Homework 1 - MSDA 622
Randy Reichenbach
2023-02-24
HW 1
Some questions on this homework involve random sampling, and so each student may obtain slightly different results. Because of this, I need to see both your code and resulting output. For simplicity and to ensure that your output matches your textual explanations and answers, I will accept copies of your output placed in Microsoft Word for this assignment. However if you feel more comfortable doing so, you can also alternatively submit an HTML document produced in R Markdown. Just be sure that the HTML document displays your output and that your written answers match the displayed output. Be sure to use either R or R Markdown to answer all of the following questions.
Part 1: Association Analysis
- Load the bob_ross csv file into R. This data contains information about various paintings done by Bob Ross. Bob Ross was an American artist know for his TV show called The Joy of Painting. This dataset lists possible elements of each painting, such as a barn or tree, and whether they were present or absent.
bob_ross <- read.csv("C:/Users/raze1/OneDrive/Desktop/UIndy/MSDA 622/Homework/Homework 1/bob_ross.csv")
summary(bob_ross)## EPISODE TITLE APPLE_FRAME AURORA_BOREALIS
## Length:403 Length:403 Min. :0.000000 Min. :0.000000
## Class :character Class :character 1st Qu.:0.000000 1st Qu.:0.000000
## Mode :character Mode :character Median :0.000000 Median :0.000000
## Mean :0.002481 Mean :0.004963
## 3rd Qu.:0.000000 3rd Qu.:0.000000
## Max. :1.000000 Max. :1.000000
## BARN BEACH BOAT BRIDGE
## Min. :0.00000 Min. :0.000 Min. :0.000000 Min. :0.00000
## 1st Qu.:0.00000 1st Qu.:0.000 1st Qu.:0.000000 1st Qu.:0.00000
## Median :0.00000 Median :0.000 Median :0.000000 Median :0.00000
## Mean :0.04218 Mean :0.067 Mean :0.004963 Mean :0.01737
## 3rd Qu.:0.00000 3rd Qu.:0.000 3rd Qu.:0.000000 3rd Qu.:0.00000
## Max. :1.00000 Max. :1.000 Max. :1.000000 Max. :1.00000
## BUILDING BUSHES CABIN CACTUS
## Min. :0.000000 Min. :0.0000 Min. :0.0000 Min. :0.000000
## 1st Qu.:0.000000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.000000
## Median :0.000000 Median :0.0000 Median :0.0000 Median :0.000000
## Mean :0.002481 Mean :0.2978 Mean :0.1712 Mean :0.009926
## 3rd Qu.:0.000000 3rd Qu.:1.0000 3rd Qu.:0.0000 3rd Qu.:0.000000
## Max. :1.000000 Max. :1.0000 Max. :1.0000 Max. :1.000000
## CIRCLE_FRAME CIRRUS CLIFF CLOUDS
## Min. :0.000000 Min. :0.00000 Min. :0.00000 Min. :0.0000
## 1st Qu.:0.000000 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.0000
## Median :0.000000 Median :0.00000 Median :0.00000 Median :0.0000
## Mean :0.004963 Mean :0.06948 Mean :0.01985 Mean :0.4442
## 3rd Qu.:0.000000 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:1.0000
## Max. :1.000000 Max. :1.00000 Max. :1.00000 Max. :1.0000
## CONIFER CUMULUS DECIDUOUS DIANE_ANDRE
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.000000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.000000
## Median :1.0000 Median :0.0000 Median :1.0000 Median :0.000000
## Mean :0.5261 Mean :0.2134 Mean :0.5633 Mean :0.002481
## 3rd Qu.:1.0000 3rd Qu.:0.0000 3rd Qu.:1.0000 3rd Qu.:0.000000
## Max. :1.0000 Max. :1.0000 Max. :1.0000 Max. :1.000000
## DOCK DOUBLE_OVAL_FRAME FARM FENCE
## Min. :0.000000 Min. :0.000000 Min. :0.000000 Min. :0.00000
## 1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0.00000
## Median :0.000000 Median :0.000000 Median :0.000000 Median :0.00000
## Mean :0.002481 Mean :0.002481 Mean :0.002481 Mean :0.05955
## 3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:0.00000
## Max. :1.000000 Max. :1.000000 Max. :1.000000 Max. :1.00000
## FIRE FLORIDA_FRAME FLOWERS FOG
## Min. :0.000000 Min. :0.000000 Min. :0.00000 Min. :0.00000
## 1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0.00000 1st Qu.:0.00000
## Median :0.000000 Median :0.000000 Median :0.00000 Median :0.00000
## Mean :0.002481 Mean :0.002481 Mean :0.02978 Mean :0.05707
## 3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:0.00000 3rd Qu.:0.00000
## Max. :1.000000 Max. :1.000000 Max. :1.00000 Max. :1.00000
## FRAMED GRASS GUEST HALF_CIRCLE_FRAME
## Min. :0.0000 Min. :0.0000 Min. :0.00000 Min. :0.000000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.00000 1st Qu.:0.000000
## Median :0.0000 Median :0.0000 Median :0.00000 Median :0.000000
## Mean :0.1315 Mean :0.3524 Mean :0.05459 Mean :0.002481
## 3rd Qu.:0.0000 3rd Qu.:1.0000 3rd Qu.:0.00000 3rd Qu.:0.000000
## Max. :1.0000 Max. :1.0000 Max. :1.00000 Max. :1.000000
## HALF_OVAL_FRAME HILLS LAKE LAKES
## Min. :0.000000 Min. :0.00000 Min. :0.0000 Min. :0
## 1st Qu.:0.000000 1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.:0
## Median :0.000000 Median :0.00000 Median :0.0000 Median :0
## Mean :0.002481 Mean :0.04467 Mean :0.3548 Mean :0
## 3rd Qu.:0.000000 3rd Qu.:0.00000 3rd Qu.:1.0000 3rd Qu.:0
## Max. :1.000000 Max. :1.00000 Max. :1.0000 Max. :0
## LIGHTHOUSE MILL MOON MOUNTAIN
## Min. :0.000000 Min. :0.000000 Min. :0.000000 Min. :0.000
## 1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0.000
## Median :0.000000 Median :0.000000 Median :0.000000 Median :0.000
## Mean :0.002481 Mean :0.004963 Mean :0.007444 Mean :0.397
## 3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:1.000
## Max. :1.000000 Max. :1.000000 Max. :1.000000 Max. :1.000
## MOUNTAINS NIGHT OCEAN OVAL_FRAME
## Min. :0.0000 Min. :0.0000 Min. :0.00000 Min. :0.00000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.00000 1st Qu.:0.00000
## Median :0.0000 Median :0.0000 Median :0.00000 Median :0.00000
## Mean :0.2457 Mean :0.0273 Mean :0.08933 Mean :0.09429
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.00000 3rd Qu.:0.00000
## Max. :1.0000 Max. :1.0000 Max. :1.00000 Max. :1.00000
## PALM_TREES PATH PERSON PORTRAIT
## Min. :0.00000 Min. :0.0000 Min. :0.000000 Min. :0.000000
## 1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.:0.000000 1st Qu.:0.000000
## Median :0.00000 Median :0.0000 Median :0.000000 Median :0.000000
## Mean :0.02233 Mean :0.1216 Mean :0.002481 Mean :0.007444
## 3rd Qu.:0.00000 3rd Qu.:0.0000 3rd Qu.:0.000000 3rd Qu.:0.000000
## Max. :1.00000 Max. :1.0000 Max. :1.000000 Max. :1.000000
## RECTANGLE_3D_FRAME RECTANGULAR_FRAME RIVER ROCKS
## Min. :0.000000 Min. :0.000000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.000000 Median :0.000000 Median :0.0000 Median :0.0000
## Mean :0.002481 Mean :0.002481 Mean :0.3127 Mean :0.1911
## 3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.000000 Max. :1.000000 Max. :1.0000 Max. :1.0000
## SEASHELL_FRAME SNOW SNOWY_MOUNTAIN SPLIT_FRAME
## Min. :0.000000 Min. :0.0000 Min. :0.0000 Min. :0.000000
## 1st Qu.:0.000000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.000000
## Median :0.000000 Median :0.0000 Median :0.0000 Median :0.000000
## Mean :0.002481 Mean :0.1861 Mean :0.2705 Mean :0.002481
## 3rd Qu.:0.000000 3rd Qu.:0.0000 3rd Qu.:1.0000 3rd Qu.:0.000000
## Max. :1.000000 Max. :1.0000 Max. :1.0000 Max. :1.000000
## STEVE_ROSS STRUCTURE SUN TOMB_FRAME
## Min. :0.0000 Min. :0.0000 Min. :0.00000 Min. :0.000000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.00000 1st Qu.:0.000000
## Median :0.0000 Median :0.0000 Median :0.00000 Median :0.000000
## Mean :0.0273 Mean :0.2109 Mean :0.09926 Mean :0.002481
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.00000 3rd Qu.:0.000000
## Max. :1.0000 Max. :1.0000 Max. :1.00000 Max. :1.000000
## TREE TREES TRIPLE_FRAME WATERFALL
## Min. :0.0000 Min. :0.0000 Min. :0.000000 Min. :0.00000
## 1st Qu.:1.0000 1st Qu.:1.0000 1st Qu.:0.000000 1st Qu.:0.00000
## Median :1.0000 Median :1.0000 Median :0.000000 Median :0.00000
## Mean :0.8958 Mean :0.8362 Mean :0.002481 Mean :0.09677
## 3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.:0.000000 3rd Qu.:0.00000
## Max. :1.0000 Max. :1.0000 Max. :1.000000 Max. :1.00000
## WAVES WINDMILL WINDOW_FRAME WINTER
## Min. :0.00000 Min. :0.000000 Min. :0.000000 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0.0000
## Median :0.00000 Median :0.000000 Median :0.000000 Median :0.0000
## Mean :0.08437 Mean :0.002481 Mean :0.002481 Mean :0.1712
## 3rd Qu.:0.00000 3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:0.0000
## Max. :1.00000 Max. :1.000000 Max. :1.000000 Max. :1.0000
## WOOD_FRAMED
## Min. :0.000000
## 1st Qu.:0.000000
## Median :0.000000
## Mean :0.002481
## 3rd Qu.:0.000000
## Max. :1.000000- To perform association analysis on this dataset, we need to first remove all non-binary columns from the dataset, and then convert the dataset into a matrix of transactions. Do this in R.
library(arules)## Warning: package 'arules' was built under R version 4.2.2## Loading required package: Matrix##
## Attaching package: 'arules'## The following objects are masked from 'package:base':
##
## abbreviate, writebob_ross2 <- subset(bob_ross, select = -c(EPISODE,TITLE))
bob_ross2 <- as.matrix(bob_ross2)
summary(bob_ross2)## APPLE_FRAME AURORA_BOREALIS BARN BEACH
## Min. :0.000000 Min. :0.000000 Min. :0.00000 Min. :0.000
## 1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0.00000 1st Qu.:0.000
## Median :0.000000 Median :0.000000 Median :0.00000 Median :0.000
## Mean :0.002481 Mean :0.004963 Mean :0.04218 Mean :0.067
## 3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:0.00000 3rd Qu.:0.000
## Max. :1.000000 Max. :1.000000 Max. :1.00000 Max. :1.000
## BOAT BRIDGE BUILDING BUSHES
## Min. :0.000000 Min. :0.00000 Min. :0.000000 Min. :0.0000
## 1st Qu.:0.000000 1st Qu.:0.00000 1st Qu.:0.000000 1st Qu.:0.0000
## Median :0.000000 Median :0.00000 Median :0.000000 Median :0.0000
## Mean :0.004963 Mean :0.01737 Mean :0.002481 Mean :0.2978
## 3rd Qu.:0.000000 3rd Qu.:0.00000 3rd Qu.:0.000000 3rd Qu.:1.0000
## Max. :1.000000 Max. :1.00000 Max. :1.000000 Max. :1.0000
## CABIN CACTUS CIRCLE_FRAME CIRRUS
## Min. :0.0000 Min. :0.000000 Min. :0.000000 Min. :0.00000
## 1st Qu.:0.0000 1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0.00000
## Median :0.0000 Median :0.000000 Median :0.000000 Median :0.00000
## Mean :0.1712 Mean :0.009926 Mean :0.004963 Mean :0.06948
## 3rd Qu.:0.0000 3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:0.00000
## Max. :1.0000 Max. :1.000000 Max. :1.000000 Max. :1.00000
## CLIFF CLOUDS CONIFER CUMULUS
## Min. :0.00000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.00000 Median :0.0000 Median :1.0000 Median :0.0000
## Mean :0.01985 Mean :0.4442 Mean :0.5261 Mean :0.2134
## 3rd Qu.:0.00000 3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.00000 Max. :1.0000 Max. :1.0000 Max. :1.0000
## DECIDUOUS DIANE_ANDRE DOCK DOUBLE_OVAL_FRAME
## Min. :0.0000 Min. :0.000000 Min. :0.000000 Min. :0.000000
## 1st Qu.:0.0000 1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0.000000
## Median :1.0000 Median :0.000000 Median :0.000000 Median :0.000000
## Mean :0.5633 Mean :0.002481 Mean :0.002481 Mean :0.002481
## 3rd Qu.:1.0000 3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:0.000000
## Max. :1.0000 Max. :1.000000 Max. :1.000000 Max. :1.000000
## FARM FENCE FIRE FLORIDA_FRAME
## Min. :0.000000 Min. :0.00000 Min. :0.000000 Min. :0.000000
## 1st Qu.:0.000000 1st Qu.:0.00000 1st Qu.:0.000000 1st Qu.:0.000000
## Median :0.000000 Median :0.00000 Median :0.000000 Median :0.000000
## Mean :0.002481 Mean :0.05955 Mean :0.002481 Mean :0.002481
## 3rd Qu.:0.000000 3rd Qu.:0.00000 3rd Qu.:0.000000 3rd Qu.:0.000000
## Max. :1.000000 Max. :1.00000 Max. :1.000000 Max. :1.000000
## FLOWERS FOG FRAMED GRASS
## Min. :0.00000 Min. :0.00000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.00000 Median :0.00000 Median :0.0000 Median :0.0000
## Mean :0.02978 Mean :0.05707 Mean :0.1315 Mean :0.3524
## 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.0000 3rd Qu.:1.0000
## Max. :1.00000 Max. :1.00000 Max. :1.0000 Max. :1.0000
## GUEST HALF_CIRCLE_FRAME HALF_OVAL_FRAME HILLS
## Min. :0.00000 Min. :0.000000 Min. :0.000000 Min. :0.00000
## 1st Qu.:0.00000 1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0.00000
## Median :0.00000 Median :0.000000 Median :0.000000 Median :0.00000
## Mean :0.05459 Mean :0.002481 Mean :0.002481 Mean :0.04467
## 3rd Qu.:0.00000 3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:0.00000
## Max. :1.00000 Max. :1.000000 Max. :1.000000 Max. :1.00000
## LAKE LAKES LIGHTHOUSE MILL
## Min. :0.0000 Min. :0 Min. :0.000000 Min. :0.000000
## 1st Qu.:0.0000 1st Qu.:0 1st Qu.:0.000000 1st Qu.:0.000000
## Median :0.0000 Median :0 Median :0.000000 Median :0.000000
## Mean :0.3548 Mean :0 Mean :0.002481 Mean :0.004963
## 3rd Qu.:1.0000 3rd Qu.:0 3rd Qu.:0.000000 3rd Qu.:0.000000
## Max. :1.0000 Max. :0 Max. :1.000000 Max. :1.000000
## MOON MOUNTAIN MOUNTAINS NIGHT
## Min. :0.000000 Min. :0.000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.000000 1st Qu.:0.000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.000000 Median :0.000 Median :0.0000 Median :0.0000
## Mean :0.007444 Mean :0.397 Mean :0.2457 Mean :0.0273
## 3rd Qu.:0.000000 3rd Qu.:1.000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :1.000000 Max. :1.000 Max. :1.0000 Max. :1.0000
## OCEAN OVAL_FRAME PALM_TREES PATH
## Min. :0.00000 Min. :0.00000 Min. :0.00000 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.0000
## Median :0.00000 Median :0.00000 Median :0.00000 Median :0.0000
## Mean :0.08933 Mean :0.09429 Mean :0.02233 Mean :0.1216
## 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.0000
## Max. :1.00000 Max. :1.00000 Max. :1.00000 Max. :1.0000
## PERSON PORTRAIT RECTANGLE_3D_FRAME RECTANGULAR_FRAME
## Min. :0.000000 Min. :0.000000 Min. :0.000000 Min. :0.000000
## 1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0.000000
## Median :0.000000 Median :0.000000 Median :0.000000 Median :0.000000
## Mean :0.002481 Mean :0.007444 Mean :0.002481 Mean :0.002481
## 3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:0.000000
## Max. :1.000000 Max. :1.000000 Max. :1.000000 Max. :1.000000
## RIVER ROCKS SEASHELL_FRAME SNOW
## Min. :0.0000 Min. :0.0000 Min. :0.000000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.000000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.000000 Median :0.0000
## Mean :0.3127 Mean :0.1911 Mean :0.002481 Mean :0.1861
## 3rd Qu.:1.0000 3rd Qu.:0.0000 3rd Qu.:0.000000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000 Max. :1.000000 Max. :1.0000
## SNOWY_MOUNTAIN SPLIT_FRAME STEVE_ROSS STRUCTURE
## Min. :0.0000 Min. :0.000000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.000000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.000000 Median :0.0000 Median :0.0000
## Mean :0.2705 Mean :0.002481 Mean :0.0273 Mean :0.2109
## 3rd Qu.:1.0000 3rd Qu.:0.000000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.000000 Max. :1.0000 Max. :1.0000
## SUN TOMB_FRAME TREE TREES
## Min. :0.00000 Min. :0.000000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.:0.000000 1st Qu.:1.0000 1st Qu.:1.0000
## Median :0.00000 Median :0.000000 Median :1.0000 Median :1.0000
## Mean :0.09926 Mean :0.002481 Mean :0.8958 Mean :0.8362
## 3rd Qu.:0.00000 3rd Qu.:0.000000 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :1.00000 Max. :1.000000 Max. :1.0000 Max. :1.0000
## TRIPLE_FRAME WATERFALL WAVES WINDMILL
## Min. :0.000000 Min. :0.00000 Min. :0.00000 Min. :0.000000
## 1st Qu.:0.000000 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.000000
## Median :0.000000 Median :0.00000 Median :0.00000 Median :0.000000
## Mean :0.002481 Mean :0.09677 Mean :0.08437 Mean :0.002481
## 3rd Qu.:0.000000 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.000000
## Max. :1.000000 Max. :1.00000 Max. :1.00000 Max. :1.000000
## WINDOW_FRAME WINTER WOOD_FRAMED
## Min. :0.000000 Min. :0.0000 Min. :0.000000
## 1st Qu.:0.000000 1st Qu.:0.0000 1st Qu.:0.000000
## Median :0.000000 Median :0.0000 Median :0.000000
## Mean :0.002481 Mean :0.1712 Mean :0.002481
## 3rd Qu.:0.000000 3rd Qu.:0.0000 3rd Qu.:0.000000
## Max. :1.000000 Max. :1.0000 Max. :1.000000class(bob_ross2)## [1] "matrix" "array"- Perform association analysis to determine rules with a support of at least 30% and confidence of at least 90%. Bob Ross included trees in a large number of his drawings. Display all of the rules that you find in your output, and using these rules, describe some of the types of landscapes in which Bob Ross tended to draw tree(s).
br_basket_rules <- apriori(bob_ross2, parameter = list(sup = .3, conf = 0.9, target = "rules"))## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.9 0.1 1 none FALSE TRUE 5 0.3 1
## maxlen target ext
## 10 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 120
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[66 item(s), 403 transaction(s)] done [0.00s].
## sorting and recoding items ... [9 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 4 done [0.00s].
## writing ... [31 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].inspect(br_basket_rules)## lhs rhs support confidence coverage
## [1] {RIVER} => {TREES} 0.3002481 0.9603175 0.3126551
## [2] {RIVER} => {TREE} 0.3126551 1.0000000 0.3126551
## [3] {GRASS} => {TREE} 0.3374690 0.9577465 0.3523573
## [4] {LAKE} => {TREES} 0.3325062 0.9370629 0.3548387
## [5] {LAKE} => {TREE} 0.3523573 0.9930070 0.3548387
## [6] {MOUNTAIN} => {TREES} 0.3672457 0.9250000 0.3970223
## [7] {MOUNTAIN} => {TREE} 0.3870968 0.9750000 0.3970223
## [8] {DECIDUOUS} => {TREES} 0.5136476 0.9118943 0.5632754
## [9] {DECIDUOUS} => {TREE} 0.5632754 1.0000000 0.5632754
## [10] {CONIFER} => {TREES} 0.5161290 0.9811321 0.5260546
## [11] {CONIFER} => {TREE} 0.5260546 1.0000000 0.5260546
## [12] {TREES} => {TREE} 0.8362283 1.0000000 0.8362283
## [13] {TREE} => {TREES} 0.8362283 0.9335180 0.8957816
## [14] {RIVER, TREES} => {TREE} 0.3002481 1.0000000 0.3002481
## [15] {RIVER, TREE} => {TREES} 0.3002481 0.9603175 0.3126551
## [16] {GRASS, TREES} => {TREE} 0.3126551 1.0000000 0.3126551
## [17] {GRASS, TREE} => {TREES} 0.3126551 0.9264706 0.3374690
## [18] {LAKE, TREES} => {TREE} 0.3325062 1.0000000 0.3325062
## [19] {LAKE, TREE} => {TREES} 0.3325062 0.9436620 0.3523573
## [20] {CONIFER, MOUNTAIN} => {TREES} 0.3126551 0.9767442 0.3200993
## [21] {CONIFER, MOUNTAIN} => {TREE} 0.3200993 1.0000000 0.3200993
## [22] {MOUNTAIN, TREES} => {TREE} 0.3672457 1.0000000 0.3672457
## [23] {MOUNTAIN, TREE} => {TREES} 0.3672457 0.9487179 0.3870968
## [24] {CLOUDS, TREES} => {TREE} 0.3424318 1.0000000 0.3424318
## [25] {CLOUDS, TREE} => {TREES} 0.3424318 0.9387755 0.3647643
## [26] {DECIDUOUS, TREES} => {TREE} 0.5136476 1.0000000 0.5136476
## [27] {DECIDUOUS, TREE} => {TREES} 0.5136476 0.9118943 0.5632754
## [28] {CONIFER, TREES} => {TREE} 0.5161290 1.0000000 0.5161290
## [29] {CONIFER, TREE} => {TREES} 0.5161290 0.9811321 0.5260546
## [30] {CONIFER, MOUNTAIN, TREES} => {TREE} 0.3126551 1.0000000 0.3126551
## [31] {CONIFER, MOUNTAIN, TREE} => {TREES} 0.3126551 0.9767442 0.3200993
## lift count
## [1] 1.148392 121
## [2] 1.116343 126
## [3] 1.069174 136
## [4] 1.120583 134
## [5] 1.108537 142
## [6] 1.106157 148
## [7] 1.088435 156
## [8] 1.090485 207
## [9] 1.116343 227
## [10] 1.173283 208
## [11] 1.116343 212
## [12] 1.116343 337
## [13] 1.116343 337
## [14] 1.116343 121
## [15] 1.148392 121
## [16] 1.116343 126
## [17] 1.107916 126
## [18] 1.116343 134
## [19] 1.128474 134
## [20] 1.168035 126
## [21] 1.116343 129
## [22] 1.116343 148
## [23] 1.134520 148
## [24] 1.116343 138
## [25] 1.122631 138
## [26] 1.116343 207
## [27] 1.090485 207
## [28] 1.116343 208
## [29] 1.173283 208
## [30] 1.116343 126
## [31] 1.168035 126Bob Ross predominantly painted naturescapes, which naturally included a lot of trees. The landscapes thay he typically included trees in, based on the analysis above, were landscapes where mountains, lakes, and open skies with clouds were pictured. Additionally, it should be noted that the data includes trees, but all sub types of trees (deciduous and conifer), so for future analysis, deciding to be precise or not when defining tress might be helpful.
- Load the nhanes_train csv file into R. This data contains information about the weight, age, height, and pulse of various individuals. Use this data in completing the next question.
nhanes_train <- read.csv("C:/Users/raze1/OneDrive/Desktop/UIndy/MSDA 622/Homework/Homework 1/nhanes_train.csv")
summary(nhanes_train)## Age Weight Height Pulse
## Min. :16.00 Min. : 39.30 Min. :139.9 Min. : 40.00
## 1st Qu.:30.00 1st Qu.: 67.50 1st Qu.:162.2 1st Qu.: 64.00
## Median :44.00 Median : 79.40 Median :169.7 Median : 72.00
## Mean :45.15 Mean : 82.63 Mean :169.5 Mean : 72.32
## 3rd Qu.:58.00 3rd Qu.: 94.65 3rd Qu.:176.7 3rd Qu.: 80.00
## Max. :80.00 Max. :223.00 Max. :199.9 Max. :122.00- Develop analytical models to predict a person’s weight based on his/her age, height, and pulse (i.e., use the variable Weight as your target variable). In particular, create a regression model, a decision tree, a bagging model using 100 bootstrapped samples, a random forest with 200 trees, and a boosting model with 200 trees each having 5 splits and a shrinkage/weight of 0.03.
nhanes_train_reg <- lm(Weight ~ ., data = nhanes_train)
summary(nhanes_train_reg)##
## Call:
## lm(formula = Weight ~ ., data = nhanes_train)
##
## Residuals:
## Min 1Q Median 3Q Max
## -43.860 -13.096 -3.099 10.227 116.080
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -112.64017 6.78932 -16.591 < 2e-16 ***
## Age 0.12471 0.02045 6.097 1.22e-09 ***
## Height 1.01324 0.03522 28.768 < 2e-16 ***
## Pulse 0.24685 0.03019 8.177 4.32e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 18.67 on 2867 degrees of freedom
## Multiple R-squared: 0.2311, Adjusted R-squared: 0.2303
## F-statistic: 287.2 on 3 and 2867 DF, p-value: < 2.2e-16library(rpart)## Warning: package 'rpart' was built under R version 4.2.1library(rpart.plot)## Warning: package 'rpart.plot' was built under R version 4.2.1nhanes_train_regtree <- rpart(formula = Weight ~., data = nhanes_train)
prp(nhanes_train_regtree, digits = 4, extra = 1)
library(ipred)## Warning: package 'ipred' was built under R version 4.2.1nhanes_train_bagging <- bagging(formula = Weight ~., data = nhanes_train, nbagg = 100)
summary(nhanes_train_bagging)## Length Class Mode
## y 2871 -none- numeric
## X 3 data.frame list
## mtrees 100 -none- list
## OOB 1 -none- logical
## comb 1 -none- logical
## call 4 -none- calllibrary(randomForest)## Warning: package 'randomForest' was built under R version 4.2.2## randomForest 4.7-1.1## Type rfNews() to see new features/changes/bug fixes.nhanes_train_rf <- randomForest(Weight ~., data = nhanes_train, importance = TRUE, ntree = 200)
summary(nhanes_train_rf)## Length Class Mode
## call 5 -none- call
## type 1 -none- character
## predicted 2871 -none- numeric
## mse 200 -none- numeric
## rsq 200 -none- numeric
## oob.times 2871 -none- numeric
## importance 6 -none- numeric
## importanceSD 3 -none- numeric
## localImportance 0 -none- NULL
## proximity 0 -none- NULL
## ntree 1 -none- numeric
## mtry 1 -none- numeric
## forest 11 -none- list
## coefs 0 -none- NULL
## y 2871 -none- numeric
## test 0 -none- NULL
## inbag 0 -none- NULL
## terms 3 terms calllibrary(gbm)## Warning: package 'gbm' was built under R version 4.2.2## Loaded gbm 2.1.8.1nhanes_train_boost <- gbm(Weight~., data = nhanes_train, distribution = "gaussian", n.trees = 200, shrinkage = 0.03, interaction.depth = 5)
summary(nhanes_train_boost)
## var rel.inf
## Height Height 64.65771
## Pulse Pulse 18.08281
## Age Age 17.25948- Load the nhanes_test csv file into R, and use this data to calculate the mean squared error (MSE) for each of the models that you developed in the previous question. Based on your results, which model is best for predicting body weight?
nhanes_test <- read.csv("C:/Users/raze1/OneDrive/Desktop/UIndy/MSDA 622/Homework/Homework 1/nhanes_test.csv")
summary(nhanes_test)## Age Weight Height Pulse
## Min. :16.00 Min. : 37.00 Min. :140.0 Min. : 40.00
## 1st Qu.:30.00 1st Qu.: 66.90 1st Qu.:162.1 1st Qu.: 64.00
## Median :44.00 Median : 79.35 Median :169.3 Median : 72.00
## Mean :45.33 Mean : 81.91 Mean :169.5 Mean : 72.52
## 3rd Qu.:59.00 3rd Qu.: 93.50 3rd Qu.:176.6 3rd Qu.: 80.00
## Max. :80.00 Max. :188.50 Max. :199.5 Max. :128.00regression_pred <- predict(nhanes_train_reg, nhanes_test)
regression_pred## 1 2 3 4 5 6 7 8
## 82.14586 89.33741 90.20501 85.64830 84.37376 84.37376 86.07717 89.39954
## 9 10 11 12 13 14 15 16
## 89.39954 89.39954 89.39954 78.98367 79.91240 73.84526 73.84526 72.90300
## 17 18 19 20 21 22 23 24
## 72.90300 64.16983 69.55827 75.56820 75.56820 83.58530 83.58530 83.58530
## 25 26 27 28 29 30 31 32
## 83.58530 73.39076 73.39076 82.60612 82.13333 91.96404 81.52459 81.86528
## 33 34 35 36 37 38 39 40
## 86.46176 89.64465 89.64465 89.64465 59.55078 73.20451 73.20451 90.27108
## 41 42 43 44 45 46 47 48
## 83.13654 88.51347 85.63292 71.96074 73.61677 78.85527 71.89961 72.03211
## 49 50 51 52 53 54 55 56
## 77.12682 80.34622 82.00289 80.09947 80.09947 80.09947 88.06510 91.58971
## 57 58 59 60 61 62 63 64
## 91.58971 81.19065 88.08746 89.96586 92.68357 99.58263 74.60027 76.67210
## 65 66 67 68 69 70 71 72
## 82.91296 70.69129 73.99850 90.58262 75.71340 75.48491 73.85613 85.38864
## 73 74 75 76 77 78 79 80
## 88.38096 96.30026 106.00706 96.34232 96.34232 96.09023 81.38286 94.85567
## 81 82 83 84 85 86 87 88
## 72.74385 81.50530 80.45267 80.45267 67.19707 67.19707 91.70663 67.03850
## 89 90 91 92 93 94 95 96
## 96.39318 96.39318 96.39318 99.92456 62.14398 74.09263 91.90395 81.03129
## 97 98 99 100 101 102 103 104
## 81.03129 84.71833 101.40811 92.70735 76.83843 77.34998 86.52371 88.21483
## 105 106 107 108 109 110 111 112
## 88.21483 93.53129 93.53129 88.04604 76.00939 76.00939 103.98571 98.24018
## 113 114 115 116 117 118 119 120
## 98.24018 61.26527 87.26661 97.06715 94.25121 87.02048 89.21024 89.21024
## 121 122 123 124 125 126 127 128
## 83.57997 81.64477 86.04087 80.92298 76.59968 70.10632 75.99214 74.98075
## 129 130 131 132 133 134 135 136
## 86.68226 78.52710 83.59844 89.31956 89.31956 66.89821 63.10532 86.83016
## 137 138 139 140 141 142 143 144
## 86.83016 79.10920 72.14388 95.00438 90.17897 71.17719 71.17719 81.21855
## 145 146 147 148 149 150 151 152
## 81.21855 79.65788 91.39773 91.39773 96.73713 98.89080 86.08989 88.24418
## 153 154 155 156 157 158 159 160
## 88.24418 66.50029 96.83846 89.90392 94.34597 75.50296 78.62823 80.08082
## 161 162 163 164 165 166 167 168
## 62.44261 79.97169 72.40867 76.26433 74.23807 101.97994 71.11200 78.58761
## 169 170 171 172 173 174 175 176
## 88.32417 81.61421 74.15458 87.64300 96.33185 87.96624 80.71009 80.71009
## 177 178 179 180 181 182 183 184
## 86.03390 82.29168 76.87988 82.35136 78.62064 80.18213 72.12070 64.46684
## 185 186 187 188 189 190 191 192
## 81.13302 89.46764 105.58104 105.58104 87.22048 66.34976 81.39001 80.32530
## 193 194 195 196 197 198 199 200
## 83.26102 75.96611 69.46475 69.46475 86.82788 77.92694 87.81222 72.25302
## 201 202 203 204 205 206 207 208
## 72.25302 87.30947 97.41748 91.17765 63.58817 88.79940 86.75527 91.63400
## 209 210 211 212 213 214 215 216
## 82.70458 82.70458 68.64963 97.13998 78.33225 89.42047 89.42047 72.05529
## 217 218 219 220 221 222 223 224
## 74.11048 100.89122 104.46691 75.20986 73.65287 73.63258 74.19889 85.30023
## 225 226 227 228 229 230 231 232
## 85.30023 86.52431 74.08422 79.70629 70.23987 97.41462 80.76649 74.21407
## 233 234 235 236 237 238 239 240
## 81.29976 71.86349 95.02776 95.02776 76.49056 82.42459 82.42459 82.42459
## 241 242 243 244 245 246 247 248
## 83.44070 64.52324 64.52324 84.81925 88.52926 101.22475 67.59701 80.90637
## 249 250 251 252 253 254 255 256
## 78.74000 78.74000 93.65312 85.29183 93.98866 93.98866 82.47341 73.96239
## 257 258 259 260 261 262 263 264
## 89.10604 92.39005 87.38351 90.17425 90.17425 89.23361 69.58761 64.45063
## 265 266 267 268 269 270 271 272
## 75.70521 90.00769 82.99542 81.41914 85.92171 85.92171 92.11520 86.57046
## 273 274 275 276 277 278 279 280
## 86.57046 71.15176 90.62385 90.62385 70.20805 75.87422 83.70777 90.42859
## 281 282 283 284 285 286 287 288
## 90.42859 79.57623 83.01654 69.99782 85.16752 85.16752 85.16752 115.30551
## 289 290 291 292 293 294 295 296
## 83.40851 73.26050 88.92451 88.92451 89.23588 77.29338 87.38968 67.79249
## 297 298 299 300 301 302 303 304
## 67.79249 78.99536 81.28111 77.76103 105.40405 107.09312 87.16550 87.16550
## 305 306 307 308 309 310 311 312
## 78.06170 79.95693 70.71672 80.21620 97.65684 69.02889 69.02889 93.03039
## 313 314 315 316 317 318 319 320
## 93.03039 91.07836 96.27710 81.10431 95.38035 92.46264 78.66759 82.24532
## 321 322 323 324 325 326 327 328
## 72.09711 74.40378 74.40378 85.54430 85.54430 94.05594 95.65169 95.65169
## 329 330 331 332 333 334 335 336
## 85.55805 85.55805 95.27984 79.65274 74.00096 81.80518 70.74547 81.79921
## 337 338 339 340 341 342 343 344
## 89.00615 89.00615 83.83535 86.01155 76.34966 69.74042 82.50521 92.95963
## 345 346 347 348 349 350 351 352
## 72.52826 75.93943 95.26138 85.45877 95.52412 95.52412 94.93114 100.82190
## 353 354 355 356 357 358 359 360
## 100.82190 100.82190 98.62313 98.62313 92.80848 92.80848 79.81046 96.32878
## 361 362 363 364 365 366 367 368
## 80.35133 88.25421 71.94638 84.82273 80.19834 88.95057 90.97991 90.97991
## 369 370 371 372 373 374 375 376
## 85.76214 85.76214 68.46483 83.22184 81.51248 73.64713 101.73055 101.73055
## 377 378 379 380 381 382 383 384
## 78.45182 86.69066 79.52250 83.07603 95.97064 88.50610 80.31955 75.27385
## 385 386 387 388 389 390 391 392
## 69.17678 84.11265 70.19821 70.19821 90.71471 63.12296 93.84038 80.13004
## 393 394 395 396 397 398 399 400
## 80.13004 91.32185 89.73018 82.45598 76.13244 81.98976 90.93521 84.49251
## 401 402 403 404 405 406 407 408
## 98.13743 81.52315 78.39173 78.39173 78.39173 72.04974 89.00245 86.26178
## 409 410 411 412 413 414 415 416
## 72.17199 94.65056 65.55842 90.13301 91.98005 70.47616 84.21664 75.74500
## 417 418 419 420 421 422 423 424
## 84.78293 84.78293 74.81215 76.95822 80.46251 96.13123 91.07304 74.64357
## 425 426 427 428 429 430 431 432
## 74.64357 81.74876 80.30192 93.07080 70.25482 74.64829 74.79370 68.18178
## 433 434 435 436 437 438 439 440
## 85.07974 85.07974 106.99940 106.99940 74.66613 77.08437 77.08437 82.95439
## 441 442 443 444 445 446 447 448
## 81.47658 93.29130 90.78035 77.08560 77.08560 77.08560 77.78891 96.11586
## 449 450 451 452 453 454 455 456
## 93.50522 69.56628 74.65668 70.72248 70.72248 75.23757 75.23757 70.11986
## 457 458 459 460 461 462 463 464
## 94.22476 65.33609 65.33609 91.21293 95.16517 95.16517 95.16517 80.14769
## 465 466 467 468 469 470 471 472
## 91.76427 79.26241 85.91865 85.91865 90.01631 82.53883 82.53883 76.13449
## 473 474 475 476 477 478 479 480
## 97.62320 85.96088 85.96088 85.96088 85.96088 55.90022 92.47290 92.99082
## 481 482 483 484 485 486 487 488
## 92.99082 67.25940 58.18127 58.18127 82.96466 96.13452 66.92918 66.92918
## 489 490 491 492 493 494 495 496
## 64.55729 71.86062 71.86062 77.07513 67.37694 72.33609 104.82030 87.15032
## 497 498 499 500 501 502 503 504
## 97.01710 97.01710 80.61634 80.61634 89.29905 63.80925 81.01694 96.12447
## 505 506 507 508 509 510 511 512
## 73.22687 61.98830 85.59846 89.54272 89.54272 90.31988 77.30343 92.00156
## 513 514 515 516 517 518 519 520
## 86.18877 70.79755 70.79755 64.27690 72.75449 72.02411 83.02843 77.72144
## 521 522 523 524 525 526 527 528
## 96.54948 78.00223 80.75602 68.94829 85.83269 75.71566 90.31495 70.18734
## 529 530 531 532 533 534 535 536
## 70.18734 102.03759 71.40365 78.16364 89.35319 74.31417 92.55680 67.39928
## 537 538 539 540 541 542 543 544
## 92.50695 92.50695 98.21804 70.67304 69.64750 69.64750 65.56786 84.75444
## 545 546 547 548 549 550 551 552
## 84.75444 90.17978 90.17978 96.07752 69.37962 82.32040 84.81944 89.04901
## 553 554 555 556 557 558 559 560
## 75.51342 85.38370 85.68174 81.58447 84.65065 85.37570 85.37570 84.36186
## 561 562 563 564 565 566 567 568
## 84.36186 94.80337 76.44851 93.36964 76.15277 92.99881 92.99881 92.99881
## 569 570 571 572 573 574 575 576
## 95.14200 95.14200 77.22406 89.25145 89.25145 62.66333 64.27957 64.27957
## 577 578 579 580 581 582 583 584
## 83.72868 71.21125 76.97587 82.48920 82.48920 82.48920 88.43388 75.03572
## 585 586 587 588 589 590 591 592
## 86.66197 71.40344 81.21117 94.76275 86.06733 105.86206 105.86206 77.21993
## 593 594 595 596 597 598 599 600
## 82.12596 81.77439 73.62418 78.16857 78.16857 71.31010 82.63216 99.21097
## 601 602 603 604 605 606 607 608
## 98.05127 84.74132 89.44118 71.11197 71.11197 73.96731 79.31964 79.31964
## 609 610 611 612 613 614 615 616
## 79.31964 83.04259 97.92718 97.92718 81.99775 79.30651 81.14861 108.12154
## 617 618 619 620 621 622 623 624
## 103.34578 71.79581 72.31760 69.68032 73.86864 103.69753 107.26685 113.87486
## 625 626 627 628 629 630 631 632
## 96.37062 99.97192 98.28264 80.29249 93.06116 97.52908 92.40687 88.52127
## 633 634 635 636 637 638 639 640
## 71.16490 71.16490 65.41753 78.46681 71.50437 71.50437 86.03268 76.70060
## 641 642 643 644 645 646 647 648
## 79.60004 79.95240 99.01037 72.94381 81.43185 86.20004 78.79231 74.04484
## 649 650 651 652 653 654 655 656
## 79.46734 79.46734 70.81354 86.90910 79.10920 79.10920 85.48749 69.09902
## 657 658 659 660 661 662 663 664
## 88.76329 71.00081 93.99668 82.51997 70.46301 78.61571 105.33246 105.33246
## 665 666 667 668 669 670 671 672
## 85.25860 85.25860 85.25860 93.84817 78.95067 74.10249 90.12461 90.12461
## 673 674 675 676 677 678 679 680
## 62.70248 81.71226 62.88628 86.94480 86.94480 69.02334 91.93287 87.01023
## 681 682 683 684 685 686 687 688
## 82.37166 75.17274 71.19279 73.52632 89.77489 69.03075 60.89712 91.27323
## 689 690 691 692 693 694 695 696
## 72.16132 80.96423 103.50187 93.92325 93.12618 87.04673 83.21139 82.60631
## 697 698 699 700 701 702 703 704
## 86.88039 68.97924 71.21904 81.62364 81.62364 77.96368 73.72138 86.93454
## 705 706 707 708 709 710 711 712
## 79.86259 100.82169 68.52926 68.52926 97.64578 64.83501 84.82500 101.55087
## 713 714 715 716 717 718 719 720
## 83.68416 74.99900 83.73832 91.31712 88.76330 78.76175 95.42220 74.98548
## 721 722 723 724 725 726 727 728
## 87.77056 76.84028 70.04725 68.15287 68.15287 76.15029 88.58423 76.76008
## 729 730 731 732 733 734 735 736
## 73.22646 102.49395 102.49395 102.49395 83.92642 81.05241 81.48089 81.48089
## 737 738 739 740 741 742 743 744
## 74.11293 84.12085 97.73786 75.06218 78.91989 63.68454 87.08489 98.59460
## 745 746 747 748 749 750 751 752
## 72.73605 72.73605 72.73605 70.73088 84.96201 71.37143 71.85303 85.39109
## 753 754 755 756 757 758 759 760
## 79.06471 79.66730 64.30234 74.75471 73.93470 92.69442 88.42610 88.05443
## 761 762 763 764 765 766 767 768
## 92.16362 92.16362 77.33171 75.77331 83.22225 52.02920 81.03909 73.72858
## 769 770 771 772 773 774 775 776
## 79.42322 79.42322 79.42322 79.42322 97.73725 97.73725 76.63065 87.56587
## 777 778 779 780 781 782 783 784
## 61.70730 92.87350 78.95865 78.95865 72.73131 97.22038 88.23596 80.31382
## 785 786 787 788 789 790 791 792
## 70.33276 68.37376 79.23125 96.77160 96.77160 71.06030 94.22414 94.22414
## 793 794 795 796 797 798 799 800
## 92.81709 88.71654 88.71654 88.71654 66.38420 66.38420 66.38420 84.73637
## 801 802 803 804 805 806 807 808
## 74.77053 74.77053 70.59798 82.01890 82.01890 82.35403 61.13544 72.68250
## 809 810 811 812 813 814 815 816
## 80.53861 71.33104 103.44730 103.44730 79.44147 81.50508 81.50508 74.23539
## 817 818 819 820 821 822 823 824
## 74.23539 91.15180 86.81803 84.07162 76.88747 76.88747 76.88747 82.66068
## 825 826 827 828 829 830 831 832
## 82.66068 90.38736 90.38736 91.91993 91.91993 89.21331 86.54730 87.33388
## 833 834 835 836 837 838 839 840
## 95.43736 75.79873 72.47636 71.18828 71.18828 80.78207 89.91418 70.62156
## 841 842 843 844 845 846 847 848
## 70.62156 70.62156 79.43924 74.64253 74.53322 89.72957 111.27100 85.96315
## 849 850 851 852 853 854 855 856
## 85.96315 95.99423 97.84576 81.98238 76.60460 76.60460 79.08581 101.78242
## 857 858 859 860 861 862 863 864
## 91.22831 91.22831 87.74986 87.74986 87.64668 56.01695 69.29367 75.10342
## 865 866 867 868 869 870 871 872
## 75.10342 75.10342 95.27717 83.43989 61.37993 85.84768 85.84768 73.33618
## 873 874 875 876 877 878 879 880
## 97.56537 89.39217 80.74597 85.57569 76.10354 94.35419 73.50008 73.50008
## 881 882 883 884 885 886 887 888
## 77.46136 70.16376 77.04129 79.30632 79.30632 79.30632 87.99946 99.74631
## 889 890 891 892 893 894 895 896
## 80.57164 70.30918 91.17949 91.18728 91.18728 91.18728 92.36728 82.29661
## 897 898 899 900 901 902 903 904
## 74.45075 74.45075 84.84633 76.43068 86.25954 86.25954 91.36716 76.00159
## 905 906 907 908 909 910 911 912
## 74.29302 85.47785 85.12096 85.12096 85.12096 78.24097 84.76756 65.59411
## 913 914 915 916 917 918 919 920
## 75.99481 73.65329 97.96020 97.96020 103.04589 83.38104 93.00292 76.04343
## 921 922 923 924 925 926 927 928
## 66.76017 83.85564 85.68523 80.41884 81.87819 87.39378 95.71816 106.71387
## 929 930 931 932 933 934 935 936
## 80.61595 107.18892 71.34580 69.86245 93.96960 84.26647 84.26647 74.67988
## 937 938 939 940 941 942 943 944
## 81.32050 81.32050 81.32050 83.59865 82.50479 82.50479 76.12896 85.67661
## 945 946 947 948 949 950 951 952
## 91.12535 79.02367 89.87293 77.62545 73.63710 81.53155 98.42868 79.72761
## 953 954 955 956 957 958 959 960
## 66.96611 62.64036 77.32967 94.60359 74.24830 96.21985 79.72207 83.64787
## 961 962 963 964 965 966 967 968
## 83.64787 88.60003 55.45104 82.76488 82.76488 72.14615 71.44999 71.44999
## 969 970 971 972 973 974 975 976
## 68.93249 86.46957 80.84219 74.86609 79.69890 86.62546 68.28065 76.48996
## 977 978 979 980 981 982 983 984
## 71.41063 62.78043 85.07933 85.64358 95.78872 70.18981 76.00180 96.53737
## 985 986 987 988 989 990 991 992
## 96.53737 96.53737 90.99306 88.06716 84.11572 70.25278 96.71377 75.62294
## 993 994 995 996 997 998 999 1000
## 77.07719 58.49876 58.49876 78.59706 77.81763 78.13472 75.67239 70.16970
## 1001 1002 1003 1004 1005 1006 1007 1008
## 84.57763 101.10945 92.56440 80.79501 80.79501 76.69588 68.81003 87.02560
## 1009 1010 1011 1012 1013 1014 1015 1016
## 87.02560 72.68413 80.85265 81.75183 67.67785 86.08416 83.35436 85.69772
## 1017 1018 1019 1020 1021 1022 1023 1024
## 85.69772 78.03300 75.63282 75.63282 77.11923 77.11923 91.07018 71.69961
## 1025 1026 1027 1028 1029 1030 1031 1032
## 76.68257 104.38795 80.28387 75.09235 82.76222 72.19579 86.45376 92.23130
## 1033 1034 1035 1036 1037 1038 1039 1040
## 83.57772 78.93774 87.21720 79.59756 79.59756 73.38808 81.98812 76.76767
## 1041 1042 1043 1044 1045 1046 1047 1048
## 76.76767 78.73015 78.73015 66.25110 83.68622 97.99735 83.24769 92.28689
## 1049 1050 1051 1052 1053 1054 1055 1056
## 93.21130 68.16598 89.57922 89.57922 92.75125 88.06142 103.20200 92.28338
## 1057 1058 1059 1060 1061 1062 1063 1064
## 93.04457 89.22009 80.07875 78.55807 79.96635 89.04697 89.04697 89.04697
## 1065 1066 1067 1068 1069 1070 1071 1072
## 75.17377 81.28417 90.73830 90.73830 82.70968 73.82804 84.30093 97.57666
## 1073 1074 1075 1076 1077 1078 1079 1080
## 87.44056 87.44056 80.35935 77.00990 79.82605 62.22888 99.78958 99.78958
## 1081 1082 1083 1084 1085 1086 1087 1088
## 81.12193 67.41571 90.38736 75.58317 95.68207 65.61463 83.70057 86.91343
## 1089 1090 1091 1092 1093 1094 1095 1096
## 70.95445 78.39317 99.42367 99.42367 87.18868 64.50479 78.05966 95.17340
## 1097 1098 1099 1100 1101 1102 1103 1104
## 73.50788 92.98302 69.61283 84.19366 95.24579 81.93542 78.88275 94.48810
## 1105 1106 1107 1108 1109 1110 1111 1112
## 105.84380 105.84380 88.03641 85.11113 83.84210 83.84210 86.17666 70.57953
## 1113 1114 1115 1116 1117 1118 1119 1120
## 91.33025 83.40892 77.22998 71.97038 83.84867 78.08058 85.67456 85.67456
## 1121 1122 1123 1124 1125 1126 1127 1128
## 66.04598 66.04598 88.68291 76.68728 76.68728 92.10452 87.72133 79.29873
## 1129 1130 1131 1132 1133 1134 1135 1136
## 71.39297 79.40025 87.37616 91.69719 72.97212 92.41386 92.41386 78.95331
## 1137 1138 1139 1140 1141 1142 1143 1144
## 91.87339 90.17179 92.85299 92.85299 89.58456 91.91051 91.91051 69.26783
## 1145 1146 1147 1148 1149 1150 1151 1152
## 69.26783 63.24500 71.94843 58.44381 73.07694 80.78516 79.15310 74.73133
## 1153 1154 1155 1156 1157 1158 1159 1160
## 74.73133 83.60438 83.60438 87.18643 87.18643 85.90572 79.79754 76.98899
## 1161 1162 1163 1164 1165 1166 1167 1168
## 65.78837 73.63749 79.33791 79.33791 77.65129 71.58005 84.53639 84.40391
## 1169 1170 1171 1172 1173 1174 1175 1176
## 70.77910 76.00713 109.66273 82.47607 82.47607 97.62526 87.53471 69.66494
## 1177 1178 1179 1180 1181 1182 1183 1184
## 73.72036 73.72036 77.38894 77.38894 77.38894 76.94263 76.94263 76.94263
## 1185 1186 1187 1188 1189 1190 1191 1192
## 74.45364 96.13721 99.58981 99.58981 77.11923 77.11923 76.61753 65.68990
## 1193 1194 1195 1196 1197 1198 1199 1200
## 85.31336 78.14375 89.33741 87.87846 87.87846 73.54909 63.33401 97.46221
## 1201 1202 1203 1204 1205 1206 1207 1208
## 83.74099 87.91477 66.64858 82.33085 64.52570 80.76650 81.41115 72.56435
## 1209 1210 1211 1212 1213 1214 1215 1216
## 74.54901 74.54901 67.97913 78.56094 76.18863 84.54625 94.73342 94.73342
## 1217 1218 1219 1220 1221 1222 1223 1224
## 75.71054 92.21674 74.34985 74.34985 76.71599 93.76222 93.76222 96.10827
## 1225 1226 1227 1228 1229 1230 1231 1232
## 74.40051 94.20320 67.49795 88.59757 80.86472 85.37388 89.78413 89.04718
## 1233 1234 1235 1236 1237 1238 1239 1240
## 77.69846 78.22539 103.99104 84.76509 76.41487 83.94219 83.94219 78.41594
## 1241 1242 1243 1244 1245 1246 1247 1248
## 78.41594 80.21065 99.72212 91.54582 89.04142 89.04142 81.86279 69.82061
## 1249 1250 1251 1252 1253 1254 1255 1256
## 69.82061 89.25453 89.25453 58.13982 80.09393 80.09393 95.24518 97.86443
## 1257 1258 1259 1260 1261 1262 1263 1264
## 90.67286 85.40135 87.89773 85.19912 76.12137 85.73179 85.73179 85.73179
## 1265 1266 1267 1268 1269 1270 1271 1272
## 77.79999 79.81336 72.62999 92.99328 92.99328 81.45339 78.34782 82.06052
## 1273 1274 1275 1276 1277 1278 1279 1280
## 83.31498 82.43240 72.05835 91.57700 67.33734 67.33734 67.48605 80.59030
## 1281 1282 1283 1284 1285 1286 1287 1288
## 80.59030 68.77413 94.48935 80.06767 79.84411 79.84411 79.84411 79.84411
## 1289 1290 1291 1292 1293 1294 1295 1296
## 81.38243 86.00704 96.67192 80.87028 80.87028 72.01917 83.18023 81.97458
## 1297 1298 1299 1300 1301 1302 1303 1304
## 65.18328 93.87072 93.87072 76.54226 82.34830 77.92246 80.62886 94.40157
## 1305 1306 1307 1308 1309 1310 1311 1312
## 80.51442 70.82954 81.12830 86.13175 83.74940 88.70135 93.56533 84.25109
## 1313 1314 1315 1316 1317 1318 1319 1320
## 84.25109 76.08507 87.53756 82.71811 82.71811 82.71811 73.79891 86.37315
## 1321 1322 1323 1324 1325 1326 1327 1328
## 59.66009 94.04775 89.66270 89.48959 75.36307 89.24367 89.24367 80.52693
## 1329 1330 1331 1332 1333 1334 1335 1336
## 98.92688 75.54522 75.54522 72.21629 72.21629 81.10637 81.10637 66.23838
## 1337 1338 1339 1340 1341 1342 1343 1344
## 66.23838 98.97386 78.57387 69.86512 78.55625 78.55625 91.01807 90.26510
## 1345 1346 1347 1348 1349 1350 1351 1352
## 91.72569 76.33385 74.26370 70.71509 70.71509 70.71509 88.90688 92.48952
## 1353 1354 1355 1356 1357 1358 1359 1360
## 90.04421 83.64028 83.64028 73.90189 79.88349 69.86532 86.62626 71.85242
## 1361 1362 1363 1364 1365 1366 1367 1368
## 80.97467 80.97467 65.86403 85.99390 95.65828 76.92417 89.01517 86.37644
## 1369 1370 1371 1372 1373 1374 1375 1376
## 86.37644 83.39927 83.39927 66.59957 86.71857 86.55756 86.55756 86.55756
## 1377 1378 1379 1380 1381 1382 1383 1384
## 73.17804 90.60026 75.03779 89.62085 66.63546 81.42653 77.52924 77.85679
## 1385 1386 1387 1388 1389 1390 1391 1392
## 85.58123 83.27128 105.38580 81.48969 77.51181 82.79072 94.33100 64.95768
## 1393 1394 1395 1396 1397 1398 1399 1400
## 99.39168 76.58145 86.47489 93.31796 73.95725 69.36118 83.99860 83.99860
## 1401 1402 1403 1404 1405 1406 1407 1408
## 86.10364 83.55906 83.55906 79.34036 71.10195 76.64811 76.64811 73.19262
## 1409 1410 1411 1412 1413 1414 1415 1416
## 91.19591 80.13494 91.05990 79.77477 99.52171 93.41129 55.37085 82.61946
## 1417 1418 1419 1420 1421 1422 1423 1424
## 90.89909 90.24708 82.48346 82.48346 76.03586 82.99132 75.48226 73.03979
## 1425 1426 1427 1428 1429 1430 1431 1432
## 85.04262 85.04262 71.08388 86.74769 89.91952 89.08286 103.66636 103.66636
## 1433 1434 1435 1436 1437 1438 1439 1440
## 81.80064 81.80064 81.80064 75.65843 58.16363 89.15074 68.44454 72.25547
## 1441 1442 1443 1444 1445 1446 1447 1448
## 72.25547 80.53533 95.32620 81.15928 66.26728 86.87691 86.87691 68.04355
## 1449 1450 1451 1452 1453 1454 1455 1456
## 77.65641 76.68769 85.12609 85.12609 81.57730 81.75716 81.75716 79.36907
## 1457 1458 1459 1460 1461 1462 1463 1464
## 87.43687 87.43687 87.43687 87.43687 80.23155 80.23155 62.59070 87.52651
## 1465 1466 1467 1468 1469 1470 1471 1472
## 72.21630 68.09051 78.55560 70.69910 99.84927 97.06676 97.06676 89.34335
## 1473 1474 1475 1476 1477 1478 1479 1480
## 84.23530 84.23530 67.43622 69.14313 71.30437 71.30437 83.39601 72.31823
## 1481 1482 1483 1484 1485 1486 1487 1488
## 90.43946 90.33054 99.55801 99.55801 88.56865 88.56865 88.56865 92.86140
## 1489 1490 1491 1492 1493 1494 1495 1496
## 99.81070 99.81070 99.81070 99.81070 77.53213 60.36097 64.35239 70.46487
## 1497 1498 1499 1500 1501 1502 1503 1504
## 70.46487 78.37634 78.37634 93.37499 93.37499 82.29415 82.83667 100.75892
## 1505 1506 1507 1508 1509 1510 1511 1512
## 79.92779 87.21513 87.21513 83.29469 76.91617 73.29969 85.65405 85.65405
## 1513 1514 1515 1516 1517 1518 1519 1520
## 66.64839 89.49328 68.11411 79.29319 70.97701 92.41179 58.70409 85.00899
## 1521 1522 1523 1524 1525 1526 1527 1528
## 85.00899 84.40144 79.88656 83.57199 83.57199 81.99038 76.03070 99.81954
## 1529 1530 1531 1532 1533 1534 1535 1536
## 85.15524 69.95127 72.99284 92.09162 92.09162 67.22496 68.34791 103.12014
## 1537 1538 1539 1540 1541 1542 1543 1544
## 77.66707 75.07429 76.60194 76.60194 84.20352 84.20352 84.20352 77.65148
## 1545 1546 1547 1548 1549 1550 1551 1552
## 91.84509 90.39740 66.32738 66.58666 81.67801 92.94322 92.94322 70.97415
## 1553 1554 1555 1556 1557 1558 1559 1560
## 85.94918 91.54357 84.40657 84.40657 91.66560 91.66560 78.49796 68.76020
## 1561 1562 1563 1564 1565 1566 1567 1568
## 82.31241 81.81952 81.81952 90.83144 82.39260 73.55421 66.69310 97.11905
## 1569 1570 1571 1572 1573 1574 1575 1576
## 70.22611 63.32296 86.36802 76.70902 107.17556 91.62889 73.30215 61.90462
## 1577 1578 1579 1580 1581 1582 1583 1584
## 91.43938 69.65735 97.29360 91.55628 79.57132 71.33616 69.58392 80.43381
## 1585 1586 1587 1588 1589 1590 1591 1592
## 80.43381 93.78868 74.84333 74.84333 90.41322 90.67328 90.67328 90.67328
## 1593 1594 1595 1596 1597 1598 1599 1600
## 90.67328 100.84958 79.15843 86.33192 102.82972 101.94919 70.99075 88.94728
## 1601 1602 1603 1604 1605 1606 1607 1608
## 88.12153 79.08029 79.08029 79.08029 82.55629 73.43772 76.99679 81.82630
## 1609 1610 1611 1612 1613 1614 1615 1616
## 81.13055 91.58254 47.63082 84.97082 84.97082 73.43504 86.36004 87.76072
## 1617 1618 1619 1620 1621 1622 1623 1624
## 87.76072 87.76072 95.55695 67.98099 94.19604 75.90806 75.90806 81.71020
## 1625 1626 1627 1628 1629 1630 1631 1632
## 69.47356 73.36492 88.17607 77.46956 77.46956 94.78881 58.25673 68.07780
## 1633 1634 1635 1636 1637 1638 1639 1640
## 68.07780 90.89379 81.93847 90.58958 83.99308 72.08932 63.75389 91.59585
## 1641 1642 1643 1644 1645 1646 1647 1648
## 70.65807 94.91002 88.12665 87.58371 101.23704 79.98974 79.98974 77.96573
## 1649 1650 1651 1652 1653 1654 1655 1656
## 77.96573 93.76531 94.97320 79.60988 92.51003 83.99081 83.99081 86.42299
## 1657 1658 1659 1660 1661 1662 1663 1664
## 75.73391 87.95619 72.26019 89.30888 89.30888 85.91618 84.20495 84.20495
## 1665 1666 1667 1668 1669 1670 1671 1672
## 84.20495 90.01058 90.01058 90.01058 85.08015 75.21992 75.21992 75.21992
## 1673 1674 1675 1676 1677 1678 1679 1680
## 65.99943 72.20584 72.20584 86.81742 86.81742 87.29493 87.29493 94.47418
## 1681 1682 1683 1684 1685 1686 1687 1688
## 78.11934 79.77746 96.09987 96.09987 80.35586 69.63910 76.02271 72.48231
## 1689 1690 1691 1692 1693 1694 1695 1696
## 85.82838 68.81372 79.36107 90.17957 72.75430 88.99240 94.86450 74.59372
## 1697 1698 1699 1700 1701 1702 1703 1704
## 77.51939 95.47120 88.78401 86.63284 86.63284 74.33364 80.71459 83.71041
## 1705 1706 1707 1708 1709 1710 1711 1712
## 83.71041 83.71041 81.53072 95.28926 82.42705 77.80738 77.80738 70.92021
## 1713 1714 1715 1716 1717 1718 1719 1720
## 104.74913 80.26273 89.77141 89.77141 86.05093 86.05093 86.05093 86.46197
## 1721 1722 1723 1724 1725 1726 1727 1728
## 72.33321 72.33321 99.37916 86.17809 77.69621 74.60150 88.77171 99.22266
## 1729 1730 1731 1732 1733 1734 1735 1736
## 70.23164 75.78110 75.78110 88.57357 95.21995 85.83043 85.83043 92.34883
## 1737 1738 1739 1740 1741 1742 1743 1744
## 90.83450 74.09982 64.24553 95.99731 92.83472 92.83472 75.57290 92.53793
## 1745 1746 1747 1748 1749 1750 1751 1752
## 92.53793 92.53793 93.49416 93.49416 84.25827 71.28899 71.81612 78.31174
## 1753 1754 1755 1756 1757 1758 1759 1760
## 72.68660 85.21408 94.34945 94.34945 83.96539 85.65652 79.67614 68.88633
## 1761 1762 1763 1764 1765 1766 1767 1768
## 68.96859 68.96859 106.00256 106.00256 106.00256 79.71983 88.02820 90.52006
## 1769 1770 1771 1772 1773 1774 1775 1776
## 84.58338 81.66816 81.66816 92.87369 92.87369 87.36118 87.36118 81.11475
## 1777 1778 1779 1780 1781 1782 1783 1784
## 79.51635 63.25587 63.25587 81.81583 81.81583 96.01761 74.18863 74.18863
## 1785 1786 1787 1788 1789 1790 1791 1792
## 74.18863 56.54777 56.54777 81.67327 91.57946 91.57946 85.49488 80.90185
## 1793 1794 1795 1796 1797 1798 1799 1800
## 62.72299 94.03522 80.96400 80.96400 94.23234 93.77454 93.77454 93.77454
## 1801 1802 1803 1804 1805 1806 1807 1808
## 67.64912 85.42206 85.42206 85.39602 87.81302 74.88969 74.88969 102.72265
## 1809 1810 1811 1812 1813 1814 1815 1816
## 102.72265 107.31873 75.11327 86.53129 86.53129 86.53129 89.74332 89.74332
## 1817 1818 1819 1820 1821 1822 1823 1824
## 73.53125 98.03609 93.82152 81.84229 89.34314 94.16526 94.16526 94.16526
## 1825 1826 1827 1828 1829 1830 1831 1832
## 66.34770 80.54683 72.60867 79.93293 81.16420 81.16420 86.33644 75.77310
## 1833 1834 1835 1836 1837 1838 1839 1840
## 95.58566 95.58566 95.58566 61.98051 91.06811 91.06811 76.76030 83.64295
## 1841 1842 1843 1844 1845 1846 1847 1848
## 100.97472 100.97472 71.97507 92.41937 69.28323 109.14320 109.14320 86.28229
## 1849 1850 1851 1852 1853 1854 1855 1856
## 82.75912 92.14104 92.14104 71.85550 71.85550 76.60975 69.85773 69.85773
## 1857 1858 1859 1860 1861 1862 1863 1864
## 64.73369 64.73369 64.73369 64.73369 93.23017 66.97840 81.58324 81.58324
## 1865 1866 1867 1868 1869 1870 1871 1872
## 66.15469 75.12620 73.72610 73.72610 89.36098 89.36098 76.29860 90.80024
## 1873 1874 1875 1876 1877 1878 1879 1880
## 74.81463 74.81463 88.38385 69.54557 65.71574 76.29245 80.97016 81.86197
## 1881 1882 1883 1884 1885 1886 1887 1888
## 81.86197 65.88517 91.22380 86.57294 70.94317 95.75487 91.45187 89.69142
## 1889 1890 1891 1892 1893 1894 1895 1896
## 89.35033 83.79926 76.06416 76.06416 76.06416 74.87450 74.87450 109.09049
## 1897 1898 1899 1900 1901 1902 1903 1904
## 91.67832 66.91626 66.91626 73.18031 73.18031 73.18031 73.18031 87.05145
## 1905 1906 1907 1908 1909 1910 1911 1912
## 87.05145 77.38935 77.88572 76.59949 84.99605 84.99605 64.86700 90.01262
## 1913 1914 1915 1916 1917 1918 1919 1920
## 72.68662 84.07653 82.60098 78.41552 78.41552 78.41552 71.69962 63.60189
## 1921 1922 1923 1924 1925 1926 1927 1928
## 81.56130 64.52919 76.62819 79.00543 83.32809 78.34475 93.41149 84.52593
## 1929 1930 1931 1932 1933 1934 1935 1936
## 84.52593 84.52593 57.50603 94.61260 76.66143 81.65029 87.60811 79.99815
## 1937 1938 1939 1940 1941 1942 1943 1944
## 80.07670 80.07670 70.26467 70.26467 87.70657 87.70657 87.70657 81.62118
## 1945 1946 1947 1948 1949 1950 1951 1952
## 88.02573 72.92290 72.92290 83.12298 94.24752 66.70542 66.70542 71.29472
## 1953 1954 1955 1956 1957 1958 1959 1960
## 71.29472 71.29472 68.44166 77.14775 84.03287 81.75491 87.92132 87.92132
## 1961 1962 1963 1964 1965 1966 1967 1968
## 85.14435 78.33001 106.35801 92.11724 77.17050 82.92690 80.36899 89.97181
## 1969 1970 1971 1972 1973 1974 1975 1976
## 89.97181 75.32084 86.97822 105.95826 82.94885 97.52661 92.71002 82.31875
## 1977 1978 1979 1980 1981 1982 1983 1984
## 95.67468 95.67468 70.28313 96.21186 96.21186 87.92175 87.25165 87.41244
## 1985 1986 1987 1988 1989 1990 1991 1992
## 70.86338 86.23019 86.23019 70.85458 87.46947 87.46947 87.46947 87.46947
## 1993 1994 1995 1996 1997 1998 1999 2000
## 83.55741 78.41020 75.94497 88.96083 79.12458 71.03118 71.03118 86.64636
## 2001 2002 2003 2004 2005 2006 2007 2008
## 86.64636 86.64636 86.64636 71.56980 75.52677 80.24203 86.25380 76.70921
## 2009 2010 2011 2012 2013 2014 2015 2016
## 84.64100 102.18752 100.31753 100.31753 87.98410 73.88670 73.88670 79.50444
## 2017 2018 2019 2020 2021 2022 2023 2024
## 86.72922 86.72922 77.05648 87.30906 65.86180 79.94914 93.03983 93.03983
## 2025 2026 2027 2028 2029 2030 2031 2032
## 83.59863 86.79179 94.53980 64.66397 87.27215 82.93903 88.54056 97.59387
## 2033 2034 2035 2036 2037 2038 2039 2040
## 95.13975 69.03402 84.40923 84.40923 80.88156 65.97031 65.97031 93.87709
## 2041 2042 2043 2044 2045 2046 2047 2048
## 75.19652 96.83046 85.64563 76.01820 89.67295 89.74496 84.70603 75.69002
## 2049 2050 2051 2052 2053 2054 2055 2056
## 80.51995 80.63153 73.81163 91.37702 91.37702 64.95500 85.12609 68.57867
## 2057 2058 2059 2060 2061 2062 2063 2064
## 68.57867 106.05363 65.17590 94.57550 94.57550 73.12267 87.25430 79.87774
## 2065 2066 2067 2068 2069 2070 2071 2072
## 72.66035 90.77994 90.77994 90.77994 104.20909 104.20909 104.20909 104.20909
## 2073 2074 2075 2076 2077 2078 2079 2080
## 87.55541 98.46766 74.59577 74.59577 70.91425 70.91425 70.91425 70.91425
## 2081 2082 2083 2084 2085 2086 2087 2088
## 80.33290 70.23184 76.89033 82.83624 82.83624 82.83624 89.94001 91.56674
## 2089 2090 2091 2092 2093 2094 2095 2096
## 90.02287 90.02287 80.59788 78.85691 60.66802 83.89933 83.89933 71.11466
## 2097 2098 2099 2100 2101 2102 2103 2104
## 67.75331 76.54739 90.50160 81.09178 81.20582 81.20582 90.38243 95.49294
## 2105 2106 2107 2108 2109 2110 2111 2112
## 67.28259 93.32002 95.82072 110.36400 67.86202 86.64597 68.05236 78.18189
## 2113 2114 2115 2116 2117 2118 2119 2120
## 99.28336 67.60727 71.97714 71.97714 71.97714 73.57782 77.94807 95.71366
## 2121 2122 2123 2124 2125 2126 2127 2128
## 88.95816 74.38327 95.37255 95.37255 85.54287 76.04548 89.82083 95.57088
## 2129 2130 2131 2132 2133 2134 2135 2136
## 90.65790 74.66939 87.63603 87.63603 87.63603 77.97700 88.93046 88.93046
## 2137 2138 2139 2140 2141 2142 2143 2144
## 93.54955 70.20252 73.48694 73.48694 80.50906 89.82599 93.41376 93.41376
## 2145 2146 2147 2148 2149 2150 2151 2152
## 78.96829 67.04693 96.88011 78.29616 73.37946 79.80616 79.80616 92.81175
## 2153 2154 2155 2156 2157 2158 2159 2160
## 84.26401 87.09000 91.65780 64.97838 74.17816 74.17816 74.17816 74.17816
## 2161 2162 2163 2164 2165 2166 2167 2168
## 87.95845 81.32048 63.83530 77.01216 77.01216 71.48117 76.09798 79.64617
## 2169 2170 2171 2172 2173 2174 2175 2176
## 85.31869 93.60327 87.67437 91.29866 91.09067 88.52969 84.04600 72.04237
## 2177 2178 2179 2180 2181 2182 2183 2184
## 80.61839 90.27844 79.53727 75.79936 78.28528 78.28528 78.28528 78.28528
## 2185 2186 2187 2188 2189 2190 2191 2192
## 85.13676 87.04818 87.75109 86.19902 93.70194 93.73824 69.71497 66.09275
## 2193 2194 2195 2196 2197 2198 2199 2200
## 89.70374 78.58392 58.25201 58.25201 82.24862 82.11754 82.11754 83.80929
## 2201 2202 2203 2204 2205 2206 2207 2208
## 69.03894 81.38222 82.52796 82.74415 82.90436 75.51096 78.21021 86.26958
## 2209 2210 2211 2212 2213 2214 2215 2216
## 90.85481 90.85481 90.85481 90.85481 75.53169 75.53169 68.74278 68.74278
## 2217 2218 2219 2220 2221 2222 2223 2224
## 72.04051 74.98035 74.98035 76.23912 78.99763 73.06710 77.99977 87.67993
## 2225 2226 2227 2228 2229 2230 2231 2232
## 75.99461 88.53257 74.67411 79.75530 83.42698 83.42698 79.84410 67.49056
## 2233 2234 2235 2236 2237 2238 2239 2240
## 72.99385 68.05442 102.76510 82.64262 102.19840 102.19840 91.96137 91.96137
## 2241 2242 2243 2244 2245 2246 2247 2248
## 86.36823 84.42748 75.17028 77.92143 77.92143 94.70882 95.32148 84.02466
## 2249 2250 2251 2252 2253 2254 2255 2256
## 90.39557 98.40428 85.08444 64.29230 80.98800 80.98800 62.90001 90.60497
## 2257 2258 2259 2260 2261 2262 2263 2264
## 85.06169 78.79786 77.59221 73.68180 74.14411 73.33147 85.30782 84.29542
## 2265 2266 2267 2268 2269 2270 2271 2272
## 84.29542 82.05500 82.05500 75.43281 75.43281 99.64148 88.87836 88.22305
## 2273 2274 2275 2276 2277 2278 2279 2280
## 88.22305 88.22305 88.22305 87.60772 87.60772 82.96753 75.12044 101.05244
## 2281 2282 2283 2284 2285 2286 2287 2288
## 86.19903 85.18579 81.41096 76.53426 104.87958 104.87958 93.99133 87.68893
## 2289 2290 2291 2292 2293 2294 2295 2296
## 87.68893 74.54429 88.27802 75.17848 89.61101 71.13291 77.93701 82.79030
## 2297 2298 2299 2300 2301 2302 2303 2304
## 82.79030 82.43750 77.06938 79.03371 78.48279 81.33322 87.15811 74.86937
## 2305 2306 2307 2308 2309 2310 2311 2312
## 74.86937 73.68182 94.79190 94.79190 87.20221 80.29659 81.96370 90.38244
## 2313 2314 2315 2316 2317 2318 2319 2320
## 90.06965 96.95785 96.95785 91.08391 67.53281 78.49880 73.04208 72.04748
## 2321 2322 2323 2324 2325 2326 2327 2328
## 86.11410 74.17528 93.31510 66.54522 66.54522 66.54522 87.84400 77.16047
## 2329 2330 2331 2332 2333 2334 2335 2336
## 74.74447 74.74447 81.86034 75.28185 77.56617 77.56617 96.00162 96.00162
## 2337 2338 2339 2340 2341 2342 2343 2344
## 96.00162 77.32658 81.77255 77.06733 84.34503 80.83419 73.34910 78.75827
## 2345 2346 2347 2348 2349 2350 2351 2352
## 80.80546 72.06861 77.60472 75.90846 78.67006 104.97843 104.97843 104.97843
## 2353 2354 2355 2356 2357 2358 2359 2360
## 80.96381 80.96381 67.87823 90.63575 90.63575 90.63575 96.66924 71.90985
## 2361 2362 2363 2364 2365 2366 2367 2368
## 94.04795 94.04795 73.39381 73.39381 73.39381 73.39381 67.40710 88.51390
## 2369 2370 2371 2372 2373 2374 2375 2376
## 70.24785 100.43650 100.43650 100.43650 100.43650 91.16616 91.16616 63.49442
## 2377 2378 2379 2380 2381 2382 2383 2384
## 63.49442 71.20654 79.84164 86.39899 69.08530 69.08530 69.08530 96.29821
## 2385 2386 2387 2388 2389 2390 2391 2392
## 80.87335 92.15868 90.40786 90.40786 97.03804 85.54984 87.86740 85.34065
## 2393 2394 2395 2396 2397 2398 2399 2400
## 85.34065 85.34065 95.32352 75.20926 64.83787 71.53103 71.27895 76.89257
## 2401 2402 2403 2404 2405 2406 2407 2408
## 94.05594 73.85102 70.67325 69.64709 90.04175 90.04175 80.70741 82.58745
## 2409 2410 2411 2412 2413 2414 2415 2416
## 82.58745 95.82215 88.48845 88.48845 73.66088 92.91820 92.91820 102.80388
## 2417 2418 2419 2420 2421 2422 2423 2424
## 73.76281 82.80405 79.96102 110.06270 110.06270 110.06270 85.46903 85.10003
## 2425 2426 2427 2428 2429 2430 2431 2432
## 80.17228 80.59480 73.56918 88.03269 84.69783 95.27410 57.47201 91.08577
## 2433 2434 2435 2436 2437 2438 2439 2440
## 91.08577 91.08577 84.71545 84.71545 94.59415 88.71941 88.71941 73.80978
## 2441 2442 2443 2444 2445 2446 2447 2448
## 57.04330 83.44543 66.94190 65.61279 76.80235 76.80235 86.13666 81.28152
## 2449 2450 2451 2452 2453 2454 2455 2456
## 81.45239 81.45239 83.61444 75.92446 77.97883 77.97883 78.81219 78.50372
## 2457 2458 2459 2460 2461 2462 2463 2464
## 71.25494 69.56380 69.56380 85.79865 85.79865 85.79865 80.84998 67.78449
## 2465 2466 2467 2468 2469 2470 2471 2472
## 76.35006 97.23371 61.10202 79.72781 101.55639 85.70574 90.03662 88.34755
## 2473 2474 2475 2476 2477 2478 2479 2480
## 101.06064 65.37016 87.68833 86.81783 86.81783 90.35045 90.35045 90.35045
## 2481 2482 2483 2484 2485 2486 2487 2488
## 73.35466 73.35466 77.63815 83.24749 66.72488 108.35373 78.54802 86.39080
## 2489 2490 2491 2492 2493 2494 2495 2496
## 75.50318 75.50318 75.50318 82.07365 71.75706 89.67049 73.12267 90.37670
## 2497 2498 2499 2500 2501 2502 2503 2504
## 76.29818 76.29818 76.29818 98.41290 82.26257 64.67399 103.09470 103.09470
## 2505 2506 2507 2508 2509 2510 2511 2512
## 103.09470 103.09470 77.39100 85.91596 89.57657 89.59769 89.59769 72.90669
## 2513 2514 2515 2516 2517 2518 2519 2520
## 99.98669 99.98669 102.43466 83.58613 88.88533 88.88533 79.79016 75.67463
## 2521 2522 2523 2524 2525 2526 2527 2528
## 82.34378 82.34378 77.49580 84.70315 83.37466 70.45480 79.80083 73.06831
## 2529 2530 2531 2532 2533 2534 2535 2536
## 75.90540 75.90540 94.48954 94.48954 93.64307 93.64307 69.75909 69.75909
## 2537 2538 2539 2540 2541 2542 2543 2544
## 74.97254 74.97254 88.31739 102.08046 93.77247 72.69749 72.69749 78.76113
## 2545 2546 2547 2548 2549 2550 2551 2552
## 69.64997 86.28270 81.87306 81.87306 81.87306 89.42867 89.42867 89.42867
## 2553 2554 2555 2556 2557 2558 2559 2560
## 73.12042 90.89952 84.25870 82.88446 69.36364 74.78364 80.21126 80.21126
## 2561 2562 2563 2564 2565 2566 2567 2568
## 98.62394 99.25465 99.25465 88.34263 100.70437 100.70437 69.03608 78.87045
## 2569 2570 2571 2572 2573 2574 2575 2576
## 82.80262 93.79545 76.56871 71.90493 71.90493 90.02903 89.70127 89.70127
## 2577 2578 2579 2580 2581 2582 2583 2584
## 76.77362 79.22590 87.45860 87.45860 96.50149 74.83758 77.85987 94.55170
## 2585 2586 2587 2588 2589 2590 2591 2592
## 76.78409 76.26905 86.77580 70.15657 74.33118 80.29125 83.27848 92.48152
## 2593 2594 2595 2596 2597 2598 2599 2600
## 61.40618 89.36468 84.02752 87.62331 68.35367 74.77010 90.35906 78.86983
## 2601 2602 2603 2604 2605 2606 2607 2608
## 73.41084 86.96286 88.21360 83.42265 83.42265 83.42265 83.72807 81.76990
## 2609 2610 2611 2612 2613 2614 2615 2616
## 62.93059 90.23660 73.83747 87.45490 80.20058 80.20058 86.19901 86.19901
## 2617 2618 2619 2620 2621 2622 2623 2624
## 76.53672 78.50351 78.50351 99.01304 99.01304 62.52834 85.88726 69.86779
## 2625 2626 2627 2628 2629 2630 2631 2632
## 69.86779 88.48086 84.95524 62.06831 80.54865 77.56330 77.56330 77.56330
## 2633 2634 2635 2636 2637 2638 2639 2640
## 78.13492 90.08565 88.65419 91.54888 91.54888 83.20915 71.20653 75.50565
## 2641 2642 2643 2644 2645 2646 2647 2648
## 82.64263 82.64263 98.32942 89.21782 64.80136 70.54814 74.48994 87.04160
## 2649 2650 2651 2652 2653 2654 2655 2656
## 94.65037 83.45322 83.45322 81.13794 81.13794 93.28248 77.46503 83.78796
## 2657 2658 2659 2660 2661 2662 2663 2664
## 83.78796 83.78796 87.45941 80.00019 79.07022 79.07022 89.80281 85.30106
## 2665 2666 2667 2668 2669 2670 2671 2672
## 80.22644 80.22644 88.07228 106.27514 82.50478 82.50478 70.99506 70.99506
## 2673 2674 2675 2676 2677 2678 2679 2680
## 72.00381 72.00381 72.00381 75.96220 75.96220 62.75378 78.29307 89.78474
## 2681 2682 2683 2684 2685 2686 2687 2688
## 80.55399 80.55399 80.55399 91.10749 91.10749 91.10749 71.68915 76.82573
## 2689 2690 2691 2692 2693 2694 2695 2696
## 76.55499 72.08113 72.08113 72.08113 89.51093 89.51093 76.09491 74.52870
## 2697 2698 2699 2700 2701 2702 2703 2704
## 83.20134 94.96992 94.96992 81.33504 85.38596 82.21683 61.27081 97.59431
## 2705 2706 2707 2708 2709 2710 2711 2712
## 97.59431 92.62183 92.62183 98.40715 64.63810 79.21564 79.21564 105.51830
## 2713 2714 2715 2716 2717 2718 2719 2720
## 91.57966 91.57966 97.86503 97.86503 75.79135 73.75481 88.37646 88.37646
## 2721 2722 2723 2724 2725 2726 2727 2728
## 77.22260 79.43615 82.42951 74.05285 101.23171 86.48248 79.23350 77.32702
## 2729 2730 2731 2732 2733 2734 2735 2736
## 77.32702 77.32702 94.50269 94.50269 65.63821 65.63821 94.34207 94.34207
## 2737 2738 2739 2740 2741 2742 2743 2744
## 94.34207 68.97617 99.46798 99.46798 85.78388 73.11816 73.08965 83.53096
## 2745 2746 2747 2748 2749 2750 2751 2752
## 83.53096 95.32641 98.04123 70.26796 70.26796 82.43752 69.81590 69.81590
## 2753 2754 2755 2756 2757 2758 2759 2760
## 87.47500 83.30247 77.12128 77.12128 77.12128 103.22661 75.80921 75.80921
## 2761 2762 2763 2764 2765 2766 2767 2768
## 75.80921 83.09449 93.49456 78.85712 87.78390 87.78390 82.26830 78.84152
## 2769 2770 2771 2772 2773 2774 2775 2776
## 78.84152 88.05136 88.05136 88.05136 75.87462 74.21733 79.65193 101.08074
## 2777 2778 2779 2780 2781 2782 2783 2784
## 101.08074 101.08074 97.73213 78.37389 78.37389 78.84893 78.84893 83.38019
## 2785 2786 2787 2788 2789 2790 2791 2792
## 65.87983 86.71345 86.71345 87.57100 87.57100 87.57100 63.82177 63.82177
## 2793 2794 2795 2796 2797 2798 2799 2800
## 63.82177 66.32678 77.85865 84.85536 92.69977 77.57416 82.75399 91.11816
## 2801 2802 2803 2804 2805 2806 2807 2808
## 87.84338 91.00596 77.32966 77.32966 87.70104 87.70104 90.39741 69.92480
## 2809 2810 2811 2812 2813 2814 2815 2816
## 69.92480 96.45859 85.52154 85.52154 73.74886 72.82730 85.89012 85.89012
## 2817 2818 2819 2820 2821 2822 2823 2824
## 85.89012 81.29116 84.24535 106.20007 106.20007 90.05999 78.04407 85.42207
## 2825 2826 2827 2828 2829 2830 2831 2832
## 85.98467 85.98467 85.46842 79.17895 72.02412 72.02412 94.30230 81.57997
## 2833 2834 2835 2836 2837 2838 2839 2840
## 89.98187 84.14669 103.58864 82.35897 83.12565 85.19605 94.06950 74.89502
## 2841 2842 2843 2844 2845 2846 2847 2848
## 70.92040 79.05155 112.98100 112.98100 78.41100 78.41100 93.72840 71.35913
## 2849 2850 2851 2852 2853 2854 2855 2856
## 74.38327 93.19244 93.19244 98.59503 74.67391 83.53834 61.70482 79.22715
## 2857 2858 2859 2860 2861 2862 2863 2864
## 67.13984 67.13984 85.83332 88.03885 83.92558 83.92558 74.49505 95.46402
## 2865 2866 2867 2868 2869 2870 2871 2872
## 68.99998 88.38879 75.45642 87.28507 87.28507 87.28507 87.12160 84.63794MSE_reg <- mean((regression_pred - nhanes_test$Weight)^2)
MSE_reg## [1] 332.8215dec_tree_pred <- predict(nhanes_train_regtree, nhanes_test)
dec_tree_pred## 1 2 3 4 5 6 7 8
## 79.66708 88.16752 98.24776 88.16752 71.91270 71.91270 88.16752 98.24776
## 9 10 11 12 13 14 15 16
## 98.24776 98.24776 98.24776 88.16752 70.00833 71.91270 71.91270 71.91270
## 17 18 19 20 21 22 23 24
## 71.91270 71.91270 71.91270 71.91270 71.91270 88.16752 88.16752 88.16752
## 25 26 27 28 29 30 31 32
## 88.16752 71.91270 71.91270 79.66708 79.66708 88.16752 79.66708 79.66708
## 33 34 35 36 37 38 39 40
## 88.16752 88.16752 88.16752 88.16752 71.91270 71.91270 71.91270 90.39030
## 41 42 43 44 45 46 47 48
## 71.91270 98.24776 79.66708 71.91270 71.91270 71.91270 71.91270 71.91270
## 49 50 51 52 53 54 55 56
## 71.91270 90.39030 88.16752 90.39030 90.39030 90.39030 88.16752 98.24776
## 57 58 59 60 61 62 63 64
## 98.24776 90.39030 88.16752 88.16752 88.16752 98.24776 71.91270 71.91270
## 65 66 67 68 69 70 71 72
## 90.39030 71.91270 71.91270 88.16752 71.91270 71.91270 71.91270 79.66708
## 73 74 75 76 77 78 79 80
## 98.24776 98.24776 98.24776 88.16752 88.16752 88.16752 71.91270 98.24776
## 81 82 83 84 85 86 87 88
## 71.91270 71.91270 90.39030 90.39030 71.91270 71.91270 88.16752 71.91270
## 89 90 91 92 93 94 95 96
## 98.24776 98.24776 98.24776 98.24776 71.91270 71.91270 98.24776 79.66708
## 97 98 99 100 101 102 103 104
## 79.66708 79.66708 98.24776 98.24776 79.66708 79.66708 88.16752 88.16752
## 105 106 107 108 109 110 111 112
## 88.16752 88.16752 88.16752 88.16752 71.91270 71.91270 98.24776 98.24776
## 113 114 115 116 117 118 119 120
## 98.24776 71.91270 88.16752 98.24776 88.16752 88.16752 88.16752 88.16752
## 121 122 123 124 125 126 127 128
## 88.16752 79.66708 88.16752 90.39030 71.91270 71.91270 71.91270 70.00833
## 129 130 131 132 133 134 135 136
## 88.16752 79.66708 79.66708 88.16752 88.16752 71.91270 71.91270 88.16752
## 137 138 139 140 141 142 143 144
## 88.16752 79.66708 71.91270 88.16752 88.16752 71.91270 71.91270 79.66708
## 145 146 147 148 149 150 151 152
## 79.66708 71.91270 98.24776 98.24776 98.24776 98.24776 88.16752 90.39030
## 153 154 155 156 157 158 159 160
## 90.39030 71.91270 98.24776 88.16752 98.24776 71.91270 79.66708 71.91270
## 161 162 163 164 165 166 167 168
## 71.91270 79.66708 71.91270 71.91270 71.91270 98.24776 71.91270 71.91270
## 169 170 171 172 173 174 175 176
## 88.16752 71.91270 71.91270 88.16752 98.24776 88.16752 71.91270 71.91270
## 177 178 179 180 181 182 183 184
## 90.39030 79.66708 71.91270 88.16752 71.91270 79.66708 71.91270 71.91270
## 185 186 187 188 189 190 191 192
## 79.66708 88.16752 98.24776 98.24776 90.39030 71.91270 79.66708 71.91270
## 193 194 195 196 197 198 199 200
## 88.16752 71.91270 71.91270 71.91270 88.16752 79.66708 88.16752 71.91270
## 201 202 203 204 205 206 207 208
## 71.91270 70.00833 98.24776 88.16752 71.91270 98.24776 88.16752 98.24776
## 209 210 211 212 213 214 215 216
## 79.66708 79.66708 71.91270 98.24776 71.91270 88.16752 88.16752 71.91270
## 217 218 219 220 221 222 223 224
## 71.91270 98.24776 98.24776 71.91270 71.91270 71.91270 71.91270 88.16752
## 225 226 227 228 229 230 231 232
## 88.16752 88.16752 71.91270 79.66708 71.91270 98.24776 79.66708 71.91270
## 233 234 235 236 237 238 239 240
## 90.39030 71.91270 88.16752 88.16752 70.00833 90.39030 90.39030 90.39030
## 241 242 243 244 245 246 247 248
## 70.00833 71.91270 71.91270 88.16752 98.24776 88.16752 71.91270 88.16752
## 249 250 251 252 253 254 255 256
## 79.66708 79.66708 88.16752 88.16752 98.24776 98.24776 79.66708 71.91270
## 257 258 259 260 261 262 263 264
## 88.16752 98.24776 98.24776 88.16752 88.16752 88.16752 71.91270 71.91270
## 265 266 267 268 269 270 271 272
## 79.66708 98.24776 79.66708 90.39030 90.39030 90.39030 88.16752 88.16752
## 273 274 275 276 277 278 279 280
## 88.16752 71.91270 88.16752 88.16752 71.91270 71.91270 79.66708 88.16752
## 281 282 283 284 285 286 287 288
## 88.16752 88.16752 79.66708 71.91270 88.16752 88.16752 88.16752 98.24776
## 289 290 291 292 293 294 295 296
## 88.16752 71.91270 88.16752 88.16752 88.16752 71.91270 90.39030 71.91270
## 297 298 299 300 301 302 303 304
## 71.91270 70.00833 79.66708 71.91270 98.24776 98.24776 88.16752 88.16752
## 305 306 307 308 309 310 311 312
## 70.00833 71.91270 70.00833 71.91270 98.24776 71.91270 71.91270 88.16752
## 313 314 315 316 317 318 319 320
## 88.16752 98.24776 88.16752 79.66708 98.24776 98.24776 70.00833 90.39030
## 321 322 323 324 325 326 327 328
## 71.91270 71.91270 71.91270 88.16752 88.16752 98.24776 98.24776 98.24776
## 329 330 331 332 333 334 335 336
## 90.39030 90.39030 88.16752 71.91270 71.91270 79.66708 71.91270 71.91270
## 337 338 339 340 341 342 343 344
## 90.39030 90.39030 90.39030 88.16752 79.66708 71.91270 71.91270 98.24776
## 345 346 347 348 349 350 351 352
## 71.91270 79.66708 98.24776 88.16752 88.16752 88.16752 98.24776 98.24776
## 353 354 355 356 357 358 359 360
## 98.24776 98.24776 98.24776 98.24776 88.16752 88.16752 70.00833 98.24776
## 361 362 363 364 365 366 367 368
## 70.00833 88.16752 71.91270 90.39030 71.91270 88.16752 88.16752 88.16752
## 369 370 371 372 373 374 375 376
## 88.16752 88.16752 71.91270 88.16752 79.66708 79.66708 98.24776 98.24776
## 377 378 379 380 381 382 383 384
## 79.66708 88.16752 71.91270 79.66708 98.24776 88.16752 79.66708 79.66708
## 385 386 387 388 389 390 391 392
## 71.91270 88.16752 71.91270 71.91270 88.16752 71.91270 88.16752 79.66708
## 393 394 395 396 397 398 399 400
## 79.66708 98.24776 88.16752 71.91270 71.91270 88.16752 88.16752 90.39030
## 401 402 403 404 405 406 407 408
## 98.24776 71.91270 79.66708 79.66708 79.66708 71.91270 88.16752 88.16752
## 409 410 411 412 413 414 415 416
## 71.91270 98.24776 71.91270 88.16752 88.16752 71.91270 88.16752 71.91270
## 417 418 419 420 421 422 423 424
## 88.16752 88.16752 71.91270 71.91270 79.66708 98.24776 88.16752 71.91270
## 425 426 427 428 429 430 431 432
## 71.91270 79.66708 71.91270 98.24776 71.91270 71.91270 71.91270 71.91270
## 433 434 435 436 437 438 439 440
## 90.39030 90.39030 98.24776 98.24776 71.91270 79.66708 79.66708 79.66708
## 441 442 443 444 445 446 447 448
## 71.91270 98.24776 88.16752 71.91270 71.91270 71.91270 79.66708 98.24776
## 449 450 451 452 453 454 455 456
## 98.24776 71.91270 71.91270 71.91270 71.91270 71.91270 71.91270 71.91270
## 457 458 459 460 461 462 463 464
## 88.16752 71.91270 71.91270 88.16752 98.24776 98.24776 98.24776 79.66708
## 465 466 467 468 469 470 471 472
## 88.16752 79.66708 79.66708 79.66708 88.16752 70.00833 70.00833 70.00833
## 473 474 475 476 477 478 479 480
## 98.24776 70.00833 70.00833 70.00833 70.00833 71.91270 98.24776 88.16752
## 481 482 483 484 485 486 487 488
## 88.16752 71.91270 71.91270 71.91270 79.66708 98.24776 71.91270 71.91270
## 489 490 491 492 493 494 495 496
## 71.91270 71.91270 71.91270 71.91270 71.91270 71.91270 98.24776 88.16752
## 497 498 499 500 501 502 503 504
## 98.24776 98.24776 90.39030 90.39030 88.16752 71.91270 71.91270 98.24776
## 505 506 507 508 509 510 511 512
## 71.91270 71.91270 88.16752 88.16752 88.16752 88.16752 71.91270 88.16752
## 513 514 515 516 517 518 519 520
## 88.16752 71.91270 71.91270 71.91270 71.91270 71.91270 71.91270 79.66708
## 521 522 523 524 525 526 527 528
## 98.24776 79.66708 88.16752 71.91270 88.16752 79.66708 88.16752 71.91270
## 529 530 531 532 533 534 535 536
## 71.91270 98.24776 71.91270 70.00833 88.16752 71.91270 88.16752 71.91270
## 537 538 539 540 541 542 543 544
## 98.24776 98.24776 98.24776 71.91270 71.91270 71.91270 71.91270 88.16752
## 545 546 547 548 549 550 551 552
## 88.16752 88.16752 88.16752 88.16752 71.91270 79.66708 88.16752 88.16752
## 553 554 555 556 557 558 559 560
## 71.91270 88.16752 88.16752 79.66708 88.16752 88.16752 88.16752 88.16752
## 561 562 563 564 565 566 567 568
## 88.16752 98.24776 70.00833 98.24776 71.91270 88.16752 88.16752 88.16752
## 569 570 571 572 573 574 575 576
## 98.24776 98.24776 71.91270 98.24776 98.24776 71.91270 71.91270 71.91270
## 577 578 579 580 581 582 583 584
## 90.39030 71.91270 71.91270 79.66708 79.66708 79.66708 88.16752 71.91270
## 585 586 587 588 589 590 591 592
## 90.39030 71.91270 90.39030 98.24776 70.00833 98.24776 98.24776 70.00833
## 593 594 595 596 597 598 599 600
## 71.91270 88.16752 71.91270 79.66708 79.66708 71.91270 79.66708 98.24776
## 601 602 603 604 605 606 607 608
## 98.24776 79.66708 98.24776 71.91270 71.91270 71.91270 79.66708 79.66708
## 609 610 611 612 613 614 615 616
## 79.66708 79.66708 98.24776 98.24776 88.16752 79.66708 79.66708 98.24776
## 617 618 619 620 621 622 623 624
## 98.24776 71.91270 71.91270 71.91270 70.00833 98.24776 98.24776 133.65333
## 625 626 627 628 629 630 631 632
## 98.24776 98.24776 98.24776 71.91270 88.16752 98.24776 88.16752 98.24776
## 633 634 635 636 637 638 639 640
## 71.91270 71.91270 71.91270 79.66708 71.91270 71.91270 88.16752 79.66708
## 641 642 643 644 645 646 647 648
## 79.66708 88.16752 98.24776 71.91270 70.00833 90.39030 79.66708 79.66708
## 649 650 651 652 653 654 655 656
## 79.66708 79.66708 71.91270 88.16752 79.66708 79.66708 88.16752 71.91270
## 657 658 659 660 661 662 663 664
## 98.24776 71.91270 88.16752 79.66708 71.91270 71.91270 133.65333 133.65333
## 665 666 667 668 669 670 671 672
## 79.66708 79.66708 79.66708 88.16752 71.91270 71.91270 88.16752 88.16752
## 673 674 675 676 677 678 679 680
## 71.91270 79.66708 71.91270 88.16752 88.16752 71.91270 88.16752 88.16752
## 681 682 683 684 685 686 687 688
## 88.16752 71.91270 71.91270 71.91270 88.16752 71.91270 71.91270 88.16752
## 689 690 691 692 693 694 695 696
## 71.91270 71.91270 98.24776 98.24776 88.16752 90.39030 79.66708 90.39030
## 697 698 699 700 701 702 703 704
## 88.16752 71.91270 71.91270 79.66708 79.66708 71.91270 71.91270 88.16752
## 705 706 707 708 709 710 711 712
## 71.91270 98.24776 71.91270 71.91270 98.24776 71.91270 79.66708 98.24776
## 713 714 715 716 717 718 719 720
## 88.16752 71.91270 88.16752 98.24776 88.16752 71.91270 88.16752 79.66708
## 721 722 723 724 725 726 727 728
## 88.16752 79.66708 71.91270 71.91270 71.91270 71.91270 88.16752 79.66708
## 729 730 731 732 733 734 735 736
## 71.91270 98.24776 98.24776 98.24776 71.91270 79.66708 79.66708 79.66708
## 737 738 739 740 741 742 743 744
## 71.91270 79.66708 98.24776 71.91270 71.91270 71.91270 88.16752 98.24776
## 745 746 747 748 749 750 751 752
## 71.91270 71.91270 71.91270 71.91270 88.16752 70.00833 71.91270 88.16752
## 753 754 755 756 757 758 759 760
## 71.91270 88.16752 71.91270 70.00833 71.91270 98.24776 88.16752 88.16752
## 761 762 763 764 765 766 767 768
## 98.24776 98.24776 70.00833 71.91270 70.00833 71.91270 79.66708 71.91270
## 769 770 771 772 773 774 775 776
## 79.66708 79.66708 79.66708 79.66708 98.24776 98.24776 79.66708 88.16752
## 777 778 779 780 781 782 783 784
## 71.91270 88.16752 90.39030 90.39030 71.91270 98.24776 88.16752 79.66708
## 785 786 787 788 789 790 791 792
## 71.91270 71.91270 79.66708 88.16752 88.16752 71.91270 98.24776 98.24776
## 793 794 795 796 797 798 799 800
## 88.16752 88.16752 88.16752 88.16752 71.91270 71.91270 71.91270 88.16752
## 801 802 803 804 805 806 807 808
## 71.91270 71.91270 71.91270 79.66708 79.66708 79.66708 71.91270 71.91270
## 809 810 811 812 813 814 815 816
## 90.39030 71.91270 98.24776 98.24776 70.00833 90.39030 90.39030 71.91270
## 817 818 819 820 821 822 823 824
## 71.91270 88.16752 88.16752 90.39030 71.91270 71.91270 71.91270 79.66708
## 825 826 827 828 829 830 831 832
## 79.66708 88.16752 88.16752 98.24776 98.24776 88.16752 88.16752 98.24776
## 833 834 835 836 837 838 839 840
## 98.24776 79.66708 71.91270 71.91270 71.91270 79.66708 88.16752 71.91270
## 841 842 843 844 845 846 847 848
## 71.91270 71.91270 71.91270 79.66708 71.91270 88.16752 98.24776 90.39030
## 849 850 851 852 853 854 855 856
## 90.39030 98.24776 98.24776 79.66708 79.66708 79.66708 79.66708 98.24776
## 857 858 859 860 861 862 863 864
## 98.24776 98.24776 88.16752 88.16752 88.16752 71.91270 71.91270 71.91270
## 865 866 867 868 869 870 871 872
## 71.91270 71.91270 98.24776 88.16752 71.91270 88.16752 88.16752 71.91270
## 873 874 875 876 877 878 879 880
## 98.24776 88.16752 79.66708 88.16752 71.91270 98.24776 71.91270 71.91270
## 881 882 883 884 885 886 887 888
## 79.66708 71.91270 71.91270 79.66708 79.66708 79.66708 88.16752 88.16752
## 889 890 891 892 893 894 895 896
## 79.66708 71.91270 98.24776 98.24776 98.24776 98.24776 88.16752 79.66708
## 897 898 899 900 901 902 903 904
## 71.91270 71.91270 90.39030 71.91270 90.39030 90.39030 88.16752 71.91270
## 905 906 907 908 909 910 911 912
## 71.91270 90.39030 88.16752 88.16752 88.16752 79.66708 88.16752 71.91270
## 913 914 915 916 917 918 919 920
## 71.91270 71.91270 98.24776 98.24776 133.65333 71.91270 98.24776 71.91270
## 921 922 923 924 925 926 927 928
## 71.91270 79.66708 90.39030 71.91270 79.66708 88.16752 98.24776 98.24776
## 929 930 931 932 933 934 935 936
## 71.91270 98.24776 71.91270 71.91270 98.24776 88.16752 88.16752 71.91270
## 937 938 939 940 941 942 943 944
## 71.91270 71.91270 71.91270 79.66708 79.66708 79.66708 71.91270 88.16752
## 945 946 947 948 949 950 951 952
## 88.16752 90.39030 88.16752 71.91270 71.91270 71.91270 98.24776 79.66708
## 953 954 955 956 957 958 959 960
## 71.91270 71.91270 71.91270 98.24776 71.91270 98.24776 79.66708 79.66708
## 961 962 963 964 965 966 967 968
## 79.66708 88.16752 71.91270 90.39030 90.39030 71.91270 71.91270 71.91270
## 969 970 971 972 973 974 975 976
## 71.91270 79.66708 71.91270 79.66708 71.91270 79.66708 71.91270 71.91270
## 977 978 979 980 981 982 983 984
## 71.91270 71.91270 79.66708 88.16752 98.24776 71.91270 71.91270 88.16752
## 985 986 987 988 989 990 991 992
## 88.16752 88.16752 90.39030 88.16752 79.66708 71.91270 88.16752 71.91270
## 993 994 995 996 997 998 999 1000
## 79.66708 71.91270 71.91270 71.91270 79.66708 79.66708 71.91270 71.91270
## 1001 1002 1003 1004 1005 1006 1007 1008
## 88.16752 98.24776 88.16752 79.66708 79.66708 71.91270 71.91270 88.16752
## 1009 1010 1011 1012 1013 1014 1015 1016
## 88.16752 71.91270 71.91270 90.39030 71.91270 88.16752 79.66708 88.16752
## 1017 1018 1019 1020 1021 1022 1023 1024
## 88.16752 79.66708 71.91270 71.91270 71.91270 71.91270 88.16752 71.91270
## 1025 1026 1027 1028 1029 1030 1031 1032
## 71.91270 98.24776 71.91270 71.91270 71.91270 71.91270 88.16752 98.24776
## 1033 1034 1035 1036 1037 1038 1039 1040
## 79.66708 71.91270 88.16752 70.00833 70.00833 71.91270 90.39030 79.66708
## 1041 1042 1043 1044 1045 1046 1047 1048
## 79.66708 90.39030 90.39030 71.91270 88.16752 88.16752 88.16752 88.16752
## 1049 1050 1051 1052 1053 1054 1055 1056
## 98.24776 71.91270 88.16752 88.16752 98.24776 88.16752 133.65333 98.24776
## 1057 1058 1059 1060 1061 1062 1063 1064
## 98.24776 88.16752 70.00833 79.66708 79.66708 88.16752 88.16752 88.16752
## 1065 1066 1067 1068 1069 1070 1071 1072
## 71.91270 70.00833 88.16752 88.16752 88.16752 71.91270 90.39030 98.24776
## 1073 1074 1075 1076 1077 1078 1079 1080
## 88.16752 88.16752 71.91270 79.66708 70.00833 71.91270 98.24776 98.24776
## 1081 1082 1083 1084 1085 1086 1087 1088
## 88.16752 71.91270 88.16752 71.91270 88.16752 71.91270 70.00833 88.16752
## 1089 1090 1091 1092 1093 1094 1095 1096
## 71.91270 71.91270 98.24776 98.24776 88.16752 71.91270 71.91270 88.16752
## 1097 1098 1099 1100 1101 1102 1103 1104
## 71.91270 88.16752 71.91270 88.16752 98.24776 79.66708 70.00833 88.16752
## 1105 1106 1107 1108 1109 1110 1111 1112
## 98.24776 98.24776 90.39030 90.39030 88.16752 88.16752 90.39030 71.91270
## 1113 1114 1115 1116 1117 1118 1119 1120
## 88.16752 79.66708 79.66708 71.91270 90.39030 71.91270 79.66708 79.66708
## 1121 1122 1123 1124 1125 1126 1127 1128
## 71.91270 71.91270 88.16752 71.91270 71.91270 98.24776 98.24776 71.91270
## 1129 1130 1131 1132 1133 1134 1135 1136
## 71.91270 79.66708 79.66708 88.16752 71.91270 88.16752 88.16752 70.00833
## 1137 1138 1139 1140 1141 1142 1143 1144
## 88.16752 88.16752 88.16752 88.16752 88.16752 88.16752 88.16752 71.91270
## 1145 1146 1147 1148 1149 1150 1151 1152
## 71.91270 71.91270 71.91270 71.91270 71.91270 71.91270 79.66708 70.00833
## 1153 1154 1155 1156 1157 1158 1159 1160
## 70.00833 90.39030 90.39030 79.66708 79.66708 79.66708 70.00833 71.91270
## 1161 1162 1163 1164 1165 1166 1167 1168
## 71.91270 71.91270 71.91270 71.91270 71.91270 71.91270 88.16752 79.66708
## 1169 1170 1171 1172 1173 1174 1175 1176
## 71.91270 71.91270 98.24776 79.66708 79.66708 98.24776 79.66708 71.91270
## 1177 1178 1179 1180 1181 1182 1183 1184
## 71.91270 71.91270 79.66708 79.66708 79.66708 71.91270 71.91270 71.91270
## 1185 1186 1187 1188 1189 1190 1191 1192
## 71.91270 88.16752 98.24776 98.24776 71.91270 71.91270 79.66708 71.91270
## 1193 1194 1195 1196 1197 1198 1199 1200
## 79.66708 71.91270 88.16752 90.39030 90.39030 71.91270 71.91270 88.16752
## 1201 1202 1203 1204 1205 1206 1207 1208
## 88.16752 90.39030 71.91270 79.66708 71.91270 79.66708 79.66708 71.91270
## 1209 1210 1211 1212 1213 1214 1215 1216
## 71.91270 71.91270 71.91270 79.66708 70.00833 88.16752 98.24776 98.24776
## 1217 1218 1219 1220 1221 1222 1223 1224
## 71.91270 88.16752 71.91270 71.91270 79.66708 98.24776 98.24776 98.24776
## 1225 1226 1227 1228 1229 1230 1231 1232
## 79.66708 98.24776 71.91270 88.16752 88.16752 71.91270 88.16752 90.39030
## 1233 1234 1235 1236 1237 1238 1239 1240
## 71.91270 79.66708 98.24776 88.16752 79.66708 90.39030 90.39030 71.91270
## 1241 1242 1243 1244 1245 1246 1247 1248
## 71.91270 79.66708 98.24776 98.24776 88.16752 88.16752 88.16752 71.91270
## 1249 1250 1251 1252 1253 1254 1255 1256
## 71.91270 88.16752 88.16752 71.91270 79.66708 79.66708 98.24776 98.24776
## 1257 1258 1259 1260 1261 1262 1263 1264
## 98.24776 88.16752 98.24776 79.66708 71.91270 90.39030 90.39030 90.39030
## 1265 1266 1267 1268 1269 1270 1271 1272
## 71.91270 71.91270 71.91270 88.16752 88.16752 70.00833 70.00833 79.66708
## 1273 1274 1275 1276 1277 1278 1279 1280
## 79.66708 71.91270 71.91270 88.16752 71.91270 71.91270 71.91270 90.39030
## 1281 1282 1283 1284 1285 1286 1287 1288
## 90.39030 71.91270 98.24776 79.66708 79.66708 79.66708 79.66708 79.66708
## 1289 1290 1291 1292 1293 1294 1295 1296
## 79.66708 79.66708 98.24776 79.66708 79.66708 71.91270 79.66708 88.16752
## 1297 1298 1299 1300 1301 1302 1303 1304
## 71.91270 98.24776 98.24776 71.91270 88.16752 71.91270 79.66708 88.16752
## 1305 1306 1307 1308 1309 1310 1311 1312
## 79.66708 71.91270 90.39030 79.66708 79.66708 88.16752 88.16752 90.39030
## 1313 1314 1315 1316 1317 1318 1319 1320
## 90.39030 71.91270 88.16752 90.39030 90.39030 90.39030 71.91270 88.16752
## 1321 1322 1323 1324 1325 1326 1327 1328
## 71.91270 98.24776 88.16752 90.39030 71.91270 88.16752 88.16752 79.66708
## 1329 1330 1331 1332 1333 1334 1335 1336
## 98.24776 71.91270 71.91270 71.91270 71.91270 79.66708 79.66708 71.91270
## 1337 1338 1339 1340 1341 1342 1343 1344
## 71.91270 98.24776 71.91270 71.91270 71.91270 71.91270 98.24776 98.24776
## 1345 1346 1347 1348 1349 1350 1351 1352
## 88.16752 70.00833 71.91270 71.91270 71.91270 71.91270 88.16752 88.16752
## 1353 1354 1355 1356 1357 1358 1359 1360
## 88.16752 79.66708 79.66708 71.91270 79.66708 71.91270 90.39030 71.91270
## 1361 1362 1363 1364 1365 1366 1367 1368
## 79.66708 79.66708 71.91270 88.16752 98.24776 71.91270 88.16752 90.39030
## 1369 1370 1371 1372 1373 1374 1375 1376
## 90.39030 90.39030 90.39030 71.91270 88.16752 88.16752 88.16752 88.16752
## 1377 1378 1379 1380 1381 1382 1383 1384
## 71.91270 88.16752 71.91270 88.16752 71.91270 79.66708 79.66708 79.66708
## 1385 1386 1387 1388 1389 1390 1391 1392
## 90.39030 79.66708 98.24776 70.00833 71.91270 79.66708 98.24776 71.91270
## 1393 1394 1395 1396 1397 1398 1399 1400
## 98.24776 71.91270 88.16752 88.16752 71.91270 71.91270 79.66708 79.66708
## 1401 1402 1403 1404 1405 1406 1407 1408
## 88.16752 88.16752 88.16752 79.66708 71.91270 71.91270 71.91270 71.91270
## 1409 1410 1411 1412 1413 1414 1415 1416
## 88.16752 88.16752 98.24776 70.00833 98.24776 98.24776 71.91270 90.39030
## 1417 1418 1419 1420 1421 1422 1423 1424
## 98.24776 88.16752 88.16752 88.16752 71.91270 71.91270 71.91270 70.00833
## 1425 1426 1427 1428 1429 1430 1431 1432
## 88.16752 88.16752 71.91270 88.16752 88.16752 88.16752 98.24776 98.24776
## 1433 1434 1435 1436 1437 1438 1439 1440
## 79.66708 79.66708 79.66708 79.66708 71.91270 88.16752 71.91270 71.91270
## 1441 1442 1443 1444 1445 1446 1447 1448
## 71.91270 79.66708 98.24776 71.91270 71.91270 88.16752 88.16752 71.91270
## 1449 1450 1451 1452 1453 1454 1455 1456
## 79.66708 71.91270 88.16752 88.16752 79.66708 90.39030 90.39030 70.00833
## 1457 1458 1459 1460 1461 1462 1463 1464
## 90.39030 90.39030 90.39030 90.39030 79.66708 79.66708 71.91270 88.16752
## 1465 1466 1467 1468 1469 1470 1471 1472
## 71.91270 71.91270 79.66708 71.91270 98.24776 98.24776 98.24776 88.16752
## 1473 1474 1475 1476 1477 1478 1479 1480
## 90.39030 90.39030 71.91270 71.91270 71.91270 71.91270 79.66708 71.91270
## 1481 1482 1483 1484 1485 1486 1487 1488
## 88.16752 88.16752 98.24776 98.24776 88.16752 88.16752 88.16752 90.39030
## 1489 1490 1491 1492 1493 1494 1495 1496
## 98.24776 98.24776 98.24776 98.24776 71.91270 71.91270 71.91270 71.91270
## 1497 1498 1499 1500 1501 1502 1503 1504
## 71.91270 79.66708 79.66708 88.16752 88.16752 79.66708 79.66708 98.24776
## 1505 1506 1507 1508 1509 1510 1511 1512
## 90.39030 88.16752 88.16752 79.66708 79.66708 71.91270 90.39030 90.39030
## 1513 1514 1515 1516 1517 1518 1519 1520
## 71.91270 88.16752 71.91270 79.66708 71.91270 88.16752 71.91270 79.66708
## 1521 1522 1523 1524 1525 1526 1527 1528
## 79.66708 79.66708 71.91270 88.16752 88.16752 79.66708 71.91270 88.16752
## 1529 1530 1531 1532 1533 1534 1535 1536
## 71.91270 71.91270 71.91270 88.16752 88.16752 71.91270 71.91270 98.24776
## 1537 1538 1539 1540 1541 1542 1543 1544
## 79.66708 71.91270 79.66708 79.66708 88.16752 88.16752 88.16752 79.66708
## 1545 1546 1547 1548 1549 1550 1551 1552
## 88.16752 98.24776 71.91270 71.91270 79.66708 98.24776 98.24776 71.91270
## 1553 1554 1555 1556 1557 1558 1559 1560
## 98.24776 88.16752 79.66708 79.66708 88.16752 88.16752 88.16752 71.91270
## 1561 1562 1563 1564 1565 1566 1567 1568
## 79.66708 71.91270 71.91270 88.16752 88.16752 70.00833 71.91270 98.24776
## 1569 1570 1571 1572 1573 1574 1575 1576
## 71.91270 71.91270 88.16752 71.91270 98.24776 98.24776 71.91270 71.91270
## 1577 1578 1579 1580 1581 1582 1583 1584
## 88.16752 71.91270 98.24776 88.16752 79.66708 71.91270 71.91270 79.66708
## 1585 1586 1587 1588 1589 1590 1591 1592
## 79.66708 98.24776 71.91270 71.91270 88.16752 88.16752 88.16752 88.16752
## 1593 1594 1595 1596 1597 1598 1599 1600
## 88.16752 98.24776 79.66708 88.16752 98.24776 98.24776 71.91270 98.24776
## 1601 1602 1603 1604 1605 1606 1607 1608
## 88.16752 79.66708 79.66708 79.66708 79.66708 71.91270 71.91270 79.66708
## 1609 1610 1611 1612 1613 1614 1615 1616
## 79.66708 88.16752 71.91270 90.39030 90.39030 71.91270 88.16752 88.16752
## 1617 1618 1619 1620 1621 1622 1623 1624
## 88.16752 88.16752 98.24776 71.91270 88.16752 71.91270 71.91270 71.91270
## 1625 1626 1627 1628 1629 1630 1631 1632
## 71.91270 71.91270 88.16752 71.91270 71.91270 88.16752 71.91270 71.91270
## 1633 1634 1635 1636 1637 1638 1639 1640
## 71.91270 88.16752 70.00833 98.24776 79.66708 71.91270 71.91270 88.16752
## 1641 1642 1643 1644 1645 1646 1647 1648
## 71.91270 98.24776 88.16752 88.16752 98.24776 79.66708 79.66708 71.91270
## 1649 1650 1651 1652 1653 1654 1655 1656
## 71.91270 88.16752 98.24776 79.66708 88.16752 79.66708 79.66708 88.16752
## 1657 1658 1659 1660 1661 1662 1663 1664
## 70.00833 90.39030 71.91270 98.24776 98.24776 79.66708 71.91270 71.91270
## 1665 1666 1667 1668 1669 1670 1671 1672
## 71.91270 88.16752 88.16752 88.16752 90.39030 71.91270 71.91270 71.91270
## 1673 1674 1675 1676 1677 1678 1679 1680
## 71.91270 71.91270 71.91270 88.16752 88.16752 88.16752 88.16752 88.16752
## 1681 1682 1683 1684 1685 1686 1687 1688
## 71.91270 71.91270 98.24776 98.24776 79.66708 71.91270 71.91270 71.91270
## 1689 1690 1691 1692 1693 1694 1695 1696
## 90.39030 71.91270 79.66708 88.16752 71.91270 88.16752 88.16752 71.91270
## 1697 1698 1699 1700 1701 1702 1703 1704
## 70.00833 98.24776 88.16752 88.16752 88.16752 71.91270 79.66708 88.16752
## 1705 1706 1707 1708 1709 1710 1711 1712
## 88.16752 88.16752 90.39030 98.24776 90.39030 71.91270 71.91270 71.91270
## 1713 1714 1715 1716 1717 1718 1719 1720
## 98.24776 79.66708 88.16752 88.16752 88.16752 88.16752 88.16752 90.39030
## 1721 1722 1723 1724 1725 1726 1727 1728
## 71.91270 71.91270 98.24776 88.16752 71.91270 71.91270 88.16752 98.24776
## 1729 1730 1731 1732 1733 1734 1735 1736
## 71.91270 71.91270 71.91270 88.16752 88.16752 88.16752 88.16752 88.16752
## 1737 1738 1739 1740 1741 1742 1743 1744
## 88.16752 71.91270 71.91270 88.16752 98.24776 98.24776 70.00833 98.24776
## 1745 1746 1747 1748 1749 1750 1751 1752
## 98.24776 98.24776 98.24776 98.24776 88.16752 71.91270 71.91270 71.91270
## 1753 1754 1755 1756 1757 1758 1759 1760
## 71.91270 88.16752 98.24776 98.24776 90.39030 90.39030 71.91270 71.91270
## 1761 1762 1763 1764 1765 1766 1767 1768
## 71.91270 71.91270 133.65333 133.65333 133.65333 71.91270 88.16752 88.16752
## 1769 1770 1771 1772 1773 1774 1775 1776
## 79.66708 79.66708 79.66708 98.24776 98.24776 90.39030 90.39030 88.16752
## 1777 1778 1779 1780 1781 1782 1783 1784
## 79.66708 71.91270 71.91270 88.16752 88.16752 98.24776 71.91270 71.91270
## 1785 1786 1787 1788 1789 1790 1791 1792
## 71.91270 71.91270 71.91270 88.16752 98.24776 98.24776 88.16752 70.00833
## 1793 1794 1795 1796 1797 1798 1799 1800
## 71.91270 98.24776 79.66708 79.66708 98.24776 98.24776 98.24776 98.24776
## 1801 1802 1803 1804 1805 1806 1807 1808
## 71.91270 88.16752 88.16752 88.16752 88.16752 71.91270 71.91270 98.24776
## 1809 1810 1811 1812 1813 1814 1815 1816
## 98.24776 98.24776 71.91270 88.16752 88.16752 88.16752 88.16752 88.16752
## 1817 1818 1819 1820 1821 1822 1823 1824
## 71.91270 98.24776 88.16752 79.66708 88.16752 98.24776 98.24776 98.24776
## 1825 1826 1827 1828 1829 1830 1831 1832
## 71.91270 71.91270 71.91270 71.91270 79.66708 79.66708 88.16752 71.91270
## 1833 1834 1835 1836 1837 1838 1839 1840
## 98.24776 98.24776 98.24776 71.91270 88.16752 88.16752 71.91270 90.39030
## 1841 1842 1843 1844 1845 1846 1847 1848
## 98.24776 98.24776 71.91270 88.16752 71.91270 98.24776 98.24776 88.16752
## 1849 1850 1851 1852 1853 1854 1855 1856
## 88.16752 88.16752 88.16752 71.91270 71.91270 71.91270 71.91270 71.91270
## 1857 1858 1859 1860 1861 1862 1863 1864
## 71.91270 71.91270 71.91270 71.91270 88.16752 71.91270 71.91270 71.91270
## 1865 1866 1867 1868 1869 1870 1871 1872
## 71.91270 71.91270 71.91270 71.91270 88.16752 88.16752 71.91270 98.24776
## 1873 1874 1875 1876 1877 1878 1879 1880
## 71.91270 71.91270 88.16752 71.91270 71.91270 71.91270 71.91270 88.16752
## 1881 1882 1883 1884 1885 1886 1887 1888
## 88.16752 71.91270 88.16752 88.16752 71.91270 98.24776 98.24776 88.16752
## 1889 1890 1891 1892 1893 1894 1895 1896
## 88.16752 71.91270 71.91270 71.91270 71.91270 71.91270 71.91270 98.24776
## 1897 1898 1899 1900 1901 1902 1903 1904
## 98.24776 71.91270 71.91270 71.91270 71.91270 71.91270 71.91270 88.16752
## 1905 1906 1907 1908 1909 1910 1911 1912
## 88.16752 79.66708 90.39030 71.91270 88.16752 88.16752 71.91270 98.24776
## 1913 1914 1915 1916 1917 1918 1919 1920
## 71.91270 88.16752 79.66708 71.91270 71.91270 71.91270 71.91270 71.91270
## 1921 1922 1923 1924 1925 1926 1927 1928
## 79.66708 71.91270 70.00833 71.91270 88.16752 79.66708 98.24776 88.16752
## 1929 1930 1931 1932 1933 1934 1935 1936
## 88.16752 88.16752 71.91270 88.16752 79.66708 70.00833 88.16752 71.91270
## 1937 1938 1939 1940 1941 1942 1943 1944
## 71.91270 71.91270 71.91270 71.91270 88.16752 88.16752 88.16752 79.66708
## 1945 1946 1947 1948 1949 1950 1951 1952
## 88.16752 71.91270 71.91270 88.16752 98.24776 71.91270 71.91270 71.91270
## 1953 1954 1955 1956 1957 1958 1959 1960
## 71.91270 71.91270 71.91270 71.91270 71.91270 71.91270 98.24776 98.24776
## 1961 1962 1963 1964 1965 1966 1967 1968
## 79.66708 71.91270 98.24776 98.24776 79.66708 71.91270 79.66708 88.16752
## 1969 1970 1971 1972 1973 1974 1975 1976
## 88.16752 71.91270 88.16752 98.24776 88.16752 98.24776 88.16752 70.00833
## 1977 1978 1979 1980 1981 1982 1983 1984
## 88.16752 88.16752 71.91270 98.24776 98.24776 88.16752 90.39030 88.16752
## 1985 1986 1987 1988 1989 1990 1991 1992
## 71.91270 88.16752 88.16752 71.91270 88.16752 88.16752 88.16752 88.16752
## 1993 1994 1995 1996 1997 1998 1999 2000
## 90.39030 71.91270 71.91270 88.16752 79.66708 71.91270 71.91270 88.16752
## 2001 2002 2003 2004 2005 2006 2007 2008
## 88.16752 88.16752 88.16752 71.91270 71.91270 79.66708 79.66708 71.91270
## 2009 2010 2011 2012 2013 2014 2015 2016
## 90.39030 98.24776 98.24776 98.24776 88.16752 71.91270 71.91270 90.39030
## 2017 2018 2019 2020 2021 2022 2023 2024
## 88.16752 88.16752 71.91270 88.16752 71.91270 71.91270 98.24776 98.24776
## 2025 2026 2027 2028 2029 2030 2031 2032
## 88.16752 90.39030 88.16752 71.91270 88.16752 71.91270 90.39030 98.24776
## 2033 2034 2035 2036 2037 2038 2039 2040
## 88.16752 71.91270 79.66708 79.66708 71.91270 71.91270 71.91270 88.16752
## 2041 2042 2043 2044 2045 2046 2047 2048
## 71.91270 98.24776 88.16752 71.91270 88.16752 88.16752 90.39030 79.66708
## 2049 2050 2051 2052 2053 2054 2055 2056
## 79.66708 79.66708 71.91270 88.16752 88.16752 71.91270 88.16752 71.91270
## 2057 2058 2059 2060 2061 2062 2063 2064
## 71.91270 98.24776 71.91270 88.16752 88.16752 71.91270 88.16752 79.66708
## 2065 2066 2067 2068 2069 2070 2071 2072
## 71.91270 88.16752 88.16752 88.16752 98.24776 98.24776 98.24776 98.24776
## 2073 2074 2075 2076 2077 2078 2079 2080
## 88.16752 98.24776 71.91270 71.91270 71.91270 71.91270 71.91270 71.91270
## 2081 2082 2083 2084 2085 2086 2087 2088
## 71.91270 71.91270 71.91270 88.16752 88.16752 88.16752 98.24776 88.16752
## 2089 2090 2091 2092 2093 2094 2095 2096
## 90.39030 90.39030 79.66708 79.66708 71.91270 88.16752 88.16752 71.91270
## 2097 2098 2099 2100 2101 2102 2103 2104
## 71.91270 71.91270 88.16752 90.39030 70.00833 70.00833 88.16752 98.24776
## 2105 2106 2107 2108 2109 2110 2111 2112
## 71.91270 98.24776 88.16752 98.24776 71.91270 79.66708 71.91270 70.00833
## 2113 2114 2115 2116 2117 2118 2119 2120
## 98.24776 71.91270 71.91270 71.91270 71.91270 71.91270 70.00833 88.16752
## 2121 2122 2123 2124 2125 2126 2127 2128
## 88.16752 71.91270 98.24776 98.24776 90.39030 79.66708 98.24776 98.24776
## 2129 2130 2131 2132 2133 2134 2135 2136
## 88.16752 71.91270 88.16752 88.16752 88.16752 71.91270 88.16752 88.16752
## 2137 2138 2139 2140 2141 2142 2143 2144
## 88.16752 71.91270 71.91270 71.91270 88.16752 88.16752 88.16752 88.16752
## 2145 2146 2147 2148 2149 2150 2151 2152
## 79.66708 71.91270 98.24776 71.91270 79.66708 71.91270 71.91270 88.16752
## 2153 2154 2155 2156 2157 2158 2159 2160
## 90.39030 98.24776 98.24776 71.91270 71.91270 71.91270 71.91270 71.91270
## 2161 2162 2163 2164 2165 2166 2167 2168
## 88.16752 90.39030 71.91270 79.66708 79.66708 71.91270 79.66708 88.16752
## 2169 2170 2171 2172 2173 2174 2175 2176
## 90.39030 98.24776 88.16752 98.24776 98.24776 88.16752 71.91270 71.91270
## 2177 2178 2179 2180 2181 2182 2183 2184
## 79.66708 88.16752 79.66708 71.91270 79.66708 79.66708 79.66708 79.66708
## 2185 2186 2187 2188 2189 2190 2191 2192
## 79.66708 88.16752 90.39030 88.16752 98.24776 98.24776 71.91270 71.91270
## 2193 2194 2195 2196 2197 2198 2199 2200
## 88.16752 79.66708 71.91270 71.91270 71.91270 79.66708 79.66708 90.39030
## 2201 2202 2203 2204 2205 2206 2207 2208
## 71.91270 88.16752 88.16752 90.39030 79.66708 71.91270 71.91270 90.39030
## 2209 2210 2211 2212 2213 2214 2215 2216
## 88.16752 88.16752 88.16752 88.16752 71.91270 71.91270 71.91270 71.91270
## 2217 2218 2219 2220 2221 2222 2223 2224
## 71.91270 79.66708 79.66708 71.91270 71.91270 71.91270 71.91270 88.16752
## 2225 2226 2227 2228 2229 2230 2231 2232
## 71.91270 90.39030 79.66708 79.66708 79.66708 79.66708 79.66708 71.91270
## 2233 2234 2235 2236 2237 2238 2239 2240
## 71.91270 71.91270 98.24776 79.66708 98.24776 98.24776 98.24776 98.24776
## 2241 2242 2243 2244 2245 2246 2247 2248
## 88.16752 88.16752 71.91270 71.91270 71.91270 88.16752 88.16752 79.66708
## 2249 2250 2251 2252 2253 2254 2255 2256
## 90.39030 98.24776 88.16752 71.91270 90.39030 90.39030 71.91270 98.24776
## 2257 2258 2259 2260 2261 2262 2263 2264
## 90.39030 71.91270 71.91270 71.91270 71.91270 71.91270 88.16752 71.91270
## 2265 2266 2267 2268 2269 2270 2271 2272
## 71.91270 79.66708 79.66708 71.91270 71.91270 98.24776 88.16752 88.16752
## 2273 2274 2275 2276 2277 2278 2279 2280
## 88.16752 88.16752 88.16752 90.39030 90.39030 90.39030 79.66708 98.24776
## 2281 2282 2283 2284 2285 2286 2287 2288
## 88.16752 88.16752 79.66708 79.66708 98.24776 98.24776 88.16752 70.00833
## 2289 2290 2291 2292 2293 2294 2295 2296
## 70.00833 71.91270 90.39030 71.91270 88.16752 71.91270 79.66708 88.16752
## 2297 2298 2299 2300 2301 2302 2303 2304
## 88.16752 70.00833 79.66708 70.00833 79.66708 71.91270 88.16752 71.91270
## 2305 2306 2307 2308 2309 2310 2311 2312
## 71.91270 71.91270 90.39030 90.39030 88.16752 79.66708 88.16752 88.16752
## 2313 2314 2315 2316 2317 2318 2319 2320
## 98.24776 98.24776 98.24776 88.16752 71.91270 71.91270 71.91270 71.91270
## 2321 2322 2323 2324 2325 2326 2327 2328
## 90.39030 70.00833 98.24776 71.91270 71.91270 71.91270 88.16752 71.91270
## 2329 2330 2331 2332 2333 2334 2335 2336
## 71.91270 71.91270 79.66708 70.00833 71.91270 71.91270 98.24776 98.24776
## 2337 2338 2339 2340 2341 2342 2343 2344
## 98.24776 70.00833 90.39030 70.00833 90.39030 79.66708 71.91270 71.91270
## 2345 2346 2347 2348 2349 2350 2351 2352
## 79.66708 71.91270 79.66708 70.00833 79.66708 98.24776 98.24776 98.24776
## 2353 2354 2355 2356 2357 2358 2359 2360
## 79.66708 79.66708 71.91270 90.39030 90.39030 90.39030 98.24776 71.91270
## 2361 2362 2363 2364 2365 2366 2367 2368
## 98.24776 98.24776 71.91270 71.91270 71.91270 71.91270 71.91270 88.16752
## 2369 2370 2371 2372 2373 2374 2375 2376
## 71.91270 98.24776 98.24776 98.24776 98.24776 98.24776 98.24776 71.91270
## 2377 2378 2379 2380 2381 2382 2383 2384
## 71.91270 71.91270 79.66708 88.16752 71.91270 71.91270 71.91270 98.24776
## 2385 2386 2387 2388 2389 2390 2391 2392
## 79.66708 98.24776 98.24776 98.24776 98.24776 88.16752 90.39030 71.91270
## 2393 2394 2395 2396 2397 2398 2399 2400
## 71.91270 71.91270 98.24776 71.91270 71.91270 71.91270 71.91270 70.00833
## 2401 2402 2403 2404 2405 2406 2407 2408
## 98.24776 71.91270 71.91270 71.91270 88.16752 88.16752 90.39030 88.16752
## 2409 2410 2411 2412 2413 2414 2415 2416
## 88.16752 98.24776 88.16752 88.16752 71.91270 88.16752 88.16752 98.24776
## 2417 2418 2419 2420 2421 2422 2423 2424
## 71.91270 90.39030 79.66708 98.24776 98.24776 98.24776 88.16752 88.16752
## 2425 2426 2427 2428 2429 2430 2431 2432
## 90.39030 88.16752 70.00833 98.24776 90.39030 98.24776 71.91270 88.16752
## 2433 2434 2435 2436 2437 2438 2439 2440
## 88.16752 88.16752 88.16752 88.16752 88.16752 88.16752 88.16752 71.91270
## 2441 2442 2443 2444 2445 2446 2447 2448
## 71.91270 79.66708 71.91270 71.91270 71.91270 71.91270 88.16752 90.39030
## 2449 2450 2451 2452 2453 2454 2455 2456
## 79.66708 79.66708 90.39030 71.91270 70.00833 70.00833 88.16752 71.91270
## 2457 2458 2459 2460 2461 2462 2463 2464
## 71.91270 71.91270 71.91270 88.16752 88.16752 88.16752 71.91270 71.91270
## 2465 2466 2467 2468 2469 2470 2471 2472
## 71.91270 98.24776 71.91270 90.39030 98.24776 79.66708 88.16752 88.16752
## 2473 2474 2475 2476 2477 2478 2479 2480
## 98.24776 71.91270 90.39030 88.16752 88.16752 88.16752 88.16752 88.16752
## 2481 2482 2483 2484 2485 2486 2487 2488
## 71.91270 71.91270 70.00833 88.16752 71.91270 133.65333 79.66708 88.16752
## 2489 2490 2491 2492 2493 2494 2495 2496
## 71.91270 71.91270 71.91270 79.66708 71.91270 88.16752 71.91270 88.16752
## 2497 2498 2499 2500 2501 2502 2503 2504
## 71.91270 71.91270 71.91270 98.24776 79.66708 71.91270 98.24776 98.24776
## 2505 2506 2507 2508 2509 2510 2511 2512
## 98.24776 98.24776 79.66708 88.16752 88.16752 88.16752 88.16752 71.91270
## 2513 2514 2515 2516 2517 2518 2519 2520
## 98.24776 98.24776 98.24776 90.39030 98.24776 98.24776 70.00833 70.00833
## 2521 2522 2523 2524 2525 2526 2527 2528
## 79.66708 79.66708 79.66708 90.39030 88.16752 71.91270 71.91270 79.66708
## 2529 2530 2531 2532 2533 2534 2535 2536
## 71.91270 71.91270 98.24776 98.24776 88.16752 88.16752 71.91270 71.91270
## 2537 2538 2539 2540 2541 2542 2543 2544
## 79.66708 79.66708 90.39030 98.24776 98.24776 71.91270 71.91270 71.91270
## 2545 2546 2547 2548 2549 2550 2551 2552
## 71.91270 88.16752 79.66708 79.66708 79.66708 88.16752 88.16752 88.16752
## 2553 2554 2555 2556 2557 2558 2559 2560
## 71.91270 88.16752 90.39030 90.39030 71.91270 71.91270 71.91270 71.91270
## 2561 2562 2563 2564 2565 2566 2567 2568
## 98.24776 98.24776 98.24776 88.16752 98.24776 98.24776 71.91270 71.91270
## 2569 2570 2571 2572 2573 2574 2575 2576
## 88.16752 98.24776 71.91270 71.91270 71.91270 88.16752 88.16752 88.16752
## 2577 2578 2579 2580 2581 2582 2583 2584
## 71.91270 70.00833 88.16752 88.16752 88.16752 79.66708 71.91270 98.24776
## 2585 2586 2587 2588 2589 2590 2591 2592
## 71.91270 79.66708 88.16752 71.91270 71.91270 79.66708 79.66708 88.16752
## 2593 2594 2595 2596 2597 2598 2599 2600
## 71.91270 90.39030 90.39030 90.39030 71.91270 70.00833 88.16752 70.00833
## 2601 2602 2603 2604 2605 2606 2607 2608
## 70.00833 88.16752 90.39030 90.39030 90.39030 90.39030 88.16752 71.91270
## 2609 2610 2611 2612 2613 2614 2615 2616
## 71.91270 88.16752 70.00833 90.39030 90.39030 90.39030 88.16752 88.16752
## 2617 2618 2619 2620 2621 2622 2623 2624
## 79.66708 79.66708 79.66708 98.24776 98.24776 71.91270 88.16752 71.91270
## 2625 2626 2627 2628 2629 2630 2631 2632
## 71.91270 88.16752 90.39030 71.91270 70.00833 71.91270 71.91270 71.91270
## 2633 2634 2635 2636 2637 2638 2639 2640
## 79.66708 88.16752 88.16752 88.16752 88.16752 90.39030 71.91270 71.91270
## 2641 2642 2643 2644 2645 2646 2647 2648
## 79.66708 79.66708 98.24776 88.16752 71.91270 71.91270 71.91270 90.39030
## 2649 2650 2651 2652 2653 2654 2655 2656
## 98.24776 79.66708 79.66708 79.66708 79.66708 88.16752 71.91270 88.16752
## 2657 2658 2659 2660 2661 2662 2663 2664
## 88.16752 88.16752 88.16752 70.00833 79.66708 79.66708 88.16752 71.91270
## 2665 2666 2667 2668 2669 2670 2671 2672
## 79.66708 79.66708 88.16752 98.24776 88.16752 88.16752 71.91270 71.91270
## 2673 2674 2675 2676 2677 2678 2679 2680
## 71.91270 71.91270 71.91270 79.66708 79.66708 71.91270 79.66708 88.16752
## 2681 2682 2683 2684 2685 2686 2687 2688
## 90.39030 90.39030 90.39030 88.16752 88.16752 88.16752 71.91270 71.91270
## 2689 2690 2691 2692 2693 2694 2695 2696
## 71.91270 71.91270 71.91270 71.91270 98.24776 98.24776 79.66708 71.91270
## 2697 2698 2699 2700 2701 2702 2703 2704
## 90.39030 98.24776 98.24776 88.16752 88.16752 71.91270 71.91270 98.24776
## 2705 2706 2707 2708 2709 2710 2711 2712
## 98.24776 88.16752 88.16752 98.24776 71.91270 70.00833 70.00833 98.24776
## 2713 2714 2715 2716 2717 2718 2719 2720
## 88.16752 88.16752 98.24776 98.24776 71.91270 71.91270 88.16752 88.16752
## 2721 2722 2723 2724 2725 2726 2727 2728
## 79.66708 79.66708 79.66708 71.91270 98.24776 88.16752 79.66708 71.91270
## 2729 2730 2731 2732 2733 2734 2735 2736
## 71.91270 71.91270 88.16752 88.16752 71.91270 71.91270 88.16752 88.16752
## 2737 2738 2739 2740 2741 2742 2743 2744
## 88.16752 71.91270 88.16752 88.16752 90.39030 71.91270 71.91270 79.66708
## 2745 2746 2747 2748 2749 2750 2751 2752
## 79.66708 88.16752 98.24776 71.91270 71.91270 90.39030 71.91270 71.91270
## 2753 2754 2755 2756 2757 2758 2759 2760
## 88.16752 79.66708 79.66708 79.66708 79.66708 98.24776 71.91270 71.91270
## 2761 2762 2763 2764 2765 2766 2767 2768
## 71.91270 79.66708 98.24776 79.66708 88.16752 88.16752 79.66708 70.00833
## 2769 2770 2771 2772 2773 2774 2775 2776
## 70.00833 88.16752 88.16752 88.16752 71.91270 71.91270 79.66708 98.24776
## 2777 2778 2779 2780 2781 2782 2783 2784
## 98.24776 98.24776 98.24776 71.91270 71.91270 79.66708 79.66708 88.16752
## 2785 2786 2787 2788 2789 2790 2791 2792
## 71.91270 88.16752 88.16752 88.16752 88.16752 88.16752 71.91270 71.91270
## 2793 2794 2795 2796 2797 2798 2799 2800
## 71.91270 71.91270 79.66708 88.16752 88.16752 71.91270 88.16752 88.16752
## 2801 2802 2803 2804 2805 2806 2807 2808
## 88.16752 88.16752 70.00833 70.00833 88.16752 88.16752 88.16752 71.91270
## 2809 2810 2811 2812 2813 2814 2815 2816
## 71.91270 98.24776 90.39030 90.39030 79.66708 71.91270 88.16752 88.16752
## 2817 2818 2819 2820 2821 2822 2823 2824
## 88.16752 79.66708 88.16752 133.65333 133.65333 88.16752 79.66708 88.16752
## 2825 2826 2827 2828 2829 2830 2831 2832
## 70.00833 70.00833 88.16752 79.66708 71.91270 71.91270 88.16752 71.91270
## 2833 2834 2835 2836 2837 2838 2839 2840
## 88.16752 79.66708 98.24776 79.66708 88.16752 79.66708 88.16752 71.91270
## 2841 2842 2843 2844 2845 2846 2847 2848
## 71.91270 88.16752 133.65333 133.65333 71.91270 71.91270 88.16752 71.91270
## 2849 2850 2851 2852 2853 2854 2855 2856
## 71.91270 98.24776 98.24776 98.24776 79.66708 88.16752 71.91270 71.91270
## 2857 2858 2859 2860 2861 2862 2863 2864
## 71.91270 71.91270 90.39030 88.16752 88.16752 88.16752 71.91270 98.24776
## 2865 2866 2867 2868 2869 2870 2871 2872
## 71.91270 88.16752 71.91270 88.16752 88.16752 88.16752 88.16752 79.66708MSE_dectree <- mean((dec_tree_pred - nhanes_test$Weight)^2)
MSE_dectree## [1] 334.6264rf_pred <- predict(nhanes_train_rf, nhanes_test)
rf_pred## 1 2 3 4 5 6 7 8
## 91.77570 103.45613 93.62301 85.90563 75.77411 75.77411 77.04329 87.65186
## 9 10 11 12 13 14 15 16
## 87.65186 87.65186 87.65186 78.56415 89.06767 77.79766 77.79766 73.13047
## 17 18 19 20 21 22 23 24
## 73.13047 63.76275 67.14757 72.54259 72.54259 79.75898 79.75898 79.75898
## 25 26 27 28 29 30 31 32
## 79.75898 69.50162 69.50162 69.17827 85.87352 96.73292 78.41879 84.59617
## 33 34 35 36 37 38 39 40
## 77.61602 105.57507 105.57507 105.57507 61.08209 63.03534 63.03534 80.82848
## 41 42 43 44 45 46 47 48
## 70.86806 92.26734 82.22403 69.01534 65.41198 63.06642 69.95330 72.10338
## 49 50 51 52 53 54 55 56
## 68.54365 83.89132 82.77043 77.88650 77.88650 77.88650 84.11842 89.68392
## 57 58 59 60 61 62 63 64
## 89.68392 79.70215 94.60670 89.79294 89.21816 91.50900 69.16661 79.11849
## 65 66 67 68 69 70 71 72
## 79.30947 77.31551 66.98751 97.50907 79.66145 83.13468 63.99225 80.22013
## 73 74 75 76 77 78 79 80
## 82.99590 85.74944 99.61668 95.02102 95.02102 92.17070 68.47831 93.45881
## 81 82 83 84 85 86 87 88
## 73.25566 81.91810 78.03569 78.03569 66.78961 66.78961 92.47397 61.62657
## 89 90 91 92 93 94 95 96
## 105.40778 105.40778 105.40778 95.07828 71.17714 95.92342 92.62682 82.93616
## 97 98 99 100 101 102 103 104
## 82.93616 81.23991 97.60295 109.73628 80.80462 74.35761 93.22760 86.33888
## 105 106 107 108 109 110 111 112
## 86.33888 83.51406 83.51406 94.86591 90.71755 90.71755 102.39048 105.50848
## 113 114 115 116 117 118 119 120
## 105.50848 56.64726 83.20883 99.33841 96.51548 93.93375 89.96079 89.96079
## 121 122 123 124 125 126 127 128
## 83.30225 70.57411 80.74548 79.18269 81.67836 67.51757 75.81560 73.15860
## 129 130 131 132 133 134 135 136
## 91.97556 82.98098 89.57518 99.67757 99.67757 72.37363 70.49524 76.41660
## 137 138 139 140 141 142 143 144
## 76.41660 81.87503 84.18685 94.19103 87.55960 66.82509 66.82509 82.45675
## 145 146 147 148 149 150 151 152
## 82.45675 72.46760 103.99181 103.99181 87.18550 100.40503 83.15928 77.65985
## 153 154 155 156 157 158 159 160
## 77.65985 69.83654 94.95909 81.31636 94.63318 76.63176 80.91135 72.87645
## 161 162 163 164 165 166 167 168
## 72.53575 80.63636 71.10724 84.36254 75.90619 107.95154 70.23042 78.35008
## 169 170 171 172 173 174 175 176
## 92.31673 74.82937 67.67393 93.53467 97.44652 89.15154 76.00787 76.00787
## 177 178 179 180 181 182 183 184
## 121.24879 79.27755 91.59814 101.92311 81.47467 82.14966 85.20189 73.94943
## 185 186 187 188 189 190 191 192
## 73.02841 85.59414 95.94805 95.94805 87.61374 72.24567 76.60954 83.76931
## 193 194 195 196 197 198 199 200
## 69.95780 77.85727 72.65206 72.65206 75.65994 76.51722 86.57745 75.38893
## 201 202 203 204 205 206 207 208
## 75.38893 85.84489 113.26945 109.13013 53.58816 93.51845 78.09623 94.71800
## 209 210 211 212 213 214 215 216
## 82.32187 82.32187 84.40740 94.31890 73.81548 84.01736 84.01736 62.77386
## 217 218 219 220 221 222 223 224
## 73.96883 109.68580 100.88213 67.11290 74.13041 68.69790 73.03763 90.98386
## 225 226 227 228 229 230 231 232
## 90.98386 72.73048 74.27147 86.96294 85.69015 100.96410 78.72012 75.63083
## 233 234 235 236 237 238 239 240
## 97.74539 77.89523 107.86483 107.86483 68.68618 99.55588 99.55588 99.55588
## 241 242 243 244 245 246 247 248
## 63.97149 78.41290 78.41290 75.46037 93.24671 104.54021 70.81884 81.24409
## 249 250 251 252 253 254 255 256
## 74.53400 74.53400 88.59492 81.26120 95.17560 95.17560 82.21856 75.69129
## 257 258 259 260 261 262 263 264
## 86.64049 96.55930 93.93664 89.60270 89.60270 82.43446 76.98210 60.72980
## 265 266 267 268 269 270 271 272
## 69.77257 92.72266 82.32799 110.68976 88.76996 88.76996 88.87627 90.96028
## 273 274 275 276 277 278 279 280
## 90.96028 71.64524 92.72126 92.72126 68.30062 71.86349 80.89418 95.07091
## 281 282 283 284 285 286 287 288
## 95.07091 77.60901 76.09627 73.71658 91.58715 91.58715 91.58715 110.83364
## 289 290 291 292 293 294 295 296
## 76.63976 72.01297 78.23241 78.23241 85.63836 82.98632 96.54271 75.23647
## 297 298 299 300 301 302 303 304
## 75.23647 63.62602 75.89002 75.59034 109.14203 106.17449 98.07833 98.07833
## 305 306 307 308 309 310 311 312
## 63.85281 78.38192 67.77875 71.19637 96.98038 82.35900 82.35900 100.49969
## 313 314 315 316 317 318 319 320
## 100.49969 97.79055 95.78845 93.61247 92.33424 88.93913 73.81035 98.34288
## 321 322 323 324 325 326 327 328
## 79.74618 76.71924 76.71924 83.67863 83.67863 88.62336 84.58299 84.58299
## 329 330 331 332 333 334 335 336
## 88.75453 88.75453 95.82800 67.33348 75.82696 78.44625 65.34721 71.63698
## 337 338 339 340 341 342 343 344
## 89.39088 89.39088 96.80284 84.70706 76.38678 77.20395 74.12549 97.97605
## 345 346 347 348 349 350 351 352
## 76.86270 90.18822 95.88937 83.47473 90.61002 90.61002 94.40730 106.76539
## 353 354 355 356 357 358 359 360
## 106.76539 106.76539 90.06732 90.06732 99.99185 99.99185 66.95937 97.34514
## 361 362 363 364 365 366 367 368
## 65.61609 88.94793 68.03285 91.21697 73.18177 94.25207 92.29820 92.29820
## 369 370 371 372 373 374 375 376
## 89.68819 89.68819 78.66045 71.12405 73.49358 71.96401 92.63111 92.63111
## 377 378 379 380 381 382 383 384
## 86.58044 74.80233 80.57450 94.72532 87.35589 95.57734 73.95544 85.09566
## 385 386 387 388 389 390 391 392
## 68.17626 86.53533 68.80297 68.80297 88.70871 68.17774 94.95348 89.88455
## 393 394 395 396 397 398 399 400
## 89.88455 90.26221 87.05709 73.01405 73.61790 76.29021 95.46080 74.07142
## 401 402 403 404 405 406 407 408
## 91.76551 70.05493 76.39459 76.39459 76.39459 73.48126 82.45472 82.50164
## 409 410 411 412 413 414 415 416
## 70.59044 89.30571 67.72381 95.95686 92.62643 71.95078 87.47895 73.35054
## 417 418 419 420 421 422 423 424
## 77.21677 77.21677 75.16910 83.07457 86.04097 87.92115 86.03081 75.36256
## 425 426 427 428 429 430 431 432
## 75.36256 76.72690 75.70432 86.78428 69.42436 74.10324 74.70610 84.60836
## 433 434 435 436 437 438 439 440
## 85.48794 85.48794 108.80834 108.80834 82.09463 80.06187 80.06187 85.01499
## 441 442 443 444 445 446 447 448
## 77.23528 92.53285 93.14895 77.77828 77.77828 77.77828 85.15936 94.84215
## 449 450 451 452 453 454 455 456
## 94.19894 71.60972 71.03741 84.23626 84.23626 68.77074 68.77074 76.78667
## 457 458 459 460 461 462 463 464
## 95.52562 54.90542 54.90542 87.79026 94.23152 94.23152 94.23152 74.66173
## 465 466 467 468 469 470 471 472
## 96.29439 78.92184 74.35497 74.35497 80.93445 69.66784 69.66784 81.11182
## 473 474 475 476 477 478 479 480
## 81.47381 68.14648 68.14648 68.14648 68.14648 69.58541 94.19845 85.56922
## 481 482 483 484 485 486 487 488
## 85.56922 65.32834 55.15860 55.15860 81.81567 90.30017 63.89086 63.89086
## 489 490 491 492 493 494 495 496
## 58.23662 61.99213 61.99213 74.78256 74.01755 75.91706 109.59134 97.93490
## 497 498 499 500 501 502 503 504
## 96.25879 96.25879 110.78247 110.78247 88.83545 63.80017 79.71351 106.82613
## 505 506 507 508 509 510 511 512
## 68.04571 69.00609 86.81666 100.52919 100.52919 82.95279 71.67661 76.80721
## 513 514 515 516 517 518 519 520
## 87.40415 75.13559 75.13559 79.42314 76.53864 65.21523 78.64531 78.44783
## 521 522 523 524 525 526 527 528
## 95.19078 75.48951 85.39768 72.41531 97.09451 77.59911 101.18477 70.74413
## 529 530 531 532 533 534 535 536
## 70.74413 103.51154 67.11316 76.69099 80.47602 68.64914 88.30586 61.99682
## 537 538 539 540 541 542 543 544
## 84.81989 84.81989 92.00297 72.27254 70.19012 70.19012 53.91620 82.22062
## 545 546 547 548 549 550 551 552
## 82.22062 89.80673 89.80673 92.11638 72.16155 76.01489 76.62617 79.81973
## 553 554 555 556 557 558 559 560
## 77.79232 94.27495 96.11448 89.10084 84.42601 85.81829 85.81829 87.65438
## 561 562 563 564 565 566 567 568
## 87.65438 92.13854 69.97362 80.86021 79.77449 83.96159 83.96159 83.96159
## 569 570 571 572 573 574 575 576
## 102.04798 102.04798 77.77645 98.58559 98.58559 57.02907 69.40022 69.40022
## 577 578 579 580 581 582 583 584
## 77.86067 68.93976 71.76763 81.19299 81.19299 81.19299 86.09765 81.99560
## 585 586 587 588 589 590 591 592
## 89.84582 75.59424 93.09400 115.05569 81.52790 105.16540 105.16540 72.00013
## 593 594 595 596 597 598 599 600
## 78.91709 77.44962 71.33584 84.60467 84.60467 69.48146 72.72504 91.00448
## 601 602 603 604 605 606 607 608
## 104.16627 77.92844 90.20707 60.74324 60.74324 73.42802 79.28234 79.28234
## 609 610 611 612 613 614 615 616
## 79.28234 81.32523 103.98527 103.98527 80.01357 95.66447 78.49423 100.10818
## 617 618 619 620 621 622 623 624
## 101.21432 71.96091 72.19663 71.54157 73.86247 97.55267 98.58890 147.50396
## 625 626 627 628 629 630 631 632
## 102.72661 92.76754 91.99519 81.57737 84.77866 93.51402 106.52179 90.86770
## 633 634 635 636 637 638 639 640
## 69.17883 69.17883 65.02666 74.74134 69.30763 69.30763 88.55952 78.88182
## 641 642 643 644 645 646 647 648
## 83.38591 84.47867 93.03670 68.52474 75.40134 106.67937 81.08427 79.36189
## 649 650 651 652 653 654 655 656
## 79.54891 79.54891 82.43292 82.37082 81.87503 81.87503 77.57744 56.21986
## 657 658 659 660 661 662 663 664
## 98.46630 73.47086 96.25195 79.03374 71.10812 80.10625 151.13794 151.13794
## 665 666 667 668 669 670 671 672
## 84.46179 84.46179 84.46179 103.07596 69.85221 66.63347 87.70512 87.70512
## 673 674 675 676 677 678 679 680
## 73.56843 74.46223 73.14461 98.52717 98.52717 75.23316 88.21609 91.54789
## 681 682 683 684 685 686 687 688
## 77.02395 69.20921 70.12944 70.86801 90.90531 68.26432 62.99334 87.56182
## 689 690 691 692 693 694 695 696
## 74.54042 70.42298 106.02254 96.67472 92.52111 91.03616 83.28194 83.18337
## 697 698 699 700 701 702 703 704
## 93.32601 67.14733 81.07524 92.91551 92.91551 70.80484 66.49020 87.61833
## 705 706 707 708 709 710 711 712
## 70.03826 107.74664 62.78660 62.78660 95.53841 61.33534 81.69442 102.49106
## 713 714 715 716 717 718 719 720
## 78.44045 74.69639 86.02143 92.97719 97.00815 77.43603 99.69034 74.22048
## 721 722 723 724 725 726 727 728
## 87.86173 74.97371 75.64746 70.78388 70.78388 72.19952 85.28080 82.05756
## 729 730 731 732 733 734 735 736
## 76.77791 105.35672 105.35672 105.35672 70.89448 79.06279 76.27777 76.27777
## 737 738 739 740 741 742 743 744
## 75.84644 78.95246 79.90924 74.02708 77.57720 66.36697 84.17343 112.06649
## 745 746 747 748 749 750 751 752
## 81.45766 81.45766 81.45766 75.12896 78.70600 67.87039 68.39208 74.84039
## 753 754 755 756 757 758 759 760
## 71.71833 80.95423 62.20616 70.52765 71.46057 106.82913 92.59902 81.72970
## 761 762 763 764 765 766 767 768
## 105.31633 105.31633 72.05590 75.65365 70.45723 54.95902 91.25496 71.66823
## 769 770 771 772 773 774 775 776
## 73.63801 73.63801 73.63801 73.63801 93.44675 93.44675 78.43367 86.93547
## 777 778 779 780 781 782 783 784
## 67.66267 92.99143 92.71138 92.71138 69.38518 94.84657 83.26765 78.15197
## 785 786 787 788 789 790 791 792
## 78.42200 71.84212 76.48250 100.57730 100.57730 68.78756 96.24340 96.24340
## 793 794 795 796 797 798 799 800
## 98.22013 98.22083 98.22083 98.22083 82.80836 82.80836 82.80836 80.61390
## 801 802 803 804 805 806 807 808
## 64.36573 64.36573 67.97031 82.48001 82.48001 76.71437 62.37272 69.70429
## 809 810 811 812 813 814 815 816
## 91.13652 69.41009 99.66299 99.66299 69.64510 88.38660 88.38660 77.02805
## 817 818 819 820 821 822 823 824
## 77.02805 94.36461 87.09791 88.84366 78.80180 78.80180 78.80180 75.47531
## 825 826 827 828 829 830 831 832
## 75.47531 100.41225 100.41225 97.62855 97.62855 88.23688 89.09520 89.95507
## 833 834 835 836 837 838 839 840
## 100.65272 79.41052 75.59720 69.89882 69.89882 79.40941 101.97084 79.64599
## 841 842 843 844 845 846 847 848
## 79.64599 79.64599 75.37380 74.40036 71.22014 85.56101 130.84790 88.49302
## 849 850 851 852 853 854 855 856
## 88.49302 97.07237 103.24337 76.63467 79.45805 79.45805 79.78691 115.53516
## 857 858 859 860 861 862 863 864
## 96.46050 96.46050 91.11561 91.11561 88.69781 65.44231 72.51250 70.69476
## 865 866 867 868 869 870 871 872
## 70.69476 70.69476 99.72478 83.04804 64.99525 101.17449 101.17449 62.91427
## 873 874 875 876 877 878 879 880
## 104.04301 91.88165 78.80718 90.08186 68.68055 98.82522 68.15644 68.15644
## 881 882 883 884 885 886 887 888
## 79.99700 68.91926 80.79697 85.02493 85.02493 85.02493 80.13390 80.99069
## 889 890 891 892 893 894 895 896
## 73.86490 67.48926 94.36355 94.09497 94.09497 94.09497 94.75236 89.65896
## 897 898 899 900 901 902 903 904
## 73.53177 73.53177 87.97784 74.11838 86.19129 86.19129 88.89889 77.00121
## 905 906 907 908 909 910 911 912
## 79.45747 103.06434 86.88379 86.88379 86.88379 77.49344 83.97456 77.39221
## 913 914 915 916 917 918 919 920
## 59.95473 74.70266 99.06273 99.06273 116.83435 72.60339 93.06451 66.93037
## 921 922 923 924 925 926 927 928
## 66.08363 78.15642 80.91329 70.77904 84.60795 85.24220 102.36769 108.52983
## 929 930 931 932 933 934 935 936
## 76.74107 105.08907 74.40240 76.06445 93.15584 84.77755 84.77755 70.65854
## 937 938 939 940 941 942 943 944
## 74.79237 74.79237 74.79237 84.58252 68.04647 68.04647 78.13252 84.26576
## 945 946 947 948 949 950 951 952
## 91.15835 80.27214 79.05607 74.61519 72.67713 80.82399 95.29095 79.38954
## 953 954 955 956 957 958 959 960
## 71.65838 60.55097 78.23653 89.46061 76.10598 93.36514 83.69898 79.01430
## 961 962 963 964 965 966 967 968
## 79.01430 81.14502 57.25139 88.73164 88.73164 71.39099 72.42490 72.42490
## 969 970 971 972 973 974 975 976
## 74.80105 82.92423 78.60344 80.57793 74.13079 69.04031 67.78690 81.01356
## 977 978 979 980 981 982 983 984
## 77.63377 62.51538 84.62980 96.67900 95.04993 64.29447 72.46078 79.86935
## 985 986 987 988 989 990 991 992
## 79.86935 79.86935 95.88582 97.48210 79.57204 68.61713 82.82114 65.38918
## 993 994 995 996 997 998 999 1000
## 79.41696 66.10937 66.10937 72.94923 73.71189 90.32549 77.87123 65.79610
## 1001 1002 1003 1004 1005 1006 1007 1008
## 80.98251 91.20595 96.86635 85.60852 85.60852 73.18619 68.62315 77.04097
## 1009 1010 1011 1012 1013 1014 1015 1016
## 77.04097 68.04923 77.21890 101.68235 68.41153 85.76802 77.82638 78.95954
## 1017 1018 1019 1020 1021 1022 1023 1024
## 78.95954 81.74693 68.75117 68.75117 75.84325 75.84325 76.85230 72.21510
## 1025 1026 1027 1028 1029 1030 1031 1032
## 71.57010 98.48386 69.59029 72.75254 70.16008 68.39947 84.37718 90.20806
## 1033 1034 1035 1036 1037 1038 1039 1040
## 75.88001 83.69671 91.95362 71.35546 71.35546 82.04322 88.97082 80.21052
## 1041 1042 1043 1044 1045 1046 1047 1048
## 80.21052 87.87715 87.87715 69.33188 82.01906 98.83290 86.21476 103.18732
## 1049 1050 1051 1052 1053 1054 1055 1056
## 95.63049 72.22313 88.61676 88.61676 101.87738 75.28544 102.02458 92.01900
## 1057 1058 1059 1060 1061 1062 1063 1064
## 91.83478 83.76077 71.37530 80.97216 87.66374 78.77345 78.77345 78.77345
## 1065 1066 1067 1068 1069 1070 1071 1072
## 89.28594 72.75112 100.33987 100.33987 75.50414 69.53588 100.07987 108.17565
## 1073 1074 1075 1076 1077 1078 1079 1080
## 92.38747 92.38747 71.61569 77.38210 70.86369 65.89462 95.81929 95.81929
## 1081 1082 1083 1084 1085 1086 1087 1088
## 95.44126 52.24363 100.41225 69.20703 99.11360 57.73886 78.07097 91.43047
## 1089 1090 1091 1092 1093 1094 1095 1096
## 53.64497 90.39684 93.90977 93.90977 84.57326 70.31773 68.38332 98.11786
## 1097 1098 1099 1100 1101 1102 1103 1104
## 72.68938 92.47100 76.68925 86.22445 99.02557 86.45874 70.82657 100.65316
## 1105 1106 1107 1108 1109 1110 1111 1112
## 105.12129 105.12129 89.81936 92.48782 83.97178 83.97178 104.36452 64.79492
## 1113 1114 1115 1116 1117 1118 1119 1120
## 92.56050 73.36406 74.79738 76.43451 89.53601 79.12567 76.56720 76.56720
## 1121 1122 1123 1124 1125 1126 1127 1128
## 81.58104 81.58104 87.89392 69.44042 69.44042 91.83536 83.10154 84.26152
## 1129 1130 1131 1132 1133 1134 1135 1136
## 70.47975 79.48071 82.13636 95.54874 74.26018 85.67685 85.67685 67.02066
## 1137 1138 1139 1140 1141 1142 1143 1144
## 97.85741 97.44845 88.15405 88.15405 96.50120 81.71774 81.71774 70.74591
## 1145 1146 1147 1148 1149 1150 1151 1152
## 70.74591 66.21422 67.66207 63.54199 72.43049 75.38275 95.12877 69.92911
## 1153 1154 1155 1156 1157 1158 1159 1160
## 69.92911 95.38597 95.38597 84.71911 84.71911 84.15115 67.36952 74.68405
## 1161 1162 1163 1164 1165 1166 1167 1168
## 78.71041 85.21620 76.21581 76.21581 79.50778 72.98535 80.02294 66.93108
## 1169 1170 1171 1172 1173 1174 1175 1176
## 76.64571 76.81924 119.47384 81.86893 81.86893 95.91028 83.07949 78.26472
## 1177 1178 1179 1180 1181 1182 1183 1184
## 72.90890 72.90890 67.31622 67.31622 67.31622 72.73095 72.73095 72.73095
## 1185 1186 1187 1188 1189 1190 1191 1192
## 74.38457 113.46328 98.56134 98.56134 84.84379 84.84379 82.81396 64.35216
## 1193 1194 1195 1196 1197 1198 1199 1200
## 86.47726 84.41646 103.48108 77.90947 77.90947 77.38378 64.17869 100.94605
## 1201 1202 1203 1204 1205 1206 1207 1208
## 89.99718 90.20092 66.18070 77.28544 74.12905 79.21415 69.98762 85.85075
## 1209 1210 1211 1212 1213 1214 1215 1216
## 79.92658 79.92658 65.47900 83.93273 68.83949 86.87593 96.41295 96.41295
## 1217 1218 1219 1220 1221 1222 1223 1224
## 84.74966 102.78995 69.73525 69.73525 75.86295 103.90443 103.90443 98.48319
## 1225 1226 1227 1228 1229 1230 1231 1232
## 76.06985 87.56863 63.85348 89.46093 80.23761 73.21522 87.78576 91.50592
## 1233 1234 1235 1236 1237 1238 1239 1240
## 84.94600 83.44396 95.71849 72.87146 78.02044 90.89756 90.89756 73.47357
## 1241 1242 1243 1244 1245 1246 1247 1248
## 73.47357 79.87081 95.21705 111.25377 80.37502 80.37502 80.10474 65.31383
## 1249 1250 1251 1252 1253 1254 1255 1256
## 65.31383 84.10447 84.10447 62.25859 66.82811 66.82811 95.27561 90.98279
## 1257 1258 1259 1260 1261 1262 1263 1264
## 93.35373 86.99794 88.15163 83.06505 83.42691 80.29346 80.29346 80.29346
## 1265 1266 1267 1268 1269 1270 1271 1272
## 80.71953 72.14544 69.33497 93.21450 93.21450 64.42432 68.80850 78.12805
## 1273 1274 1275 1276 1277 1278 1279 1280
## 92.52427 73.91929 80.51134 95.64243 61.55635 61.55635 73.38371 78.98495
## 1281 1282 1283 1284 1285 1286 1287 1288
## 78.98495 70.00873 92.97076 87.49015 75.44110 75.44110 75.44110 75.44110
## 1289 1290 1291 1292 1293 1294 1295 1296
## 77.23615 85.56765 96.23566 77.96929 77.96929 81.78823 89.13529 84.64368
## 1297 1298 1299 1300 1301 1302 1303 1304
## 64.38372 90.84625 90.84625 67.64368 91.59330 72.69747 83.49066 88.20283
## 1305 1306 1307 1308 1309 1310 1311 1312
## 79.41282 58.97538 76.89884 84.64539 72.32595 80.92841 97.24747 84.11724
## 1313 1314 1315 1316 1317 1318 1319 1320
## 84.11724 79.94380 73.05997 91.37187 91.37187 91.37187 70.91100 80.66633
## 1321 1322 1323 1324 1325 1326 1327 1328
## 64.52057 86.06759 87.27254 110.82388 63.64511 90.04629 90.04629 87.25246
## 1329 1330 1331 1332 1333 1334 1335 1336
## 105.59735 62.89433 62.89433 80.04918 80.04918 74.28823 74.28823 64.86308
## 1337 1338 1339 1340 1341 1342 1343 1344
## 64.86308 99.67341 82.71300 75.98524 68.12987 68.12987 91.74634 104.61856
## 1345 1346 1347 1348 1349 1350 1351 1352
## 110.74777 71.28497 71.70476 75.24949 75.24949 75.24949 90.91233 102.76181
## 1353 1354 1355 1356 1357 1358 1359 1360
## 84.98904 71.98495 71.98495 72.26944 76.22340 70.79710 84.91250 75.34755
## 1361 1362 1363 1364 1365 1366 1367 1368
## 80.31448 80.31448 67.16225 68.84100 96.33447 80.60228 76.68535 88.41944
## 1369 1370 1371 1372 1373 1374 1375 1376
## 88.41944 102.66593 102.66593 74.80471 87.72061 111.38702 111.38702 111.38702
## 1377 1378 1379 1380 1381 1382 1383 1384
## 75.52157 94.18308 66.57636 86.95394 69.98547 62.47910 77.53403 75.77146
## 1385 1386 1387 1388 1389 1390 1391 1392
## 84.43708 81.74333 107.86916 69.54768 74.25146 70.05212 77.52687 67.78295
## 1393 1394 1395 1396 1397 1398 1399 1400
## 94.81926 72.46580 86.88466 96.48547 72.13659 77.34549 65.59075 65.59075
## 1401 1402 1403 1404 1405 1406 1407 1408
## 82.06230 89.03486 89.03486 86.27870 73.69462 66.42314 66.42314 72.29633
## 1409 1410 1411 1412 1413 1414 1415 1416
## 82.08849 71.49885 93.20740 67.61458 94.35236 98.88369 57.59187 83.34631
## 1417 1418 1419 1420 1421 1422 1423 1424
## 83.14049 82.12976 82.44681 82.44681 86.14720 72.72033 70.90503 76.32156
## 1425 1426 1427 1428 1429 1430 1431 1432
## 90.51665 90.51665 70.54980 88.21417 88.02416 87.17779 96.64519 96.64519
## 1433 1434 1435 1436 1437 1438 1439 1440
## 80.79751 80.79751 80.79751 81.14639 53.29375 76.08491 75.34566 69.62599
## 1441 1442 1443 1444 1445 1446 1447 1448
## 69.62599 85.42851 99.18915 73.37472 70.60604 89.00210 89.00210 71.42454
## 1449 1450 1451 1452 1453 1454 1455 1456
## 83.34401 70.10202 79.13884 79.13884 77.34917 88.27033 88.27033 70.87010
## 1457 1458 1459 1460 1461 1462 1463 1464
## 81.92330 81.92330 81.92330 81.92330 77.92966 77.92966 74.76049 73.67480
## 1465 1466 1467 1468 1469 1470 1471 1472
## 70.78068 66.34965 84.24120 71.49833 95.67545 87.93021 87.93021 89.59614
## 1473 1474 1475 1476 1477 1478 1479 1480
## 86.29276 86.29276 64.71237 72.05928 82.92460 82.92460 75.10827 72.03597
## 1481 1482 1483 1484 1485 1486 1487 1488
## 89.03875 112.41262 88.64647 88.64647 84.64461 84.64461 84.64461 107.52113
## 1489 1490 1491 1492 1493 1494 1495 1496
## 85.99698 85.99698 85.99698 85.99698 67.57600 58.43822 73.49117 78.10181
## 1497 1498 1499 1500 1501 1502 1503 1504
## 78.10181 88.70886 88.70886 95.98107 95.98107 104.85227 82.96174 99.20194
## 1505 1506 1507 1508 1509 1510 1511 1512
## 78.85293 90.60806 90.60806 73.87908 75.35601 72.74558 77.44884 77.44884
## 1513 1514 1515 1516 1517 1518 1519 1520
## 67.72505 80.54107 80.17603 81.03432 67.96440 88.56007 52.12722 83.92631
## 1521 1522 1523 1524 1525 1526 1527 1528
## 83.92631 82.59874 65.28450 89.25626 89.25626 80.17380 82.75965 86.95573
## 1529 1530 1531 1532 1533 1534 1535 1536
## 65.71547 80.30488 67.80991 87.94317 87.94317 65.08037 66.93029 106.18611
## 1537 1538 1539 1540 1541 1542 1543 1544
## 74.39488 74.02671 72.02952 72.02952 91.00643 91.00643 91.00643 89.53295
## 1545 1546 1547 1548 1549 1550 1551 1552
## 88.39273 84.83120 110.86530 67.53592 75.55673 94.01725 94.01725 71.30578
## 1553 1554 1555 1556 1557 1558 1559 1560
## 86.01883 87.95095 85.02497 85.02497 94.66264 94.66264 72.04156 61.57482
## 1561 1562 1563 1564 1565 1566 1567 1568
## 83.01871 79.51870 79.51870 88.64195 87.35321 72.76893 72.20753 92.99772
## 1569 1570 1571 1572 1573 1574 1575 1576
## 59.97880 66.20928 82.17037 75.33463 88.14243 102.62733 78.67872 62.95763
## 1577 1578 1579 1580 1581 1582 1583 1584
## 88.66263 67.29924 87.12359 93.93644 76.04665 66.41993 65.86300 91.58397
## 1585 1586 1587 1588 1589 1590 1591 1592
## 91.58397 89.83891 74.85726 74.85726 89.55594 93.31073 93.31073 93.31073
## 1593 1594 1595 1596 1597 1598 1599 1600
## 93.31073 87.86912 85.88802 76.56125 85.11515 96.47122 64.34254 94.20762
## 1601 1602 1603 1604 1605 1606 1607 1608
## 77.32569 87.27993 87.27993 87.27993 87.75656 63.33144 76.00956 91.07223
## 1609 1610 1611 1612 1613 1614 1615 1616
## 73.91197 89.21868 63.42977 88.47580 88.47580 67.23899 69.64071 82.10546
## 1617 1618 1619 1620 1621 1622 1623 1624
## 82.10546 82.10546 96.62222 73.57896 95.63954 82.31046 82.31046 76.47968
## 1625 1626 1627 1628 1629 1630 1631 1632
## 71.83137 72.23915 80.99751 78.11489 78.11489 101.16959 59.31615 70.88699
## 1633 1634 1635 1636 1637 1638 1639 1640
## 70.88699 93.27620 77.65369 86.64346 81.95243 71.47723 61.40599 92.37994
## 1641 1642 1643 1644 1645 1646 1647 1648
## 65.49046 101.96045 89.19058 79.29437 99.37651 86.24404 86.24404 74.84154
## 1649 1650 1651 1652 1653 1654 1655 1656
## 74.84154 100.98115 100.82105 76.86770 86.86910 94.31489 94.31489 72.50999
## 1657 1658 1659 1660 1661 1662 1663 1664
## 66.24387 84.13807 60.05210 84.35240 84.35240 80.90187 69.28737 69.28737
## 1665 1666 1667 1668 1669 1670 1671 1672
## 69.28737 85.79993 85.79993 85.79993 90.31838 75.44187 75.44187 75.44187
## 1673 1674 1675 1676 1677 1678 1679 1680
## 66.59885 66.53119 66.53119 85.30073 85.30073 76.35339 76.35339 84.01188
## 1681 1682 1683 1684 1685 1686 1687 1688
## 76.21085 69.16555 98.17519 98.17519 78.89714 71.28468 71.60281 70.36272
## 1689 1690 1691 1692 1693 1694 1695 1696
## 87.06021 65.24391 86.88139 80.41000 73.52367 91.52225 99.52621 69.77977
## 1697 1698 1699 1700 1701 1702 1703 1704
## 72.00650 100.32484 80.43560 79.47017 79.47017 74.38165 84.86351 85.30387
## 1705 1706 1707 1708 1709 1710 1711 1712
## 85.30387 85.30387 87.92477 110.24460 84.49059 81.29993 81.29993 70.89762
## 1713 1714 1715 1716 1717 1718 1719 1720
## 99.49048 73.94191 79.94414 79.94414 103.83016 103.83016 103.83016 83.46859
## 1721 1722 1723 1724 1725 1726 1727 1728
## 80.44229 80.44229 100.61427 79.89774 78.53563 76.66444 96.23198 104.29515
## 1729 1730 1731 1732 1733 1734 1735 1736
## 75.43893 80.73471 80.73471 90.03096 96.96642 74.26288 74.26288 91.52632
## 1737 1738 1739 1740 1741 1742 1743 1744
## 96.04757 73.88406 74.56213 99.97304 100.32596 100.32596 70.12125 103.01188
## 1745 1746 1747 1748 1749 1750 1751 1752
## 103.01188 103.01188 99.59410 99.59410 86.60203 83.19480 71.03166 80.32715
## 1753 1754 1755 1756 1757 1758 1759 1760
## 71.42814 84.32367 84.57908 84.57908 88.09230 86.28522 68.90174 67.38359
## 1761 1762 1763 1764 1765 1766 1767 1768
## 88.80363 88.80363 133.51700 133.51700 133.51700 75.24926 90.21424 88.70701
## 1769 1770 1771 1772 1773 1774 1775 1776
## 84.65425 89.87287 89.87287 104.22913 104.22913 88.63740 88.63740 73.83047
## 1777 1778 1779 1780 1781 1782 1783 1784
## 78.03166 76.29685 76.29685 92.14163 92.14163 89.47203 85.83419 85.83419
## 1785 1786 1787 1788 1789 1790 1791 1792
## 85.83419 56.67124 56.67124 75.78831 93.82549 93.82549 106.03938 72.46067
## 1793 1794 1795 1796 1797 1798 1799 1800
## 63.32608 90.07872 81.21795 81.21795 101.62923 80.66128 80.66128 80.66128
## 1801 1802 1803 1804 1805 1806 1807 1808
## 68.01298 94.72670 94.72670 80.60713 91.47057 79.59582 79.59582 97.11581
## 1809 1810 1811 1812 1813 1814 1815 1816
## 97.11581 99.59890 66.45191 83.37576 83.37576 83.37576 94.04749 94.04749
## 1817 1818 1819 1820 1821 1822 1823 1824
## 73.79173 94.63058 90.85302 71.68469 91.46094 66.78650 66.78650 66.78650
## 1825 1826 1827 1828 1829 1830 1831 1832
## 93.23924 78.60157 76.25312 75.29914 70.36640 70.36640 89.02575 73.33699
## 1833 1834 1835 1836 1837 1838 1839 1840
## 92.29830 92.29830 92.29830 61.86161 70.38779 70.38779 64.06572 71.90252
## 1841 1842 1843 1844 1845 1846 1847 1848
## 95.40037 95.40037 77.27471 91.33441 71.09812 117.29531 117.29531 88.56815
## 1849 1850 1851 1852 1853 1854 1855 1856
## 79.73245 91.00769 91.00769 77.88436 77.88436 68.77959 79.87137 79.87137
## 1857 1858 1859 1860 1861 1862 1863 1864
## 63.37933 63.37933 63.37933 63.37933 95.68724 93.47137 81.72559 81.72559
## 1865 1866 1867 1868 1869 1870 1871 1872
## 74.77523 68.09170 78.32658 78.32658 76.20225 76.20225 72.00756 90.56585
## 1873 1874 1875 1876 1877 1878 1879 1880
## 77.02743 77.02743 92.62255 70.20381 77.36166 72.65577 76.42382 85.61099
## 1881 1882 1883 1884 1885 1886 1887 1888
## 85.61099 74.34358 107.23478 85.12947 74.96396 95.54439 90.74177 112.03208
## 1889 1890 1891 1892 1893 1894 1895 1896
## 93.56341 69.60885 72.77420 72.77420 72.77420 56.78243 56.78243 109.73180
## 1897 1898 1899 1900 1901 1902 1903 1904
## 94.87624 79.96086 79.96086 74.03768 74.03768 74.03768 74.03768 88.81431
## 1905 1906 1907 1908 1909 1910 1911 1912
## 88.81431 76.68287 81.48624 75.53474 77.37415 77.37415 72.65809 97.36070
## 1913 1914 1915 1916 1917 1918 1919 1920
## 73.00729 75.98234 78.63724 68.91632 68.91632 68.91632 70.76747 54.42787
## 1921 1922 1923 1924 1925 1926 1927 1928
## 85.62705 84.84035 72.14040 78.00329 75.73047 82.82218 106.01342 87.54623
## 1929 1930 1931 1932 1933 1934 1935 1936
## 87.54623 87.54623 64.12028 81.29947 80.65901 64.07151 97.35449 70.63302
## 1937 1938 1939 1940 1941 1942 1943 1944
## 89.55621 89.55621 86.82015 86.82015 88.31210 88.31210 88.31210 77.70478
## 1945 1946 1947 1948 1949 1950 1951 1952
## 87.09056 66.11325 66.11325 85.22744 103.54997 67.69669 67.69669 64.55439
## 1953 1954 1955 1956 1957 1958 1959 1960
## 64.55439 64.55439 63.94949 71.83853 67.56001 80.83852 94.30864 94.30864
## 1961 1962 1963 1964 1965 1966 1967 1968
## 79.80885 73.20245 108.00351 91.85453 80.40434 85.45202 89.31322 97.82808
## 1969 1970 1971 1972 1973 1974 1975 1976
## 97.82808 85.80402 75.23035 96.16249 87.44040 97.94573 87.56210 96.09105
## 1977 1978 1979 1980 1981 1982 1983 1984
## 93.53986 93.53986 71.39191 83.18838 83.18838 94.34508 90.09228 82.70713
## 1985 1986 1987 1988 1989 1990 1991 1992
## 74.89010 81.19353 81.19353 77.56005 105.19762 105.19762 105.19762 105.19762
## 1993 1994 1995 1996 1997 1998 1999 2000
## 78.50099 72.17988 81.53639 93.51505 93.18146 67.79708 67.79708 88.52730
## 2001 2002 2003 2004 2005 2006 2007 2008
## 88.52730 88.52730 88.52730 79.69481 81.61308 84.18739 79.05097 75.33963
## 2009 2010 2011 2012 2013 2014 2015 2016
## 100.80490 107.46687 133.24157 133.24157 81.76476 74.44431 74.44431 77.13794
## 2017 2018 2019 2020 2021 2022 2023 2024
## 79.19423 79.19423 74.86115 85.26193 66.79138 81.04152 99.57481 99.57481
## 2025 2026 2027 2028 2029 2030 2031 2032
## 105.61817 99.60243 91.02397 58.74939 75.44856 68.89781 88.53076 88.88348
## 2033 2034 2035 2036 2037 2038 2039 2040
## 85.24841 70.42679 89.13567 89.13567 70.07632 71.23543 71.23543 95.62052
## 2041 2042 2043 2044 2045 2046 2047 2048
## 70.09407 101.58026 95.64549 64.46862 80.20647 97.62849 91.18681 79.88012
## 2049 2050 2051 2052 2053 2054 2055 2056
## 91.58513 84.08213 71.10279 95.57537 95.57537 66.03618 79.13884 80.74787
## 2057 2058 2059 2060 2061 2062 2063 2064
## 80.74787 104.89874 62.27358 91.60966 91.60966 77.29727 89.19362 82.46691
## 2065 2066 2067 2068 2069 2070 2071 2072
## 72.64559 89.45018 89.45018 89.45018 105.30686 105.30686 105.30686 105.30686
## 2073 2074 2075 2076 2077 2078 2079 2080
## 86.59270 97.24477 75.56697 75.56697 71.48983 71.48983 71.48983 71.48983
## 2081 2082 2083 2084 2085 2086 2087 2088
## 82.46633 70.44433 68.38970 83.80426 83.80426 83.80426 96.21050 91.91422
## 2089 2090 2091 2092 2093 2094 2095 2096
## 103.01099 103.01099 88.87242 91.73918 62.20782 82.80336 82.80336 69.76360
## 2097 2098 2099 2100 2101 2102 2103 2104
## 75.19338 79.31465 93.50293 103.50421 72.84126 72.84126 97.38121 96.09549
## 2105 2106 2107 2108 2109 2110 2111 2112
## 72.38662 92.43067 84.05124 106.45116 72.67864 83.79651 74.03261 65.93152
## 2113 2114 2115 2116 2117 2118 2119 2120
## 89.74244 62.46611 71.25559 71.25559 71.25559 71.53789 65.05788 100.99964
## 2121 2122 2123 2124 2125 2126 2127 2128
## 132.55770 73.03554 104.87402 104.87402 100.60373 82.41758 87.41395 102.48832
## 2129 2130 2131 2132 2133 2134 2135 2136
## 92.59306 70.63638 98.84624 98.84624 98.84624 70.73605 76.38591 76.38591
## 2137 2138 2139 2140 2141 2142 2143 2144
## 121.25708 75.98373 75.87831 75.87831 71.55240 92.27358 97.04359 97.04359
## 2145 2146 2147 2148 2149 2150 2151 2152
## 93.97996 58.38350 95.90040 74.86121 73.29307 73.88970 73.88970 91.47701
## 2153 2154 2155 2156 2157 2158 2159 2160
## 93.08262 90.35487 103.14014 84.36835 79.49499 79.49499 79.49499 79.49499
## 2161 2162 2163 2164 2165 2166 2167 2168
## 91.84685 81.32652 81.14587 75.57856 75.57856 81.82369 73.55173 87.25632
## 2169 2170 2171 2172 2173 2174 2175 2176
## 89.85665 91.88803 87.64380 92.37213 83.72736 87.10121 70.67302 88.72009
## 2177 2178 2179 2180 2181 2182 2183 2184
## 74.87255 85.84498 74.58765 72.00962 77.92082 77.92082 77.92082 77.92082
## 2185 2186 2187 2188 2189 2190 2191 2192
## 76.07020 78.72026 91.04853 88.49180 94.13699 89.39381 66.46009 90.95880
## 2193 2194 2195 2196 2197 2198 2199 2200
## 87.46604 86.97193 75.71723 75.71723 65.05317 84.72656 84.72656 77.14444
## 2201 2202 2203 2204 2205 2206 2207 2208
## 65.88143 70.72940 85.42991 94.97713 74.07498 80.36633 63.56843 87.38739
## 2209 2210 2211 2212 2213 2214 2215 2216
## 91.32803 91.32803 91.32803 91.32803 76.54625 76.54625 71.82317 71.82317
## 2217 2218 2219 2220 2221 2222 2223 2224
## 66.99406 68.33666 68.33666 72.76821 81.07377 63.11822 68.13027 79.84861
## 2225 2226 2227 2228 2229 2230 2231 2232
## 75.68281 111.22281 84.19965 77.00570 82.18455 82.18455 75.98541 88.08999
## 2233 2234 2235 2236 2237 2238 2239 2240
## 65.94654 72.69530 105.66253 76.67267 83.08661 83.08661 99.50873 99.50873
## 2241 2242 2243 2244 2245 2246 2247 2248
## 77.66211 89.36548 73.70449 71.48603 71.48603 90.63726 84.58758 80.26877
## 2249 2250 2251 2252 2253 2254 2255 2256
## 93.53803 92.30975 84.33730 77.08074 78.28600 78.28600 62.13411 98.26366
## 2257 2258 2259 2260 2261 2262 2263 2264
## 83.81041 79.34412 80.22833 75.29820 79.67552 76.63576 82.26204 71.05622
## 2265 2266 2267 2268 2269 2270 2271 2272
## 71.05622 89.40335 89.40335 84.17290 84.17290 88.03572 85.86997 103.68568
## 2273 2274 2275 2276 2277 2278 2279 2280
## 103.68568 103.68568 103.68568 78.86893 78.86893 89.51492 76.24164 101.18263
## 2281 2282 2283 2284 2285 2286 2287 2288
## 86.77518 88.82919 80.10177 80.24672 104.83698 104.83698 92.25013 91.94693
## 2289 2290 2291 2292 2293 2294 2295 2296
## 91.94693 70.41381 92.62911 74.39103 78.85403 83.00354 75.36259 81.94623
## 2297 2298 2299 2300 2301 2302 2303 2304
## 81.94623 69.93879 75.05176 73.49720 78.34820 66.78460 90.61103 63.94419
## 2305 2306 2307 2308 2309 2310 2311 2312
## 63.94419 70.12368 90.66678 90.66678 81.68090 77.03090 81.88563 99.59169
## 2313 2314 2315 2316 2317 2318 2319 2320
## 95.50360 98.92322 98.92322 89.25558 65.18112 75.63867 70.45175 72.14560
## 2321 2322 2323 2324 2325 2326 2327 2328
## 91.87065 91.45081 99.06993 79.26081 79.26081 79.26081 90.18893 75.98040
## 2329 2330 2331 2332 2333 2334 2335 2336
## 82.67999 82.67999 76.75188 69.26318 85.05205 85.05205 102.80000 102.80000
## 2337 2338 2339 2340 2341 2342 2343 2344
## 102.80000 74.56098 80.13822 67.31661 104.37197 81.15952 69.16665 78.09192
## 2345 2346 2347 2348 2349 2350 2351 2352
## 79.62801 77.01935 75.38173 83.57111 70.00267 107.97894 107.97894 107.97894
## 2353 2354 2355 2356 2357 2358 2359 2360
## 94.85133 94.85133 73.93614 102.43478 102.43478 102.43478 96.34243 67.19738
## 2361 2362 2363 2364 2365 2366 2367 2368
## 100.52306 100.52306 67.39649 67.39649 67.39649 67.39649 75.76488 78.94035
## 2369 2370 2371 2372 2373 2374 2375 2376
## 65.77953 88.90918 88.90918 88.90918 88.90918 94.80023 94.80023 69.73763
## 2377 2378 2379 2380 2381 2382 2383 2384
## 69.73763 77.93393 90.11799 80.06430 80.91514 80.91514 80.91514 103.64426
## 2385 2386 2387 2388 2389 2390 2391 2392
## 80.45795 90.49031 93.63227 93.63227 103.26812 78.78815 92.10439 74.19497
## 2393 2394 2395 2396 2397 2398 2399 2400
## 74.19497 74.19497 93.62622 74.06798 66.79769 75.19008 65.06273 67.48096
## 2401 2402 2403 2404 2405 2406 2407 2408
## 88.62336 71.00904 66.01295 67.76237 101.35335 101.35335 79.21829 109.04607
## 2409 2410 2411 2412 2413 2414 2415 2416
## 109.04607 96.99392 90.15260 90.15260 67.15511 80.20942 80.20942 95.36222
## 2417 2418 2419 2420 2421 2422 2423 2424
## 86.47599 89.24729 60.41428 89.40232 89.40232 89.40232 84.27524 74.24805
## 2425 2426 2427 2428 2429 2430 2431 2432
## 78.95719 76.96637 68.46691 89.86701 86.13041 89.78585 54.85855 88.55459
## 2433 2434 2435 2436 2437 2438 2439 2440
## 88.55459 88.55459 71.31094 71.31094 99.42405 92.90527 92.90527 79.41816
## 2441 2442 2443 2444 2445 2446 2447 2448
## 63.67473 69.94048 79.02019 54.97592 68.92537 68.92537 104.29323 79.43112
## 2449 2450 2451 2452 2453 2454 2455 2456
## 77.04322 77.04322 82.12692 76.54613 65.42993 65.42993 86.96315 79.48452
## 2457 2458 2459 2460 2461 2462 2463 2464
## 69.27386 65.05176 65.05176 86.38338 86.38338 86.38338 70.09576 79.50714
## 2465 2466 2467 2468 2469 2470 2471 2472
## 77.04318 101.46460 70.03996 99.87175 100.80302 80.30931 88.06496 93.74660
## 2473 2474 2475 2476 2477 2478 2479 2480
## 105.53997 75.44138 93.82751 71.60184 71.60184 81.57827 81.57827 81.57827
## 2481 2482 2483 2484 2485 2486 2487 2488
## 83.20630 83.20630 71.28369 83.32414 86.28576 103.91992 84.47140 84.77296
## 2489 2490 2491 2492 2493 2494 2495 2496
## 71.56175 71.56175 71.56175 78.34021 74.92538 86.26398 90.15813 99.77635
## 2497 2498 2499 2500 2501 2502 2503 2504
## 71.88130 71.88130 71.88130 88.09407 84.51935 63.14260 84.73828 84.73828
## 2505 2506 2507 2508 2509 2510 2511 2512
## 84.73828 84.73828 78.84012 68.30914 91.24424 100.49349 100.49349 72.32319
## 2513 2514 2515 2516 2517 2518 2519 2520
## 103.96553 103.96553 97.88832 91.00268 94.68644 94.68644 69.63514 71.66786
## 2521 2522 2523 2524 2525 2526 2527 2528
## 76.23314 76.23314 78.14026 85.33726 89.39021 68.51290 77.00035 72.06540
## 2529 2530 2531 2532 2533 2534 2535 2536
## 80.63331 80.63331 91.91777 91.91777 105.51871 105.51871 74.64198 74.64198
## 2537 2538 2539 2540 2541 2542 2543 2544
## 74.20926 74.20926 93.65230 93.35180 85.16779 66.89305 66.89305 68.32174
## 2545 2546 2547 2548 2549 2550 2551 2552
## 88.66493 94.05555 90.37921 90.37921 90.37921 78.99326 78.99326 78.99326
## 2553 2554 2555 2556 2557 2558 2559 2560
## 77.51607 96.90054 79.80856 102.39086 66.38834 63.89367 67.17024 67.17024
## 2561 2562 2563 2564 2565 2566 2567 2568
## 100.94203 96.80271 96.80271 90.44393 100.37579 100.37579 69.61088 77.89185
## 2569 2570 2571 2572 2573 2574 2575 2576
## 90.95113 89.48310 72.81629 79.42461 79.42461 95.14742 79.57455 79.57455
## 2577 2578 2579 2580 2581 2582 2583 2584
## 79.71020 69.05999 82.21167 82.21167 90.81566 72.01548 71.48767 93.20423
## 2585 2586 2587 2588 2589 2590 2591 2592
## 78.71793 82.45821 82.33912 104.93852 71.20025 72.56278 87.40684 88.35912
## 2593 2594 2595 2596 2597 2598 2599 2600
## 66.01407 115.69037 75.05555 97.93590 75.58314 71.34187 87.82487 73.61371
## 2601 2602 2603 2604 2605 2606 2607 2608
## 71.68010 84.88179 117.80817 96.33543 96.33543 96.33543 85.33990 67.02834
## 2609 2610 2611 2612 2613 2614 2615 2616
## 68.55486 87.11161 78.32684 105.50015 84.32108 84.32108 88.55793 88.55793
## 2617 2618 2619 2620 2621 2622 2623 2624
## 77.35443 75.10141 75.10141 97.63469 97.63469 67.70143 85.49112 78.11243
## 2625 2626 2627 2628 2629 2630 2631 2632
## 78.11243 89.41262 88.34465 50.33581 62.36860 62.43898 62.43898 62.43898
## 2633 2634 2635 2636 2637 2638 2639 2640
## 79.58653 100.51008 87.92182 84.51422 84.51422 79.02874 67.32996 67.90040
## 2641 2642 2643 2644 2645 2646 2647 2648
## 69.22727 69.22727 92.67239 83.55028 62.20659 67.60102 66.90658 93.74572
## 2649 2650 2651 2652 2653 2654 2655 2656
## 98.16409 75.41963 75.41963 64.38105 64.38105 90.17723 64.71470 88.87573
## 2657 2658 2659 2660 2661 2662 2663 2664
## 88.87573 88.87573 81.56322 67.15807 88.66192 88.66192 94.35222 77.82888
## 2665 2666 2667 2668 2669 2670 2671 2672
## 78.79694 78.79694 84.93140 107.95844 87.24168 87.24168 72.26347 72.26347
## 2673 2674 2675 2676 2677 2678 2679 2680
## 70.23516 70.23516 70.23516 81.83149 81.83149 66.94408 76.35128 98.72282
## 2681 2682 2683 2684 2685 2686 2687 2688
## 81.50330 81.50330 81.50330 86.99597 86.99597 86.99597 69.36510 70.54127
## 2689 2690 2691 2692 2693 2694 2695 2696
## 71.31473 65.03328 65.03328 65.03328 99.65330 99.65330 83.64806 92.43872
## 2697 2698 2699 2700 2701 2702 2703 2704
## 84.86627 86.40772 86.40772 71.39694 82.11243 71.36641 66.63719 100.09603
## 2705 2706 2707 2708 2709 2710 2711 2712
## 100.09603 84.46112 84.46112 94.36079 80.64605 75.01664 75.01664 109.03332
## 2713 2714 2715 2716 2717 2718 2719 2720
## 85.15686 85.15686 91.91906 91.91906 79.57715 80.93062 78.79124 78.79124
## 2721 2722 2723 2724 2725 2726 2727 2728
## 82.35356 91.67456 71.99388 62.66917 89.38284 88.03070 78.43436 73.10202
## 2729 2730 2731 2732 2733 2734 2735 2736
## 73.10202 73.10202 86.49272 86.49272 76.03385 76.03385 91.13451 91.13451
## 2737 2738 2739 2740 2741 2742 2743 2744
## 91.13451 65.70413 95.77808 95.77808 74.07346 66.77414 74.73828 84.32457
## 2745 2746 2747 2748 2749 2750 2751 2752
## 84.32457 86.35792 108.06367 65.62533 65.62533 83.28675 71.84070 71.84070
## 2753 2754 2755 2756 2757 2758 2759 2760
## 73.98191 77.68739 76.02693 76.02693 76.02693 105.90073 68.91708 68.91708
## 2761 2762 2763 2764 2765 2766 2767 2768
## 68.91708 78.32805 95.03232 82.84341 83.77763 83.77763 83.66225 71.12729
## 2769 2770 2771 2772 2773 2774 2775 2776
## 71.12729 78.81318 78.81318 78.81318 69.91862 80.41099 72.90649 101.91593
## 2777 2778 2779 2780 2781 2782 2783 2784
## 101.91593 101.91593 87.19371 68.48726 68.48726 70.95866 70.95866 81.57817
## 2785 2786 2787 2788 2789 2790 2791 2792
## 83.02031 82.46254 82.46254 85.13017 85.13017 85.13017 62.86799 62.86799
## 2793 2794 2795 2796 2797 2798 2799 2800
## 62.86799 65.21090 71.77317 76.80671 82.55710 76.29225 79.65184 79.90412
## 2801 2802 2803 2804 2805 2806 2807 2808
## 86.05571 117.16152 69.39247 69.39247 77.51188 77.51188 92.68649 78.39073
## 2809 2810 2811 2812 2813 2814 2815 2816
## 78.39073 107.75923 71.50148 71.50148 72.23436 79.45495 89.45956 89.45956
## 2817 2818 2819 2820 2821 2822 2823 2824
## 89.45956 77.60257 87.18832 142.71541 142.71541 83.73118 87.22041 89.28180
## 2825 2826 2827 2828 2829 2830 2831 2832
## 69.28992 69.28992 79.54355 81.09107 71.75574 71.75574 93.08788 80.48150
## 2833 2834 2835 2836 2837 2838 2839 2840
## 93.29508 76.74687 99.53631 86.63945 84.17714 76.53505 99.74929 74.11358
## 2841 2842 2843 2844 2845 2846 2847 2848
## 74.50203 73.99713 109.84199 109.84199 72.58929 72.58929 105.87633 80.39125
## 2849 2850 2851 2852 2853 2854 2855 2856
## 73.03554 97.26242 97.26242 100.74519 76.05427 93.10093 63.14424 82.87431
## 2857 2858 2859 2860 2861 2862 2863 2864
## 74.65183 74.65183 83.51597 87.04368 86.12588 86.12588 66.13516 90.55139
## 2865 2866 2867 2868 2869 2870 2871 2872
## 73.66788 74.19275 78.00820 83.34789 83.34789 83.34789 89.41556 83.47968MSE_rf <- mean((nhanes_test$Weight - rf_pred)^2)
MSE_rf## [1] 262.9953boost_pred <- predict(nhanes_train_boost, nhanes_test, n.trees = 200)
boost_pred## [1] 82.95018 90.49591 93.32893 86.11352 76.73711 76.73711 81.95109
## [8] 87.57719 87.57719 87.57719 87.57719 79.90817 75.86963 74.12258
## [15] 74.12258 74.98892 74.98892 62.85939 70.10751 76.54621 76.54621
## [22] 83.51279 83.51279 83.51279 83.51279 68.87804 68.87804 79.99943
## [29] 81.21890 90.44310 77.65354 77.67184 85.82173 92.83077 92.83077
## [36] 92.83077 58.47097 70.71874 70.71874 82.82202 75.62011 90.81025
## [43] 82.96919 61.52366 67.63359 75.89337 73.30768 72.08367 74.52774
## [50] 82.59856 82.32943 83.55323 83.55323 83.55323 90.36601 95.26346
## [57] 95.26346 86.72753 87.64513 90.23852 87.96861 100.30672 72.39679
## [64] 76.04398 82.72838 72.46794 73.18931 95.17162 76.30361 74.26161
## [71] 65.48938 84.66089 82.36428 96.27146 99.05802 95.56337 95.56337
## [78] 94.21221 71.81919 95.69075 72.06178 75.29560 83.19203 83.19203
## [85] 74.06006 74.06006 91.12843 68.83043 99.94270 99.94270 99.94270
## [92] 96.32710 60.96273 76.93728 96.33151 81.71270 81.71270 82.37303
## [99] 99.28494 98.25273 78.79849 78.85372 88.17950 86.87646 86.87646
## [106] 95.70456 95.70456 90.62002 73.87468 73.87468 98.09464 97.26982
## [113] 97.26982 67.84890 84.11727 97.58569 96.27851 91.67561 90.80660
## [120] 90.80660 83.97894 81.95937 80.59706 86.42993 76.79489 70.35203
## [127] 77.00400 74.27249 88.79271 80.84693 83.38911 90.02515 90.02515
## [134] 69.64501 68.27171 81.79127 81.79127 78.90878 74.51669 96.14982
## [141] 89.99208 67.57538 67.57538 81.83552 81.83552 76.11315 97.34996
## [148] 97.34996 90.88286 94.88562 84.47806 88.64527 88.64527 69.87573
## [155] 97.09946 89.48023 98.15365 74.78989 80.54171 75.95974 76.06465
## [162] 80.49535 73.54306 74.73507 73.47654 101.54956 67.79097 75.25679
## [169] 89.63755 75.92841 73.03961 90.15714 98.94495 91.64959 75.52275
## [176] 75.52275 104.87466 81.44503 75.07799 82.01039 76.55074 80.17680
## [183] 76.12041 68.67789 79.45542 87.85052 95.09198 95.09198 87.63474
## [190] 68.85103 81.29341 78.47877 74.66137 75.36065 71.17910 71.17910
## [197] 82.34617 80.07046 89.89824 72.69564 72.69564 86.08109 102.52407
## [204] 94.58765 56.89796 94.11338 79.92342 89.70958 80.92210 80.92210
## [211] 73.40415 97.81747 76.97645 87.61830 87.61830 73.35885 73.13061
## [218] 101.90199 111.78266 75.50679 72.87497 73.91293 74.57682 87.12540
## [225] 87.12540 80.14622 71.73110 82.13455 74.67960 99.35788 82.01311
## [232] 73.18931 87.46391 74.48019 94.27128 94.27128 68.87833 86.89293
## [239] 86.89293 86.89293 70.18014 69.68695 69.68695 85.98222 92.33156
## [246] 101.62661 71.19452 81.80754 80.80684 80.80684 92.21992 81.99623
## [253] 96.82004 96.82004 83.23119 73.13061 87.72125 96.85229 90.88819
## [260] 91.26455 91.26455 88.66339 76.87269 64.89651 77.50427 94.14666
## [267] 82.78330 85.95586 87.45924 87.45924 93.53662 84.00558 84.00558
## [274] 67.85913 89.48023 89.48023 66.99080 74.61321 82.23980 90.16677
## [281] 90.16677 76.03143 81.09330 71.12125 84.80574 84.80574 84.80574
## [288] 113.05603 84.90759 72.47174 87.45614 87.45614 90.73909 76.81572
## [295] 88.87474 75.88776 75.88776 70.17736 79.48282 72.02781 99.06014
## [302] 99.46520 89.56482 89.56482 70.20196 75.65215 67.44004 71.76264
## [309] 97.91403 77.18673 77.18673 98.49866 98.49866 94.54024 88.45385
## [316] 81.89827 95.64422 93.96814 71.00940 87.44407 71.85412 73.90435
## [323] 73.90435 86.68773 86.68773 94.87404 86.67144 86.67144 87.90758
## [330] 87.90758 94.55343 79.31123 74.45508 78.99656 68.62610 74.83177
## [337] 93.49280 93.49280 86.82243 88.45429 77.25192 71.10726 78.19405
## [344] 96.74399 73.12333 78.77026 96.88794 85.85864 95.37244 95.37244
## [351] 94.93405 101.48151 101.48151 101.48151 94.71291 94.71291 93.90973
## [358] 93.90973 70.87396 94.13709 71.24018 84.44909 71.86920 85.22948
## [365] 75.36644 89.79662 82.81187 82.81187 87.95268 87.95268 71.32071
## [372] 74.95019 80.73177 75.39362 94.49365 94.49365 80.43597 79.86972
## [379] 77.49273 83.60507 95.00150 92.31189 79.63236 78.40283 70.85168
## [386] 84.02146 67.44316 67.44316 87.70306 68.77505 92.88570 83.94355
## [393] 83.94355 95.55279 89.94256 76.61824 75.98919 82.57596 90.16677
## [400] 82.71865 96.48634 75.78186 78.14549 78.14549 78.14549 70.87293
## [407] 87.32734 88.69913 71.02024 94.45441 65.46111 92.88075 89.54192
## [414] 70.10352 84.15575 74.98261 77.18143 77.18143 74.88823 75.17757
## [421] 81.51353 95.65793 89.63083 74.13841 74.13841 80.48786 77.85587
## [428] 90.38257 66.46074 71.73637 73.19284 74.09246 86.58374 86.58374
## [435] 98.71586 98.71586 73.50053 78.49369 78.49369 81.00126 75.85284
## [442] 94.28422 89.99463 76.58458 76.58458 76.58458 78.61400 98.21867
## [449] 88.76590 71.43546 74.36468 72.65456 72.65456 73.56610 73.56610
## [456] 74.26727 91.17642 68.24653 68.24653 91.12843 92.33379 92.33379
## [463] 92.33379 77.30074 91.47752 79.54509 78.08760 78.08760 92.23653
## [470] 73.58758 73.58758 70.54337 90.24163 69.41867 69.41867 69.41867
## [477] 69.41867 67.38977 92.36604 95.32945 95.32945 68.95115 56.50936
## [484] 56.50936 82.06709 95.96238 68.99139 68.99139 69.36100 68.13599
## [491] 68.13599 75.41669 71.67083 72.27980 123.33363 90.44771 98.27869
## [498] 98.27869 86.15963 86.15963 92.22599 74.52482 76.28544 97.58288
## [505] 72.64788 61.39802 88.58864 89.86961 89.86961 90.02254 75.07799
## [512] 84.95602 84.89177 70.53382 70.53382 73.74088 74.82987 75.75995
## [519] 80.51212 79.09996 93.52541 79.06013 80.15338 74.97086 87.38513
## [526] 77.86225 94.35261 68.16871 68.16871 100.19341 73.64123 78.37209
## [533] 88.08065 71.65566 89.02267 63.64050 89.55638 89.55638 97.56478
## [540] 72.76391 71.77025 71.77025 68.77340 85.18861 85.18861 92.77415
## [547] 92.77415 97.55871 71.90835 80.38887 85.87713 86.06723 73.96023
## [554] 87.90237 90.55014 83.40350 83.88497 85.53988 85.53988 89.00745
## [561] 89.00745 93.91327 70.58699 89.52402 72.42236 92.63721 92.63721
## [568] 92.63721 96.82117 96.82117 75.28451 91.19791 91.19791 57.33974
## [575] 72.48959 72.48959 83.27123 72.66277 69.48998 80.96830 80.96830
## [582] 80.96830 82.13775 75.80468 85.43604 72.59629 83.08446 97.67907
## [589] 76.42639 113.23663 113.23663 70.48925 78.68339 80.89876 69.65122
## [596] 80.70878 80.70878 65.48031 81.11543 99.36089 101.27960 83.53104
## [603] 93.25746 70.98443 70.98443 71.86932 80.07913 80.07913 80.07913
## [610] 81.81098 98.23332 98.23332 82.11178 80.21269 80.45145 111.04001
## [617] 99.78471 74.27756 68.45483 70.96253 69.98801 104.56665 100.44723
## [624] 144.09193 98.28721 103.47898 99.10067 70.87475 81.85310 94.29361
## [631] 94.05460 92.38638 71.37055 71.37055 69.69244 78.49515 67.79097
## [638] 67.79097 87.31814 78.48470 80.06467 84.02114 95.19953 72.77164
## [645] 76.86890 94.41005 78.65878 77.85268 79.79967 79.79967 73.56445
## [652] 81.78361 78.90878 78.90878 84.31393 67.95410 92.40102 74.52595
## [659] 92.18895 82.83913 71.57514 75.51583 135.07194 135.07194 85.21557
## [666] 85.21557 85.21557 93.12289 70.75724 70.54364 87.94393 87.94393
## [673] 72.70939 76.12640 68.66082 87.39632 87.39632 72.40305 89.77751
## [680] 89.56957 79.84947 73.50602 73.23345 75.05639 90.61793 69.71502
## [687] 61.45665 92.02504 71.59300 71.44613 100.21637 94.49122 94.97171
## [694] 89.22355 81.61007 83.97541 90.97040 66.92522 76.12871 81.12241
## [701] 81.12241 75.81310 72.83411 86.02939 71.16195 113.52069 66.43550
## [708] 66.43550 98.60214 66.48092 82.05499 101.58251 81.22660 74.86419
## [715] 86.42221 94.07380 89.86961 75.04475 89.56200 77.29021 86.16085
## [722] 77.28278 71.26929 70.10413 70.10413 75.07227 84.98624 79.44976
## [729] 73.52325 99.82887 99.82887 99.82887 71.97300 80.48786 80.40172
## [736] 80.40172 74.60525 81.89713 91.99795 76.56643 76.30711 69.96583
## [743] 87.52129 102.25156 74.42767 74.42767 74.42767 72.05270 90.41549
## [750] 68.10568 67.05698 85.64750 75.78086 79.79068 66.06213 69.87826
## [757] 75.14964 94.21016 92.99280 82.08275 95.15863 95.15863 71.02023
## [764] 74.45452 73.70595 56.85496 80.82367 74.65633 79.23172 79.23172
## [771] 79.23172 79.23172 97.09659 97.09659 79.28851 87.54573 60.06051
## [778] 91.66067 83.03368 83.03368 69.33581 97.59641 86.64976 81.79328
## [785] 72.82519 72.39066 79.84410 99.77086 99.77086 71.72004 95.18013
## [792] 95.18013 95.70461 91.13133 91.13133 91.13133 76.03648 76.03648
## [799] 76.03648 83.40547 73.79826 73.79826 71.35211 80.55631 80.55631
## [806] 80.98904 70.89376 65.44089 84.24497 70.93978 101.38770 101.38770
## [813] 72.11473 86.81801 86.81801 74.67853 74.67853 93.57237 89.91187
## [820] 84.56235 69.57317 69.57317 69.57317 79.79867 79.79867 91.00313
## [827] 91.00313 94.67532 94.67532 93.33041 86.95168 91.06881 95.54315
## [834] 78.36103 73.34267 71.37055 71.37055 81.27829 90.18841 75.41905
## [841] 75.41905 75.41905 74.17053 76.63212 69.30523 88.87532 122.41637
## [848] 87.77003 87.77003 97.14512 101.19441 82.87928 79.49494 79.49494
## [855] 80.68910 100.53091 94.20459 94.20459 88.98551 88.98551 90.98834
## [862] 59.70351 71.38811 73.22345 73.22345 73.22345 98.28831 85.14804
## [869] 71.14401 90.27101 90.27101 67.77490 97.39294 90.21322 79.63456
## [876] 84.86907 70.70196 98.12339 72.10352 72.10352 79.21773 70.84738
## [883] 75.24040 81.35123 81.35123 81.35123 78.93721 91.71727 80.80392
## [890] 70.81998 94.99262 94.09859 94.09859 94.09859 91.90119 85.07340
## [897] 73.59961 73.59961 83.92184 73.11022 84.53774 84.53774 90.45576
## [904] 74.97843 76.82459 101.15065 85.02071 85.02071 85.02071 78.33241
## [911] 84.22938 71.51358 61.30033 73.16914 103.11195 103.11195 129.23090
## [918] 71.51786 94.97396 73.35855 67.93590 82.25867 86.41149 71.76264
## [925] 82.85259 86.07483 97.00938 101.85704 73.86925 99.27770 70.99283
## [932] 72.74509 95.38915 83.65082 83.65082 72.54696 76.41243 76.41243
## [939] 76.41243 82.60640 79.99943 79.99943 74.51177 87.34531 93.48163
## [946] 81.63588 78.72815 75.31900 69.65122 74.59281 99.89636 78.76903
## [953] 70.81018 58.39903 75.54438 93.27217 73.54299 96.25950 82.36979
## [960] 81.97985 81.97985 89.69813 58.15982 83.39223 83.39223 73.96418
## [967] 73.84214 73.84214 70.85773 83.78965 75.86580 78.58300 79.52185
## [974] 77.73160 71.12397 74.37703 73.16527 68.10502 84.68948 90.17262
## [981] 95.08408 71.43826 74.53619 96.28183 96.28183 96.28183 89.87484
## [988] 88.40333 81.75738 70.86247 94.13239 67.50980 78.84077 62.86783
## [995] 62.86783 70.28403 78.28806 80.74090 75.15385 63.92689 85.55745
## [1002] 97.01022 92.02339 82.27804 82.27804 74.82695 70.44955 86.18782
## [1009] 86.18782 67.88584 76.63042 88.14756 65.99896 88.76201 81.72443
## [1016] 82.00273 82.00273 81.20246 70.42296 70.42296 74.79031 74.79031
## [1023] 89.89834 72.03140 74.45657 100.12285 76.13479 74.27700 72.96698
## [1030] 71.99451 86.72774 95.40236 82.42168 75.09006 89.83716 72.47174
## [1037] 72.47174 73.38024 86.29621 79.21787 79.21787 83.23951 83.23951
## [1044] 75.93808 83.50438 94.47896 82.98444 97.61752 93.84508 73.74865
## [1051] 88.47322 88.47322 97.09420 88.81597 115.45373 94.14286 96.25013
## [1058] 89.60111 74.47690 79.99074 79.78595 91.98384 91.98384 91.98384
## [1065] 73.13160 73.32903 93.02908 93.02908 80.02822 71.36928 98.86158
## [1072] 102.63911 90.56894 90.56894 75.44035 79.49494 72.71289 65.84169
## [1079] 97.91980 97.91980 77.21159 61.20735 91.00313 73.65735 88.43003
## [1086] 68.43387 73.53761 90.62007 61.23750 78.48566 98.46625 98.46625
## [1093] 89.49406 69.23280 74.85102 92.58693 72.55356 93.61612 71.51215
## [1100] 83.09390 96.61750 81.18279 74.64366 102.23217 113.64599 113.64599
## [1107] 83.66967 88.10655 83.45454 83.45454 92.92511 71.30065 91.04748
## [1114] 81.09330 77.94215 75.18826 86.99288 75.65507 82.62868 82.62868
## [1121] 72.68366 72.68366 87.31706 75.51042 75.51042 91.29721 86.28688
## [1128] 77.02420 73.25180 78.76903 85.04914 95.23705 71.32787 86.91880
## [1135] 86.91880 71.00529 92.31482 89.46292 91.16008 91.16008 89.51398
## [1142] 90.25571 90.25571 72.34713 72.34713 66.52845 72.65428 59.13206
## [1149] 72.36078 78.02150 82.02054 68.59748 68.59748 88.27504 88.27504
## [1156] 85.22178 85.22178 84.83360 70.89057 76.35714 70.13930 73.38223
## [1163] 75.23375 75.23375 76.57540 73.30882 84.85651 83.35048 72.44609
## [1170] 73.34200 124.68900 81.77981 81.77981 98.98108 83.91310 71.00615
## [1177] 72.06282 72.06282 77.44046 77.44046 77.44046 75.00315 75.00315
## [1184] 75.00315 69.41862 97.09303 99.91020 99.91020 75.40603 75.40603
## [1191] 79.32740 66.98225 82.95014 82.41393 90.77352 93.17353 93.17353
## [1198] 73.32095 73.97973 95.99438 87.51833 91.11371 71.73403 80.06058
## [1205] 68.16617 82.94940 80.45700 71.54488 73.44078 73.44078 69.09197
## [1212] 80.95640 67.54731 86.72324 96.58382 96.58382 75.43655 95.68944
## [1219] 73.37428 73.37428 77.91001 92.63194 92.63194 95.52971 78.62492
## [1226] 95.36150 70.58047 90.73905 78.91922 76.52960 88.42299 89.86224
## [1233] 76.33188 79.91538 100.30249 78.40071 79.24732 86.85810 86.85810
## [1240] 76.03752 76.03752 79.92492 94.05084 95.67140 86.40055 86.40055
## [1247] 78.47157 70.22758 70.22758 87.67781 87.67781 64.32598 80.42061
## [1254] 80.42061 95.68351 97.79359 93.36792 85.90149 92.27441 82.89191
## [1261] 74.96587 84.01776 84.01776 84.01776 75.41669 71.40138 69.33581
## [1268] 89.68761 89.68761 71.40753 69.92609 81.36877 83.94553 77.80527
## [1275] 73.97851 91.28594 68.95115 68.95115 72.22026 81.41455 81.41455
## [1282] 72.34713 96.22820 80.26114 79.77984 79.77984 79.77984 79.77984
## [1289] 79.48282 84.07048 94.41310 80.64602 80.64602 74.17333 81.71798
## [1296] 82.32123 66.98225 99.37173 99.37173 74.26858 86.67846 69.49288
## [1303] 80.94921 91.20370 81.91588 71.60267 82.88310 84.83360 79.83163
## [1310] 89.78436 96.22342 84.75013 84.75013 73.24997 80.36641 85.55920
## [1317] 85.55920 85.55920 74.59084 86.80128 58.73679 97.49099 92.52116
## [1324] 105.66191 65.55304 89.98384 89.98384 82.12522 98.28063 72.42189
## [1331] 72.42189 73.24456 73.24456 75.75770 75.75770 73.77428 73.77428
## [1338] 99.36671 76.02057 73.10828 71.29012 71.29012 90.25428 94.61255
## [1345] 94.30481 70.42817 73.10965 74.27206 74.27206 74.27206 90.94874
## [1352] 92.07484 91.39769 80.23585 80.23585 72.88731 78.73226 72.50374
## [1359] 99.84144 70.99283 80.71288 80.71288 65.61226 79.34721 93.45853
## [1366] 75.41843 87.61830 87.97601 87.97601 88.57284 88.57284 71.36879
## [1373] 88.39080 91.21469 91.21469 91.21469 75.29180 87.64810 70.30503
## [1380] 85.88019 69.90450 80.34855 78.27231 79.84861 88.20112 81.63253
## [1387] 99.43444 68.15053 75.09046 79.51578 92.18867 68.59192 97.69386
## [1394] 71.68429 89.29777 89.92584 74.20844 74.06405 81.97985 81.97985
## [1401] 82.87737 85.04596 85.04596 80.83372 71.54625 70.66407 70.66407
## [1408] 72.48331 91.94158 71.81485 91.60079 73.16810 102.88113 96.88980
## [1415] 58.45361 83.83059 86.30890 86.22128 83.32925 83.32925 75.94007
## [1422] 75.94315 74.40871 70.56984 87.97493 87.97493 70.72771 89.11730
## [1429] 87.83943 87.68802 102.48330 102.48330 80.94831 80.94831 80.94831
## [1436] 78.45318 60.34376 78.16080 71.95544 74.01393 74.01393 80.60363
## [1443] 99.32560 76.81451 66.90834 89.56835 89.56835 69.90483 78.75882
## [1450] 71.30230 84.07514 84.07514 80.18958 86.09891 86.09891 72.18286
## [1457] 90.25888 90.25888 90.25888 90.25888 79.52800 79.52800 74.08825
## [1464] 81.93476 74.10779 70.86932 78.66206 71.79325 100.04669 96.40610
## [1471] 96.40610 90.79449 85.55542 85.55542 74.08572 71.72195 73.24456
## [1478] 73.24456 76.06864 71.37051 93.24857 93.28976 97.13222 97.13222
## [1485] 87.85493 87.85493 87.85493 90.47481 96.94704 96.94704 96.94704
## [1492] 96.94704 70.66757 60.16280 72.71809 72.22545 72.22545 80.70225
## [1499] 80.70225 91.84627 91.84627 82.04270 82.10303 102.81100 85.00100
## [1506] 89.01774 89.01774 75.85458 79.04337 74.50215 86.24994 86.24994
## [1513] 69.17133 87.08104 75.81169 78.49800 66.41091 96.32233 59.44919
## [1520] 84.11509 84.11509 82.16000 75.20360 85.10663 85.10663 80.96830
## [1527] 75.96914 100.58114 74.65606 77.30590 72.93017 91.07130 91.07130
## [1534] 66.39695 65.68875 99.74937 79.96438 73.19284 78.75362 78.75362
## [1541] 85.87414 85.87414 85.87414 80.82456 88.09345 92.14727 80.17517
## [1548] 70.41877 76.49578 93.18705 93.18705 73.92449 85.34612 90.82615
## [1555] 82.48880 82.48880 88.23781 88.23781 72.11757 70.60553 83.18793
## [1562] 78.97037 78.97037 86.72227 83.68425 67.36885 72.08804 96.17216
## [1569] 70.67466 63.01667 84.78569 75.22184 102.37155 96.62472 73.32768
## [1576] 62.00879 86.92004 71.20295 100.26770 91.04748 79.57908 70.18431
## [1583] 70.51198 82.13872 82.13872 92.18777 74.67853 74.67853 87.83943
## [1590] 92.98002 92.98002 92.98002 92.98002 96.27481 80.30070 80.64488
## [1597] 99.05637 100.59319 64.56501 94.69315 81.93476 81.06050 81.06050
## [1604] 81.06050 83.95421 73.54107 74.60343 83.31123 79.31773 90.79946
## [1611] 59.88197 85.26709 85.26709 72.06543 86.78285 85.60367 85.60367
## [1618] 85.60367 93.45853 70.38994 91.64365 73.87468 73.87468 79.61613
## [1625] 72.17304 68.77844 86.68399 77.14924 77.14924 95.73500 67.23303
## [1632] 73.70880 73.70880 90.01810 77.08117 88.42296 78.35105 73.11205
## [1639] 69.57246 88.72037 71.49106 96.80480 89.88362 85.64865 99.29228
## [1646] 82.04506 82.04506 75.40070 75.40070 95.73169 99.06092 81.61175
## [1653] 88.44150 82.42308 82.42308 80.14622 74.27423 88.82299 71.13538
## [1660] 92.67663 92.67663 83.85168 78.63364 78.63364 78.63364 90.23704
## [1667] 90.23704 90.23704 87.75417 74.49959 74.49959 74.49959 70.39434
## [1674] 72.62835 72.62835 86.93936 86.93936 89.86312 89.86312 91.52722
## [1681] 76.16547 75.18046 96.10106 96.10106 80.55210 71.62384 75.50690
## [1688] 73.18616 87.53307 63.08813 80.20862 84.88247 74.57608 86.19003
## [1695] 91.79685 73.89220 73.22476 97.55263 86.83459 85.94997 85.94997
## [1702] 71.96251 80.93230 76.20366 76.20366 76.20366 83.34204 101.18673
## [1709] 84.89818 76.54986 76.54986 72.24517 102.20920 79.64729 88.23125
## [1716] 88.23125 88.59494 88.59494 88.59494 88.49808 73.44131 73.44131
## [1723] 99.36671 85.49805 74.49604 75.22921 89.97548 96.24554 74.65644
## [1730] 73.34200 73.34200 87.46770 94.02265 77.87984 77.87984 92.31482
## [1737] 95.96341 73.41734 74.31454 93.69940 95.50747 95.50747 70.31383
## [1744] 95.19878 95.19878 95.19878 95.77599 95.77599 84.26634 72.91654
## [1751] 70.99283 75.35020 67.85646 85.33797 94.00821 94.00821 85.87757
## [1758] 86.46176 75.18046 75.16884 72.21292 72.21292 124.71046 124.71046
## [1765] 124.71046 74.52595 87.08513 93.53149 82.16842 80.66209 80.66209
## [1772] 94.65545 94.65545 86.27145 86.27145 73.66791 80.58399 74.26902
## [1779] 74.26902 83.39691 83.39691 91.67771 78.17610 78.17610 78.17610
## [1786] 59.78369 59.78369 77.91738 93.92697 93.92697 88.66778 73.30158
## [1793] 65.95287 88.63526 80.67219 80.67219 95.31817 93.94704 93.94704
## [1800] 93.94704 73.76463 86.26639 86.26639 85.80648 92.10066 74.73060
## [1807] 74.73060 100.63006 100.63006 109.13350 70.88986 85.44407 85.44407
## [1814] 85.44407 93.01750 93.01750 72.94700 96.38798 87.76502 80.55201
## [1821] 92.01403 86.47641 86.47641 86.47641 76.20521 74.13723 72.68197
## [1828] 78.09151 80.55945 80.55945 86.91648 75.74833 95.90216 95.90216
## [1835] 95.90216 60.83646 85.34020 85.34020 70.39470 82.21714 96.80116
## [1842] 96.80116 74.72408 88.42003 71.25878 113.43553 113.43553 87.03186
## [1849] 81.43286 88.53293 88.53293 72.87095 72.87095 71.30230 73.84682
## [1856] 73.84682 67.15023 67.15023 67.15023 67.15023 95.15024 71.33929
## [1863] 75.29560 75.29560 69.17133 70.82836 73.56017 73.56017 82.74725
## [1870] 82.74725 73.36284 94.68948 72.16132 72.16132 90.68896 72.60599
## [1877] 68.49896 69.30257 78.35859 84.57347 84.57347 71.37383 91.54148
## [1884] 88.85775 70.66839 95.81783 92.65453 94.24358 90.31879 71.12431
## [1891] 74.72497 74.72497 74.72497 68.83239 68.83239 113.12213 95.94435
## [1898] 70.95631 70.95631 72.82323 72.82323 72.82323 72.82323 86.73739
## [1905] 86.73739 77.63785 81.69793 74.96602 84.96566 84.96566 74.41545
## [1912] 94.91671 74.79789 80.15954 81.54148 75.54663 75.54663 75.54663
## [1919] 72.88634 59.70934 77.67184 76.69721 70.29573 76.30890 82.95702
## [1926] 78.75409 95.32796 85.02071 85.02071 85.02071 57.45309 85.71056
## [1933] 79.28544 73.54424 85.63312 76.46207 84.07156 84.07156 70.61968
## [1940] 70.61968 90.47517 90.47517 90.47517 80.78643 86.41640 72.55822
## [1947] 72.55822 76.83126 95.68786 69.02089 69.02089 64.50097 64.50097
## [1954] 64.50097 68.95420 74.44009 79.56276 79.68758 92.91233 92.91233
## [1961] 84.18850 76.23271 110.02972 91.71145 78.37002 80.22249 82.99446
## [1968] 94.25342 94.25342 73.60986 84.72257 111.01787 83.81487 94.22380
## [1975] 91.24400 85.54581 96.47080 96.47080 70.62241 93.71986 93.71986
## [1982] 87.19673 87.32973 86.93936 75.09532 86.65466 86.65466 72.69934
## [1989] 90.09753 90.09753 90.09753 90.09753 86.14631 75.43693 75.83224
## [1996] 90.57160 79.30597 73.01831 73.01831 89.11730 89.11730 89.11730
## [2003] 89.11730 73.43596 76.69980 80.03480 80.60475 68.85977 87.41119
## [2010] 101.61798 114.09556 114.09556 86.24369 72.46605 72.46605 82.87642
## [2017] 86.49873 86.49873 75.02607 82.00437 69.85663 76.69980 96.08867
## [2024] 96.08867 83.23365 88.63212 92.94581 57.89550 86.80128 72.29963
## [2031] 89.25572 94.16390 95.20397 70.87400 82.26692 82.26692 75.65476
## [2038] 69.98929 69.98929 96.27851 75.27502 97.77311 88.23809 75.98837
## [2045] 84.88247 91.46624 88.11540 78.77026 80.80736 80.33709 72.91290
## [2052] 93.33032 93.33032 72.97950 84.07514 70.96253 70.96253 99.99739
## [2059] 72.81234 91.41476 91.41476 72.28257 89.88163 79.04834 71.32090
## [2066] 94.07363 94.07363 94.07363 101.42542 101.42542 101.42542 101.42542
## [2073] 87.72787 101.68418 74.59950 74.59950 72.49982 72.49982 72.49982
## [2080] 72.49982 76.56280 67.46237 74.03001 84.68544 84.68544 84.68544
## [2087] 93.64860 89.63083 98.66649 98.66649 80.22806 79.88916 60.09914
## [2094] 85.45188 85.45188 71.43195 74.05564 74.46975 88.98524 86.55779
## [2101] 73.13322 73.13322 92.77415 100.28562 70.80586 95.18776 94.11011
## [2108] 111.34870 69.82632 85.32757 75.12371 71.84954 96.95280 70.30229
## [2115] 71.60195 71.60195 71.60195 74.86211 76.44398 96.37606 93.35025
## [2122] 73.13061 97.12323 97.12323 98.47888 79.17758 87.74275 100.28562
## [2129] 94.10442 69.92285 87.14821 87.14821 87.14821 74.19776 88.96087
## [2136] 88.96087 96.76247 70.31725 73.15152 73.15152 77.08350 89.12088
## [2143] 91.50514 91.50514 79.29565 57.99466 99.14120 76.07808 75.55006
## [2150] 76.15855 76.15855 95.28348 84.81253 88.91223 94.84977 72.52930
## [2157] 73.39634 73.39634 73.39634 73.39634 90.23636 87.31015 75.56185
## [2164] 77.88484 77.88484 72.96645 77.92900 78.74886 85.77998 95.18357
## [2171] 86.54516 95.36539 90.84895 87.04249 72.95717 72.50673 79.68086
## [2178] 89.71923 81.15495 74.32680 79.34999 79.34999 79.34999 79.34999
## [2185] 82.19506 88.80773 90.31849 88.59494 96.38960 92.98200 70.71996
## [2192] 72.98994 88.84140 81.77543 61.50224 61.50224 73.22900 81.61007
## [2199] 81.61007 83.40372 71.06169 77.87737 83.36582 85.41687 78.13448
## [2206] 73.22683 75.02625 86.45413 90.95297 90.95297 90.95297 90.95297
## [2213] 75.72474 75.72474 71.39134 71.39134 71.88627 76.64946 76.64946
## [2220] 72.77916 77.18384 66.61145 75.08931 83.84503 75.11657 88.13825
## [2227] 78.64274 80.62550 82.77627 82.77627 78.50236 71.15300 63.76714
## [2234] 73.45834 114.93648 81.36323 99.34729 99.34729 96.79799 96.79799
## [2241] 85.29666 82.21763 74.16898 74.62373 74.62373 96.75469 97.18184
## [2248] 81.71798 91.52821 96.32479 79.61769 74.04792 86.72753 86.72753
## [2255] 67.96329 90.28081 87.21823 76.28857 77.27880 73.13061 73.38223
## [2262] 74.40099 84.98343 72.33546 72.33546 80.92210 80.92210 75.43597
## [2269] 75.43597 94.55777 91.93161 93.17280 93.17280 93.17280 93.17280
## [2276] 88.81912 88.81912 85.55920 78.37635 102.67228 86.54460 86.61226
## [2283] 80.39232 79.10755 103.50325 103.50325 92.02724 91.81690 91.81690
## [2290] 75.57558 90.03248 75.27285 79.92064 74.00563 79.75914 80.99060
## [2297] 80.99060 73.58758 79.30717 75.74976 79.26596 72.04446 88.70448
## [2304] 65.75997 65.75997 68.90203 89.29462 89.29462 85.07915 78.45412
## [2311] 83.19958 96.58360 95.21845 97.11160 97.11160 94.21348 69.15887
## [2318] 76.50070 69.39797 72.64723 88.24567 75.72898 96.50624 75.28105
## [2325] 75.28105 75.28105 88.04873 75.07799 73.25881 73.25881 81.19511
## [2332] 70.04699 75.08554 75.08554 96.39190 96.39190 96.39190 69.95684
## [2339] 85.90852 71.56035 94.13033 79.79208 68.90406 75.02212 80.18805
## [2346] 74.16593 78.72617 69.12933 78.69930 110.47621 110.47621 110.47621
## [2353] 82.13872 82.13872 70.01393 95.65052 95.65052 95.65052 98.34218
## [2360] 68.41764 95.86602 95.86602 67.70767 67.70767 67.70767 67.70767
## [2367] 71.48033 83.19354 73.67858 97.20399 97.20399 97.20399 97.20399
## [2374] 95.62124 95.62124 72.35443 72.35443 76.75993 80.17448 84.66563
## [2381] 72.97940 72.97940 72.97940 100.70570 80.71288 91.46437 94.62668
## [2388] 94.62668 97.77055 82.54522 87.15133 74.50087 74.50087 74.50087
## [2395] 94.71172 74.66345 64.99564 75.92024 73.64123 69.35306 94.87404
## [2402] 73.41935 71.65617 70.87786 89.17966 89.17966 86.19082 85.18817
## [2409] 85.18817 94.85838 94.25664 94.25664 72.89834 85.84887 85.84887
## [2416] 108.25450 76.95546 86.50810 77.62005 100.61137 100.61137 100.61137
## [2423] 83.82448 84.73950 83.13705 78.13732 67.78175 89.17215 86.65974
## [2430] 96.91507 56.50936 87.69852 87.69852 87.69852 78.12961 78.12961
## [2437] 95.38576 89.27331 89.27331 75.91074 66.76090 79.83163 69.47591
## [2444] 60.56516 75.85817 75.85817 87.84341 82.72442 78.02497 78.02497
## [2451] 82.45272 76.33281 70.61895 70.61895 77.16777 77.25109 70.90964
## [2458] 65.68875 65.68875 88.68021 88.68021 88.68021 71.06801 77.57793
## [2465] 76.25111 101.35090 59.68961 85.82622 96.86104 83.23308 88.94250
## [2472] 89.67233 113.36674 73.52297 90.03452 79.25928 79.25928 89.57293
## [2479] 89.57293 89.57293 74.89341 74.89341 70.45695 83.15509 79.73849
## [2486] 119.08327 80.86425 89.28234 74.72017 74.72017 74.72017 79.53669
## [2493] 75.92024 89.89635 72.98350 93.92530 73.20225 73.20225 73.20225
## [2500] 97.76487 83.13117 64.58095 88.44805 88.44805 88.44805 88.44805
## [2507] 78.73263 82.45864 89.22083 94.38076 94.38076 74.18629 100.91133
## [2514] 100.91133 90.76124 87.65190 93.11951 93.11951 74.55119 70.51201
## [2521] 80.38887 80.38887 79.69787 86.86945 85.29859 72.01004 79.38296
## [2528] 76.89271 73.97302 73.97302 93.65415 93.65415 97.44929 97.44929
## [2535] 76.31112 76.31112 77.04979 77.04979 88.95287 97.18987 89.68119
## [2542] 73.44432 73.44432 75.53031 78.26635 89.00908 82.49481 82.49481
## [2549] 82.49481 87.19052 87.19052 87.19052 73.53098 94.27819 77.59264
## [2556] 84.83743 70.75331 69.86388 75.44035 75.44035 101.97430 99.94224
## [2563] 99.94224 87.60092 104.32864 104.32864 70.41570 78.24813 89.69919
## [2570] 97.52322 74.52362 75.78536 75.78536 92.87395 89.65735 89.65735
## [2577] 73.84538 71.94247 88.83761 88.83761 93.75466 77.88118 76.48887
## [2584] 95.69075 76.77704 78.57761 87.20875 76.38200 73.74210 79.68962
## [2591] 84.01630 91.87376 68.52399 108.63715 84.74911 90.51267 74.24963
## [2598] 68.17738 91.85412 74.61321 66.36453 87.90182 102.56197 89.14593
## [2605] 89.14593 89.14593 85.03370 76.70623 64.58934 87.31238 70.99755
## [2612] 92.75366 82.07302 82.07302 79.34743 79.34743 78.61990 78.47524
## [2619] 78.47524 98.51707 98.51707 71.01104 87.27641 72.36089 72.36089
## [2626] 89.01958 86.26832 56.58681 71.68953 74.02171 74.02171 74.02171
## [2633] 80.49741 92.73947 91.87132 87.72209 87.72209 82.22354 72.01041
## [2640] 70.99321 79.51578 79.51578 94.02702 87.61830 69.21019 71.17910
## [2647] 73.79826 88.23533 95.81701 81.00126 81.00126 79.99877 79.99877
## [2654] 97.92113 66.66103 82.51239 82.51239 82.51239 86.63388 70.82485
## [2661] 80.29993 80.29993 88.85856 79.24527 78.64856 78.64856 88.91795
## [2668] 121.69718 81.11575 81.11575 70.85934 70.85934 73.74779 73.74779
## [2675] 73.74779 77.91648 77.91648 65.43660 79.25673 91.49963 82.23158
## [2682] 82.23158 82.23158 93.18109 93.18109 93.18109 67.55560 75.81310
## [2689] 73.44466 72.62835 72.62835 72.62835 95.16591 95.16591 78.40283
## [2696] 73.22250 85.15678 93.48499 93.48499 75.83727 85.01824 76.08792
## [2703] 72.98486 95.35444 95.35444 93.95745 93.95745 100.96054 72.72582
## [2710] 75.71195 75.71195 99.29980 89.87728 89.87728 100.24573 100.24573
## [2717] 73.81364 75.39759 88.03771 88.03771 79.27437 81.56252 80.91828
## [2724] 72.96830 97.23257 84.38602 78.45461 74.31477 74.31477 74.31477
## [2731] 90.56488 90.56488 69.57907 69.57907 94.21405 94.21405 94.21405
## [2738] 70.20018 95.77056 95.77056 87.73448 73.91999 74.84920 81.71798
## [2745] 81.71798 90.49579 95.63409 71.08082 71.08082 84.78400 72.00434
## [2752] 72.00434 85.63945 80.17214 78.12407 78.12407 78.12407 100.51053
## [2759] 73.65735 73.65735 73.65735 82.47371 95.47345 80.43597 88.55957
## [2766] 88.55957 79.79867 70.17372 70.17372 85.88236 85.88236 85.88236
## [2773] 75.88639 76.69025 80.87449 97.89540 97.89540 97.89540 93.64503
## [2780] 75.08931 75.08931 79.61685 79.61685 82.36124 70.41801 87.49764
## [2787] 87.49764 88.24214 88.24214 88.24214 66.31151 66.31151 66.31151
## [2794] 74.91070 78.49369 80.97690 94.24837 75.93193 77.77967 91.64205
## [2801] 87.08367 92.75912 72.69932 72.69932 85.58066 85.58066 88.33508
## [2808] 72.59328 72.59328 101.83085 86.34149 86.34149 77.38849 76.69643
## [2815] 86.88552 86.88552 86.88552 80.40172 84.03921 144.03608 144.03608
## [2822] 87.12683 78.63137 89.65352 83.40307 83.40307 88.92123 79.93644
## [2829] 72.24715 72.24715 87.66207 76.18773 89.57768 81.97985 99.99884
## [2836] 80.92210 80.74072 79.09436 91.44155 73.78425 70.33347 71.99567
## [2843] 126.76493 126.76493 76.32960 76.32960 91.74369 74.70030 73.13061
## [2850] 93.17401 93.17401 100.90249 77.25732 87.96096 71.02566 75.28034
## [2857] 70.77552 70.77552 86.24994 90.17660 87.14410 87.14410 69.08629
## [2864] 95.47201 72.03347 85.51409 74.72017 86.35655 86.35655 86.35655
## [2871] 86.67144 83.36962MSE_boost <- mean((nhanes_test$Weight - boost_pred)^2)
MSE_boost## [1] 315.6755MSE_reg## [1] 332.8215MSE_dectree## [1] 334.6264MSE_rf## [1] 262.9953Based on the lowest MSE, the Random Forest Model seems to be the best at predicting weight based on all other factors.
Part 3: Clustering
- Use R to compute the mean of each variable in the nhanes_train csv file.
summary(nhanes_train)## Age Weight Height Pulse
## Min. :16.00 Min. : 39.30 Min. :139.9 Min. : 40.00
## 1st Qu.:30.00 1st Qu.: 67.50 1st Qu.:162.2 1st Qu.: 64.00
## Median :44.00 Median : 79.40 Median :169.7 Median : 72.00
## Mean :45.15 Mean : 82.63 Mean :169.5 Mean : 72.32
## 3rd Qu.:58.00 3rd Qu.: 94.65 3rd Qu.:176.7 3rd Qu.: 80.00
## Max. :80.00 Max. :223.00 Max. :199.9 Max. :122.00- Perform k-means clustering on the data in the nhanes_train csv file. Create 4 distinct clusters.
library(fpc)
nhanes_fit <- kmeans(nhanes_train[1:4], 4)
nhanes_fit## K-means clustering with 4 clusters of sizes 821, 716, 487, 847
##
## Cluster means:
## Age Weight Height Pulse
## 1 36.82095 88.26090 174.1502 71.74178
## 2 30.04888 63.92165 165.1246 75.13966
## 3 48.06571 117.06982 176.2801 75.34292
## 4 64.30224 73.19764 164.9505 68.76033
##
## Clustering vector:
## [1] 4 3 2 1 3 4 1 1 1 4 2 2 1 3 3 1 2 2 2 4 1 2 4 1 4 4 4 3 2 1 1 4 2 3 2 1 4
## [38] 4 1 1 1 4 4 1 1 4 2 4 1 4 4 4 2 3 2 4 3 4 4 4 1 2 2 2 4 2 3 1 1 2 4 4 1 4
## [75] 3 2 2 1 2 1 4 1 3 2 3 2 2 4 4 1 2 4 2 3 3 4 1 2 2 2 4 4 4 2 2 3 4 1 4 2 2
## [112] 2 1 3 4 2 4 1 4 2 2 4 4 4 4 1 1 3 3 1 1 1 4 3 4 2 2 3 3 4 4 4 4 4 1 3 4 1
## [149] 2 4 1 2 1 2 4 4 1 2 1 1 1 2 3 1 3 2 2 1 2 4 1 1 1 2 1 1 2 1 2 4 1 2 1 2 2
## [186] 4 3 4 1 2 4 1 3 1 4 1 4 2 2 4 1 4 1 1 3 4 3 4 4 2 1 1 3 3 1 3 4 2 2 3 1 2
## [223] 2 3 1 1 2 3 4 4 2 1 3 4 1 3 3 4 4 1 2 2 1 4 4 3 2 4 4 4 2 1 4 1 2 3 4 1 4
## [260] 1 4 3 3 4 1 4 3 3 4 2 1 2 1 3 2 1 1 3 1 4 4 4 4 4 4 3 1 2 1 2 1 3 3 2 2 2
## [297] 4 3 3 2 1 3 2 2 1 3 4 1 2 4 4 2 2 1 2 4 2 1 4 2 3 3 1 1 1 2 3 4 2 2 2 4 1
## [334] 2 4 4 4 2 2 3 4 1 1 4 1 4 2 2 1 4 3 4 3 2 3 2 3 2 3 1 4 4 2 1 1 2 4 2 4 2
## [371] 4 2 1 2 1 2 4 1 2 4 1 4 1 1 4 2 1 2 3 2 4 4 4 2 4 3 1 1 2 1 1 1 2 1 4 1 4
## [408] 4 3 2 1 1 4 1 4 3 4 4 2 4 4 4 4 1 1 2 4 3 4 1 3 2 2 2 1 2 2 3 1 2 4 2 1 1
## [445] 2 4 2 1 2 3 4 1 4 4 1 4 3 4 2 2 1 1 1 3 3 1 1 4 1 4 1 4 1 3 1 1 3 1 3 1 2
## [482] 1 4 2 2 4 3 4 1 1 1 2 1 2 4 2 1 1 4 2 4 3 3 1 3 1 1 1 2 4 4 1 4 2 4 4 1 3
## [519] 1 2 2 2 1 1 4 4 2 3 2 1 4 4 4 4 1 3 1 1 2 4 3 3 4 1 2 1 3 2 1 2 4 1 1 4 1
## [556] 3 4 2 3 4 1 1 4 4 1 1 2 4 4 4 3 2 4 3 2 1 3 2 4 1 2 2 3 1 4 2 2 4 3 3 4 2
## [593] 1 1 4 1 4 4 4 2 2 1 2 4 4 2 4 3 2 1 4 2 1 4 4 1 2 1 4 2 2 1 2 1 1 1 3 1 4
## [630] 4 4 1 4 1 3 4 4 3 3 1 4 3 4 2 2 3 1 1 4 1 2 3 4 2 4 1 1 2 1 4 1 2 2 2 2 4
## [667] 1 1 2 2 2 2 3 4 3 2 4 1 3 1 3 1 1 3 3 2 2 2 4 1 4 3 1 1 4 4 2 3 4 1 3 1 2
## [704] 3 3 3 4 4 4 4 2 2 4 4 2 2 2 2 1 4 4 4 4 1 2 2 1 4 3 4 3 3 2 1 2 4 4 1 3 1
## [741] 2 4 3 2 2 4 2 2 4 1 2 1 1 4 4 4 4 4 1 1 2 1 1 4 2 1 2 1 2 4 1 3 3 3 2 1 3
## [778] 1 4 1 2 1 4 4 1 4 1 3 2 2 3 2 2 4 1 4 4 1 4 3 2 1 4 1 4 2 1 4 4 2 2 3 1 3
## [815] 3 1 3 1 2 1 4 2 1 2 1 1 4 3 1 4 4 3 4 1 2 4 4 2 1 1 1 1 2 4 1 4 2 1 1 4 2
## [852] 3 4 1 2 1 2 1 1 2 4 3 4 2 2 4 2 4 2 4 4 3 3 1 4 1 4 4 1 2 1 4 3 4 1 1 1 1
## [889] 3 4 1 1 3 4 2 1 3 4 1 3 4 3 4 1 1 4 4 2 4 1 1 2 1 1 1 1 2 1 2 4 2 1 3 1 2
## [926] 2 3 4 4 2 2 1 4 2 3 4 1 1 4 4 4 1 1 4 1 4 1 2 3 1 2 2 4 4 4 1 3 1 4 1 2 2
## [963] 2 3 2 2 2 3 1 1 4 1 4 2 1 3 2 1 3 3 2 3 4 3 1 4 2 4 2 4 2 1 2 3 2 4 3 1 3
## [1000] 4 2 1 4 3 4 1 2 3 4 1 3 2 2 4 1 1 1 1 4 2 1 3 3 4 1 4 2 3 2 3 4 2 2 3 3 2
## [1037] 3 1 2 4 3 2 2 1 2 4 3 2 4 2 2 2 2 4 3 4 1 1 1 1 1 2 1 4 4 4 2 2 2 4 1 2 2
## [1074] 1 3 4 1 3 4 4 4 3 3 2 1 3 4 2 2 2 2 4 4 3 3 1 2 1 1 2 1 4 1 4 4 1 2 3 1 1
## [1111] 1 2 4 1 3 4 3 3 2 4 3 3 3 1 1 4 2 1 1 4 4 1 2 1 2 2 1 4 3 2 3 1 1 2 4 2 1
## [1148] 4 2 4 4 4 2 2 2 4 4 1 1 3 4 2 2 1 2 3 3 2 4 1 1 3 3 4 4 3 1 3 4 2 3 2 2 4
## [1185] 4 2 4 1 3 3 1 4 1 1 3 3 4 1 1 4 1 4 4 2 1 2 1 4 2 2 3 1 1 1 1 4 1 4 4 3 1
## [1222] 1 1 2 4 4 2 4 2 2 4 3 2 2 3 4 2 3 1 1 1 4 4 2 3 3 2 3 4 4 2 2 2 4 4 2 3 3
## [1259] 3 4 4 4 1 4 2 2 2 4 4 1 4 1 1 2 1 1 4 1 1 4 4 4 4 4 2 1 4 1 2 2 2 2 2 2 2
## [1296] 2 3 1 1 3 1 3 1 4 4 4 4 1 4 4 3 2 3 1 4 1 3 2 4 4 3 1 2 1 2 4 1 4 4 3 3 3
## [1333] 4 4 2 1 3 4 4 3 4 4 4 3 1 1 4 2 3 2 1 2 4 4 1 4 3 1 2 1 4 4 4 3 4 1 4 2 1
## [1370] 1 1 4 2 4 4 1 2 4 2 3 1 2 4 4 4 4 4 2 2 4 1 4 1 1 3 2 4 1 4 4 4 1 4 2 3 2
## [1407] 4 3 1 4 3 1 4 3 1 3 2 1 4 4 2 3 1 4 3 1 1 4 4 4 4 3 4 3 3 2 2 1 4 4 4 2 1
## [1444] 3 1 2 2 4 4 4 3 4 4 2 3 1 2 2 4 1 1 1 4 2 3 2 2 1 2 2 2 2 1 4 3 1 2 2 1 4
## [1481] 4 4 3 3 2 3 1 4 1 2 2 4 3 1 2 2 1 4 3 2 4 4 3 1 4 4 4 3 1 2 4 2 1 1 4 2 4
## [1518] 3 1 4 4 2 4 3 3 4 4 4 2 4 3 1 2 1 1 1 2 4 1 1 4 1 3 2 2 3 2 4 4 1 1 1 2 1
## [1555] 3 4 4 2 1 4 3 4 4 4 2 2 4 4 1 3 1 2 3 3 2 1 4 1 1 3 4 2 3 1 1 2 1 4 2 1 4
## [1592] 4 1 2 1 2 4 2 3 1 4 1 4 4 4 1 4 4 4 1 1 1 3 3 1 4 3 3 4 1 2 1 1 4 1 1 3 4
## [1629] 1 4 1 4 1 2 2 2 1 3 4 2 1 1 4 2 1 1 4 4 1 4 1 2 1 4 3 1 1 2 4 1 1 4 3 4 1
## [1666] 4 4 1 2 1 3 2 2 2 3 4 1 2 3 3 1 2 2 1 2 1 4 4 2 1 3 4 4 4 2 3 3 2 3 3 1 1
## [1703] 3 2 4 4 1 3 2 2 2 1 3 4 4 4 3 4 3 1 1 4 3 4 3 2 1 1 2 1 4 3 4 2 4 2 1 2 3
## [1740] 1 3 3 2 2 4 1 1 4 1 1 1 4 3 4 2 1 1 1 2 4 2 4 4 2 3 1 3 1 2 2 1 4 2 2 2 2
## [1777] 4 3 4 3 4 1 2 1 1 4 1 2 1 4 1 4 1 1 1 2 3 2 4 1 2 4 4 4 4 2 4 3 4 4 4 3 1
## [1814] 4 2 1 1 2 2 1 4 2 2 4 3 4 1 4 4 4 4 4 1 4 1 2 2 4 1 4 3 1 3 1 2 4 2 2 1 2
## [1851] 3 1 4 4 1 4 4 4 4 2 1 3 4 4 1 4 1 2 1 2 1 4 4 3 4 1 2 4 4 4 2 2 1 4 1 1 1
## [1888] 1 2 2 1 4 1 3 2 4 3 4 3 1 1 4 1 4 4 1 2 2 1 3 2 3 2 3 4 1 4 2 4 3 2 1 2 3
## [1925] 1 1 3 4 3 1 4 3 3 4 4 2 4 3 1 1 2 2 3 1 3 2 3 2 3 3 4 4 2 1 1 1 2 4 4 4 1
## [1962] 4 1 2 4 1 2 4 4 4 2 2 2 1 1 4 4 2 4 3 2 1 1 1 4 3 2 2 4 4 2 4 2 1 1 3 1 2
## [1999] 2 1 2 2 4 3 1 1 3 3 1 1 1 4 3 4 2 1 4 1 2 2 1 2 4 1 4 3 3 1 3 2 2 3 1 3 2
## [2036] 4 4 2 1 1 4 1 1 1 1 2 3 3 2 2 1 2 1 3 2 2 3 3 2 2 3 4 4 2 1 3 2 1 3 1 1 3
## [2073] 2 2 1 2 3 3 4 3 2 4 4 2 1 3 3 3 2 4 4 1 2 1 2 3 1 4 3 1 3 1 4 4 1 4 2 1 1
## [2110] 4 2 1 1 2 4 2 1 3 3 2 3 2 2 1 2 1 3 4 4 1 2 4 1 4 2 1 1 1 2 2 4 2 4 2 4 2
## [2147] 2 3 2 1 3 4 3 1 2 2 1 4 4 1 2 3 3 4 1 1 4 4 3 1 1 2 3 3 2 3 4 4 3 4 4 4 1
## [2184] 1 1 1 2 4 4 3 3 2 1 1 4 3 1 2 4 2 4 3 3 1 2 4 4 1 4 3 2 3 1 1 3 1 3 2 2 3
## [2221] 3 2 4 3 2 2 3 2 3 1 1 1 1 2 1 1 3 4 1 1 4 4 3 3 2 4 4 2 2 2 4 4 2 2 1 4 1
## [2258] 2 3 2 2 3 4 4 1 4 3 3 4 2 3 3 2 4 1 1 2 1 1 2 4 2 1 3 1 2 3 2 3 1 3 4 3 1
## [2295] 1 2 4 1 2 4 4 2 4 3 1 1 2 4 1 2 2 4 2 2 2 4 2 3 1 3 4 4 2 1 4 4 1 3 4 2 4
## [2332] 3 1 4 3 1 4 4 4 3 2 2 4 4 1 1 2 1 2 1 4 2 2 1 4 4 4 1 4 1 4 4 3 2 4 2 4 4
## [2369] 3 2 1 1 4 1 3 3 3 1 4 1 2 4 3 4 1 3 4 4 4 2 2 2 1 1 3 3 1 4 4 4 1 1 2 4 2
## [2406] 2 2 2 1 4 2 1 4 2 1 1 1 1 4 1 1 1 1 2 2 2 4 2 3 3 3 3 2 4 2 2 1 1 1 2 4 2
## [2443] 4 1 4 1 4 4 1 2 2 4 1 3 1 4 2 4 4 2 2 3 1 2 2 1 3 1 1 1 2 2 3 3 2 4 1 2 1
## [2480] 1 1 3 2 1 1 1 2 1 3 2 3 2 1 4 4 3 1 4 1 4 2 3 1 3 2 1 2 1 2 3 2 1 4 1 3 4
## [2517] 4 4 1 4 4 4 2 3 1 4 4 2 2 1 1 2 4 3 3 2 1 2 1 3 4 2 1 4 2 4 1 1 1 1 2 4 2
## [2554] 4 4 4 2 1 4 2 3 2 4 2 2 3 3 2 3 1 3 3 3 2 1 4 2 4 1 1 4 1 3 1 4 4 3 3 3 2
## [2591] 4 4 1 4 4 3 4 1 1 4 1 4 1 1 2 2 4 4 1 4 1 1 3 4 2 1 1 1 2 2 4 1 4 1 4 1 1
## [2628] 1 4 3 4 3 1 2 1 4 1 2 4 1 2 4 4 1 4 3 4 2 3 4 1 2 1 1 1 3 2 4 1 4 4 4 2 2
## [2665] 2 3 4 1 3 3 1 2 4 2 4 2 2 3 1 1 3 4 1 4 4 1 2 4 2 4 4 1 3 1 3 4 3 2 2 2 4
## [2702] 1 3 2 4 4 4 3 4 1 4 4 1 1 3 1 1 2 4 2 1 4 4 4 4 4 3 2 1 2 4 3 3 2 1 4 4 3
## [2739] 1 4 1 1 2 3 1 3 1 3 1 3 3 3 4 1 4 1 2 1 2 4 4 4 4 2 2 2 4 4 4 3 1 4 1 3 2
## [2776] 4 2 2 1 1 4 1 1 1 2 4 1 1 1 4 4 2 4 3 4 3 4 4 1 2 4 1 2 2 4 3 3 1 4 1 1 3
## [2813] 2 2 1 4 4 2 2 2 4 1 1 4 2 1 3 3 1 1 4 2 3 1 2 4 1 1 4 1 1 4 4 3 4 1 1 1 1
## [2850] 1 3 4 3 4 3 3 4 1 4 4 2 2 2 3 2 4 4 2 2 4 3
##
## Within cluster sum of squares by cluster:
## [1] 317006.3 262863.8 365425.0 370405.2
## (between_SS / total_SS = 54.2 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss" "tot.withinss"
## [6] "betweenss" "size" "iter" "ifault"- Use R to display the mean of each variable in each cluster, and compare these means with those that you obtained in the previous question.
summary(nhanes_train)## Age Weight Height Pulse
## Min. :16.00 Min. : 39.30 Min. :139.9 Min. : 40.00
## 1st Qu.:30.00 1st Qu.: 67.50 1st Qu.:162.2 1st Qu.: 64.00
## Median :44.00 Median : 79.40 Median :169.7 Median : 72.00
## Mean :45.15 Mean : 82.63 Mean :169.5 Mean : 72.32
## 3rd Qu.:58.00 3rd Qu.: 94.65 3rd Qu.:176.7 3rd Qu.: 80.00
## Max. :80.00 Max. :223.00 Max. :199.9 Max. :122.00nhanes_fit## K-means clustering with 4 clusters of sizes 821, 716, 487, 847
##
## Cluster means:
## Age Weight Height Pulse
## 1 36.82095 88.26090 174.1502 71.74178
## 2 30.04888 63.92165 165.1246 75.13966
## 3 48.06571 117.06982 176.2801 75.34292
## 4 64.30224 73.19764 164.9505 68.76033
##
## Clustering vector:
## [1] 4 3 2 1 3 4 1 1 1 4 2 2 1 3 3 1 2 2 2 4 1 2 4 1 4 4 4 3 2 1 1 4 2 3 2 1 4
## [38] 4 1 1 1 4 4 1 1 4 2 4 1 4 4 4 2 3 2 4 3 4 4 4 1 2 2 2 4 2 3 1 1 2 4 4 1 4
## [75] 3 2 2 1 2 1 4 1 3 2 3 2 2 4 4 1 2 4 2 3 3 4 1 2 2 2 4 4 4 2 2 3 4 1 4 2 2
## [112] 2 1 3 4 2 4 1 4 2 2 4 4 4 4 1 1 3 3 1 1 1 4 3 4 2 2 3 3 4 4 4 4 4 1 3 4 1
## [149] 2 4 1 2 1 2 4 4 1 2 1 1 1 2 3 1 3 2 2 1 2 4 1 1 1 2 1 1 2 1 2 4 1 2 1 2 2
## [186] 4 3 4 1 2 4 1 3 1 4 1 4 2 2 4 1 4 1 1 3 4 3 4 4 2 1 1 3 3 1 3 4 2 2 3 1 2
## [223] 2 3 1 1 2 3 4 4 2 1 3 4 1 3 3 4 4 1 2 2 1 4 4 3 2 4 4 4 2 1 4 1 2 3 4 1 4
## [260] 1 4 3 3 4 1 4 3 3 4 2 1 2 1 3 2 1 1 3 1 4 4 4 4 4 4 3 1 2 1 2 1 3 3 2 2 2
## [297] 4 3 3 2 1 3 2 2 1 3 4 1 2 4 4 2 2 1 2 4 2 1 4 2 3 3 1 1 1 2 3 4 2 2 2 4 1
## [334] 2 4 4 4 2 2 3 4 1 1 4 1 4 2 2 1 4 3 4 3 2 3 2 3 2 3 1 4 4 2 1 1 2 4 2 4 2
## [371] 4 2 1 2 1 2 4 1 2 4 1 4 1 1 4 2 1 2 3 2 4 4 4 2 4 3 1 1 2 1 1 1 2 1 4 1 4
## [408] 4 3 2 1 1 4 1 4 3 4 4 2 4 4 4 4 1 1 2 4 3 4 1 3 2 2 2 1 2 2 3 1 2 4 2 1 1
## [445] 2 4 2 1 2 3 4 1 4 4 1 4 3 4 2 2 1 1 1 3 3 1 1 4 1 4 1 4 1 3 1 1 3 1 3 1 2
## [482] 1 4 2 2 4 3 4 1 1 1 2 1 2 4 2 1 1 4 2 4 3 3 1 3 1 1 1 2 4 4 1 4 2 4 4 1 3
## [519] 1 2 2 2 1 1 4 4 2 3 2 1 4 4 4 4 1 3 1 1 2 4 3 3 4 1 2 1 3 2 1 2 4 1 1 4 1
## [556] 3 4 2 3 4 1 1 4 4 1 1 2 4 4 4 3 2 4 3 2 1 3 2 4 1 2 2 3 1 4 2 2 4 3 3 4 2
## [593] 1 1 4 1 4 4 4 2 2 1 2 4 4 2 4 3 2 1 4 2 1 4 4 1 2 1 4 2 2 1 2 1 1 1 3 1 4
## [630] 4 4 1 4 1 3 4 4 3 3 1 4 3 4 2 2 3 1 1 4 1 2 3 4 2 4 1 1 2 1 4 1 2 2 2 2 4
## [667] 1 1 2 2 2 2 3 4 3 2 4 1 3 1 3 1 1 3 3 2 2 2 4 1 4 3 1 1 4 4 2 3 4 1 3 1 2
## [704] 3 3 3 4 4 4 4 2 2 4 4 2 2 2 2 1 4 4 4 4 1 2 2 1 4 3 4 3 3 2 1 2 4 4 1 3 1
## [741] 2 4 3 2 2 4 2 2 4 1 2 1 1 4 4 4 4 4 1 1 2 1 1 4 2 1 2 1 2 4 1 3 3 3 2 1 3
## [778] 1 4 1 2 1 4 4 1 4 1 3 2 2 3 2 2 4 1 4 4 1 4 3 2 1 4 1 4 2 1 4 4 2 2 3 1 3
## [815] 3 1 3 1 2 1 4 2 1 2 1 1 4 3 1 4 4 3 4 1 2 4 4 2 1 1 1 1 2 4 1 4 2 1 1 4 2
## [852] 3 4 1 2 1 2 1 1 2 4 3 4 2 2 4 2 4 2 4 4 3 3 1 4 1 4 4 1 2 1 4 3 4 1 1 1 1
## [889] 3 4 1 1 3 4 2 1 3 4 1 3 4 3 4 1 1 4 4 2 4 1 1 2 1 1 1 1 2 1 2 4 2 1 3 1 2
## [926] 2 3 4 4 2 2 1 4 2 3 4 1 1 4 4 4 1 1 4 1 4 1 2 3 1 2 2 4 4 4 1 3 1 4 1 2 2
## [963] 2 3 2 2 2 3 1 1 4 1 4 2 1 3 2 1 3 3 2 3 4 3 1 4 2 4 2 4 2 1 2 3 2 4 3 1 3
## [1000] 4 2 1 4 3 4 1 2 3 4 1 3 2 2 4 1 1 1 1 4 2 1 3 3 4 1 4 2 3 2 3 4 2 2 3 3 2
## [1037] 3 1 2 4 3 2 2 1 2 4 3 2 4 2 2 2 2 4 3 4 1 1 1 1 1 2 1 4 4 4 2 2 2 4 1 2 2
## [1074] 1 3 4 1 3 4 4 4 3 3 2 1 3 4 2 2 2 2 4 4 3 3 1 2 1 1 2 1 4 1 4 4 1 2 3 1 1
## [1111] 1 2 4 1 3 4 3 3 2 4 3 3 3 1 1 4 2 1 1 4 4 1 2 1 2 2 1 4 3 2 3 1 1 2 4 2 1
## [1148] 4 2 4 4 4 2 2 2 4 4 1 1 3 4 2 2 1 2 3 3 2 4 1 1 3 3 4 4 3 1 3 4 2 3 2 2 4
## [1185] 4 2 4 1 3 3 1 4 1 1 3 3 4 1 1 4 1 4 4 2 1 2 1 4 2 2 3 1 1 1 1 4 1 4 4 3 1
## [1222] 1 1 2 4 4 2 4 2 2 4 3 2 2 3 4 2 3 1 1 1 4 4 2 3 3 2 3 4 4 2 2 2 4 4 2 3 3
## [1259] 3 4 4 4 1 4 2 2 2 4 4 1 4 1 1 2 1 1 4 1 1 4 4 4 4 4 2 1 4 1 2 2 2 2 2 2 2
## [1296] 2 3 1 1 3 1 3 1 4 4 4 4 1 4 4 3 2 3 1 4 1 3 2 4 4 3 1 2 1 2 4 1 4 4 3 3 3
## [1333] 4 4 2 1 3 4 4 3 4 4 4 3 1 1 4 2 3 2 1 2 4 4 1 4 3 1 2 1 4 4 4 3 4 1 4 2 1
## [1370] 1 1 4 2 4 4 1 2 4 2 3 1 2 4 4 4 4 4 2 2 4 1 4 1 1 3 2 4 1 4 4 4 1 4 2 3 2
## [1407] 4 3 1 4 3 1 4 3 1 3 2 1 4 4 2 3 1 4 3 1 1 4 4 4 4 3 4 3 3 2 2 1 4 4 4 2 1
## [1444] 3 1 2 2 4 4 4 3 4 4 2 3 1 2 2 4 1 1 1 4 2 3 2 2 1 2 2 2 2 1 4 3 1 2 2 1 4
## [1481] 4 4 3 3 2 3 1 4 1 2 2 4 3 1 2 2 1 4 3 2 4 4 3 1 4 4 4 3 1 2 4 2 1 1 4 2 4
## [1518] 3 1 4 4 2 4 3 3 4 4 4 2 4 3 1 2 1 1 1 2 4 1 1 4 1 3 2 2 3 2 4 4 1 1 1 2 1
## [1555] 3 4 4 2 1 4 3 4 4 4 2 2 4 4 1 3 1 2 3 3 2 1 4 1 1 3 4 2 3 1 1 2 1 4 2 1 4
## [1592] 4 1 2 1 2 4 2 3 1 4 1 4 4 4 1 4 4 4 1 1 1 3 3 1 4 3 3 4 1 2 1 1 4 1 1 3 4
## [1629] 1 4 1 4 1 2 2 2 1 3 4 2 1 1 4 2 1 1 4 4 1 4 1 2 1 4 3 1 1 2 4 1 1 4 3 4 1
## [1666] 4 4 1 2 1 3 2 2 2 3 4 1 2 3 3 1 2 2 1 2 1 4 4 2 1 3 4 4 4 2 3 3 2 3 3 1 1
## [1703] 3 2 4 4 1 3 2 2 2 1 3 4 4 4 3 4 3 1 1 4 3 4 3 2 1 1 2 1 4 3 4 2 4 2 1 2 3
## [1740] 1 3 3 2 2 4 1 1 4 1 1 1 4 3 4 2 1 1 1 2 4 2 4 4 2 3 1 3 1 2 2 1 4 2 2 2 2
## [1777] 4 3 4 3 4 1 2 1 1 4 1 2 1 4 1 4 1 1 1 2 3 2 4 1 2 4 4 4 4 2 4 3 4 4 4 3 1
## [1814] 4 2 1 1 2 2 1 4 2 2 4 3 4 1 4 4 4 4 4 1 4 1 2 2 4 1 4 3 1 3 1 2 4 2 2 1 2
## [1851] 3 1 4 4 1 4 4 4 4 2 1 3 4 4 1 4 1 2 1 2 1 4 4 3 4 1 2 4 4 4 2 2 1 4 1 1 1
## [1888] 1 2 2 1 4 1 3 2 4 3 4 3 1 1 4 1 4 4 1 2 2 1 3 2 3 2 3 4 1 4 2 4 3 2 1 2 3
## [1925] 1 1 3 4 3 1 4 3 3 4 4 2 4 3 1 1 2 2 3 1 3 2 3 2 3 3 4 4 2 1 1 1 2 4 4 4 1
## [1962] 4 1 2 4 1 2 4 4 4 2 2 2 1 1 4 4 2 4 3 2 1 1 1 4 3 2 2 4 4 2 4 2 1 1 3 1 2
## [1999] 2 1 2 2 4 3 1 1 3 3 1 1 1 4 3 4 2 1 4 1 2 2 1 2 4 1 4 3 3 1 3 2 2 3 1 3 2
## [2036] 4 4 2 1 1 4 1 1 1 1 2 3 3 2 2 1 2 1 3 2 2 3 3 2 2 3 4 4 2 1 3 2 1 3 1 1 3
## [2073] 2 2 1 2 3 3 4 3 2 4 4 2 1 3 3 3 2 4 4 1 2 1 2 3 1 4 3 1 3 1 4 4 1 4 2 1 1
## [2110] 4 2 1 1 2 4 2 1 3 3 2 3 2 2 1 2 1 3 4 4 1 2 4 1 4 2 1 1 1 2 2 4 2 4 2 4 2
## [2147] 2 3 2 1 3 4 3 1 2 2 1 4 4 1 2 3 3 4 1 1 4 4 3 1 1 2 3 3 2 3 4 4 3 4 4 4 1
## [2184] 1 1 1 2 4 4 3 3 2 1 1 4 3 1 2 4 2 4 3 3 1 2 4 4 1 4 3 2 3 1 1 3 1 3 2 2 3
## [2221] 3 2 4 3 2 2 3 2 3 1 1 1 1 2 1 1 3 4 1 1 4 4 3 3 2 4 4 2 2 2 4 4 2 2 1 4 1
## [2258] 2 3 2 2 3 4 4 1 4 3 3 4 2 3 3 2 4 1 1 2 1 1 2 4 2 1 3 1 2 3 2 3 1 3 4 3 1
## [2295] 1 2 4 1 2 4 4 2 4 3 1 1 2 4 1 2 2 4 2 2 2 4 2 3 1 3 4 4 2 1 4 4 1 3 4 2 4
## [2332] 3 1 4 3 1 4 4 4 3 2 2 4 4 1 1 2 1 2 1 4 2 2 1 4 4 4 1 4 1 4 4 3 2 4 2 4 4
## [2369] 3 2 1 1 4 1 3 3 3 1 4 1 2 4 3 4 1 3 4 4 4 2 2 2 1 1 3 3 1 4 4 4 1 1 2 4 2
## [2406] 2 2 2 1 4 2 1 4 2 1 1 1 1 4 1 1 1 1 2 2 2 4 2 3 3 3 3 2 4 2 2 1 1 1 2 4 2
## [2443] 4 1 4 1 4 4 1 2 2 4 1 3 1 4 2 4 4 2 2 3 1 2 2 1 3 1 1 1 2 2 3 3 2 4 1 2 1
## [2480] 1 1 3 2 1 1 1 2 1 3 2 3 2 1 4 4 3 1 4 1 4 2 3 1 3 2 1 2 1 2 3 2 1 4 1 3 4
## [2517] 4 4 1 4 4 4 2 3 1 4 4 2 2 1 1 2 4 3 3 2 1 2 1 3 4 2 1 4 2 4 1 1 1 1 2 4 2
## [2554] 4 4 4 2 1 4 2 3 2 4 2 2 3 3 2 3 1 3 3 3 2 1 4 2 4 1 1 4 1 3 1 4 4 3 3 3 2
## [2591] 4 4 1 4 4 3 4 1 1 4 1 4 1 1 2 2 4 4 1 4 1 1 3 4 2 1 1 1 2 2 4 1 4 1 4 1 1
## [2628] 1 4 3 4 3 1 2 1 4 1 2 4 1 2 4 4 1 4 3 4 2 3 4 1 2 1 1 1 3 2 4 1 4 4 4 2 2
## [2665] 2 3 4 1 3 3 1 2 4 2 4 2 2 3 1 1 3 4 1 4 4 1 2 4 2 4 4 1 3 1 3 4 3 2 2 2 4
## [2702] 1 3 2 4 4 4 3 4 1 4 4 1 1 3 1 1 2 4 2 1 4 4 4 4 4 3 2 1 2 4 3 3 2 1 4 4 3
## [2739] 1 4 1 1 2 3 1 3 1 3 1 3 3 3 4 1 4 1 2 1 2 4 4 4 4 2 2 2 4 4 4 3 1 4 1 3 2
## [2776] 4 2 2 1 1 4 1 1 1 2 4 1 1 1 4 4 2 4 3 4 3 4 4 1 2 4 1 2 2 4 3 3 1 4 1 1 3
## [2813] 2 2 1 4 4 2 2 2 4 1 1 4 2 1 3 3 1 1 4 2 3 1 2 4 1 1 4 1 1 4 4 3 4 1 1 1 1
## [2850] 1 3 4 3 4 3 3 4 1 4 4 2 2 2 3 2 4 4 2 2 4 3
##
## Within cluster sum of squares by cluster:
## [1] 317006.3 262863.8 365425.0 370405.2
## (between_SS / total_SS = 54.2 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss" "tot.withinss"
## [6] "betweenss" "size" "iter" "ifault"The means of the total table versus the kmeans are clearly related; clusters 2 and 3 seem to be the closest.
- Determine which cluster the data in row 2000 was placed in.
nhanes_fit$cluster[2000]## [1] 1