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 on LinkedIn.

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 = ("Fira Code"),
                font_size = 12,
                bootstrap_options = "condensed") %>%
  row_spec(0, background = "#E7E7E7FF") %>%
  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 the DEMO. 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
214.6926	30.0	4.7163	89.0844	0.0313	18.8379	270.4893	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_5_1	spl_res_4_1	spl_res_1_1	spl_res_6_1	spl_res_7_1	spl_res_3_1	spl_res_2_1	spl_res_8_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_12	xgb_res_1_20	xgb_res_1_14	xgb_res_1_08	xgb_res_1_01	xgb_res_1_27	xgb_res_1_06	xgb_res_1_22	xgb_res_1_33	xgb_res_1_35	xgb_res_1_34	xgb_res_1_23	xgb_res_1_37	xgb_res_1_40	xgb_res_1_04	xgb_res_1_13	xgb_res_1_25	xgb_res_1_16	xgb_res_1_10	xgb_res_1_30	xgb_res_1_18	xgb_res_1_05	xgb_res_1_24	xgb_res_1_26	xgb_res_1_21	xgb_res_1_17	xgb_res_1_39	xgb_res_1_19	xgb_res_1_09	xgb_res_1_07	xgb_res_1_32	xgb_res_1_03	xgb_res_1_36	xgb_res_1_29	xgb_res_1_31	xgb_res_1_11	xgb_res_1_38	xgb_res_1_02	xgb_res_1_28	xgb_res_1_15
59.4335	56.78905	-0.6424277	-0.2455923	-0.0801962	-0.0533427	59.61042	60.33112	56.26385	57.32021	49.61933	44.77945	41.10751	35.38406	54.99569	56.74991	64.37245	68.03899	54.77191	57.82410	63.63158	68.36459	56.00315	57.04753	63.47007	67.86208	59.56662	1.312109	13.94709	0.5170899	0.6923082	1.105559	2.185663	0.5068994	36.77114	0.7771143	74.07449	68.69634	74.36162	0.5000000	0.5002130	29.54862	8.357159	0.5016620	45.93484	0.5000598	0.5001193	0.5926891	0.5000000	0.5005446	53.65077	0.5004250	0.5488145	0.5012386	31.63435	4.621045	0.6934572	0.5000572	0.5157569	0.5059612	2.210976	77.20190	0.5000000	0.5029302	52.32609	65.56268
24.3470	61.40420	-0.6302508	-0.3037782	-0.1287728	-0.1060154	55.72421	58.19572	57.50999	55.66570	53.91764	54.56421	56.29680	58.26673	57.82063	60.94780	70.34428	73.29803	55.77111	61.26944	68.48908	74.23227	55.70100	62.44214	68.92549	74.82165	66.05542	1.318946	13.53873	0.5173118	0.6908960	1.153641	2.196058	0.5070348	39.44575	0.7930426	75.62837	71.23537	55.49327	0.5000000	0.5002361	29.57128	8.572145	0.5018047	60.79857	0.5000597	0.5001194	0.5928348	0.5000000	0.5006680	55.74724	0.5004289	0.5500337	0.5012667	32.08005	4.883665	0.7000479	0.5000575	0.5122709	0.5062804	2.365399	82.53064	0.5000328	0.5029622	61.89995	69.98248
98.8177	96.55963	2.2560372	1.9264765	1.6555222	1.4902073	92.15065	92.78176	95.75380	95.66087	88.42182	87.39355	90.93393	88.67292	95.12896	95.36146	95.93762	93.74855	94.16953	95.19576	94.93263	94.94166	94.25214	95.45428	94.25891	94.16604	92.10146	1.461205	14.50491	0.5173515	0.6930467	1.183404	2.169771	0.5107538	51.46636	0.8406637	75.32738	84.45579	86.96692	0.5000000	0.5003144	30.46467	8.999919	0.5020601	93.33323	0.5000620	0.5001360	0.5926637	0.5000000	0.5008789	61.97218	0.5004297	0.5587045	0.5013697	32.14134	6.072161	0.7327501	0.5000619	0.5222720	0.5066615	3.422781	87.17332	0.5000591	0.5032504	103.12183	86.02203
99.3361	100.64460	2.2560372	1.9510487	1.5649818	1.4608006	96.56707	97.40116	97.56326	97.17686	93.16897	95.08346	95.91764	95.60401	101.08057	102.30366	101.26706	102.21333	102.47957	102.06232	100.92196	101.75622	101.27907	101.07137	102.09993	101.73855	95.99310	1.574053	15.99628	0.5179549	0.6930941	1.305338	2.234282	0.5125400	59.71220	0.9224677	81.15153	82.99823	85.43349	0.5000000	0.5003915	32.70564	10.092213	0.5026729	84.41895	0.5000688	0.5001551	0.5966045	0.5000000	0.5012070	69.96141	0.5004323	0.5733973	0.5018730	32.30530	7.039834	0.8003522	0.5000619	0.5270009	0.5071917	3.864740	89.66266	0.5000596	0.5035418	96.68805	92.63837
89.3734	112.66959	-0.6388950	-0.2373093	-0.0780064	-0.0220024	120.49145	118.95687	129.43024	125.73110	126.96763	125.30204	127.62633	127.32496	116.81007	118.92293	122.99476	124.07698	117.25420	118.69588	122.33088	121.53275	115.65246	119.11237	122.06088	123.40598	107.60488	1.803460	19.59475	0.5212914	0.7138073	1.493751	2.603923	0.5142961	68.45336	0.9909868	95.04967	114.04680	105.26450	0.5000000	0.5004414	38.85836	11.898686	0.5029789	114.27082	0.5000908	0.5001767	0.6175576	0.5000011	0.5012895	77.39989	0.5004861	0.5764152	0.5020041	35.20546	7.336888	0.8025591	0.5000604	0.5266856	0.5084001	4.012949	112.42496	0.5000596	0.5040294	122.85222	109.45843
64.7894	67.65679	2.3241754	2.4191117	2.0512953	1.8427354	87.59149	84.43410	82.80929	84.72160	84.78274	83.38678	81.94200	80.75533	90.81645	95.21522	95.56736	100.29438	89.35564	93.31948	96.24254	99.53894	90.37853	93.94333	95.60259	101.31122	87.39593	1.448575	15.93539	0.5173687	0.6909934	1.259227	2.204199	0.5095857	46.93570	0.8294017	76.18298	87.97334	79.48593	0.5000000	0.5002676	29.69653	8.662925	0.5019444	69.76952	0.5000598	0.5001214	0.5928639	0.5000000	0.5007494	57.63866	0.5004289	0.5539005	0.5013156	32.08005	5.333342	0.7151958	0.5000575	0.5186711	0.5064007	2.876559	96.74220	0.5000390	0.5029645	70.89520	85.74980
82.9262	74.30394	2.3241754	2.4030865	2.0257488	1.8783065	101.88107	93.15928	92.19946	94.64425	95.23351	93.54545	91.43600	89.52039	105.93622	108.87927	107.22648	112.80582	103.37038	107.94955	109.42285	111.89937	103.91794	108.13824	109.72064	114.95913	98.43179	1.509415	16.53968	0.5174066	0.6909934	1.276651	2.206782	0.5106246	52.95395	0.8494034	76.47559	94.10582	96.87707	0.5000000	0.5003152	29.80234	8.832154	0.5021518	102.98135	0.5000605	0.5001264	0.5928639	0.5000000	0.5008558	60.08201	0.5004289	0.5584232	0.5014179	32.08005	6.007271	0.7364538	0.5000575	0.5217009	0.5065064	3.294046	98.88129	0.5000459	0.5030336	90.69851	91.63610
99.0368	77.08049	2.3565715	2.3452169	2.0398903	1.9278190	91.20427	91.02772	90.88539	92.43043	96.04190	94.25840	89.02506	85.03606	99.64051	106.86286	108.78797	109.87322	102.56119	106.46181	110.41118	112.52524	102.14224	105.49837	109.44287	110.93701	99.15867	1.480426	15.10221	0.5171136	0.6897368	1.183224	2.145977	0.5099960	47.06268	0.8162650	74.18654	87.27091	83.24989	0.5000000	0.5002733	29.88151	8.833544	0.5019335	87.09334	0.5000604	0.5001279	0.5925888	0.5000000	0.5007764	56.39551	0.5004240	0.5532447	0.5013064	32.14308	5.286542	0.6926866	0.5000575	0.5191494	0.5063163	2.941497	89.31646	0.5000485	0.5030192	90.89239	88.90585
99.8577	86.06085	2.3241754	2.4030865	2.0524731	1.9535867	102.41555	103.14174	101.15969	103.36410	101.74537	100.64849	99.68636	98.77643	114.62269	116.64251	118.73971	119.85208	114.36496	117.45293	119.20780	120.48156	114.11715	116.72568	118.83006	121.52708	106.12490	1.571714	16.87626	0.5179696	0.6916522	1.358739	2.267806	0.5125051	62.69356	0.9233013	82.56927	103.58154	121.11370	0.5000000	0.5003891	32.48141	10.044748	0.5026189	123.27847	0.5000691	0.5001537	0.5967075	0.5000000	0.5011632	68.49734	0.5004316	0.5710581	0.5018028	32.19614	6.869053	0.7887581	0.5000575	0.5261270	0.5070891	3.750202	106.25836	0.5000596	0.5034570	112.16547	102.38984
49.0945	56.02880	-0.6303779	-0.2444437	-0.0868673	-0.0501405	52.00154	54.94990	53.74422	52.59850	46.71247	47.02527	48.28453	50.21399	51.60181	56.70956	61.77497	65.38374	53.77789	57.15775	60.55627	65.15185	52.44248	56.33877	61.53752	64.93133	57.23370	1.292582	12.81706	0.5166988	0.6915783	1.094479	2.106883	0.5064369	36.82078	0.7736102	71.03082	61.19574	50.06937	0.5000000	0.5002098	29.33940	8.608018	0.5017822	51.83499	0.5000597	0.5001194	0.5919397	0.5000000	0.5005872	55.14780	0.5004244	0.5494620	0.5012632	32.55812	4.809858	0.6889965	0.5000576	0.5113721	0.5062734	2.086328	63.36377	0.5000000	0.5028447	57.73875	67.46252
45.8960	59.46667	-0.6388950	-0.2040604	-0.0474420	0.0299700	56.50810	60.56668	58.61226	57.66073	55.08757	55.63128	57.01909	58.03284	55.69854	58.75898	64.45847	68.66455	55.83403	58.66923	63.34612	67.95339	55.81340	58.26356	64.51429	67.66085	56.53997	1.385722	13.90978	0.5167833	0.6908208	1.112376	2.130047	0.5076101	37.03462	0.7790270	72.41926	62.66320	48.78286	0.5000000	0.5002140	29.29458	8.465142	0.5016754	42.39478	0.5000597	0.5001192	0.5930464	0.5000000	0.5005596	54.19637	0.5004269	0.5485730	0.5012267	31.81225	4.628899	0.6923887	0.5000604	0.5174201	0.5060279	2.352651	71.01008	0.5000001	0.5029082	43.86731	67.06629
62.7578	67.44237	0.0302475	-0.0719183	0.0697373	0.2010611	65.41569	68.87806	67.73514	67.23485	64.60853	66.21580	69.45849	69.22230	65.63405	69.34231	71.87364	74.09290	66.94047	69.42262	70.76895	74.59886	67.58806	68.67527	71.48656	74.13771	66.16127	1.362784	13.44604	0.5169206	0.6927332	1.103794	2.107538	0.5083060	37.26463	0.7807311	72.39137	67.20103	61.30608	0.5000000	0.5002277	29.18803	8.659714	0.5018238	55.35926	0.5000596	0.5001192	0.5912448	0.5000000	0.5006351	55.52693	0.5004314	0.5489569	0.5012502	32.98193	4.848542	0.6908973	0.5000589	0.5181645	0.5064461	2.720625	73.49731	0.5000317	0.5029789	58.68796	66.93410
72.5458	66.21817	2.2560372	1.6249540	1.3265490	1.1823341	67.45754	70.90923	68.34599	68.39132	67.52701	67.33589	68.32019	69.85675	64.04464	66.86436	67.91339	72.07629	64.70142	66.86496	69.52401	73.62580	64.48319	66.51025	69.04130	72.36298	63.80019	1.353672	13.99140	0.5170388	0.6915200	1.136343	2.137897	0.5078766	38.80072	0.7897621	72.88803	64.28735	49.38556	0.5000000	0.5002255	29.51411	8.595276	0.5018286	49.14891	0.5000596	0.5001196	0.5924878	0.5000000	0.5007215	55.16190	0.5004297	0.5498888	0.5012727	32.14134	4.813006	0.6911925	0.5000619	0.5173008	0.5062529	2.575716	79.55746	0.5000479	0.5029160	48.82884	67.49488
70.8966	69.63304	2.2560372	1.9510487	1.6047923	1.4686654	70.38108	74.51441	72.17939	72.64903	71.73159	71.69144	72.88734	74.54765	66.43014	69.05295	70.34410	73.64670	66.86712	69.06752	71.60236	76.00348	67.49875	68.80990	71.25572	74.62708	68.53008	1.366235	14.09327	0.5170388	0.6915200	1.151241	2.139127	0.5085149	41.43437	0.8003232	72.88803	72.18246	57.97856	0.5000000	0.5002385	29.51411	8.608892	0.5018807	56.72158	0.5000596	0.5001209	0.5924878	0.5000000	0.5007560	56.32730	0.5004297	0.5526482	0.5012990	32.14134	5.190734	0.7029793	0.5000619	0.5191919	0.5063496	2.908290	82.87817	0.5000485	0.5029172	58.33092	73.33228
71.8885	70.08822	2.2557106	2.3433447	1.9587142	1.7506687	79.70058	82.64536	80.35023	81.92241	81.76677	81.62829	81.70832	81.83452	81.03769	84.99881	84.61827	87.95640	82.21125	84.47825	84.66877	88.17082	81.12748	83.70198	85.62918	87.02383	80.84637	1.427712	14.66005	0.5170666	0.6929573	1.176638	2.123558	0.5097427	44.97595	0.8194384	73.25329	82.17767	84.72240	0.5000000	0.5002831	29.31693	8.744473	0.5020153	92.98874	0.5000597	0.5001231	0.5912448	0.5000000	0.5008557	57.92104	0.5004314	0.5564302	0.5013882	32.98193	5.616538	0.7266351	0.5000589	0.5213062	0.5065001	3.181725	87.90198	0.5000558	0.5029969	86.26315	82.97530
79.5637	92.56594	2.3241754	2.4030865	2.1304587	1.9506025	103.26805	104.29100	101.13222	101.57760	101.72736	98.90554	95.64881	94.73363	112.37552	118.88307	118.31817	122.97461	110.28476	116.85076	119.74068	122.86999	111.57768	117.50061	121.08078	122.63567	108.63887	1.552503	15.93579	0.5170584	0.6900144	1.276295	2.151927	0.5112218	56.53858	0.8735678	74.93521	93.74756	108.34647	0.5000000	0.5003338	30.05340	8.998755	0.5022238	111.63470	0.5000615	0.5001321	0.5932369	0.5000000	0.5009070	61.56245	0.5004289	0.5604844	0.5014795	32.08005	6.166098	0.7451741	0.5000575	0.5222395	0.5065567	3.377443	91.88070	0.5000463	0.5031228	111.89433	97.77769
81.3864	133.04965	2.3565715	2.3560870	1.9905586	1.7105448	138.96776	138.71808	137.00185	138.89551	137.46720	134.53761	141.28961	145.66199	120.00618	120.01048	121.51079	123.89171	123.26423	120.83322	121.20689	123.16565	121.18140	122.14020	121.20746	123.06252	120.18546	1.647523	17.10585	0.5217372	0.7189846	1.434154	2.589654	0.5141631	68.16473	0.9687734	105.03375	119.73458	109.51541	0.5000002	0.5004175	42.32814	11.882387	0.5028014	111.41167	0.5000966	0.5001848	0.6234916	0.5000066	0.5012248	85.24232	0.5005579	0.5790266	0.5019375	36.00187	7.854576	0.8199072	0.5000575	0.5295730	0.5086181	4.306342	131.16713	0.5000596	0.5042027	116.18621	123.36997
31.8807	63.65530	-0.6302508	-0.3321551	-0.2172709	-0.1725129	54.61044	59.02644	58.39132	55.63162	50.61338	51.10029	51.83561	53.10453	71.43501	70.77881	71.28136	72.80536	72.06044	69.86077	70.49435	72.86818	71.18879	70.44409	70.51577	71.81714	68.80062	1.356325	13.02471	0.5168219	0.6899170	1.114330	2.121855	0.5078058	39.41602	0.7918662	72.47339	74.30281	73.81239	0.5000000	0.5002409	29.55489	8.567747	0.5018182	76.35017	0.5000597	0.5001192	0.5928348	0.5000000	0.5006962	55.76997	0.5004289	0.5500639	0.5012667	32.08005	4.889888	0.7001683	0.5000575	0.5134681	0.5062867	2.495123	73.55032	0.5000335	0.5029622	72.16877	73.34393
57.4813	63.44279	-0.6318805	-0.2827446	-0.0490926	-0.0197392	55.92250	60.14642	60.54715	57.23878	56.60563	57.37070	54.95367	55.61957	82.71806	83.69681	80.93805	81.45511	83.62268	82.03236	81.36586	82.38065	83.80682	82.27644	80.88112	81.35799	69.08079	1.409433	14.15790	0.5169091	0.6897292	1.136037	2.160521	0.5090073	39.72535	0.7904601	74.78197	75.96499	74.95361	0.5000000	0.5002596	29.51857	8.448226	0.5018563	69.93631	0.5000597	0.5001193	0.5930785	0.5000000	0.5008142	55.13101	0.5004243	0.5502172	0.5012793	31.29035	4.947723	0.6996043	0.5000562	0.5189978	0.5061253	2.762426	81.03661	0.5000562	0.5028362	69.00945	71.97389
62.3486	87.33388	-0.6341187	-0.2613992	-0.0510625	0.0141932	81.48976	83.26232	82.71960	81.88522	82.64013	85.30666	91.28548	93.39786	76.60884	80.01708	82.34267	84.23893	77.73421	79.72709	82.67217	84.17046	77.24682	79.28521	82.78110	84.09426	81.34402	1.436311	13.84723	0.5168862	0.6895497	1.139306	2.133282	0.5098333	46.74823	0.8248474	71.96293	75.46524	81.80484	0.5000000	0.5002950	29.41343	8.492586	0.5019209	79.46482	0.5000601	0.5001204	0.5924991	0.5000000	0.5008484	56.39161	0.5004237	0.5517123	0.5012849	32.14308	5.435547	0.7252008	0.5000575	0.5198882	0.5063388	3.124464	75.59581	0.5000589	0.5029214	85.28576	74.65527
88.2042	96.64463	-0.6388950	-0.2040604	0.0077098	0.1568331	93.97927	91.79568	88.68876	91.07172	88.98680	88.88391	82.18106	79.88053	78.14741	80.78811	83.57036	85.62747	78.81016	81.40817	84.33418	86.56873	79.27740	80.97287	83.77208	86.30111	84.97536	1.513553	14.85816	0.5169511	0.6908157	1.169256	2.139536	0.5099922	48.92069	0.8234624	73.81845	79.09190	78.72803	0.5000000	0.5003037	29.75663	8.565892	0.5019480	75.65430	0.5000610	0.5001215	0.5933701	0.5000000	0.5008841	58.18494	0.5004269	0.5511063	0.5012586	31.81225	5.512226	0.7158433	0.5000604	0.5205522	0.5062852	3.190036	82.77128	0.5000596	0.5029157	79.15850	83.82112
94.7849	98.02042	2.2560372	1.6249540	1.3265490	1.1823341	94.07810	93.72167	94.32388	93.61187	87.55996	89.95915	89.21211	88.67033	91.15154	91.86666	91.81887	91.60244	92.73423	92.54110	91.56332	91.89182	91.51229	91.41823	91.83322	91.98250	91.41608	1.472150	14.46557	0.5169756	0.6910673	1.178220	2.127117	0.5108123	52.19998	0.8458797	72.91782	88.41475	100.87961	0.5000000	0.5003178	30.47855	8.996500	0.5020638	97.84075	0.5000624	0.5001358	0.5930903	0.5000000	0.5008827	62.13186	0.5004299	0.5590175	0.5013730	32.14134	6.088443	0.7412884	0.5000619	0.5223278	0.5066547	3.436001	86.82417	0.5000593	0.5032547	96.17281	93.24837
76.7410	84.87855	2.2560372	2.1063430	1.7796262	1.6599887	79.53743	84.48592	86.07124	87.25235	89.00775	90.15935	88.55345	85.12326	91.84279	91.87675	92.55648	92.90802	90.69009	91.01911	92.71418	94.33786	89.91612	91.95410	92.54410	93.54696	87.09023	1.522688	15.63015	0.5175577	0.6931869	1.259402	2.202534	0.5115666	54.48266	0.8878222	77.16319	78.07875	87.16753	0.5000000	0.5003574	31.47615	9.663750	0.5025447	87.80305	0.5000653	0.5001480	0.5942809	0.5000000	0.5011662	65.31788	0.5004302	0.5699765	0.5018027	32.28121	6.520474	0.7861621	0.5000619	0.5257434	0.5069971	3.664376	90.64399	0.5000596	0.5034798	84.83791	85.74150
99.5202	86.45886	2.2560372	2.1206775	1.7435579	1.6508898	79.63227	84.84089	86.81687	87.47211	89.40646	90.08318	87.18671	83.85055	99.90340	101.38944	100.30865	99.09343	100.26354	98.44329	99.78520	100.75055	98.93254	99.21879	99.74548	100.11529	93.66601	1.576977	16.01650	0.5178123	0.6916317	1.299407	2.226019	0.5122321	56.96575	0.9109304	80.38288	92.85551	97.60615	0.5000000	0.5003750	32.46838	10.067718	0.5026270	92.18404	0.5000680	0.5001543	0.5964361	0.5000000	0.5012032	68.44096	0.5004320	0.5728058	0.5018633	32.30530	6.753092	0.7996019	0.5000619	0.5265160	0.5071276	3.756924	95.50356	0.5000596	0.5035379	96.69777	95.85557
97.5032	108.19068	-0.6388950	-0.2373093	-0.0801084	-0.0360170	113.95188	109.44876	115.06100	106.80319	113.92265	122.47524	113.08335	112.04149	113.28498	114.90491	116.17743	115.45132	113.28091	114.24958	114.15010	114.93673	113.52885	114.31614	114.75160	115.43955	98.79021	1.688097	18.01990	0.5199400	0.7079588	1.369760	2.441901	0.5122764	58.39318	0.9122494	88.85718	100.19434	76.66837	0.5000000	0.5003618	35.90987	10.320781	0.5022820	84.00732	0.5000795	0.5001472	0.6060871	0.5000004	0.5009598	65.28416	0.5004589	0.5581267	0.5014341	31.89585	5.819996	0.7212415	0.5000604	0.5207369	0.5070511	3.291846	99.91293	0.5000596	0.5032404	89.07287	95.22436
100.4590	88.22067	-0.6318805	-0.1711082	0.0044520	0.0266263	85.59106	83.51426	81.18109	84.49348	81.10061	84.39440	76.23946	73.54010	78.72337	78.25537	79.76865	81.52434	78.94150	78.28974	80.09247	82.45667	78.82519	78.70267	79.80838	81.91207	79.82514	1.454227	14.17388	0.5167175	0.6883752	1.151588	2.127545	0.5096046	45.69933	0.8117731	73.50459	84.47167	78.24644	0.5000000	0.5002880	29.78429	8.576248	0.5019242	71.78209	0.5000603	0.5001209	0.5932491	0.5000000	0.5008520	56.65713	0.5004243	0.5508631	0.5012920	31.29035	5.264452	0.7092490	0.5000562	0.5196299	0.5061766	3.029100	83.09286	0.5000595	0.5028414	76.55597	84.18966
100.6789	128.90694	3.0787327	2.5914297	2.2647999	2.1458509	118.24367	122.59961	123.67892	124.99912	128.75727	126.51823	123.97821	125.12907	104.22515	112.30786	116.68412	117.50477	104.05512	112.62941	117.12903	118.30782	104.66264	112.64703	116.12542	118.95032	113.89546	1.680017	17.86754	0.5210785	0.7208145	1.386344	2.554602	0.5136794	67.73377	0.9515067	101.55666	125.36648	99.34580	0.5000000	0.5004117	39.83622	11.222458	0.5027197	102.39552	0.5000846	0.5001769	0.6252803	0.5000110	0.5011862	80.82951	0.5005670	0.5757180	0.5018491	35.83308	7.511183	0.8061063	0.5000627	0.5281252	0.5081627	4.130522	119.18000	0.5000596	0.5040216	106.88352	120.53373
99.7299	85.98474	-0.6303779	-0.2444437	-0.1086001	-0.0685179	87.01744	85.28955	79.44630	82.93608	70.03432	65.97779	68.21204	68.56724	80.49734	82.52439	85.39707	90.55741	82.33691	82.22495	86.73215	89.48269	81.81348	81.19817	87.79508	90.16708	79.36929	1.452419	14.62759	0.5173224	0.6930630	1.173818	2.159614	0.5095724	46.25863	0.8205293	75.33807	79.09588	75.99743	0.5000000	0.5002948	30.53499	8.816987	0.5019481	75.69621	0.5000631	0.5001228	0.5934553	0.5000000	0.5008579	57.89294	0.5004262	0.5517997	0.5012996	32.55812	5.324777	0.7143729	0.5000576	0.5184342	0.5064396	3.042420	80.85580	0.5000587	0.5028564	82.46667	79.54424
81.7722	93.98241	-0.6234838	-0.0254641	0.1129579	0.0951495	95.36511	93.05918	89.66422	95.45951	90.61250	89.42091	90.06616	88.19341	88.86457	87.17563	88.08330	90.04051	88.61606	88.04046	88.59318	89.60839	88.56354	88.18017	88.94446	89.00844	92.03965	1.498468	14.94278	0.5170992	0.6917268	1.197092	2.137387	0.5102591	49.70228	0.8362095	74.47627	96.73942	108.04808	0.5000000	0.5003126	30.29154	8.715098	0.5020412	115.16951	0.5000619	0.5001253	0.5926446	0.5000000	0.5009269	59.91908	0.5004247	0.5536263	0.5013158	31.29215	5.702858	0.7262850	0.5000576	0.5213311	0.5063954	3.271483	90.54324	0.5000596	0.5029153	113.48597	93.51677
85.5211	70.48854	0.0377248	-0.0670796	0.0937575	0.2815716	64.14377	69.80497	70.88652	68.82030	69.20700	69.47777	67.63396	66.04539	76.93202	79.17841	77.80335	79.74097	78.43540	77.98497	76.55211	79.55734	77.74692	78.66425	78.26750	79.20520	74.78960	1.460654	14.39841	0.5170029	0.6924238	1.126285	2.150810	0.5089957	38.51669	0.7821622	73.77988	62.17320	76.22529	0.5000000	0.5002440	29.35170	8.447642	0.5017983	84.94702	0.5000596	0.5001190	0.5930464	0.5000000	0.5008132	54.47358	0.5004269	0.5485730	0.5012267	31.81225	4.770634	0.6925716	0.5000604	0.5188289	0.5060514	2.816678	74.93758	0.5000497	0.5029082	87.20314	67.19981
89.3727	93.69340	2.2821236	1.2590383	0.9087603	0.9318725	89.01747	89.15099	92.16026	90.19883	90.65139	87.38622	89.26626	93.24501	98.25236	97.66035	97.23093	96.67522	98.05188	98.19138	96.74948	96.23059	98.01750	97.82476	97.06240	96.07887	93.58964	1.494932	15.24365	0.5171379	0.6921685	1.190386	2.186039	0.5105680	51.67868	0.8452427	74.75980	97.48170	107.63056	0.5000000	0.5003214	30.04852	8.594671	0.5020671	101.11952	0.5000606	0.5001268	0.5928349	0.5000000	0.5009120	60.42454	0.5004253	0.5575761	0.5013849	31.63435	5.979178	0.7344773	0.5000572	0.5219119	0.5064333	3.363236	93.37791	0.5000596	0.5029851	101.51363	91.71952
74.4530	82.02338	2.2557106	2.2545012	1.8815449	1.6900790	78.81395	83.96108	84.02556	84.00831	84.73216	86.73328	87.14950	83.14504	92.23072	91.21714	92.26620	92.11227	92.58441	91.62953	91.06080	92.51661	92.54883	91.19832	91.20550	92.22123	84.98262	1.483092	14.96588	0.5173761	0.6938642	1.167089	2.165615	0.5107729	50.09830	0.8367454	75.22196	76.81532	92.11911	0.5000000	0.5003216	29.76475	8.884022	0.5021548	97.59273	0.5000608	0.5001307	0.5915080	0.5000000	0.5009444	60.47743	0.5004318	0.5595863	0.5014344	32.98193	6.189130	0.7352532	0.5000589	0.5225583	0.5065854	3.416228	90.74476	0.5000594	0.5031605	96.44196	78.80251
83.2384	74.70913	2.3206655	2.3997138	2.0199800	1.7962890	72.89835	81.16604	79.46531	80.43668	79.94020	80.67140	82.17410	82.66308	92.77475	92.28661	91.57367	91.36682	91.91778	93.20483	91.63642	92.09211	93.05433	92.06098	92.81454	92.78816	85.38600	1.511892	15.09157	0.5169122	0.6908208	1.248880	2.150946	0.5111425	52.28355	0.8728410	74.62577	97.28035	92.51718	0.5000000	0.5003359	30.28039	9.170402	0.5023460	94.71227	0.5000613	0.5001439	0.5933358	0.5000000	0.5010462	63.12843	0.5004269	0.5671714	0.5016865	31.81225	6.510921	0.7745597	0.5000604	0.5248213	0.5067086	3.596989	92.12682	0.5000531	0.5033418	100.92809	97.46223
53.4435	111.99159	3.0516137	2.8336101	2.2610226	1.8793980	111.72859	109.09919	113.82489	114.15215	104.15086	106.25379	108.02626	110.39001	138.99753	139.98129	139.58747	140.45444	136.98947	140.09787	139.11825	141.40439	138.50721	139.45730	141.14671	141.22726	124.96503	1.735688	19.25300	0.5200238	0.7008143	1.502165	2.519932	0.5150294	72.95031	1.0089430	97.17180	137.11540	126.74396	0.5000002	0.5004678	39.29827	12.541414	0.5031811	133.79349	0.5000958	0.5001966	0.6241946	0.5000017	0.5013950	86.79288	0.5004865	0.5899024	0.5022351	39.39520	8.800093	0.8577182	0.5000576	0.5339376	0.5101832	4.891963	132.28177	0.5000596	0.5049837	132.20229	129.94568
56.5051	97.06694	3.0482059	2.5470033	2.1088236	1.8903455	91.41917	98.36427	100.31034	99.41248	104.90814	103.41169	99.53680	99.15003	107.87858	109.44854	108.22742	110.63079	108.75534	109.79053	108.46926	109.13506	108.09488	108.37015	107.58684	108.42371	104.89753	1.604776	16.71046	0.5186448	0.6962239	1.330216	2.301353	0.5123797	59.21817	0.9123206	87.23119	113.17026	124.07086	0.5000000	0.5003763	34.09009	10.123549	0.5025898	124.03335	0.5000710	0.5001588	0.5988974	0.5000001	0.5011608	70.85238	0.5004418	0.5725920	0.5018175	32.29615	6.970006	0.7943484	0.5000604	0.5263222	0.5071242	3.822515	115.42241	0.5000596	0.5035091	125.76075	105.62718
94.8113	117.66825	2.2138360	2.2898034	1.9423588	1.7936113	111.12100	118.36657	119.59238	119.45505	122.02325	118.89337	115.65394	119.18869	111.11354	113.48347	113.42700	115.40840	111.60658	112.76600	113.38700	116.02173	111.09721	112.76904	113.66378	114.90558	109.08230	1.631768	17.75945	0.5198363	0.7111253	1.408122	2.375836	0.5133050	64.17204	0.9437915	92.98959	117.82863	97.57886	0.5000000	0.5004023	37.16574	10.781535	0.5027372	84.84499	0.5000793	0.5001686	0.6087652	0.5000022	0.5011846	76.85954	0.5005200	0.5757197	0.5019044	34.85506	7.250814	0.8056119	0.5000576	0.5268541	0.5075386	3.961702	123.06290	0.5000596	0.5037847	80.49902	117.74564
92.3672	139.57997	3.0917644	2.5327604	2.2070826	2.1345323	131.20187	135.18424	134.70391	134.00878	131.49433	134.26243	139.35181	141.57133	129.72568	126.03754	124.87970	123.16063	128.54890	126.89677	123.60366	123.25871	126.48387	125.20590	123.72279	122.78884	124.65736	1.693451	18.15364	0.5223772	0.7254491	1.430813	2.697481	0.5146715	72.68877	0.9761748	112.98811	144.85521	153.11595	0.5000001	0.5004393	42.93131	12.147747	0.5028647	150.76639	0.5000914	0.5001881	0.6371005	0.5000208	0.5012692	87.94267	0.5006014	0.5783772	0.5019063	38.22589	7.902341	0.8156738	0.5000575	0.5295211	0.5087106	4.346120	138.57310	0.5000596	0.5043917	140.23949	135.33430
42.4219	64.23750	-0.6317539	-0.0883636	0.1356243	0.2432885	65.28015	70.25809	68.84114	68.05496	62.93849	63.45451	64.09583	63.82608	65.39709	66.45348	68.24356	71.70166	63.48806	66.28656	68.61865	72.12493	64.10395	65.57146	68.76295	71.91213	63.12624	1.376791	13.85410	0.5168055	0.6889895	1.119275	2.114917	0.5084653	38.53395	0.7864633	73.75275	70.16038	51.67751	0.5000000	0.5002282	29.83748	8.648727	0.5018421	49.55649	0.5000597	0.5001193	0.5934356	0.5000000	0.5006682	55.30692	0.5004272	0.5504823	0.5012769	31.90245	4.796747	0.6973404	0.5000627	0.5191590	0.5062827	2.740803	78.66608	0.5000262	0.5029370	57.36992	71.14645
55.6123	56.68697	2.3465778	2.1757607	1.7067081	1.4172806	59.12642	62.24571	61.17922	60.45868	68.26841	66.82093	65.87399	67.32725	70.15195	68.49775	71.58895	75.80101	70.56885	70.46366	71.57978	76.30434	68.86106	69.87488	72.55712	77.47979	72.09884	1.431832	15.28622	0.5168532	0.6889895	1.179130	2.118635	0.5067677	41.30951	0.8046865	73.81054	77.13982	64.71567	0.5000000	0.5002380	29.85416	8.679151	0.5017369	65.00632	0.5000597	0.5001195	0.5934356	0.5000000	0.5006095	55.47454	0.5004272	0.5505039	0.5012773	31.90245	4.838396	0.6973404	0.5000627	0.5091398	0.5061282	2.207605	84.65549	0.5000050	0.5029370	68.35985	77.99516
68.7943	67.89347	2.2560372	1.9510487	1.5300569	1.2706623	64.30963	69.05897	67.88664	68.06861	65.03022	65.40018	67.29326	69.19771	59.91570	63.90542	66.59738	70.37253	59.35854	63.64211	67.91066	70.94024	59.10660	63.53447	68.04871	70.28128	63.57704	1.360741	13.93135	0.5170324	0.6915200	1.137329	2.137897	0.5082841	40.79222	0.7944034	72.84089	63.02906	46.70099	0.5000000	0.5002314	29.51411	8.597079	0.5018501	46.03150	0.5000596	0.5001208	0.5924878	0.5000000	0.5006831	56.40399	0.5004297	0.5526339	0.5012990	32.14134	5.185893	0.7029793	0.5000619	0.5184884	0.5063135	2.749534	79.25356	0.5000038	0.5029172	43.02914	69.55283
64.9591	73.01719	2.3465778	2.4261274	2.0343476	1.8416104	70.59069	77.45816	76.06847	76.68908	76.52614	77.36579	78.73618	78.25941	83.96202	84.99121	84.15483	84.59625	85.08942	85.03095	85.08251	86.84095	85.44573	84.18601	84.29835	86.93017	79.79803	1.462807	14.58912	0.5169073	0.6889895	1.200097	2.124280	0.5101323	47.59718	0.8287993	74.13528	93.31573	92.05028	0.5000000	0.5002839	30.04612	8.892968	0.5020627	83.52513	0.5000598	0.5001293	0.5934857	0.5000000	0.5008808	59.48835	0.5004272	0.5589231	0.5014563	31.90245	5.602767	0.7309027	0.5000627	0.5214246	0.5065028	3.213904	91.10331	0.5000464	0.5030668	81.13636	88.67922
98.8543	131.38129	-0.6388950	-0.2373093	-0.0830210	-0.0283501	136.18854	136.93559	140.52549	139.16484	134.77772	132.54092	132.92415	133.89310	133.99051	134.17906	136.30737	138.51510	135.05072	133.59097	135.54454	138.44514	135.57153	133.32753	135.54724	138.89923	127.45155	1.873760	20.62359	0.5233980	0.7286823	1.596424	2.837767	0.5165014	78.19421	1.0542747	115.32158	133.96519	137.13411	0.5000000	0.5004982	43.78896	13.589055	0.5034517	136.11314	0.5001044	0.5002076	0.6326213	0.5000032	0.5013977	92.25912	0.5005447	0.5956305	0.5023984	38.50991	9.105296	0.8847392	0.5000604	0.5338520	0.5101129	4.868338	135.54869	0.5000596	0.5049808	137.35428	130.16745
89.0455	133.80222	-0.6388950	-0.2936567	-0.1050325	-0.0375595	138.98241	141.01709	144.74391	143.75343	139.90312	137.86925	138.71867	143.44252	133.03338	132.34576	135.36475	138.14157	133.66542	132.02120	135.57400	138.44854	134.22688	132.09385	135.19073	138.66509	127.65150	1.874245	20.62359	0.5234095	0.7293659	1.596424	2.837767	0.5165394	78.23025	1.0542747	115.49911	135.39793	132.08698	0.5000000	0.5004983	43.84339	13.616767	0.5034517	141.92955	0.5001045	0.5002080	0.6326898	0.5000032	0.5013977	92.70707	0.5005460	0.5956305	0.5023984	38.50991	9.107542	0.8847392	0.5000604	0.5339097	0.5101256	4.882853	136.26730	0.5000596	0.5049808	143.60698	132.47354
99.4358	81.30629	2.2821236	1.9427806	1.7032618	1.7959089	78.94031	87.37186	85.25050	85.24709	84.40900	84.33036	85.93113	88.21834	107.71137	106.10197	102.63050	105.76371	108.01590	105.58226	105.51398	106.71649	108.57411	106.26751	104.12150	104.73617	94.40917	1.574294	16.74160	0.5176467	0.6919238	1.320051	2.229283	0.5115330	58.40500	0.9070870	82.19518	109.73904	120.83278	0.5000000	0.5003703	32.87819	9.896844	0.5024900	109.70371	0.5000673	0.5001510	0.5970831	0.5000000	0.5011371	66.13852	0.5004298	0.5707553	0.5018286	31.85658	6.578826	0.7944089	0.5000572	0.5244116	0.5068226	3.370655	105.15542	0.5000589	0.5033821	112.20432	106.93555
100.0874	119.35514	2.3206655	2.1331332	1.8156636	1.6256152	121.11838	119.10492	115.76576	115.51118	111.99113	107.81417	115.45288	118.21935	121.11239	118.75896	117.02285	115.03073	119.42127	118.19213	116.36270	115.76861	120.05126	118.46798	116.35036	115.39806	117.54744	1.662075	17.18153	0.5200227	0.7000941	1.365732	2.402244	0.5132606	64.85293	0.9396013	94.45162	124.42722	150.13837	0.5000000	0.5004010	37.02960	10.768910	0.5026695	147.19348	0.5000818	0.5001663	0.6048397	0.5000001	0.5011745	75.80954	0.5004508	0.5746061	0.5018534	32.29615	7.203245	0.7978483	0.5000604	0.5268977	0.5074831	3.925682	117.79816	0.5000596	0.5036626	138.11078	121.82976
79.1713	137.97171	-0.6341187	-0.2613992	-0.0216592	0.0510212	139.67693	136.08014	136.77513	140.47846	145.90608	146.78788	142.32200	147.80662	150.26957	151.70315	148.71376	148.00853	151.25446	150.66736	149.91435	147.32250	152.52435	150.88672	149.03479	148.17745	140.74335	1.866500	20.50804	0.5228088	0.7280758	1.575284	2.726100	0.5161440	79.40949	1.0392331	112.36834	145.29013	163.74579	0.5000000	0.5004869	42.75134	13.282102	0.5032151	173.68420	0.5001014	0.5002038	0.6281149	0.5000021	0.5013728	91.94961	0.5005287	0.5921634	0.5023095	37.22861	8.808744	0.8574710	0.5000575	0.5334632	0.5099878	4.807040	136.73776	0.5000596	0.5048982	163.02638	143.09819
90.0083	98.16048	2.2138360	2.3749885	2.1733541	1.8915073	109.79497	101.48325	100.94662	99.84749	99.16816	97.71456	96.47189	95.88602	97.37215	102.52034	106.48102	108.40147	97.44511	103.14463	103.66408	107.59600	97.69830	102.01427	103.95891	105.27525	97.03294	1.481359	15.85710	0.5170864	0.6917956	1.218761	2.152463	0.5098720	50.89903	0.8382259	74.11460	96.34318	91.56886	0.5000000	0.5002612	30.37369	8.973636	0.5019194	90.73244	0.5000631	0.5001318	0.5932204	0.5000000	0.5006475	60.99176	0.5004252	0.5547356	0.5013030	32.55812	5.741664	0.7082064	0.5000576	0.5201995	0.5066288	3.126200	96.29222	0.5000032	0.5029506	96.56520	99.86459
100.4986	143.81828	2.3610920	2.4410326	2.1607193	2.0155890	140.68973	138.30038	142.64959	141.89625	130.69746	132.82778	136.89303	136.45910	153.48232	152.00023	150.59745	150.09507	153.39126	152.60331	150.33293	150.88641	152.66926	153.23790	151.77108	150.73046	137.59244	1.797266	19.39706	0.5219079	0.7179406	1.516969	2.659410	0.5157192	76.65378	1.0288256	106.58477	142.27602	144.20602	0.5000002	0.5004842	42.75303	12.873112	0.5032982	148.87450	0.5001026	0.5002020	0.6310845	0.5000025	0.5014760	90.63038	0.5005576	0.5905388	0.5022355	39.43276	9.015765	0.8739932	0.5000562	0.5354940	0.5101462	4.970420	142.02184	0.5000596	0.5049067	151.36354	140.04469
69.5948	83.32138	-0.6388950	-0.2373093	-0.0884234	-0.0521893	82.57514	82.19077	74.45303	79.41490	71.32507	75.41091	66.57422	61.86692	84.30199	83.55501	84.66123	84.86749	83.68607	82.99247	83.60437	84.74610	82.91513	83.87102	83.81762	85.16534	80.35838	1.502821	14.82758	0.5170252	0.6909840	1.153084	2.147791	0.5092150	44.97551	0.8068843	74.50070	79.29894	88.96029	0.5000000	0.5002833	29.75719	8.500132	0.5018620	92.78714	0.5000604	0.5001200	0.5935205	0.5000000	0.5008621	55.32455	0.5004272	0.5487489	0.5012282	31.81225	4.938258	0.6978622	0.5000604	0.5189804	0.5060599	2.927630	82.24107	0.5000596	0.5029147	93.68866	79.55435
98.3462	76.93385	-0.6293371	-0.2054503	-0.0047013	0.1101712	71.19480	73.34196	74.50590	73.75334	79.85264	78.31536	73.15026	72.01019	83.02353	82.53468	82.58087	83.09133	82.82413	81.90136	82.43851	83.16437	83.51305	82.01864	82.17772	83.30020	73.22846	1.411023	13.71739	0.5170986	0.6932267	1.117635	2.123536	0.5093461	41.28357	0.7927448	72.65630	58.20997	59.04150	0.5000000	0.5002628	29.22235	8.663401	0.5018965	66.92017	0.5000596	0.5001191	0.5912448	0.5000000	0.5008215	56.53862	0.5004312	0.5492113	0.5012566	32.98193	5.139326	0.6919856	0.5000589	0.5193920	0.5064580	3.013351	69.18623	0.5000539	0.5029789	69.07101	62.06955
71.2392	81.55209	0.0261883	0.2880779	0.4504854	0.5092642	75.71389	77.98469	80.63283	81.28741	85.79318	85.32906	81.15037	79.26893	96.43816	93.17031	91.62901	88.80998	97.06938	94.67433	92.10736	88.91896	97.18723	94.13037	91.27180	89.21531	82.53705	1.457873	14.82052	0.5169871	0.6921685	1.132398	2.165110	0.5096555	45.34050	0.8057902	73.34777	70.60821	91.03759	0.5000000	0.5002899	29.53542	8.398868	0.5019062	93.54719	0.5000597	0.5001197	0.5926891	0.5000000	0.5008667	56.48248	0.5004247	0.5494955	0.5012461	31.63435	5.284552	0.7006912	0.5000572	0.5199056	0.5062318	3.094676	71.74648	0.5000596	0.5029309	92.46970	70.97668
96.2132	92.73135	0.0302475	0.6124633	0.6971779	0.7583771	87.53035	87.44500	90.21490	89.82483	80.73239	80.69371	87.05003	85.03371	92.12357	90.96426	90.93207	90.83568	92.27566	91.77970	90.83228	90.77299	92.18835	91.61074	90.80829	90.79716	89.17348	1.454185	14.16826	0.5169851	0.6921886	1.158955	2.105570	0.5101506	48.92366	0.8291960	72.45330	83.71625	85.30377	0.5000000	0.5003052	29.53121	8.780763	0.5020098	89.91665	0.5000611	0.5001218	0.5913314	0.5000000	0.5008959	59.99800	0.5004311	0.5539048	0.5013492	32.98193	5.686655	0.7300001	0.5000589	0.5213754	0.5065392	3.294602	80.30880	0.5000591	0.5029832	92.46942	83.08373
97.8513	99.48903	2.3565715	1.7046103	1.3141268	1.0864763	93.46035	92.51615	92.59220	92.31447	81.47351	85.52063	87.80176	86.44663	96.19544	96.16622	94.18714	94.35740	95.42420	95.35698	94.27867	92.94156	95.83933	95.45470	94.40571	93.78435	90.06753	1.461453	14.37483	0.5171912	0.6908783	1.177423	2.137479	0.5103521	50.80201	0.8401294	72.63469	85.02509	79.41126	0.5000000	0.5003031	30.37468	8.768577	0.5019518	90.68656	0.5000638	0.5001271	0.5934598	0.5000000	0.5008518	60.42618	0.5004247	0.5541626	0.5013024	32.14308	5.779692	0.7320467	0.5000575	0.5204825	0.5066268	3.257502	81.80746	0.5000589	0.5030354	88.97794	86.13983
51.3907	83.34556	-0.6302508	-0.3037782	-0.1740576	-0.1416560	75.38171	75.10771	76.18485	74.77763	76.68435	75.27250	78.30891	78.59371	78.51858	78.47168	80.16777	81.51084	78.01441	78.48412	80.33902	82.49774	78.43660	77.52341	80.58315	82.39076	80.33807	1.423718	13.91240	0.5170689	0.6907485	1.140270	2.158997	0.5094867	44.81311	0.8108237	74.90939	83.27370	85.49590	0.5000000	0.5002787	29.65802	8.607118	0.5018997	77.42566	0.5000597	0.5001200	0.5928656	0.5000000	0.5008169	57.26134	0.5004289	0.5506790	0.5012776	32.08005	5.236312	0.7037706	0.5000575	0.5192434	0.5063493	2.975850	84.56507	0.5000556	0.5029622	84.22608	81.99417
69.0022	81.48083	-0.6317539	-0.0925443	0.1227628	0.1335180	76.38391	77.42935	78.77839	78.18144	80.47119	78.82716	79.47955	78.23451	79.38440	81.37361	83.49892	84.46443	79.96311	81.63622	84.12430	84.91096	79.25449	81.21227	82.97393	84.65788	80.15010	1.448487	14.37546	0.5170168	0.6895576	1.140980	2.151784	0.5097625	44.43165	0.8082514	73.06832	67.06364	82.52232	0.5000000	0.5002890	29.89436	8.679506	0.5019581	83.03894	0.5000597	0.5001204	0.5933936	0.5000000	0.5008646	57.96623	0.5004272	0.5512523	0.5012875	31.90245	5.345936	0.7015722	0.5000627	0.5200667	0.5064105	3.102098	73.50761	0.5000585	0.5029378	79.53054	72.91202
59.6969	95.69079	0.0302475	0.2885995	0.4488134	0.5086683	90.85328	89.74641	91.62404	91.36094	84.41805	88.32559	88.81084	87.13949	86.50015	86.19819	88.80830	89.01440	86.57085	88.49265	88.75327	89.35385	87.68421	87.82536	88.67144	89.41473	87.73401	1.459374	14.28939	0.5170287	0.6921886	1.166574	2.112635	0.5101912	49.49777	0.8334116	72.77190	87.33028	93.82664	0.5000000	0.5003077	29.63064	8.792380	0.5020134	93.70242	0.5000615	0.5001220	0.5915077	0.5000000	0.5008972	60.26210	0.5004311	0.5545833	0.5013508	32.98193	5.748151	0.7357382	0.5000589	0.5214620	0.5065464	3.318449	84.69434	0.5000591	0.5029851	90.85075	85.36334
97.3506	93.57305	3.0516137	1.4676936	1.0791812	1.0887893	90.16920	90.14620	93.90865	93.88869	87.32780	89.14690	92.06282	92.77140	94.82900	96.59081	95.72895	96.16554	94.90124	96.13962	96.63151	95.26496	95.48027	96.32521	96.18432	95.33335	94.78052	1.496500	14.82643	0.5167366	0.6916451	1.191202	2.111543	0.5107346	52.08266	0.8469909	72.40618	98.65372	106.68685	0.5000000	0.5003230	29.99278	8.777487	0.5021326	99.84111	0.5000622	0.5001288	0.5919895	0.5000000	0.5009440	62.24059	0.5004238	0.5573776	0.5013631	31.29215	6.089119	0.7371036	0.5000576	0.5221905	0.5065588	3.410836	88.67433	0.5000596	0.5030248	97.78682	95.70802
54.4267	53.01271	-0.6293371	-0.2378621	-0.0726213	-0.0507188	48.37395	49.39765	47.56820	46.09679	45.99361	46.10794	47.54368	50.64560	47.16857	51.78660	58.40900	63.44291	47.42341	51.48459	58.06600	63.28008	48.25431	51.00301	57.78110	63.05149	58.32393	1.289380	13.29219	0.5169171	0.6927575	1.102205	2.109379	0.5056897	36.96658	0.7799167	72.15512	67.85863	69.93685	0.5000000	0.5002159	29.17390	8.659714	0.5017409	55.92700	0.5000596	0.5001191	0.5912448	0.5000000	0.5005484	55.46231	0.5004314	0.5489569	0.5012502	32.98193	4.788195	0.6908973	0.5000589	0.5098798	0.5063807	1.999231	68.86562	0.5000033	0.5029789	52.35130	67.10186
36.6677	50.85163	-0.6318805	-0.2731106	-0.0421947	-0.0075532	49.01487	51.33016	48.66665	49.02087	58.40448	57.31700	55.65017	55.71741	52.22186	57.82219	65.30793	69.22819	52.93672	59.45196	64.34964	69.91264	52.35845	58.03339	63.57753	70.08367	67.60018	1.362128	14.42031	0.5169964	0.6897749	1.149975	2.178028	0.5065060	39.07048	0.7935470	75.92924	73.71792	42.48156	0.5000000	0.5002351	29.54339	8.500511	0.5017895	44.39654	0.5000598	0.5001200	0.5930785	0.5000000	0.5006320	55.16268	0.5004243	0.5502895	0.5012808	31.29035	4.847830	0.6996043	0.5000562	0.5099447	0.5060893	2.235935	88.25764	0.5000037	0.5028362	43.72688	71.82681
50.9208	57.17775	-0.6234838	-0.0837342	0.1051489	0.0976379	52.75869	54.93843	52.62962	51.93585	53.47881	53.18002	53.88603	54.96084	48.53905	52.24983	59.82064	65.81182	48.49892	53.21167	59.38081	65.83620	48.46329	54.23004	60.18558	66.37015	59.58035	1.335802	13.88873	0.5168245	0.6931359	1.113493	2.143714	0.5062302	37.44274	0.7780959	73.57216	64.80055	49.59651	0.5000000	0.5002223	29.20662	8.401233	0.5016899	37.52254	0.5000596	0.5001194	0.5915769	0.5000000	0.5006067	53.41452	0.5004238	0.5498046	0.5012755	31.29215	4.584035	0.6895484	0.5000576	0.5092953	0.5057935	2.189582	83.78408	0.5000001	0.5028843	38.57552	67.15447
51.3082	64.36838	0.0523781	-0.0179700	0.2465718	0.4478311	57.86029	63.53280	62.66941	61.17617	58.16121	59.01879	60.83283	60.56459	62.23739	64.41045	67.88092	70.34468	62.83647	64.69485	66.42400	69.95972	62.23926	64.45926	67.18157	69.77422	64.51866	1.383376	13.77078	0.5166939	0.6884916	1.116619	2.121893	0.5076758	39.41895	0.7889861	73.17409	68.13409	54.91071	0.5000000	0.5002370	29.40245	8.466501	0.5017961	68.46667	0.5000598	0.5001197	0.5930785	0.5000000	0.5006410	55.39836	0.5004243	0.5502172	0.5012793	31.29035	4.908215	0.6997151	0.5000562	0.5145088	0.5061000	2.349681	72.99138	0.5000041	0.5028362	69.96232	68.44608
88.2802	69.79082	0.0229605	1.1848140	1.0868294	0.9804233	63.25120	67.86585	68.46551	68.46155	65.28132	66.75427	67.75139	65.83355	73.80007	74.89970	75.15657	75.81500	73.45953	74.13398	74.18602	76.52667	72.34845	74.13459	74.51507	75.70578	68.42783	1.398101	13.84168	0.5169946	0.6915200	1.125471	2.128299	0.5090154	40.84764	0.7921532	72.36740	65.21018	63.14044	0.5000000	0.5002422	29.51411	8.567296	0.5018782	64.75867	0.5000596	0.5001206	0.5924617	0.5000000	0.5007547	56.38278	0.5004297	0.5525642	0.5012980	32.14134	5.209596	0.7029793	0.5000619	0.5192080	0.5063185	2.883414	72.26732	0.5000104	0.5029172	69.99913	69.94416
77.1576	93.99954	0.0377248	-0.0670796	0.1975625	0.4043926	90.36781	90.35939	87.20361	89.83639	88.11099	90.58774	84.91575	83.24522	83.92235	86.54991	87.45018	88.76803	84.65133	85.11182	87.86461	89.15961	84.30413	86.04414	87.77812	89.62634	88.63663	1.531932	15.15941	0.5170290	0.6923478	1.195883	2.140764	0.5107443	52.27072	0.8462174	73.96897	77.70413	82.28501	0.5000000	0.5003252	29.56669	8.626643	0.5021472	82.41872	0.5000599	0.5001274	0.5930896	0.5000000	0.5009565	60.54335	0.5004269	0.5594233	0.5014279	31.81225	6.193142	0.7444009	0.5000604	0.5230026	0.5065005	3.493510	81.52958	0.5000596	0.5029715	83.36827	87.87991
97.9317	114.42985	2.2821236	1.8162469	1.6155636	1.4438351	111.96787	108.14779	108.72928	112.18566	112.45052	113.02930	106.97751	108.85802	105.05755	106.93609	109.08197	110.59488	104.63664	107.52474	108.27472	110.03307	104.54947	107.56969	109.11181	110.24824	106.16623	1.613081	17.00573	0.5186033	0.6932056	1.335949	2.272404	0.5127921	61.78694	0.9237416	87.20374	115.38781	118.78160	0.5000000	0.5003886	35.51184	10.359135	0.5026273	104.97865	0.5000754	0.5001593	0.6011602	0.5000000	0.5011764	73.57441	0.5004422	0.5726512	0.5018433	32.69891	7.052391	0.7968591	0.5000572	0.5268046	0.5074826	3.892324	110.13541	0.5000596	0.5035116	111.60280	115.63411
99.0430	138.57829	2.2560372	1.9510487	1.7510477	1.5868355	141.84303	138.68509	141.84654	135.21591	133.24741	141.26437	139.14321	144.18937	152.96638	152.92037	151.23745	150.13761	152.63933	152.33271	151.84930	150.25407	152.41358	152.75545	152.20502	150.68101	140.93719	1.900804	21.09275	0.5241987	0.7349938	1.614881	2.852239	0.5172563	82.05729	1.0717980	116.47676	141.32759	148.29688	0.5000000	0.5005282	46.51376	13.907438	0.5035505	149.03194	0.5001136	0.5002163	0.6388442	0.5000031	0.5015625	95.56964	0.5005741	0.5949407	0.5022917	39.13898	9.382195	0.8885477	0.5000619	0.5361490	0.5104554	5.122267	133.67491	0.5000596	0.5050602	151.96744	142.37350
32.3721	90.10829	-0.6234838	0.0446160	0.1016075	0.0692323	88.64998	85.68864	85.27097	86.98127	85.12947	85.75737	80.96290	80.72688	86.41928	85.43730	85.30661	87.25040	83.11884	86.03272	86.18084	87.20378	84.48842	85.75958	85.36000	86.35049	86.87724	1.491565	14.74630	0.5167316	0.6912056	1.180479	2.114595	0.5099815	48.59752	0.8314213	72.70106	88.77035	102.99063	0.5000000	0.5003093	29.73859	8.654838	0.5020365	103.59386	0.5000605	0.5001239	0.5916316	0.5000000	0.5009246	59.26811	0.5004241	0.5532572	0.5013105	31.29215	5.680428	0.7255881	0.5000576	0.5212693	0.5063801	3.259307	86.58382	0.5000596	0.5029091	101.38754	91.28071
95.4552	107.24706	-0.6303779	-0.2124906	0.0025265	0.1295878	107.14828	100.66220	101.12088	103.85834	104.37804	103.32833	109.72677	107.08835	112.29436	114.24120	113.34640	112.37604	112.68964	113.76106	113.06786	113.45094	113.16055	113.05816	112.92648	112.29265	106.87371	1.542986	16.05205	0.5184313	0.6951298	1.256671	2.262279	0.5120018	57.78281	0.8763087	84.75501	110.81004	111.50185	0.5000000	0.5003390	33.55324	9.801490	0.5021552	109.33778	0.5000741	0.5001436	0.6029265	0.5000000	0.5010220	67.68417	0.5004343	0.5586556	0.5013711	32.60143	6.310425	0.7394798	0.5000576	0.5241410	0.5072368	3.664936	103.26924	0.5000596	0.5032305	114.02382	108.09700
100.0851	158.93618	0.0509333	0.7550228	0.6670490	0.8124298	160.70253	166.20366	165.80570	162.01335	162.75782	157.29878	154.79548	168.16259	168.22867	165.65464	166.61413	166.72097	166.97680	167.39852	165.80169	166.36525	166.90198	168.11962	166.12270	166.62412	158.22652	1.981469	22.46551	0.5251731	0.7344877	1.687447	2.942859	0.5179474	90.16568	1.1037135	129.24275	167.33974	152.83713	0.5000000	0.5005631	48.65234	14.085428	0.5037548	174.68503	0.5001141	0.5002180	0.6402114	0.5000051	0.5017092	101.34608	0.5005791	0.5999690	0.5024918	39.60424	9.693524	0.9166756	0.5000576	0.5377600	0.5104948	5.247415	169.43716	0.5000596	0.5050902	184.45502	164.13962
84.4087	132.05621	2.3465778	2.4261274	2.0266670	1.8371892	132.58136	128.38230	128.31713	131.53164	130.91991	129.83058	136.67901	137.19445	121.41283	120.91863	122.72582	121.49707	122.53196	121.76990	121.58026	121.80094	122.73037	121.13298	121.69163	121.70504	116.18295	1.671396	17.91514	0.5211999	0.7168957	1.406963	2.512015	0.5140501	67.81873	0.9563748	99.83554	113.14037	115.07569	0.5000000	0.5004176	39.72865	11.426570	0.5027869	120.24732	0.5000877	0.5001752	0.6161765	0.5000022	0.5012237	81.65206	0.5005288	0.5762180	0.5019002	33.53223	7.425522	0.8041174	0.5000627	0.5277221	0.5079322	4.050426	108.46494	0.5000596	0.5038365	125.52676	119.49815
100.4016	126.77827	2.2821236	1.9427806	1.6778972	1.7497499	120.34071	120.95024	123.58497	121.35542	115.54043	115.19293	120.86584	120.47401	115.89704	116.13229	116.80424	115.71043	116.50891	114.89696	116.03502	115.63033	116.31145	116.48995	115.90245	116.36612	116.03054	1.661132	17.63268	0.5203246	0.7169483	1.416934	2.449793	0.5137542	66.25533	0.9627292	96.41007	122.13663	130.67838	0.5000000	0.5004126	39.38934	11.405316	0.5027389	127.04728	0.5000830	0.5001761	0.6168092	0.5000039	0.5012115	80.43726	0.5005585	0.5768883	0.5019157	35.74693	7.392673	0.8096965	0.5000572	0.5280219	0.5081794	4.056825	124.50768	0.5000596	0.5038902	122.64275	120.45879
83.4689	136.36527	2.2557106	2.3327686	1.9903887	1.8604177	130.82836	130.23126	134.00300	133.41196	122.30295	126.18808	126.98514	124.83721	132.57346	129.29923	125.68186	125.30756	131.11578	129.85244	126.08366	124.86389	131.66020	128.63153	126.56486	124.43583	124.07734	1.664129	17.65186	0.5214100	0.7249029	1.411837	2.546040	0.5140035	68.86810	0.9626254	101.73476	129.82286	135.79700	0.5000000	0.5004128	41.60109	11.488391	0.5027043	127.08330	0.5000889	0.5001758	0.6231568	0.5000116	0.5011797	83.18196	0.5005877	0.5763204	0.5018555	36.64148	7.629115	0.8050640	0.5000589	0.5286310	0.5081838	4.206878	131.28447	0.5000596	0.5039313	131.40335	131.01909
97.4497	131.05767	2.9649338	2.4928935	2.0901623	2.0029869	123.52182	127.16623	129.82281	129.79192	125.76660	123.69176	126.98239	128.77852	129.18943	127.34772	125.12600	123.10766	129.90517	126.35173	124.15150	122.97476	129.11249	126.95636	125.09930	122.66794	122.64270	1.652535	17.58236	0.5210412	0.7260594	1.407924	2.531693	0.5139127	68.69833	0.9577267	99.35908	131.95035	134.29506	0.5000000	0.5004120	40.64838	11.334535	0.5027025	132.74283	0.5000843	0.5001737	0.6220254	0.5000132	0.5011800	81.63297	0.5005949	0.5757189	0.5018525	36.75805	7.503878	0.8037861	0.5000589	0.5282597	0.5078731	4.119618	126.80904	0.5000596	0.5038551	138.08554	132.11873
84.6955	129.63326	2.9676866	2.2972224	2.1909516	2.2042130	121.87824	126.71663	129.72853	131.03135	135.54530	133.94762	130.05960	133.08398	119.27592	123.56601	125.06572	124.10554	119.75092	123.69573	123.63122	124.71876	121.19035	122.90119	124.70721	123.67965	121.18480	1.670114	18.05757	0.5211229	0.7216062	1.429326	2.552142	0.5140045	70.31692	0.9679183	101.24783	126.45597	135.37885	0.5000000	0.5004283	40.39058	11.401029	0.5028107	120.69189	0.5000873	0.5001775	0.6249114	0.5000114	0.5012379	82.39191	0.5005917	0.5778646	0.5019110	36.22004	7.691068	0.8156503	0.5000619	0.5287452	0.5083140	4.235621	124.21976	0.5000596	0.5040717	124.24130	127.23357
97.3052	81.84257	-0.6302508	-0.3037782	-0.1785841	-0.1425803	73.76066	73.91038	74.25455	72.83124	75.58151	75.55841	80.80854	80.25012	81.25504	78.55571	80.23186	80.86850	79.43460	79.61727	80.49261	81.93335	79.56141	78.41356	80.90685	81.94101	80.24987	1.419154	13.73653	0.5168464	0.6898504	1.130816	2.128324	0.5094436	44.60710	0.8083478	73.09579	85.08473	96.14645	0.5000000	0.5002789	29.62686	8.583352	0.5018977	83.65428	0.5000597	0.5001194	0.5928656	0.5000000	0.5008166	56.79810	0.5004289	0.5503740	0.5012712	32.08005	5.226717	0.7028803	0.5000575	0.5192263	0.5063397	2.968917	80.62471	0.5000556	0.5029630	87.95744	80.31964
68.1141	90.43699	-0.6303779	-0.1925072	-0.0256728	0.0098709	85.26349	82.61849	81.41107	82.68397	82.79837	83.82015	77.88171	77.52738	81.26205	77.98062	78.34772	82.01186	79.70902	79.02761	79.08630	81.62114	80.25668	78.44176	79.12035	81.22181	78.94116	1.422930	14.10340	0.5169256	0.6909671	1.159698	2.124575	0.5094665	45.49225	0.8204013	72.83437	90.98183	62.11930	0.5000000	0.5002908	29.72212	8.736018	0.5019193	52.07291	0.5000606	0.5001227	0.5921074	0.5000000	0.5008528	57.75808	0.5004244	0.5514953	0.5012920	32.55812	5.287444	0.7180238	0.5000576	0.5194319	0.5064040	3.021612	85.90599	0.5000589	0.5028539	61.58588	86.72522
89.7006	91.07750	-0.6341187	-0.2613992	-0.0725243	0.0068643	84.91379	84.59037	84.13873	83.84648	79.56717	83.30782	84.21656	85.00066	73.87123	77.69580	81.08394	83.67513	73.69225	77.52928	81.35016	83.38567	73.48489	77.66590	81.66253	84.05250	76.79066	1.438616	13.96842	0.5169022	0.6895497	1.157415	2.136928	0.5098161	46.49915	0.8279853	72.32475	81.08700	64.49569	0.5000000	0.5002924	29.48887	8.590892	0.5019267	69.59763	0.5000606	0.5001218	0.5924991	0.5000000	0.5008407	57.05574	0.5004237	0.5523621	0.5012945	32.14308	5.396336	0.7271770	0.5000575	0.5198006	0.5063292	3.105729	82.32906	0.5000513	0.5029299	74.46182	81.15938
66.9102	94.70547	-0.6317539	-0.0883636	0.1299072	0.1435633	91.55307	87.88218	88.18625	88.59007	87.79309	88.00161	80.21598	79.05333	81.82638	81.27166	84.41355	85.98863	81.84276	80.78420	83.21130	85.95928	81.92478	80.79671	83.41104	85.60526	83.45454	1.460034	14.51017	0.5168568	0.6888608	1.164000	2.123413	0.5099912	47.74953	0.8271921	74.03184	81.67944	70.23594	0.5000000	0.5002985	30.26892	8.771839	0.5019654	70.74805	0.5000606	0.5001237	0.5934717	0.5000000	0.5008665	59.37520	0.5004272	0.5522139	0.5012924	31.90245	5.520909	0.7169918	0.5000627	0.5201448	0.5064825	3.143889	86.22296	0.5000588	0.5029547	74.49317	85.44231
96.7103	120.86037	-0.6318805	-0.1921368	0.0161219	0.1352915	125.10058	120.77320	124.98827	117.46410	115.53255	122.23840	122.35125	126.91112	129.79993	129.94515	131.21712	134.00846	127.11202	129.19860	131.75704	135.04087	128.20985	129.44226	131.15868	133.56505	122.02576	1.818475	19.82107	0.5225283	0.7236512	1.531985	2.672817	0.5158456	73.41586	1.0276173	101.40848	119.29422	119.78008	0.5000000	0.5004807	41.45313	13.305577	0.5032613	117.46184	0.5000985	0.5002009	0.6284881	0.5000017	0.5013831	87.24963	0.5005275	0.5919741	0.5022754	38.41774	8.821630	0.8679017	0.5000562	0.5332417	0.5100914	4.786023	117.11781	0.5000596	0.5049461	111.66930	122.44946
97.5755	135.03611	-0.6302508	-0.2143374	-0.0858740	-0.0387861	140.72853	145.89522	146.06943	148.55896	146.86533	145.26156	146.50281	146.12019	124.82110	123.75414	126.17273	130.21085	123.29164	123.57984	126.20026	130.25272	125.12064	123.83052	126.74545	130.13268	125.04835	1.798876	19.62988	0.5229132	0.7285172	1.518246	2.775858	0.5154701	71.96236	1.0031655	113.37884	131.69987	125.82674	0.5000000	0.5004493	42.57909	13.128848	0.5030530	118.23616	0.5000994	0.5001945	0.6267650	0.5000015	0.5013089	89.41005	0.5005312	0.5863131	0.5021281	36.99518	8.308345	0.8422927	0.5000575	0.5315353	0.5097236	4.622058	135.75792	0.5000596	0.5048228	123.14655	132.33894
65.5416	72.82076	-0.6424277	-0.2455923	-0.0801962	-0.0498370	65.16793	66.59454	68.49496	69.51787	74.93799	75.56583	71.86499	70.50031	81.08964	81.01187	82.81836	82.21781	81.26100	81.17807	82.67067	82.71732	81.25420	81.55283	82.23413	82.41580	72.54436	1.450622	14.49715	0.5166851	0.6908072	1.108282	2.136538	0.5091794	42.95416	0.7960005	72.03288	73.07483	68.90664	0.5000000	0.5002823	29.56180	8.351201	0.5019012	69.94867	0.5000598	0.5001196	0.5926891	0.5000000	0.5008582	55.37776	0.5004247	0.5489013	0.5012386	31.63435	5.142468	0.6943983	0.5000572	0.5196190	0.5061823	3.013804	73.82304	0.5000595	0.5029302	76.78738	70.80875
72.3845	68.76160	0.0261883	0.1215558	0.3118796	0.3761027	62.83865	68.54996	68.36699	70.81169	67.40227	68.60154	69.50089	69.28025	80.61445	79.03109	77.81587	78.85591	80.33467	79.77783	77.98042	78.74289	80.97630	79.11696	78.14526	79.09060	71.08913	1.405378	14.17581	0.5169816	0.6923884	1.103177	2.159803	0.5090483	38.88561	0.7792889	73.42458	58.10414	68.33197	0.5000000	0.5002468	29.55880	8.359642	0.5018436	65.06413	0.5000597	0.5001193	0.5926891	0.5000000	0.5008442	54.08298	0.5004247	0.5488313	0.5012386	31.63435	4.791131	0.6938763	0.5000572	0.5192301	0.5061305	2.923104	62.93403	0.5000575	0.5029302	78.63651	62.29932
97.4172	94.19036	2.3241754	1.6594636	1.2976332	1.0921758	89.12663	88.85181	89.53123	89.14291	83.33925	85.63327	90.63549	88.22468	93.63892	93.22413	92.01461	91.95872	94.67341	93.08059	92.15174	91.27436	94.18353	93.56878	92.33121	91.12523	87.30522	1.443523	14.08379	0.5168253	0.6898504	1.170841	2.119947	0.5106140	50.82287	0.8407575	72.27213	89.10834	88.27271	0.5000000	0.5003181	29.68684	8.697827	0.5021342	90.52657	0.5000603	0.5001251	0.5928906	0.5000000	0.5009010	60.98186	0.5004289	0.5586191	0.5014270	32.08005	6.072111	0.7406193	0.5000575	0.5222005	0.5065298	3.391270	78.75957	0.5000591	0.5030155	86.40861	88.07604
91.3358	113.12896	2.3610920	2.3598373	2.0199303	1.8134329	109.52703	106.30181	107.23260	108.46240	110.93125	107.53093	107.55055	108.15193	109.34831	109.39572	110.18632	109.88542	108.76479	109.44745	110.35548	110.94254	109.26982	109.35822	110.50294	109.92197	108.06057	1.610159	16.85447	0.5183287	0.6910055	1.346243	2.289554	0.5128175	62.23052	0.9275013	85.78031	117.60332	117.35429	0.5000000	0.5003906	35.34127	10.463061	0.5026388	117.33366	0.5000769	0.5001624	0.6027147	0.5000000	0.5011754	73.14497	0.5004367	0.5737990	0.5018728	32.20353	7.104210	0.7997629	0.5000562	0.5268246	0.5075700	3.916032	108.52366	0.5000596	0.5037414	115.06848	114.82409
100.3290	114.69888	3.0516137	2.2264885	1.8769819	1.6267007	111.04261	109.16581	110.05788	109.20771	110.48871	108.69542	107.65478	110.12228	102.51614	105.48922	107.30530	107.98727	102.67472	105.43871	107.26467	107.36637	101.54474	105.03046	106.26568	107.54871	105.96273	1.608644	16.76789	0.5185156	0.6953280	1.345148	2.263956	0.5125525	60.97994	0.9223959	86.33521	109.61703	93.11366	0.5000000	0.5003839	34.75434	10.242399	0.5025174	94.45132	0.5000735	0.5001588	0.5992315	0.5000000	0.5011087	72.25907	0.5004346	0.5717565	0.5018210	31.50675	6.890455	0.7921514	0.5000576	0.5254706	0.5071553	3.765489	104.58218	0.5000596	0.5035661	99.85052	108.83357
100.2415	114.08882	2.2138360	2.2898034	1.8959206	1.7140270	108.94484	109.19979	109.22927	109.69646	106.21990	108.31415	104.37019	104.79509	114.77964	112.17415	110.00935	110.95431	113.80476	112.51331	111.85810	109.51644	115.20940	113.38397	111.14257	110.22970	107.34119	1.582138	16.20242	0.5185025	0.6963152	1.354337	2.264512	0.5129491	62.19184	0.9366160	86.78854	104.18278	112.86263	0.5000000	0.5003996	34.46808	10.272921	0.5027255	118.27914	0.5000744	0.5001624	0.5992823	0.5000001	0.5011843	71.59461	0.5004394	0.5746320	0.5019011	32.84258	7.154054	0.8027015	0.5000576	0.5271079	0.5071855	3.912148	103.45374	0.5000596	0.5035969	116.01533	108.46616
74.4219	86.10414	-0.6317539	-0.2494163	-0.1232584	-0.0885693	84.01665	80.17031	78.33088	80.61612	79.20961	81.20678	73.04469	70.88062	79.19891	81.30775	85.16279	86.50283	79.65757	82.99383	84.10534	86.03032	79.94749	82.98612	84.50499	85.79722	85.04684	1.466675	14.64517	0.5169097	0.6890382	1.165009	2.124049	0.5097672	47.63018	0.8250548	74.03352	83.73052	99.11487	0.5000000	0.5002980	30.12681	8.724438	0.5019717	89.19247	0.5000603	0.5001218	0.5936857	0.5000000	0.5008745	58.79871	0.5004272	0.5522494	0.5012959	31.90245	5.392161	0.7157788	0.5000627	0.5198849	0.5064228	3.137807	84.45245	0.5000591	0.5029442	92.81973	85.91675
69.5798	93.40343	-0.6317539	-0.2494163	-0.1063537	-0.0761487	93.79001	88.95281	86.56144	92.00214	89.91708	86.64551	88.79980	87.01489	81.59947	83.90695	88.84332	91.28266	81.28717	84.96414	88.60726	91.06401	81.05702	86.58327	88.53684	90.73318	89.95503	1.490539	15.23619	0.5176617	0.6911669	1.191111	2.208487	0.5101857	49.90869	0.8356013	77.12456	86.70701	76.13936	0.5000000	0.5003068	31.19423	8.922076	0.5020163	76.57291	0.5000626	0.5001258	0.5952023	0.5000000	0.5009411	60.10040	0.5004292	0.5527860	0.5013012	31.90245	5.437219	0.7171806	0.5000627	0.5206819	0.5064870	3.204249	91.50874	0.5000596	0.5029641	72.38818	87.91235
90.7236	109.84655	0.0523781	0.3203946	0.4324350	0.5249968	112.23743	108.22950	108.01635	107.49598	109.62783	106.38333	110.94010	108.14718	118.15384	118.33665	119.34687	117.91041	117.60966	117.87268	118.34445	118.49187	117.73966	118.73224	118.76640	118.33217	114.38150	1.607774	16.67940	0.5188650	0.6950168	1.333733	2.333311	0.5129036	62.37826	0.9202009	87.35406	121.32044	123.66080	0.5000000	0.5003828	34.75661	10.266483	0.5025376	114.31309	0.5000740	0.5001571	0.6017965	0.5000000	0.5011551	71.56703	0.5004319	0.5704295	0.5017374	31.31581	6.908051	0.7901592	0.5000562	0.5261620	0.5074560	3.843596	115.04492	0.5000596	0.5036331	114.75319	115.60110
98.3074	75.96433	-0.6341187	-0.2613992	-0.0572649	0.0120548	71.63644	72.56116	73.45031	72.99611	77.84959	77.75655	71.41559	68.70449	81.08280	79.54361	80.31468	81.49928	81.67913	80.69469	79.92069	81.24329	82.38072	79.92057	80.43736	81.29026	69.43195	1.385099	13.34625	0.5168198	0.6895592	1.107836	2.113781	0.5091703	41.23314	0.7893756	71.10832	69.14584	69.02915	0.5000000	0.5002712	29.23871	8.437657	0.5019068	71.67536	0.5000597	0.5001195	0.5924581	0.5000000	0.5007300	55.00186	0.5004237	0.5497327	0.5012684	32.14308	5.239729	0.6860685	0.5000575	0.5189813	0.5063064	2.980478	66.75462	0.5000296	0.5029199	67.01331	67.88506
62.3008	77.50909	-0.6303779	-0.3393457	-0.0961015	-0.0392378	76.13750	79.58040	75.51317	73.40544	101.34532	103.78582	109.74858	113.39996	78.66485	78.82990	82.18394	85.15440	76.73514	79.53272	84.28005	86.24205	77.50462	79.60738	83.30798	84.70666	81.68530	1.427805	14.49515	0.5170375	0.6921892	1.153089	2.153369	0.5093843	43.74665	0.8021197	73.72733	84.40122	71.71428	0.5000000	0.5002900	29.41502	8.623117	0.5019116	88.62521	0.5000598	0.5001196	0.5920289	0.5000000	0.5008609	56.37556	0.5004244	0.5498345	0.5012661	32.55812	5.251468	0.7056228	0.5000576	0.5194656	0.5063683	3.027018	84.26665	0.5000595	0.5028454	77.98842	76.56049
98.1019	57.74397	-0.6293371	-0.2378621	-0.0780234	-0.0623594	52.24953	54.08279	51.80423	49.27651	42.40987	41.80166	41.76087	40.84842	56.39995	62.32837	65.21260	69.21813	58.08316	60.62813	67.09325	71.87763	56.39673	61.21938	66.54667	70.52648	61.51439	1.314339	14.36503	0.5171545	0.6934538	1.124199	2.132797	0.5065671	37.50817	0.7825028	73.08506	67.58748	51.55446	0.5000000	0.5002207	29.26246	8.659714	0.5017397	48.88206	0.5000596	0.5001191	0.5912448	0.5000000	0.5006188	55.49138	0.5004312	0.5489569	0.5012502	32.98193	4.795410	0.6908973	0.5000589	0.5125423	0.5063807	2.141554	72.73344	0.5000070	0.5029789	48.31821	66.11570
78.6481	87.24586	-0.6341187	-0.3138752	-0.1065752	-0.0661957	80.01026	79.62767	79.84012	78.78983	75.64424	77.50917	87.54335	85.76465	72.47076	76.48450	79.88361	83.17672	73.02055	76.73727	79.80086	82.49646	72.44316	76.11716	80.23319	83.08274	75.17533	1.433213	14.00572	0.5168928	0.6895497	1.157982	2.135703	0.5096627	46.24110	0.8277933	72.17743	83.07293	77.49367	0.5000000	0.5002885	29.39608	8.556144	0.5019277	71.27247	0.5000602	0.5001211	0.5924991	0.5000000	0.5008199	56.95633	0.5004237	0.5522156	0.5012920	32.14308	5.371794	0.7262922	0.5000575	0.5195913	0.5063183	3.059236	80.90385	0.5000464	0.5029248	66.15169	82.63419
62.1752	82.70619	-0.6388950	-0.2936567	-0.1050325	-0.0178542	76.67113	76.58855	77.26366	77.49988	79.18087	80.67393	85.93007	86.61818	85.50551	80.88496	81.89712	83.23535	84.73216	81.87862	81.71355	82.83450	85.01476	81.80448	82.11575	82.96294	80.01232	1.495884	14.55456	0.5167889	0.6906062	1.140851	2.132811	0.5093793	44.36876	0.8037824	72.96858	84.68011	99.02181	0.5000000	0.5002820	29.37707	8.475877	0.5018603	93.67213	0.5000597	0.5001194	0.5931258	0.5000000	0.5008622	55.12088	0.5004269	0.5487679	0.5012314	31.81225	4.940492	0.6976602	0.5000604	0.5190858	0.5060623	2.924721	80.18640	0.5000596	0.5029082	90.01315	80.29398
84.7941	95.66751	-0.6317539	-0.0925443	0.0250627	0.0643737	93.25956	88.54154	88.74693	90.49146	91.85129	89.80214	84.07381	83.06338	87.87056	87.97352	88.54869	89.38920	88.88742	87.80305	87.88457	89.06670	88.18872	88.08990	88.06148	88.83741	85.98682	1.468490	14.61904	0.5169361	0.6892441	1.177874	2.130980	0.5100774	48.54725	0.8304512	74.75116	91.05096	71.61229	0.5000000	0.5003029	30.47341	8.814920	0.5019730	74.70035	0.5000612	0.5001251	0.5938902	0.5000000	0.5008804	59.49338	0.5004275	0.5524971	0.5013015	31.90245	5.444713	0.7164699	0.5000627	0.5203263	0.5064861	3.165834	88.52789	0.5000595	0.5029604	79.64294	92.21364
85.8535	97.32425	-0.6424277	-0.2127368	-0.0092390	0.1247226	95.11337	90.84696	90.52175	91.61315	90.75928	92.81832	85.09007	84.46242	87.27513	85.51626	87.51382	88.19041	87.99684	85.29241	86.49073	88.42696	87.34989	86.64681	86.61968	89.26300	87.03612	1.475494	14.96821	0.5175099	0.6921630	1.163307	2.202230	0.5097637	47.10401	0.8176703	76.12680	92.84795	66.11612	0.5000000	0.5002915	30.57250	8.545377	0.5019098	69.60579	0.5000622	0.5001234	0.5930786	0.5000000	0.5008665	57.69047	0.5004256	0.5503196	0.5012717	31.63435	5.321252	0.7059528	0.5000572	0.5199309	0.5062971	3.118196	101.33926	0.5000596	0.5029488	74.94136	86.76382
36.0090	92.40529	-0.6341187	-0.2715518	-0.1507502	-0.1264087	93.20771	93.50470	91.64932	94.45300	89.10871	89.54894	86.86805	87.56488	94.92052	97.25636	95.48548	96.03744	94.78091	95.71919	95.36693	96.60551	94.40266	95.35071	94.87035	95.78707	92.70138	1.479245	14.62096	0.5175608	0.6913439	1.200012	2.186644	0.5106910	51.52194	0.8508425	75.96892	96.35007	106.63555	0.5000000	0.5003201	30.91949	8.909391	0.5019981	114.39523	0.5000647	0.5001267	0.5939452	0.5000000	0.5009381	60.59129	0.5004253	0.5547428	0.5013552	32.14308	5.547142	0.7325805	0.5000575	0.5216148	0.5064030	3.249405	91.47193	0.5000589	0.5029552	103.22829	93.39006
78.5600	88.89876	0.0261883	0.2880779	0.4102908	0.4500922	83.68104	83.70453	84.89817	81.81137	82.89608	82.41616	88.49886	87.71433	85.59788	86.66795	88.25593	87.77774	86.12216	87.02784	87.54296	88.04418	84.85396	86.68637	87.47888	87.92905	85.36944	1.463538	14.87442	0.5169495	0.6921632	1.144539	2.155038	0.5098597	47.30013	0.8162242	72.50349	78.71588	97.73443	0.5000000	0.5002953	29.55944	8.423685	0.5019192	83.74225	0.5000597	0.5001203	0.5926891	0.5000000	0.5008679	57.08254	0.5004247	0.5506325	0.5012515	31.63435	5.417153	0.7074934	0.5000572	0.5200541	0.5062459	3.128398	72.72401	0.5000596	0.5029330	88.12802	77.41885
96.1171	101.80382	0.0509333	0.0118622	0.2599940	0.4431291	100.03097	97.39494	97.04910	98.36552	98.74437	98.00186	98.11034	99.66905	93.28387	93.69418	92.37161	95.26448	93.23728	93.87010	93.89145	94.94750	92.42820	92.93027	94.23133	94.16106	92.51906	1.502756	14.99497	0.5171986	0.6916050	1.210101	2.152072	0.5107937	52.69332	0.8513917	75.29636	96.93307	83.78269	0.5000000	0.5003247	31.08818	8.920011	0.5021361	83.34299	0.5000648	0.5001321	0.5939828	0.5000000	0.5009449	63.79602	0.5004254	0.5579069	0.5013734	31.29215	6.140935	0.7395275	0.5000576	0.5223048	0.5066892	3.437598	94.43169	0.5000596	0.5030835	89.97810	96.50327
92.4674	174.59002	2.2821236	1.9252371	1.4814144	1.3661643	171.30617	170.82924	168.51885	163.30042	163.23884	161.01588	158.93957	169.55255	153.33262	160.04528	163.04323	163.05331	153.21610	156.13496	162.47464	162.92926	153.57286	157.04407	162.14787	163.90976	160.50829	2.004524	22.32528	0.5286733	0.7627668	1.748654	3.393493	0.5191137	93.71895	1.1389915	157.49277	155.09099	154.64041	0.5000004	0.5005879	58.88258	15.970952	0.5038376	139.76894	0.5001282	0.5002500	0.6835255	0.5000492	0.5017372	111.11861	0.5007163	0.6064566	0.5026483	45.84719	10.360008	0.9318926	0.5000572	0.5395246	0.5114231	5.597521	181.42688	0.5000596	0.5058331	147.57338	163.10922
78.0652	108.30370	2.2821236	1.9427806	1.6539336	1.6763697	100.12602	104.89997	106.15210	105.43022	110.75398	109.58825	109.98353	113.49328	114.27359	111.37827	109.86341	110.00997	114.61895	111.31937	111.12948	109.46239	113.59964	111.41353	110.43667	110.04535	105.85601	1.605903	17.23626	0.5193530	0.7063345	1.318524	2.366922	0.5129713	61.97770	0.9273230	91.13595	100.23861	101.17153	0.5000000	0.5003956	36.48879	10.592675	0.5026555	99.39389	0.5000766	0.5001613	0.6052278	0.5000007	0.5011798	72.74760	0.5004828	0.5723996	0.5018400	33.21531	7.057925	0.7967901	0.5000572	0.5265787	0.5073551	3.848602	107.53291	0.5000596	0.5034603	99.86712	102.97795
131.2674	81.75391	2.3565715	1.9951985	1.4726182	1.2113066	75.96983	78.46033	79.52564	78.94291	84.71773	83.21799	75.75331	77.11774	81.54830	83.25531	83.63650	83.88646	79.72426	81.37530	82.42980	84.79101	80.95144	82.46945	82.92463	85.45443	77.34668	1.381862	13.82736	0.5172378	0.6911008	1.148865	2.159981	0.5094758	44.78530	0.7949988	73.41273	65.74036	67.88860	0.5000001	0.5002801	29.40100	8.472995	0.5019066	79.72435	0.5000597	0.5001209	0.5924581	0.5000000	0.5008042	56.16669	0.5004237	0.5509483	0.5012724	32.14308	5.448183	0.6871933	0.5000575	0.5195518	0.5063487	3.087584	73.59548	0.5000566	0.5029423	80.02994	69.04824
108.7968	97.51354	2.2557106	1.9889769	1.7940220	1.6232486	92.45623	94.27424	96.68862	96.53463	90.85878	89.87450	95.13367	95.00543	99.44455	99.29197	98.87502	99.64329	99.57674	98.07300	97.95707	98.94019	99.50257	98.30898	99.12345	98.57798	96.24570	1.551271	16.62729	0.5175743	0.6937714	1.284478	2.214100	0.5119424	57.91303	0.8955334	77.18289	93.04442	100.41129	0.5000000	0.5003654	31.52752	9.650075	0.5024639	100.52166	0.5000659	0.5001455	0.5932468	0.5000000	0.5010859	66.45146	0.5004324	0.5674268	0.5016972	33.07465	6.626010	0.7757870	0.5000589	0.5250183	0.5068978	3.668990	93.99120	0.5000595	0.5033830	98.92197	97.06116
134.2937	142.46205	2.2557106	1.9889769	1.7939851	1.6088600	147.40554	146.13555	146.64953	146.52852	147.01091	139.47467	139.57278	131.70730	144.43502	148.46932	150.61143	151.45109	146.25798	149.25957	150.18583	151.81523	146.36291	148.21883	150.32083	151.38021	144.21333	1.910197	21.00241	0.5240415	0.7339017	1.622302	2.843275	0.5172750	83.23563	1.0764059	118.80458	132.07387	124.08350	0.5000000	0.5005291	46.13670	13.684391	0.5035992	123.70572	0.5001144	0.5002074	0.6343790	0.5000013	0.5015872	96.26583	0.5005534	0.5965310	0.5024072	36.84660	9.324818	0.8957404	0.5000589	0.5361395	0.5102744	5.080938	149.00600	0.5000596	0.5049677	129.13882	142.20709
110.1417	94.24320	3.0516137	2.3320870	1.9519870	2.0788996	91.30635	97.16914	95.48290	96.23962	92.08705	93.21381	94.31244	94.42409	93.38874	96.03524	97.72733	98.17874	93.04517	93.69895	98.74926	98.38025	94.46307	95.35125	97.70097	97.50125	95.33162	1.514874	16.33056	0.5182580	0.6962814	1.314443	2.269614	0.5118194	57.08290	0.8998556	85.72088	105.81363	83.49157	0.5000000	0.5003535	33.06630	9.950603	0.5023488	83.37846	0.5000685	0.5001530	0.5967383	0.5000000	0.5010108	67.27961	0.5004337	0.5691178	0.5017891	31.50675	6.486058	0.7838600	0.5000576	0.5236107	0.5068559	3.536755	112.42547	0.5000374	0.5035070	93.35728	102.38825
110.2182	106.17983	2.2821236	1.9427806	1.6757967	1.7473972	100.84316	107.27782	108.61027	110.99954	111.65226	113.31432	111.55195	107.87114	107.51282	109.41767	110.49057	110.55018	106.81897	108.09554	111.72482	112.51495	106.16274	108.82313	110.17241	111.56477	109.48040	1.616762	17.20083	0.5191653	0.7026763	1.356594	2.361114	0.5130398	62.38424	0.9324882	90.60223	107.68963	114.22491	0.5000000	0.5003962	35.86778	10.609896	0.5026554	115.65861	0.5000752	0.5001609	0.6042688	0.5000005	0.5011790	73.04909	0.5004721	0.5729959	0.5018557	33.13401	7.055831	0.7966987	0.5000572	0.5265687	0.5073135	3.851310	116.39984	0.5000596	0.5034580	118.55801	110.45889
110.2086	112.25531	2.3465778	2.4261274	2.0622992	1.9187519	105.32681	108.99789	110.22647	111.90974	115.13392	112.88821	110.25728	111.47273	106.35499	109.47792	112.09170	113.16737	106.54329	110.48686	112.83464	112.95205	106.19871	110.01749	112.24900	113.98923	104.47262	1.645681	17.23579	0.5191402	0.7033060	1.362154	2.322228	0.5131387	63.05508	0.9340221	87.65713	107.45206	89.34180	0.5000000	0.5003956	35.16709	10.435046	0.5026500	95.04714	0.5000742	0.5001597	0.6025113	0.5000006	0.5011716	72.42375	0.5004763	0.5728626	0.5018241	32.26318	7.090098	0.7951610	0.5000627	0.5267888	0.5072016	3.876733	107.30047	0.5000596	0.5035871	93.09004	110.18627
100.8882	140.52883	2.2821236	1.9427806	1.8344191	1.9151109	155.17426	154.08728	147.82030	150.10168	143.76731	143.24068	138.94012	140.48142	150.37900	150.95064	153.39140	154.71291	147.44611	154.02042	154.06718	154.34436	150.65463	152.36711	152.98276	155.67421	142.51904	1.813381	20.28597	0.5228900	0.7245764	1.574535	2.748030	0.5159625	77.86315	1.0369529	112.36671	156.68549	140.02455	0.5000004	0.5004904	45.25261	13.278541	0.5033033	148.70679	0.5001051	0.5002045	0.6374319	0.5000077	0.5014569	92.54321	0.5006029	0.5900450	0.5022616	41.30689	8.826821	0.8677251	0.5000572	0.5335671	0.5099394	4.782943	159.70982	0.5000596	0.5047811	139.68776	146.81534
121.5056	171.50348	2.3610920	2.5306732	2.2788559	1.9720960	170.74108	167.97048	154.20285	157.53225	149.34146	157.35327	162.26255	156.19051	157.86724	158.76959	162.35077	162.87241	158.62833	159.63556	162.07440	162.97900	157.23535	159.15582	162.25769	163.58181	153.39006	1.969519	22.40702	0.5261163	0.7504705	1.703334	3.038680	0.5183032	90.56390	1.1106645	129.89766	149.75499	129.54057	0.5000000	0.5005640	50.23580	14.385720	0.5038335	125.91085	0.5001180	0.5002227	0.6478273	0.5000073	0.5017039	104.50743	0.5006337	0.6035742	0.5026175	41.65084	9.903457	0.9249505	0.5000562	0.5383060	0.5106752	5.361371	153.60313	0.5000596	0.5051869	132.24637	155.38069
135.1266	207.32938	2.2557106	2.3484175	2.1701095	1.8963921	205.05060	212.56977	205.10348	204.52377	207.15568	210.82518	214.15181	212.36064	170.37716	181.06413	182.55305	184.54556	173.05456	178.69957	181.63123	182.28898	172.77808	179.29776	182.23485	183.84057	178.90248	2.053724	23.69280	0.5282996	0.7641230	1.735106	3.295315	0.5187148	96.58541	1.1174624	150.73483	180.91327	188.19362	0.5000002	0.5005726	56.48887	14.793163	0.5038058	199.00308	0.5001232	0.5002304	0.6701757	0.5000295	0.5016745	109.98365	0.5007156	0.6034204	0.5025945	42.18184	10.006085	0.9216611	0.5000589	0.5384743	0.5109544	5.439653	175.77409	0.5000596	0.5054129	186.52226	182.26579
110.8037	174.30456	3.0516137	2.3320870	2.1368521	2.1418622	172.24252	167.56868	170.59279	171.51361	170.94755	167.33976	166.21561	168.04556	152.93310	159.20850	159.64600	160.07630	154.21410	159.46004	162.20212	161.75995	154.41637	158.99945	160.02419	162.42367	155.97784	1.944557	21.31138	0.5272573	0.7439727	1.727915	3.272942	0.5190738	90.98011	1.1227677	149.92844	170.93753	169.47754	0.5000003	0.5005632	57.43431	16.721256	0.5037805	167.60103	0.5001320	0.5002604	0.6815678	0.5000527	0.5016219	110.02055	0.5006759	0.6075504	0.5026306	48.66956	10.418912	0.9204122	0.5000576	0.5396982	0.5121773	5.695242	181.44368	0.5000596	0.5067571	160.80856	162.03511
133.6348	94.70299	2.3610920	2.4410326	2.0007070	1.7764201	87.07517	90.98010	92.99421	91.88184	97.16661	95.06452	94.52846	93.69851	108.37778	105.62095	104.38122	104.25605	108.25729	105.76347	104.92263	104.12223	106.87601	105.37963	104.33246	103.81424	102.03342	1.589903	16.36915	0.5178894	0.6901544	1.301161	2.244646	0.5123997	59.81900	0.9116392	83.52324	104.82574	121.99507	0.5000000	0.5003856	33.40979	10.114499	0.5026095	130.20384	0.5000707	0.5001547	0.5996323	0.5000000	0.5011690	69.69239	0.5004320	0.5725071	0.5018516	32.13276	6.965794	0.7980852	0.5000562	0.5264524	0.5072106	3.821326	93.63993	0.5000596	0.5036275	124.05581	99.83064
120.7423	106.56254	2.3610920	2.4410326	2.0656661	1.8251254	100.30265	101.91533	102.50290	103.35772	102.80763	103.68359	108.47075	111.30309	110.96088	106.39345	106.74957	106.20554	112.82877	107.77708	106.60373	106.43903	111.30293	107.84796	106.61327	106.28548	105.84326	1.603972	16.53563	0.5183700	0.6927124	1.310254	2.269773	0.5125768	60.38956	0.9184397	84.72484	100.98642	120.39246	0.5000000	0.5003869	34.04771	10.245874	0.5026163	117.19428	0.5000728	0.5001559	0.6005297	0.5000001	0.5011727	70.23047	0.5004420	0.5729888	0.5018588	32.17807	6.997181	0.7982662	0.5000562	0.5265777	0.5072416	3.844473	94.24152	0.5000596	0.5036362	119.77936	98.19347
134.8694	150.05850	2.2560372	1.9510487	1.7510477	1.5868355	155.26462	155.74536	157.86302	162.78330	163.42130	158.38476	152.61088	152.29599	167.58176	165.63759	167.12548	170.17528	164.12633	166.30532	167.22501	168.79842	166.24076	165.58353	167.96462	168.65385	158.65547	2.016150	23.06999	0.5263517	0.7550385	1.713144	3.039007	0.5180339	90.37361	1.1065360	130.59557	162.58694	161.85870	0.5000001	0.5005562	50.55453	14.422732	0.5036627	155.23048	0.5001197	0.5002249	0.6493461	0.5000091	0.5016629	102.77315	0.5006506	0.5996671	0.5024950	40.47996	9.671903	0.9055094	0.5000619	0.5371976	0.5106893	5.254380	167.23869	0.5000596	0.5051776	154.18576	162.52518
111.0846	186.56545	2.9130211	2.4074593	2.1047597	2.0683992	170.93341	178.96996	181.35168	182.44093	182.32235	185.42593	186.90843	184.79452	177.21420	171.86750	174.69018	170.71814	174.68289	172.14655	172.64222	174.76449	179.25631	173.50647	176.08016	175.57030	159.54353	1.979785	21.22289	0.5238147	0.7243919	1.645374	2.882039	0.5190322	93.13969	1.1328392	132.43936	192.67364	177.51132	0.5000022	0.5005674	50.75964	16.923445	0.5036800	163.05663	0.5001189	0.5002576	0.6621163	0.5000408	0.5015771	107.11616	0.5006103	0.6065112	0.5025354	45.40477	9.994160	0.9029656	0.5000576	0.5351742	0.5112077	5.138813	178.79144	0.5000596	0.5069426	182.19615	177.45297
110.5100	130.93727	-0.6318805	-0.2257610	-0.0543389	-0.0338429	136.66721	137.04785	137.88026	147.32531	152.28610	159.37936	158.68890	168.98020	141.62289	136.43335	137.41992	140.67426	139.84183	137.97527	138.85195	140.78040	140.39289	138.55802	138.55169	142.25061	135.32939	1.873422	20.33126	0.5237857	0.7318617	1.589863	2.841327	0.5161380	78.30574	1.0450348	115.39233	146.03290	157.31714	0.5000001	0.5004888	43.97533	13.566771	0.5033064	163.86491	0.5001008	0.5002055	0.6315951	0.5000032	0.5013901	92.94090	0.5005413	0.5943781	0.5023397	38.44186	8.962563	0.8741641	0.5000562	0.5336659	0.5101175	4.819130	139.86833	0.5000596	0.5049663	157.32300	142.58086
111.7380	113.84995	-0.6302508	-0.2143374	-0.0308098	0.0293537	113.62815	106.21640	109.14677	109.13360	107.97130	110.77811	104.24747	106.22465	122.73594	122.48236	124.47249	126.40472	121.49202	122.37175	124.76962	126.07310	121.65576	122.01927	124.60868	126.28052	112.70544	1.703318	18.07349	0.5206553	0.7086242	1.437649	2.543333	0.5143914	67.96884	0.9727452	97.37062	116.25056	126.25449	0.5000000	0.5004337	39.07184	12.590671	0.5029241	126.66633	0.5000945	0.5001878	0.6239867	0.5000004	0.5012934	82.54210	0.5004961	0.5847889	0.5020913	36.93002	8.205271	0.8405508	0.5000575	0.5304213	0.5096444	4.443268	114.19335	0.5000596	0.5048175	118.06334	117.70316
118.7287	130.82828	0.0229605	0.7351706	0.7075209	0.7904835	131.60538	125.13281	126.69803	124.07825	121.01848	124.59843	125.66525	125.65172	130.31162	132.43940	132.99168	136.58009	131.23084	132.07286	134.29055	135.38823	131.41084	132.44414	133.60927	136.22928	128.25060	1.779452	19.20871	0.5223034	0.7281166	1.499509	2.689387	0.5157496	72.14383	1.0115746	104.09533	130.21344	122.43028	0.5000000	0.5004608	41.36426	13.015376	0.5031921	137.52300	0.5001000	0.5002010	0.6281701	0.5000025	0.5013620	88.72258	0.5005286	0.5915905	0.5022761	38.19220	8.770692	0.8675943	0.5000619	0.5336135	0.5099702	4.789765	129.26282	0.5000596	0.5049145	130.09843	128.84790
135.0202	120.77171	2.9676866	2.2972224	2.1348424	2.1676277	114.49465	117.42905	119.45326	118.96415	117.17032	116.90001	122.74290	123.54292	108.63215	108.73604	111.12122	112.60734	106.81547	109.65121	111.82681	112.49391	106.99348	109.83821	111.48393	112.20313	106.39654	1.626166	17.04353	0.5200243	0.7129948	1.364974	2.432741	0.5132824	63.98157	0.9431570	93.23086	107.22362	98.08661	0.5000000	0.5004015	37.67112	10.882095	0.5027009	99.70521	0.5000820	0.5001681	0.6120480	0.5000035	0.5012155	77.17696	0.5005378	0.5755327	0.5018911	34.35616	7.316959	0.8043854	0.5000619	0.5276856	0.5077468	4.007189	110.16903	0.5000596	0.5037605	106.24294	111.61331
110.6689	117.46811	3.0917644	2.6014673	2.3415949	2.2564256	110.38856	116.38433	117.21759	118.77489	119.21858	121.76424	123.88083	120.87479	107.30001	110.73635	116.15755	115.13241	108.39840	111.87563	114.73983	116.21643	107.23421	111.37286	114.55957	115.76548	112.29725	1.636560	17.08449	0.5204715	0.7188590	1.368087	2.456053	0.5134860	65.35352	0.9460007	95.37017	112.87600	108.87811	0.5000000	0.5004065	37.99100	11.091627	0.5027283	87.69021	0.5000830	0.5001735	0.6165233	0.5000068	0.5012041	77.63541	0.5005621	0.5756395	0.5018721	35.95201	7.363457	0.8044540	0.5000575	0.5275822	0.5078813	4.024228	115.20653	0.5000595	0.5039029	93.94852	116.18161
121.8357	134.40849	3.0482059	2.5639742	2.2370767	2.1389801	125.78043	131.98683	134.80787	134.81824	138.48224	136.87417	137.83900	138.49118	133.55644	126.74851	126.76766	126.17482	133.23289	128.11920	125.89889	125.24856	131.35818	126.87493	126.07818	125.96326	123.54870	1.715376	18.00841	0.5215676	0.7205278	1.472827	2.608198	0.5145233	72.31809	0.9908841	106.62819	140.45230	139.97317	0.5000000	0.5004476	41.27142	12.000874	0.5029540	141.76378	0.5000888	0.5001878	0.6299338	0.5000165	0.5012907	85.86488	0.5005847	0.5808568	0.5020040	37.11802	7.964417	0.8260351	0.5000604	0.5289691	0.5087633	4.330282	127.81773	0.5000596	0.5042481	131.45279	132.07210
101.1214	157.21063	2.9676866	2.4098569	2.2807191	2.2517596	148.89694	152.82477	156.07986	157.58630	159.75380	157.38434	154.23803	158.83603	148.95629	148.63730	146.62794	144.06220	148.69938	148.40060	146.81130	142.48067	150.51834	148.60183	146.11439	143.08226	140.78642	1.770173	19.18567	0.5229102	0.7234431	1.497092	2.826454	0.5155972	76.65858	1.0074584	127.38423	128.68555	131.48288	0.5000000	0.5004622	46.12987	12.495941	0.5029593	132.11482	0.5001011	0.5001968	0.6510258	0.5000303	0.5012583	89.17034	0.5006086	0.5815555	0.5019673	38.93610	8.164941	0.8296342	0.5000619	0.5309182	0.5090651	4.509778	145.91402	0.5000596	0.5047042	132.56656	135.08102
135.5005	163.65224	3.0917644	2.7178281	2.3974603	2.2846280	151.79959	156.23085	157.72008	158.25713	161.72245	159.56540	154.06824	158.40539	135.02213	140.80446	145.20816	144.32698	134.10046	142.32183	145.60983	145.63857	135.11440	140.69077	144.59014	144.78694	140.30713	1.788025	18.87150	0.5228919	0.7240736	1.472781	2.827329	0.5156012	76.88983	0.9910147	126.22156	139.08936	133.03375	0.5000002	0.5004498	47.38520	12.847403	0.5028776	125.02587	0.5001038	0.5002040	0.6517981	0.5000370	0.5012714	91.31631	0.5006031	0.5792940	0.5019105	38.97544	8.042947	0.8158308	0.5000575	0.5304642	0.5090159	4.430667	153.91467	0.5000596	0.5051835	125.58114	142.72629
109.0977	95.03375	2.2557106	2.3327686	1.9458197	1.7989997	95.47115	99.34653	99.54480	99.83226	103.11075	104.28358	102.27143	97.78582	95.63608	98.98822	100.84462	103.55162	94.10871	96.26686	101.24495	105.77308	96.35846	98.21042	101.47260	104.94381	102.65662	1.558136	17.43460	0.5182140	0.6942629	1.339742	2.289684	0.5120412	60.90073	0.9238870	83.85955	106.27091	108.88030	0.5000000	0.5003883	33.02000	9.977118	0.5026154	113.96455	0.5000690	0.5001519	0.5951234	0.5000001	0.5011638	68.80149	0.5004369	0.5719187	0.5018249	33.11999	6.920291	0.7910267	0.5000589	0.5243317	0.5069543	3.783310	108.42029	0.5000596	0.5034145	110.32123	105.82761
121.9083	147.33670	2.2821236	1.9427806	1.6850246	1.7121271	149.41351	145.36145	145.78237	147.54397	149.33442	146.09588	149.45651	145.75631	142.16358	141.90269	141.40616	144.15210	144.00607	141.73178	141.06053	144.00833	141.89712	143.30790	141.96067	143.19395	137.64702	1.806614	20.21614	0.5248119	0.7353054	1.551285	2.914295	0.5161141	79.22054	1.0381693	123.88845	143.19714	137.81853	0.5000004	0.5004902	49.03522	13.298389	0.5032745	132.44972	0.5001068	0.5002050	0.6464891	0.5000163	0.5014728	96.08820	0.5006306	0.5894096	0.5022520	39.51277	8.677240	0.8620720	0.5000572	0.5326533	0.5097578	4.676362	150.37207	0.5000596	0.5047482	133.23735	143.07253
135.4255	169.53500	3.0917644	2.4940557	2.1624740	2.0868681	172.92755	171.71745	172.85765	166.66083	166.10911	168.90202	157.81060	157.40042	146.36146	145.80192	148.24756	147.90750	144.75506	145.39524	147.60640	147.48518	143.56123	145.73708	147.84981	148.52833	140.74269	1.812260	19.95223	0.5262809	0.7376472	1.601010	3.166281	0.5166667	81.60990	1.0480472	141.08763	132.18364	146.22661	0.5000001	0.5004841	54.02982	14.316455	0.5032290	138.42737	0.5001190	0.5002264	0.6688048	0.5000452	0.5014187	98.24483	0.5006408	0.5890714	0.5021534	42.28996	8.952025	0.8621648	0.5000575	0.5340367	0.5102142	4.883352	158.39615	0.5000596	0.5055825	139.41042	142.83661
108.8514	70.63205	2.9130211	2.4313525	2.0102504	1.8201762	77.47901	76.58122	77.46344	79.20290	82.15001	80.35605	78.71187	76.70085	84.47809	85.92329	89.74309	93.25725	85.00174	86.66825	88.54622	93.09305	85.35846	85.56193	88.98976	93.42695	86.33363	1.433490	15.60546	0.5169097	0.6917956	1.193881	2.138463	0.5086643	48.55517	0.8312724	72.74921	88.58510	93.40382	0.5000000	0.5002568	29.98715	8.865834	0.5019203	93.54505	0.5000612	0.5001326	0.5922135	0.5000000	0.5006495	58.84529	0.5004247	0.5550640	0.5013112	32.55812	5.504716	0.7043596	0.5000576	0.5126473	0.5064120	2.609853	91.00033	0.5000010	0.5030804	86.55279	91.20419
133.7541	97.56860	2.2821236	1.9534314	1.6211942	1.5111060	90.90097	95.23442	97.68569	98.23655	101.85954	100.52268	96.87164	97.49184	118.80760	114.07032	110.92000	109.31629	118.40139	113.54871	110.65526	109.72423	118.10265	112.98008	110.59840	109.18562	104.50095	1.612044	17.13095	0.5178412	0.6925189	1.321749	2.245580	0.5125909	61.10996	0.9190854	84.52355	98.02989	122.34368	0.5000000	0.5003877	33.68561	10.082466	0.5026229	123.20462	0.5000699	0.5001532	0.5990907	0.5000000	0.5011764	70.62622	0.5004364	0.5719601	0.5018417	32.60613	6.987710	0.7957847	0.5000572	0.5265323	0.5072076	3.831859	99.79887	0.5000596	0.5034094	122.96735	99.97616
123.0854	100.43100	2.3241754	2.4030865	2.0068324	1.7908198	94.36976	98.39626	100.05328	100.00215	102.65259	100.34919	100.05905	101.99599	107.74944	107.32138	107.01428	106.31274	108.79812	107.91959	107.21899	107.03273	109.53544	107.60454	107.26299	106.67469	102.04431	1.565050	16.07770	0.5184978	0.6941662	1.315640	2.308082	0.5125175	60.50772	0.9191341	86.62966	94.90505	111.63033	0.5000000	0.5003849	33.89093	10.087045	0.5026033	110.60141	0.5000725	0.5001563	0.5994866	0.5000001	0.5011618	70.58430	0.5004423	0.5716512	0.5018207	32.38827	6.929891	0.7899776	0.5000575	0.5262695	0.5072074	3.809235	103.69639	0.5000596	0.5034742	113.87645	99.91058
122.0257	143.19407	2.3465778	2.4370454	2.2455515	1.9365927	145.26977	140.66798	143.25733	138.75296	135.72937	136.77828	138.80616	136.12915	142.78363	146.22381	150.68001	151.45287	142.75091	146.03814	147.01672	153.52855	142.20861	144.73655	149.00300	153.66686	132.54863	1.854037	20.82544	0.5242555	0.7345152	1.602218	2.830137	0.5166667	80.70468	1.0607290	118.08050	126.17809	132.36420	0.5000002	0.5005133	46.98239	13.693815	0.5034626	119.78751	0.5001143	0.5002097	0.6382552	0.5000030	0.5015326	95.47328	0.5005859	0.5936927	0.5022922	39.20628	9.234407	0.8865328	0.5000627	0.5348527	0.5103300	5.009046	136.26450	0.5000596	0.5049771	109.41253	135.21785
134.6520	152.99520	2.3465778	2.4370454	2.2455515	1.9365927	155.67826	154.25927	150.34093	152.27075	157.13952	154.35417	152.85906	153.16391	156.00904	155.01977	159.08273	160.60709	155.01331	154.98958	157.20114	162.68797	154.42953	154.93788	158.05128	161.49699	149.37056	1.958493	22.84213	0.5260120	0.7510335	1.693789	2.994491	0.5178620	87.68233	1.1004397	128.33672	155.48183	151.32608	0.5000002	0.5005478	49.93063	14.211218	0.5036982	145.87448	0.5001180	0.5002207	0.6465331	0.5000063	0.5016190	102.92741	0.5006381	0.6002239	0.5025081	40.49541	9.692919	0.9101545	0.5000627	0.5375100	0.5105507	5.257513	159.00894	0.5000596	0.5051429	146.10620	152.78561
133.9553	66.60701	-0.6424277	-0.2455923	-0.0939695	-0.0842850	69.03587	71.33921	59.21257	51.72188	72.88686	73.94927	72.95059	69.28148	89.60061	81.78635	77.81619	77.63649	87.53944	81.61644	77.62156	77.87615	88.97680	82.43230	78.70717	77.91455	73.61066	1.421452	14.25416	0.5167832	0.6907097	1.117826	2.138704	0.5082219	40.81410	0.7918308	72.33485	70.54317	97.32391	0.5000000	0.5002503	29.68662	8.368807	0.5016946	91.69603	0.5000599	0.5001200	0.5926891	0.5000000	0.5006472	53.98903	0.5004247	0.5491800	0.5012455	31.63435	4.719368	0.6979946	0.5000572	0.5166745	0.5059612	2.368585	77.26175	0.5000062	0.5029328	91.51634	70.61059
107.9582	141.44471	-0.4731186	0.0660364	0.0976185	0.0450326	135.27059	127.41221	122.63142	117.21668	115.95777	112.50194	111.66339	114.82191	139.29420	138.39948	137.50837	139.62510	137.16673	138.39791	137.40678	138.31923	137.38957	138.33954	137.25545	138.62120	126.48993	1.827654	20.39510	0.5234269	0.7335793	1.573521	2.800342	0.5158024	75.45245	1.0371836	112.79169	127.27626	129.83110	0.5000000	0.5004657	43.01520	13.398383	0.5032110	117.69580	0.5001013	0.5002009	0.6297647	0.5000031	0.5012690	89.16076	0.5005375	0.5913520	0.5022544	38.19220	8.818990	0.8620540	0.5000619	0.5316906	0.5099275	4.658558	129.18269	0.5000596	0.5048844	112.41520	126.71539
107.0022	133.64105	-0.6234838	-0.0837342	0.1082134	0.0962276	140.92963	144.18620	148.48845	158.20193	161.34952	165.07681	167.61732	158.88793	126.87838	130.06207	133.70978	135.98618	124.11736	127.88649	132.98955	136.16738	127.73528	128.47524	132.83271	135.92538	130.89915	1.868531	20.75993	0.5235976	0.7278388	1.592399	2.841983	0.5167646	77.68513	1.0471731	115.79250	148.68214	141.63507	0.5000000	0.5004865	44.73895	13.718964	0.5032918	136.23975	0.5001075	0.5002112	0.6346503	0.5000040	0.5013843	94.79282	0.5005510	0.5948636	0.5023578	39.35040	9.021038	0.8693241	0.5000576	0.5339856	0.5104238	4.900881	144.01822	0.5000596	0.5050617	132.04507	142.49979
109.9358	125.95140	2.2821236	1.8487890	1.5608456	1.4219238	128.78483	125.83455	124.48655	126.74894	129.88115	126.25857	129.82065	126.82944	123.55785	124.57649	121.61472	123.61747	124.87737	122.42013	124.06516	122.97245	124.96560	124.14658	123.25193	124.51755	121.23849	1.727136	18.39338	0.5212598	0.7119738	1.444221	2.546617	0.5143109	67.96119	0.9816064	100.32490	121.85878	122.56219	0.5000000	0.5004297	40.61628	11.564294	0.5027977	113.29519	0.5000892	0.5001760	0.6135744	0.5000009	0.5012362	80.04064	0.5004919	0.5772473	0.5019374	33.19686	7.390459	0.8090460	0.5000572	0.5275511	0.5079042	3.987250	122.36187	0.5000596	0.5037463	112.83548	123.78525
123.3160	139.39039	2.3241754	2.1369898	1.8200692	1.6506070	146.64094	146.85010	153.65203	153.36163	150.87753	147.05458	148.20546	143.45667	150.98327	155.44478	157.65827	159.25481	151.22139	154.89565	158.41221	159.81582	151.44748	155.06407	158.99940	158.98635	147.00468	1.973059	22.47783	0.5251926	0.7428553	1.680123	2.981510	0.5178040	86.60345	1.0995878	124.15324	144.14307	127.67831	0.5000001	0.5005498	48.51023	14.130938	0.5037122	152.84575	0.5001174	0.5002181	0.6433746	0.5000061	0.5016223	99.33442	0.5006169	0.6005015	0.5025447	39.74289	9.657862	0.9101435	0.5000575	0.5376440	0.5104624	5.239340	156.35786	0.5000596	0.5051029	152.00616	150.46786
121.5740	130.92291	2.3565715	2.3560870	1.9464111	1.6730648	133.55740	133.39123	132.93010	132.91477	132.65726	129.23210	135.66901	135.21304	115.14856	115.96172	120.34193	121.08209	113.52339	117.81932	119.08533	121.42341	114.67410	117.71674	119.58185	121.36416	119.70159	1.664259	17.42611	0.5217963	0.7211679	1.435012	2.611022	0.5142663	68.35551	0.9703414	103.73154	127.37049	124.72143	0.5000000	0.5004159	41.42795	11.803423	0.5027863	130.80638	0.5000941	0.5001822	0.6216107	0.5000066	0.5012162	84.12095	0.5005595	0.5776740	0.5019112	35.87059	7.608059	0.8101775	0.5000575	0.5285209	0.5082362	4.148019	128.08542	0.5000596	0.5040194	120.37975	128.18216
128.5243	145.11448	2.3610920	2.4571964	2.0349537	1.8225841	152.87207	153.34875	159.31240	156.33551	152.40590	146.43744	150.42627	143.63350	157.85808	161.64984	168.60981	175.38282	159.11593	164.41186	168.75169	172.25377	158.85865	164.46549	169.90249	172.33521	152.93019	2.024485	23.40906	0.5267851	0.7557580	1.709100	3.116528	0.5183081	89.57728	1.1106359	130.92905	155.54462	137.79724	0.5000000	0.5005512	51.10486	14.593604	0.5036782	136.06822	0.5001194	0.5002280	0.6535867	0.5000124	0.5016234	103.98582	0.5006571	0.5993738	0.5024779	42.29692	9.667715	0.9041896	0.5000562	0.5368343	0.5108419	5.245738	162.78319	0.5000596	0.5052445	133.44984	162.76299
121.9908	146.22812	2.2821236	1.9427806	1.6850246	1.6383719	148.41972	144.21789	146.16676	145.69512	147.35272	145.99439	143.01689	139.83327	144.04815	147.47448	146.48041	147.63026	147.36535	147.29702	148.13192	146.94891	145.06212	148.03211	147.71747	147.07091	143.43796	1.859771	20.24976	0.5256488	0.7402400	1.617369	3.048206	0.5173295	82.02426	1.0718946	127.40153	145.99962	146.66446	0.5000001	0.5005254	50.94961	14.173522	0.5035093	150.70172	0.5001155	0.5002201	0.6568792	0.5000184	0.5015509	100.25693	0.5006594	0.5956840	0.5023822	43.80143	9.373898	0.8885917	0.5000572	0.5362143	0.5105686	5.071663	147.84991	0.5000596	0.5052460	156.93338	145.48569
135.2403	174.12364	2.2138360	2.2898034	1.8959206	1.7140270	180.57858	185.90945	181.83630	188.03307	184.05711	185.54415	189.81802	172.08573	185.43791	191.84020	193.29110	191.17567	186.06607	191.86071	192.61615	191.71349	184.73748	191.97178	191.89752	191.07915	185.57060	2.102803	24.37775	0.5289317	0.7668947	1.777911	3.363831	0.5191864	100.47831	1.1380547	156.07231	209.59230	206.00101	0.5000010	0.5005863	57.87957	14.983563	0.5038860	203.68156	0.5001249	0.5002381	0.6760647	0.5000311	0.5017555	114.21558	0.5007234	0.6065698	0.5026947	42.33161	10.167243	0.9331502	0.5000576	0.5392376	0.5111536	5.505525	199.12440	0.5000596	0.5055121	197.17635	199.65535
127.7356	76.60511	-0.6303779	-0.2444437	-0.1086001	-0.0626506	71.86317	72.83990	69.26254	68.12944	85.21722	85.63806	89.50028	91.57876	78.03495	75.02932	76.11432	79.30836	79.08884	74.99177	77.06390	79.67805	78.86780	75.27742	76.64843	79.49657	74.77985	1.414057	13.88170	0.5167735	0.6909003	1.127546	2.121032	0.5091851	43.92400	0.8057945	72.12739	79.76546	90.65722	0.5000000	0.5002861	29.49343	8.637727	0.5019116	88.87627	0.5000598	0.5001197	0.5920630	0.5000000	0.5008494	56.38962	0.5004244	0.5500262	0.5012681	32.55812	5.242994	0.7095542	0.5000576	0.5191917	0.5063683	2.954179	78.81691	0.5000587	0.5028454	89.01234	78.19786
108.0018	137.10651	-0.6303779	-0.2444437	-0.0815416	-0.0419200	143.01703	147.60783	148.40237	157.87181	158.77027	162.10806	167.27676	148.40230	135.40843	127.96223	132.70829	136.05915	133.50354	130.29222	132.58443	135.80653	134.27753	129.98661	133.49885	135.91921	128.58566	1.849049	21.00670	0.5233575	0.7332296	1.582178	2.850710	0.5160304	75.59656	1.0420780	115.02920	128.07037	122.63976	0.5000000	0.5004721	43.78601	13.333197	0.5032532	127.72319	0.5001037	0.5002035	0.6306709	0.5000027	0.5013514	89.79957	0.5005383	0.5920726	0.5022599	37.20253	8.821946	0.8652440	0.5000576	0.5332253	0.5099954	4.748978	138.01880	0.5000596	0.5049012	130.73572	132.07611
120.5561	115.18875	2.2138360	2.2898034	2.0911199	1.9340578	167.14713	91.22071	106.19420	95.00547	94.68213	109.60993	121.56488	139.81166	126.83488	127.48178	130.48546	131.94620	124.20622	130.44529	129.83825	131.16178	126.58348	127.56378	131.46022	131.94734	107.94337	1.563318	16.48860	0.5171777	0.6919285	1.255672	2.158801	0.5107956	53.80394	0.8610818	74.74144	88.57338	113.57456	0.5000000	0.5002912	30.41166	9.015392	0.5020985	104.09486	0.5000620	0.5001323	0.5926447	0.5000000	0.5007446	60.36160	0.5004257	0.5567240	0.5013857	32.57897	5.804982	0.7125049	0.5000576	0.5201216	0.5064884	3.090615	91.25713	0.5000032	0.5029191	107.39948	92.35457
134.1177	121.45000	2.3241754	2.4030865	2.1521052	2.0078834	100.60973	122.56837	115.73371	113.71678	114.12867	110.80905	107.36703	108.33708	124.51839	128.91418	131.79342	133.22121	125.79022	128.37997	132.15888	132.43919	123.96214	129.65721	132.23457	132.10985	122.72127	1.639305	17.50736	0.5183669	0.6929991	1.390695	2.283039	0.5128715	64.67994	0.9352091	85.50158	119.83040	121.02681	0.5000000	0.5003928	34.22371	10.420188	0.5026343	117.05877	0.5000760	0.5001596	0.6016523	0.5000000	0.5011666	71.39623	0.5004400	0.5723624	0.5018232	32.21888	7.028527	0.7916337	0.5000575	0.5265292	0.5074679	3.841019	119.61671	0.5000596	0.5035923	128.10869	119.41544
134.6720	162.96928	2.2821236	2.2930305	1.9993059	1.8161396	158.93560	153.29126	155.71588	150.29381	163.82596	172.21707	177.83831	164.53324	145.98846	147.68391	151.08148	153.34030	143.09875	148.72204	150.63009	153.41460	143.69033	148.29148	151.95298	150.70124	139.76952	1.795298	19.68173	0.5215504	0.7160543	1.537827	2.594694	0.5156241	78.03082	1.0256815	109.17071	153.19676	155.28398	0.5000002	0.5004900	42.49631	12.856806	0.5034778	154.46619	0.5001009	0.5001975	0.6270349	0.5000020	0.5015333	91.98373	0.5005348	0.5932611	0.5023437	38.98303	9.146144	0.8918704	0.5000572	0.5360308	0.5098856	5.050234	151.96217	0.5000596	0.5046915	144.45607	153.51112
133.0579	127.95853	2.2560372	1.6249540	1.3256650	1.2271207	129.18256	123.57009	126.02138	122.93236	118.82726	123.27257	119.30228	124.18357	130.83029	131.62489	133.28233	135.91050	131.51275	131.18517	133.02110	135.52593	130.91059	131.04074	133.52213	135.33871	130.92947	1.805053	19.72875	0.5224919	0.7261990	1.535647	2.719937	0.5162830	74.15958	1.0262628	106.19167	145.17264	138.99011	0.5000000	0.5004696	42.83647	13.523507	0.5032135	122.74094	0.5001057	0.5002102	0.6301709	0.5000018	0.5013312	92.05866	0.5005236	0.5916128	0.5022400	38.35616	8.884482	0.8605497	0.5000619	0.5333890	0.5103378	4.839325	132.17043	0.5000596	0.5049727	126.92912	138.09717
109.2321	110.67297	2.2560372	1.9510487	1.6047923	1.4610057	109.14431	106.81051	105.30229	107.61111	110.07486	109.17025	107.17995	110.56256	107.55912	107.24186	107.57995	108.53342	107.76871	108.21647	107.74136	107.65483	108.26567	107.09644	108.38093	107.66052	105.05053	1.604140	16.60169	0.5183658	0.6928992	1.343587	2.262574	0.5127481	61.53376	0.9319783	82.76458	114.46701	91.87112	0.5000000	0.5003960	34.03831	10.302395	0.5026770	94.54768	0.5000725	0.5001589	0.5989054	0.5000000	0.5012103	72.03942	0.5004337	0.5737885	0.5018757	32.32856	7.070828	0.8008649	0.5000619	0.5272017	0.5073389	3.907332	102.17812	0.5000596	0.5035676	101.79595	112.30347
124.2101	131.87276	2.3610920	2.0843803	1.8744225	1.7140749	132.08907	125.42298	128.07645	125.30902	122.38412	121.16430	117.34821	122.24854	128.79879	128.56679	131.26480	135.13167	128.64229	129.14758	131.29235	133.93423	128.71004	129.12924	131.56046	133.69330	128.56783	1.804657	19.40717	0.5228419	0.7185113	1.521656	2.708193	0.5162992	76.19791	1.0291945	107.95124	126.97265	130.53625	0.5000000	0.5004936	44.45239	13.421681	0.5033383	126.09639	0.5001073	0.5002059	0.6334180	0.5000015	0.5014814	92.14956	0.5005309	0.5909977	0.5022296	39.28384	9.106623	0.8749709	0.5000562	0.5352964	0.5103619	4.968353	124.91254	0.5000596	0.5049843	124.65837	129.46570
121.4045	148.82383	2.2821236	1.9984067	1.8075173	1.6060980	148.76494	139.26555	144.24952	138.95609	137.43718	139.01702	139.12423	140.83514	141.95440	141.32061	143.22093	145.59941	141.78899	142.67010	143.79619	144.63481	141.37289	142.77589	143.93186	144.64853	136.36450	1.866130	20.50422	0.5244466	0.7348009	1.607585	2.868233	0.5170769	81.34885	1.0699337	121.74234	130.11848	131.59988	0.5000000	0.5005291	47.87466	13.838623	0.5035793	134.30354	0.5001144	0.5002121	0.6388530	0.5000027	0.5015724	97.49662	0.5005776	0.5961770	0.5023742	39.40378	9.429665	0.8967143	0.5000572	0.5365198	0.5104284	5.140867	134.53712	0.5000596	0.5049851	135.24960	140.06158
132.5272	135.53132	2.3241754	2.4030865	2.0068324	1.8564817	133.61147	127.34607	128.80804	129.88113	135.05976	133.53772	140.00340	137.64005	142.47240	141.99975	139.56769	138.40599	141.07178	141.16333	141.14331	140.02139	143.08142	141.36423	140.69838	139.77701	132.85052	1.759209	19.15512	0.5229494	0.7219378	1.519597	2.695107	0.5159922	77.49697	1.0292044	112.89291	138.72702	151.24144	0.5000000	0.5004973	45.00627	13.418848	0.5034869	153.62103	0.5001117	0.5002074	0.6383247	0.5000038	0.5015435	94.58282	0.5005973	0.5956362	0.5024281	39.70089	9.347402	0.8982243	0.5000575	0.5369020	0.5104309	5.149295	131.39149	0.5000596	0.5050359	152.20483	136.91797
107.7970	106.18856	2.2557106	1.2388225	1.0868738	0.9331052	104.34189	101.97743	101.80803	104.17195	104.51623	102.25333	103.69385	106.11271	108.51101	107.06132	106.12218	104.52905	109.07518	106.60679	105.28878	103.93557	109.24804	106.24172	104.97931	104.46542	101.41409	1.530905	15.37465	0.5178995	0.6938041	1.252650	2.204868	0.5117683	57.09660	0.8845623	79.07388	102.85472	105.86091	0.5000000	0.5003561	31.91153	9.282059	0.5023624	100.86573	0.5000681	0.5001416	0.5939621	0.5000000	0.5010895	65.91276	0.5004324	0.5653945	0.5015840	32.98193	6.574042	0.7700246	0.5000589	0.5249938	0.5069515	3.684763	102.25167	0.5000596	0.5033420	103.13412	103.39163
109.3621	108.98544	2.2560372	1.9510487	1.5859858	1.4796786	106.61741	105.82010	104.03391	106.00992	105.20297	105.61438	97.54157	97.33563	102.78968	103.43201	104.96028	105.86118	104.41194	104.64549	104.60505	104.72090	103.70718	104.58999	105.13219	105.26656	105.31131	1.594723	16.51701	0.5182494	0.6917624	1.343067	2.246221	0.5128106	61.83881	0.9319710	83.18579	113.99806	104.96772	0.5000000	0.5003978	34.29878	10.288869	0.5026851	101.27145	0.5000725	0.5001594	0.5992028	0.5000000	0.5012134	71.79736	0.5004366	0.5742143	0.5018858	32.61924	7.115432	0.8019987	0.5000619	0.5273188	0.5073194	3.920983	104.94675	0.5000596	0.5035751	111.52551	111.49857
134.3200	123.28438	2.2821236	1.8487890	1.6236179	1.4417759	124.35701	120.02157	119.53666	123.86643	124.43397	121.64621	129.40295	130.18289	117.24520	114.65076	115.89892	117.42658	117.66752	115.82373	116.37074	117.78783	118.54471	117.17961	115.88864	116.86288	116.61002	1.630525	17.02432	0.5203127	0.7009747	1.363654	2.438177	0.5134640	65.20816	0.9483324	99.09024	121.98386	97.61017	0.5000000	0.5004078	38.93913	11.192859	0.5027153	103.89556	0.5000861	0.5001723	0.6100706	0.5000001	0.5011947	79.15158	0.5004644	0.5760689	0.5019009	32.77076	7.395068	0.8068187	0.5000572	0.5273367	0.5080182	3.999522	129.58073	0.5000596	0.5038004	107.41383	122.09844
105.0078	126.31357	2.3206655	1.6547986	1.3177604	1.2559093	126.76654	117.36683	121.70025	122.95232	123.94721	121.06318	118.68755	117.86017	132.31538	133.14306	132.92927	135.26655	134.25851	133.64712	133.07713	135.84739	133.34181	132.80094	133.78320	135.40515	126.25870	1.812973	20.01900	0.5216839	0.7139851	1.528835	2.632713	0.5160170	74.44035	1.0229710	102.59975	130.84441	111.00101	0.5000000	0.5004804	41.63726	13.218294	0.5032518	123.04382	0.5001036	0.5002043	0.6288114	0.5000014	0.5014089	90.23878	0.5005146	0.5909934	0.5022389	38.48877	8.790610	0.8629214	0.5000604	0.5335495	0.5102007	4.830191	133.75728	0.5000596	0.5049369	118.08412	132.38828
101.6300	118.63473	2.3610920	2.3598373	1.9729294	1.7863778	116.58677	112.50273	112.33148	114.52328	117.55516	116.39968	123.47540	126.22068	113.99873	114.70865	113.46792	114.51339	113.94305	113.11574	114.58884	115.04699	113.53906	114.11151	114.82363	114.41467	112.93665	1.626751	17.05182	0.5191664	0.6935130	1.359761	2.347844	0.5131064	63.49728	0.9346052	90.36646	122.62827	122.19177	0.5000000	0.5003957	37.04951	10.763438	0.5026653	115.94310	0.5000820	0.5001676	0.6063896	0.5000002	0.5011817	75.33327	0.5004451	0.5751069	0.5018854	32.22518	7.290085	0.8031158	0.5000562	0.5275271	0.5078577	4.029644	112.57970	0.5000596	0.5039014	116.29159	117.93696
101.7119	139.30370	2.3565715	2.0800708	1.7899680	1.5137432	143.53330	140.34462	142.13022	136.33615	135.40615	134.97777	143.28653	139.43462	145.89604	147.87208	149.48919	150.52018	145.63886	147.35662	149.52147	151.23734	146.80748	147.67337	149.31877	151.08932	139.95520	1.946719	21.91061	0.5241525	0.7326820	1.653353	2.847287	0.5175580	84.61622	1.0892107	119.00043	133.43033	141.56778	0.5000000	0.5005448	47.04859	13.836612	0.5037027	136.34943	0.5001135	0.5002145	0.6346987	0.5000022	0.5016387	96.47948	0.5005571	0.5982123	0.5024167	37.79091	9.456737	0.9030330	0.5000575	0.5366502	0.5103601	5.122225	140.26689	0.5000596	0.5049390	136.74837	139.69475
102.9176	151.79606	2.3206655	2.3997138	2.0484910	1.8954634	154.90017	151.22070	153.98992	149.50988	150.93739	154.71957	145.95541	145.46059	139.31273	143.70404	147.40071	146.09910	141.20080	145.17983	145.86934	147.41788	140.33594	144.14549	146.24060	147.57781	141.65327	1.869126	20.92674	0.5258242	0.7383459	1.629741	3.071327	0.5173635	81.21937	1.0689017	128.95134	133.00540	143.34018	0.5000001	0.5005153	50.67533	14.214896	0.5034634	142.58534	0.5001153	0.5002221	0.6615942	0.5000249	0.5015445	97.90009	0.5006505	0.5951136	0.5023896	43.57667	9.314431	0.8863168	0.5000604	0.5358657	0.5107220	5.058574	133.78534	0.5000596	0.5051365	147.86635	137.14577
118.6281	134.16619	-0.6234838	0.0162824	0.0629796	0.0383215	136.98789	138.24664	140.15030	136.38803	133.18176	130.29229	129.79191	136.63058	126.99091	130.41201	135.37938	135.70268	128.18622	131.22526	133.91532	135.24755	127.31531	131.81318	133.40050	135.30789	130.45078	1.856596	20.72553	0.5235505	0.7293320	1.581613	2.828420	0.5160024	76.46466	1.0401235	114.18501	128.22818	124.25790	0.5000000	0.5004765	44.02666	13.511985	0.5032523	133.01559	0.5001049	0.5002074	0.6336254	0.5000036	0.5013465	92.04713	0.5005516	0.5943095	0.5023468	39.35040	8.955298	0.8676750	0.5000576	0.5319451	0.5103870	4.758040	137.92513	0.5000596	0.5050570	134.09410	132.56584
116.0749	142.65326	-0.6303779	-0.2985950	-0.1075144	-0.0498949	147.78443	152.76851	152.31603	158.30142	157.84618	156.10028	158.92313	146.14806	142.97463	138.35303	139.89133	142.51969	143.33389	140.89709	140.40531	141.52866	142.79235	140.83624	141.06623	141.80748	132.04376	1.870064	21.18452	0.5234371	0.7332296	1.595160	2.863117	0.5161858	77.91996	1.0532502	117.26004	134.61050	159.56578	0.5000000	0.5004842	44.24678	13.339337	0.5033376	159.46906	0.5001037	0.5002047	0.6310061	0.5000028	0.5014141	91.48706	0.5005392	0.5943494	0.5023419	37.20253	8.958163	0.8756419	0.5000576	0.5339707	0.5099954	4.823654	143.07431	0.5000596	0.5049578	159.04999	138.05444
135.4961	140.75602	3.0917644	2.6014673	2.2698364	2.2279819	131.59934	135.05177	135.67896	135.08413	128.09883	128.87983	139.14709	136.12602	126.22770	126.58390	127.66910	125.92479	126.82705	127.47412	125.81221	125.39363	126.10215	127.80684	126.30838	125.26980	127.34261	1.698697	18.18693	0.5221372	0.7240736	1.446219	2.677239	0.5148457	73.29573	0.9802491	111.25036	142.85185	137.39697	0.5000001	0.5004411	42.70261	12.125038	0.5028655	139.77034	0.5000913	0.5001888	0.6366600	0.5000201	0.5012714	87.98614	0.5006014	0.5786893	0.5019099	38.22589	7.916480	0.8156738	0.5000575	0.5301650	0.5087011	4.354621	135.41910	0.5000596	0.5043823	131.45598	137.16696
110.7809	154.38890	3.0917644	2.5327604	2.2070826	2.1267265	149.69470	149.65734	148.40293	150.74345	153.36747	151.81968	146.56029	148.15417	143.42267	141.44316	138.39003	135.78869	145.09121	143.13054	139.13828	135.20856	143.93732	142.65090	139.92279	136.18228	134.31558	1.756603	19.28284	0.5233026	0.7246669	1.456832	2.794228	0.5152125	75.05815	0.9876779	123.05311	140.81660	149.78291	0.5000001	0.5004447	46.87781	12.562962	0.5028778	156.38762	0.5000992	0.5001964	0.6461551	0.5000260	0.5012709	91.13216	0.5006049	0.5791658	0.5019109	38.60468	8.035651	0.8162546	0.5000575	0.5304896	0.5089763	4.438043	152.79219	0.5000596	0.5045779	147.62483	144.00449
132.9818	160.16112	-0.6424277	-0.2127368	0.0083537	0.1348495	156.05282	161.92310	165.86853	162.45446	166.24981	168.78499	169.03823	168.64633	171.61677	167.56318	162.64278	160.69618	172.82537	167.16274	162.65477	160.97119	172.10433	168.48453	162.26606	160.90505	149.94112	1.926103	21.28364	0.5235506	0.7289262	1.631462	2.826924	0.5169210	85.52343	1.0603418	121.61835	165.76852	175.70688	0.5000000	0.5005100	45.14248	13.686553	0.5034454	166.14223	0.5001057	0.5002089	0.6294346	0.5000026	0.5014836	98.21329	0.5005299	0.5944915	0.5023619	37.70836	9.106561	0.8772736	0.5000572	0.5345731	0.5102127	4.946082	166.74306	0.5000596	0.5049461	193.71622	164.68993
118.9415	110.57961	2.3565715	1.6837007	1.2950290	1.0754830	107.80907	104.77050	103.57158	106.85068	112.04142	108.88445	113.46955	117.07525	116.89584	116.65451	114.39403	115.10721	116.72338	115.03708	115.40577	113.92479	116.26067	116.21638	116.06201	113.74748	106.80726	1.570585	15.98372	0.5186841	0.6925890	1.286720	2.306481	0.5125827	60.32621	0.9069238	83.42097	111.96156	105.59972	0.5000000	0.5003763	34.70831	10.568574	0.5024768	112.47340	0.5000802	0.5001608	0.6059605	0.5000001	0.5011481	72.13550	0.5004420	0.5703713	0.5017244	33.54208	7.187042	0.7958580	0.5000575	0.5270962	0.5081775	4.004757	102.94547	0.5000596	0.5039346	113.39928	108.93047
108.8912	114.40408	3.0516137	1.8837818	1.7127382	1.4833687	112.54656	108.88772	109.79500	110.56521	113.76900	114.70738	118.69741	118.88042	138.11627	135.79247	130.78026	130.43840	138.36256	134.75490	133.72898	131.79106	138.29882	135.32972	131.86021	132.47439	120.84827	1.740730	18.51420	0.5200826	0.6978322	1.466875	2.523688	0.5151852	72.92432	1.0048503	96.84570	140.67303	146.17099	0.5000000	0.5004691	39.16954	12.612433	0.5032024	153.64201	0.5000949	0.5001964	0.6228461	0.5000011	0.5014008	88.24827	0.5004623	0.5895898	0.5022351	39.12563	8.717961	0.8582672	0.5000576	0.5335674	0.5098960	4.820236	117.79076	0.5000596	0.5048849	139.96815	127.70038
110.1105	125.97785	2.3465778	2.4540311	2.0712053	1.8956917	124.01384	119.21915	120.94423	123.31061	127.70630	125.51105	131.11505	133.74969	113.63390	115.82508	117.95853	117.73952	114.69975	115.04980	116.16074	117.90773	114.41568	117.16598	116.70029	116.96615	113.86238	1.626821	17.14719	0.5202109	0.7032355	1.358861	2.407828	0.5135483	64.63078	0.9367313	94.89689	108.52976	107.16076	0.5000000	0.5004008	38.38479	10.977183	0.5026739	106.69664	0.5000855	0.5001718	0.6090381	0.5000005	0.5011728	77.13789	0.5004783	0.5743361	0.5018336	32.32330	7.374573	0.7989278	0.5000627	0.5277530	0.5079052	4.062690	108.43091	0.5000596	0.5038133	106.23077	115.32315
135.0352	145.34876	2.3241754	2.4139169	2.0463807	1.8406897	149.22123	145.77076	149.53438	144.73663	144.69782	142.92241	152.31069	156.36010	151.40802	152.09977	153.12002	153.36743	152.44893	153.37275	153.48088	153.28116	152.02024	153.33539	153.39345	153.72616	142.92262	1.958641	22.06332	0.5251840	0.7469071	1.662258	2.953964	0.5177194	85.59197	1.0924995	121.05562	139.08417	137.82358	0.5000000	0.5005487	48.43073	14.040355	0.5037134	139.00879	0.5001175	0.5002171	0.6431183	0.5000052	0.5016218	98.36065	0.5006390	0.6003520	0.5025451	39.87931	9.643641	0.9102119	0.5000575	0.5376559	0.5104845	5.237866	131.65573	0.5000596	0.5051042	136.83057	142.36615
134.8451	140.65113	2.2138360	2.2898034	1.9083311	1.7361492	141.98855	135.66697	138.30175	136.45190	137.00416	136.90884	132.73947	132.30339	132.25756	132.78771	136.38073	136.74744	133.23047	134.40841	135.87766	136.50458	132.51247	133.50895	135.42515	136.49651	127.58179	1.775729	19.20239	0.5242053	0.7318668	1.509375	2.829681	0.5158169	74.29365	1.0070816	118.52872	121.32047	121.79651	0.5000000	0.5004604	46.88080	13.058447	0.5030552	129.72137	0.5001096	0.5002019	0.6410540	0.5000061	0.5012685	91.56316	0.5006233	0.5851684	0.5020667	39.98095	8.349389	0.8400587	0.5000576	0.5315721	0.5095084	4.605488	131.46870	0.5000596	0.5045952	128.53622	131.44792
134.8286	153.63827	2.3241754	2.4030865	1.9829400	1.8103387	158.46022	157.30503	159.42670	158.72603	159.91143	155.08916	153.33395	147.36096	155.33871	156.73585	157.11383	157.82876	155.85243	156.40054	157.40545	157.76289	156.32226	156.09824	157.78349	157.69836	150.23508	1.973878	22.15459	0.5265592	0.7577969	1.682303	3.071127	0.5180785	87.40224	1.1035334	129.14436	149.06619	143.82692	0.5000000	0.5005609	51.88428	14.374961	0.5037722	153.37920	0.5001194	0.5002246	0.6557743	0.5000159	0.5016568	101.20924	0.5006856	0.6026039	0.5025910	42.14595	9.858828	0.9215444	0.5000575	0.5383763	0.5107427	5.350398	141.99370	0.5000596	0.5052334	150.50836	148.19060
135.3420	167.88718	2.2557106	2.3327686	1.9903887	1.8604177	169.34329	164.14774	166.12894	163.81565	161.86218	163.90142	158.35685	163.34547	151.75813	154.95849	155.64580	156.82443	151.96253	153.25823	154.20031	157.83219	152.91345	152.84246	155.37440	156.83386	146.56657	1.912345	21.24016	0.5275859	0.7528942	1.673504	3.291484	0.5181240	86.36496	1.0989995	146.95847	137.14014	131.20967	0.5000001	0.5005406	57.01987	15.180094	0.5036224	134.94444	0.5001273	0.5002373	0.6802840	0.5000417	0.5015912	103.83824	0.5007011	0.5998529	0.5024783	43.51809	9.748420	0.9074762	0.5000589	0.5376354	0.5110692	5.305217	154.05881	0.5000596	0.5054606	135.77831	144.43346
102.7253	106.14695	-0.6234838	-0.0837342	0.0928464	0.0873819	112.20085	110.18540	110.59101	100.44320	107.81508	115.34004	106.86571	101.39854	117.93127	116.07406	115.47572	115.29424	117.08947	115.94013	115.22722	114.89535	118.21354	116.51958	116.46730	115.67122	105.58045	1.616125	16.49134	0.5191595	0.7022400	1.303498	2.344307	0.5126377	59.09937	0.9046903	84.33191	101.15017	125.22813	0.5000000	0.5003682	33.71382	9.884893	0.5023033	123.58165	0.5000728	0.5001433	0.6004389	0.5000003	0.5010122	66.58220	0.5004420	0.5600352	0.5014270	31.29215	6.276907	0.7399365	0.5000576	0.5229664	0.5067061	3.461394	97.32196	0.5000596	0.5029936	120.18282	100.23871
132.4552	111.78178	0.0509333	0.7550228	0.6670490	0.7736658	112.50944	109.27116	108.76709	110.93318	111.48229	110.08284	115.06084	113.76509	114.21484	111.76493	111.77958	111.33613	112.70046	111.87846	112.97435	111.59426	112.50766	111.98822	112.05826	111.51540	108.84840	1.609638	16.29260	0.5183904	0.6943637	1.308691	2.307227	0.5126098	61.38840	0.9142528	86.64605	119.57555	131.90253	0.5000000	0.5003731	34.69973	10.397169	0.5024376	128.74747	0.5000772	0.5001598	0.6022329	0.5000001	0.5010703	73.22890	0.5004306	0.5677252	0.5016349	31.47060	6.803455	0.7755277	0.5000576	0.5252573	0.5073352	3.752301	113.11038	0.5000596	0.5035906	119.00475	115.85950
109.6005	98.86253	-0.6303779	-0.2124906	-0.0323029	0.0332320	97.98813	93.50530	91.37157	95.58837	92.00930	89.56988	95.55221	96.56974	101.31988	100.89231	98.07769	97.58043	102.96044	99.41940	96.72916	97.60952	103.52500	99.24276	96.81735	96.82816	97.04882	1.486026	15.03509	0.5174889	0.6925300	1.200082	2.171456	0.5105929	51.20833	0.8452174	76.71549	96.80176	105.15279	0.5000000	0.5003177	30.98083	8.950548	0.5020195	111.40327	0.5000648	0.5001273	0.5940913	0.5000000	0.5009977	60.97203	0.5004266	0.5531157	0.5013177	32.55812	5.681602	0.7243912	0.5000576	0.5220493	0.5065575	3.330232	92.18782	0.5000596	0.5028916	106.50766	95.35495
134.6603	152.06649	2.2560372	2.1223394	1.8594054	1.7054135	152.65187	146.23075	146.83188	145.72403	141.49001	142.58894	143.64309	143.43743	146.44363	147.88556	148.73420	148.86898	148.00010	148.98506	149.62989	149.98701	146.77709	147.57679	148.65110	150.21814	141.86592	1.873480	20.60032	0.5250582	0.7445989	1.613913	2.951099	0.5173914	82.97623	1.0765880	126.14039	144.18509	142.98730	0.5000000	0.5005335	48.82844	14.132546	0.5036710	158.57600	0.5001175	0.5002199	0.6448266	0.5000066	0.5016371	100.15549	0.5006152	0.6003366	0.5025659	40.34207	9.582445	0.9120758	0.5000619	0.5375634	0.5106303	5.218394	156.74777	0.5000596	0.5051305	155.42035	148.79547
104.5179	83.11716	0.0451952	-0.0775942	0.1294732	0.2493527	77.62773	79.68578	81.12490	80.45590	84.44220	81.98669	80.34825	82.57428	86.57886	85.20767	84.94981	84.87458	86.19616	85.02335	85.01581	85.26934	86.20095	86.36423	85.27527	85.00807	79.89774	1.418887	13.62810	0.5168077	0.6899170	1.128375	2.117990	0.5095496	43.63541	0.8044142	72.11313	76.01467	91.10928	0.5000000	0.5002738	29.51394	8.598667	0.5018973	89.31082	0.5000597	0.5001198	0.5928348	0.5000000	0.5008188	57.27197	0.5004289	0.5504286	0.5012751	32.08005	5.234144	0.7015715	0.5000575	0.5193892	0.5063562	2.991042	67.50677	0.5000564	0.5029622	84.13354	76.05595
126.0384	111.86717	0.0198712	0.1494665	0.3632736	0.4618691	109.10901	100.24444	102.33590	106.01117	112.78203	114.11866	119.54811	117.24462	122.18672	121.60871	122.63133	121.27793	122.05817	120.52880	121.06946	122.42524	120.99082	120.32298	121.17154	120.71664	110.76302	1.638076	17.44261	0.5200493	0.7014272	1.376031	2.502293	0.5137420	64.87836	0.9492376	93.42448	124.69770	131.01341	0.5000000	0.5004166	37.70080	12.067493	0.5028625	122.14817	0.5000908	0.5001818	0.6216421	0.5000004	0.5013016	80.87598	0.5004890	0.5832731	0.5020626	37.18003	8.419622	0.8522018	0.5000576	0.5327905	0.5098347	4.671839	116.98019	0.5000596	0.5048060	124.55501	119.88243
132.0370	138.84387	0.0523781	0.6268573	0.6145975	0.6657249	141.43732	138.80133	136.20340	139.32640	144.56052	139.83565	138.38150	135.72050	148.68572	145.17006	145.41896	144.79524	144.86334	144.88836	145.52954	145.99183	147.16499	145.36373	144.61412	146.01184	137.25146	1.881093	20.67019	0.5234672	0.7315502	1.601708	2.805485	0.5168259	79.72775	1.0548368	113.23364	139.33638	138.39433	0.5000000	0.5005034	44.03797	13.628066	0.5034145	135.79410	0.5001029	0.5002092	0.6315150	0.5000027	0.5014749	95.01238	0.5005413	0.5964955	0.5024202	38.46374	9.115702	0.8854786	0.5000562	0.5348531	0.5102367	4.963819	137.00800	0.5000596	0.5050060	138.23166	144.10007
132.5571	131.44187	2.3610920	2.0203687	1.7796566	1.5332632	132.04690	123.89665	126.47833	124.34135	121.48529	119.76135	115.86304	120.99245	127.48348	128.10674	130.59510	132.19404	127.07147	127.67332	128.94904	131.21299	127.64072	127.55783	129.36436	131.67494	124.62287	1.759867	18.56144	0.5219809	0.7168471	1.498938	2.640369	0.5157351	73.51399	1.0119826	103.53039	122.86008	118.05201	0.5000000	0.5004756	42.23365	13.124625	0.5032005	112.77296	0.5001016	0.5002038	0.6293075	0.5000012	0.5013907	91.34019	0.5005196	0.5916399	0.5022600	38.44470	8.878771	0.8676685	0.5000562	0.5341370	0.5102764	4.876065	125.38408	0.5000596	0.5049765	119.84238	129.47897
134.1405	109.08352	2.2557106	2.3327686	2.0617773	1.9713035	138.72306	123.56830	123.81675	124.77193	123.56514	121.96728	118.14991	113.57754	127.57904	131.89042	128.91531	129.01211	130.38779	132.85219	132.46166	131.59912	127.46528	130.20453	130.27379	130.31800	117.56396	1.633186	16.96595	0.5181111	0.6935872	1.367226	2.269794	0.5128469	62.58130	0.9276940	82.60994	118.58300	126.10484	0.5000000	0.5003872	33.55586	10.023544	0.5026147	125.22538	0.5000706	0.5001531	0.5951238	0.5000000	0.5011553	69.30282	0.5004376	0.5714918	0.5018107	33.07465	6.854459	0.7879079	0.5000589	0.5260791	0.5071426	3.803462	115.59255	0.5000596	0.5034226	127.34814	114.82857
134.4387	170.86122	2.3241754	1.9878403	1.4485364	1.3084027	172.42756	180.51243	178.83595	175.58608	179.34070	178.93592	176.84518	189.18072	213.48616	204.27090	202.24284	194.60066	208.90893	209.49265	199.98404	196.00971	213.96753	207.15486	200.32679	194.28882	177.45345	2.075632	24.10469	0.5248940	0.7360026	1.721461	2.963195	0.5177007	94.92479	1.1060534	130.71310	192.40361	210.35031	0.5000004	0.5005558	47.96338	13.888931	0.5036710	199.78026	0.5001120	0.5002135	0.6352533	0.5000033	0.5016404	101.92789	0.5005646	0.5965596	0.5023629	37.30339	9.502968	0.8943610	0.5000575	0.5361717	0.5102205	5.137958	186.61057	0.5000596	0.5049526	188.85941	185.86703
134.6113	190.22942	2.2821236	1.5662620	1.5369674	1.3862104	187.01098	198.63123	202.41296	198.86187	204.15764	206.21459	205.96245	201.76721	175.87616	180.65049	182.66086	181.80714	173.09498	177.32409	180.97121	181.79081	173.69314	179.93852	182.00905	182.83411	177.06090	2.036675	23.08364	0.5259418	0.7497654	1.737545	3.026676	0.5187818	96.76682	1.1326340	134.46910	178.79834	191.75374	0.5000000	0.5005891	50.97007	14.486951	0.5039423	172.16270	0.5001193	0.5002262	0.6480626	0.5000083	0.5017763	107.40183	0.5006353	0.6071253	0.5027184	41.48571	10.178159	0.9399554	0.5000572	0.5397431	0.5107619	5.510068	175.23355	0.5000596	0.5052735	183.98241	180.49448
119.8113	113.09728	0.0229605	0.1762944	0.2645553	0.2911138	115.49831	111.22849	113.02296	109.82751	110.78976	114.05349	104.85169	105.22843	120.72293	121.68912	124.48098	126.32844	120.24174	121.71983	122.84582	126.15911	120.27797	121.31306	123.21721	126.06617	115.55116	1.696498	17.83302	0.5212960	0.7116514	1.432391	2.586753	0.5145421	66.17315	0.9706930	96.74015	110.14606	106.30973	0.5000000	0.5004137	38.78071	12.178612	0.5028170	108.55788	0.5000924	0.5001829	0.6226999	0.5000014	0.5011950	79.18678	0.5004925	0.5795531	0.5019433	37.97187	7.958764	0.8165747	0.5000619	0.5293322	0.5091192	4.299094	115.83809	0.5000596	0.5044216	115.24148	115.93467
127.3191	128.20547	0.0509333	-0.0190055	0.2356264	0.4729869	130.32455	126.51219	128.82139	122.19458	120.31876	125.43206	128.45650	127.89002	135.62557	135.60632	136.44127	137.96515	137.05514	134.70200	135.91373	137.99488	135.42991	135.43102	136.80113	137.86374	130.04271	1.847722	20.18590	0.5227709	0.7239591	1.549452	2.732262	0.5165211	74.85177	1.0304466	105.49256	126.18113	121.32496	0.5000000	0.5004787	42.78658	13.478843	0.5032145	125.59410	0.5001062	0.5002078	0.6322720	0.5000029	0.5013866	91.34147	0.5005447	0.5923126	0.5022724	39.35040	8.889926	0.8597974	0.5000576	0.5338148	0.5103976	4.881530	126.61230	0.5000596	0.5050495	122.41646	133.05270
122.7951	138.85434	2.3610920	1.7086332	1.3245099	1.1993969	141.93942	139.16560	138.70275	138.78987	141.47224	136.05922	138.38579	134.73489	154.91064	154.30521	153.40399	154.08672	153.01992	153.27981	153.81872	154.39338	153.54088	153.34173	153.48915	154.31712	147.77643	1.946518	21.70085	0.5243325	0.7325386	1.634580	2.876514	0.5175356	84.61786	1.0794746	118.27669	159.18256	157.34619	0.5000000	0.5005369	46.46045	13.934915	0.5036334	157.38481	0.5001091	0.5002137	0.6366895	0.5000037	0.5016022	98.59776	0.5005470	0.5971054	0.5024247	39.28428	9.471890	0.8936212	0.5000562	0.5367458	0.5103856	5.152852	149.00031	0.5000596	0.5050368	154.62830	154.25638
128.2889	134.16191	2.2557106	2.3433447	2.0245750	1.7885801	131.92464	124.48410	127.93508	130.35737	134.51477	136.73663	138.71258	131.54756	140.07962	138.70224	138.44563	138.93205	140.12929	139.35233	140.04328	139.84872	140.70251	139.22051	138.65866	138.49673	130.32556	1.767696	18.98356	0.5216766	0.7120547	1.523056	2.662950	0.5159318	76.32584	1.0291767	108.49075	135.50053	133.55389	0.5000000	0.5004961	43.18966	13.030098	0.5034375	138.44762	0.5001088	0.5002006	0.6301851	0.5000006	0.5015391	91.78423	0.5005261	0.5936416	0.5023425	36.80540	9.147044	0.8902998	0.5000589	0.5357486	0.5102059	5.022470	132.60564	0.5000596	0.5049240	138.42554	135.92638
128.3605	133.72439	2.3610920	2.4690952	2.1417386	1.9356645	130.24016	123.55349	126.67686	125.96386	135.75009	135.65717	147.05986	147.01543	137.46825	137.73349	137.95722	138.04339	137.62031	137.80533	136.83481	138.18610	136.52144	137.69606	137.81371	137.62031	126.45352	1.747677	18.57748	0.5219806	0.7140426	1.492937	2.653986	0.5157466	74.72321	1.0186030	106.82384	133.89243	136.11060	0.5000001	0.5004842	43.51659	13.139633	0.5033153	142.67136	0.5001046	0.5002029	0.6321176	0.5000019	0.5014775	91.42401	0.5005385	0.5904556	0.5022271	39.30651	9.068363	0.8746191	0.5000562	0.5352964	0.5103433	4.969104	128.32762	0.5000596	0.5049820	147.28320	132.87955
122.8706	138.62141	3.0917644	2.7178281	2.3974055	2.2940450	138.16841	145.05713	145.08879	146.38389	139.67721	140.40808	144.85505	147.26937	141.38747	139.96132	138.62337	136.99714	143.21859	140.54941	138.88552	137.25618	142.86270	139.16808	139.12969	136.90153	129.98074	1.692551	17.27862	0.5209234	0.7217702	1.410480	2.504083	0.5141582	69.16108	0.9619913	99.31508	122.63763	132.03290	0.5000000	0.5004215	39.13808	11.314580	0.5027595	132.95520	0.5000860	0.5001788	0.6215981	0.5000095	0.5012135	81.42942	0.5005801	0.5775452	0.5019035	36.42556	7.609579	0.8102731	0.5000575	0.5287313	0.5081477	4.160823	124.17854	0.5000596	0.5040333	136.52631	127.98222
109.4021	112.60725	-0.6317539	-0.0925443	0.0202445	0.0385749	115.75141	110.81030	112.58896	106.81889	106.62356	110.15162	102.52195	100.62208	113.54640	116.60570	118.87483	122.16933	111.55275	115.78184	117.87325	121.84286	112.28890	115.50597	119.55490	121.89569	108.07042	1.720111	18.12832	0.5208650	0.7092095	1.431773	2.547681	0.5143991	66.43744	0.9705401	96.68565	113.31645	99.91116	0.5000000	0.5004296	39.07870	12.310080	0.5029473	91.72916	0.5000921	0.5001843	0.6225944	0.5000008	0.5012468	79.57242	0.5004992	0.5823327	0.5020332	37.56429	7.914584	0.8247800	0.5000627	0.5295493	0.5093690	4.323764	109.96062	0.5000596	0.5045301	84.19869	111.49612
105.4988	105.11143	-0.6318805	-0.1921368	0.0284613	0.1095928	105.58227	100.20932	100.40642	101.27411	103.45413	101.58812	105.59469	103.45805	111.71906	112.67267	112.93076	112.52543	111.89707	112.85992	111.86902	112.20207	111.78609	112.20131	112.65193	112.40673	107.27848	1.567758	15.98434	0.5184587	0.6923686	1.262875	2.260374	0.5119473	57.81076	0.8823087	84.23749	110.39750	107.87621	0.5000000	0.5003434	34.25637	9.702206	0.5021715	106.86370	0.5000742	0.5001433	0.6027679	0.5000001	0.5009997	66.92950	0.5004339	0.5590626	0.5013961	31.33745	6.229665	0.7339530	0.5000562	0.5229078	0.5072137	3.517834	99.40349	0.5000596	0.5031958	107.40398	105.48419
124.7542	106.69200	0.0229605	0.8655517	0.9598563	0.8989434	106.50045	103.75320	101.70014	105.18097	105.36371	103.60119	109.97264	113.68031	115.67065	111.81990	109.91616	109.61815	114.24130	111.77086	109.46935	109.70463	114.07685	112.64804	110.01346	109.67301	103.24272	1.549845	15.92577	0.5182758	0.6951200	1.272167	2.270191	0.5122532	59.55748	0.9006554	81.05216	104.03260	105.46732	0.5000000	0.5003651	32.81815	9.912898	0.5024539	111.40327	0.5000712	0.5001497	0.5997081	0.5000000	0.5011566	70.28168	0.5004324	0.5675523	0.5017147	32.14134	6.784434	0.7845895	0.5000619	0.5262191	0.5072646	3.808153	100.49899	0.5000596	0.5035097	112.39266	107.53688
134.4574	122.10428	2.3565715	1.6837007	1.2950290	1.0754830	124.40747	120.39206	121.31993	117.32144	115.04784	119.30638	107.39542	110.93746	129.11025	128.11115	129.51813	131.48835	128.55964	127.58485	130.24415	131.47999	128.87269	129.00778	129.56719	131.59680	126.06438	1.754580	18.41580	0.5220509	0.7105510	1.498262	2.646767	0.5156901	72.56907	1.0059152	104.12362	128.77753	131.94356	0.5000000	0.5004556	41.90354	13.264677	0.5030966	137.67645	0.5001037	0.5002049	0.6264445	0.5000013	0.5013382	90.00338	0.5004972	0.5895444	0.5022033	37.34703	8.683088	0.8493633	0.5000575	0.5329047	0.5101540	4.779354	132.18764	0.5000596	0.5048615	133.75398	134.33472
133.7150	113.76522	2.3206655	2.4274416	2.0041624	1.7979521	110.02325	109.49438	107.58597	109.38792	107.52509	106.91593	100.54238	98.96852	103.71924	104.23733	105.44423	106.96136	103.30641	104.29935	106.72590	107.14097	102.59894	104.81461	106.20908	106.73943	103.69377	1.623685	16.94033	0.5185272	0.6952906	1.331645	2.271678	0.5126985	61.51143	0.9216061	85.52717	97.48029	100.47103	0.5000000	0.5003873	34.41353	10.128735	0.5026114	98.82074	0.5000731	0.5001596	0.5992299	0.5000001	0.5011657	71.60303	0.5004465	0.5728586	0.5018241	32.29615	7.027117	0.7940247	0.5000604	0.5264210	0.5071571	3.842858	93.94111	0.5000596	0.5035108	101.93604	104.45630
118.6578	101.48412	-0.6388950	-0.2373093	-0.0884234	-0.0576224	114.63615	116.99247	133.67020	135.23724	132.82562	134.32564	129.66728	138.46702	125.63872	122.89648	122.69012	120.77392	127.60195	122.25674	119.95548	120.32783	127.01279	121.81374	120.14494	120.49178	104.89843	1.727403	18.35856	0.5202921	0.7117212	1.412055	2.486906	0.5125974	62.75513	0.9282782	93.97887	117.55068	116.59656	0.5000000	0.5003742	35.34793	10.363082	0.5023352	122.92703	0.5000750	0.5001442	0.6052191	0.5000011	0.5009913	69.45088	0.5004653	0.5584824	0.5014532	31.87218	5.684554	0.7183705	0.5000604	0.5199863	0.5065614	3.160522	102.43715	0.5000596	0.5031077	123.68888	106.12851
120.9578	141.44261	-0.6388950	-0.2040604	-0.0120285	0.0824218	147.09667	152.03444	154.41506	154.74719	153.21314	151.60184	153.58304	163.34419	125.57075	133.88161	137.99745	140.63899	126.71198	131.90456	137.83970	141.31022	126.58271	132.34243	137.54001	141.17605	131.39421	1.899743	21.20469	0.5237533	0.7308229	1.626738	2.869399	0.5170320	80.62136	1.0670906	119.98731	141.78166	132.50447	0.5000000	0.5005106	45.57561	13.864730	0.5034701	145.24637	0.5001081	0.5002120	0.6340541	0.5000036	0.5014322	97.04448	0.5005494	0.5962512	0.5024045	38.55272	9.182429	0.8856843	0.5000604	0.5342339	0.5102660	4.942286	144.42101	0.5000596	0.5050111	135.39316	141.80048
122.2859	185.06177	2.2557106	2.3327686	1.9083208	1.6921216	178.50823	176.03349	171.88931	163.48815	163.70653	164.83659	164.64869	163.97948	161.45887	168.26006	173.23313	173.65472	160.49197	169.15620	173.18917	174.94786	163.00842	171.18679	172.83236	175.24919	167.50444	2.081851	23.32027	0.5296228	0.7637708	1.808966	3.500323	0.5202050	100.13310	1.1636927	165.37831	169.76118	162.80428	0.5000011	0.5006086	62.29268	17.384953	0.5040075	160.07829	0.5001398	0.5002690	0.6895636	0.5000570	0.5017703	118.67310	0.5007212	0.6140637	0.5028857	48.94280	10.888306	0.9515080	0.5000589	0.5414776	0.5123148	5.870274	199.38472	0.5000596	0.5069715	149.17690	177.98581
135.6212	232.34639	2.2560372	2.1531499	1.9811847	2.0213154	209.76276	193.37082	182.08928	176.12435	185.24536	188.05415	189.02436	181.91427	214.16060	222.67706	227.62456	223.76774	215.79179	222.37959	230.27448	224.88343	217.34236	223.35400	227.47989	227.91575	233.64673	2.382840	28.74693	0.5296524	0.7669608	2.137466	3.530080	0.5260261	134.93762	1.3779117	168.52057	253.57924	246.02365	0.5000109	0.5008236	62.87375	20.391989	0.5056173	215.38274	0.5001440	0.5003088	0.6879572	0.5000590	0.5024731	162.18132	0.5007191	0.6524122	0.5037827	59.09060	14.652751	1.1249502	0.5000619	0.5573450	0.5164060	7.828212	242.14644	0.5001192	0.5074945	206.27608	257.25519
135.6448	226.68931	3.0787327	2.4979868	2.2199816	2.0979066	229.22569	228.58480	229.95184	226.30566	218.14392	215.19089	214.68565	209.25505	203.03899	210.86736	214.93434	216.97592	207.07450	210.17310	215.09090	214.49201	205.30928	206.59526	212.51413	212.67285	214.23369	2.252246	26.51901	0.5289577	0.7571462	2.039384	3.469732	0.5251136	127.46064	1.3417453	159.87437	203.57787	183.50156	0.5000075	0.5008091	60.61415	19.868551	0.5055566	193.29758	0.5001364	0.5002994	0.6833292	0.5000575	0.5024699	152.24220	0.5006965	0.6472827	0.5036147	57.66164	14.216722	1.1143245	0.5000627	0.5553555	0.5158668	7.620867	205.03291	0.5001191	0.5073456	217.42809	216.13715
133.6106	188.68597	2.3565715	2.3553177	1.9077107	1.5860444	175.49621	178.41987	178.81013	175.05437	176.67584	182.24160	183.78326	176.21743	178.52115	179.73240	180.52078	182.20939	179.69533	178.48000	180.27836	180.58364	179.44576	179.60094	181.53240	180.27330	171.43480	2.020807	22.79222	0.5287410	0.7622668	1.712323	3.405596	0.5186453	93.62330	1.1174928	159.72591	176.21489	159.65942	0.5000001	0.5005642	58.39524	15.295914	0.5038027	170.09460	0.5001257	0.5002444	0.6812990	0.5000494	0.5016857	109.66113	0.5007082	0.6040295	0.5026044	43.85061	10.102885	0.9245017	0.5000575	0.5388944	0.5109958	5.470961	192.41580	0.5000596	0.5057404	162.56731	175.87729
110.9376	168.46681	2.9649338	2.4928935	2.0901623	2.0157676	168.80253	167.09412	167.22759	166.07726	166.97705	165.80998	167.76852	167.25181	144.02843	143.50200	143.91229	143.81250	142.67775	142.95371	145.17646	144.32762	143.50971	144.25051	144.73476	144.63022	144.19374	1.813950	19.20296	0.5253544	0.7332226	1.604436	3.071655	0.5175838	84.95459	1.0874240	134.90331	148.95340	144.60934	0.5000001	0.5005344	52.81898	15.306777	0.5035667	145.41223	0.5001204	0.5002379	0.6694646	0.5000461	0.5015888	101.72300	0.5006291	0.6043655	0.5025605	45.58997	9.831573	0.9047107	0.5000589	0.5376952	0.5109550	5.277462	169.44128	0.5000596	0.5065780	138.83240	152.17070
127.4312	204.94506	2.2821236	2.0351032	1.9026963	1.9334466	205.28640	201.79326	201.34172	203.13732	204.88268	200.68336	204.75860	201.93764	190.83639	191.17326	187.00777	188.74053	187.01471	186.56108	190.13657	187.31181	186.79757	189.34895	188.86449	187.37367	200.55649	2.128942	25.30908	0.5253646	0.7338115	1.882805	3.029507	0.5224841	114.06650	1.2484202	139.82501	209.30836	205.05644	0.5000064	0.5007256	53.97784	17.532959	0.5050626	211.83731	0.5001150	0.5002696	0.6582805	0.5000383	0.5023164	137.20708	0.5006290	0.6375247	0.5034651	51.90519	13.225502	1.0735987	0.5000572	0.5526182	0.5142208	7.038125	206.57256	0.5001173	0.5064912	202.09825	221.00365
135.7064	184.16796	2.3465778	2.4261274	2.0336074	1.8954854	188.10880	191.52624	195.51858	194.17476	186.94778	184.51944	183.76688	182.73480	177.16405	180.06606	179.94098	182.43316	177.87081	177.47740	180.50999	181.56257	177.64701	179.96707	181.48702	180.10166	170.91226	2.118030	24.24842	0.5289213	0.7606301	1.882642	3.450561	0.5215985	102.72247	1.2008958	159.44815	173.98071	145.18826	0.5000023	0.5006379	60.74599	18.687946	0.5041756	161.49358	0.5001362	0.5002838	0.6837354	0.5000572	0.5018037	121.49030	0.5007077	0.6214944	0.5030831	50.05887	11.379644	0.9662891	0.5000627	0.5437188	0.5131660	6.166706	193.44827	0.5000601	0.5072830	169.02159	179.72934
152.4686	153.70001	3.0516137	2.2264885	1.8769819	1.6396601	157.05160	156.85919	154.19049	159.22694	160.81361	157.36575	152.01000	151.84829	168.15354	163.10010	162.47170	162.35626	168.51581	163.66867	163.23981	162.58431	168.09363	164.81967	161.89488	162.48472	159.35262	1.984891	22.67997	0.5263702	0.7525001	1.687947	3.057409	0.5181000	89.45819	1.0993490	131.58871	165.89120	184.79802	0.5000001	0.5005485	50.92527	14.379285	0.5037034	194.91589	0.5001191	0.5002233	0.6481168	0.5000086	0.5016016	103.74740	0.5006554	0.6001659	0.5025053	41.14232	9.724012	0.9070270	0.5000576	0.5374596	0.5106612	5.257047	164.11270	0.5000596	0.5051382	185.56439	163.27075
159.6885	161.90217	3.0516137	2.3320870	1.9986359	1.8224452	163.28971	160.12410	160.71359	155.10323	153.48319	156.62739	159.83154	158.33379	159.15647	158.08219	159.73497	159.75986	158.99930	157.78365	158.51234	159.61957	159.12404	158.38693	158.60938	158.86226	153.09555	1.930925	21.84439	0.5270858	0.7578880	1.674337	3.117160	0.5179940	86.44106	1.0948035	134.92931	149.48859	151.00774	0.5000001	0.5005403	52.71281	14.410204	0.5036485	159.78183	0.5001199	0.5002253	0.6607097	0.5000153	0.5015665	102.81094	0.5006956	0.5986037	0.5024456	42.06804	9.651209	0.8986798	0.5000576	0.5369087	0.5107452	5.230135	156.17854	0.5000596	0.5051526	151.07999	148.25948
156.6271	100.91897	-0.6424277	-0.2127368	-0.0282726	0.0316337	106.72723	103.45593	97.60193	100.66985	102.90853	100.40816	105.27512	105.14746	107.81568	106.77710	108.03962	106.00699	108.35475	106.58036	107.13827	107.07132	108.88559	106.80227	107.58203	107.51521	98.62133	1.558472	15.54488	0.5184516	0.6957498	1.246905	2.291614	0.5116835	56.00022	0.8743857	81.17319	96.71179	110.08633	0.5000000	0.5003436	32.75282	9.572084	0.5021585	100.23254	0.5000696	0.5001383	0.5984298	0.5000000	0.5009700	65.67477	0.5004295	0.5578389	0.5013970	31.63435	6.012979	0.7317653	0.5000572	0.5225503	0.5068368	3.405503	93.54903	0.5000596	0.5032235	92.32287	97.05418
156.0690	164.22742	2.2138360	2.2898034	1.9522693	1.8251380	163.66589	151.53720	154.58867	156.37215	164.79784	168.58707	169.43213	164.78186	152.32277	151.02742	150.10004	153.12318	150.99795	151.19688	151.05165	152.77455	151.65167	149.24904	150.30357	151.18366	144.80719	1.811665	20.63808	0.5250481	0.7396238	1.574063	2.911955	0.5165011	81.02593	1.0538679	128.34464	158.76181	174.86397	0.5000001	0.5005082	50.23677	13.779037	0.5035047	162.34746	0.5001141	0.5002177	0.6537845	0.5000134	0.5015792	100.21952	0.5006787	0.5981421	0.5025109	41.59312	9.559369	0.9099680	0.5000576	0.5373681	0.5107121	5.247890	162.95752	0.5000596	0.5052131	163.88969	153.76849
157.3577	213.46630	2.3206655	2.0866574	1.9062460	1.7016917	201.69068	219.44513	238.89005	241.21631	242.75427	245.21908	247.10223	255.01619	214.76311	221.92323	224.93192	221.03040	217.88919	219.66344	220.27252	218.77993	221.79937	223.14122	221.35240	217.25231	171.94362	1.986284	22.85219	0.5250809	0.7344126	1.696290	2.970357	0.5179836	91.63554	1.1039304	130.06595	172.84755	172.34042	0.5000000	0.5005610	48.56905	14.175870	0.5037411	199.59169	0.5001137	0.5002173	0.6394646	0.5000047	0.5016708	103.25844	0.5005675	0.5999613	0.5025178	38.99381	9.670260	0.9101920	0.5000604	0.5376509	0.5103748	5.250483	174.91817	0.5000596	0.5050640	201.56160	172.69177
150.8782	187.10045	2.2557106	2.4191768	2.2490063	1.9429324	186.95284	191.56598	180.58291	180.61386	174.30181	175.56084	175.15296	193.60704	170.52083	175.55055	177.02295	179.08919	170.74911	174.14454	177.35616	177.11408	170.67351	175.48633	176.73087	178.88935	172.58882	2.034555	23.27784	0.5272539	0.7620445	1.727998	3.174901	0.5185634	95.19090	1.1150292	143.06335	187.52655	217.07848	0.5000002	0.5005684	54.41323	14.591734	0.5037868	229.43221	0.5001217	0.5002252	0.6610287	0.5000216	0.5016726	108.63780	0.5007035	0.6028841	0.5025917	41.12261	9.914415	0.9200923	0.5000589	0.5381761	0.5107901	5.373901	177.18221	0.5000596	0.5052833	213.43767	179.56902
150.7020	202.46732	2.3565715	2.4193950	1.9655542	1.7046173	199.85894	209.33333	208.56593	205.96713	215.83618	217.78127	218.05064	214.26597	181.70388	182.82037	182.13452	182.88271	184.19751	180.26887	180.73027	183.37993	181.82006	183.40801	183.04094	181.96215	176.59634	2.009034	23.05904	0.5284414	0.7613920	1.707715	3.373688	0.5186520	94.36965	1.1179004	155.28957	169.27789	159.33684	0.5000001	0.5005643	57.49609	15.144326	0.5038011	168.01820	0.5001240	0.5002425	0.6789596	0.5000439	0.5016857	109.10298	0.5007076	0.6040478	0.5026039	43.85061	10.089419	0.9245017	0.5000575	0.5388320	0.5109721	5.459948	178.11571	0.5000596	0.5056429	181.08730	171.06920
150.7841	151.24400	2.9649338	2.4928935	2.1915721	2.1365889	150.92034	157.72227	154.16781	153.17421	156.83853	156.02281	154.07952	154.30567	134.98968	139.55628	138.92052	139.64988	135.22642	137.91752	140.07818	140.48638	135.58159	139.20258	140.75893	140.99074	136.41470	1.752223	19.01474	0.5228290	0.7282354	1.500684	2.757097	0.5152797	75.37374	1.0033174	115.42384	145.29503	157.39726	0.5000000	0.5004539	46.08625	12.411926	0.5029043	147.08752	0.5000958	0.5001903	0.6461143	0.5000257	0.5012393	86.78048	0.5006186	0.5801514	0.5019371	38.31635	7.874312	0.8168154	0.5000589	0.5292508	0.5083610	4.281666	142.53764	0.5000596	0.5040960	142.53786	139.01871
150.8889	188.17204	3.0504537	2.5501206	2.1391725	2.0564478	194.74740	192.96735	196.30454	194.43506	194.60547	189.77869	191.03501	187.41534	179.64175	186.83060	190.80496	192.25510	180.28397	185.28062	190.08410	192.38228	180.41176	185.64478	189.80753	192.38775	178.72365	2.165887	25.51129	0.5289667	0.7621949	1.940206	3.469788	0.5215273	104.79762	1.2130213	157.34779	202.38907	168.73813	0.5000014	0.5006392	60.78529	18.784422	0.5041685	175.09012	0.5001362	0.5002833	0.6846555	0.5000569	0.5017458	123.69643	0.5007080	0.6163012	0.5028962	49.50544	11.379187	0.9553341	0.5000575	0.5419086	0.5127475	6.009903	207.06432	0.5000597	0.5072437	172.91084	190.02631
173.4857	214.39335	2.9130211	2.4074593	2.1377767	2.0976273	206.64435	202.57099	203.84504	205.75246	208.65502	206.00327	201.33956	203.53737	199.17371	198.49224	196.10885	188.76875	200.69900	201.16983	195.93202	191.44072	202.09211	201.32214	195.82039	190.57359	205.04399	2.279927	25.96749	0.5246486	0.7257996	1.886181	2.945642	0.5229211	117.79856	1.2738972	137.39391	218.62306	226.08792	0.5000081	0.5007586	52.02906	18.296589	0.5053635	243.42500	0.5001210	0.5002832	0.6627425	0.5000412	0.5024435	144.63982	0.5006115	0.6465402	0.5036995	55.61068	14.217898	1.1194583	0.5000576	0.5566728	0.5150965	7.535626	213.41716	0.5001191	0.5071195	205.87752	230.36487
150.7750	161.62509	2.3206655	2.3997138	1.9898571	1.8295953	164.18910	159.98575	157.30110	154.23477	158.92231	155.42376	156.72126	156.07953	149.48252	151.17206	153.63854	154.87662	149.16305	151.74261	154.08712	155.89250	150.03894	152.31111	154.45033	155.75324	143.94742	1.931585	21.54637	0.5271413	0.7598773	1.667590	3.111232	0.5181085	86.55074	1.0941826	132.73062	147.06340	127.44440	0.5000000	0.5005484	52.00732	14.666809	0.5036654	138.57234	0.5001206	0.5002286	0.6577663	0.5000176	0.5016025	103.19466	0.5006869	0.6005029	0.5024905	42.91255	9.804924	0.9097996	0.5000604	0.5374672	0.5109189	5.297699	150.87845	0.5000596	0.5052658	140.96385	148.21051
168.7635	178.67753	3.0482059	2.5221411	2.2677593	2.1868013	166.45039	172.40971	175.95662	175.88646	178.52533	176.88319	177.64650	178.76385	163.99433	162.24343	159.95390	161.79132	162.06753	160.26463	162.11402	160.76939	162.32152	160.43830	162.61673	161.78503	157.47229	1.923276	21.28603	0.5227867	0.7213004	1.651207	2.791773	0.5177942	87.79433	1.1008836	126.54726	187.33681	160.47000	0.5000010	0.5005380	47.98764	15.801593	0.5034420	154.21289	0.5001077	0.5002401	0.6477863	0.5000340	0.5014350	100.48175	0.5005890	0.5964420	0.5023630	42.09353	9.216438	0.8717797	0.5000604	0.5335230	0.5104008	4.827295	168.63126	0.5000596	0.5060940	153.42191	171.75441
143.0190	143.97172	2.3465778	1.4367083	1.2312982	1.1590040	143.57318	140.11392	134.20456	137.97762	144.33602	144.61022	143.19785	150.40007	153.65529	153.71034	152.18106	154.09490	152.36031	153.36840	154.21379	153.49904	153.01091	153.62436	152.41970	153.33878	147.79793	1.898333	21.22600	0.5233377	0.7288154	1.611900	2.789723	0.5169597	83.13873	1.0611792	116.03105	154.36880	155.48015	0.5000000	0.5005049	44.76180	13.642138	0.5034138	152.44989	0.5001051	0.5002083	0.6323498	0.5000029	0.5014753	96.49837	0.5005523	0.5949661	0.5023782	38.93329	9.026521	0.8719394	0.5000627	0.5343016	0.5102494	4.947768	152.19910	0.5000596	0.5050276	151.82272	154.66037
137.3313	137.11868	2.2138360	1.8900476	1.5804207	1.4125736	136.57341	124.66924	127.64493	125.70052	118.35976	116.99000	119.50351	120.19730	131.34639	132.50633	133.76997	135.57470	132.49514	133.11811	133.44171	136.57728	132.42899	132.63197	133.48614	136.56517	131.62737	1.798848	19.76127	0.5224214	0.7222540	1.539438	2.734203	0.5161964	75.66785	1.0285385	107.91557	148.14787	156.01074	0.5000000	0.5004779	42.96094	13.355517	0.5032753	149.71611	0.5001060	0.5002077	0.6300662	0.5000011	0.5014176	92.98742	0.5005240	0.5927060	0.5022790	37.22569	8.961463	0.8716151	0.5000576	0.5343613	0.5102829	4.924540	134.15692	0.5000596	0.5050020	152.11548	142.10764
143.6352	144.81538	2.2821236	1.3568579	1.3608336	1.2607481	146.36406	140.26485	135.62240	135.25958	139.25060	137.81465	137.57780	134.67557	147.24098	149.85925	150.21531	152.77905	146.59796	148.64051	151.22277	153.04340	147.21827	149.76613	150.52171	152.65816	146.77658	1.927702	21.42125	0.5238223	0.7293204	1.622222	2.829133	0.5172190	84.00435	1.0639924	119.48790	184.84137	171.97552	0.5000001	0.5005200	45.68930	13.780444	0.5034551	168.26102	0.5001094	0.5002113	0.6319254	0.5000024	0.5014797	98.31757	0.5005337	0.5942456	0.5023410	38.47512	9.238573	0.8753645	0.5000572	0.5351140	0.5103269	5.020109	161.35040	0.5000596	0.5049797	161.03294	162.51971
160.8317	141.27273	2.2138360	2.0266275	1.8406244	1.6746631	140.35217	127.89134	131.29649	130.17590	121.89662	119.32511	123.22672	124.79337	132.88663	133.87282	137.62859	138.88554	132.20086	134.38957	136.46628	139.82031	132.74673	135.26023	136.50697	140.75839	131.14865	1.796707	19.38886	0.5231072	0.7229620	1.543317	2.808836	0.5164526	78.07594	1.0400121	116.37113	129.27667	119.99722	0.5000000	0.5005004	45.06400	13.530578	0.5033970	123.10654	0.5001104	0.5002099	0.6330969	0.5000011	0.5014653	95.12645	0.5005257	0.5937966	0.5022858	37.48698	9.267094	0.8862120	0.5000576	0.5359501	0.5103384	5.078328	145.66582	0.5000596	0.5050079	130.88600	137.55698
142.5334	122.59938	2.3565715	2.4193950	2.0295974	1.7400083	118.75618	116.25833	116.41890	116.05156	101.09458	105.45314	105.78593	102.66377	122.63461	126.46824	133.39437	134.26166	123.10971	126.82420	131.05191	135.83300	122.56029	126.94939	134.01187	137.63807	121.26242	1.683726	19.24509	0.5211498	0.7048388	1.517056	2.572187	0.5148715	73.80133	1.0242525	104.00644	127.49328	81.09158	0.5000002	0.5004805	41.34789	12.532896	0.5033868	75.82919	0.5000979	0.5001966	0.6239967	0.5000022	0.5015536	87.06830	0.5004967	0.5925678	0.5022863	37.79091	8.909022	0.8874804	0.5000575	0.5346911	0.5098238	4.877438	137.00316	0.5000596	0.5045938	89.84550	126.37865
138.3385	122.27233	3.0917644	2.6014673	2.3415949	2.2064684	112.75312	118.58944	119.76171	120.92192	123.03023	124.29645	121.55466	118.45770	106.48510	109.50551	116.58482	115.39373	108.43888	111.72393	114.25197	116.16308	107.16028	111.03487	114.70595	115.39127	114.19128	1.645866	17.29397	0.5207977	0.7217702	1.373833	2.490330	0.5135902	66.38064	0.9482897	98.06455	115.50093	105.94556	0.5000000	0.5004097	38.80901	11.211463	0.5027274	101.02415	0.5000845	0.5001767	0.6210487	0.5000092	0.5012041	79.75246	0.5005791	0.5760759	0.5018721	36.42556	7.467980	0.8056732	0.5000575	0.5277177	0.5081011	4.075884	117.48635	0.5000595	0.5040244	107.09524	119.30440
169.0314	174.22358	2.9676866	2.2972224	2.2266958	2.2206622	168.81089	168.05457	167.70372	167.48659	166.47971	166.29386	159.26565	159.98688	150.11741	147.58787	146.88279	146.11547	151.30155	147.34482	146.63325	147.12713	150.00188	148.25753	147.88683	145.57166	144.89621	1.850755	21.00487	0.5234255	0.7234431	1.630732	2.890728	0.5172772	83.28786	1.0714105	132.61853	169.80371	141.13153	0.5000004	0.5005204	49.40692	15.041319	0.5033367	149.70433	0.5001137	0.5002329	0.6571489	0.5000386	0.5013777	100.03255	0.5006096	0.5949118	0.5023500	42.24191	9.162546	0.8680133	0.5000619	0.5333492	0.5102152	4.942699	179.19281	0.5000596	0.5061813	145.13208	156.67847
154.5160	189.25097	3.0516137	2.2581507	2.2212489	2.1337313	190.39554	192.68590	180.81497	200.73676	188.97297	196.58733	190.76231	189.43037	169.11444	161.45524	161.48061	160.08592	169.39512	163.37269	159.85161	159.15891	167.04653	161.79421	161.65276	161.53785	152.60768	1.942848	21.25300	0.5229409	0.7246653	1.668593	2.812497	0.5177708	88.24636	1.0950403	126.03016	173.86095	173.33293	0.5000007	0.5005549	47.65919	15.702689	0.5036313	176.24002	0.5001065	0.5002382	0.6429734	0.5000333	0.5015424	100.76266	0.5005817	0.5995250	0.5023775	42.31491	9.219655	0.8698276	0.5000576	0.5347635	0.5099249	4.952960	171.38847	0.5000596	0.5057648	175.92389	171.95929
168.7593	153.32640	2.2557106	2.3327686	1.9458197	1.7665494	159.18192	158.49282	162.16954	158.83431	154.37954	148.99935	154.88091	152.29074	156.17105	156.84154	157.92024	157.33152	156.89240	157.04282	156.33963	157.51894	156.31409	156.45393	156.81219	157.27582	153.26024	1.950923	21.96044	0.5269357	0.7599599	1.670378	3.127394	0.5179243	87.21271	1.0946147	135.20312	160.84424	159.21730	0.5000002	0.5005460	52.92394	14.438084	0.5036600	156.98666	0.5001214	0.5002245	0.6619110	0.5000230	0.5016097	103.20322	0.5006999	0.5996227	0.5024920	41.22398	9.709741	0.9070925	0.5000589	0.5373707	0.5108285	5.273490	161.18277	0.5000596	0.5052614	159.07021	156.04517
166.8324	79.34272	3.0516137	2.3320870	1.8182289	1.8338675	73.52153	79.49642	77.82458	77.45848	73.25581	74.09293	75.19385	75.57533	80.36108	83.71557	83.33167	85.03072	81.11956	82.23260	83.27770	84.79071	80.71779	81.07632	83.24624	84.67361	82.84293	1.481407	15.45812	0.5173296	0.6936393	1.258501	2.208413	0.5108774	52.00058	0.8781147	79.61454	100.61667	88.40881	0.5000000	0.5003309	31.19242	9.582621	0.5022557	70.67408	0.5000647	0.5001487	0.5933773	0.5000000	0.5009693	62.70098	0.5004246	0.5683368	0.5017759	31.29215	5.974582	0.7816572	0.5000576	0.5222032	0.5065684	3.256692	105.67679	0.5000345	0.5034947	63.44112	96.33959
152.4686	156.63344	2.2557106	2.3160807	1.9338124	1.7363345	160.62442	159.29522	155.47597	156.70472	159.58997	156.20718	151.80943	152.78738	158.85863	158.83914	163.42200	168.73643	159.43783	159.78966	165.33686	166.25654	156.18056	159.99850	163.04720	166.76178	156.05704	2.006606	23.07286	0.5257838	0.7549760	1.695392	3.021358	0.5178828	88.40174	1.0979410	131.14378	155.94223	132.84180	0.5000004	0.5005450	50.49811	14.125303	0.5036691	136.70021	0.5001192	0.5002154	0.6468710	0.5000099	0.5016134	102.46709	0.5006565	0.5994126	0.5024949	39.36262	9.617111	0.9059312	0.5000589	0.5370023	0.5105481	5.225926	165.62064	0.5000596	0.5051475	143.98206	160.31154
168.7393	149.54048	2.3610920	2.4410326	2.0656661	1.8405662	154.44761	152.46852	156.70305	148.32587	144.57823	149.42403	151.18156	157.12725	166.07849	162.59943	162.78953	166.17240	163.81164	162.21666	163.33798	165.08050	163.39619	162.91082	163.50950	164.61353	152.55656	1.995643	22.87722	0.5267903	0.7552164	1.685677	3.119163	0.5181117	87.03988	1.1027213	130.99974	167.13997	194.24838	0.5000001	0.5005481	51.78074	14.680723	0.5036820	185.67001	0.5001203	0.5002302	0.6600762	0.5000181	0.5016201	104.26221	0.5006811	0.5994428	0.5024644	43.13636	9.743665	0.9047253	0.5000562	0.5371975	0.5110313	5.305783	164.66852	0.5000596	0.5053339	178.96712	163.04826
168.6093	160.08137	2.2557106	2.3327686	1.9458197	1.7665494	166.71132	167.44231	169.68762	174.66822	175.10747	172.17882	166.98384	163.92592	157.37565	159.91731	163.29114	163.07714	156.69722	159.59333	161.90908	164.56742	156.93102	159.89589	162.37461	165.43754	160.96878	1.996651	22.50427	0.5276796	0.7627065	1.699860	3.179578	0.5182407	90.36615	1.1008209	141.27309	163.89728	170.30492	0.5000002	0.5005531	54.45017	14.608940	0.5036774	157.17876	0.5001224	0.5002263	0.6659414	0.5000250	0.5016290	105.61362	0.5007058	0.6003166	0.5025119	41.27668	9.742730	0.9106686	0.5000589	0.5375099	0.5108814	5.294001	166.68336	0.5000596	0.5052825	160.75272	170.14243
168.8584	159.19919	2.3465778	2.4261274	2.0439852	1.9169365	164.52390	163.76447	164.73843	156.60668	156.31803	155.54105	162.18073	167.90979	172.00193	166.30341	162.58915	159.23136	171.43773	166.66792	163.01521	160.18039	171.47014	166.02543	162.86691	159.85639	153.77898	1.953896	21.76584	0.5276139	0.7551640	1.676867	3.246083	0.5179690	87.29092	1.0941734	140.73746	158.73442	170.73094	0.5000000	0.5005457	54.79384	14.585114	0.5036489	176.14662	0.5001215	0.5002289	0.6730137	0.5000328	0.5015942	102.17872	0.5006901	0.5993076	0.5024479	43.26043	9.714241	0.9056209	0.5000627	0.5374462	0.5108976	5.267895	157.66333	0.5000596	0.5052708	179.20297	151.92200
168.7476	197.81271	2.3610920	2.4410326	2.0396086	1.8539723	192.79619	197.14124	194.65447	197.36142	190.02863	192.82477	196.53983	173.20760	178.22620	186.44315	191.77460	195.72572	177.80905	189.71857	194.48349	192.99263	177.39418	188.64984	192.82356	194.67763	183.38463	2.101453	24.48361	0.5287076	0.7634228	1.793478	3.373990	0.5195443	100.27861	1.1457659	158.08397	197.48738	163.22522	0.5000005	0.5005870	57.92204	15.511087	0.5038685	163.85117	0.5001248	0.5002440	0.6757333	0.5000381	0.5017133	115.14113	0.5007080	0.6067608	0.5026442	43.68727	10.262501	0.9302874	0.5000562	0.5392100	0.5111722	5.521359	208.17593	0.5000596	0.5054913	171.33466	194.03584
150.2792	126.60774	-0.6317539	-0.2494163	-0.1232584	-0.0916022	133.36241	136.07104	139.91701	149.34952	155.04788	157.93173	160.12960	160.83173	120.57298	119.68612	124.77541	128.84741	121.82066	121.60707	124.07706	128.20571	120.50520	120.73126	124.87137	128.73925	119.94012	1.817125	19.91478	0.5230538	0.7280319	1.555809	2.773986	0.5156505	73.41007	1.0256655	114.40018	123.37119	98.08353	0.5000000	0.5004598	43.98450	13.344898	0.5031483	106.83371	0.5001023	0.5002012	0.6313038	0.5000025	0.5012828	88.79546	0.5005538	0.5893788	0.5021911	38.91137	8.641350	0.8497087	0.5000627	0.5314677	0.5100747	4.599432	132.01923	0.5000596	0.5049354	124.63462	126.90854
149.7530	136.75852	2.2821236	2.2930305	2.0406755	1.8441145	137.74307	135.37184	136.46622	134.86787	141.59033	145.87963	145.80520	135.41023	129.99280	137.85247	140.17228	143.54963	129.21833	137.20999	141.11783	145.11054	128.52208	137.86021	141.88711	143.04862	131.99272	1.773750	19.56142	0.5208969	0.7098565	1.497828	2.543582	0.5151891	74.37049	1.0073903	104.68636	142.31813	143.88370	0.5000002	0.5004713	41.16652	12.557454	0.5032774	144.80304	0.5000983	0.5001923	0.6237746	0.5000015	0.5014690	88.52723	0.5005124	0.5879927	0.5021833	38.54794	8.822409	0.8706511	0.5000572	0.5346345	0.5098537	4.920590	137.82155	0.5000596	0.5046135	135.36642	137.14418
150.0235	133.13700	2.2138360	2.2898034	1.9522693	1.8505988	128.11834	132.36785	132.29454	130.58645	131.33360	128.30475	126.87243	129.89795	130.03518	136.19373	139.37880	143.23349	133.91433	137.24505	139.72744	140.46767	132.96520	137.07378	138.98870	140.90460	129.58391	1.770994	19.71485	0.5214452	0.7143229	1.503331	2.609332	0.5149735	71.60120	0.9933318	102.24992	140.08942	119.14070	0.5000000	0.5004491	41.55015	12.184700	0.5029823	122.99154	0.5000964	0.5001877	0.6254686	0.5000024	0.5012603	84.67437	0.5005577	0.5828391	0.5020480	39.16660	8.078072	0.8351471	0.5000576	0.5309469	0.5090027	4.483676	134.62555	0.5000596	0.5044166	130.46597	135.21649
140.8887	152.21366	3.0516137	1.9613191	1.8346504	1.5874708	151.62163	148.00386	141.22372	140.64497	147.45543	148.19503	148.89729	156.32777	153.07273	154.36601	154.20876	154.61156	153.69410	153.87983	154.93393	156.74153	154.13044	153.87535	154.11092	155.37544	151.61220	1.971467	22.46136	0.5247082	0.7322481	1.664598	2.909072	0.5177099	87.28628	1.0921093	123.86703	162.88335	161.99632	0.5000000	0.5005475	47.34456	14.012105	0.5036970	148.22350	0.5001125	0.5002162	0.6379575	0.5000039	0.5015886	99.05359	0.5005634	0.5977663	0.5024151	39.56499	9.579399	0.9008857	0.5000576	0.5368128	0.5104861	5.187879	157.29689	0.5000596	0.5050763	156.85947	157.94725
152.5243	143.45667	2.3206655	2.3997138	2.0199800	1.8709187	141.28754	133.03656	136.37236	138.03611	147.17814	151.10977	151.58176	146.56788	137.93319	139.66604	139.48641	141.53573	137.88983	139.55054	140.62467	140.88739	137.63926	139.61868	140.15295	140.92439	135.17703	1.786238	19.34031	0.5238649	0.7321033	1.526707	2.775669	0.5163555	77.54713	1.0315272	116.65168	132.48195	139.26372	0.5000000	0.5004963	46.94561	13.691474	0.5034184	137.68434	0.5001136	0.5002134	0.6453832	0.5000086	0.5015293	95.59978	0.5006217	0.5945264	0.5023634	41.19147	9.274213	0.8863043	0.5000604	0.5359309	0.5106370	5.069613	133.06439	0.5000596	0.5050846	140.11516	134.90825
168.6959	154.30987	2.3565715	2.3452169	2.0177318	1.9458604	157.03257	155.16754	155.13135	153.71826	153.00475	152.47145	150.06040	144.92964	144.31303	143.92048	144.68470	144.82320	142.10898	142.96760	143.66112	143.62477	144.09234	143.95929	143.84032	144.18289	140.62534	1.805213	19.61769	0.5263522	0.7361434	1.592056	3.138202	0.5167958	81.12076	1.0479634	135.38251	140.52083	154.50139	0.5000000	0.5004840	51.84428	14.348567	0.5032312	156.33629	0.5001152	0.5002217	0.6658264	0.5000334	0.5014191	98.89664	0.5006478	0.5895951	0.5021605	43.14452	8.988963	0.8643537	0.5000575	0.5342004	0.5102997	4.897368	150.16695	0.5000596	0.5051847	150.22711	140.26204
168.8376	160.42715	2.2138360	2.2898034	1.9522693	1.7751240	168.18388	166.42135	171.34935	161.42233	162.35334	165.89906	168.91405	173.05018	166.36825	163.06180	160.56119	160.52020	166.90717	164.57980	160.12643	158.63170	166.22600	164.26360	161.23103	159.29677	152.02826	1.901343	21.05222	0.5276702	0.7557875	1.667075	3.261291	0.5179344	87.81351	1.0884418	144.16345	142.42487	149.21584	0.5000004	0.5005410	55.45991	14.923175	0.5036348	156.65858	0.5001234	0.5002308	0.6741101	0.5000303	0.5016306	105.74030	0.5007010	0.5989536	0.5025095	42.56622	9.741191	0.9049336	0.5000576	0.5374031	0.5111043	5.270247	162.97697	0.5000596	0.5053819	165.51572	149.21510
168.1218	135.46095	2.3465778	2.4370454	2.1085220	1.8465969	140.43377	138.10390	139.38641	130.62590	130.70201	133.14224	132.31650	135.54974	148.40026	147.05395	143.23697	144.46855	146.68509	145.51510	145.24328	146.31537	147.98298	145.25340	145.18551	145.17296	136.68318	1.850925	19.76666	0.5239414	0.7270583	1.572027	2.808680	0.5168136	79.01630	1.0520443	115.50744	133.42422	126.28036	0.5000000	0.5005118	46.33076	13.645637	0.5034731	137.80974	0.5001123	0.5002092	0.6363809	0.5000027	0.5015406	93.39974	0.5005654	0.5936857	0.5022923	39.14379	9.241741	0.8881329	0.5000627	0.5357121	0.5102425	5.022036	137.60439	0.5000596	0.5049611	137.90974	136.21600
149.1197	133.99585	2.2138360	2.2898034	1.9083311	1.7319215	133.47690	127.57751	128.39081	131.19143	131.85615	131.79709	137.60352	135.17062	123.86894	131.85289	130.65294	132.25344	125.33238	128.54415	130.52782	130.59243	126.61622	127.66616	129.57953	129.94973	117.89188	1.732204	18.96621	0.5220383	0.7168828	1.466567	2.610120	0.5150948	71.46123	0.9902462	106.73979	120.57585	116.99307	0.5000000	0.5004494	43.06126	12.368261	0.5030156	113.61790	0.5001004	0.5001897	0.6278154	0.5000023	0.5012644	86.80254	0.5005574	0.5832151	0.5020601	38.84785	8.079483	0.8367666	0.5000576	0.5309352	0.5089086	4.462058	113.88546	0.5000596	0.5044004	119.59627	122.33997
163.3957	138.37106	3.0516137	2.3320870	2.0247446	2.0773299	131.37190	131.47763	133.57969	132.27109	127.27494	126.66308	123.54292	122.04745	104.62900	110.48264	112.17262	113.12329	102.70387	109.61250	112.12138	113.51913	103.30985	109.23825	112.18889	113.26401	117.56885	1.631359	17.28338	0.5209907	0.7225273	1.383996	2.474764	0.5134411	66.14996	0.9429040	100.80597	117.78701	105.21101	0.5000000	0.5004046	40.61300	11.008031	0.5026005	96.63252	0.5000847	0.5001737	0.6181589	0.5000063	0.5011418	79.60759	0.5005715	0.5737268	0.5018334	34.00977	7.271891	0.7965276	0.5000576	0.5268541	0.5076790	3.931227	123.71465	0.5000596	0.5037403	106.93628	124.70299
154.4823	192.99600	2.3465778	2.4261274	2.0889849	1.9836038	197.26224	196.75151	191.74183	194.72987	198.73576	196.57298	193.38965	194.32797	195.30871	206.11678	206.99341	209.44276	198.13407	201.30401	207.14667	211.08741	198.19628	203.20192	207.46173	209.37810	191.00099	2.276412	27.29133	0.5292829	0.7628614	1.987610	3.490790	0.5226945	109.23233	1.2369876	162.59119	221.93944	184.07036	0.5000024	0.5006566	61.18196	19.303238	0.5042850	190.36597	0.5001372	0.5002894	0.6839468	0.5000576	0.5018035	126.52760	0.5007085	0.6234344	0.5031210	50.40855	11.609795	0.9695219	0.5000627	0.5444800	0.5134414	6.282125	220.87390	0.5000601	0.5073375	189.51404	204.23235
158.0268	221.20346	2.3465778	2.4261274	2.0889849	2.0090028	193.05205	188.33408	188.43617	195.15704	192.47202	190.44425	184.23817	189.32544	190.17692	194.31057	194.47988	195.16074	189.46702	192.24445	196.48451	197.32792	188.99799	193.31736	195.63171	196.44777	181.25209	2.163774	24.53844	0.5285240	0.7562150	1.913179	3.433491	0.5222262	104.43459	1.2153100	159.80969	208.23787	152.99123	0.5000023	0.5006457	59.97138	19.236767	0.5042051	179.77361	0.5001365	0.5002894	0.6827863	0.5000565	0.5017801	123.64433	0.5006934	0.6231428	0.5031071	50.61496	11.503007	0.9654709	0.5000627	0.5441009	0.5134817	6.220277	215.57001	0.5000601	0.5073446	181.69556	197.47682
149.6384	137.62343	-0.4731186	0.0250683	0.0936945	0.0582448	142.06137	144.98203	145.97289	149.98973	147.07376	145.76451	149.11195	139.83401	114.59518	117.98175	125.98586	132.27803	114.39943	118.89029	126.28872	130.33219	115.28557	118.95136	125.86618	130.40692	121.76109	1.801284	19.72145	0.5234262	0.7336657	1.556552	2.790732	0.5159442	74.47245	1.0345237	113.14117	122.94331	110.86449	0.5000000	0.5004650	43.17989	13.402030	0.5032069	105.65537	0.5001016	0.5002015	0.6297210	0.5000030	0.5012695	89.53226	0.5005395	0.5914734	0.5022571	38.19220	8.816489	0.8619950	0.5000619	0.5320156	0.5099420	4.662666	131.22797	0.5000596	0.5048878	106.90119	126.57269
140.8458	89.47850	-0.6318805	-0.2257610	-0.0705909	-0.0670758	106.44121	109.31787	122.60400	113.93795	116.22786	120.36073	110.06844	114.27987	114.80854	118.52629	117.81255	119.24533	116.20717	117.95007	117.52124	118.57606	117.38590	117.75940	117.13213	118.66140	104.17857	1.643687	17.36904	0.5198580	0.7060515	1.347017	2.417457	0.5122621	59.28288	0.9047348	90.39668	110.20169	116.41766	0.5000000	0.5003493	34.71585	10.018014	0.5022686	111.99858	0.5000716	0.5001395	0.6024622	0.5000007	0.5010108	66.46376	0.5004489	0.5588071	0.5014554	31.33237	5.793224	0.7274527	0.5000562	0.5216104	0.5065854	3.251941	98.31119	0.5000594	0.5029531	109.47550	98.88950
166.7184	171.73055	-0.6317539	-0.0883636	0.1612489	0.2627601	159.42681	161.56388	166.44145	164.99488	166.98756	169.20935	170.30236	156.08402	161.35832	163.06690	160.20972	160.26181	160.04970	161.67580	160.61806	161.56377	160.99589	161.83175	159.98569	160.10319	152.96153	1.950118	22.33996	0.5242619	0.7304987	1.664472	2.883742	0.5176103	89.03791	1.0977426	127.16885	170.64517	175.95593	0.5000000	0.5005477	47.80166	13.930227	0.5037321	158.33144	0.5001104	0.5002144	0.6368330	0.5000042	0.5016695	99.94169	0.5005654	0.5994305	0.5025176	39.20501	9.675441	0.9134938	0.5000627	0.5371364	0.5103319	5.188121	170.02071	0.5000596	0.5050420	144.43599	168.91074
149.3513	163.88429	3.0504537	2.5670620	2.1546461	2.0653744	158.31110	155.69238	153.08178	155.38853	154.07387	151.23525	152.57687	152.86278	119.85719	124.97086	128.26895	126.36085	121.86182	125.76586	128.05708	126.77541	119.87403	125.30615	127.73423	127.32587	125.46862	1.700182	18.27994	0.5235531	0.7244916	1.465691	2.797745	0.5152686	72.05560	0.9990870	123.77683	116.86023	106.71311	0.5000000	0.5004573	46.61947	12.480854	0.5029693	105.31320	0.5001014	0.5001981	0.6522537	0.5000268	0.5012920	89.26450	0.5006102	0.5837349	0.5020089	39.49469	8.147707	0.8362561	0.5000575	0.5308953	0.5091803	4.514523	145.78029	0.5000596	0.5045413	108.36026	125.35744
150.4782	160.89692	2.3610920	2.4410326	2.0473269	1.8584153	165.23117	164.84673	163.27759	166.42961	169.89483	163.36101	160.52420	155.53397	151.03584	155.45811	157.15488	158.10709	151.52884	154.60584	156.83062	157.92464	151.47446	154.94219	157.14884	158.03398	150.62479	1.970908	22.19834	0.5273945	0.7624828	1.693995	3.174291	0.5182871	88.55766	1.1083183	136.82906	149.13612	141.76399	0.5000000	0.5005634	53.01471	14.559013	0.5038012	156.38960	0.5001200	0.5002310	0.6615956	0.5000194	0.5016839	104.27235	0.5006964	0.6036600	0.5026032	43.16049	9.928939	0.9238223	0.5000562	0.5383605	0.5109036	5.398770	148.81245	0.5000596	0.5053095	149.95065	154.44609
142.8894	165.52604	2.3465778	2.4261274	2.0266670	1.8737627	169.50743	169.80474	165.91545	169.33906	172.17232	169.88142	165.56060	162.84631	158.87933	158.75496	160.48272	159.19103	157.63794	158.58548	160.16931	159.24594	158.71722	159.45973	159.74221	160.16782	155.26723	1.973333	22.13499	0.5277988	0.7622162	1.689013	3.242015	0.5181721	88.96744	1.1039824	144.28343	163.78177	168.53496	0.5000000	0.5005546	54.99086	14.552251	0.5037282	177.74095	0.5001212	0.5002303	0.6696572	0.5000285	0.5016255	104.59573	0.5007066	0.6017469	0.5025283	43.06687	9.855966	0.9148629	0.5000627	0.5380607	0.5108904	5.353829	155.77336	0.5000596	0.5052951	173.29216	157.53630
138.4022	167.35278	2.2138360	2.2898034	1.9248695	1.7798736	171.75913	167.60363	168.66722	164.63333	165.65610	161.71846	166.57304	165.47326	160.04305	159.96390	159.28413	159.38123	160.28378	158.44463	159.22635	158.78440	158.54706	158.47009	159.52641	159.56556	149.48143	1.959211	21.73893	0.5281775	0.7649809	1.683869	3.262119	0.5181665	86.98479	1.0973786	143.20239	132.70227	136.53011	0.5000001	0.5005481	55.63766	14.709592	0.5036889	142.30167	0.5001234	0.5002309	0.6726167	0.5000281	0.5016396	104.06155	0.5007184	0.5999537	0.5025252	42.33161	9.737512	0.9072667	0.5000576	0.5374643	0.5109935	5.282299	146.53481	0.5000596	0.5053730	143.62314	142.04250
142.9758	180.06567	2.3565715	2.3452169	2.0398903	1.9166498	185.05853	184.57910	184.69709	189.03062	190.14192	193.95795	188.16140	195.91499	167.02939	168.27754	170.43023	171.57968	167.78342	169.33189	170.57876	171.35696	168.13734	168.28539	171.04927	171.91495	160.72607	1.994418	23.04444	0.5290247	0.7624159	1.726525	3.464092	0.5186406	92.88289	1.1180300	161.19177	155.23622	141.64851	0.5000002	0.5005611	59.46994	15.667218	0.5037879	145.78697	0.5001286	0.5002487	0.6834414	0.5000552	0.5016841	109.05585	0.5007082	0.6035601	0.5025896	44.00989	10.057793	0.9227650	0.5000575	0.5386187	0.5110577	5.438231	182.37323	0.5000596	0.5059941	151.24786	161.09938
167.3674	186.33156	2.3465778	2.4261274	2.0726771	1.9439157	191.57473	194.16878	188.53171	195.63258	192.06655	196.43374	197.18166	203.66242	172.82351	173.64394	174.26395	176.44875	170.08977	173.22311	174.63496	177.15987	171.03558	173.61234	174.50334	176.22497	172.01308	2.096659	23.10805	0.5293271	0.7626998	1.837681	3.510248	0.5206045	99.94900	1.1686784	165.19987	179.26277	155.06613	0.5000016	0.5006120	61.05640	17.432997	0.5040393	159.65503	0.5001350	0.5002692	0.6844795	0.5000576	0.5017846	119.30161	0.5007112	0.6162971	0.5029469	48.47246	11.131294	0.9566775	0.5000627	0.5433663	0.5127825	6.060521	200.12967	0.5000600	0.5068945	155.04576	177.72227
173.4262	196.74748	2.2560372	2.1531499	2.0628670	2.1662397	200.64686	200.60588	198.06642	202.38300	203.06055	204.72621	199.55747	207.73993	178.13816	186.31447	189.88644	189.17787	179.47731	186.19965	187.54883	190.47586	178.16122	184.79584	189.54816	190.56200	174.49376	2.149153	25.77042	0.5294768	0.7668722	1.898149	3.516269	0.5208949	99.63912	1.1801548	165.35777	191.88667	147.57927	0.5000021	0.5006129	61.83572	18.618765	0.5039440	147.97359	0.5001418	0.5002826	0.6872742	0.5000581	0.5017347	117.13295	0.5007185	0.6125818	0.5028468	48.45206	10.805316	0.9450626	0.5000619	0.5406782	0.5125043	5.845044	202.73524	0.5000596	0.5072922	163.79778	177.01472
169.1790	205.08703	2.3610920	2.4410326	2.1022329	1.9937032	214.77695	217.29856	223.10200	230.31460	240.20263	243.94072	241.68692	239.91659	205.36412	204.58953	205.55412	205.99509	206.23744	207.21530	206.37300	204.29028	205.47984	207.06277	206.67668	204.79170	191.10286	2.184849	25.77151	0.5292573	0.7632430	1.932506	3.475347	0.5219246	106.29060	1.2147382	163.84628	228.12050	226.58614	0.5000011	0.5006417	61.43903	18.887297	0.5041817	226.01068	0.5001359	0.5002853	0.6846444	0.5000587	0.5018036	124.16691	0.5007087	0.6185623	0.5029553	50.05590	11.354505	0.9583288	0.5000562	0.5430524	0.5128472	6.107586	216.94029	0.5000601	0.5072188	224.30208	207.50999
173.9260	161.24114	-0.6303779	-0.2124906	-0.0145829	0.0584253	162.11593	168.88321	165.78780	164.34329	168.76651	164.83068	163.32597	168.46340	176.13974	165.74861	158.53152	157.35930	174.98585	166.11663	159.25259	157.55295	175.81852	166.82433	160.03498	157.81173	149.05241	1.919511	21.73361	0.5235206	0.7341975	1.619194	2.877711	0.5166177	82.02412	1.0620837	118.27598	152.12630	156.92332	0.5000000	0.5005031	44.38818	13.341700	0.5034447	152.36151	0.5001040	0.5002055	0.6310599	0.5000029	0.5015053	93.71438	0.5005392	0.5964987	0.5024013	37.20253	9.086427	0.8852512	0.5000576	0.5349451	0.5099954	4.909524	154.05562	0.5000596	0.5049578	148.04669	157.64850
155.6856	137.92923	0.0451952	0.1415369	0.2655282	0.3383558	139.72893	136.30568	133.44622	134.07639	137.56388	138.11677	133.63348	131.32636	134.12985	132.74234	136.29214	138.02546	131.58156	133.76670	136.01486	137.08640	132.47567	134.89639	136.04671	137.52976	128.08972	1.821398	19.73692	0.5225691	0.7281120	1.528107	2.734306	0.5155330	74.07285	1.0090972	110.38734	126.65527	119.57404	0.5000000	0.5004576	42.24359	13.066711	0.5030975	122.08836	0.5000991	0.5001950	0.6264955	0.5000015	0.5013291	90.00757	0.5005309	0.5873324	0.5021713	36.97201	8.362649	0.8444864	0.5000575	0.5317217	0.5097198	4.656475	132.15688	0.5000596	0.5048333	108.86359	132.79334
153.2054	144.93310	0.0377248	0.6349777	0.6985120	0.7859300	147.85229	146.92279	140.93915	144.61396	143.45415	148.07785	145.84137	151.41017	162.80318	163.16569	159.43622	158.09498	162.71698	161.46417	160.35685	157.89577	161.85990	160.96081	159.53568	158.10785	151.81842	1.932511	21.79765	0.5238468	0.7308895	1.644737	2.867723	0.5173365	83.98664	1.0733886	121.07582	163.25400	165.38152	0.5000000	0.5005265	45.62319	13.873687	0.5035076	172.35042	0.5001082	0.5002127	0.6343593	0.5000033	0.5015427	99.23949	0.5005493	0.5975862	0.5024416	38.55272	9.265438	0.8906065	0.5000604	0.5355662	0.5102803	5.047769	156.03937	0.5000596	0.5050335	173.74989	156.30981
178.6259	142.60229	0.0509333	0.8048418	0.7612553	0.9007125	143.62300	141.02951	137.13504	137.29658	142.46709	137.69807	138.45283	139.42559	148.76681	149.92765	149.26411	150.27223	148.04260	148.50446	150.01750	150.95803	148.95425	149.46078	149.26362	150.21466	144.61975	1.932239	21.48000	0.5239208	0.7285627	1.619557	2.848096	0.5174519	82.39336	1.0681599	119.76649	146.08560	148.64435	0.5000000	0.5005211	46.15245	13.920267	0.5034443	154.53404	0.5001101	0.5002144	0.6364571	0.5000037	0.5014599	97.90783	0.5005544	0.5949876	0.5023488	39.54137	9.334865	0.8768026	0.5000576	0.5353320	0.5104723	5.059066	147.92111	0.5000596	0.5050728	153.19304	148.18929
148.7890	147.56400	2.3610920	2.0203687	1.8034186	1.6375164	150.54301	148.91210	145.25167	149.28122	153.70118	150.40859	147.78094	147.25835	161.29092	159.61017	158.48408	157.16727	161.33321	158.98884	158.09670	157.67684	161.64489	158.48097	157.63246	157.69627	151.15250	1.959817	21.96696	0.5249473	0.7353688	1.643078	2.914156	0.5176913	86.52213	1.0840201	123.94803	158.74818	172.14648	0.5000000	0.5005423	47.72448	13.989081	0.5036631	176.64796	0.5001113	0.5002145	0.6376120	0.5000038	0.5016174	99.55503	0.5005574	0.5978280	0.5024278	39.32958	9.517439	0.8996425	0.5000562	0.5369651	0.5103943	5.175239	154.21129	0.5000596	0.5050508	174.72192	155.89508
166.8188	152.00587	2.2138360	1.9508776	1.7513553	1.6064540	155.88164	153.96284	148.80182	153.75380	153.71429	158.37533	156.08091	160.27959	164.97816	163.79976	161.49502	163.60023	165.34944	164.87495	164.05351	162.69896	165.89005	164.47244	162.84332	162.11617	155.07210	2.002425	22.74212	0.5247145	0.7381137	1.684767	2.958343	0.5178858	88.38728	1.0979682	127.43924	169.16934	175.31668	0.5000001	0.5005503	47.74081	13.999685	0.5037031	175.74713	0.5001144	0.5002190	0.6377690	0.5000033	0.5015894	100.08873	0.5005572	0.5993431	0.5024402	37.48698	9.621063	0.8993028	0.5000576	0.5367867	0.5104190	5.195498	159.10472	0.5000596	0.5050960	173.37593	161.20218
168.9718	192.03039	3.0516137	1.7836476	1.7494332	1.5413981	185.62784	194.13227	200.94901	198.55346	200.28010	203.45041	203.81940	200.29057	164.42755	169.97053	174.32965	176.40714	166.42037	170.79505	173.79440	174.87243	165.52584	170.92880	174.09204	174.54360	174.60611	2.011145	23.20835	0.5262241	0.7486153	1.713284	3.041433	0.5182336	93.07003	1.1132550	133.49329	179.27298	166.54822	0.5000000	0.5005684	50.60054	14.299349	0.5038013	164.40152	0.5001194	0.5002227	0.6462042	0.5000074	0.5017246	104.60700	0.5006362	0.6027360	0.5026110	40.78421	9.891170	0.9249458	0.5000576	0.5383838	0.5106356	5.338326	172.54623	0.5000596	0.5051463	169.49924	175.59346
177.3969	177.59021	2.3241754	2.3859973	2.0176534	1.7954693	179.96967	187.98994	182.79514	181.04340	182.59322	178.01831	174.12363	175.87618	175.92543	176.76534	175.07131	176.79800	175.72525	176.04476	176.29362	174.59826	176.11494	176.14809	175.99931	175.66471	175.37642	2.046606	23.59864	0.5274000	0.7598919	1.744128	3.148979	0.5186290	95.01215	1.1263942	141.44205	179.51784	185.36534	0.5000001	0.5005801	53.46418	14.675115	0.5038659	149.10941	0.5001211	0.5002317	0.6604676	0.5000210	0.5017396	107.83720	0.5006978	0.6056713	0.5026716	42.71273	10.142160	0.9343607	0.5000575	0.5392383	0.5108853	5.494732	179.40761	0.5000596	0.5053394	164.98386	183.01585
146.0589	187.32291	2.3241754	2.4030865	2.0257318	1.8887220	191.04196	197.14873	189.25158	188.77293	187.06347	180.56418	177.55447	174.34344	168.00194	172.59731	173.74271	176.80921	167.79088	170.97072	174.62492	175.23790	167.87951	171.09164	174.65761	176.02708	172.90782	2.059647	23.72512	0.5286518	0.7631037	1.762344	3.343471	0.5189744	95.93278	1.1334479	153.86743	175.74463	175.97339	0.5000002	0.5005854	57.04966	15.066728	0.5038917	153.99474	0.5001243	0.5002406	0.6751333	0.5000376	0.5017437	110.86503	0.5007108	0.6066403	0.5026820	44.31147	10.240130	0.9365575	0.5000575	0.5395581	0.5110580	5.549321	181.01991	0.5000596	0.5054945	149.16428	178.03148
142.9758	172.20434	2.2138360	2.2898034	1.9678428	1.8647074	172.32159	163.11829	166.92390	166.26150	164.50719	163.26352	161.49749	162.08042	138.67301	145.37673	150.65339	157.98261	139.44940	146.97037	152.94463	154.24097	137.90508	146.41477	151.91567	155.01178	148.50058	1.838329	21.23845	0.5277290	0.7464043	1.638340	3.286547	0.5174444	84.26246	1.0750314	150.31851	139.15778	140.49554	0.5000003	0.5005106	56.42366	14.922249	0.5034282	126.89515	0.5001276	0.5002319	0.6814606	0.5000412	0.5015520	103.07629	0.5006908	0.5958972	0.5024073	43.77503	9.583635	0.9000736	0.5000576	0.5372676	0.5112917	5.261210	168.17462	0.5000596	0.5056197	135.79337	143.31166
173.4262	192.99783	2.3610920	2.5097920	2.2702379	2.1666756	192.90377	189.44861	192.02791	191.98959	183.12246	186.38485	191.43435	188.82423	180.94364	176.35250	176.57353	176.12441	181.03333	179.30064	177.79210	176.50914	180.18735	179.45890	177.99244	176.97848	171.97867	2.003731	22.85888	0.5252473	0.7366121	1.749332	3.098605	0.5197185	93.85970	1.1426017	142.82845	188.63873	190.91934	0.5000002	0.5005739	55.55538	17.104822	0.5038038	194.88646	0.5001277	0.5002629	0.6760498	0.5000516	0.5016342	112.00498	0.5006738	0.6088361	0.5027388	49.45548	10.359969	0.9240248	0.5000562	0.5396427	0.5121991	5.634825	195.69307	0.5000596	0.5068878	186.53212	183.60783
170.4894	132.71790	0.0509333	0.7550228	0.6670490	0.8180678	137.57814	136.83637	139.78218	137.84033	134.41506	127.51585	131.54317	126.45949	147.97548	145.91596	145.23214	147.17916	147.44007	145.91322	145.71553	146.77932	146.28243	145.84385	146.35853	146.79140	141.69760	1.923788	21.50612	0.5240371	0.7278877	1.621678	2.842542	0.5174814	82.75289	1.0785450	115.09953	143.83980	152.44376	0.5000000	0.5005324	45.85097	13.911472	0.5036007	156.37479	0.5001114	0.5002141	0.6365772	0.5000031	0.5015502	96.00832	0.5005534	0.5951082	0.5023078	39.56499	9.408042	0.8894853	0.5000576	0.5362138	0.5104623	5.112044	140.02193	0.5000596	0.5050632	157.98172	145.37796
176.8921	140.52336	2.3241754	1.9878403	1.4714026	1.2994825	146.06023	146.25955	147.10281	151.47198	152.42150	151.38993	143.38585	142.44946	162.88187	161.96418	158.69217	156.28958	163.78766	160.49724	159.48104	156.15820	163.97526	161.09380	158.07879	157.70326	150.14359	1.948205	21.65905	0.5239536	0.7320569	1.629693	2.876181	0.5174149	85.55809	1.0812898	120.63542	156.51582	190.09482	0.5000000	0.5005406	46.41734	13.726200	0.5035863	183.51653	0.5001104	0.5002098	0.6333968	0.5000023	0.5016155	96.40666	0.5005490	0.5946168	0.5023080	37.30339	9.354369	0.8903453	0.5000575	0.5360807	0.5101889	5.079999	147.23134	0.5000596	0.5049362	176.43863	152.21094
166.5273	157.19585	3.0516137	2.3944626	1.9821858	1.6852802	161.84393	163.20959	162.39657	172.07392	172.40669	176.22767	171.43171	180.97801	170.51035	166.78286	166.27376	164.13147	169.33165	167.39383	165.49400	164.66429	170.46588	167.91578	164.99248	164.21134	155.46942	1.973866	22.36692	0.5269764	0.7572796	1.687572	3.087760	0.5182414	89.72478	1.1052624	134.42903	151.97481	152.17249	0.5000000	0.5005575	52.00734	14.380270	0.5037121	167.28862	0.5001200	0.5002260	0.6558411	0.5000128	0.5016955	104.60624	0.5006906	0.6009127	0.5025254	42.00230	9.775704	0.9156938	0.5000576	0.5379134	0.5107246	5.297720	151.85117	0.5000596	0.5051733	166.16959	157.00104
167.8803	153.39521	2.3206655	2.3997138	2.0027710	1.8188706	158.94205	157.56601	162.66478	160.08457	158.74301	153.88996	160.26400	156.19991	164.55018	160.01706	158.78959	157.24756	162.78506	160.42536	159.16140	156.79096	163.55709	161.13781	158.89629	157.54377	150.16893	1.936607	21.73051	0.5267818	0.7567850	1.672060	3.119618	0.5181506	86.78432	1.0954664	131.45422	150.94037	160.04842	0.5000000	0.5005468	52.20926	14.609611	0.5036527	170.33771	0.5001196	0.5002296	0.6614305	0.5000218	0.5016006	102.73496	0.5006939	0.6000662	0.5024666	43.67410	9.779553	0.9060766	0.5000604	0.5374281	0.5110071	5.294926	144.69536	0.5000596	0.5052711	162.96104	151.13152
164.7259	157.35809	2.2557106	2.3327686	1.9709376	1.7899667	161.64213	159.58620	162.29576	156.17536	152.78399	153.21924	160.75518	163.98181	159.43903	159.53058	157.52307	156.61862	160.84002	159.54336	157.29562	156.47234	160.75482	158.94122	157.80089	155.94647	149.13637	1.932063	21.61594	0.5267650	0.7574800	1.658512	3.108119	0.5177753	85.75333	1.0894277	133.41374	144.95593	155.31566	0.5000000	0.5005426	52.96897	14.316565	0.5036598	154.21532	0.5001209	0.5002228	0.6643312	0.5000237	0.5016087	101.55727	0.5007004	0.5993096	0.5024911	41.22398	9.664824	0.9069868	0.5000589	0.5373230	0.5107752	5.255481	143.44203	0.5000596	0.5052197	161.72466	146.13535
169.6663	163.41742	2.2557106	2.3327686	1.9625955	1.7898381	168.84117	168.24659	170.42969	168.91812	166.44360	159.22498	161.72146	154.69264	157.15590	159.14060	159.40941	159.05600	156.63250	159.11950	159.39905	159.13922	156.82227	158.56244	159.13833	159.12892	150.46495	1.946207	21.64807	0.5277792	0.7614425	1.677599	3.243005	0.5181349	86.94829	1.0990210	142.52687	139.32768	141.15880	0.5000001	0.5005481	55.51650	14.704002	0.5036854	150.00145	0.5001230	0.5002307	0.6733663	0.5000328	0.5016134	102.64912	0.5007113	0.6003026	0.5025019	42.34394	9.763017	0.9090120	0.5000589	0.5376111	0.5108708	5.296773	146.54303	0.5000596	0.5053390	148.45961	146.87326
176.8801	179.33498	2.2557106	2.3327686	1.9903887	1.8107001	185.32052	187.61041	185.27548	192.71393	191.80631	199.63618	200.34312	212.54407	178.18343	175.99780	174.81044	175.57481	177.14053	174.84697	174.77245	175.94570	177.23296	175.22000	173.81932	175.03532	173.29289	2.079474	23.40590	0.5295129	0.7637708	1.825207	3.510437	0.5202699	98.81803	1.1614269	164.82591	180.28789	206.71611	0.5000010	0.5006028	61.73436	16.984928	0.5039824	207.95830	0.5001363	0.5002623	0.6887217	0.5000546	0.5017626	117.13241	0.5007203	0.6136988	0.5028813	48.68291	10.732730	0.9504538	0.5000589	0.5411375	0.5121750	5.791456	188.26566	0.5000596	0.5065498	192.86337	174.92827
178.3484	188.55842	2.3465778	2.4261274	2.0622992	1.9187519	195.59457	200.73704	200.81188	205.96469	203.39367	205.10010	208.34328	189.99225	188.43854	186.95053	185.31663	185.88298	188.53995	186.13694	186.93171	187.01577	189.10293	186.90982	186.35984	185.43640	180.73019	2.130266	24.54361	0.5291812	0.7623817	1.903951	3.489833	0.5217457	103.83188	1.2079062	163.85620	192.28412	193.91985	0.5000023	0.5006422	61.49168	18.750931	0.5042131	189.97060	0.5001366	0.5002849	0.6845290	0.5000582	0.5018168	123.08146	0.5007112	0.6229600	0.5031210	50.07893	11.443258	0.9717941	0.5000627	0.5439760	0.5131970	6.234733	202.71764	0.5000601	0.5072850	184.91174	191.44542
169.1795	188.59376	2.3241754	2.4030865	2.0686501	1.9649668	195.89863	198.65524	198.71523	205.33231	206.22481	209.02913	208.56161	222.81419	194.32595	192.15221	193.23639	192.58912	195.04157	193.54243	191.68011	190.51888	194.96504	193.65497	192.33050	193.02769	177.70848	2.133856	24.63008	0.5289847	0.7623122	1.903970	3.462179	0.5209936	101.75039	1.1955359	160.49545	192.60828	182.36639	0.5000010	0.5006241	61.12065	18.721315	0.5040269	179.28882	0.5001364	0.5002822	0.6852779	0.5000573	0.5017598	117.46122	0.5007106	0.6145439	0.5029004	49.52861	10.897505	0.9529662	0.5000575	0.5411830	0.5123087	5.804311	195.21655	0.5000596	0.5071555	171.90430	184.10310
171.5287	130.40827	0.0523781	0.3203946	0.4760974	0.5426492	134.28954	131.35745	133.67960	130.62439	129.71561	127.14649	132.92694	130.78951	140.03423	139.66490	138.90160	140.43138	138.96970	139.77733	140.05567	140.71956	139.85363	139.28129	139.04601	140.63923	130.15741	1.844907	20.03440	0.5231892	0.7297211	1.557567	2.763173	0.5164310	75.70245	1.0381203	105.88703	122.33330	112.15704	0.5000000	0.5004874	43.08081	13.531550	0.5032839	114.68462	0.5001025	0.5002069	0.6305383	0.5000023	0.5013888	90.13314	0.5005372	0.5926331	0.5022967	38.44186	8.893871	0.8683888	0.5000562	0.5334353	0.5101778	4.829916	123.58495	0.5000596	0.5049599	123.47187	129.25851
146.5395	132.82711	0.0377248	0.1342339	0.3244312	0.4774220	138.97118	137.98629	142.68857	145.34580	142.35314	136.49210	135.91606	128.78841	138.95688	137.60938	139.96556	141.67388	137.17910	137.49371	139.49145	141.31248	138.13894	139.48834	139.96796	140.29535	136.28868	1.891702	20.87267	0.5236465	0.7306505	1.603085	2.821204	0.5169357	79.11609	1.0571214	111.81019	132.55814	116.20464	0.5000000	0.5005056	44.39276	13.759227	0.5033777	119.49723	0.5001078	0.5002111	0.6330158	0.5000026	0.5014597	94.99839	0.5005449	0.5939347	0.5023024	38.55272	9.070911	0.8746153	0.5000604	0.5341322	0.5102621	4.943675	136.03510	0.5000596	0.5049857	125.33798	136.97533
161.2213	151.42555	2.2138360	2.2733516	1.9133513	1.7224186	154.57493	149.35854	147.15104	146.46692	152.04070	148.62848	148.83983	148.59815	151.26148	152.92903	154.42705	154.40855	153.96806	150.76234	154.29243	155.67848	152.49937	152.42989	153.55731	155.78181	145.82411	1.968591	21.91842	0.5251129	0.7427815	1.677387	2.960587	0.5178732	87.04084	1.1005741	125.99520	152.18277	147.95065	0.5000000	0.5005542	48.58607	14.220655	0.5037875	152.02097	0.5001175	0.5002211	0.6426317	0.5000044	0.5016745	101.18890	0.5005922	0.6021947	0.5026299	39.18579	9.730152	0.9167779	0.5000576	0.5375336	0.5105575	5.273722	157.88152	0.5000596	0.5051811	153.96149	153.87724
155.9336	169.85067	2.2138360	2.2733516	1.9833831	1.7645643	172.49797	170.69389	159.49973	162.00136	152.46775	157.35813	158.66885	145.22933	175.26408	174.12530	175.34435	174.55554	175.56529	175.29783	174.03868	176.18316	174.21584	174.38185	174.91305	175.50079	165.89612	2.057766	23.95801	0.5265052	0.7570772	1.748556	3.110670	0.5186758	96.02370	1.1286854	136.23430	177.57936	189.06447	0.5000002	0.5005820	51.89482	14.470631	0.5039048	170.94000	0.5001204	0.5002278	0.6517805	0.5000094	0.5017578	107.37482	0.5006706	0.6058011	0.5026898	40.13596	10.025804	0.9335262	0.5000576	0.5387359	0.5106997	5.409944	173.27187	0.5000596	0.5052854	163.86995	184.83502
168.9441	186.03024	2.2138360	2.3002297	1.9210431	1.7147214	186.17779	194.33609	193.94690	186.38174	187.74051	188.44114	187.52128	193.82133	203.09013	201.15522	194.63926	190.96117	203.19104	199.46699	195.84774	192.14882	203.39558	199.97409	195.93267	192.15679	193.72006	2.103920	24.32319	0.5289270	0.7668947	1.765313	3.366421	0.5192047	102.32454	1.1396520	156.54864	201.49585	233.73683	0.5000007	0.5005919	58.09455	14.965665	0.5039425	256.56390	0.5001249	0.5002379	0.6765822	0.5000314	0.5017700	113.81522	0.5007234	0.6070311	0.5026998	42.33161	10.259541	0.9373127	0.5000576	0.5397274	0.5111183	5.551924	196.97633	0.5000596	0.5055121	232.17107	200.07713
148.8975	119.37801	2.2821236	1.9984067	1.7624592	1.5469817	128.37268	124.77725	117.45658	111.14964	115.62381	116.06298	114.64366	112.54672	119.52474	122.40840	124.02385	127.06375	119.49645	123.97169	124.38093	126.29311	119.48397	121.92666	124.46807	125.77844	117.54376	1.702627	18.57646	0.5200109	0.6980880	1.447101	2.482256	0.5145281	68.64305	0.9764903	96.83862	133.59981	131.03302	0.5000000	0.5004476	39.12438	11.868747	0.5030988	124.69784	0.5000926	0.5001820	0.6188980	0.5000007	0.5014108	82.14674	0.5004797	0.5829309	0.5020779	38.34415	8.284396	0.8469581	0.5000572	0.5323963	0.5091642	4.558573	126.26745	0.5000596	0.5042974	137.53923	126.32576
149.9737	189.33164	2.2138360	1.9657975	1.7850650	1.6465498	187.76447	197.70673	197.03964	193.59185	201.48758	202.95382	203.57687	197.93191	179.51977	181.22174	183.27173	182.49865	179.14986	182.18071	183.94178	181.07442	180.39545	181.70607	183.09100	181.98374	180.74365	2.072557	23.89069	0.5258588	0.7470435	1.736368	3.040887	0.5186980	97.39275	1.1288792	133.64662	183.80539	174.29211	0.5000000	0.5005854	50.66467	14.354902	0.5039304	187.53444	0.5001187	0.5002253	0.6468337	0.5000063	0.5017648	106.55940	0.5006133	0.6057247	0.5026895	39.45830	10.008472	0.9341775	0.5000576	0.5389869	0.5105759	5.420777	180.79909	0.5000596	0.5052420	195.42691	185.19363
144.9478	135.39760	0.0229605	0.8262982	0.8703827	0.8840700	139.02577	137.38568	138.41223	139.72357	142.62286	133.96365	133.18562	125.96164	154.34221	150.82327	146.68971	146.95243	154.64425	150.26131	146.39079	146.23970	154.66155	150.14285	146.61353	146.37241	139.78305	1.878813	20.43059	0.5235580	0.7330096	1.600994	2.804884	0.5169539	77.94064	1.0524336	111.41051	133.57677	136.41190	0.5000000	0.5004924	44.65412	13.826929	0.5033121	140.94913	0.5001078	0.5002143	0.6319649	0.5000032	0.5013638	95.67588	0.5005380	0.5939265	0.5022989	38.35616	9.061582	0.8666585	0.5000619	0.5339264	0.5103561	4.939111	135.33658	0.5000596	0.5050285	141.38786	139.86722
162.7039	152.01137	2.2557106	1.6267791	1.2565070	1.1656161	155.32683	156.89232	150.07354	156.04382	148.09678	155.57784	156.63241	150.48549	173.89255	171.02339	168.11501	165.76476	175.40433	171.94809	168.41812	166.73430	174.54359	170.50841	168.63690	166.37704	163.13496	2.000765	22.72305	0.5244244	0.7308833	1.676364	2.940359	0.5176612	89.21237	1.0913466	128.72913	172.72511	185.70564	0.5000000	0.5005456	47.63374	13.781282	0.5036742	177.97502	0.5001141	0.5002080	0.6355775	0.5000023	0.5016357	99.84404	0.5005442	0.5984342	0.5024907	36.82318	9.436346	0.9027851	0.5000589	0.5365905	0.5102801	5.143583	165.67311	0.5000596	0.5050051	187.62645	167.10828
168.9243	169.08964	2.2821236	1.3568579	1.4577184	1.3218271	169.75868	174.91284	160.94627	158.24630	155.26559	152.38775	152.31733	161.53748	173.55382	174.14303	173.19947	171.06881	173.64373	174.55122	172.53942	172.29595	174.76988	174.04423	172.72188	171.87474	164.43538	2.001234	22.68156	0.5246332	0.7338705	1.691619	2.919729	0.5178850	91.15892	1.1033208	128.78442	174.67064	160.52226	0.5000000	0.5005594	47.75509	14.010267	0.5037631	161.55275	0.5001129	0.5002152	0.6359323	0.5000039	0.5017152	102.43851	0.5005555	0.6001113	0.5025448	38.66114	9.695312	0.9187033	0.5000572	0.5377514	0.5103794	5.258570	170.73203	0.5000596	0.5050418	156.43047	175.37061
173.0934	158.06668	2.3206655	2.3997138	2.1884807	2.0546013	158.20136	145.96874	148.94257	146.04093	125.21506	126.12642	122.86098	119.47941	140.75344	142.72860	146.12235	143.55949	144.24422	145.67310	144.51073	145.13329	143.04468	145.41932	144.59658	147.36010	136.05103	1.787464	19.47888	0.5222725	0.7252235	1.511447	2.645902	0.5157974	76.69066	1.0241805	111.40159	133.97768	131.17680	0.5000001	0.5004884	44.28172	12.976636	0.5033786	138.54449	0.5001062	0.5002063	0.6334489	0.5000033	0.5015104	93.52711	0.5005907	0.5939802	0.5023695	40.18230	9.226314	0.8892090	0.5000604	0.5359744	0.5102876	5.049714	154.30591	0.5000596	0.5049697	140.71219	146.56084
161.4163	140.49349	2.3206655	2.3997138	2.0719089	1.9971057	141.98663	141.34401	142.06753	141.89452	150.07769	148.85192	145.98832	146.02215	145.65778	143.10242	143.57997	145.09832	144.72245	142.92196	143.46166	145.75031	145.92468	144.19341	143.49513	145.80938	136.91730	1.794836	19.52186	0.5222914	0.7245760	1.517010	2.655701	0.5157614	75.98367	1.0206418	108.19409	133.51569	136.68446	0.5000000	0.5004795	43.86387	12.969616	0.5032974	136.78218	0.5001062	0.5002060	0.6346247	0.5000040	0.5014744	91.08340	0.5005923	0.5918480	0.5022948	40.24505	9.043833	0.8788444	0.5000604	0.5352163	0.5102653	4.957388	139.76978	0.5000596	0.5049385	140.58113	138.23619
169.1479	157.07556	2.2560372	2.1531499	2.1176414	2.0835134	156.19499	151.69665	154.03881	154.81330	149.99315	147.01058	144.72176	149.12669	148.29662	145.72840	147.62219	148.93182	149.58886	146.92507	148.30868	148.33435	147.72658	146.67044	147.35474	148.60476	142.62350	1.796992	19.80642	0.5232397	0.7341028	1.545650	2.742308	0.5161344	78.00906	1.0371578	116.28543	143.45445	116.93786	0.5000000	0.5004917	46.02667	13.285395	0.5034025	124.24792	0.5001091	0.5002106	0.6409647	0.5000082	0.5015343	94.94362	0.5006344	0.5957076	0.5024035	40.52458	9.342771	0.8966910	0.5000619	0.5370266	0.5104766	5.130380	153.54494	0.5000596	0.5050630	139.79192	151.00548
148.2094	149.65065	2.2557106	2.3327686	2.0132169	1.9649629	155.10614	155.92571	154.52928	154.32269	162.20186	161.40980	158.09919	158.05495	148.79811	148.00414	150.87077	152.88114	148.95618	147.81695	151.23964	151.87271	148.90516	148.88193	150.38933	150.73075	142.03772	1.814898	20.17774	0.5232617	0.7360362	1.564290	2.802658	0.5160320	79.54485	1.0350914	117.86273	154.77870	156.32249	0.5000000	0.5004961	47.09106	13.138697	0.5033531	150.25977	0.5001087	0.5002065	0.6443533	0.5000141	0.5015181	95.48368	0.5006526	0.5931668	0.5023688	40.15139	9.231723	0.8933946	0.5000589	0.5365613	0.5102790	5.112559	149.03912	0.5000596	0.5050229	145.12169	151.93111
163.4419	138.62963	3.0516137	2.3857493	2.2964896	2.2340777	125.55601	136.62131	131.38725	134.36779	134.06818	134.77127	134.91834	135.47929	135.81378	140.38772	140.30926	137.82045	136.17242	140.90914	138.96259	138.23647	135.69187	140.36118	140.14221	136.15219	126.73695	1.675349	17.14285	0.5208000	0.7218393	1.397865	2.487385	0.5133882	67.47462	0.9551988	101.46492	115.17463	122.76980	0.5000000	0.5004076	39.13698	11.030204	0.5025869	129.09695	0.5000817	0.5001727	0.6155616	0.5000067	0.5011208	78.33877	0.5005564	0.5739507	0.5018390	33.64291	7.209495	0.7959903	0.5000576	0.5264056	0.5074967	3.898887	117.73708	0.5000596	0.5036569	133.37807	120.09803
147.7005	147.40015	3.0504537	2.6179944	2.3050139	2.2777164	141.77384	153.27685	151.35659	153.01734	151.98348	152.29799	153.48338	153.87934	152.45975	155.14311	149.05865	148.42006	157.00554	152.58877	150.00029	149.84076	154.78687	150.65009	149.59020	148.39402	138.56308	1.696196	17.78780	0.5226641	0.7236056	1.477328	2.695024	0.5151772	73.78027	0.9967117	113.08408	142.63484	149.02463	0.5000000	0.5004525	43.88405	12.171208	0.5029268	151.98508	0.5000951	0.5001917	0.6431884	0.5000208	0.5012783	87.26688	0.5006051	0.5815454	0.5019796	38.38482	7.940511	0.8294823	0.5000575	0.5301159	0.5088398	4.366461	136.66714	0.5000596	0.5043182	158.56155	136.19563
147.7225	167.36518	2.2557106	2.3990486	2.1681327	2.1280914	165.15974	170.02782	169.18926	170.07744	169.48242	173.11080	178.53748	177.87042	154.98526	159.15658	160.50481	162.08286	158.73756	158.68040	160.52477	161.66922	158.09741	157.37664	159.29402	161.96471	154.82187	1.867209	20.62131	0.5251544	0.7321132	1.617512	3.057867	0.5167492	82.83179	1.0586432	133.72092	157.68282	167.13702	0.5000000	0.5005066	52.41875	14.013612	0.5032958	186.99158	0.5001144	0.5002174	0.6692711	0.5000360	0.5014616	96.14890	0.5006551	0.5915173	0.5022666	42.35855	8.980614	0.8760066	0.5000589	0.5347937	0.5100010	4.938741	158.91351	0.5000596	0.5049605	179.73280	148.91602
153.3230	173.42678	2.3465778	2.4945504	2.2406026	2.1755799	171.28758	175.30773	174.50009	175.92516	183.74094	186.48592	189.34740	185.75679	158.24221	161.20127	158.82694	159.48170	158.67999	161.28853	161.99451	161.01112	159.34887	161.50825	160.04905	161.32639	160.62463	1.834797	20.43689	0.5251700	0.7346806	1.601115	3.127649	0.5169010	82.87608	1.0662478	140.58495	161.56940	156.23506	0.5000001	0.5005041	52.92964	14.379757	0.5033656	162.21198	0.5001211	0.5002294	0.6741892	0.5000421	0.5015007	98.54685	0.5006571	0.5958529	0.5023215	43.84533	9.447662	0.8908907	0.5000627	0.5368270	0.5109012	5.169504	171.98489	0.5000596	0.5054284	156.72652	151.30043
149.8539	175.11323	2.2560372	1.9510487	1.7139214	1.5546239	176.46903	183.19020	181.13317	177.55228	180.75367	176.08935	173.86830	185.89606	191.13997	185.62013	181.49426	179.16986	189.54486	185.15518	181.53965	179.04176	191.98314	185.65805	181.44959	179.57949	181.67441	2.038109	23.35839	0.5269657	0.7600632	1.734133	3.140350	0.5187998	96.81002	1.1320771	139.49408	188.74336	203.80098	0.5000001	0.5005859	52.81551	14.746323	0.5039428	211.65253	0.5001206	0.5002320	0.6569497	0.5000170	0.5017675	108.42390	0.5006843	0.6065855	0.5027005	42.20106	10.215292	0.9356875	0.5000619	0.5397141	0.5108888	5.499383	181.79060	0.5000596	0.5053070	209.96141	189.35532
158.7883	125.61527	0.0509333	0.4100900	0.5013872	0.6458184	131.20572	129.93504	134.18236	125.38277	123.49382	122.56751	129.67026	133.29830	142.49792	141.08702	142.47557	144.17735	144.06748	142.48524	142.21039	142.75288	142.00767	141.12684	143.32005	143.53831	139.84354	1.894705	21.00024	0.5232566	0.7222478	1.594351	2.782753	0.5171984	79.31075	1.0566750	111.78230	152.17551	167.99086	0.5000000	0.5005054	44.72630	13.818473	0.5033520	177.17224	0.5001094	0.5002128	0.6348804	0.5000029	0.5014301	95.28851	0.5005379	0.5931501	0.5022830	39.52274	9.105860	0.8648474	0.5000576	0.5341148	0.5104511	4.961375	137.45322	0.5000596	0.5050538	176.60617	145.63475
153.8432	117.71718	3.0516137	2.1936640	1.8346432	1.6015744	116.83802	114.25636	113.50914	116.06154	116.30549	115.85351	120.83813	120.63968	114.02983	112.25979	112.00560	112.53839	113.32087	111.93859	112.79062	112.71206	113.11026	112.56636	111.34378	112.57573	112.73167	1.641396	17.07717	0.5192086	0.6965911	1.364242	2.355332	0.5130298	62.89198	0.9355919	92.20136	126.49229	125.02337	0.5000000	0.5003921	36.16510	10.689587	0.5025660	121.19655	0.5000786	0.5001637	0.6032948	0.5000001	0.5011171	74.92880	0.5004372	0.5729173	0.5018377	31.52824	6.974605	0.7941207	0.5000576	0.5255367	0.5072482	3.780173	109.83174	0.5000596	0.5035899	117.10829	117.67384
150.5567	150.97994	2.2560372	1.9510487	1.6881334	1.5392407	156.62259	158.17978	158.88221	167.53427	168.81679	175.49283	172.91068	186.31666	195.93116	187.93439	182.69104	180.13070	196.61095	190.34217	182.71153	179.55286	197.35193	189.49090	183.44835	179.53803	174.44879	2.032377	23.40413	0.5261815	0.7511062	1.712408	3.055779	0.5182815	93.09737	1.1084731	134.29984	187.84486	204.36786	0.5000001	0.5005614	50.75485	14.435773	0.5036719	210.26213	0.5001195	0.5002244	0.6475103	0.5000087	0.5016723	103.87772	0.5006303	0.6001441	0.5025021	40.34207	9.715818	0.9067230	0.5000619	0.5374101	0.5106463	5.281567	173.37373	0.5000597	0.5051730	196.62541	176.76186
150.5601	190.05535	2.3465778	1.5308188	1.2398558	1.0808052	148.13474	128.98329	111.65101	114.45034	118.57151	119.33910	119.91766	123.19848	191.91728	188.50711	187.17953	183.89347	187.90523	185.86926	188.33701	188.47329	188.84879	188.66923	187.93556	186.99026	159.22090	1.974906	22.65698	0.5275355	0.7616355	1.714992	3.205830	0.5183386	93.60488	1.1216125	145.57791	174.31296	157.25108	0.5000002	0.5005695	54.92616	14.676305	0.5038382	173.04541	0.5001212	0.5002321	0.6657314	0.5000268	0.5017020	108.23255	0.5007027	0.6051757	0.5026472	43.04303	10.138653	0.9289423	0.5000627	0.5388893	0.5108992	5.449760	178.83432	0.5000596	0.5053180	177.76169	177.68475
150.8338	185.58826	2.2138360	1.8701621	1.4181589	1.1788458	158.90801	142.94913	136.66269	135.99850	140.03530	142.88910	144.47376	136.84847	155.96318	161.53623	162.91679	166.49729	153.94104	160.96736	164.00174	167.21543	155.10208	161.37746	165.45531	168.70630	161.35246	2.038433	23.27164	0.5282514	0.7649353	1.738113	3.252334	0.5186068	95.03696	1.1320018	148.26047	176.01706	155.44125	0.5000003	0.5005780	56.18341	14.683305	0.5039272	123.30219	0.5001227	0.5002342	0.6718128	0.5000251	0.5017437	109.66711	0.5007217	0.6067150	0.5026991	42.30553	10.182012	0.9369284	0.5000576	0.5392160	0.5109423	5.508882	176.63777	0.5000596	0.5054708	121.74654	175.77371
152.7698	217.32157	2.3206655	2.3997138	2.0381786	1.9271826	232.58490	232.81248	230.74127	229.16712	227.65478	225.30493	226.72234	237.98890	239.87912	232.76711	223.63502	221.10956	240.80110	231.21543	224.53419	220.95891	239.96244	231.16594	224.82153	220.57394	220.54932	2.272277	27.18340	0.5293482	0.7612352	2.085059	3.498823	0.5254857	129.73862	1.3570892	165.68398	233.78247	254.81339	0.5000073	0.5008155	61.58594	19.845230	0.5055357	275.73370	0.5001358	0.5003008	0.6851245	0.5000588	0.5024472	152.98390	0.5007108	0.6505035	0.5037379	57.65321	14.317286	1.1195259	0.5000604	0.5567173	0.5158217	7.615843	222.58691	0.5001192	0.5072981	281.28827	240.39369
151.1338	270.52761	2.9676866	2.2972224	2.1348424	2.2018790	251.49290	241.44837	236.70464	235.15272	239.40982	240.85568	241.45453	234.57839	231.91910	233.81883	238.45744	234.31366	235.00891	235.87781	239.30043	233.71649	232.50343	239.20043	240.39484	236.84870	236.64288	2.325672	27.82440	0.5294445	0.7655977	2.094007	3.502839	0.5258415	132.97412	1.3629065	166.67934	226.62663	215.52948	0.5000106	0.5008169	62.43063	20.253038	0.5056077	217.45686	0.5001433	0.5003062	0.6875942	0.5000584	0.5024731	157.89651	0.5007191	0.6517347	0.5037797	59.09060	14.439401	1.1235844	0.5000619	0.5569556	0.5161337	7.729428	226.51178	0.5001192	0.5074308	242.65254	244.38434
136.9083	165.46567	3.0516137	2.3320870	1.8473288	1.8212266	174.46493	177.16100	184.18356	195.59711	201.49091	200.13825	200.49795	196.77739	171.80393	168.82626	167.29918	167.90372	171.04280	170.36273	168.48347	168.43897	171.75273	170.37534	168.02474	168.09658	156.75214	2.013388	22.44667	0.5287493	0.7582960	1.732034	3.395305	0.5192376	92.70752	1.1247435	155.00249	152.13855	124.22758	0.5000004	0.5005720	58.50930	15.894182	0.5037958	141.14894	0.5001289	0.5002499	0.6823924	0.5000499	0.5017182	109.36096	0.5007037	0.6041569	0.5025755	45.60080	10.132952	0.9255504	0.5000576	0.5391603	0.5113822	5.493167	172.44258	0.5000596	0.5058424	154.47441	160.24037
169.2771	172.92232	2.9130211	2.4313525	2.0357345	1.9071078	178.47183	175.09612	179.76001	169.41231	170.67060	176.13817	176.28095	179.86693	162.92461	162.40853	166.65635	168.15599	164.57268	165.72447	164.37361	166.24276	163.82072	166.30113	166.70823	166.38623	155.00533	1.954303	22.29747	0.5287012	0.7531732	1.741570	3.424360	0.5188292	93.83373	1.1221783	155.84229	156.34108	123.64220	0.5000010	0.5005617	58.86446	16.443081	0.5037593	141.57016	0.5001355	0.5002536	0.6858787	0.5000531	0.5016620	113.37724	0.5006950	0.6055129	0.5026323	47.56071	10.554813	0.9270413	0.5000576	0.5398781	0.5124494	5.755343	187.74271	0.5000596	0.5064588	141.49333	158.30438
149.7268	168.24121	2.3241754	2.4030865	2.0421785	1.8846626	175.98834	177.82994	183.38319	187.31301	186.86696	181.42208	177.53928	181.38435	173.99651	170.94013	169.12830	170.32487	171.68347	170.28749	170.07529	169.15828	170.56274	170.10010	169.80241	170.29843	166.03355	2.032154	22.75419	0.5287096	0.7600025	1.765041	3.415110	0.5195302	93.80765	1.1372302	155.23866	176.64853	174.97714	0.5000004	0.5005876	58.72057	16.328512	0.5038721	171.98036	0.5001298	0.5002562	0.6830112	0.5000533	0.5017366	110.39223	0.5007051	0.6089130	0.5027128	47.65732	10.440569	0.9417967	0.5000575	0.5405579	0.5117466	5.669633	179.02550	0.5000596	0.5062411	175.36401	173.45308
267.8288	152.82333	2.2557106	1.9889769	1.8060716	1.6422209	157.11006	156.85208	152.48363	156.68417	157.15035	159.50909	153.43505	159.99767	168.97600	169.12782	167.23015	166.77408	167.23305	168.03387	168.74003	167.72732	167.72980	167.89926	167.70507	167.81761	159.52315	1.985285	22.49152	0.5248818	0.7406228	1.676365	2.953003	0.5177124	89.22751	1.0887375	129.95723	162.70584	156.21286	0.5000001	0.5005423	48.51935	13.856787	0.5036489	172.27899	0.5001165	0.5002095	0.6376750	0.5000029	0.5016208	100.50951	0.5005794	0.5983153	0.5024794	37.04383	9.438986	0.9015281	0.5000589	0.5366436	0.5103216	5.155603	167.39101	0.5000596	0.5050226	171.67642	164.23244
190.7619	151.07935	2.3241754	2.3859973	2.0831262	1.8297955	155.31946	154.16258	152.26661	154.17920	156.04415	155.99094	148.72435	142.35923	152.21506	152.23840	156.14192	157.46335	152.74891	152.83123	154.14704	157.18990	152.74995	153.10517	155.01167	156.66517	149.59210	1.970403	22.21720	0.5256794	0.7473986	1.676619	3.018356	0.5178849	87.15755	1.0981764	130.31807	154.81323	150.79767	0.5000001	0.5005513	49.42142	14.202991	0.5037304	154.91440	0.5001183	0.5002196	0.6446852	0.5000073	0.5016249	101.44301	0.5006301	0.6010560	0.5025629	39.74289	9.691852	0.9112601	0.5000575	0.5377755	0.5104830	5.265028	161.58034	0.5000596	0.5051142	150.88594	151.76950
220.1252	179.06283	2.2557106	2.3160807	1.9509119	1.7260652	179.37879	188.41058	187.70997	184.12424	188.39242	186.57636	184.46371	196.05274	207.64636	200.37738	195.18160	191.22186	208.55381	200.11833	194.76100	192.07983	207.76561	200.50304	195.33307	190.43821	189.54286	2.086009	24.33602	0.5268259	0.7607907	1.744553	3.111588	0.5184879	98.14162	1.1166812	140.83560	206.12102	238.37354	0.5000001	0.5005681	52.95593	14.447529	0.5037830	235.70178	0.5001211	0.5002221	0.6534999	0.5000150	0.5016741	108.74575	0.5006847	0.6019589	0.5025816	40.15716	9.885932	0.9169247	0.5000589	0.5379910	0.5107051	5.353982	195.05704	0.5000596	0.5052426	220.10966	203.16266
289.2411	190.19637	3.0516137	2.2988390	1.9812855	1.7032274	187.23255	194.62321	197.89385	192.40883	194.90799	196.63920	196.20688	196.50991	210.88660	207.64640	199.41085	196.58773	211.22033	207.09341	199.61023	196.04729	210.97841	207.30787	200.06485	195.24323	195.79144	2.040709	23.92641	0.5275232	0.7595022	1.734196	3.157905	0.5185279	97.82604	1.1249089	141.17804	207.94641	211.54643	0.5000004	0.5005734	53.36456	14.535229	0.5038087	207.56862	0.5001208	0.5002284	0.6577213	0.5000139	0.5017251	108.83520	0.5006977	0.6033960	0.5026164	42.06804	9.955132	0.9259198	0.5000576	0.5385966	0.5107335	5.375034	194.45573	0.5000596	0.5051927	201.59302	199.68407
203.5156	169.89568	2.3206655	2.3997138	2.0217032	1.8652660	173.45603	172.85579	163.44609	165.86886	164.94553	169.47151	168.33011	171.23240	169.12604	171.71805	172.91879	174.15153	169.09793	169.73670	174.29689	173.82670	168.87096	171.56334	173.67869	175.61549	162.22078	2.004985	22.82656	0.5278770	0.7617956	1.731469	3.235044	0.5188820	93.14436	1.1210284	143.51093	177.32631	140.16101	0.5000002	0.5005645	54.34095	14.974751	0.5037552	143.90485	0.5001218	0.5002351	0.6645230	0.5000249	0.5016350	109.42725	0.5007024	0.6033102	0.5025544	43.69643	10.038928	0.9175566	0.5000604	0.5383142	0.5111001	5.447719	183.36803	0.5000596	0.5053756	149.91393	172.83507
249.0662	190.76038	2.2138360	2.3164711	1.9565267	1.7787173	193.04976	202.64489	200.24930	194.75110	199.87760	198.51545	196.70330	204.31268	204.04141	203.83486	199.02951	196.85028	205.95416	205.93384	200.05722	196.96813	206.07223	203.95803	199.78879	197.15276	200.39757	2.116895	24.64683	0.5289701	0.7668947	1.785542	3.369377	0.5193851	103.34646	1.1414016	156.86938	218.77023	266.00626	0.5000010	0.5005919	58.09159	14.995980	0.5039427	219.94690	0.5001249	0.5002384	0.6765344	0.5000314	0.5017669	116.39503	0.5007234	0.6070368	0.5026998	42.33161	10.267441	0.9373127	0.5000576	0.5395788	0.5111536	5.542883	207.31255	0.5000596	0.5055121	213.27287	208.99599
242.6465	202.33439	2.3241754	2.4139169	2.0200369	1.7989741	189.16666	191.91635	198.05261	197.66112	196.00186	198.31680	200.30910	185.11166	211.14655	211.72675	208.90939	205.90338	212.52971	214.10595	208.47681	204.69996	211.90393	211.77138	208.30573	204.13785	197.46880	2.209288	25.34300	0.5294282	0.7638135	1.848423	3.474011	0.5205777	108.33699	1.1724210	164.52281	208.22160	205.79123	0.5000021	0.5006201	60.14498	16.716686	0.5040790	232.48300	0.5001315	0.5002645	0.6848155	0.5000557	0.5017783	126.54330	0.5007122	0.6133187	0.5027828	47.65732	11.191071	0.9549187	0.5000575	0.5420169	0.5122462	6.045179	220.17036	0.5000597	0.5064024	233.69698	212.82823
403.0469	221.98572	2.3565715	2.4474145	1.9695367	1.6984269	210.29101	225.40102	230.00995	235.14210	228.51127	231.14387	231.75095	229.66839	201.14851	198.17772	193.92684	193.52137	200.20621	197.14408	195.13269	193.01043	200.89494	197.31514	195.94993	191.83754	184.23943	2.024597	23.18578	0.5288897	0.7624126	1.720201	3.435765	0.5187563	96.34618	1.1193427	161.37320	188.45390	202.18121	0.5000001	0.5005646	59.07935	15.485251	0.5038027	215.08885	0.5001274	0.5002465	0.6825996	0.5000529	0.5016857	110.25206	0.5007082	0.6041038	0.5026044	43.87545	10.108920	0.9245017	0.5000575	0.5389046	0.5110370	5.470961	204.83821	0.5000596	0.5058709	216.63962	191.90450
222.8399	192.13604	2.2557106	2.2113377	1.9469387	1.7344771	189.13817	198.44426	195.57419	195.21304	201.69137	203.02970	205.55583	192.92395	168.07300	171.65800	175.63478	178.38584	167.67584	173.34520	175.80750	177.15255	166.70556	173.02557	175.68108	177.58974	175.11783	2.010593	23.12945	0.5248508	0.7404822	1.693345	2.951508	0.5178677	91.69717	1.0958214	130.10075	172.05289	220.92731	0.5000001	0.5005513	48.83252	13.847995	0.5037075	189.98053	0.5001169	0.5002097	0.6385401	0.5000033	0.5016454	101.60285	0.5005867	0.5991495	0.5025025	37.11628	9.504205	0.9045756	0.5000589	0.5368159	0.5103393	5.181195	171.43999	0.5000596	0.5050265	172.52432	173.50160
193.6036	186.53022	2.2138360	2.2898034	1.9678428	1.8680273	190.08106	184.07997	186.15342	180.01823	177.96358	179.50136	183.15641	182.44602	170.20979	171.58322	174.54301	174.78852	170.99762	173.25395	175.05050	174.90111	170.13985	170.97559	174.61195	174.73831	163.97113	2.013529	22.76997	0.5290955	0.7615431	1.753799	3.450000	0.5194948	93.24288	1.1450049	156.61801	159.17032	173.70247	0.5000007	0.5005690	60.34382	16.994802	0.5037968	176.73303	0.5001403	0.5002618	0.6869212	0.5000557	0.5016654	109.85075	0.5007147	0.6074852	0.5026715	48.21845	10.353658	0.9273469	0.5000576	0.5395492	0.5121553	5.665660	182.66275	0.5000596	0.5066397	159.51251	158.80518
203.7604	195.23727	2.9649338	2.4928935	2.1428906	2.0904732	196.83478	191.71820	193.17768	189.12401	186.65405	190.24653	188.05494	188.96451	174.38632	174.94560	180.25914	182.91055	172.82676	176.17265	180.54309	181.25859	173.13776	176.84626	178.42373	183.29576	173.77464	2.141792	26.32650	0.5281734	0.7543685	1.927711	3.365243	0.5228896	107.87576	1.2621602	153.55135	197.74426	161.56378	0.5000039	0.5007251	60.16104	19.495474	0.5050780	171.16260	0.5001419	0.5002979	0.6874762	0.5000563	0.5022887	126.36500	0.5007054	0.6377158	0.5035308	58.32720	12.959633	1.0488194	0.5000589	0.5525533	0.5145824	6.995662	198.06970	0.5001098	0.5073641	180.11110	199.15005
253.3832	201.77676	3.0482059	2.5639742	2.1500975	2.0670698	208.13218	207.09426	204.85901	206.66426	206.89412	203.62250	200.02886	196.84086	195.28720	200.56446	207.60544	209.06098	195.11195	202.01479	207.03323	208.82284	196.35451	201.31865	206.52441	209.22811	194.67310	2.263428	27.86110	0.5292032	0.7629920	2.062258	3.461686	0.5244946	116.71487	1.3247088	159.79251	216.29489	199.21381	0.5000054	0.5007704	60.43401	19.620411	0.5052826	196.62595	0.5001353	0.5002982	0.6837214	0.5000572	0.5023584	136.35738	0.5007100	0.6460539	0.5036976	57.34092	13.601782	1.0913339	0.5000604	0.5548417	0.5153267	7.361560	211.38791	0.5001163	0.5072916	196.16989	218.34804
226.5625	215.85665	2.3241754	2.4030865	2.0686501	2.0393055	221.38553	226.71732	218.50789	220.29990	215.61643	210.04701	210.67579	201.07459	218.44269	221.41066	222.09687	219.93550	215.17673	221.15018	222.18993	220.55760	214.04396	220.21647	220.96602	222.18359	219.86540	2.360302	28.60689	0.5295904	0.7638223	2.110181	3.525847	0.5253502	125.15161	1.3469402	167.72388	245.26421	216.42938	0.5000059	0.5007867	62.26641	20.132141	0.5053028	216.49989	0.5001385	0.5003049	0.6866770	0.5000595	0.5023716	147.08174	0.5007122	0.6481118	0.5036933	57.86800	13.893618	1.1040776	0.5000575	0.5553777	0.5156706	7.492530	236.47235	0.5001188	0.5073504	211.69786	242.75349
184.2822	221.26254	2.9130211	2.4476619	2.1026128	2.0509373	226.69508	224.73364	217.68163	221.36951	220.12871	225.29487	224.44299	227.19118	236.53507	240.56855	242.88987	241.41048	237.66975	240.28161	245.63867	243.31016	240.39980	240.90925	244.56626	243.64777	236.85681	2.514926	29.93147	0.5303681	0.7677299	2.194606	3.598277	0.5269671	133.62500	1.3931273	169.49446	257.23727	256.82162	0.5000117	0.5008282	63.12819	20.656035	0.5056179	233.36667	0.5001463	0.5003141	0.6903269	0.5000591	0.5024818	154.22708	0.5007236	0.6531241	0.5038076	60.25509	14.522572	1.1276506	0.5000576	0.5578488	0.5162936	7.787596	252.81042	0.5001192	0.5075448	236.06284	250.29695
206.4635	222.50661	2.9649338	2.4928935	2.1915721	2.1489293	224.89483	220.07938	217.48540	213.26658	215.82803	215.45489	218.00327	213.34365	220.98382	224.00558	221.33648	223.87492	223.18066	223.14475	222.99949	225.48402	222.70412	222.84203	223.39235	224.00031	217.04706	2.334637	28.36031	0.5290588	0.7609316	2.085205	3.448508	0.5256455	125.55305	1.3611391	158.92326	220.90790	223.32388	0.5000104	0.5008107	61.36993	20.021229	0.5055596	224.75278	0.5001429	0.5003057	0.6885061	0.5000574	0.5024661	147.08647	0.5007178	0.6512860	0.5037517	60.45957	14.193594	1.1295006	0.5000589	0.5570445	0.5158644	7.607492	221.00912	0.5001190	0.5073696	236.10538	233.00926
260.8986	251.45926	2.2821236	2.0478167	1.9226598	1.9971564	254.58260	247.60638	227.89957	230.45856	223.65308	233.19593	238.48541	232.27542	279.91892	276.51431	267.80310	254.83310	277.34238	273.41230	264.51567	254.60845	279.48486	278.72145	266.46170	253.67367	256.95901	2.447671	29.49317	0.5291937	0.7633698	2.150519	3.499407	0.5265794	133.28331	1.3718808	164.52699	260.33310	259.58139	0.5000101	0.5008297	61.64948	20.107042	0.5056145	278.59650	0.5001379	0.5003057	0.6856142	0.5000568	0.5024656	156.76227	0.5007147	0.6517795	0.5037873	57.77420	14.587642	1.1224270	0.5000572	0.5578873	0.5163732	7.788459	248.56793	0.5001192	0.5073782	304.82715	251.03062
264.7636	239.56445	3.0482059	2.6149951	2.3122951	2.2112806	248.34283	248.11516	244.19386	250.07125	247.77038	253.56602	252.63646	267.53282	292.30449	283.42907	267.45832	258.49770	293.28243	281.33502	266.88383	257.01582	290.74885	282.19299	264.93235	257.04788	261.35202	2.461045	29.69874	0.5295367	0.7630646	2.142103	3.521482	0.5266043	134.93105	1.3741994	166.96552	279.57394	326.96976	0.5000082	0.5008286	61.62569	19.875668	0.5055948	334.29996	0.5001363	0.5003009	0.6850781	0.5000592	0.5024585	157.42398	0.5007106	0.6508401	0.5037469	57.65321	14.459035	1.1198407	0.5000604	0.5573269	0.5161907	7.726237	249.30992	0.5001192	0.5073202	307.05542	259.47961
190.6542	162.84867	2.3565715	2.3452169	2.0075218	1.7300135	165.92815	161.63323	162.42046	157.30122	156.06015	155.64992	161.80683	157.18993	149.40751	150.74191	153.08509	155.65595	148.63483	151.25861	153.95446	154.62939	149.79928	149.33462	153.31714	155.11673	147.28293	1.895641	21.04472	0.5273026	0.7582752	1.654891	3.165363	0.5178786	86.08945	1.0985066	138.70459	148.57542	146.80008	0.5000000	0.5005384	53.58158	14.590117	0.5036787	143.37112	0.5001200	0.5002300	0.6664896	0.5000256	0.5016316	103.28256	0.5006969	0.6008015	0.5025154	43.02152	9.833590	0.9138377	0.5000575	0.5378825	0.5108909	5.331278	156.61026	0.5000596	0.5053385	140.00070	151.10690
249.1346	213.00068	2.3465778	2.4370454	2.2455515	1.9365927	197.37279	199.30567	208.57313	211.99146	210.45910	211.79377	212.31474	200.39778	204.15879	198.16993	197.99123	193.15967	199.23830	200.91612	197.67896	192.55564	201.45388	199.75189	199.57274	194.22120	188.51733	2.051399	23.41473	0.5287326	0.7628891	1.751011	3.391863	0.5190444	99.41938	1.1294073	157.50505	193.89482	175.87839	0.5000009	0.5005813	58.56963	15.181878	0.5038791	196.01187	0.5001261	0.5002401	0.6795378	0.5000424	0.5017168	114.11949	0.5007109	0.6056753	0.5026535	43.72421	10.304015	0.9296979	0.5000627	0.5397543	0.5111837	5.547329	207.44527	0.5000596	0.5055733	209.08562	194.93315
217.3819	225.37513	3.0516137	2.2988390	2.0006213	1.7108306	200.11333	198.69355	211.41653	228.38086	223.13735	221.11844	220.72446	226.95439	255.30148	242.19648	240.92731	238.38583	253.12242	246.30526	242.90266	233.83180	251.52151	246.37819	240.05512	232.64874	201.53748	2.148833	24.57236	0.5292035	0.7626423	1.833126	3.470662	0.5201605	105.97382	1.1680669	163.01126	221.51501	237.61417	0.5000015	0.5006109	59.94579	17.035107	0.5040221	246.64981	0.5001317	0.5002638	0.6847264	0.5000538	0.5017954	123.18435	0.5007099	0.6134571	0.5028158	48.55078	10.906779	0.9484130	0.5000576	0.5410520	0.5121804	5.882312	219.55270	0.5000596	0.5065904	248.47684	211.24274
190.9413	194.94368	2.3610920	2.4410326	2.0858448	1.9552653	200.43915	204.75911	197.88220	197.55890	189.41783	183.72034	184.71208	174.35746	181.77555	179.68846	181.26612	182.71544	179.27964	180.19953	181.63197	180.93849	180.64508	180.10885	180.94021	180.89827	185.61143	2.102947	23.76672	0.5292137	0.7634383	1.836135	3.477925	0.5206187	104.84744	1.1743617	164.99973	202.47861	182.58360	0.5000014	0.5006149	61.28145	17.097864	0.5040948	196.46742	0.5001326	0.5002643	0.6850839	0.5000580	0.5017817	122.82755	0.5007088	0.6146185	0.5028327	48.25964	11.210594	0.9568879	0.5000562	0.5427947	0.5123721	6.067747	221.92676	0.5000601	0.5066490	190.16579	204.10170
249.2252	176.06792	2.3565715	2.3452169	2.0341074	1.9832079	207.33692	208.37838	209.56528	214.61768	229.45391	223.34024	219.45753	221.37365	175.23585	179.88806	182.92981	179.03696	178.06068	179.27884	179.45525	180.19639	176.96467	178.28851	180.83816	180.35501	173.18924	2.006958	23.57597	0.5291600	0.7623056	1.748906	3.476509	0.5188010	94.80757	1.1286486	162.61037	188.47926	169.50859	0.5000004	0.5005614	60.42944	16.584263	0.5037851	172.49924	0.5001325	0.5002594	0.6844545	0.5000572	0.5016838	110.13379	0.5007082	0.6034726	0.5025876	44.06100	10.055246	0.9226084	0.5000575	0.5386367	0.5110664	5.433772	205.73108	0.5000596	0.5065835	178.97278	176.82254
190.9054	193.06940	3.0516137	2.2581507	2.1947010	2.1471201	178.98946	181.66932	184.54400	185.87441	179.02310	180.88213	184.57012	185.76784	172.30966	170.53673	167.17986	166.94910	170.42204	169.63385	168.37960	167.23671	169.85416	168.49772	169.97629	167.59836	173.82394	2.048372	23.36287	0.5227257	0.7245436	1.780788	2.804398	0.5203488	102.85838	1.1907598	125.28727	185.10541	230.56413	0.5000034	0.5006795	47.59714	16.351214	0.5046419	202.63939	0.5001070	0.5002536	0.6429734	0.5000333	0.5021006	122.71228	0.5005811	0.6229601	0.5030443	49.24832	11.752251	1.0046413	0.5000576	0.5465118	0.5123164	6.283292	173.60071	0.5001001	0.5058069	194.98366	198.97566
289.4326	211.57010	3.0504537	2.6179944	2.3050139	2.2290753	205.96911	199.21438	200.31288	199.90090	207.47974	204.27248	209.50572	210.16238	194.68811	196.78510	197.70784	193.63902	192.27812	195.98248	195.01514	195.03926	192.52671	195.15864	194.51199	195.32267	195.68156	2.217549	26.59345	0.5264026	0.7370679	1.945260	3.168327	0.5240303	117.94772	1.3076273	146.49336	208.88458	217.36624	0.5000051	0.5007715	57.25120	19.095545	0.5053065	205.17191	0.5001332	0.5002940	0.6813414	0.5000532	0.5023872	137.35687	0.5006700	0.6469574	0.5036881	57.90454	13.590200	1.1054646	0.5000575	0.5546966	0.5153120	7.335019	201.92787	0.5001188	0.5072032	201.93901	217.68689
191.0376	217.27071	2.9649338	2.5426299	2.2369990	2.1628437	217.23917	212.03541	214.03547	211.10899	212.15105	213.03819	205.22740	207.38550	224.22056	229.16289	224.49879	225.39312	226.00982	225.93118	228.28077	222.39276	226.61170	227.35088	230.12050	225.42268	225.73885	2.341562	27.78375	0.5280312	0.7475335	2.039211	3.385398	0.5257661	129.81120	1.3589337	154.43359	236.62245	239.97073	0.5000110	0.5008217	59.84146	19.926294	0.5056698	246.68982	0.5001419	0.5003056	0.6870173	0.5000566	0.5025028	153.90494	0.5006883	0.6521581	0.5037584	60.41836	14.589949	1.1308863	0.5000589	0.5586191	0.5163605	7.830714	230.02565	0.5001192	0.5074100	260.80164	242.05930
249.5698	241.29051	3.0516137	2.3857493	2.2964896	2.2186853	245.26593	239.58260	235.49102	240.27654	236.59983	234.91113	237.90137	238.41931	240.63620	235.25596	230.00924	218.93643	240.99073	235.42240	226.81215	217.17020	239.27231	233.96642	227.81059	220.16663	229.11749	2.310057	27.01938	0.5262764	0.7375794	2.000600	3.201020	0.5249246	127.92365	1.3275659	147.88350	235.35100	244.14946	0.5000068	0.5008085	57.28606	19.226387	0.5055616	253.11522	0.5001349	0.5002992	0.6797975	0.5000536	0.5024589	152.48837	0.5006623	0.6501850	0.5037345	57.28559	14.470012	1.1202006	0.5000576	0.5575129	0.5162004	7.759217	226.24123	0.5001192	0.5073288	254.01628	239.53696
253.4694	248.32752	3.0917644	2.7178281	2.3643418	2.2969444	234.95010	234.02667	234.83829	233.39468	235.50289	232.44832	230.13350	235.07488	240.48487	228.11140	213.76162	203.46788	239.46496	226.73052	212.23663	204.59722	239.51385	224.16562	213.31077	207.07824	211.67345	2.264991	25.61943	0.5244844	0.7269245	1.884672	2.989151	0.5231549	117.66965	1.2625406	136.58159	219.97162	233.28149	0.5000080	0.5007453	52.35333	18.076294	0.5053069	257.06525	0.5001202	0.5002816	0.6637332	0.5000450	0.5023822	145.68530	0.5006205	0.6436247	0.5036439	55.33372	13.778809	1.0989217	0.5000575	0.5554165	0.5154795	7.351157	204.82692	0.5001191	0.5068508	275.26529	228.67708
298.9040	241.03339	3.0787327	2.5493313	2.2669320	2.2208397	228.93308	228.76422	227.90090	225.55042	236.90294	236.40882	242.24068	241.14340	195.55348	188.22612	185.75938	185.78423	195.73166	190.86020	183.45284	180.61193	196.59843	190.32119	186.08233	181.29086	197.49399	2.073201	23.95462	0.5230572	0.7223713	1.806228	2.899760	0.5205228	110.96373	1.2158389	125.28629	194.32210	217.10643	0.5000042	0.5007181	47.75358	16.942440	0.5048337	228.74719	0.5001065	0.5002589	0.6463404	0.5000337	0.5022469	133.33887	0.5005804	0.6304863	0.5033141	50.65273	12.671115	1.0567433	0.5000627	0.5471437	0.5132087	6.603790	186.40462	0.5001173	0.5064166	246.64435	210.34579
268.7162	248.65254	3.0482059	2.5221411	2.2677593	2.1868013	247.51908	239.99229	242.80101	242.63094	243.53100	241.27406	240.59913	237.32994	246.03690	238.22407	228.04237	223.27495	247.20303	238.10883	230.86999	222.45346	246.09833	237.69572	231.54529	222.46242	230.46097	2.284826	27.26154	0.5270044	0.7379825	2.012486	3.259352	0.5251421	126.32803	1.3286573	149.50372	229.97331	244.55629	0.5000068	0.5008130	57.30916	19.163189	0.5055526	260.76401	0.5001316	0.5002941	0.6786832	0.5000542	0.5024554	147.79811	0.5006579	0.6505767	0.5037398	57.58926	14.416295	1.1197078	0.5000604	0.5573116	0.5160362	7.692976	219.83411	0.5001192	0.5072645	273.89941	235.35025
339.9621	259.46983	3.0787327	2.6427742	2.3117503	2.2027064	267.15106	269.66291	263.08020	268.33379	263.31004	266.76366	270.79965	262.51281	271.60011	269.07986	264.05409	258.94125	272.17355	271.87197	263.22362	255.38052	270.63102	271.32967	264.08370	254.82923	258.25516	2.470010	29.16274	0.5295045	0.7631181	2.155985	3.538895	0.5264958	136.27592	1.3771460	167.90176	275.36450	287.33597	0.5000085	0.5008292	62.27016	20.304228	0.5056156	268.38632	0.5001381	0.5003034	0.6852279	0.5000595	0.5024812	160.13402	0.5007112	0.6479399	0.5036216	57.68169	14.471177	1.1187030	0.5000627	0.5569867	0.5161714	7.741640	263.57581	0.5001192	0.5073870	263.91525	264.12210
313.4562	282.52380	3.0516137	2.3857493	2.2824495	2.1965438	287.87942	293.26968	294.29792	284.06336	286.16724	285.85487	285.36674	287.65411	313.62401	301.27104	283.53064	270.23940	310.90083	303.40579	281.89080	271.53138	311.81397	301.56670	282.99286	270.88280	277.28781	2.516048	30.21159	0.5295555	0.7633823	2.162862	3.528044	0.5268406	137.76514	1.3832695	168.83148	289.99170	316.52243	0.5000085	0.5008320	62.17753	20.091286	0.5055964	295.62488	0.5001400	0.5003050	0.6864555	0.5000595	0.5024589	162.15942	0.5007101	0.6504344	0.5037354	57.30656	14.514673	1.1204168	0.5000576	0.5575827	0.5162650	7.772334	267.85727	0.5001192	0.5073400	314.11224	277.91058
217.7610	266.35436	3.0482059	2.5221411	2.2677593	2.1868013	275.33974	272.96263	281.46467	280.81580	274.34203	270.23189	274.75815	269.32327	264.49261	255.21975	251.17330	243.26228	267.15369	257.19413	250.33907	241.48840	263.64551	257.26556	248.75714	242.85176	242.03455	2.358416	28.50974	0.5284691	0.7524571	2.087393	3.412112	0.5259252	129.99602	1.3589301	154.30243	246.00136	248.43602	0.5000075	0.5008240	59.05978	19.514185	0.5055783	255.42047	0.5001326	0.5002968	0.6810092	0.5000553	0.5024565	149.49432	0.5006796	0.6506866	0.5037398	57.56487	14.427589	1.1197078	0.5000604	0.5572702	0.5160856	7.708696	228.10338	0.5001192	0.5072657	276.65668	241.05168
191.1984	141.87462	3.0787327	2.5914297	2.2648545	2.1757118	130.63908	133.73685	134.88882	135.45797	136.47591	135.04580	136.18489	135.84307	122.20915	124.96837	127.40950	126.14364	123.93331	125.49159	126.43681	127.68309	123.99411	125.07166	126.59642	128.06325	125.79127	1.692370	18.59983	0.5221640	0.7215743	1.440210	2.720717	0.5143480	71.35558	0.9786393	114.66385	131.46027	125.87137	0.5000000	0.5004262	43.38400	11.867588	0.5027571	123.96619	0.5000907	0.5001865	0.6370004	0.5000194	0.5011972	83.36794	0.5005797	0.5775489	0.5018695	36.50927	7.693430	0.8091711	0.5000627	0.5289255	0.5083538	4.183842	134.71458	0.5000596	0.5040990	117.25989	125.30477
223.4874	203.61417	2.3610920	2.4410326	2.1022329	1.9795971	209.31147	213.24085	205.97549	207.92796	197.82091	195.64135	198.63049	185.14123	215.46146	214.92152	216.73066	218.31080	215.42638	218.00021	216.79808	216.55615	216.76397	216.73994	216.25738	218.08105	217.36324	2.319417	28.12816	0.5293696	0.7634956	2.085926	3.506388	0.5245300	123.22672	1.3187337	166.54562	252.85783	241.53413	0.5000027	0.5007608	62.18644	19.910584	0.5052038	242.93060	0.5001376	0.5003008	0.6851915	0.5000596	0.5023254	144.78552	0.5007090	0.6407603	0.5035433	56.12620	13.645307	1.0738000	0.5000562	0.5539415	0.5152526	7.320074	245.70023	0.5001181	0.5073125	240.76465	251.16541
239.4079	215.04402	2.3610920	2.4410326	2.0858448	1.9374057	216.95545	224.49105	224.64013	217.76164	221.21946	221.67179	220.93248	230.87370	236.58365	230.22911	226.05991	223.77813	235.29551	231.90440	227.52746	223.24619	237.54719	229.56083	227.12285	222.64149	230.18477	2.350706	28.66331	0.5293460	0.7633643	2.081234	3.490312	0.5247335	127.15574	1.3347106	165.78152	260.55450	297.04019	0.5000036	0.5007861	62.10270	19.903374	0.5053242	297.44876	0.5001373	0.5003017	0.6849974	0.5000593	0.5023710	151.04610	0.5007090	0.6457587	0.5036409	56.21956	14.056846	1.1003388	0.5000562	0.5541047	0.5156133	7.510723	245.92053	0.5001192	0.5073125	275.26138	264.60156
249.5782	192.88223	3.0482059	2.4541494	2.0900612	1.9940950	204.92297	207.66291	218.55944	223.52206	230.63774	232.76896	232.76975	234.14769	235.89791	224.35068	224.15748	222.87352	232.50095	225.27093	221.93732	222.62276	231.31142	225.52586	222.29789	222.88352	211.14543	2.300852	27.49280	0.5290603	0.7551771	2.078551	3.482435	0.5252934	127.62311	1.3433332	161.33307	238.27499	240.49452	0.5000072	0.5008047	60.67993	19.779268	0.5054384	258.10571	0.5001346	0.5002997	0.6841939	0.5000587	0.5024161	152.02051	0.5006897	0.6504350	0.5037440	57.54742	14.295564	1.1151803	0.5000604	0.5558545	0.5158996	7.636311	220.14011	0.5001192	0.5073174	253.93639	246.98703
289.4090	203.82259	3.0516137	2.3320870	2.0996402	2.0477055	213.28018	216.27146	221.49253	229.67511	234.20172	237.28984	238.70910	237.67441	237.41592	230.75938	225.55333	224.83126	236.16573	230.73923	226.83975	225.55742	234.45766	228.60689	227.11786	223.76488	223.11288	2.355448	28.29023	0.5293304	0.7609713	2.108740	3.506566	0.5256077	130.38463	1.3574311	164.15057	248.88629	283.63376	0.5000075	0.5008028	61.44440	19.900351	0.5054826	263.63235	0.5001398	0.5003037	0.6858605	0.5000591	0.5024319	153.41272	0.5007055	0.6502228	0.5037275	57.30656	14.204173	1.1201015	0.5000576	0.5564585	0.5159200	7.597128	229.61322	0.5001191	0.5073400	271.72986	248.98380
229.7132	232.51336	2.9649338	2.4023774	2.1481575	2.0847793	205.25839	195.93464	191.55060	185.09481	187.83310	187.36088	181.30255	176.64480	201.25445	205.63970	200.71092	203.92666	201.64176	203.50657	204.58817	203.15030	204.22141	204.44370	206.10712	205.76884	205.30247	2.247159	26.35429	0.5284134	0.7514955	2.027877	3.388075	0.5250530	126.02786	1.3534541	152.40155	190.93849	195.36852	0.5000106	0.5008055	59.18511	19.785452	0.5055864	198.13203	0.5001400	0.5003018	0.6843910	0.5000556	0.5024760	150.50684	0.5006784	0.6521353	0.5037535	60.03829	14.440826	1.1308863	0.5000589	0.5577282	0.5161456	7.712616	202.72557	0.5001190	0.5073965	206.81273	217.39575
181.7412	159.69132	2.2138360	2.3002297	1.9210431	1.7330337	166.44374	169.38989	167.99959	177.70787	176.71982	183.96119	185.52834	192.17058	185.25092	184.92996	183.77682	181.36634	184.99558	184.02426	183.28301	181.62157	185.81628	185.52277	183.07788	181.33446	174.56123	2.075696	23.58354	0.5274099	0.7642947	1.737015	3.186087	0.5186595	95.32539	1.1199182	140.95564	184.93996	188.58705	0.5000004	0.5005707	53.76385	14.669895	0.5037555	183.27724	0.5001215	0.5002310	0.6590126	0.5000157	0.5016959	108.17065	0.5007055	0.6026323	0.5025666	41.42530	9.882716	0.9183977	0.5000576	0.5381568	0.5108724	5.354511	178.63622	0.5000596	0.5053145	188.87680	183.81601
216.9117	167.43069	2.2560372	2.1137655	1.8790170	1.9045768	171.39202	171.56041	179.04782	174.37821	165.34724	165.29490	166.19211	167.99763	168.84670	168.88405	169.00427	168.90910	169.64848	168.71328	167.77655	168.19002	168.36659	168.54843	169.00433	167.87992	160.92668	1.995903	22.73270	0.5281961	0.7578704	1.719338	3.324416	0.5186070	91.15984	1.1117414	148.89017	181.89996	200.08459	0.5000001	0.5005628	56.01279	15.069921	0.5036961	189.40071	0.5001245	0.5002365	0.6739639	0.5000327	0.5016657	107.44614	0.5007024	0.6008586	0.5025027	43.08414	9.811937	0.9096299	0.5000619	0.5375101	0.5109235	5.324001	173.63618	0.5000596	0.5053415	178.65805	164.84607
200.4483	177.92635	2.3610920	2.3150591	2.0407695	1.8203601	177.26038	178.98823	165.24363	161.85985	149.21642	142.62097	140.51998	149.89890	172.42078	171.67541	172.27914	171.09824	170.76600	170.93271	170.35629	170.52999	170.73130	171.16701	170.83021	171.02865	167.58923	2.000574	22.79049	0.5253310	0.7367406	1.676078	2.956398	0.5179195	90.59914	1.0937862	129.38831	182.52991	200.23204	0.5000000	0.5005515	48.53211	14.097077	0.5037143	199.76730	0.5001119	0.5002155	0.6391090	0.5000051	0.5016490	102.96492	0.5005671	0.5991079	0.5024608	39.32958	9.621295	0.9057407	0.5000562	0.5373772	0.5103943	5.217909	172.73669	0.5000596	0.5050580	176.70653	176.60957
189.9239	136.35890	2.3565715	2.3553177	1.9213751	1.5963756	142.04730	140.26527	142.44512	133.96430	132.61811	138.31601	131.49450	137.57611	149.43885	144.32312	141.04913	140.46366	144.88630	143.11286	141.80070	141.28999	145.66301	144.39194	141.58417	141.77483	133.68102	1.837195	19.78333	0.5243820	0.7334319	1.579255	2.854592	0.5167911	78.26100	1.0485451	116.22998	131.01237	150.47127	0.5000000	0.5005005	47.09068	13.472238	0.5033478	150.35278	0.5001140	0.5002102	0.6406294	0.5000069	0.5014383	93.10139	0.5005969	0.5912448	0.5022140	40.78465	8.960543	0.8691833	0.5000575	0.5340594	0.5099867	4.853741	135.33070	0.5000596	0.5048785	139.62584	135.38251
190.1608	152.28338	2.2821236	1.8162469	1.5797200	1.4289988	160.15426	163.76527	164.49588	170.57052	174.34302	180.88550	180.29006	188.46874	180.43668	172.96904	172.71589	171.80286	177.94837	176.78026	173.55651	171.82970	177.36088	175.50634	172.94683	171.27702	167.09471	2.032838	23.03069	0.5264869	0.7547355	1.717300	3.069133	0.5186227	92.46814	1.1166288	134.89261	175.44583	184.33336	0.5000001	0.5005664	51.72599	14.588254	0.5037336	176.09576	0.5001208	0.5002274	0.6508192	0.5000110	0.5016966	105.16816	0.5006552	0.6027189	0.5025889	41.68610	9.825906	0.9193179	0.5000572	0.5383345	0.5107947	5.367566	168.40271	0.5000596	0.5052797	181.58311	171.31404
216.4468	116.24624	2.3241754	2.0129176	1.7229015	1.5917896	143.62121	130.13513	133.68107	138.87383	141.03470	148.33708	148.38745	148.57188	188.97866	185.90542	185.44940	181.31314	192.98208	185.98706	183.32580	180.44979	188.70326	186.98438	184.24439	180.79431	164.47934	2.052649	23.93388	0.5263830	0.7541130	1.719067	3.063985	0.5182571	93.39923	1.1126653	133.46916	195.62044	227.39624	0.5000002	0.5005623	50.77283	14.433342	0.5037251	209.93291	0.5001202	0.5002233	0.6481069	0.5000110	0.5016857	104.11160	0.5006602	0.6018076	0.5025753	40.30065	9.763109	0.9172892	0.5000575	0.5381805	0.5105643	5.310662	177.25554	0.5000596	0.5051627	192.92117	180.24715
223.3525	190.18403	2.2557106	2.3433447	1.9587142	1.7517842	185.69169	191.68364	193.45254	187.00189	188.92063	191.88970	192.63984	184.17537	216.17179	209.28695	201.33533	197.51262	212.05281	210.28886	204.40562	199.98902	215.55570	209.61081	203.91157	199.12276	189.31020	2.114640	24.51690	0.5293043	0.7648090	1.783066	3.444992	0.5195120	103.15153	1.1418489	162.17497	204.15413	229.36810	0.5000011	0.5005859	60.09553	15.601707	0.5038478	192.17940	0.5001312	0.5002450	0.6825425	0.5000426	0.5016846	116.48441	0.5007210	0.6054401	0.5026107	43.36069	10.295822	0.9243601	0.5000589	0.5392093	0.5114235	5.556125	211.68973	0.5000596	0.5056306	187.96382	205.49477
179.7501	165.94831	2.9676866	2.2972224	2.1348424	2.1894597	167.16878	164.82911	164.66442	163.33995	163.97168	163.09026	160.24101	156.42288	138.96111	136.28757	139.07269	138.65653	138.58896	139.53690	138.02172	140.20103	139.09849	137.70877	138.54671	139.87971	137.98827	1.782826	19.46202	0.5257854	0.7353278	1.554833	3.085755	0.5167207	78.56107	1.0341630	141.48018	138.00880	126.81921	0.5000007	0.5004835	52.80871	14.027145	0.5030976	138.82713	0.5001155	0.5002208	0.6628528	0.5000387	0.5012857	99.59420	0.5006347	0.5886962	0.5020812	41.13195	9.060111	0.8546171	0.5000619	0.5340176	0.5105171	5.040972	166.02766	0.5000596	0.5055530	132.96516	143.16690
214.6529	192.68375	2.3565715	2.3452169	2.0398903	1.8961359	198.56404	202.73602	200.88591	202.81641	195.40452	189.54910	190.37216	186.76231	169.34582	170.03311	170.03858	171.85817	172.15499	169.62796	169.54133	171.81181	170.60851	170.63177	169.59842	171.40270	166.83553	2.007834	22.96543	0.5288894	0.7611933	1.725083	3.451488	0.5186980	93.40919	1.1200149	162.98582	170.68068	162.92093	0.5000002	0.5005640	60.30134	16.015520	0.5038018	150.78012	0.5001312	0.5002535	0.6845168	0.5000569	0.5016857	109.71000	0.5007082	0.6040601	0.5026050	44.00989	10.091151	0.9239262	0.5000575	0.5387519	0.5110505	5.466533	196.17340	0.5000596	0.5062644	160.11096	175.88199
180.0044	151.96285	-0.6234838	-0.0837342	0.1257813	0.1159675	153.72365	157.53253	159.09390	153.35078	152.74688	150.18048	148.56880	160.84087	161.98127	157.27473	155.83927	155.96880	160.73359	159.28506	156.01230	155.90624	159.32598	158.87640	157.33980	154.32432	150.04971	1.927707	21.80693	0.5238808	0.7300444	1.635301	2.877014	0.5169368	84.01038	1.0626009	120.79481	168.56949	181.66022	0.5000001	0.5005067	45.50126	13.809323	0.5033885	187.21526	0.5001077	0.5002127	0.6350774	0.5000045	0.5014210	98.75978	0.5005537	0.5974671	0.5024614	39.35040	9.199524	0.8802000	0.5000576	0.5349048	0.5104356	4.992948	168.44528	0.5000596	0.5050747	181.43015	167.51871
189.3167	166.18419	0.0229605	0.8301335	0.8498722	0.8356333	164.88419	170.65609	170.95182	165.88893	167.81211	168.38401	167.80910	174.13014	167.63797	168.46957	167.15901	166.87779	166.07508	167.38773	169.02103	167.83592	165.57549	168.17151	166.04749	167.27765	164.17957	2.018783	23.24932	0.5251397	0.7369983	1.699117	2.951382	0.5179082	92.96712	1.1140006	131.03262	179.92738	181.01926	0.5000000	0.5005614	48.69718	14.229528	0.5038345	188.85301	0.5001132	0.5002201	0.6382892	0.5000052	0.5017150	102.75676	0.5005564	0.6011320	0.5025204	38.69438	9.773632	0.9199147	0.5000619	0.5379420	0.5104399	5.264064	181.95367	0.5000596	0.5051039	159.23770	179.16136
226.5897	217.07347	3.0516137	2.3857493	2.2824495	2.2064823	216.01114	209.89016	212.77721	212.79109	210.42613	207.19131	205.95531	210.06531	210.53837	215.40444	219.19803	215.53305	207.61470	215.32802	217.32740	216.17001	208.03081	215.12640	217.22629	216.72418	211.94701	2.290667	27.26253	0.5275805	0.7474971	2.035315	3.332263	0.5251163	126.08134	1.3402648	153.79088	229.50726	223.23077	0.5000066	0.5008023	58.69945	19.514681	0.5055081	188.70522	0.5001374	0.5003010	0.6821406	0.5000547	0.5024400	149.75075	0.5006797	0.6501850	0.5037345	57.28559	14.209275	1.1202006	0.5000576	0.5565044	0.5159285	7.626828	225.65390	0.5001191	0.5073288	191.43256	232.92714
253.4407	226.38888	2.2821236	2.1616042	1.9633704	1.9941522	221.19439	219.73835	221.22899	219.21382	225.01585	228.11582	227.13352	218.99354	237.93003	235.36168	227.92918	223.41809	236.93130	234.98601	228.10164	219.09390	238.48809	237.70701	227.87835	219.67800	213.55000	2.265061	26.73507	0.5258172	0.7367743	2.008261	3.168459	0.5252352	125.20891	1.3200417	145.45079	234.12151	256.48495	0.5000088	0.5008103	56.79543	19.524792	0.5055750	263.09073	0.5001322	0.5002994	0.6800454	0.5000529	0.5024650	150.53325	0.5006720	0.6517795	0.5037868	57.75423	14.531319	1.1224270	0.5000572	0.5576597	0.5162008	7.748521	219.14072	0.5001192	0.5073574	257.25946	238.13425
289.7481	232.00859	3.0968460	2.6587444	2.3416804	2.2084520	213.74965	219.11806	219.98070	220.23059	223.15076	225.37028	226.69829	225.27317	210.03478	204.52429	199.08100	194.79309	206.19208	202.61285	198.14658	195.52253	205.53704	201.98256	197.74528	195.75560	188.42538	2.139870	25.02250	0.5242233	0.7242588	1.910089	3.009217	0.5231698	116.37096	1.2755550	136.37119	199.62914	218.75537	0.5000026	0.5007663	52.98018	18.099611	0.5053145	214.92699	0.5001220	0.5002809	0.6680619	0.5000464	0.5023761	134.58020	0.5006296	0.6438320	0.5036217	55.06117	13.278260	1.0966784	0.5000562	0.5533818	0.5147108	7.090964	190.96132	0.5001187	0.5069649	226.03923	211.08896
285.3533	226.20952	3.0504537	2.5670620	2.2584945	2.1747813	235.25747	237.42655	239.63729	246.25628	250.14000	250.97948	249.34149	256.10721	270.16739	256.64811	249.25035	243.60064	268.43807	257.99358	248.08774	242.78527	265.61955	257.57395	249.41080	242.69956	246.27454	2.448587	29.10557	0.5293575	0.7622272	2.146335	3.506352	0.5265349	135.23900	1.3776470	162.82283	257.25885	303.41052	0.5000082	0.5008285	61.46236	20.095238	0.5056030	288.56256	0.5001379	0.5003037	0.6858618	0.5000589	0.5024605	157.26891	0.5007074	0.6495175	0.5037062	57.96970	14.476871	1.1154625	0.5000575	0.5572955	0.5162550	7.756799	234.59055	0.5001192	0.5073434	290.48907	252.52271
190.9135	207.28904	2.2821236	1.9427806	1.7558985	1.6791689	208.10869	218.15260	219.89258	215.24991	218.02595	216.76517	214.56147	221.34188	196.03709	196.85792	194.44514	191.20204	197.73383	195.96675	192.74472	191.30302	198.34525	194.28980	193.35373	193.38922	197.18167	2.134498	24.58890	0.5293239	0.7639918	1.835689	3.498451	0.5204781	103.40670	1.1723939	164.92348	203.93623	235.73241	0.5000007	0.5006117	61.25719	17.679743	0.5040267	220.30222	0.5001350	0.5002705	0.6864533	0.5000575	0.5017899	120.09028	0.5007175	0.6121402	0.5027810	47.39998	10.828053	0.9509334	0.5000572	0.5415631	0.5120238	5.881444	207.75446	0.5000596	0.5068930	206.44849	199.62750
193.4027	94.99737	-0.6388950	-0.2373093	-0.0801084	-0.0397060	98.02022	94.84933	90.86078	89.81783	82.93776	77.12309	84.90477	88.85276	96.13323	101.07856	100.73225	98.72481	98.35727	98.11762	98.10202	99.08917	97.92241	98.41822	97.47925	99.02534	86.45393	1.541706	15.19606	0.5180015	0.6940903	1.202611	2.230604	0.5101452	51.40827	0.8412343	79.47505	86.47451	76.35641	0.5000000	0.5003113	31.49211	9.234700	0.5019860	77.11124	0.5000674	0.5001292	0.5986279	0.5000000	0.5008809	60.11317	0.5004307	0.5524952	0.5012934	31.81225	5.316289	0.7057936	0.5000604	0.5194770	0.5063931	3.079106	86.67877	0.5000596	0.5030548	76.72007	84.30556
210.1650	147.65302	-0.6302508	-0.3037782	-0.1740576	-0.1436653	149.07460	155.04501	153.74013	153.24490	155.38011	151.72834	148.86257	162.51573	142.35186	136.43940	138.06764	139.91955	142.33020	140.08972	138.05807	138.48544	143.19226	139.76613	138.03735	138.28448	127.99872	1.811224	20.03342	0.5230301	0.7286436	1.546032	2.782638	0.5150651	75.15559	1.0137478	116.36006	137.31981	123.60696	0.5000000	0.5004557	42.86821	13.144104	0.5030389	121.08492	0.5000987	0.5001950	0.6270304	0.5000017	0.5013258	89.99722	0.5005312	0.5879267	0.5021775	36.99518	8.383810	0.8455806	0.5000575	0.5306731	0.5096971	4.487268	146.49423	0.5000596	0.5048366	134.59798	137.48122
186.5078	154.58412	-0.6341187	-0.2428266	-0.1143319	-0.0974530	152.66793	156.32155	155.78801	151.62180	154.90384	153.53493	153.86578	158.39794	169.25830	159.64637	149.69488	150.18909	169.91005	159.02677	152.18495	149.00669	168.67979	158.79806	152.09885	149.44333	134.53151	1.858476	20.59915	0.5229044	0.7279299	1.584141	2.743276	0.5157800	79.48297	1.0408413	116.72327	150.71892	164.66307	0.5000000	0.5004762	42.98994	13.328888	0.5031549	160.05054	0.5001017	0.5002040	0.6281027	0.5000021	0.5013481	92.69289	0.5005293	0.5923751	0.5023119	37.22861	8.797283	0.8589194	0.5000575	0.5328695	0.5099878	4.775043	150.04265	0.5000596	0.5049016	157.36324	146.59903
205.2326	148.85539	-0.6302508	-0.2143374	-0.0402912	0.0203325	150.42191	154.34353	148.19920	150.95728	147.63346	142.48227	143.23172	132.36045	142.25089	139.90135	141.06014	143.60480	142.61088	141.87562	141.76939	141.65313	143.81636	141.07056	140.91383	141.90440	131.41251	1.832814	20.10960	0.5230795	0.7289581	1.543226	2.787365	0.5152751	75.51955	1.0136986	116.40401	132.92064	104.25143	0.5000000	0.5004589	42.88558	13.144104	0.5030445	100.47697	0.5000987	0.5001950	0.6270304	0.5000017	0.5013267	90.14620	0.5005312	0.5879267	0.5021775	36.99518	8.380846	0.8455806	0.5000575	0.5307267	0.5097004	4.496355	145.28973	0.5000596	0.5048366	116.86514	133.82333
179.2903	167.47529	2.3610920	2.0843803	1.8744225	1.7140749	169.58802	174.11646	166.48926	165.37964	157.24525	150.81419	150.73092	147.49075	178.02699	175.81903	174.56648	172.59107	178.87294	176.34830	173.65432	173.32366	179.26980	176.06345	174.52949	172.90093	170.54807	2.021226	23.16498	0.5261158	0.7446131	1.721127	3.048935	0.5183686	93.80376	1.1145244	134.00671	184.78818	170.51105	0.5000000	0.5005684	50.03028	14.356174	0.5038338	185.89857	0.5001168	0.5002219	0.6467802	0.5000080	0.5017180	106.00087	0.5006086	0.6039726	0.5026259	41.26172	9.924470	0.9270464	0.5000562	0.5385032	0.5106321	5.373477	176.18080	0.5000596	0.5051898	180.38997	180.71922
205.9966	184.77780	2.2560372	2.0035769	1.7284581	1.5559377	184.12483	192.34737	191.78168	187.69755	195.04114	195.86134	195.60330	197.47565	184.00691	181.05221	180.75740	181.37504	183.76136	180.95109	180.61696	180.72248	186.50147	182.78050	181.09355	181.19240	181.36765	2.063435	24.02999	0.5265709	0.7560608	1.726078	3.077095	0.5186015	96.45815	1.1241425	136.23279	178.23897	176.18521	0.5000001	0.5005791	51.65559	14.466637	0.5039023	175.92107	0.5001203	0.5002261	0.6504169	0.5000106	0.5017595	106.56754	0.5006567	0.6053787	0.5026878	40.47996	10.041853	0.9308086	0.5000619	0.5389650	0.5107079	5.421708	182.23149	0.5000596	0.5052113	175.25703	183.29373
195.8972	201.23366	2.3610920	2.4237204	2.1168978	1.8642224	195.01588	203.65045	210.85615	209.32269	212.00068	216.32646	217.51589	210.61632	182.16703	182.88655	183.13110	182.10729	182.80680	181.94327	183.41581	182.27602	185.56171	182.98519	183.51748	182.48071	180.47353	2.038537	23.55780	0.5279967	0.7627062	1.736736	3.240537	0.5188810	97.50391	1.1281960	147.21924	188.92949	170.01459	0.5000002	0.5005832	54.79684	14.800469	0.5038949	214.27176	0.5001215	0.5002348	0.6664928	0.5000243	0.5017300	110.61054	0.5007039	0.6059956	0.5026506	43.32742	10.222438	0.9324070	0.5000562	0.5395628	0.5109603	5.538114	184.82965	0.5000596	0.5053885	227.12132	185.29657
211.8967	214.40143	2.3465778	2.4432059	2.1045837	2.0439586	228.65865	224.20378	222.67427	217.25727	220.01516	217.16803	222.47194	221.61427	205.29151	209.31877	211.31037	213.32032	205.98248	209.42000	210.49653	212.67246	203.49916	208.09547	211.79554	213.38173	199.55185	2.320743	27.48942	0.5290533	0.7621613	2.090027	3.455950	0.5247588	117.47721	1.3255305	160.06578	228.36856	172.67390	0.5000045	0.5007616	60.60888	19.967865	0.5052167	173.94940	0.5001367	0.5002986	0.6829017	0.5000561	0.5023216	138.28529	0.5007064	0.6436076	0.5035943	57.37132	13.553746	1.0613493	0.5000627	0.5539898	0.5153990	7.330558	232.11658	0.5001106	0.5073572	190.78728	229.74274
239.4219	194.97270	3.0787327	2.5914297	2.2648545	2.1459120	199.16306	195.19646	194.78989	190.59460	190.09507	193.44952	185.33590	180.90989	191.01423	197.99048	197.12590	199.20274	190.24302	198.45863	201.89101	200.77442	191.59547	195.72282	198.91165	199.71352	189.88971	2.250754	25.32392	0.5267863	0.7363865	1.982497	3.275659	0.5240148	115.98785	1.2977368	144.94945	215.93407	168.53853	0.5000047	0.5007647	55.53856	19.205374	0.5052541	167.22594	0.5001269	0.5002877	0.6708508	0.5000494	0.5023534	137.70828	0.5006371	0.6436145	0.5035987	56.14772	13.451728	1.0900360	0.5000627	0.5540107	0.5151331	7.305872	212.65710	0.5001144	0.5071784	147.32559	220.95488
217.7333	199.95861	3.0787327	2.6427742	2.3117503	2.2163595	191.84538	187.76488	190.25831	188.23061	190.37708	187.31027	183.11399	184.77723	205.26198	201.10675	200.95425	201.78796	203.94439	205.42302	202.04771	200.05108	204.27200	204.29690	201.13442	200.20502	191.77513	2.264693	25.90301	0.5249839	0.7268971	1.984141	3.153652	0.5237675	120.37937	1.3047179	139.43364	219.36998	230.97813	0.5000050	0.5007747	53.25611	19.054892	0.5053560	209.76624	0.5001236	0.5002862	0.6689797	0.5000479	0.5023790	142.16562	0.5006188	0.6452410	0.5036095	56.18535	13.616812	1.1089061	0.5000627	0.5545720	0.5151764	7.367897	209.46045	0.5001155	0.5071784	202.22021	225.21329
178.7466	148.97726	2.3465778	2.4370454	2.1415354	1.8722859	154.33373	155.78680	153.99150	158.57833	159.64741	158.11726	152.90931	149.76062	160.73733	160.55278	159.12176	158.94705	159.85782	159.76745	158.78898	159.12192	159.83585	159.13790	159.39731	158.54761	148.98166	1.967396	22.24271	0.5258817	0.7505569	1.666017	2.990052	0.5178359	86.94624	1.0926945	128.15227	143.72157	160.16933	0.5000001	0.5005447	49.69318	14.201413	0.5036250	168.41728	0.5001175	0.5002189	0.6469989	0.5000069	0.5016252	100.47183	0.5006414	0.5984995	0.5024582	40.54115	9.598522	0.9052695	0.5000627	0.5372175	0.5105436	5.222036	145.08856	0.5000596	0.5050989	158.42824	149.88232
186.4214	174.72557	2.2560372	2.1137655	1.9452536	1.8944160	179.75748	181.70370	180.95745	189.01132	188.03233	196.53609	195.21312	207.98753	169.25473	168.14152	168.13087	168.49495	170.23076	168.53784	169.56769	169.91089	168.74588	168.40148	169.00674	169.21947	160.53215	1.994256	22.54286	0.5288206	0.7653880	1.728514	3.405855	0.5188842	91.61856	1.1196320	159.73538	166.65767	165.83008	0.5000007	0.5005721	58.67540	15.523862	0.5037112	159.40680	0.5001303	0.5002451	0.6820884	0.5000464	0.5016792	108.49799	0.5007176	0.6033012	0.5025493	44.98698	9.999810	0.9199303	0.5000619	0.5385200	0.5112879	5.440708	173.26056	0.5000596	0.5057441	160.85605	160.24948
190.9680	194.94458	3.0504537	2.5501206	2.1391725	2.0298256	201.93693	204.96954	203.38560	209.90433	209.32439	213.41769	216.53534	228.74140	198.90372	199.44492	201.15420	200.41392	198.43980	201.60268	199.98424	199.49791	202.03434	200.69055	199.89213	201.05911	191.27557	2.266588	27.13678	0.5290696	0.7625524	2.043369	3.471605	0.5240846	115.93898	1.3130388	161.50279	211.42023	210.19313	0.5000033	0.5007573	61.36026	19.662912	0.5052028	206.27097	0.5001373	0.5002974	0.6854240	0.5000575	0.5023561	135.39664	0.5007122	0.6428380	0.5036525	57.73761	13.326210	1.0826741	0.5000575	0.5541795	0.5149871	7.186332	199.77589	0.5001187	0.5072173	196.53510	209.85739
182.0213	198.42617	2.9130211	2.4476619	2.0506308	1.9646893	205.52304	206.23004	208.61841	212.08043	210.39779	204.30913	199.94871	197.17722	212.89508	212.03169	212.20009	211.31366	212.00229	213.94980	215.64465	217.64925	210.91615	210.64093	214.28225	215.23943	197.24014	2.396929	28.30018	0.5297435	0.7646580	2.136665	3.506959	0.5257490	123.12624	1.3648601	161.12378	221.12830	221.25966	0.5000085	0.5008067	61.75355	20.454142	0.5054898	208.22629	0.5001448	0.5003092	0.6891865	0.5000575	0.5024472	139.88414	0.5007185	0.6468356	0.5037144	60.12477	13.902914	1.1051955	0.5000576	0.5563734	0.5155568	7.542081	201.80823	0.5001191	0.5075116	205.95145	216.70180
257.4241	217.64154	2.2821236	1.9427806	1.8190368	1.8625951	223.25950	230.29041	228.66745	227.13348	221.52438	213.48836	211.99214	217.68408	218.44444	222.00337	222.57240	218.72337	221.27770	223.19791	220.52614	221.07319	224.32577	223.36742	221.46082	221.67778	209.17439	2.310527	28.16843	0.5291325	0.7629414	2.098704	3.492147	0.5255613	128.50385	1.3604306	165.17117	216.31660	229.03217	0.5000083	0.5008112	61.74643	20.033632	0.5055262	212.55611	0.5001367	0.5003037	0.6865796	0.5000581	0.5024572	151.95969	0.5007175	0.6509197	0.5037798	57.81996	14.275696	1.1211628	0.5000572	0.5573304	0.5159184	7.635815	212.85481	0.5001192	0.5072774	203.36424	228.07860
191.0810	221.72553	2.2821236	1.9806293	1.8612938	1.9118570	227.91923	234.20236	230.75784	231.57061	224.28136	219.03334	221.53268	211.89759	226.25704	227.76760	229.62089	224.61000	226.01492	230.05776	227.11301	226.62989	227.23573	229.50958	228.27176	226.94785	221.14394	2.349384	28.51454	0.5291426	0.7630216	2.116789	3.491425	0.5257923	130.41473	1.3668092	165.53864	213.67105	231.26355	0.5000091	0.5008131	61.81371	20.102135	0.5055367	242.72571	0.5001367	0.5003040	0.6865796	0.5000581	0.5024594	153.92972	0.5007175	0.6509404	0.5037807	57.81996	14.342523	1.1211628	0.5000572	0.5574945	0.5159914	7.655084	216.56113	0.5001192	0.5072774	243.35825	229.63084
217.6268	228.85005	3.0787327	2.5914297	2.1756768	2.0521650	234.67006	239.73436	242.99312	243.40454	238.27134	237.10559	237.79430	230.69539	224.42711	224.74675	225.45749	223.12740	224.87352	224.10032	224.58856	222.56726	225.78398	225.16298	223.42562	222.15175	221.05161	2.317823	28.42329	0.5292429	0.7623211	2.099167	3.499697	0.5252531	128.51720	1.3599038	165.80667	211.64401	199.52318	0.5000076	0.5007860	61.91869	20.105394	0.5053739	205.46835	0.5001374	0.5003008	0.6846141	0.5000585	0.5023756	152.33145	0.5007112	0.6473603	0.5036152	57.64015	13.928119	1.1143245	0.5000627	0.5547467	0.5156310	7.458940	220.62984	0.5001154	0.5073472	226.27563	222.78123
187.1938	142.54040	0.0451952	0.6414120	0.7166383	0.7286796	147.59922	150.07716	146.89397	153.61838	150.23418	154.82545	160.95693	164.65975	150.82854	147.20533	149.93156	150.39435	148.50675	149.23707	148.45529	151.24312	150.07662	151.29535	149.14816	150.75623	148.15625	1.942254	21.58654	0.5239199	0.7300331	1.608963	2.883215	0.5172812	84.58793	1.0738966	124.54453	157.13443	147.07970	0.5000000	0.5005341	46.33852	13.742339	0.5035521	140.41383	0.5001088	0.5002103	0.6328239	0.5000023	0.5015956	97.81811	0.5005353	0.5931514	0.5022769	37.30339	9.302198	0.8847809	0.5000575	0.5359613	0.5101989	5.074978	155.92818	0.5000596	0.5049439	140.81584	150.79459
209.1321	202.11054	3.0917644	2.5327604	2.2070826	2.1267265	243.52053	246.50636	248.93814	238.27968	246.37375	241.11208	248.02608	250.97882	198.07402	197.43691	200.13729	198.18289	195.28512	198.33442	197.94831	200.03058	194.64387	197.42313	198.24499	198.26411	182.59447	2.226765	26.84060	0.5276920	0.7496589	2.017129	3.320661	0.5238510	110.92334	1.3090357	152.04234	205.56999	195.90849	0.5000057	0.5007737	58.87608	19.497227	0.5052948	216.21552	0.5001341	0.5003006	0.6807351	0.5000552	0.5023925	128.09485	0.5006864	0.6460016	0.5037256	56.74925	13.353470	1.1006289	0.5000575	0.5544936	0.5149837	7.237649	195.85049	0.5001192	0.5073707	210.34909	197.77316
328.9600	231.01689	2.3465778	2.4261274	2.0622992	1.9356261	230.85415	237.03828	241.65791	236.42867	238.02201	238.87773	239.04820	235.02612	205.91806	209.47945	212.54154	213.18736	203.56236	209.07857	212.44052	211.91593	207.30651	209.72098	211.36507	210.88601	216.54498	2.260668	26.99017	0.5292221	0.7624408	2.060573	3.495135	0.5249253	125.26618	1.3432180	165.20084	220.33722	214.47479	0.5000067	0.5007820	61.70731	19.980095	0.5053570	203.82330	0.5001374	0.5003004	0.6845290	0.5000584	0.5023735	150.72067	0.5007112	0.6473393	0.5036152	57.64015	13.904242	1.1133683	0.5000627	0.5540981	0.5156163	7.472130	221.66222	0.5001154	0.5073472	181.91850	232.44395
298.8572	227.43431	2.3610920	2.4410326	2.1022329	2.0361121	231.68891	238.90919	235.74810	229.01278	231.55795	227.87278	225.94151	236.83996	246.41516	236.36447	227.80201	224.26614	249.01357	236.14824	228.76752	223.52685	246.13538	237.71496	229.68797	224.19641	221.88998	2.265619	27.54409	0.5290764	0.7624101	2.078829	3.453317	0.5250597	125.00237	1.3345912	163.35008	228.50528	256.54208	0.5000037	0.5007846	61.54701	19.697987	0.5053257	246.82816	0.5001364	0.5002986	0.6842300	0.5000581	0.5023794	147.98366	0.5007087	0.6457506	0.5036536	56.39850	13.678494	1.1011686	0.5000562	0.5543699	0.5154713	7.293287	222.31464	0.5001187	0.5072277	239.44615	233.43770
318.4643	232.19948	3.0504537	2.5670620	2.1546461	2.0888269	238.04420	245.71450	239.98708	237.71606	239.47860	234.17739	230.04111	234.50194	243.35131	240.70995	234.22119	227.32821	247.48236	238.45998	231.67145	228.62105	243.97814	238.14271	232.66558	229.41570	233.66368	2.360333	28.59495	0.5293937	0.7633294	2.104608	3.495550	0.5254244	128.60657	1.3585459	165.44926	236.76971	218.60832	0.5000076	0.5007915	61.87889	19.910608	0.5053430	223.79108	0.5001378	0.5003011	0.6859779	0.5000580	0.5023879	150.35825	0.5007122	0.6472979	0.5036916	57.96970	13.837444	1.1078044	0.5000575	0.5553796	0.5156313	7.440963	223.24451	0.5001188	0.5072283	227.06094	236.38129
329.0091	247.38454	3.0917644	2.6014673	2.2698364	2.2105290	251.50999	259.27724	257.71809	251.22666	259.11816	257.38954	255.59599	260.41096	275.72805	271.19295	262.08247	250.54787	276.34968	271.09323	260.43859	251.03341	274.44900	269.30943	260.86498	250.20943	260.06549	2.504350	30.53875	0.5293815	0.7625304	2.180275	3.516763	0.5268938	137.02228	1.3821552	166.75966	269.76047	307.03110	0.5000110	0.5008265	61.66806	20.440493	0.5055394	316.56851	0.5001368	0.5003092	0.6854316	0.5000596	0.5024335	161.97549	0.5007082	0.6515794	0.5037678	59.02024	14.513281	1.1162254	0.5000575	0.5575680	0.5164694	7.752153	251.86571	0.5001192	0.5074166	325.52655	268.43320
223.5684	243.36035	3.0482059	2.6149951	2.3122951	2.2212516	250.14822	249.85930	240.11273	244.00275	239.97069	245.67125	245.35375	252.25785	269.93154	267.72630	258.02249	249.99595	274.36239	267.00310	255.93664	250.21598	272.76393	266.35645	256.20462	248.74776	251.49120	2.411969	29.57269	0.5295056	0.7629920	2.131739	3.512552	0.5264316	133.82518	1.3722690	166.51904	272.54721	296.63715	0.5000080	0.5008262	61.51807	19.884501	0.5055902	295.66406	0.5001363	0.5003014	0.6853597	0.5000591	0.5024566	155.53577	0.5007105	0.6507879	0.5037448	57.65321	14.423024	1.1200163	0.5000604	0.5574093	0.5161426	7.722860	248.24445	0.5001192	0.5073199	294.94589	254.42871
444.2261	247.31284	3.0968460	2.5648422	2.2966418	2.1527418	258.04886	260.28697	260.09478	266.53621	269.48405	276.80390	279.37437	271.78849	288.12913	279.68844	265.75354	253.56136	288.79785	278.66654	265.25644	254.43157	290.03414	280.83695	264.96373	253.65717	257.84796	2.493386	30.00312	0.5293887	0.7635376	2.138272	3.501268	0.5262117	134.78072	1.3671451	164.37752	274.49850	281.24670	0.5000049	0.5008153	61.75356	19.992891	0.5054867	290.49081	0.5001374	0.5003030	0.6850355	0.5000594	0.5024075	156.12457	0.5007084	0.6480973	0.5036736	56.39850	14.236758	1.1088740	0.5000562	0.5561336	0.5159900	7.622681	250.51247	0.5001192	0.5073056	289.23444	258.89172
345.8616	246.10273	3.0482059	2.5221411	2.2677593	2.1722235	267.22225	259.36716	263.59154	263.56940	262.17207	266.72701	268.67645	267.33382	311.88238	294.96908	276.91280	263.91960	317.13134	296.12474	276.89166	263.28776	313.77910	294.16694	275.74255	264.28819	262.76813	2.472761	29.71978	0.5295355	0.7630646	2.148682	3.523942	0.5268134	136.38881	1.3785287	166.98352	291.55252	365.01849	0.5000083	0.5008309	61.74919	19.964451	0.5056014	321.97620	0.5001364	0.5003019	0.6850241	0.5000592	0.5024590	159.30183	0.5007106	0.6508590	0.5037482	57.65321	14.507496	1.1200008	0.5000604	0.5573397	0.5162390	7.743656	256.63303	0.5001192	0.5073261	304.63220	269.66190
179.7985	194.58495	2.2560372	2.1531499	2.0657404	2.1593993	190.12673	183.04297	186.04391	181.29873	184.58380	182.13314	181.54467	187.90185	176.30278	174.10118	174.74391	173.63770	177.40795	177.42186	174.95503	173.59874	175.91911	176.15930	174.22788	172.04414	167.98701	2.004733	23.40927	0.5260875	0.7412841	1.760965	3.179303	0.5195011	92.61498	1.1405621	149.71050	195.66273	182.85342	0.5000009	0.5005690	57.05831	17.419624	0.5036896	185.83577	0.5001355	0.5002695	0.6810746	0.5000538	0.5015767	111.34195	0.5006838	0.6069513	0.5026622	48.39574	10.302300	0.9221631	0.5000619	0.5388945	0.5121186	5.579431	199.86543	0.5000596	0.5071241	177.86969	182.39734
187.4329	192.84513	2.2821236	2.1616042	1.9633704	1.9941522	192.09349	197.86983	191.31371	194.95482	177.76552	171.21661	165.82154	158.90356	166.19568	166.17259	163.81583	165.31604	167.43921	165.11570	164.47083	163.63280	166.93010	166.44630	163.21355	161.98695	155.04004	1.858689	20.33827	0.5228320	0.7250088	1.603121	2.794104	0.5173091	85.76550	1.0834768	127.71809	172.96350	159.65828	0.5000005	0.5005248	49.74504	15.286938	0.5033730	167.89462	0.5001066	0.5002331	0.6531643	0.5000349	0.5013956	99.14240	0.5006154	0.5937589	0.5022522	42.16786	8.920446	0.8597910	0.5000572	0.5326887	0.5101933	4.784896	179.13213	0.5000596	0.5058961	165.95456	165.91841
191.2361	186.37355	3.0917644	2.7178281	2.3974603	2.3030754	230.12040	248.04719	247.05119	244.45340	235.87237	236.62089	241.01942	246.03248	182.38527	174.47983	171.34671	173.36627	183.25423	172.95916	172.08429	171.55566	182.88070	174.82814	171.79206	171.28371	159.01315	1.935005	21.19125	0.5231494	0.7240736	1.648554	2.844629	0.5176456	87.56204	1.0934409	128.02069	179.32654	187.01022	0.5000011	0.5005500	48.82228	14.971610	0.5034305	184.46466	0.5001084	0.5002308	0.6529275	0.5000377	0.5014830	99.63258	0.5006039	0.5919914	0.5023289	40.55369	8.590549	0.8464177	0.5000575	0.5306783	0.5094594	4.540278	176.95985	0.5000596	0.5057685	181.12022	173.06061
216.7175	160.56681	2.3565715	2.0800708	1.7775585	1.5225441	167.02274	164.80456	161.51341	152.89312	148.67633	145.05545	142.46665	147.88778	164.35281	169.52334	171.02936	172.76793	163.71952	166.62697	169.86863	171.70385	164.60895	168.49376	169.91867	171.55797	162.09830	2.005372	22.94277	0.5267645	0.7600992	1.699415	3.103762	0.5184329	93.16696	1.1141094	139.68803	175.34538	159.81871	0.5000001	0.5005634	52.77750	14.496606	0.5037996	140.32314	0.5001198	0.5002304	0.6569264	0.5000162	0.5016854	105.96185	0.5006897	0.6036203	0.5026026	41.81089	9.995316	0.9233492	0.5000575	0.5385911	0.5107673	5.416042	176.14543	0.5000596	0.5052782	130.35187	174.14209
200.0904	123.79284	2.3610920	2.0843803	1.8820942	1.6900438	124.11842	118.51448	120.06951	119.32578	119.69636	119.05204	115.73692	112.53570	126.56003	128.33230	129.15918	131.69747	127.61981	129.37869	130.18784	132.07055	126.78461	129.00322	130.18438	131.54629	125.81729	1.762342	18.67226	0.5217332	0.7069416	1.481989	2.621048	0.5157332	74.55320	1.0151994	103.84075	137.79710	142.80219	0.5000000	0.5004857	42.88877	13.080246	0.5033170	139.00191	0.5001025	0.5002022	0.6304581	0.5000012	0.5014779	91.07841	0.5005081	0.5904428	0.5022245	39.26343	9.043196	0.8745946	0.5000562	0.5352194	0.5102707	4.959238	125.50249	0.5000596	0.5049703	137.68054	131.88385
211.3712	156.45127	2.3465778	2.3289157	2.0835193	1.8200479	161.50265	165.21106	161.84750	168.89596	165.14317	168.79035	172.60944	163.93826	176.14182	176.68737	172.07675	172.19967	176.14723	175.07727	172.05661	172.06106	175.89279	174.66985	174.00548	172.05884	167.37567	2.005841	22.96466	0.5262802	0.7518823	1.697160	3.052180	0.5181121	91.37550	1.1046942	135.56348	172.83626	165.96852	0.5000002	0.5005552	50.99799	14.356684	0.5037128	171.83583	0.5001184	0.5002226	0.6483299	0.5000091	0.5016604	104.98907	0.5006424	0.6009486	0.5025374	40.56121	9.771853	0.9154848	0.5000627	0.5378646	0.5105596	5.310196	172.28593	0.5000596	0.5051564	171.58170	171.77499
206.3986	222.22470	2.2557106	2.3493123	2.0740243	2.0657104	221.94062	205.66241	211.27331	213.37121	222.00386	224.31463	221.37273	216.32105	224.88517	225.88495	223.25179	217.08302	228.42372	225.65997	224.83457	218.44991	229.12146	225.37166	221.98847	218.40836	214.16245	2.339553	28.00513	0.5278975	0.7461184	2.035471	3.383877	0.5251682	123.95840	1.3296517	157.20807	250.78557	220.56291	0.5000095	0.5007913	60.26664	19.945713	0.5054405	215.72636	0.5001425	0.5003061	0.6869504	0.5000566	0.5024115	148.87720	0.5006998	0.6482140	0.5036550	60.40147	14.187754	1.1162641	0.5000589	0.5571802	0.5160676	7.648028	242.00824	0.5001190	0.5074152	222.42804	251.05579
308.4718	337.82258	2.2560372	2.2657845	2.1972363	2.2350922	339.35006	339.93137	328.95473	320.54626	323.22101	326.83950	325.02047	322.05491	296.51303	294.83768	283.45743	275.29115	294.09728	297.18783	286.57804	272.75526	298.50710	298.18700	284.83492	272.15787	273.92911	2.612050	31.28459	0.5298069	0.7675076	2.200275	3.560782	0.5270311	138.58578	1.3951848	170.75398	277.71350	275.08008	0.5000114	0.5008359	62.94910	20.538647	0.5056460	291.31610	0.5001445	0.5003104	0.6882577	0.5000595	0.5024759	162.84261	0.5007191	0.6524673	0.5037830	59.09060	14.667919	1.1249502	0.5000619	0.5575508	0.5164598	7.842315	271.10919	0.5001192	0.5074924	329.78674	273.02713
217.3308	229.59895	2.2821236	1.9427806	1.6535552	1.6160227	188.14489	159.54901	134.13148	136.34451	134.75885	129.45870	127.56379	134.58906	201.56457	212.90137	217.29575	221.46519	196.85747	205.48036	220.30673	223.89876	196.91288	205.07514	218.50897	224.95134	217.89589	2.357014	28.00362	0.5293885	0.7641228	2.119160	3.506344	0.5243245	130.32620	1.3603642	166.28224	226.05899	187.11760	0.5000093	0.5008157	61.93860	20.098341	0.5055486	197.42737	0.5001376	0.5003056	0.6870868	0.5000587	0.5024579	158.79990	0.5007175	0.6516369	0.5037841	57.81996	14.576223	1.1224270	0.5000572	0.5472553	0.5161494	7.728200	230.87781	0.5001192	0.5073974	241.28940	244.52429
191.6498	272.57846	3.0516137	2.3857493	2.2414763	2.1828970	269.98789	272.01260	274.52837	266.39159	266.23817	269.25908	270.59798	260.35618	281.83224	272.55883	259.32446	253.83367	275.96788	273.75336	259.12479	253.97082	276.34397	270.17437	261.62237	253.23240	260.92206	2.435155	29.72063	0.5295441	0.7632309	2.143852	3.527407	0.5260696	135.76703	1.3727281	168.49547	260.90872	301.37506	0.5000084	0.5008253	62.11591	20.046831	0.5055804	272.21225	0.5001400	0.5003047	0.6864555	0.5000595	0.5024582	161.11629	0.5007101	0.6504076	0.5037344	57.30656	14.514673	1.1204168	0.5000576	0.5550008	0.5162424	7.751749	249.21016	0.5001192	0.5073400	271.20547	263.57031
294.3005	372.97845	3.0516137	2.3320870	2.1336140	2.1749801	359.25324	343.22860	357.73365	380.53849	375.12001	367.50116	365.58318	386.17424	315.50001	311.74630	293.03416	283.29100	310.57495	309.84473	293.86501	283.79838	314.29352	307.45378	295.07757	283.84481	278.52563	2.522715	30.26446	0.5295555	0.7633823	2.162862	3.528044	0.5265526	137.76514	1.3832695	168.83333	289.96313	330.37158	0.5000085	0.5008320	62.17753	20.091286	0.5055964	316.45450	0.5001400	0.5003050	0.6864555	0.5000595	0.5024589	162.20398	0.5007101	0.6504344	0.5037354	57.30656	14.514673	1.1204168	0.5000576	0.5548338	0.5162349	7.770127	270.97226	0.5001192	0.5073400	322.14883	277.60107
229.7543	305.22379	3.0917644	2.7178281	2.3974603	2.2886700	305.65989	312.68859	312.55717	304.98313	312.49388	316.32598	318.25987	312.83808	305.59803	294.40671	276.97921	264.60596	302.13283	293.95516	278.02217	264.20345	302.88498	294.69962	277.20750	260.90461	264.45740	2.532401	30.69452	0.5294040	0.7625997	2.171670	3.517032	0.5268211	134.56018	1.3770142	167.35625	288.84253	326.64044	0.5000107	0.5008250	61.66806	20.409134	0.5055346	308.58261	0.5001367	0.5003090	0.6854316	0.5000596	0.5024306	157.87825	0.5007082	0.6515200	0.5037673	59.02024	14.479390	1.1162254	0.5000575	0.5575057	0.5163892	7.733811	266.41074	0.5001192	0.5074166	320.14359	275.36530
340.1085	343.92217	2.2821236	2.0478167	1.9226598	1.9971564	329.32285	334.13640	367.07808	388.59434	368.26523	356.03237	355.10331	378.79048	284.29283	291.91412	283.59859	274.44559	283.68831	292.26826	284.73356	276.00502	282.26579	293.34891	286.02814	273.88240	275.80847	2.551002	30.42808	0.5296426	0.7644455	2.191787	3.560988	0.5263527	138.45546	1.3901912	169.85765	290.50662	303.95953	0.5000108	0.5008335	62.56448	20.370544	0.5056158	288.53885	0.5001387	0.5003077	0.6876348	0.5000596	0.5024669	163.19420	0.5007178	0.6519771	0.5037893	57.81996	14.615472	1.1224270	0.5000572	0.5532523	0.5163444	7.801654	269.06924	0.5001192	0.5074121	281.07141	279.55008
191.3407	148.65658	2.3610920	2.4410326	2.0396086	1.8536321	154.50299	153.65670	158.64833	151.30296	146.44923	146.12787	151.75410	153.69508	159.68469	157.78470	155.36928	152.87059	158.90884	157.01579	155.72477	153.88036	158.65267	158.29026	156.12745	153.64232	145.05719	1.948718	21.75355	0.5264470	0.7558191	1.662043	3.062391	0.5178586	85.31274	1.0929835	127.63438	144.61760	161.53510	0.5000000	0.5005464	50.95564	14.421746	0.5036723	154.32402	0.5001187	0.5002267	0.6566883	0.5000153	0.5016206	100.34718	0.5006778	0.5988367	0.5024713	43.02374	9.649636	0.9043137	0.5000562	0.5370361	0.5108410	5.254148	142.47934	0.5000596	0.5052329	154.30179	147.28539
191.2274	153.41819	2.3610920	2.4410326	2.1022329	1.9950488	152.74506	148.69044	149.02062	149.51641	150.16181	149.03150	150.59794	148.10172	142.35260	142.65059	144.29872	144.10136	143.19997	142.64810	142.84262	142.62053	142.43655	143.14071	142.20389	143.11816	139.96396	1.802386	20.01552	0.5245019	0.7278450	1.564180	2.926233	0.5163031	79.49199	1.0378857	130.41995	154.55379	156.93900	0.5000001	0.5004805	49.37198	13.461912	0.5031221	154.53616	0.5001068	0.5002100	0.6530960	0.5000225	0.5013410	95.28267	0.5006215	0.5867903	0.5020880	40.65938	8.614994	0.8445439	0.5000562	0.5326889	0.5099047	4.723456	147.74823	0.5000596	0.5048899	150.50421	139.55157
249.5059	206.97089	2.3565715	2.3452169	2.0075218	1.7682263	204.07161	212.06228	211.74931	205.46623	209.27542	214.18794	214.95205	210.26339	203.18999	198.12887	194.71619	191.40165	203.64545	198.77321	195.45522	192.31684	203.67886	199.42043	194.87423	191.04023	187.60428	2.134282	25.20280	0.5290847	0.7624126	1.867611	3.473441	0.5203655	105.01339	1.2046117	164.26991	198.53209	167.81363	0.5000014	0.5006735	61.01326	18.174034	0.5048158	178.82764	0.5001347	0.5002789	0.6847721	0.5000585	0.5022243	121.10549	0.5007082	0.6285622	0.5033525	52.25333	11.975362	1.0532292	0.5000575	0.5434822	0.5127630	6.481476	218.25655	0.5001163	0.5071124	202.19984	204.84389
207.4638	148.58029	-0.6388950	-0.2841302	-0.0730684	0.0221758	142.93534	139.60846	135.64667	129.71494	127.34827	126.93046	125.10371	117.51686	135.08297	140.69412	143.65961	146.53474	135.49294	139.51137	144.16331	148.36230	136.78715	138.82240	143.54820	147.80098	135.40492	1.933928	21.93055	0.5244099	0.7318907	1.652543	2.929966	0.5174236	85.11227	1.0838279	126.35281	149.67500	119.38934	0.5000000	0.5005330	47.46561	13.999771	0.5035920	105.18758	0.5001115	0.5002148	0.6372442	0.5000041	0.5015079	100.20054	0.5005535	0.5974233	0.5024152	38.92820	9.470968	0.8974587	0.5000604	0.5358080	0.5103412	5.106494	155.62747	0.5000596	0.5050506	110.14104	149.32419
188.4118	158.27871	2.2821236	1.4563016	1.2035475	1.1243031	163.38824	169.12975	172.65032	174.05206	166.75353	162.52536	162.49287	158.31361	146.82572	151.78688	155.99122	159.11898	146.23227	150.94162	154.73788	157.40199	146.85845	151.77852	155.65380	157.18938	150.66333	1.977585	21.97437	0.5268980	0.7584201	1.705979	3.109644	0.5185001	89.62785	1.1193432	136.85301	150.68112	122.16090	0.5000001	0.5005724	52.76545	14.672690	0.5037609	115.59123	0.5001204	0.5002304	0.6579794	0.5000162	0.5017112	104.93484	0.5006947	0.6038038	0.5026052	42.85235	9.975593	0.9224380	0.5000572	0.5385050	0.5108911	5.403740	159.30266	0.5000596	0.5053068	116.64774	152.85696
230.1651	195.32441	3.0504537	2.5501206	2.1391725	2.0298452	204.28110	208.90793	211.03465	216.81764	219.76345	224.83266	229.85281	221.40502	216.92235	213.27314	209.60814	206.95733	218.73068	214.74168	209.72053	207.22508	219.47704	213.98503	207.45370	209.48454	212.89319	2.290159	27.39798	0.5293486	0.7619257	2.070095	3.508413	0.5248601	122.19992	1.3300066	162.40723	240.80600	244.87885	0.5000048	0.5007786	61.49405	20.047855	0.5052938	249.11510	0.5001380	0.5003035	0.6858582	0.5000591	0.5023683	144.85678	0.5007065	0.6469911	0.5036801	57.86800	13.890603	1.1028033	0.5000575	0.5552928	0.5156192	7.483906	224.45074	0.5001188	0.5073486	250.37695	238.99948
294.3935	242.65366	2.9676866	2.2972224	2.1987026	2.1934623	251.11983	249.57861	252.07947	257.15138	261.96652	258.30758	255.19115	256.50417	238.14901	240.54113	239.01541	236.83179	236.08168	240.17474	236.91516	236.00492	238.61220	239.66659	238.57195	237.10923	230.16669	2.404491	28.63634	0.5293478	0.7654715	2.127328	3.483599	0.5260463	131.88692	1.3722035	163.65550	224.02081	267.11819	0.5000098	0.5008207	61.70118	20.148174	0.5056088	269.96066	0.5001425	0.5003051	0.6871424	0.5000576	0.5024731	151.40213	0.5007185	0.6516840	0.5037797	59.09060	14.348026	1.1235844	0.5000619	0.5567781	0.5158749	7.641655	222.46429	0.5001192	0.5074224	267.94702	232.08955

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
43.94137	69.2142	3.5	4.0227	25.6598	-0.0207	18.7621	30.9679	71.7999	1.9133
86.05561	72.9922	4.5	7.4858	67.9980	0.0005	19.4758	43.1000	114.6508	1.8413
90.62501	88.1149	5.5	10.1776	96.9640	0.0001	19.8479	54.8180	137.6407	1.7938
105.43812	120.7267	10.5	13.8898	119.3375	-0.0010	20.1869	108.5422	130.2016	1.7839
112.86046	133.9468	11.5	15.5704	106.5016	-0.0196	20.2142	119.2480	137.4440	1.7123
223.89939	249.6167	22.4	45.3239	313.0618	-0.0031	21.4079	259.3305	252.7901	1.5063
115.21058	34.3002	1.5	23.7226	121.9929	-0.0001	20.5749	15.7240	357.6059	1.3046
108.36426	68.0265	2.5	20.2697	133.5469	-0.0002	20.5097	26.3223	306.9982	1.4307
76.59810	59.3580	5.5	2.6662	57.1022	0.0300	17.9632	44.5415	47.5396	2.3853
97.91252	109.1494	9.5	2.5253	48.1976	0.1246	17.9654	77.1553	30.9847	2.4876
104.61096	99.9389	11.5	5.3154	64.9650	-0.0476	19.0097	105.3944	48.3138	2.2377
116.33223	215.5209	15.5	11.6758	117.4964	0.0002	20.0356	158.0865	82.6845	1.9820
142.08731	216.4633	16.5	2.7658	121.4754	0.0748	17.8108	131.5795	19.2692	2.8757
170.93529	288.5758	19.5	25.8114	250.7255	-0.0002	20.9750	217.0480	151.9083	1.7695
173.44547	288.5349	21.0	28.3949	262.6784	-0.0001	21.0573	235.7577	157.8174	1.7440
127.41835	119.0501	7.5	4.0014	197.5705	0.0426	18.5495	65.1781	56.9334	2.5670
163.50488	170.2655	9.5	27.4877	265.4300	0.0001	21.0437	106.2816	263.4874	1.5984
168.72408	225.3408	10.5	27.7719	283.9186	0.0001	21.0910	117.9965	251.3258	1.6323
179.71149	147.2619	12.5	34.0945	344.2132	0.0000	21.3370	143.6310	276.5388	1.6007
194.73866	169.0422	15.5	30.2787	307.3704	0.0000	21.1939	175.9943	212.7441	1.6788
159.55396	169.1009	16.5	22.9218	267.2932	-0.0001	20.9346	182.8839	151.5365	1.8253
171.05865	100.6942	18.5	27.5108	281.1793	0.0001	21.0821	207.8623	168.3445	1.7526
180.35856	206.3337	24.0	22.3640	218.3195	-0.0011	20.8061	263.4683	107.8369	1.8843
280.01979	276.8295	40.4	28.2133	195.2344	-0.0133	20.8841	446.7253	79.2343	1.9055
284.20447	249.3616	43.5	29.1523	191.9655	-0.0089	20.8181	461.8998	67.1377	1.9766
173.64426	189.7460	16.5	25.5622	213.6983	-0.0006	20.8802	181.9932	174.9484	1.6798
147.27072	168.9925	18.5	15.3326	150.4898	0.0001	20.3538	194.4196	93.6893	1.9331
167.69088	249.1697	24.0	21.0291	170.2413	-0.0015	20.6282	259.1809	103.9591	1.8503
180.26759	217.3576	27.0	22.9289	192.3451	0.0000	20.7545	295.0551	100.5214	1.8613
98.25940	79.9428	3.5	9.1045	147.2663	-0.0040	19.8165	34.6321	157.4028	1.8918
93.58705	69.9413	6.5	13.4038	117.9726	0.0002	20.1512	66.7949	162.8763	1.7173
136.88217	149.4708	11.5	19.9212	142.4484	-0.0014	20.5157	122.5646	175.7999	1.6373
133.60712	113.9154	13.5	19.0157	135.7888	-0.0006	20.4728	143.4124	151.8136	1.6815
117.57209	150.1022	14.5	15.6884	116.5281	-0.0007	20.2707	151.1464	119.1154	1.7767
163.97458	150.9378	30.0	11.5290	106.0913	0.0004	19.9998	305.2923	42.2231	2.2023
198.33663	151.0453	39.0	16.5269	124.3730	-0.0003	20.3471	410.5260	45.4099	2.1274
237.17427	150.9881	40.5	14.2215	134.1737	-0.0108	20.2405	422.0344	34.9885	2.2843
259.63336	217.2417	49.5	21.8349	179.1871	-0.0013	20.6948	538.3572	42.0440	2.1781
117.39559	116.4142	5.5	19.6478	185.6014	0.0000	20.6285	59.0820	247.8343	1.6099
137.28678	124.3309	11.5	15.2966	188.4097	-0.0004	20.4456	121.8784	132.7591	1.8833
112.46948	113.9154	13.5	10.4882	102.2522	-0.0001	19.8965	135.7585	83.2088	1.9709
109.87358	131.1068	14.5	10.0564	109.8600	-0.0007	19.8731	145.5065	75.0451	2.0385
109.94308	92.1298	15.5	10.8456	123.8921	0.0003	19.9817	157.2679	76.1770	2.0438
137.88040	190.5466	24.0	13.8709	107.4444	0.0002	20.1550	247.8741	67.5187	1.9886
162.08734	143.0298	30.0	11.6284	95.3179	0.0003	19.9745	304.5406	43.2637	2.1678
112.60010	121.0839	2.5	18.9004	108.0141	0.0000	20.3829	26.0151	281.2156	1.4139
88.65523	68.8852	5.5	9.8461	95.0684	-0.0057	19.7992	54.5490	133.4935	1.8113
106.80105	95.4366	11.5	7.6573	87.1629	-0.0050	19.5401	111.5177	68.9188	2.0748
103.68943	77.6267	12.2	6.5415	66.9394	-0.0198	19.3205	115.6464	56.6491	2.1154
108.35668	80.6549	13.5	8.5847	87.2114	-0.0052	19.6626	132.5254	68.2659	2.0502
109.78183	71.9451	14.5	9.2649	102.1534	-0.0010	19.7768	144.0218	69.2434	2.0680
126.54987	100.6564	16.5	16.1311	129.8951	-0.0071	20.3146	172.8203	110.1895	1.8350
158.30387	168.6864	17.5	24.6272	164.1959	-0.0015	20.7269	190.4948	164.6285	1.6354
129.54510	78.0342	22.5	9.4562	60.6750	-0.0003	19.6926	221.8683	49.1336	2.0626
139.32305	99.2858	24.0	9.2365	65.8236	-0.0001	19.6858	236.5357	44.3960	2.1251
192.25579	239.3520	27.0	25.3029	197.4485	-0.0044	20.8086	296.4194	113.8148	1.8168
172.60063	190.9878	28.5	22.9223	172.3248	-0.0002	20.6990	309.7989	96.1809	1.8540
234.08449	239.4498	36.0	27.9628	138.2590	-0.0024	20.7305	392.5881	96.8392	1.7480
54.79249	27.8220	1.5	2.1774	27.8778	0.0130	17.3501	11.1095	66.5963	2.1843
87.04062	67.3852	2.5	12.6098	69.4233	-0.0001	19.9334	24.9299	197.3994	1.5258
69.76625	81.9356	6.5	5.2988	50.1860	0.0007	19.0754	59.8536	71.3444	2.0160
108.91353	100.2470	12.5	14.7118	122.7579	-0.0041	20.2197	129.7403	122.7201	1.8022
143.32760	168.5235	16.5	18.8800	143.9316	-0.0005	20.4927	175.6200	129.9859	1.7517
116.83933	119.8845	2.5	40.6728	128.3220	-0.0001	20.8947	27.2776	495.8776	1.0580
128.40411	109.3549	6.5	31.3034	179.2835	-0.0002	20.8913	71.4640	350.8825	1.3546
133.43750	98.4727	8.5	35.3402	179.2104	-0.0001	20.9735	94.3256	357.9219	1.3041
108.62801	97.7887	9.5	8.6279	74.9942	0.0003	19.5317	91.8107	88.5396	1.9576
114.06922	104.4717	11.5	10.9887	82.2758	0.0000	19.8753	115.2653	98.5508	1.8457
142.90314	121.8094	17.5	18.9932	146.7668	-0.0022	20.5008	186.5665	124.5015	1.7718
161.06759	122.1584	19.5	22.3565	170.9458	-0.0010	20.6825	211.4669	134.8394	1.7418
79.01347	105.1396	5.5	2.2524	54.0533	0.2776	17.9209	44.2987	45.4393	2.3854
84.24534	107.3442	6.5	2.8304	87.1986	0.4084	18.3061	54.8993	52.4260	2.4005
118.83208	83.7873	10.5	1.9698	88.5733	0.4226	17.3691	79.0477	27.6120	2.7292
76.32343	109.2413	2.5	9.9826	97.3616	0.0002	19.8296	24.6427	180.1289	1.7152
120.29984	110.8330	7.5	14.6562	134.0634	0.0001	20.2699	78.0421	164.9613	1.7253
114.84411	136.7077	14.5	11.8992	124.8765	0.0001	20.0605	148.2011	88.7218	1.9726
135.55695	165.2363	17.5	10.8272	139.2354	0.0001	20.0182	178.0375	67.8035	2.1175
149.21227	154.3140	18.5	16.4618	145.1416	-0.0001	20.3962	195.2043	101.7218	1.8753
147.08505	167.2389	19.5	15.9083	136.9290	0.0000	20.3463	204.8348	93.9760	1.8968
81.74858	68.3340	2.5	7.2624	72.0580	0.0006	19.4513	23.7130	139.2163	1.8016
84.74609	72.9319	4.5	7.7602	90.8258	-0.0002	19.5597	43.4768	121.0102	1.8957
116.60255	109.1373	8.5	15.5408	118.8114	-0.0001	20.2747	88.5300	163.4303	1.6748
105.04977	133.4358	9.5	13.3942	112.8555	0.0001	20.1360	97.6850	133.6282	1.7703
113.36766	167.5578	11.5	12.0601	101.9445	0.0002	20.0185	116.9868	107.4134	1.8444
155.49767	107.7179	7.5	30.8170	210.5786	-0.0005	20.9741	83.3044	328.9901	1.4188
163.07056	91.1455	9.6	31.1841	221.5844	-0.0005	21.0144	107.1156	298.8050	1.4636
163.95783	107.6335	14.5	24.8767	187.3381	-0.0002	20.7928	158.8074	188.3256	1.6255
168.60531	136.8133	16.5	24.3007	196.6044	-0.0024	20.7925	180.5414	167.0214	1.6864
193.14812	114.0793	17.5	39.3318	267.5085	-0.0009	21.2448	199.4267	265.5147	1.4859
188.32754	147.6127	18.5	31.0905	203.1956	-0.0011	20.9578	205.5464	201.2037	1.5650
154.90636	112.0150	23.5	9.3498	141.2041	-0.0300	19.7690	233.6466	42.7203	2.3570
120.53955	99.0631	1.5	23.8907	100.8863	0.0000	20.4744	15.6080	341.0807	1.2773
149.90220	143.8433	5.5	34.6270	209.3485	0.0001	21.0420	61.3294	407.2306	1.3209
116.09163	120.5773	2.5	44.0798	150.5185	-0.0001	20.9922	27.5166	538.0652	1.0490
80.38668	76.0590	2.5	11.5125	92.6831	0.0003	19.9505	24.9495	196.1986	1.6300
81.83778	79.9508	3.5	12.3412	96.5867	0.0003	20.0157	35.3298	188.9790	1.6353
79.51130	83.0075	4.5	12.2303	99.3636	0.0003	20.0222	45.5437	173.6188	1.6722
151.85560	81.7330	6.5	38.0850	206.7754	0.0001	21.0977	72.9285	421.1624	1.2794
153.04829	148.1618	8.5	38.5260	243.3863	0.0001	21.1851	96.2350	387.6065	1.3496
162.59177	149.0879	10.5	41.3852	237.4466	-0.0001	21.1966	119.1101	380.4622	1.3221
159.37612	168.8896	13.5	33.5527	232.5824	0.0003	21.0827	151.7247	267.5379	1.4896
136.44718	110.2211	14.5	16.4397	155.7317	0.0001	20.4204	153.4372	122.5950	1.8321
133.10759	147.6158	7.5	25.7766	158.9178	0.0000	20.7388	81.5282	278.1799	1.4411
233.40820	220.5005	30.0	28.9351	252.4034	0.0000	21.0491	336.7232	113.5281	1.8351
219.54829	214.7059	31.5	22.9618	214.7274	-0.0020	20.8131	346.1492	82.7830	1.9642
232.70798	260.8548	33.0	26.6232	215.4157	0.0000	20.9114	365.8954	94.0636	1.8803
219.71171	214.7323	34.5	17.1690	198.5208	0.0021	20.3965	364.7475	54.0821	2.2529
269.11649	253.4551	42.0	27.9606	198.2646	-0.0004	20.8933	465.0678	73.8960	1.9389
272.60975	340.0752	42.9	29.4440	198.2646	-0.0013	20.8933	465.0678	73.8960	1.9389
72.06939	73.1572	2.5	9.6114	87.7154	0.0002	19.7723	24.5066	172.6461	1.7080
80.18393	69.6460	3.5	8.9377	84.2537	0.0001	19.6905	34.1760	147.1990	1.7698
84.35896	96.2511	5.5	12.6239	111.4455	0.0001	20.0844	56.1001	166.0482	1.7112
129.20344	108.8583	8.5	15.4701	143.6236	0.0000	20.3415	89.0973	162.6141	1.7334
130.43354	121.5804	14.5	15.9415	133.2654	0.0000	20.3374	152.2232	120.0147	1.8037
144.56207	165.5615	7.5	23.0771	198.6806	0.0001	20.7759	81.8103	251.3594	1.5762
153.16209	170.4894	10.5	23.2581	202.0243	-0.0001	20.7888	114.8304	213.4492	1.6286
182.20457	198.2552	16.5	28.2749	234.8000	-0.0002	20.9916	183.8232	193.9058	1.6453
189.74279	235.7888	18.5	36.4891	280.1714	-0.0001	21.2361	210.6999	232.6241	1.5646
151.94073	146.0916	22.5	18.0829	169.1222	-0.0001	20.5300	240.7651	92.9019	1.9242
156.28067	177.6015	25.5	14.9667	152.3085	0.0001	20.3426	268.1543	66.3048	2.0630
150.77337	175.5017	27.0	15.0630	127.7656	-0.0005	20.2635	281.7999	64.2943	2.0344
259.69390	191.2236	30.0	30.5203	337.1407	-0.0009	21.2409	342.4637	116.3322	1.8972
215.54830	151.2086	35.7	9.3734	135.0070	-0.0330	20.1262	355.5069	37.4043	2.2824
74.00344	77.3481	3.5	10.3369	75.4424	0.0001	19.8064	34.5870	161.1928	1.6651
85.84956	85.1849	4.5	13.4918	88.5904	0.0002	20.0705	45.7693	185.6604	1.5888
146.46033	164.9230	9.5	23.1157	158.6727	0.0000	20.6719	102.7562	225.3993	1.5398
164.88794	151.2112	12.5	25.6409	184.3104	0.0001	20.8072	137.0259	214.0173	1.5701
162.81372	175.7649	13.5	25.2464	184.6420	0.0001	20.7982	147.8959	200.7484	1.5960
158.37501	177.3007	15.5	24.1579	171.8526	0.0002	20.7369	168.9293	175.4324	1.6317
169.32215	190.4530	16.5	26.3409	185.1835	0.0002	20.8264	181.1168	183.3730	1.6142
179.99011	198.9552	25.5	25.9519	179.2493	0.0002	20.8028	279.8819	124.7482	1.7402
209.04380	191.1032	33.0	20.7617	144.2110	0.0003	20.5641	354.3496	73.7599	1.9282
80.48240	68.2305	1.5	12.6369	79.0297	0.0000	19.9866	14.8635	220.0137	1.5179
115.80497	87.5267	5.5	18.2079	137.4564	-0.0001	20.4410	58.0590	228.5040	1.5657
124.65714	115.8804	6.5	21.2588	154.0337	0.0000	20.6021	69.7227	246.7307	1.5280
163.58895	172.5236	10.5	29.9026	232.7667	-0.0004	21.0184	117.2389	273.3569	1.5195
169.58317	145.5464	11.5	26.6902	217.2315	-0.0002	20.9135	127.2444	232.2087	1.5830
169.96501	168.4190	12.5	24.4509	193.5969	-0.0017	20.7951	136.8716	203.1210	1.6167
133.03519	163.2803	16.5	4.8307	120.6413	0.0933	18.8930	149.2509	32.5359	2.5685
131.75391	123.4363	17.5	3.1458	78.8773	0.2200	18.3984	149.7799	21.7356	2.6760
134.83302	179.5927	18.5	5.9391	122.6012	0.0599	19.2328	173.7639	35.1483	2.4896
125.08159	165.3059	19.5	11.0670	117.1438	-0.0096	19.9416	196.9768	63.9244	2.0978
84.87984	89.3184	3.5	7.3529	82.2075	-0.0014	19.4421	33.2916	127.3688	1.8741
127.84836	130.8358	6.5	21.0260	180.8623	-0.0001	20.6652	70.1349	245.3820	1.5833
124.54240	133.7479	9.5	15.3776	131.0752	0.0000	20.2888	99.1109	152.3524	1.7357
148.53495	214.6926	30.0	4.7163	89.0844	0.0313	18.8379	270.4893	245.0749	1.5985
228.40082	351.6122	33.0	38.8645	248.9160	-0.0002	21.1987	375.3738	147.8533	1.6603
234.23263	351.6799	39.0	19.0078	176.6921	-0.0025	20.5565	418.6610	51.8116	2.1506
269.01945	190.7979	43.5	20.7443	259.9446	-0.0346	20.8348	479.1433	44.0915	2.2616
246.74700	249.8593	45.0	23.3960	144.1839	-0.0152	20.6365	486.7726	55.6755	2.0088
295.44218	363.9616	46.5	29.2041	147.9454	-0.0197	20.7670	509.0775	70.5607	1.8793
318.45483	329.0582	49.5	28.1303	186.6390	-0.0117	20.8553	546.2951	58.4694	2.0102
72.83335	3.0414	1.5	7.0335	52.9536	0.0002	19.3818	13.9824	143.3790	1.7113
117.55277	125.5320	6.5	18.8022	154.2815	0.0000	20.5159	69.1551	221.2746	1.6000
137.41303	149.0645	14.5	12.7501	183.5256	-0.0035	20.1600	149.6591	93.1984	2.0824
165.68073	150.8525	15.5	32.4700	215.8869	0.0000	21.0247	173.3816	237.8583	1.5137
102.32030	108.3092	2.5	16.2570	119.0558	-0.0001	20.3061	25.8170	258.6022	1.5161
115.26380	287.4120	13.5	13.1512	113.8565	0.0000	20.1093	138.6067	104.5571	1.8693
118.96648	108.0395	5.5	38.2411	127.3516	0.0006	20.8618	60.3407	431.9502	1.1176
154.35307	119.2387	11.5	28.5612	166.2988	-0.0007	20.7904	125.8076	252.7725	1.4740
185.77766	169.3359	28.9	43.7383	214.8548	0.0004	21.1744	327.9795	202.6643	1.4810
189.54435	177.6255	31.9	44.8708	216.6004	0.0002	21.1892	362.5432	188.7710	1.5007
244.44673	128.7599	40.0	34.1022	182.8788	-0.0002	20.9684	445.8871	103.7415	1.7420
258.17736	249.9140	50.9	46.0285	291.1066	-0.0039	21.3627	587.5596	97.9438	1.8081
323.78627	290.1520	52.3	38.8654	464.7317	-0.0137	21.5700	614.5918	73.3670	2.1029
129.35374	85.2249	24.0	6.5153	42.9857	-0.0002	19.2943	227.2506	30.6207	2.2533
176.04027	122.4252	34.0	17.0145	126.0594	-0.0012	20.3660	358.4899	56.4323	2.0416
139.91281	129.4679	14.0	22.4547	131.0515	-0.0028	20.5586	150.0334	176.8935	1.5769
214.30117	193.4027	32.0	22.7568	150.7292	-0.0082	20.6362	346.0111	84.7890	1.8677
168.18167	139.9470	16.5	33.2902	169.4751	-0.0011	20.9122	182.5250	239.6628	1.4334
205.14554	223.3660	36.0	5.5629	100.0547	0.1411	19.1522	335.9049	15.0364	2.7610
235.86445	188.8459	34.5	37.7622	239.7386	0.0001	21.1629	391.2224	135.8970	1.6877

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	40.27966	.pred
rmse	standard	161.22229	knn_res_1_2
rmse	standard	40.35885	spl_res_4_1
rmse	standard	41.60179	spl_res_7_1
rmse	standard	41.29196	rf_res_1_01
rmse	standard	41.25869	rf_res_1_02
rmse	standard	42.84828	xgb_res_1_37
rmse	standard	162.54451	xgb_res_1_38
rmse	standard	42.00797	xgb_res_1_15

# 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	0.6295764	.pred
rsq	standard	0.2768033	knn_res_1_2
rsq	standard	0.6275534	spl_res_4_1
rsq	standard	0.6053857	spl_res_7_1
rsq	standard	0.6101392	rf_res_1_01
rsq	standard	0.6107543	rf_res_1_02
rsq	standard	0.6002512	xgb_res_1_37
rsq	standard	0.3551666	xgb_res_1_38
rsq	standard	0.5972233	xgb_res_1_15

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 😫.

That’s it! Thanks for reading 👋

5 SESSION INFO

R Version


R version 4.1.3 (2022-03-10)

Packages


 package      * version    date (UTC) lib source
 assertthat     0.2.1      2019-03-21 [1] CRAN (R 4.1.3)
 backports      1.4.1      2021-12-13 [1] CRAN (R 4.1.2)
 bit            4.0.4      2020-08-04 [1] CRAN (R 4.1.3)
 bit64          4.0.5      2020-08-30 [1] CRAN (R 4.1.3)
 broom        * 0.7.12     2022-01-28 [1] CRAN (R 4.1.3)
 bslib        * 0.3.1      2021-10-06 [1] CRAN (R 4.1.3)
 butcher        0.1.5      2021-06-28 [1] CRAN (R 4.1.3)
 cellranger     1.1.0      2016-07-27 [1] CRAN (R 4.1.3)
 class          7.3-20     2022-01-16 [2] CRAN (R 4.1.3)
 cli            3.2.0      2022-02-14 [1] CRAN (R 4.1.3)
 clipr          0.8.0      2022-02-22 [1] CRAN (R 4.1.3)
 codetools      0.2-18     2020-11-04 [2] CRAN (R 4.1.3)
 colorspace     2.0-3      2022-02-21 [1] CRAN (R 4.1.3)
 crayon         1.5.1      2022-03-26 [1] CRAN (R 4.1.3)
 curl           4.3.2      2021-06-23 [1] CRAN (R 4.1.3)
 data.table     1.14.2     2021-09-27 [1] CRAN (R 4.1.3)
 DBI            1.1.2      2021-12-20 [1] CRAN (R 4.1.3)
 dbplyr         2.1.1      2021-04-06 [1] CRAN (R 4.1.3)
 desc           1.4.1      2022-03-06 [1] CRAN (R 4.1.3)
 details        0.3.0      2022-03-27 [1] CRAN (R 4.1.3)
 dials        * 0.1.1      2022-04-06 [1] CRAN (R 4.1.3)
 DiceDesign     1.9        2021-02-13 [1] CRAN (R 4.1.3)
 digest         0.6.29     2021-12-01 [1] CRAN (R 4.1.3)
 dplyr        * 1.0.8      2022-02-08 [1] CRAN (R 4.1.3)
 ellipsis       0.3.2      2021-04-29 [1] CRAN (R 4.1.3)
 evaluate       0.15       2022-02-18 [1] CRAN (R 4.1.3)
 fansi          1.0.3      2022-03-24 [1] CRAN (R 4.1.3)
 farver         2.1.0      2021-02-28 [1] CRAN (R 4.1.3)
 fastmap        1.1.0      2021-01-25 [1] CRAN (R 4.1.3)
 forcats      * 0.5.1      2021-01-27 [1] CRAN (R 4.1.3)
 foreach        1.5.2      2022-02-02 [1] CRAN (R 4.1.3)
 fs             1.5.2      2021-12-08 [1] CRAN (R 4.1.3)
 furrr          0.2.3      2021-06-25 [1] CRAN (R 4.1.3)
 future         1.24.0     2022-02-19 [1] CRAN (R 4.1.3)
 future.apply   1.8.1      2021-08-10 [1] CRAN (R 4.1.3)
 generics       0.1.2      2022-01-31 [1] CRAN (R 4.1.3)
 gganimate      1.0.7      2020-10-15 [1] CRAN (R 4.1.3)
 ggforce      * 0.3.3      2021-03-05 [1] CRAN (R 4.1.3)
 ggplot2      * 3.3.5      2021-06-25 [1] CRAN (R 4.1.3)
 ggtext       * 0.1.1      2020-12-17 [1] CRAN (R 4.1.3)
 glmnet       * 4.1-4      2022-04-15 [1] CRAN (R 4.1.3)
 globals        0.14.0     2020-11-22 [1] CRAN (R 4.1.1)
 glue           1.6.2      2022-02-24 [1] CRAN (R 4.1.3)
 gower          1.0.0      2022-02-03 [1] CRAN (R 4.1.2)
 GPfit          1.0-8      2019-02-08 [1] CRAN (R 4.1.3)
 gridtext       0.1.4      2020-12-10 [1] CRAN (R 4.1.3)
 gtable         0.3.0      2019-03-25 [1] CRAN (R 4.1.3)
 hardhat        0.2.0      2022-01-24 [1] CRAN (R 4.1.3)
 haven          2.4.3      2021-08-04 [1] CRAN (R 4.1.3)
 highr          0.9        2021-04-16 [1] CRAN (R 4.1.3)
 hms            1.1.1      2021-09-26 [1] CRAN (R 4.1.3)
 htmltools      0.5.2      2021-08-25 [1] CRAN (R 4.1.3)
 httr           1.4.2      2020-07-20 [1] CRAN (R 4.1.3)
 igraph         1.3.0      2022-04-01 [1] CRAN (R 4.1.3)
 infer        * 1.0.0      2021-08-13 [1] CRAN (R 4.1.3)
 ipred          0.9-12     2021-09-15 [1] CRAN (R 4.1.3)
 iterators      1.0.14     2022-02-05 [1] CRAN (R 4.1.3)
 jquerylib      0.1.4      2021-04-26 [1] CRAN (R 4.1.3)
 jsonlite       1.8.0      2022-02-22 [1] CRAN (R 4.1.3)
 kableExtra   * 1.3.4      2021-02-20 [1] CRAN (R 4.1.3)
 kknn         * 1.3.1      2016-03-26 [1] CRAN (R 4.1.3)
 knitr          1.38       2022-03-25 [1] CRAN (R 4.1.3)
 labeling       0.4.2      2020-10-20 [1] CRAN (R 4.1.1)
 lattice        0.20-45    2021-09-22 [2] CRAN (R 4.1.3)
 lava           1.6.10     2021-09-02 [1] CRAN (R 4.1.3)
 lhs            1.1.5      2022-03-22 [1] CRAN (R 4.1.3)
 lifecycle      1.0.1      2021-09-24 [1] CRAN (R 4.1.3)
 listenv        0.8.0      2019-12-05 [1] CRAN (R 4.1.3)
 lubridate      1.8.0      2021-10-07 [1] CRAN (R 4.1.3)
 magick         2.7.3      2021-08-18 [1] CRAN (R 4.1.3)
 magrittr       2.0.3      2022-03-30 [1] CRAN (R 4.1.3)
 markdown       1.1        2019-08-07 [1] CRAN (R 4.1.3)
 MASS           7.3-55     2022-01-16 [2] CRAN (R 4.1.3)
 Matrix       * 1.4-0      2021-12-08 [2] CRAN (R 4.1.3)
 mgcv           1.8-39     2022-02-24 [2] CRAN (R 4.1.3)
 modeldata    * 0.1.1      2021-07-14 [1] CRAN (R 4.1.3)
 modelr         0.1.8      2020-05-19 [1] CRAN (R 4.1.3)
 munsell        0.5.0      2018-06-12 [1] CRAN (R 4.1.3)
 nlme           3.1-155    2022-01-16 [2] CRAN (R 4.1.3)
 nnet           7.3-17     2022-01-16 [2] CRAN (R 4.1.3)
 paletteer    * 1.4.0      2021-07-20 [1] CRAN (R 4.1.3)
 parallelly     1.31.0     2022-04-07 [1] CRAN (R 4.1.3)
 parsnip      * 0.2.1      2022-03-17 [1] CRAN (R 4.1.3)
 patchwork    * 1.1.1      2020-12-17 [1] CRAN (R 4.1.3)
 pillar         1.7.0      2022-02-01 [1] CRAN (R 4.1.3)
 pkgconfig      2.0.3      2019-09-22 [1] CRAN (R 4.1.3)
 plyr           1.8.7      2022-03-24 [1] CRAN (R 4.1.3)
 png            0.1-7      2013-12-03 [1] CRAN (R 4.1.1)
 polyclip       1.10-0     2019-03-14 [1] CRAN (R 4.1.1)
 prettyunits    1.1.1      2020-01-24 [1] CRAN (R 4.1.3)
 pROC           1.18.0     2021-09-03 [1] CRAN (R 4.1.3)
 prodlim        2019.11.13 2019-11-17 [1] CRAN (R 4.1.3)
 progress       1.2.2      2019-05-16 [1] CRAN (R 4.1.3)
 purrr        * 0.3.4      2020-04-17 [1] CRAN (R 4.1.3)
 R6             2.5.1      2021-08-19 [1] CRAN (R 4.1.3)
 randomForest * 4.7-1      2022-02-03 [1] CRAN (R 4.1.3)
 Rcpp           1.0.8.3    2022-03-17 [1] CRAN (R 4.1.3)
 readr        * 2.1.2      2022-01-30 [1] CRAN (R 4.1.3)
 readxl       * 1.4.0      2022-03-28 [1] CRAN (R 4.1.3)
 recipes      * 0.2.0      2022-02-18 [1] CRAN (R 4.1.3)
 rematch2       2.1.2      2020-05-01 [1] CRAN (R 4.1.3)
 reprex         2.0.1      2021-08-05 [1] CRAN (R 4.1.3)
 rlang          1.0.2      2022-03-04 [1] CRAN (R 4.1.3)
 rmarkdown      2.13       2022-03-10 [1] CRAN (R 4.1.3)
 rpart          4.1.16     2022-01-24 [2] CRAN (R 4.1.3)
 rprojroot      2.0.3      2022-04-02 [1] CRAN (R 4.1.3)
 rsample      * 0.1.1      2021-11-08 [1] CRAN (R 4.1.3)
 rstudioapi     0.13       2020-11-12 [1] CRAN (R 4.1.3)
 rvest          1.0.2      2021-10-16 [1] CRAN (R 4.1.3)
 sass           0.4.1      2022-03-23 [1] CRAN (R 4.1.3)
 scales       * 1.1.1      2020-05-11 [1] CRAN (R 4.1.3)
 sessioninfo    1.2.2      2021-12-06 [1] CRAN (R 4.1.3)
 shape          1.4.6      2021-05-19 [1] CRAN (R 4.1.1)
 showtext     * 0.9-5      2022-02-09 [1] CRAN (R 4.1.3)
 showtextdb   * 3.0        2020-06-04 [1] CRAN (R 4.1.3)
 slider       * 0.2.2      2021-07-01 [1] CRAN (R 4.1.3)
 stacks       * 0.2.2      2022-01-06 [1] CRAN (R 4.1.3)
 stringi        1.7.6      2021-11-29 [1] CRAN (R 4.1.2)
 stringr      * 1.4.0      2019-02-10 [1] CRAN (R 4.1.3)
 survival       3.2-13     2021-08-24 [2] CRAN (R 4.1.3)
 svglite        2.1.0      2022-02-03 [1] CRAN (R 4.1.3)
 sysfonts     * 0.8.8      2022-03-13 [1] CRAN (R 4.1.3)
 systemfonts    1.0.4      2022-02-11 [1] CRAN (R 4.1.3)
 thematic     * 0.1.2.1    2021-06-09 [1] CRAN (R 4.1.3)
 tibble       * 3.1.6      2021-11-07 [1] CRAN (R 4.1.3)
 tidymodels   * 0.2.0      2022-03-19 [1] CRAN (R 4.1.3)
 tidyr        * 1.2.0      2022-02-01 [1] CRAN (R 4.1.3)
 tidyselect     1.1.2      2022-02-21 [1] CRAN (R 4.1.3)
 tidyverse    * 1.3.1      2021-04-15 [1] CRAN (R 4.1.3)
 timeDate       3043.102   2018-02-21 [1] CRAN (R 4.1.2)
 tune         * 0.2.0      2022-03-19 [1] CRAN (R 4.1.3)
 tweenr         1.0.2      2021-03-23 [1] CRAN (R 4.1.3)
 tzdb           0.3.0      2022-03-28 [1] CRAN (R 4.1.3)
 usethis        2.1.5      2021-12-09 [1] CRAN (R 4.1.3)
 utf8           1.2.2      2021-07-24 [1] CRAN (R 4.1.3)
 vctrs          0.4.0      2022-03-30 [1] CRAN (R 4.1.3)
 viridisLite    0.4.0      2021-04-13 [1] CRAN (R 4.1.3)
 vroom        * 1.5.7      2021-11-30 [1] CRAN (R 4.1.3)
 warp           0.2.0      2020-10-21 [1] CRAN (R 4.1.3)
 webshot        0.5.2      2019-11-22 [1] CRAN (R 4.1.3)
 withr          2.5.0      2022-03-03 [1] CRAN (R 4.1.3)
 workflows    * 0.2.6      2022-03-18 [1] CRAN (R 4.1.3)
 workflowsets * 0.2.1      2022-03-15 [1] CRAN (R 4.1.3)
 xfun           0.30       2022-03-02 [1] CRAN (R 4.1.3)
 xgboost      * 1.6.0.1    2022-04-16 [1] CRAN (R 4.1.3)
 xml2           1.3.3      2021-11-30 [1] CRAN (R 4.1.3)
 yaml           2.3.5      2022-02-21 [1] CRAN (R 4.1.2)
 yardstick    * 0.0.9      2021-11-22 [1] CRAN (R 4.1.3)

 [1] C:/Users/User/OneDrive/Documents/R/win-library/4.1
 [2] C:/Program Files/R/R-4.1.3/library

PREDICTING SHEAR MODULUS AT SMALL STRAIN FROM CPTU DATA USING ENSEMBLED MACHINE LEARNING

Erdi Myftaraga

1 INTRODUCTION

2 SETUP

2.1 Libraries

2.2 Functions and helpers

3 DATA

3.1 Locations

3.1.1 Read locations data

3.1.2 Explore locations

3.2 CPTU data

3.2.1 Read CPTU data

3.2.2 Merge data

3.2.3 Explore CPTUs

qc

fs

u2

3.2.4 Filtered plots

qc

fs

u2

3.2.5 Additional parameters

Fr

Ic

Qn

Unit weight

3.2.6 Plots of corrected parameters

Fr

Ic

Qtn

Unit weight

3.3 SCPT measurements

3.4 Putting it all together

4 MODELS

4.1 Basic setup and data preparation

4.2 Data overview

4.3 Data split

4.4 Models

LR

KNN

SPL

RF

XGB

4.5 Stacking and fitting

4.6 Predicting test data

4.7 Predicting the rest of the data

4.7.1 Visualizing predictions

Without measurements

With measurements

4.7.2 Locations’ predictions

5 SESSION INFO