82.07850	83.30801	72.02413	0.8436294	0.5000597	0.5004709	66.21200	0.5007743	0.7180079	8.459770	65.64889	33.29281	0.5141744	0.5037090	0.5000579	0.5001362	0.5001240	0.5025938	0.5000000	36.47792	5.229925	1.0429913	0.5012398	0.5184504	0.5000001	67.98428	0.6652594	72.05080	90.60719	0.5041168	3.621675	1.408297	0.5452636	1.709256	20.71957	0.5965941	90.39394	0.5184897	80.52345	55.40186	0.5002900	12.84085
104.5179	78.96369	-0.2949221	-0.0438616	0.2745664	0.3437725	74.76167	73.70103	70.96185	70.06752	70.10035	70.43289	68.74010	70.83257	76.89413	78.11989	80.05850	79.97960	76.74641	78.67984	79.77585	79.72305	76.14753	78.43418	79.76359	79.68950	67.68288	0.8344765	0.5000596	0.5004385	67.38873	0.5007380	0.7074672	8.427008	66.47961	32.00975	0.5141262	0.5034828	0.5000537	0.5001370	0.5001228	0.5025789	0.5000000	35.44780	5.246389	1.0342094	0.5011871	0.5175589	0.5000001	68.84592	0.6606944	66.90206	63.52627	0.5040399	3.549561	1.381651	0.5446900	1.636468	19.94960	0.5934607	78.88110	0.5208737	71.34547	53.07912	0.5002781	12.27874
130.8358	128.77472	0.0145146	0.2995135	0.4026925	0.4272867	129.18516	127.61533	128.00156	123.11112	126.61691	129.25439	130.97823	126.35185	145.29575	143.38800	141.97667	141.35087	144.89346	143.27778	141.17163	140.81924	144.19608	142.92002	140.66651	141.05124	120.11275	1.0011491	0.5000659	0.5006343	121.74625	0.5011330	0.8359820	13.867760	119.06647	57.45560	0.5168768	0.5060986	0.5000596	0.5002448	0.5001486	0.5033951	0.5000000	60.44640	8.606153	1.4649671	0.5018686	0.5323198	0.5000583	125.78200	0.7381408	121.78730	105.11802	0.5069472	5.393887	2.119742	0.5818629	2.650044	32.47959	0.6023485	140.42894	0.5304865	118.18683	89.25930	0.5004455	22.32590
132.5571	130.21908	2.2545512	1.7537667	1.5636204	1.4865143	124.43685	124.80773	121.52542	129.00989	125.14371	125.60520	118.77336	123.67307	124.15862	126.56388	127.54607	129.29232	123.94621	126.64957	127.99779	129.65472	123.63624	125.59021	127.09205	129.69307	111.31260	1.0053960	0.5000626	0.5006252	117.05889	0.5011151	0.8258909	13.083535	116.20501	54.46254	0.5159067	0.5060734	0.5000596	0.5002342	0.5001440	0.5033793	0.5000000	56.54005	8.294055	1.4570895	0.5018331	0.5317234	0.5000571	119.30914	0.7394392	121.46087	97.19852	0.5069849	5.445353	2.130153	0.5817420	2.706613	32.89367	0.5967868	112.85614	0.5361721	117.83610	87.53915	0.5004534	23.15763
133.7479	115.44890	2.2822597	1.9306939	1.7300535	1.6635663	111.58640	112.80483	111.66506	114.77335	112.50725	112.37828	113.86498	117.32976	118.94150	115.84696	116.91678	116.44434	116.89646	116.57870	115.87740	116.82849	118.03037	116.84781	115.88507	117.43598	100.23033	0.9000096	0.5000600	0.5005729	123.41737	0.5010440	0.8103924	12.048617	119.39606	49.88597	0.5144199	0.5055076	0.5000595	0.5002053	0.5001310	0.5030081	0.5000000	48.79672	7.154678	1.3253103	0.5014141	0.5271676	0.5000304	119.25509	0.7025443	114.91990	107.31174	0.5057340	5.121749	1.877086	0.5653069	2.232838	26.27136	0.5990322	117.48108	0.5287975	109.60555	75.01810	0.5003881	17.64182
148.8975	118.45082	2.3246706	2.3022805	2.0842947	2.0010026	115.48463	114.73607	113.94614	114.79916	115.80434	109.52438	117.53208	111.34618	112.39737	114.31637	113.91959	116.16285	111.27822	114.15906	114.78596	116.10659	110.78029	113.38002	114.69174	116.22168	96.66886	0.9201527	0.5000628	0.5005590	125.71661	0.5010066	0.7999088	11.920941	115.99666	49.98449	0.5147739	0.5054809	0.5000596	0.5002079	0.5001318	0.5030726	0.5000000	49.41011	7.268118	1.3413830	0.5014037	0.5274879	0.5000311	119.07731	0.7058433	118.58553	112.28827	0.5057096	5.110495	1.909336	0.5688749	2.254955	27.65986	0.5978329	96.46136	0.5271172	111.51183	75.20776	0.5003949	18.27360
134.1405	101.65736	2.2199490	2.2485008	1.9852902	1.9226128	112.72780	113.54184	113.96515	111.53452	111.15046	111.89925	112.93381	112.61952	125.22369	127.02101	129.32246	127.87241	124.73129	126.00733	127.94931	129.67734	124.16475	126.04449	126.79812	127.96518	96.61913	0.8452983	0.5000600	0.5005095	114.38256	0.5009586	0.7953782	11.551724	120.21355	48.43072	0.5141381	0.5054172	0.5000592	0.5001945	0.5001236	0.5026258	0.5000000	45.38115	6.682541	1.2439190	0.5012661	0.5245508	0.5000124	116.08731	0.6705596	109.39415	93.87778	0.5049692	4.507055	1.725961	0.5593323	2.116196	24.27347	0.5934607	103.37616	0.5263448	101.39700	68.78611	0.5003337	16.66602
134.4387	170.86430	2.2706377	1.9935840	1.5981898	1.4675723	177.83823	179.52525	179.81916	177.48099	177.66749	173.94279	170.80509	180.71235	185.84870	185.12306	188.57838	186.21113	188.14075	187.50730	186.90244	185.35575	185.66310	188.67786	187.57220	185.56775	152.65677	1.0435033	0.5000868	0.5007256	181.44264	0.5013736	0.9167950	17.269129	184.96526	72.77683	0.5180354	0.5077640	0.5000597	0.5002995	0.5001616	0.5038189	0.5000001	71.19167	9.941118	1.5968766	0.5020223	0.5366717	0.5000595	177.41655	0.7621820	177.28702	180.92087	0.5076949	6.141584	2.287448	0.5929358	3.076502	37.01970	0.6033776	194.17435	0.5380988	172.82315	104.59228	0.5004922	26.72867
149.9737	187.25861	2.1946663	1.8251413	1.6110766	1.5286092	188.34718	188.52115	189.50442	193.65988	196.18496	198.52326	197.71095	196.71294	198.30593	198.12968	195.44511	190.83179	200.56729	198.49144	193.95561	192.65747	199.56125	197.00440	194.13592	190.92561	170.69817	1.0536076	0.5000957	0.5007256	195.08170	0.5013259	0.9096981	17.054674	182.93080	72.88323	0.5187647	0.5078107	0.5000596	0.5002947	0.5001668	0.5039324	0.5000000	75.24615	10.055351	1.6075003	0.5019675	0.5372440	0.5000596	187.75102	0.7713975	180.21230	188.30804	0.5077278	6.312836	2.323513	0.5949751	3.097358	38.86218	0.6014497	198.76001	0.5440940	172.33350	116.77116	0.5005056	26.95537
351.6122	219.44128	2.7684275	2.4269242	2.0618786	1.9929757	220.27987	221.14034	219.27974	210.00543	207.56939	214.30207	213.33083	209.58518	200.19185	211.12757	212.20514	210.94115	203.99628	211.73523	212.31170	213.37389	205.28333	210.44705	211.64698	212.52621	207.81268	1.2554175	0.5001121	0.5008423	230.70503	0.5016263	1.0081500	21.961691	236.30928	94.05000	0.5201403	0.5102283	0.5000691	0.5003963	0.5001877	0.5047958	0.5000000	96.56074	13.796317	2.0414376	0.5029721	0.5517114	0.5000596	227.64859	0.8609667	235.54880	200.75932	0.5109000	7.698001	3.109814	0.6352605	4.320300	53.66127	0.6717709	202.97696	0.5604075	221.42799	144.94980	0.5006993	38.77002
298.8572	231.96798	2.3661033	2.2977884	2.0136459	1.9677871	242.99987	242.61293	243.52630	241.08485	243.01696	226.50834	224.83360	242.04136	238.25424	231.93628	222.94511	222.65771	236.80409	230.95933	225.82750	222.20671	238.84848	230.80334	226.93277	224.22028	204.01193	1.2649777	0.5001092	0.5008662	233.57207	0.5017121	1.0150453	22.701462	236.39796	97.51610	0.5206686	0.5105461	0.5000832	0.5004183	0.5001937	0.5049129	0.5000001	102.07359	14.332566	2.1182344	0.5031023	0.5542424	0.5000596	230.78185	0.8669530	236.46959	217.91905	0.5113074	7.825191	3.226785	0.6433697	4.504686	54.83455	0.6622562	233.80922	0.5628239	222.26985	147.46454	0.5007141	41.30847
318.4643	229.64190	2.7496717	2.5203037	2.1825666	2.1222316	240.18410	239.59597	237.32172	238.18914	239.91370	222.95907	224.98575	223.71747	253.43388	240.47244	233.62075	229.72406	258.15641	240.43130	233.73580	229.09898	254.61369	240.44048	233.24659	227.70570	211.33885	1.2546642	0.5001058	0.5008547	235.90651	0.5016755	1.0169272	22.467356	241.78560	97.40066	0.5202720	0.5104662	0.5000746	0.5004045	0.5001892	0.5048090	0.5000000	101.80005	13.976108	2.0667355	0.5029867	0.5524506	0.5000596	234.58250	0.8589826	235.05060	222.44652	0.5109368	7.696846	3.115681	0.6355054	4.288898	54.02047	0.6671886	245.56104	0.5597731	221.58482	152.78818	0.5006965	38.55133
351.6799	224.37777	2.6808346	2.4572859	2.2328514	2.1930929	222.82456	221.56152	218.05369	214.89571	218.00018	217.42244	216.02165	224.56655	218.22103	223.06524	226.83260	226.24678	218.37207	223.82780	224.78612	228.27659	217.83858	222.62517	225.88112	228.73345	202.47922	1.2449938	0.5001035	0.5008362	225.48097	0.5016671	1.0174632	22.652117	223.10495	96.93257	0.5196846	0.5103941	0.5000773	0.5004202	0.5001852	0.5047126	0.5000000	104.26442	14.396605	2.1106875	0.5031525	0.5529817	0.5000596	223.64346	0.8505754	221.31659	201.37308	0.5107347	7.591418	3.181107	0.6436093	4.466409	56.67221	0.6741235	204.82173	0.5614772	210.23523	153.43602	0.5006852	41.01128
329.0091	243.07387	2.7004733	2.4733492	2.1389160	2.0692084	252.00441	252.62650	251.18979	245.77792	246.75773	239.88303	235.90457	248.54887	276.14012	268.29093	261.24036	249.93418	273.13446	265.96678	258.57288	251.35066	272.44439	267.60660	258.73982	251.03141	245.69513	1.2673699	0.5001147	0.5008746	273.82376	0.5017715	1.0431058	23.517153	270.57449	101.16531	0.5205043	0.5107337	0.5000758	0.5004189	0.5001913	0.5048349	0.5000000	108.07597	14.499163	2.1317949	0.5030789	0.5542776	0.5000596	273.38406	0.8694181	257.66684	252.34340	0.5111757	7.820537	3.250482	0.6436146	4.439165	57.56606	0.6770806	278.22418	0.5619382	239.43907	172.57901	0.5007140	40.65752
223.5684	242.41063	2.6310760	2.4091957	2.1195653	2.0774968	250.66471	248.57178	250.48684	252.74361	248.92824	255.49663	251.54042	259.54482	260.63800	263.70846	258.36198	251.61091	261.91584	262.37411	257.97236	250.75249	261.36584	261.00810	259.12030	252.61059	237.98851	1.2671887	0.5001115	0.5008789	282.75571	0.5017385	1.0370934	23.985943	261.58014	100.80447	0.5206966	0.5109175	0.5000836	0.5004330	0.5001938	0.5049186	0.5000001	109.61411	14.846889	2.1502378	0.5031937	0.5547057	0.5000596	269.76685	0.8676330	250.51256	252.02875	0.5112934	7.827713	3.258381	0.6458410	4.505946	58.18967	0.6622562	270.36075	0.5628239	238.49951	169.16069	0.5007143	41.33212
249.8593	240.72525	2.6906223	2.4021992	2.1875420	2.1446122	249.86577	248.68622	248.52110	247.51766	242.23211	234.10203	234.36744	231.64709	247.81763	250.05507	250.43110	249.38569	245.77437	249.98332	252.11597	248.38664	250.52198	249.74290	250.50506	249.15598	221.10034	1.2760522	0.5001112	0.5008668	269.77130	0.5017381	1.0544531	24.032890	250.29074	102.54668	0.5199499	0.5111797	0.5000747	0.5004419	0.5001849	0.5048598	0.5000001	109.82446	14.954989	2.1616356	0.5032519	0.5546730	0.5000596	256.13303	0.8680249	238.25746	235.26120	0.5110407	7.727385	3.262495	0.6479806	4.581112	59.11610	0.6828694	270.06772	0.5644354	219.07945	165.12970	0.5007125	42.03326
363.9616	231.47455	2.6748615	2.3658376	2.0759458	2.0226892	243.23107	244.88538	242.92595	251.94820	252.83119	249.99992	252.31826	251.19215	263.75591	261.98711	252.77336	251.84901	264.71829	261.58061	255.62825	249.26497	265.77373	261.27742	256.22717	249.73720	231.16859	1.2532055	0.5001076	0.5008568	256.36469	0.5017029	1.0363373	23.324568	251.18782	100.25441	0.5198470	0.5107584	0.5000688	0.5004159	0.5001842	0.5047709	0.5000000	107.14774	14.331230	2.0859346	0.5031021	0.5524145	0.5000596	252.06079	0.8604631	235.26366	234.22192	0.5108502	7.619099	3.134484	0.6390212	4.396559	56.18882	0.6717709	267.36502	0.5604540	217.82179	163.19957	0.5006926	40.18880
329.0582	254.11377	2.7496717	2.4621176	2.1912639	2.1308086	264.09055	263.34835	262.77233	268.26795	268.51406	275.58937	273.60490	267.25849	300.71201	284.75620	271.40400	261.48155	296.00070	284.54841	271.31193	259.06363	295.19908	286.13821	271.76560	259.89586	244.16570	1.2550459	0.5001142	0.5008660	280.10220	0.5017377	1.0416662	23.955711	265.92856	101.56063	0.5202782	0.5108235	0.5000750	0.5004227	0.5001892	0.5048148	0.5000000	108.47574	14.562228	2.1313496	0.5031075	0.5539547	0.5000596	278.51028	0.8602005	250.29927	245.22717	0.5111015	7.765451	3.207771	0.6420565	4.389441	57.40889	0.6671886	300.19037	0.5598071	233.97981	169.07498	0.5007039	40.14312
345.8616	246.12674	2.6748615	2.3658376	2.1017430	2.0432290	258.38561	260.26192	256.85148	253.49978	254.97705	259.18448	258.00245	261.14362	290.69708	275.95495	266.24933	258.11352	292.06788	279.98747	268.86608	256.74812	291.21172	279.91567	269.02092	257.53349	235.63295	1.2555610	0.5001166	0.5008651	267.64740	0.5017263	1.0469455	23.861101	260.71768	101.21477	0.5201470	0.5107915	0.5000691	0.5004188	0.5001879	0.5048021	0.5000000	107.83060	14.400754	2.0965290	0.5031033	0.5527896	0.5000596	264.45135	0.8615493	244.90425	244.02071	0.5109673	7.722530	3.154742	0.6397915	4.397543	56.57977	0.6717709	268.74295	0.5604540	230.87028	161.00557	0.5007004	40.21754
3.0414	61.93077	-0.4803609	-0.1658557	-0.0793608	-0.0719535	57.83715	56.80188	56.51631	56.64275	55.18118	59.73283	56.84278	51.56598	76.70694	74.12606	71.53843	73.56774	75.16797	73.42278	71.31871	72.80799	75.20600	72.68886	72.48433	72.82759	50.65104	0.8410293	0.5000461	0.5004536	75.42928	0.5007632	0.7161635	7.093422	76.14069	31.39664	0.5140315	0.5035812	0.5000552	0.5001235	0.5001236	0.5025821	0.5000000	27.31603	4.205398	1.0038239	0.5012033	0.5178481	0.5000000	81.32733	0.6638262	76.04340	72.37501	0.5040438	3.417698	1.366253	0.5401276	1.672278	15.00527	0.5978329	69.12248	0.5148063	77.28596	40.62616	0.5002848	12.60856
85.8535	94.60445	0.1307267	0.1767737	0.1885790	0.1845329	86.77841	87.90806	88.52495	88.54035	87.34542	91.92223	86.25709	83.29917	91.07357	89.68969	90.61029	92.46524	90.83694	90.45472	90.78169	91.91752	90.73736	90.16110	90.32804	92.11250	75.75246	0.8529087	0.5000612	0.5004835	111.99243	0.5008554	0.7519935	9.371681	95.30589	37.77994	0.5143416	0.5041291	0.5000564	0.5001532	0.5001244	0.5026051	0.5000000	37.99058	5.589016	1.0973082	0.5012990	0.5190513	0.5000000	99.62628	0.6688219	91.45976	76.48285	0.5040918	4.122208	1.471507	0.5497535	1.781877	21.50203	0.6033776	89.04082	0.5210183	92.67182	57.54025	0.5003002	13.40847
119.8113	111.42613	-0.4446779	-0.1959154	-0.0004333	0.0158596	110.21298	110.27868	110.17386	107.04901	110.36197	115.72453	113.30662	112.89643	116.84014	118.27576	122.62787	124.76873	115.39937	119.30497	121.44346	124.32568	115.06259	118.82499	121.87108	123.94551	101.00491	0.9692118	0.5000630	0.5005993	98.96008	0.5010734	0.8183581	12.352617	107.87846	51.29872	0.5155637	0.5056229	0.5000587	0.5002197	0.5001395	0.5032686	0.5000000	50.60705	7.647858	1.3675882	0.5016561	0.5289743	0.5000374	109.21878	0.7244236	109.60336	116.57294	0.5060841	5.091495	1.971487	0.5725771	2.337308	28.70503	0.6023485	106.13576	0.5303620	109.63484	76.52407	0.5004195	19.15003
125.5320	118.05974	-0.0878209	0.2504500	0.4532291	0.4805746	114.94240	113.17128	110.40055	108.75514	111.35022	112.55991	109.92214	117.18450	127.27065	125.96435	127.41025	128.08440	126.44150	126.24057	127.59757	129.41365	126.48352	126.94786	128.40565	128.85691	112.23438	1.0060178	0.5000604	0.5006053	109.75233	0.5010660	0.8132696	12.769535	121.52016	53.62801	0.5160374	0.5058340	0.5000592	0.5002304	0.5001443	0.5033787	0.5000000	55.77969	8.213167	1.4281043	0.5018293	0.5311708	0.5000551	129.06711	0.7333028	117.80725	108.96371	0.5068661	5.231392	2.092064	0.5804662	2.701156	31.87526	0.5983837	122.56935	0.5355543	112.48217	84.87320	0.5004455	23.17617
144.9478	135.85160	1.9527908	1.4513108	1.2172140	1.1356169	139.50478	138.61464	137.88588	137.00599	135.46345	127.38601	132.44852	124.97392	155.56363	149.69654	147.06494	145.60674	155.95714	151.66097	147.65264	145.37448	155.78414	150.94665	147.65172	145.40007	127.84723	1.0035940	0.5000680	0.5006531	118.92272	0.5011858	0.8557925	14.498087	130.41565	59.77212	0.5169867	0.5066864	0.5000596	0.5002511	0.5001491	0.5033978	0.5000000	62.00375	8.782443	1.4941303	0.5018909	0.5330630	0.5000594	129.05447	0.7398449	130.01543	129.83109	0.5070710	5.611649	2.150339	0.5827793	2.780021	33.32234	0.5934607	142.80156	0.5357183	125.83223	93.48814	0.5004569	23.50504
122.7951	137.73886	2.0468442	1.8229764	1.4681161	1.3593139	139.21750	137.58912	136.91395	132.44692	132.25836	130.74224	134.04637	128.81170	144.02074	148.02710	148.82517	150.22634	145.05784	146.64331	149.65540	149.41810	145.02349	147.25549	149.02413	149.53824	129.61574	1.0173980	0.5000673	0.5006729	142.79083	0.5012362	0.8662846	15.151807	139.39629	63.02251	0.5168436	0.5068932	0.5000596	0.5002654	0.5001516	0.5035734	0.5000000	64.59939	9.149273	1.5253189	0.5019466	0.5341009	0.5000596	140.96275	0.7472512	138.70779	126.79182	0.5072796	5.744760	2.207020	0.5862139	2.809473	34.94350	0.5983837	140.63461	0.5361990	135.70717	96.71867	0.5004693	23.52166
128.2889	136.39734	2.2199490	2.2451140	2.0312948	1.9634755	128.88006	130.79997	126.72277	131.11569	126.70510	127.30884	130.20862	122.14942	128.63081	132.58522	132.97062	134.10953	131.23516	132.45304	134.12092	134.13577	130.90698	132.47264	133.42495	134.08361	117.05398	1.0046409	0.5000650	0.5006338	121.00751	0.5011041	0.8229060	13.193628	127.09078	55.82216	0.5158046	0.5059878	0.5000597	0.5002361	0.5001411	0.5033354	0.5000000	58.88194	8.488112	1.4565083	0.5018209	0.5319130	0.5000567	132.93031	0.7392550	126.68439	104.07175	0.5068780	5.697767	2.129076	0.5829725	2.760037	33.31263	0.5934607	127.53760	0.5357183	123.19704	89.47833	0.5004605	23.57191
128.3605	135.34198	2.2796299	2.3088566	2.0780387	2.0108542	128.21310	130.66166	129.05304	129.29523	126.38515	136.24098	151.58870	159.05862	135.91153	136.85426	134.73349	134.78472	135.60626	135.08036	135.01977	133.94994	136.27204	135.12446	134.89215	134.81254	119.90337	1.0139455	0.5000644	0.5006284	139.36777	0.5011109	0.8183783	13.418821	133.08691	56.35257	0.5160953	0.5060828	0.5000597	0.5002409	0.5001472	0.5034550	0.5000000	58.12815	8.461061	1.4706169	0.5018230	0.5319740	0.5000581	132.59883	0.7437906	130.45410	131.20074	0.5069645	5.789831	2.157375	0.5830881	2.837853	33.50446	0.6023485	140.35584	0.5390959	128.82100	89.30760	0.5004628	24.29463
149.0645	144.84887	2.3246706	2.3541860	2.1041724	2.0425838	139.34837	140.13933	139.63515	138.22882	139.44043	148.68534	146.77410	149.68173	131.11365	132.66438	135.52330	135.62625	132.69900	133.22562	132.51911	134.32048	132.45732	133.01879	132.96150	135.57566	110.75458	1.0195363	0.5000679	0.5006357	105.88898	0.5011340	0.8319882	13.298177	126.59251	57.30274	0.5170416	0.5060703	0.5000597	0.5002400	0.5001534	0.5035325	0.5000000	57.52919	8.492727	1.4778043	0.5017670	0.5324548	0.5000558	118.00716	0.7421013	134.01866	167.59175	0.5069190	5.841484	2.129985	0.5830971	2.738560	33.68494	0.5978935	124.88146	0.5358824	140.51303	86.50605	0.5004693	23.46979
173.0934	162.82102	2.2199490	2.2485008	2.0835884	2.0027950	159.11644	160.50362	161.32999	158.01481	162.17229	154.67888	150.17329	140.27759	145.39623	144.26622	142.65776	146.26226	142.72438	143.69954	145.74845	146.71803	142.24021	144.29754	144.61510	144.70005	129.06108	1.0388885	0.5000739	0.5006371	166.03525	0.5011376	0.8339154	13.981889	150.37796	60.40833	0.5175500	0.5062387	0.5000599	0.5002534	0.5001597	0.5036882	0.5000001	63.61214	8.991010	1.5217646	0.5018240	0.5335518	0.5000522	153.31107	0.7503625	158.05257	154.01089	0.5071520	6.046104	2.237612	0.5883507	2.840694	36.12794	0.5947827	145.31818	0.5357267	155.53668	96.42043	0.5004888	25.20658
161.4163	141.06363	2.3246706	2.3541860	2.0690313	1.9928242	142.50721	142.63387	143.94911	144.48189	144.52625	149.00385	148.38885	147.23651	141.78815	143.42349	141.96900	144.69918	141.21078	143.35755	142.61388	145.09327	141.62930	141.64985	142.72776	144.89696	122.69501	1.0185869	0.5000681	0.5006298	149.21481	0.5011320	0.8293506	13.722510	138.16066	57.07307	0.5175161	0.5061212	0.5000597	0.5002434	0.5001588	0.5036471	0.5000000	57.94054	8.528698	1.4739404	0.5017926	0.5322016	0.5000565	146.63283	0.7428823	139.71664	114.17446	0.5068679	5.802674	2.116242	0.5823081	2.732448	33.04972	0.5978935	140.30096	0.5358824	134.07877	88.15545	0.5004618	23.35113
148.2094	150.80861	2.2115781	2.2278536	1.9799748	1.9557788	154.45757	154.45269	153.47000	155.52652	157.17928	163.64319	160.75270	159.09329	158.29864	154.53859	154.74937	149.91023	156.97063	155.08165	153.74148	153.88058	157.27215	155.13121	153.51777	154.70814	138.84810	1.0736350	0.5000727	0.5006745	173.37233	0.5012122	0.8508837	14.671376	161.09769	62.59294	0.5186321	0.5067171	0.5000603	0.5002633	0.5001714	0.5041898	0.5000000	64.38738	9.141517	1.5614153	0.5019647	0.5351548	0.5000584	167.43521	0.7787847	149.87964	148.07855	0.5075371	6.263496	2.275073	0.5882115	2.914626	35.59751	0.6042498	172.99904	0.5402098	147.48210	97.61032	0.5005062	25.40645
122.8706	141.08149	2.7684275	2.4383796	2.1511691	2.1070817	144.75671	144.26254	144.09658	144.65446	142.81542	137.55719	139.85632	142.07194	151.69473	145.45342	143.06047	142.99880	151.71987	147.12332	145.11184	141.51621	152.33813	147.10838	142.92887	141.92725	117.57555	0.9397067	0.5000698	0.5006049	142.57487	0.5010792	0.8218102	13.274017	131.02528	56.00469	0.5169353	0.5059808	0.5000596	0.5002259	0.5001552	0.5034307	0.5000000	55.85622	7.798302	1.4046119	0.5015794	0.5295137	0.5000466	143.75688	0.7271102	127.86646	123.97095	0.5062696	5.372862	1.962955	0.5720450	2.355708	28.43105	0.6007326	141.57527	0.5288236	122.21363	82.71682	0.5004105	18.72405
163.4419	144.77802	2.7100712	2.3826853	2.1022542	2.0685849	142.42153	141.21104	141.20147	141.81076	141.99865	142.71735	143.02031	143.98678	135.64769	136.12685	136.52882	138.66973	135.12138	136.72803	138.08914	136.19479	135.11253	136.04215	136.39143	137.76863	119.53441	1.0278337	0.5000723	0.5006131	122.17113	0.5010697	0.8253274	13.657693	123.32867	56.25511	0.5175717	0.5063359	0.5000596	0.5002426	0.5001606	0.5037396	0.5000001	57.22952	8.327755	1.4336972	0.5018658	0.5309038	0.5000547	124.29636	0.7543287	122.22360	143.72514	0.5070031	5.386588	2.068445	0.5809605	2.763417	30.88900	0.6541095	131.85596	0.5383916	122.41996	82.49638	0.5004527	23.14284
147.7005	151.65955	2.7100712	2.3826853	2.1022542	2.0685849	152.35870	151.20179	151.47995	152.46274	152.68587	152.21018	153.41984	156.08719	151.44600	151.32983	148.49565	147.29699	148.25963	149.43513	148.61950	146.38990	148.25670	149.42023	148.42947	147.08942	125.48814	1.0421624	0.5000734	0.5006343	130.23335	0.5011267	0.8432879	14.163154	136.80089	59.05495	0.5176668	0.5067274	0.5000596	0.5002495	0.5001626	0.5038586	0.5000001	61.21446	8.563602	1.4665705	0.5018888	0.5323610	0.5000573	143.62241	0.7628818	132.93925	142.14235	0.5072238	5.635956	2.120111	0.5820011	2.769611	31.71256	0.6541095	142.40987	0.5383916	129.79939	91.17062	0.5004718	23.21498
147.7225	170.14602	2.6906223	2.4021992	2.2130137	2.1807466	171.13645	170.35501	170.57304	172.12881	171.87577	175.01303	176.31817	175.13423	165.82964	165.61145	160.78655	160.82270	164.18117	162.18874	160.75737	160.52859	165.66344	162.25238	161.07693	159.90579	139.67461	1.0692499	0.5000780	0.5006658	169.59015	0.5012051	0.8640158	14.846047	155.35791	63.51375	0.5177988	0.5066467	0.5000601	0.5002604	0.5001662	0.5042507	0.5000001	62.85691	8.826657	1.5385690	0.5016896	0.5342236	0.5000582	158.61301	0.7861334	147.61302	178.08620	0.5072299	6.223248	2.198139	0.5805222	2.508946	32.83718	0.6038046	171.64050	0.5276821	155.23347	96.68865	0.5005128	20.37032
153.3230	179.71138	2.3029451	2.1486307	1.9649684	1.9583713	180.26602	180.38130	183.29334	185.08435	186.51968	197.96172	201.14096	198.97079	162.34357	161.80688	162.03176	162.95505	162.94609	162.10876	160.90384	160.72464	162.72639	162.71022	159.52151	159.97119	149.39803	1.1978732	0.5000762	0.5006996	175.62044	0.5012370	0.8710589	15.530746	166.21455	66.71255	0.5179955	0.5070762	0.5000601	0.5002784	0.5001723	0.5044428	0.5000000	68.06878	9.579251	1.6181344	0.5020911	0.5371223	0.5000596	170.21214	0.8270055	164.78320	174.83319	0.5083175	6.571225	2.400082	0.5916767	2.917830	37.85263	0.6282461	167.14285	0.5380373	175.41241	106.52233	0.5005934	25.35796
187.4329	186.60551	2.7100712	2.3826853	2.1022542	2.0685849	184.70786	183.73724	183.12959	178.17591	176.70339	155.87390	153.51786	152.77031	174.87634	168.98202	160.61752	157.33894	172.02218	167.23183	161.52126	157.17438	172.77083	166.37900	160.18394	156.61970	141.30234	1.1674032	0.5000771	0.5006769	165.62343	0.5012226	0.8507805	15.358880	167.76572	63.03111	0.5176986	0.5068623	0.5000680	0.5002657	0.5001646	0.5040259	0.5000001	67.09962	9.383660	1.5771062	0.5020599	0.5361878	0.5000595	171.95871	0.8105747	173.42960	158.27596	0.5090137	6.150353	2.356001	0.5911747	2.977164	35.97978	0.6603097	178.64911	0.5385803	172.81805	101.52871	0.5005804	25.64469
191.2361	191.12446	2.6808346	2.4572859	2.2328514	2.1930929	219.73231	215.40064	190.34586	183.12606	180.59176	202.23991	209.66480	219.19097	171.85826	167.50454	160.73682	157.92347	172.38961	166.26301	158.92545	154.32974	172.78121	166.57651	158.71452	155.82865	142.10126	1.1497626	0.5000721	0.5006742	169.51276	0.5012384	0.8419536	14.616675	175.14874	62.48664	0.5174041	0.5064847	0.5000671	0.5002604	0.5001613	0.5039262	0.5000000	65.36565	8.992590	1.5569957	0.5019570	0.5363002	0.5000595	168.33774	0.8000069	178.23032	153.33546	0.5087463	6.124497	2.288414	0.5877879	2.817483	35.15540	0.6429806	179.42683	0.5372683	173.24187	101.31483	0.5005609	24.16628
150.8525	167.90104	2.2579090	2.0004983	1.7608979	1.7161605	176.95996	178.77318	177.58737	177.59480	178.60175	167.20403	168.21435	175.78857	173.36932	170.21627	172.68111	172.28002	175.51653	172.84298	171.90092	173.02970	172.01880	171.85191	172.10737	171.89173	155.48228	1.0799520	0.5000821	0.5007399	171.13306	0.5013271	0.8974221	16.640070	165.93489	71.11880	0.5197156	0.5074037	0.5000597	0.5002939	0.5001793	0.5042166	0.5000000	72.88864	9.961627	1.6251274	0.5019743	0.5371940	0.5000596	162.47537	0.7796877	169.03560	173.11740	0.5078211	6.492103	2.356137	0.5942657	3.080285	38.67294	0.6050375	179.88011	0.5362017	174.08319	110.81418	0.5005199	27.26329
216.7175	178.47336	2.2796299	2.1006083	1.8972189	1.8569155	185.24791	187.01868	185.25479	176.64211	174.72183	170.32401	170.49527	183.19621	181.27222	184.12480	182.39212	182.25208	182.84771	183.66337	184.08287	183.70185	182.60582	182.08935	182.18673	181.90952	161.55360	1.0967737	0.5000964	0.5007552	187.80061	0.5013765	0.9239835	17.845015	187.35524	75.63766	0.5203122	0.5080237	0.5000597	0.5003142	0.5001854	0.5043964	0.5000000	77.34121	10.496408	1.6673944	0.5020444	0.5390136	0.5000595	188.66048	0.7902064	184.23602	187.75781	0.5081524	6.747086	2.413140	0.5989569	3.202981	40.21687	0.6048431	195.21965	0.5391425	175.31616	115.27650	0.5005366	28.03810
36.0090	82.36319	-0.0833238	0.0603698	0.0768307	0.0692661	76.69313	74.57092	77.11520	82.43820	81.02834	70.03175	64.15535	73.43576	99.61270	100.18854	98.47749	98.64458	100.18492	100.37976	98.06848	97.08170	98.03509	97.86212	98.76113	97.77208	81.18313	0.8531803	0.5000592	0.5004813	90.68439	0.5008374	0.7553049	9.928678	82.91112	39.58118	0.5143698	0.5043746	0.5000570	0.5001578	0.5001252	0.5026874	0.5000000	38.23083	5.553559	1.0817207	0.5013134	0.5192811	0.5000015	84.51617	0.6710900	79.93177	86.22994	0.5040784	3.794356	1.429015	0.5474181	1.740879	20.22741	0.6033776	107.67427	0.5210183	81.35640	51.76765	0.5002942	13.03489
105.4988	102.34977	-0.3287421	-0.1097326	0.0194241	0.0530280	97.98119	98.92408	98.03863	100.67200	99.82037	98.60565	100.70947	97.50847	104.43249	102.65842	105.85246	105.90633	104.01836	105.19829	105.37126	106.53520	102.57265	105.05069	105.58071	106.07490	90.47287	0.8730269	0.5000602	0.5005194	103.27480	0.5009161	0.7641110	10.403213	105.54667	43.42394	0.5143050	0.5043899	0.5000526	0.5001778	0.5001286	0.5027785	0.5000000	42.97209	6.354144	1.2086188	0.5013202	0.5222282	0.5000091	104.31052	0.6839565	98.40189	83.57830	0.5045419	4.502849	1.659955	0.5566365	1.935956	23.61018	0.5990322	95.60373	0.5223499	95.38368	66.01469	0.5003330	14.78588
96.1171	101.41622	0.0548487	0.5498011	0.6860700	0.6832189	94.88162	95.43250	97.09388	97.38217	95.56049	98.16707	99.48824	103.70213	102.43502	102.45792	102.57952	103.74480	103.10951	101.49721	103.07902	102.83477	102.31350	102.67055	102.54393	103.83575	88.50585	0.8760331	0.5000596	0.5004987	98.47826	0.5009114	0.7706044	10.418292	100.56429	43.66360	0.5139087	0.5047819	0.5000564	0.5001821	0.5001242	0.5026349	0.5000000	43.92927	6.486095	1.2445440	0.5013002	0.5243404	0.5000121	102.43510	0.6800597	98.70498	75.32874	0.5049439	4.557323	1.752870	0.5611574	2.080125	24.66780	0.6010721	96.96797	0.5225214	92.49393	68.28320	0.5003439	16.67651
134.4574	120.77161	1.6890494	1.4746386	1.1430159	1.0441905	119.28885	118.71899	118.14652	117.91325	120.12355	123.52756	121.99677	123.92388	128.64424	129.27289	129.91803	129.39033	128.88569	129.10685	129.38379	130.44801	128.45648	127.72879	129.21113	130.22350	113.44174	1.0020967	0.5000627	0.5006327	152.66576	0.5011364	0.8299241	13.249098	130.64032	55.34306	0.5156777	0.5061101	0.5000596	0.5002362	0.5001418	0.5033906	0.5000000	55.85381	8.244866	1.4448943	0.5018271	0.5315771	0.5000569	134.94292	0.7389249	126.67769	132.12308	0.5069493	5.364097	2.107671	0.5805613	2.702820	31.90384	0.5967868	129.72408	0.5361721	120.04728	85.58409	0.5004479	23.05782
153.8432	117.85192	2.2706377	2.0919814	1.8663785	1.8098120	113.09731	113.40711	113.91492	116.54048	115.13200	112.28009	114.30809	122.07180	112.68915	110.62784	111.30778	111.93317	112.33026	111.97366	111.24999	111.80024	112.39637	111.54241	111.30221	112.31862	96.12627	0.8746189	0.5000602	0.5005665	120.28907	0.5010275	0.8012953	11.781339	121.81940	49.10490	0.5144900	0.5054092	0.5000596	0.5002052	0.5001293	0.5028585	0.5000000	48.96940	7.088657	1.3111501	0.5013523	0.5271534	0.5000459	116.22860	0.6933034	114.52773	97.38423	0.5056923	5.085358	1.856909	0.5666292	2.311996	26.60835	0.6033776	107.06490	0.5274238	107.44348	74.22945	0.5003710	18.89138
133.7150	113.33644	2.2706377	2.2486265	1.9163135	1.8419229	106.95235	108.49854	109.07696	108.04367	107.48144	110.42817	106.28406	100.64944	105.11755	104.90538	106.34567	107.10976	103.65487	104.77775	105.98119	107.25870	103.87650	105.32534	106.29807	106.97634	94.20209	0.8596972	0.5000596	0.5005255	95.24744	0.5009636	0.7794638	11.352844	103.31227	46.51871	0.5145084	0.5051373	0.5000596	0.5002004	0.5001277	0.5026964	0.5000000	48.12261	7.028341	1.2867016	0.5013318	0.5263309	0.5000461	102.83127	0.6803894	104.67373	82.40874	0.5056200	4.753327	1.809871	0.5660996	2.311676	26.14342	0.6033776	102.46963	0.5274238	97.96740	72.16558	0.5003479	18.89138
211.3712	154.80371	2.2706377	2.0358408	1.8400672	1.7902185	165.46648	165.89607	165.91786	171.30828	174.51496	180.78737	183.80044	173.47811	169.75558	169.01483	167.91259	168.10988	167.92733	168.08637	168.15414	167.25478	169.30139	169.04694	167.79352	166.54181	148.41571	1.0490940	0.5000800	0.5007251	160.00481	0.5013136	0.8919395	16.096714	165.03481	67.94563	0.5189598	0.5072021	0.5000596	0.5002829	0.5001704	0.5039259	0.5000001	69.02765	9.617606	1.5898546	0.5020158	0.5359881	0.5000596	156.73947	0.7650968	164.08067	163.82957	0.5076544	6.278753	2.295116	0.5913125	2.939913	36.76271	0.6033776	165.60584	0.5378135	163.76015	105.90996	0.5004985	25.12402
206.3986	223.09616	2.3661033	2.2977884	2.0499232	1.9981969	213.89532	216.55654	208.49164	215.32191	209.70789	213.93431	210.94731	204.90549	226.49054	221.34203	218.75129	216.52861	227.70557	219.89310	217.49328	216.64083	225.43452	219.32088	217.57721	213.35609	195.16861	1.2511381	0.5001007	0.5008313	237.56911	0.5016540	0.9726695	20.434433	253.37538	90.06467	0.5193189	0.5091373	0.5000822	0.5003824	0.5001835	0.5047339	0.5000001	95.08739	13.353546	2.0438762	0.5028085	0.5531427	0.5000596	253.28099	0.8595374	245.94376	204.59990	0.5112438	7.518505	3.112832	0.6307296	3.963314	52.96383	0.6622562	219.40807	0.5500215	232.55293	144.07053	0.5006967	35.04974
308.4718	327.49822	2.4055645	2.2116840	2.1261363	2.1151438	325.76531	321.42496	326.44934	327.80594	324.97702	333.86527	330.02568	331.16063	274.40231	277.45659	275.91670	270.35110	274.21052	275.96290	276.27393	267.68654	276.31522	278.16686	275.10277	267.51275	237.75452	1.2664360	0.5001161	0.5008908	296.45041	0.5017999	1.0625687	24.516575	287.63876	104.08298	0.5205764	0.5111126	0.5000801	0.5004427	0.5001929	0.5049042	0.5000000	111.18874	15.006597	2.1680295	0.5032230	0.5550693	0.5000596	288.25754	0.8676863	266.42200	254.07516	0.5112208	7.925219	3.281237	0.6469612	4.547014	58.83204	0.6681811	234.58340	0.5635794	244.50204	170.61948	0.5007169	41.74155
118.6578	90.90486	-0.4977307	-0.3399289	-0.2812414	-0.2844270	104.14974	102.83078	108.71298	103.89335	98.81843	108.31179	99.89585	111.92219	101.17374	102.98210	103.05440	107.79511	99.10882	100.22806	103.08686	106.74117	97.96033	100.05878	104.74718	107.22024	86.40112	0.8611590	0.5000620	0.5005495	122.49566	0.5009923	0.7822598	10.821241	100.59873	44.03754	0.5154241	0.5048670	0.5000589	0.5001811	0.5001374	0.5029496	0.5000000	40.51759	6.170046	1.2005697	0.5014079	0.5233213	0.5000103	105.34177	0.6863576	101.41482	112.08310	0.5047981	4.145553	1.558764	0.5511531	1.808496	21.77866	0.5965941	132.96062	0.5184953	96.73101	57.34694	0.5003225	13.05485
120.9578	137.48290	-0.4446779	-0.2232348	-0.1038236	-0.0744622	145.96914	147.13815	145.80709	146.86907	147.59582	137.28937	135.66717	124.94988	118.00935	124.80609	127.51599	132.14142	117.27629	123.74120	128.79072	130.89258	118.80317	124.39247	128.42987	131.55621	105.16219	1.0107386	0.5000678	0.5006655	118.72975	0.5012093	0.8545935	13.798093	131.42690	59.53002	0.5169433	0.5065336	0.5000596	0.5002537	0.5001498	0.5034432	0.5000000	58.15203	8.674871	1.4979105	0.5019237	0.5334889	0.5000578	128.25386	0.7464236	133.97328	147.81589	0.5071956	5.607581	2.168630	0.5833200	2.669708	32.67224	0.6023485	93.31967	0.5304865	137.81804	85.09959	0.5004618	22.37438
119.2387	139.01720	1.5893929	1.5163992	1.2336550	1.1307319	153.81179	154.85058	152.27115	162.02483	164.27548	173.43585	174.00781	177.72244	153.61105	152.07005	152.97988	153.85390	153.38365	153.05195	150.69895	153.13508	152.72584	152.83526	151.51924	152.87457	126.49918	1.0170112	0.5000777	0.5006915	151.32272	0.5012404	0.8710927	15.607354	145.12282	63.86813	0.5174067	0.5069240	0.5000596	0.5002672	0.5001544	0.5036153	0.5000000	64.35236	9.140636	1.5316612	0.5019541	0.5341780	0.5000594	139.49358	0.7485020	140.32410	157.58022	0.5072606	5.875896	2.194427	0.5868872	2.880495	34.06906	0.6013493	130.67209	0.5397601	146.66341	93.05149	0.5004717	23.91541
150.5601	190.54585	1.9527908	1.6817625	1.3862128	1.2743838	132.96758	129.76993	134.69975	147.69681	149.66269	135.11488	133.45118	135.78031	190.17601	188.60990	190.87269	192.55594	191.08555	193.44737	190.66657	191.75520	188.84528	190.99042	190.21439	191.55075	158.92297	1.1533322	0.5001029	0.5007671	181.28848	0.5013988	0.9301195	17.651499	182.56438	75.71945	0.5204198	0.5083563	0.5000604	0.5003211	0.5001897	0.5045645	0.5000001	76.26418	11.033023	1.7092793	0.5021494	0.5408568	0.5000594	179.74962	0.8112385	187.94611	189.93443	0.5086134	6.969053	2.520919	0.6065558	3.576471	41.97851	0.6554194	189.41965	0.5499429	184.33086	105.08929	0.5005808	31.74363
150.8338	189.97921	2.2666163	2.0099067	1.6164595	1.5033438	151.47863	149.09015	153.54278	157.12651	157.59197	159.41533	159.45815	150.13471	155.93615	162.05818	170.73812	171.72605	155.56681	163.62469	168.05054	173.16471	157.17122	163.33728	169.13999	171.65687	146.46832	1.1820225	0.5000970	0.5007759	178.34903	0.5013944	0.9244817	17.645861	179.57005	75.83524	0.5202286	0.5081979	0.5000629	0.5003207	0.5001897	0.5047143	0.5000000	73.63574	10.938024	1.7266046	0.5021235	0.5412243	0.5000596	178.46605	0.8325299	188.99823	212.62650	0.5089124	7.009631	2.556292	0.6063259	3.495283	41.34925	0.6395272	130.60269	0.5513104	192.04965	96.93343	0.5006061	31.16842
92.4674	175.13887	2.2115781	2.2365549	1.9721324	1.8366987	176.00954	177.72043	177.18444	169.76428	168.38817	167.79286	169.02775	185.38200	161.16647	166.54740	168.66529	169.98627	163.43120	166.47692	168.81489	169.28883	163.44137	166.38510	167.93020	171.71454	143.41475	1.2619066	0.5000969	0.5007989	177.92473	0.5013806	0.9122981	17.097323	167.10573	73.53467	0.5206099	0.5079005	0.5000626	0.5003085	0.5001936	0.5048642	0.5000000	73.63154	10.626815	1.7517666	0.5022027	0.5414762	0.5000594	162.74277	0.8610563	178.89134	209.34914	0.5094160	7.370500	2.660180	0.6040578	3.381877	41.63470	0.6577479	170.69818	0.5450111	197.69023	105.44930	0.5006709	29.88332
169.3359	203.95720	2.4138696	2.3572952	2.0597786	1.9748399	196.61073	198.02426	198.31343	191.61862	190.56382	200.59011	201.60347	198.95743	168.78671	172.55031	179.65028	179.71252	169.10225	172.95489	179.67374	181.05419	167.65595	174.78650	180.58092	180.69076	165.55560	1.2592012	0.5000999	0.5008315	204.55345	0.5015051	0.9380475	18.972393	206.70973	79.14320	0.5202552	0.5085282	0.5000743	0.5003408	0.5001901	0.5048018	0.5000000	80.80122	11.909837	1.8720071	0.5023688	0.5468335	0.5000596	204.64363	0.8611199	222.78841	217.50867	0.5107663	7.489984	2.887817	0.6177051	3.793903	46.20604	0.6741235	188.87625	0.5522400	221.40138	116.59963	0.5007027	34.05536
177.6255	206.22442	2.4292384	2.3593089	2.0557247	1.9651224	199.53658	199.69964	198.21735	189.58219	187.41675	193.56929	194.24189	196.06497	199.13745	198.89442	201.84395	201.61292	198.60562	196.89003	200.36238	201.41192	196.70083	198.43225	199.67589	200.32287	188.54398	1.2647120	0.5001067	0.5008355	202.53261	0.5015873	0.9695824	20.769871	217.96440	88.10268	0.5204893	0.5095003	0.5000752	0.5003769	0.5001909	0.5047922	0.5000000	93.28844	13.194811	2.0174100	0.5027837	0.5507970	0.5000596	205.55647	0.8669136	226.20258	216.65633	0.5110922	7.627675	3.106651	0.6323960	4.244569	52.15302	0.6770806	213.92133	0.5618253	218.54330	133.97191	0.5007082	39.29797
217.3308	221.34675	2.7684275	2.4418132	2.0354053	1.9543040	174.77499	169.46158	177.80629	196.89772	202.83520	173.38190	168.06820	174.20545	210.32847	222.93152	221.18387	226.52485	216.84219	221.88742	230.66635	226.64869	215.96713	220.37478	223.80248	230.40245	214.07649	1.2557389	0.5001081	0.5008378	221.92055	0.5016176	1.0013001	21.487665	229.53804	94.12512	0.5201403	0.5100572	0.5000691	0.5003949	0.5001877	0.5047841	0.5000000	96.38073	13.861573	2.0552092	0.5030066	0.5516554	0.5000596	229.40009	0.8606533	231.90170	218.49495	0.5109044	7.699361	3.139139	0.6381625	4.349484	54.95126	0.6717709	222.35985	0.5604385	221.75729	131.54582	0.5006992	39.19548
128.7599	230.12906	2.6906223	2.4021992	2.1619185	2.1165587	243.79896	247.04178	246.97173	243.29555	243.08214	236.64652	233.50265	233.45166	259.77441	247.31267	246.11848	237.91011	258.49957	252.40773	247.44485	239.06401	258.90313	250.51285	245.14042	241.37645	251.43591	1.2789680	0.5001037	0.5008672	225.98430	0.5016809	1.0161622	22.409943	233.54488	97.70058	0.5204974	0.5104377	0.5000749	0.5004228	0.5001923	0.5049275	0.5000001	108.69173	14.686400	2.1494503	0.5031691	0.5542143	0.5000596	235.14453	0.8712302	231.99467	211.46298	0.5110236	7.862351	3.270393	0.6475328	4.576747	59.23628	0.6828694	309.81738	0.5644354	215.73531	169.87169	0.5007180	41.93105
151.1338	271.44959	2.6732587	2.3242356	2.1029667	2.0967312	245.63039	242.04548	244.34581	246.79837	247.16372	246.43262	245.67818	239.28993	247.65516	246.16479	247.43023	240.25239	246.33538	245.31844	245.78818	241.22216	246.12785	246.61234	245.44984	242.63614	235.26573	1.2664107	0.5001125	0.5008622	246.50633	0.5016839	1.0274081	23.131956	253.02689	99.55321	0.5205550	0.5106124	0.5000792	0.5004281	0.5001929	0.5048904	0.5000000	107.51737	14.672226	2.1298761	0.5031412	0.5538792	0.5000596	254.15140	0.8660375	246.17178	225.37109	0.5111845	7.889488	3.255120	0.6451397	4.543685	57.86105	0.6681811	264.56604	0.5635794	227.02724	155.84723	0.5007176	41.66393
191.6498	271.45754	2.6808346	2.4572859	2.2328514	2.1930382	269.03260	270.35369	269.89932	263.13312	262.28814	272.42143	272.94801	263.36224	275.55478	278.07565	268.84291	260.92172	271.98946	277.23781	270.29773	257.26394	274.33686	277.05871	269.96641	258.39777	254.75935	1.2600200	0.5001152	0.5008796	258.99896	0.5017806	1.0520842	23.646688	267.92578	103.20282	0.5203321	0.5108492	0.5000810	0.5004300	0.5001904	0.5048497	0.5000000	111.32900	14.789063	2.1699395	0.5031394	0.5547661	0.5000596	271.69614	0.8638780	261.48245	231.71349	0.5112493	7.843972	3.289486	0.6457381	4.467535	59.16853	0.6741235	270.57480	0.5614772	238.70978	179.09337	0.5007125	41.01128
249.9140	293.33201	2.6906223	2.4021992	2.1874096	2.1368548	282.89468	282.49631	282.36173	280.60748	278.54856	281.29872	281.85838	277.76557	240.25332	255.83171	262.10508	253.93554	241.60344	257.60756	261.31053	255.67100	239.40528	256.01223	261.74062	256.14211	252.25737	1.2789680	0.5001163	0.5008875	258.32922	0.5017672	1.0484796	23.702970	270.11649	103.11242	0.5204974	0.5109103	0.5000752	0.5004364	0.5001925	0.5049422	0.5000001	111.38483	14.942356	2.1806953	0.5031862	0.5551711	0.5000596	269.91080	0.8720360	259.25342	221.08057	0.5110803	7.927545	3.307133	0.6485484	4.581112	59.96839	0.6828694	217.51634	0.5644354	238.09975	169.65894	0.5007212	42.03326
290.1520	358.94717	2.4398650	2.2690776	1.9639994	1.9098786	355.77606	356.09023	357.16866	364.03570	363.55305	362.55864	366.54553	383.72941	300.18636	301.06553	292.01826	277.24063	303.54964	301.01754	292.08554	278.92246	301.46600	299.66437	290.00772	278.82093	258.65585	1.2627776	0.5001192	0.5008855	284.80627	0.5018048	1.0661267	24.926558	281.34259	104.77493	0.5206490	0.5111002	0.5000825	0.5004414	0.5001957	0.5048909	0.5000001	113.06692	15.029691	2.1803005	0.5032132	0.5551928	0.5000596	290.60126	0.8655239	267.27335	259.44748	0.5112410	7.881622	3.288503	0.6467399	4.518546	59.50537	0.6651320	332.16046	0.5626772	245.87003	177.09738	0.5007115	41.52214
294.3005	368.66092	2.4699583	2.3128888	2.0102313	1.9788394	331.72502	332.66295	336.36461	348.29687	354.80394	342.35704	342.78334	362.70654	290.01713	292.23353	287.30215	276.19588	292.36994	295.62247	286.55161	274.67186	289.88905	294.00985	287.88372	274.53680	243.18298	1.2559501	0.5001182	0.5008717	285.46005	0.5017478	1.0487150	23.955912	274.88721	101.90598	0.5201470	0.5108011	0.5000693	0.5004206	0.5001879	0.5048072	0.5000000	108.35112	14.449876	2.1049387	0.5031055	0.5531350	0.5000596	281.34381	0.8625540	258.41483	244.02071	0.5110029	7.766151	3.172489	0.6401523	4.398546	56.82182	0.6717709	304.85922	0.5604540	240.69389	161.89073	0.5007025	40.21754
229.7543	309.66638	2.6906223	2.4021992	2.2130562	2.1572942	315.55059	317.12879	317.12234	311.88937	308.17900	311.53886	310.10106	308.12065	311.25340	297.27058	282.33461	267.23727	307.54323	298.27577	284.85073	269.10568	306.80660	298.41901	283.83740	270.41290	261.20758	1.2789680	0.5001199	0.5008927	295.58292	0.5017916	1.0649354	24.988750	282.74280	105.68681	0.5204974	0.5112187	0.5000754	0.5004473	0.5001925	0.5049422	0.5000001	114.93831	15.163724	2.1912940	0.5032541	0.5553820	0.5000596	302.99982	0.8720360	266.70090	261.16107	0.5110902	7.925596	3.302974	0.6484599	4.580028	59.79140	0.6828694	298.91785	0.5644354	247.31528	179.90553	0.5007212	42.03326
340.1085	338.59309	2.3029451	2.1486307	1.9626664	1.9565385	320.24781	318.49685	308.04395	305.03206	305.12500	289.23062	290.67472	309.20789	276.35246	279.15941	277.26493	265.42804	274.13957	280.13215	277.01788	263.92709	276.06963	280.76521	276.15478	265.79695	248.54356	1.2481022	0.5001187	0.5008782	294.09091	0.5017808	1.0529120	24.408094	277.56174	103.88917	0.5202598	0.5109169	0.5000830	0.5004336	0.5001887	0.5048185	0.5000000	111.04511	14.870548	2.1695406	0.5031602	0.5548723	0.5000596	289.24789	0.8601807	264.17755	253.03241	0.5112453	7.732828	3.270117	0.6448066	4.427200	58.64056	0.6830171	294.96387	0.5600467	243.51460	166.79924	0.5007026	40.56582
85.2249	136.42975	2.6176940	2.3110650	2.0291784	2.0036543	127.58173	127.00696	127.27139	124.64113	123.54208	120.76789	121.50345	119.91626	116.90345	119.79958	125.65210	128.23105	117.31977	121.29618	123.36208	127.10200	119.34262	121.79568	124.11276	127.30316	109.85252	1.0934645	0.5000733	0.5006454	125.20748	0.5011032	0.8243021	13.508328	129.45395	56.43932	0.5177321	0.5062892	0.5000597	0.5002427	0.5001643	0.5039781	0.5000001	53.69171	8.422774	1.4758469	0.5018843	0.5327054	0.5000532	128.97823	0.7827649	129.43620	157.92767	0.5074153	5.619682	2.197636	0.5846996	2.798278	31.20418	0.6543232	111.35921	0.5383916	142.10065	68.62321	0.5005028	23.55040
191.3407	148.22451	2.3029451	2.1520646	1.8421627	1.7376662	155.73605	154.69789	154.08752	151.81931	149.29715	136.77386	145.77351	140.53006	151.20977	151.64154	151.63698	152.84167	151.59557	151.11726	151.70980	151.99817	151.34208	151.95285	151.47212	151.86362	138.68178	1.1267343	0.5000782	0.5007421	152.04590	0.5012769	0.8761803	15.629012	150.14963	65.17082	0.5195250	0.5070827	0.5000597	0.5002741	0.5001812	0.5045074	0.5000000	67.98597	9.585026	1.6080595	0.5020900	0.5361418	0.5000596	149.65735	0.8031667	144.45435	153.91960	0.5078247	6.711594	2.352140	0.5919206	2.944566	37.35478	0.6280979	159.28178	0.5380373	145.20218	102.95718	0.5005428	25.24830
191.2274	157.65105	2.3567197	2.2888782	2.0067046	1.9611635	154.06174	154.35871	154.42132	157.24261	155.84141	151.43255	154.57161	148.50117	149.16744	147.81757	144.69852	146.30137	150.52079	146.98296	145.26846	145.12658	149.32452	146.14944	146.13266	145.78231	123.87408	1.0847778	0.5000650	0.5007120	137.22227	0.5011941	0.8423682	13.872584	138.89180	60.68385	0.5180404	0.5061644	0.5000602	0.5002514	0.5001710	0.5042954	0.5000000	61.74633	8.689880	1.5316753	0.5017776	0.5336673	0.5000581	131.25890	0.7939126	138.36258	183.36653	0.5072716	6.480147	2.235920	0.5815929	2.584854	34.03851	0.6174131	132.40425	0.5284258	149.80966	96.04270	0.5005158	21.35412
207.4638	153.18087	-0.0721428	0.0626128	0.0805508	0.0892587	143.37525	143.99390	144.33737	140.34185	137.23958	142.24470	144.70985	151.65165	141.18541	143.74424	145.13640	148.12921	141.15157	142.65036	145.56437	148.40371	141.37669	142.26478	145.11496	147.13290	120.77406	1.0402830	0.5000725	0.5006909	135.25172	0.5012864	0.8848476	15.141504	145.51454	65.54444	0.5174608	0.5071504	0.5000596	0.5002741	0.5001562	0.5037431	0.5000001	62.27876	9.344628	1.5682738	0.5020137	0.5356048	0.5000587	139.91045	0.7606895	151.97820	164.98134	0.5076315	5.879150	2.269434	0.5903725	2.934338	35.58400	0.6033776	129.13057	0.5378135	155.24989	91.35435	0.5004869	24.97464
139.9470	152.95176	2.2796299	2.0188145	1.8123007	1.6900715	164.98176	166.66231	165.11118	167.35217	168.32002	161.04413	159.36510	148.67382	144.42413	148.45741	151.70011	156.66990	143.56256	147.80815	151.12968	155.27306	145.43377	149.07461	153.24376	156.17731	129.84454	1.0964497	0.5000895	0.5007536	159.44901	0.5013512	0.9026616	16.393007	164.37021	68.72047	0.5202071	0.5074773	0.5000597	0.5002890	0.5001838	0.5043622	0.5000000	66.75787	9.886931	1.6290601	0.5020448	0.5376341	0.5000592	158.04053	0.7876918	166.25446	171.58817	0.5079457	6.648271	2.379728	0.5945454	3.089249	37.48831	0.6048431	117.92487	0.5391425	166.50072	96.62201	0.5005344	26.95335
133.6106	193.80421	2.4699583	2.2633117	1.9666694	1.9016238	182.12009	182.23198	182.34390	178.31078	176.49111	185.12783	186.14258	175.73086	179.74736	183.31976	184.12007	184.75077	182.57454	186.71675	186.56416	188.51261	184.85215	185.04970	185.18559	186.67761	176.66905	1.2474897	0.5001096	0.5008146	211.06262	0.5014554	0.9272870	18.539242	200.84007	79.00829	0.5201353	0.5082933	0.5000607	0.5003377	0.5001877	0.5047774	0.5000000	83.76096	11.764947	1.8265936	0.5022750	0.5446004	0.5000596	199.71494	0.8553532	203.27931	211.99037	0.5098206	7.374299	2.767712	0.6138735	3.556222	46.63179	0.6717709	185.46523	0.5505871	211.04102	123.92665	0.5006732	31.66111
110.9376	167.54350	2.6732587	2.3242356	2.1029667	2.0734498	165.36900	164.86775	165.91339	164.40103	165.86384	164.35561	172.56153	161.68342	160.40192	157.01609	158.89041	154.38413	160.88497	157.27430	156.87672	155.29299	159.80894	158.22646	155.68059	155.34133	143.78246	1.1967584	0.5000829	0.5007271	152.93010	0.5013261	0.8850843	15.570133	162.85370	66.61766	0.5182490	0.5072281	0.5000629	0.5002784	0.5001690	0.5042363	0.5000000	69.20434	9.809413	1.6496924	0.5021383	0.5381266	0.5000593	158.27827	0.8245737	166.91554	170.47983	0.5092309	6.583178	2.469003	0.5969294	3.091517	38.68934	0.6660632	163.10780	0.5395058	176.49672	106.65703	0.5006148	27.07352
135.7064	186.17072	2.4055645	2.2116840	1.9217221	1.8581498	194.83346	198.20659	195.19072	190.66088	189.28897	182.52952	183.61128	179.61541	162.35886	165.13164	171.24285	176.03218	160.46238	164.82036	170.25597	176.52442	162.00002	166.37566	171.25059	173.11994	148.78474	1.2656204	0.5000961	0.5008230	172.05453	0.5014147	0.9050277	17.059021	178.11580	73.97382	0.5204164	0.5077592	0.5000659	0.5003120	0.5001912	0.5048591	0.5000000	74.22258	10.813026	1.7982591	0.5022409	0.5430647	0.5000593	173.88722	0.8632600	194.73352	190.31116	0.5101966	7.472347	2.734981	0.6049474	3.299551	42.60622	0.6660632	128.17133	0.5395131	206.35477	110.79413	0.5006981	29.09030
223.3660	212.04242	2.6732587	2.3242356	2.1603804	2.1267304	200.66815	200.25012	200.98289	200.17503	198.38470	198.88072	200.77678	199.95186	191.94842	187.92419	177.22787	176.05749	192.32338	185.95997	178.90163	173.50814	194.24599	187.46055	179.13767	175.47341	156.74139	1.1955395	0.5000876	0.5006895	161.32025	0.5013912	0.9037540	18.405960	181.28981	78.14074	0.5177475	0.5081357	0.5000771	0.5003444	0.5001644	0.5041279	0.5000000	81.72507	11.845813	1.8369687	0.5025873	0.5460539	0.5000590	177.95737	0.8235362	190.58742	153.02338	0.5102749	6.491362	2.800350	0.6188879	3.595380	43.88212	0.6681811	190.47873	0.5396981	174.15549	113.90063	0.5006321	30.94712
149.7268	169.16275	2.4199409	2.2634209	1.9914510	1.9776448	181.03054	180.69061	179.87292	184.26199	181.56858	186.71757	183.56187	182.07501	183.84697	180.28903	177.55918	177.72869	183.96939	179.95410	177.84606	176.85302	184.00484	180.60448	178.51124	178.26117	154.45959	1.2752858	0.5000955	0.5008110	192.43980	0.5014264	0.9086882	17.080833	190.25568	72.23697	0.5202658	0.5078095	0.5000620	0.5003040	0.5001889	0.5048862	0.5000001	75.18421	10.554161	1.7465367	0.5022337	0.5418282	0.5000596	189.81702	0.8657351	186.84013	198.49776	0.5099018	7.258793	2.647461	0.6017172	3.239256	41.61033	0.6611517	179.06357	0.5449247	196.18631	115.34562	0.5006840	28.52999

Here, gmax_st is just a table where the 1st column shows the actual Gmax measurements while the other columns show the predictions of each candidate members. Note that due to tuning, some models are composed of several sub-models, with the aim of finding the optimal parameters that control the model. These sub-models are what we refer to as candidate member. Hence, what we have here is a stack with 5 model definitions and 65 candidate members. E.g. the XGBoost model has 40 candidate members (and that’s why it gives 40 predictions of the Gmax value, corresponding to 40 columns in the stack), the RF model has 12 candidate members and so on.

Now we evaluate how to combine (blend) and fit these predictions. Not all sub-models are necessarily included in the final ensemble.

gmax_model_st <-
  gmax_st %>%
  blend_predictions() %>%
  fit_members()

4.6 Predicting test data

Let’s predict the test data (data_test) to see how the model performs.

data_test_new <- 
  data_test %>%
  bind_cols(predict(gmax_model_st, .)) %>%
  relocate(.pred)

# table
func_tbl(data_test_new)

.pred	Gmax	Depth	SCPT_RES	SCPT_FRES	SCPT_BQ	UW	SV0P	Qtn	Ic
97.13644	99.3361	9.5	11.7670	91.9392	-0.0007	19.9693	96.1131	118.3072	1.7898
154.87424	190.7619	14.5	23.0603	190.2916	-0.0010	20.7552	158.2706	173.2083	1.6791
157.89233	152.4686	15.5	23.6262	187.0072	-0.0009	20.7603	169.3032	169.8332	1.6753
92.36986	99.0368	8.5	2.2917	53.8690	0.1201	17.8337	67.8739	31.5919	2.5320
115.96677	215.5209	15.5	11.6758	117.4964	0.0002	20.0356	158.0865	82.6845	1.9820
143.16383	216.4633	16.5	2.7658	121.4754	0.0748	17.8108	131.5795	19.2692	2.8757
60.89206	72.5458	4.5	4.2402	51.9290	0.0014	18.7797	39.9806	73.1468	2.0792
65.65050	70.8966	5.5	4.3490	53.5973	0.0016	18.8219	49.2056	67.2042	2.1077
198.58907	100.6942	18.5	27.5108	281.1793	0.0001	21.0821	207.8623	168.3445	1.7526
210.64979	135.1266	19.5	27.7355	312.6562	-0.0001	21.1466	220.3678	160.3591	1.7988
190.51692	206.3337	24.0	22.3640	218.3195	-0.0011	20.8061	263.4683	107.8369	1.8843
180.79167	193.6036	27.0	20.6120	178.2000	0.0001	20.6508	292.2645	89.2074	1.9161
201.30658	253.3832	31.5	23.5958	185.7389	-0.0003	20.7555	344.3313	87.8583	1.9000
242.43066	226.5625	33.0	27.5696	222.4335	-0.0005	20.9503	367.1898	97.6686	1.8656
274.30723	276.8295	40.4	28.2133	195.2344	-0.0133	20.8841	446.7253	79.2343	1.9055
171.36278	249.1697	24.0	21.0291	170.2413	-0.0015	20.6282	259.1809	103.9591	1.8503
196.13214	249.2252	27.8	32.9992	192.3451	-0.0001	20.7545	295.0551	100.5214	1.8613
44.89255	31.8807	1.5	6.0052	34.5920	0.0002	19.1658	13.6869	117.7599	1.7137
76.78597	62.3486	4.5	11.6786	77.3862	0.0002	19.9152	45.0764	163.7162	1.6338
83.52152	99.5202	9.5	7.2654	55.4007	0.0003	19.4214	90.8421	75.3153	1.9431
105.62832	120.7423	12.5	10.9289	80.8408	0.0000	19.8748	125.3113	92.7264	1.8608
175.46271	190.9054	34.5	9.8727	95.0104	0.0006	19.8272	345.2079	29.5444	2.3488
227.88575	150.9881	40.5	14.2215	134.1737	-0.0108	20.2405	422.0344	34.9885	2.2843
210.22464	298.9040	45.0	9.9432	104.3696	-0.0250	19.7101	445.1704	21.0471	2.5596
297.63473	313.4562	51.0	35.3354	246.5328	-0.0100	21.1380	577.2796	71.0525	1.9441
90.47645	97.5032	1.5	19.9771	122.9661	-0.0002	20.4630	15.5709	324.5858	1.3933
131.36885	110.5100	2.5	26.2990	179.9102	-0.0004	20.8067	27.0467	388.9560	1.3754
76.05562	100.4590	3.5	13.0956	89.2421	0.0000	20.0450	35.4301	195.2556	1.5802
114.09430	111.7380	4.5	17.3624	148.7193	0.0001	20.4431	47.4222	237.5801	1.5907
129.58135	116.4142	5.5	19.6478	185.6014	0.0000	20.6285	59.0820	247.8343	1.6099
132.43023	118.7287	6.5	19.5172	189.3094	0.0000	20.6366	69.9438	229.9917	1.6401
135.84616	137.3313	8.5	18.4580	196.6550	0.0000	20.6136	91.4004	191.5580	1.7251
137.37740	160.8317	10.5	17.9243	198.3381	-0.0011	20.5960	112.8291	164.5273	1.7833
110.68915	135.0202	16.5	10.2579	84.3002	0.0000	19.8260	164.6552	70.0528	1.9895
114.79612	110.6689	17.5	6.1023	69.2341	0.0007	19.2652	164.8943	38.8115	2.2834
115.50124	138.3385	18.5	6.8420	66.8773	0.0005	19.3873	176.6168	41.5519	2.2231
122.39740	100.6789	19.5	8.2477	76.8750	0.0004	19.6047	190.4143	47.8257	2.1587
130.40715	191.1984	22.5	9.0749	81.2397	0.0003	19.7080	222.3177	45.7201	2.1669
146.49808	101.1214	25.5	8.3552	94.5640	0.0004	19.6611	250.8076	35.6825	2.3136
158.10333	169.0314	28.5	12.7826	114.2394	0.0002	20.1048	292.9774	50.3918	2.1315
70.16087	99.7299	1.5	16.0517	79.6577	-0.0001	20.1670	15.1375	251.3396	1.4061
99.80197	121.0839	2.5	18.9004	108.0141	0.0000	20.3829	26.0151	281.2156	1.4139
86.41024	81.7722	3.5	14.8260	101.8380	0.0001	20.1788	35.8616	218.0984	1.5522
60.34336	85.5211	4.5	6.7962	52.5124	-0.0021	19.3295	42.4841	103.6065	1.8356
90.18626	89.3727	6.5	9.7785	105.2619	-0.0015	19.8172	64.6178	123.4419	1.8688
83.66448	74.4530	7.5	6.7402	71.1353	-0.0016	19.3566	71.2493	81.3806	1.9998
77.13537	83.2384	8.5	4.5817	46.8512	0.0018	18.9008	76.9177	53.2968	2.1407
106.86974	94.8113	15.5	8.3816	93.8025	-0.0056	19.6516	152.0471	59.2076	2.1284
198.55086	239.3520	27.0	25.3029	197.4485	-0.0044	20.8086	296.4194	113.8148	1.8168
180.82016	190.9878	28.5	22.9223	172.3248	-0.0002	20.6990	309.7989	96.1809	1.8540
211.20462	223.4874	30.0	27.4699	217.4909	-0.0036	20.9294	333.0151	109.1655	1.8255
229.95589	239.4079	31.4	34.9556	246.4174	-0.0029	21.1382	355.1437	136.9591	1.7128
225.63811	289.4090	34.5	30.4552	157.1533	-0.0031	20.8356	379.8396	111.3204	1.7073
78.86869	166.8324	9.5	5.2483	45.4285	-0.0017	19.0456	87.3480	55.7358	2.0897
140.99487	122.0257	13.5	19.4178	177.0561	-0.0081	20.5985	145.2184	151.9649	1.7511
161.11404	152.4686	15.5	23.3454	195.5410	-0.0032	20.7758	169.5327	166.8644	1.6957
158.50740	168.7393	18.5	20.9155	149.9166	-0.0037	20.5798	198.6021	132.3030	1.7313
168.01044	168.8584	21.0	21.5641	149.0422	-0.0002	20.6025	226.2218	123.0979	1.7457
62.04993	133.9553	1.5	13.1198	41.7679	0.0001	19.8058	14.6335	188.6343	1.4221
123.68147	109.3549	6.5	31.3034	179.2835	-0.0002	20.8913	71.4640	350.8825	1.3546
90.56465	99.4358	10.5	4.2186	41.3320	0.0006	18.8040	93.9746	42.4686	2.2148
118.74661	109.9358	13.5	17.6814	119.7936	-0.0005	20.3715	142.0660	141.6232	1.6920
185.36809	168.7476	22.8	28.9794	198.9315	-0.0029	20.9069	232.4784	163.8923	1.6501
140.71060	79.1713	4.5	23.2310	198.4356	-0.0002	20.7781	48.9230	308.0356	1.5147
145.12113	100.4986	14.5	8.2939	180.2037	0.0571	19.7645	143.8667	61.4080	2.3007
135.22975	150.0235	15.5	8.7332	135.5839	0.0387	19.6945	152.7484	62.0946	2.1988
69.19656	69.5948	1.5	14.3567	72.7095	0.0000	20.0634	14.9746	230.9091	1.4421
134.78352	132.5272	15.5	14.9208	146.4912	0.0000	20.3221	162.5126	105.5742	1.8918
138.40137	165.2363	17.5	10.8272	139.2354	0.0001	20.0182	178.0375	67.8035	2.1175
152.51042	167.2389	19.5	15.9083	136.9290	0.0000	20.3463	204.8348	93.9760	1.8968
73.72695	51.3907	1.5	9.5955	86.0083	-0.0005	19.7643	14.5423	192.9567	1.6656
91.55322	97.3506	6.5	9.7842	109.5301	0.0001	19.8329	64.7282	123.7511	1.8793
101.61259	133.4358	9.5	13.3942	112.8555	0.0001	20.1360	97.6850	133.6282	1.7703
107.12534	167.5578	11.5	12.0601	101.9445	0.0002	20.0185	116.9868	107.4134	1.8444
114.63816	134.3200	12.5	16.1706	126.0588	-0.0039	20.3187	130.9395	135.3414	1.7486
171.97752	190.1608	15.5	26.7504	176.2470	-0.0006	20.8026	169.9601	195.7016	1.5818
46.78589	54.4267	1.5	4.4186	34.7340	0.0011	18.8604	13.2148	101.1957	1.8426
52.73036	50.9208	3.5	4.0874	26.3256	-0.0018	18.7672	31.0192	73.1750	1.9146
61.91785	88.2802	5.5	6.1700	44.7634	0.0005	19.2367	51.4753	87.2488	1.8743
120.70122	149.1197	15.5	15.9421	131.8713	0.0004	20.3328	162.6804	114.2933	1.8176
170.58615	136.8133	16.5	24.3007	196.6044	-0.0024	20.7925	180.5414	167.0214	1.6864
144.63207	102.9176	20.5	18.6340	136.0338	-0.0001	20.4572	217.6180	107.6894	1.8069
157.98410	112.0150	23.5	9.3498	141.2041	-0.0300	19.7690	233.6466	42.7203	2.3570
93.11769	140.8458	1.5	24.9972	85.2489	0.0000	20.4569	15.5761	334.0758	1.2181
117.00452	120.5773	2.5	44.0798	150.5185	-0.0001	20.9922	27.5166	538.0652	1.0490
135.22445	180.0044	7.5	35.8855	211.4648	-0.0005	21.0481	83.8181	380.4339	1.3388
151.29545	148.1618	8.5	38.5260	243.3863	0.0001	21.1851	96.2350	387.6065	1.3496
155.05460	189.3167	11.5	36.2276	232.8845	-0.0003	21.1242	129.6606	317.3755	1.4136
149.86158	100.0851	12.5	32.3934	212.8010	0.0001	21.0154	139.6274	271.1265	1.4692
164.56428	168.8896	13.5	33.5527	232.5824	0.0003	21.0827	151.7247	267.5379	1.4896
123.35274	97.4497	18.5	9.6055	94.1302	0.0003	19.7931	184.0776	58.4896	2.0983
122.88261	84.6955	19.5	8.2097	79.1182	0.0007	19.6062	190.4343	47.5050	2.1691
129.15335	135.4961	21.0	10.4234	92.1555	0.0004	19.8663	210.7719	56.7032	2.0844
79.32899	68.1141	2.5	12.5047	100.5273	0.0000	20.0439	25.1732	210.3733	1.6078
83.46128	66.9102	4.5	12.7316	102.8478	0.0001	20.0651	45.7309	179.7636	1.6595
127.20856	96.7103	5.5	20.3874	156.6526	0.0000	20.5718	58.7821	253.3064	1.5392
269.79053	253.4551	42.0	27.9606	198.2646	-0.0004	20.8933	465.0678	73.8960	1.9389
72.03479	65.5416	1.5	8.2811	71.3724	0.0001	19.5843	14.2831	169.4955	1.6955
89.14149	97.4172	6.5	10.9049	100.8418	0.0001	19.9235	65.3368	135.3460	1.7914
121.53429	108.8583	8.5	15.4701	143.6236	0.0000	20.3415	89.0973	162.6141	1.7334
160.95552	150.4782	18.5	23.1920	183.5882	-0.0001	20.7426	201.5944	145.7759	1.7236
161.75197	135.3420	22.5	18.7956	164.5128	-0.0001	20.5470	241.1466	97.4643	1.8888
181.69144	142.9758	24.0	23.9588	194.8046	-0.0001	20.7926	263.1533	118.9530	1.7994
191.20334	167.3674	25.5	25.2474	196.4242	-0.0001	20.8304	280.5755	119.1385	1.7875
220.58466	190.9135	27.0	33.6074	247.8510	-0.0001	21.1219	304.9670	153.4504	1.6867
149.65496	165.5615	7.5	23.0771	198.6806	0.0001	20.7759	81.8103	251.3594	1.5762
151.38282	178.6259	9.5	22.1957	197.1412	0.0001	20.7466	103.4596	215.4999	1.6323
187.01510	177.3969	17.5	30.1252	241.7293	-0.0001	21.0449	195.9447	198.4751	1.6275
156.35607	142.9758	24.0	17.0614	165.6107	0.0000	20.4732	255.5076	81.5050	1.9818
209.25702	217.7333	34.5	12.4535	135.0070	-0.0154	20.1262	355.5069	37.4043	2.2824
213.12399	151.2086	35.7	9.3734	135.0070	-0.0330	20.1262	355.5069	37.4043	2.2824
80.67410	69.5798	2.5	15.1198	96.5744	-0.0009	20.1838	25.5249	236.7440	1.5017
106.98213	132.4552	8.5	16.1575	126.1840	0.0002	20.3215	88.9150	169.5873	1.6703
147.38518	170.4894	10.5	22.7961	160.9347	0.0000	20.6692	113.5858	210.9638	1.5693
172.18341	190.4530	16.5	26.3409	185.1835	0.0002	20.8264	181.1168	183.3730	1.6142
168.83764	166.5273	17.5	25.1104	178.0844	0.0002	20.7786	191.2896	167.0800	1.6470
162.38505	164.7259	19.5	21.5460	158.7808	0.0003	20.6270	210.2765	130.4322	1.7413
189.65937	169.1795	28.5	26.0296	175.1036	0.0001	20.7914	312.4117	112.0992	1.7707
226.14901	257.4241	34.5	31.2418	205.5403	0.0001	20.9784	384.7630	110.0200	1.7712
240.54889	191.0810	36.0	29.5437	201.2453	0.0002	20.9390	400.0898	97.5167	1.8224
242.30977	217.6268	37.0	32.8660	201.2453	0.0001	20.9390	400.0898	97.5167	1.8224
76.92181	62.3008	3.5	10.4714	68.1847	-0.0120	19.6818	34.2257	158.7888	1.6692
98.31300	109.6005	4.5	15.3989	107.9496	0.0000	20.2333	46.4959	209.7961	1.5683
131.18269	115.8804	6.5	21.2588	154.0337	0.0000	20.6021	69.7227	246.7307	1.5280
140.89739	146.5395	8.5	23.7908	168.3922	-0.0004	20.7110	92.2406	244.1032	1.5247
173.55767	145.5464	11.5	26.6902	217.2315	-0.0002	20.9135	127.2444	232.2087	1.5830
48.66420	98.1019	1.5	6.2172	39.7702	-0.0154	19.1682	13.7165	123.2486	1.7313
77.85940	78.6481	2.5	10.8026	89.6256	0.0001	19.8835	24.7733	187.0388	1.6550
110.18743	126.0384	5.5	14.8213	147.5476	0.0002	20.3108	57.3319	192.8633	1.7020
144.19099	132.0370	7.5	22.4267	193.6122	-0.0001	20.7433	81.5629	244.7698	1.5850
181.99952	134.6113	14.1	32.3114	291.7828	0.0001	21.1928	160.0582	245.0749	1.5985
196.98039	209.1321	31.5	22.8791	176.9074	0.0035	20.3148	330.5801	90.6951	2.0927
243.85114	328.9600	34.5	36.3594	262.2569	0.0000	21.1963	392.3744	127.5212	1.7434
264.77659	190.7979	43.5	20.7443	259.9446	-0.0346	20.8348	479.1433	44.0915	2.2616
288.73434	444.2261	48.0	28.3294	181.6504	-0.0185	20.8402	529.0035	62.1961	1.9774
77.59667	62.1752	2.5	10.7016	80.8622	0.0001	19.8507	24.6986	182.5032	1.6347
83.33538	84.7941	3.5	13.5626	107.6719	0.0001	20.1328	35.7231	205.5430	1.6113
135.22564	127.3191	7.5	20.5446	170.1632	0.0000	20.6236	80.6731	225.4575	1.5966
169.53653	162.7039	10.5	25.8514	214.4934	-0.0001	20.8858	115.8461	236.8493	1.5835
181.33933	168.9243	11.5	26.8914	253.0497	0.0000	21.0039	128.2874	231.9430	1.6287
154.96879	169.1479	17.5	7.9316	196.1834	0.0140	19.7395	173.1419	47.6349	2.4279
176.85108	179.7985	28.5	11.9861	183.7337	0.0077	20.1838	295.2602	44.2772	2.3214
188.75473	149.8539	16.5	31.8899	235.5616	0.0000	21.0648	185.0297	221.6583	1.5683
94.49656	108.3092	2.5	16.2570	119.0558	-0.0001	20.3061	25.8170	258.6022	1.5161
110.08975	109.4021	3.5	19.1348	141.5338	-0.0002	20.4926	36.9568	275.1803	1.5002
78.56273	78.5600	5.5	10.8544	90.7252	-0.0002	19.8857	55.0193	144.6070	1.7418
106.06129	124.7542	7.5	15.5551	118.1544	-0.0004	20.2722	78.0540	173.8824	1.6535
141.49295	158.7883	9.5	21.8296	147.1347	0.0001	20.5999	102.0792	213.4309	1.5509
126.96352	200.0904	10.5	16.6366	143.9566	0.0000	20.3961	110.7233	154.7726	1.7300
113.21202	287.4120	13.5	13.1512	113.8565	0.0000	20.1093	138.6067	104.5571	1.8693
110.08026	108.0395	5.5	38.2411	127.3516	0.0006	20.8618	60.3407	431.9502	1.1176
169.31580	150.5567	14.5	26.0550	182.0665	-0.0010	20.8001	158.9054	198.3130	1.5917
167.91737	122.2859	25.9	44.0426	196.8266	0.0005	21.1317	292.7824	230.0046	1.4122
238.35216	152.7698	33.8	34.1915	229.3683	0.0000	20.9616	376.5077	128.6638	1.8210
212.32272	135.6212	37.0	53.7849	227.4148	-0.0003	21.2946	424.4600	199.3829	1.4482
211.22369	135.6448	43.0	41.6389	146.8298	0.0000	20.9670	479.3039	127.0149	1.5713
103.69886	78.0652	14.1	9.4054	70.5502	-0.0004	19.7093	139.1874	73.0213	1.9510
187.32727	122.4252	34.0	17.0145	126.0594	-0.0012	20.3660	358.4899	56.4323	2.0416
134.44743	129.4679	14.0	22.4547	131.0515	-0.0028	20.5586	150.0334	176.8935	1.5769
215.13776	249.5059	28.0	38.4213	260.2261	-0.0009	21.2163	318.9208	172.6777	1.6238
202.25438	193.4027	32.0	22.7568	150.7292	-0.0082	20.6362	346.0111	84.7890	1.8677
193.86263	127.4312	36.0	17.5460	124.6260	-0.0007	20.3810	380.1466	54.4667	2.0510
177.13441	136.9083	23.0	27.6284	150.7340	0.0002	20.7592	251.3981	151.2229	1.6109
174.78972	169.2771	25.5	20.8253	144.7903	-0.0132	20.5531	273.5256	98.3568	1.8220
241.96540	188.8459	34.5	37.7622	239.7386	0.0001	21.1629	391.2224	135.8970	1.6877
151.97258	188.4118	17.0	33.7457	175.7688	0.0003	20.9422	188.5822	237.6603	1.4429
197.82173	230.1651	32.0	29.9110	162.3237	-0.0009	20.8394	352.5017	118.0487	1.6976
249.08686	294.3935	41.6	26.1071	185.2056	0.0034	20.7471	454.5447	73.1760	1.9655

We can plot these predictions (.pred in the above table) and see how they compare to the actual measured data (Gmax in the table).

• Scatter plot:

# data for annotations
data_ann <- 
  tibble(x = c(0, 0, 0, 25, 50, 265, 275),
         y = c(0, 25, 50, 0, 0, 275, 265),
         label = c("Pred. = Meas.", "+25 MPa", "+50 MPa", "-25 MPa", "-50 MPa",
                   "Overprediction", "Underprediction"))

# plot
ggplot(data_test_new) +
  aes(x = Gmax, 
      y = .pred) +
  geom_point(alpha = 0.15, size = 5, color = gray_2) + 
  coord_obs_pred() +
  geom_abline(size = 2, alpha = 1, color = col_r) +
  geom_abline(intercept = c(-25, 25), size = 2, alpha = 0.5, color = col_r) +
  geom_abline(intercept = c(-50, 50), size = 2, alpha = 0.2, color = col_r) +
  geom_richtext(
    data = data_ann,
    aes(x = x, y = y, label = label),
    color = annotation_color,
    family = annotation_family,
    size = unit(3, "pt"),
    fill = annotation_fill,
    label.color = annotation_label.color,
    label.padding = annotation_label.padding,
    label.r = annotation_label.r,
    hjust = 0,
    vjust = 0.5,
    fontface = annotation_fontface,
    angle = 45
  ) +
  labs(x = "Measured Gmax (MPa)", y = "Predicted Gmax (MPa)")

Plot of measured vs predicted Gmax values for the test data.

• Histogram:

It looks like our model struggles in accurately predicting the high values of Gmax. This is probably related to the decrease of SCPT measurements in deep layers (which are associated to high Gmax values).

# data for annotations
data_ann_hist <- 
  tibble(x = c(-2 * sd(data_test_new$.pred - data_test_new$Gmax),
               -1 * sd(data_test_new$.pred - data_test_new$Gmax),
               0,
               1 * sd(data_test_new$.pred - data_test_new$Gmax),
               2 * sd(data_test_new$.pred - data_test_new$Gmax)),
         y = 0.0175,
         label = c("-2SD", "-1SD", "Pred. = Meas.", "+1SD", "+2SD"))

data_ann_hist_sec <- 
  tibble(x = c(5, -5),
         y = c(0.015, 0.015),
         label = c("Overprediction", "Underprediction"))

# plot
ggplot(data_test_new, aes(.pred - Gmax)) +
  geom_histogram(binwidth = 7, aes(y =..density..), alpha = 0.15, fill = gray_2) +
  geom_vline(xintercept = 0,
             size = 2, alpha = 1, color = col_r) +
  geom_vline(data = data_test_new, aes(xintercept = sd(data_test_new$.pred - data_test_new$Gmax)),
             size = 2, alpha = 0.5, color = col_r) +
  geom_vline(data = data_test_new, aes(xintercept = -sd(data_test_new$.pred - data_test_new$Gmax)),
             size = 2, alpha = 0.5, color = col_r) +
  geom_vline(data = data_test_new, aes(xintercept = 2 * sd(data_test_new$.pred - data_test_new$Gmax)),
             size = 2, alpha = 0.2, color = col_r) +
  geom_vline(data = data_test_new, aes(xintercept = -2 * sd(data_test_new$.pred - data_test_new$Gmax)),
             size = 2, alpha = 0.2, color = col_r) +
  geom_richtext(
    data = data_ann_hist,
    aes(x = x, y = y, label = label),
    color = annotation_color,
    family = annotation_family,
    size = unit(3, "pt"),
    fill = annotation_fill,
    label.color = annotation_label.color,
    label.padding = annotation_label.padding,
    label.r = annotation_label.r,
    hjust = 0.5,
    vjust = 0.5,
    fontface = annotation_fontface,
    angle = 0
  ) +
  geom_richtext(
    data = data_ann_hist_sec,
    aes(x = x, y = y, label = label),
    color = annotation_color,
    family = annotation_family,
    size = unit(3, "pt"),
    fill = annotation_fill,
    label.color = annotation_label.color,
    label.padding = annotation_label.padding,
    label.r = annotation_label.r,
    hjust = 0.5,
    vjust = 0.5,
    fontface = annotation_fontface,
    angle = 90
  ) +
  labs(x = "'Predicted - Measured' Gmax (MPa)", y = NULL)

Histogram of residuals for the test data.

We can also assess the accuracy of the prediction in numerical terms, for the ensemble and for each candidate member. From the following table we see that the ensembled model outperforms (in terms of rmse and rsq values) all the other models, although some of them offer similar performance. We can also notice that some models are not appropriate for our case (or maybe I didn’t define/tune them properly 😅).

member_preds <- 
  data_test %>%
  select(Gmax) %>%
  bind_cols(predict(gmax_model_st, data_test, members = TRUE))

# rmse
accuracy_ml_rmse <- 
  map_dfr(member_preds, rmse, truth = Gmax, data = member_preds) %>%
  mutate(member = colnames(member_preds))

func_tbl(accuracy_ml_rmse)

.metric	.estimator	.estimate	member
rmse	standard	0.00000	Gmax
rmse	standard	39.41042	.pred
rmse	standard	40.90915	lr_res_1_1
rmse	standard	158.90505	knn_res_1_1
rmse	standard	39.68450	spl_res_8_1
rmse	standard	39.43481	rf_res_1_01
rmse	standard	39.35935	rf_res_1_04
rmse	standard	39.34349	rf_res_1_05
rmse	standard	39.22972	rf_res_1_03
rmse	standard	39.54875	rf_res_1_06
rmse	standard	41.42512	xgb_res_1_04
rmse	standard	146.04258	xgb_res_1_23
rmse	standard	99.52146	xgb_res_1_02
rmse	standard	160.23736	xgb_res_1_25

# rsq
accuracy_ml_rsq <- 
  map_dfr(member_preds, rsq, truth = Gmax, data = member_preds) %>%
  mutate(member = colnames(member_preds))

func_tbl(accuracy_ml_rsq)

.metric	.estimator	.estimate	member
rsq	standard	1.0000000	Gmax
rsq	standard	0.6074664	.pred
rsq	standard	0.5727071	lr_res_1_1
rsq	standard	0.2653586	knn_res_1_1
rsq	standard	0.6022583	spl_res_8_1
rsq	standard	0.6048370	rf_res_1_01
rsq	standard	0.6022944	rf_res_1_04
rsq	standard	0.6028779	rf_res_1_05
rsq	standard	0.6074700	rf_res_1_03
rsq	standard	0.5991995	rf_res_1_06
rsq	standard	0.5737835	xgb_res_1_04
rsq	standard	0.5625010	xgb_res_1_23
rsq	standard	0.5685925	xgb_res_1_02
rsq	standard	0.4999372	xgb_res_1_25

4.7 Predicting the rest of the data

Now that our final ensemble model is fully defined, we can predict Gmax values from the rest of the data where CPTU measurements are available (basically, all of our site).

# keep the rest of the data apart
data_corr_rest <- 
  data_corr %>%
  # correcting an unconsistency in depth data
  mutate(SCPT_DPTH = SCPT_DPTH * 100) %>%
  mutate(Depth = case_when(
    SCPT_DPTH %% 2 == 0 ~ round(SCPT_DPTH / 100, 1),
    SCPT_DPTH %% 2 != 0 ~ round((SCPT_DPTH + 1) / 100, 1)
  )) %>%
  mutate(SCPT_DPTH = SCPT_DPTH / 100)

data_seis_rest <- 
  data_seis %>% rename(Depth = SCPT_DPTH)

# create ML models data
data_rest <- 
  data_corr_rest %>% 
  left_join(data_seis_rest, by = c("LOCA_ID", "Depth", "TYPE", "LOCATION")) %>%
  filter(is.na(Gmax)) %>%
  # few corrections
  fill(SCPT_BQ, SCPT_RES, SCPT_FRES, UW, SV0P, Qtn, Ic, .direction = "down") %>%
  fill(SCPT_BQ, SCPT_RES, SCPT_FRES, UW, SV0P, Qtn, Ic, .direction = "up") %>%
  filter(Ic != "NaN", UW != "NaN")

# predict Gmax
data_rest_pred <- 
  data_rest %>%
  bind_cols(predict(gmax_model_st, .))

4.7.1 Visualizing predictions

We need some graphics to see how the predictions look. The following graph shows the predicted Gmax values, separated by the type of the test. From this graphics we can create a general idea and it looks like things are good in the top 30 meters of the ground but they worsen deeper.

Without measurements

data_rest_pred %>%
  ggplot(aes(.pred, SCPT_DPTH)) +
  geom_point(aes(color = TYPE), alpha = 0.025) +
  scale_y_reverse() +
  facet_wrap(~ TYPE) +
  coord_cartesian(expand = c(0, 0), xlim = c(0, 400), ylim = c(80, 0)) +
  #
  scale_color_manual(values = c(col_r, col_y, col_g, col_b)) +
  theme(legend.position = "none") +
  labs(x = "Predicted Gmax (MPa)")

Plot of predicted Gmax values vs depth.

With measurements

data_rest_pred %>%
  ggplot(aes(.pred, SCPT_DPTH)) +
  geom_point(aes(color = TYPE), alpha = 0.025) +
  scale_y_reverse() +
  facet_wrap(~ TYPE) +
  coord_cartesian(expand = c(0, 0), xlim = c(0, 400), ylim = c(80, 0)) +
  geom_point(data = data_seis, aes(Gmax, SCPT_DPTH), alpha = 0.15, size = 5, color = gray_2) +
  scale_color_manual(values = c(col_r, col_y, col_g, col_b)) +
  theme(legend.position = "none") +
  labs(x = "Predicted Gmax (MPa)")

Plot of predicted (color dots) and measured (gray dots) Gmax values vs depth.

4.7.2 Locations’ predictions

A more detailed (and accurate) view can be achieved by plotting the results and predictions of some locations. Note that we have Gmax measurements only in BH and SCPT test types (red and green dots).

# filter data
data_seis_filt <- data_seis %>%
  filter(LOCATION %in% c("HKN06", "HKN10", "HKN25", "HKN27",
                         "HKN56", "HKN58", "HKN72", "HKN75"))

data_rest_pred %>%
  filter(LOCATION %in% c("HKN06", "HKN10", "HKN25", "HKN27",
                         "HKN56", "HKN58", "HKN72", "HKN75")) %>%
  ggplot(aes(.pred, SCPT_DPTH)) +
  geom_point(alpha = 0.15, size = 1, aes(colour = TYPE)) +
  scale_y_reverse() +
  scale_x_continuous(position = "top") +
  facet_wrap(~ LOCATION, ncol = 4) +
  coord_cartesian(expand = c(0, 0), xlim = c(0, 400), ylim = c(80, 0)) +
  geom_point(data = data_seis_filt, aes(Gmax, SCPT_DPTH), 
             alpha = 0.15, size = 5, color = gray_2) +
  scale_color_manual(values = c(col_r, col_y, col_g, col_b)) +
  theme(legend.position = "none") +
  labs(x = "Predicted Gmax (MPa)", y = NULL)

Plot of predicted (color dots) and measured (gray dots) Gmax values vs depth (for each location).

I am mostly happy with how, in some locations (e.g. HKN25, HKN27) the predictions follow the path/pattern of Gmax measurements. Sometimes, of course, there are considerable discrepancies between predictions and measurements (e.g. HKN72 in the depth between ~32m and ~42m).

There are few ways in which we can improve the accuracy of our predictions, but we can’t really go into much detail here… this post is already too long 😫.

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That’s it! Thanks for reading 👋

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