TIM-8501 Week 8 Assignment - Exploratory Data Analysis Results for a Novel Data Set
Mai Drummond
2023-08-13
Introduction
Exploratory Data Analysis (EDA)
Exploratory data analysis (EDA) is a fundamental preliminary step in any research project. EDA is used to detect anomalies in a data set, check assumptions, select appropriate models for predictive analysis, and determine the nature of relationships between the variables in the data set. Creating useful and informative visualizations is an essential part of EDA. Often, additional insights can be gained from the visualization that are not apparent in the raw data or basic summary statistics (Ciaburro, 2018). EDA is an open-minded approach or philosophy to exploring data, allowing the data to reveal its own insights through graphical means (NIST/SEMATECH, 2003). Though EDA involves some universally used techniques, the process will vary based on the specific data being analyzed as well as the problem definition and goals. The desired outcome of EDA is to have a full understanding and appreciation of all aspects of the data set with a discernment of the appropriate models to be applied for statistical analysis.
Data Set Information
This assignment is focused on performing EDA on a novel data set. The 2020 Annual Social and Economic (ASEC) Supplements data set was selected for the EDA in this assignment. This data set is housed on the United States (US) Census Bureau website (www.census.gov) for the Bureau of Labor Statistics. This data set is comprised of records pertaining to monthly labor force data in the United States. The data was collected by the US Census Bureau through a survey of scientifically selected households intended to represent the population of the United States. The selected households span every state in the country as well as Washington, D.C. Each household is surveyed multiple times throughout a one-year period to obtain comparisons by month and year for each variable in the data set. The main purpose of the survey is to assess employment in the United States for persons 15 years old and over. However, an important secondary purpose of the survey is to collect significant information on various demographics of the selected households, such as age, race, level of education, and household structure. According to the background information provided with the data set, the data received from the survey is “the only comprehensive current source of information on the occupation of workers [in the United States] and the industries in which they work” (United States Census Bureau, 2020). A data dictionary was provided with the data set along with an abstract and overview that include detailed descriptions of the data collection process and file structure. The researcher reviewed the provided information thoroughly to understand the meaning and significance of each variable.
A comma-separated values (CSV) version of the data set was retrieved from the US Census Bureau website for use in this assignment. After loading the necessary packages in R, the CSV file was uploaded into R with stringsAsFactors = TRUE.
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library(factoextra)## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBahh <- read.csv("hhpub20.csv", stringsAsFactors = TRUE)Structure and Variable Types
Using the str() function, the size and structure of the data set was determined: 91,500 observations (rows) of 134 variables (columns). As stated in the background information for the data set, each row represents an observation of a household. However, all individuals in the household of working age (15 years or older) were surveyed and their responses were recorded on a separate row, meaning that the household number may correspond with multiple rows.
The str() function also provided information on the variable types. Except for H_IDNUM, which is categorized as a number and corresponds with the household id number, all variables are integers according to R. Reviewing the data dictionary and full description for each variable, it is found that though the variables are represented by numbers, the majority are categorical since they either correspond with a selection of ordinal or nominal values (e.g., type of living quarters, geographical location, household income range) or they are assigned numbers (e.g., household id number or year). Only about ten percent of the variables are actually quantitative.
str(hh)## 'data.frame': 91500 obs. of 134 variables:
## $ H_IDNUM : num 8.33e+19 4.24e+19 2.06e+19 1.41e+19 2.10e+19 ...
## $ GEREG : int 1 1 1 1 1 1 1 1 1 1 ...
## $ GESTFIPS : int 23 23 23 23 23 23 23 23 23 23 ...
## $ GEDIV : int 1 1 1 1 1 1 1 1 1 1 ...
## $ HRHTYPE : int 1 1 7 4 1 0 6 6 7 1 ...
## $ HEFAMINC : int 15 7 14 7 15 -1 6 3 8 14 ...
## $ H_MONTH : int 3 3 3 3 3 3 3 3 3 3 ...
## $ H_YEAR : int 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 ...
## $ H_TENURE : int 1 1 1 2 1 0 1 2 1 1 ...
## $ H_HHNUM : int 1 1 1 1 1 1 1 1 1 1 ...
## $ H_LIVQRT : int 1 1 1 1 1 1 1 1 6 1 ...
## $ H_RESPNM : int 1 1 1 1 1 0 1 1 1 1 ...
## $ H_TELHHD : int 1 1 1 1 1 0 1 1 1 1 ...
## $ H_TELAVL : int 0 0 0 0 0 0 0 0 0 0 ...
## $ H_TELINT : int 1 1 1 1 1 0 1 1 1 1 ...
## $ H1TENURE : int 0 0 0 0 0 0 0 0 0 0 ...
## $ H1LIVQRT : int 0 0 0 0 0 0 0 0 0 0 ...
## $ H1TELHHD : int 0 0 0 0 0 0 0 0 0 0 ...
## $ H1TELAVL : int 0 0 0 0 0 0 0 0 0 0 ...
## $ H1TELINT : int 0 0 0 0 0 0 0 0 0 0 ...
## $ H_NUMPER : int 2 2 1 2 4 0 1 1 1 3 ...
## $ H_HHTYPE : int 1 1 1 1 1 3 1 1 1 1 ...
## $ H_TYPEBC : int 0 0 0 0 0 1 0 0 0 0 ...
## $ H_MIS : int 1 4 2 1 4 4 8 8 2 2 ...
## $ HANNVAL : int 0 0 0 0 0 0 0 0 0 0 ...
## $ HANN_YN : int 2 2 2 2 2 0 2 2 2 2 ...
## $ HCHCARE_VAL : int -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 ...
## $ HCHCARE_YN : int 0 0 0 0 0 0 0 0 0 2 ...
## $ HCOV : int 1 1 1 1 1 0 1 1 1 1 ...
## $ HCSPVAL : int 0 0 0 0 0 0 0 0 0 0 ...
## $ HCSP_YN : int 2 2 2 2 2 0 2 2 2 2 ...
## $ HDISVAL : int 0 0 0 0 0 0 0 0 0 0 ...
## $ HDIS_YN : int 2 2 2 2 2 0 2 2 2 2 ...
## $ HDIVVAL : int 0 0 0 0 0 0 0 0 0 0 ...
## $ HDIV_YN : int 2 2 2 2 2 0 2 2 2 2 ...
## $ HDSTVAL : int 124 0 0 0 0 0 0 0 0 0 ...
## $ HDST_YN : int 1 2 2 2 2 0 2 2 2 2 ...
## $ HEARNVAL : int 108500 34000 40000 8424 58000 0 0 0 0 97000 ...
## $ HEDVAL : int 0 0 0 0 600 0 0 0 0 2000 ...
## $ HED_YN : int 2 2 2 2 1 0 2 2 2 1 ...
## $ HENGAST : int 2 2 2 2 2 0 2 2 1 2 ...
## $ HENGVAL : int 0 0 0 0 0 0 0 0 1000 0 ...
## $ HFDVAL : int 0 0 0 720 0 0 0 2040 180 0 ...
## $ HFINVAL : int 0 0 0 0 0 0 0 0 0 0 ...
## $ HFIN_YN : int 2 2 2 2 2 0 2 2 2 2 ...
## $ HFLUNCH : int 0 0 0 0 0 0 0 0 0 1 ...
## $ HFLUNNO : int 0 0 0 0 0 0 0 0 0 1 ...
## $ HFOODMO : int 0 0 0 12 0 0 0 12 12 0 ...
## $ HFOODNO : int 0 0 0 2 0 0 0 1 1 0 ...
## $ HFOODSP : int 2 2 2 1 2 0 2 1 1 2 ...
## $ HFRVAL : int 0 0 0 0 0 0 0 0 0 0 ...
## $ HH5TO18 : int 0 0 0 0 0 0 0 0 0 1 ...
## $ HHINC : int 41 26 17 4 24 0 8 5 8 41 ...
## $ HHOTLUN : int 0 0 0 0 0 0 0 0 0 1 ...
## $ HHOTNO : int 0 0 0 0 0 0 0 0 0 1 ...
## $ HHSTATUS : int 1 1 2 1 1 0 2 2 2 1 ...
## $ HH_HI_UNIV : int 1 1 1 1 1 0 1 1 1 1 ...
## $ HINC_FR : int 2 2 2 2 2 0 2 2 2 2 ...
## $ HINC_SE : int 2 2 2 2 2 0 2 2 2 2 ...
## $ HINC_UC : int 2 2 2 2 2 0 2 2 2 2 ...
## $ HINC_WC : int 2 2 2 2 2 0 2 2 2 2 ...
## $ HINC_WS : int 1 1 1 1 1 0 2 2 2 1 ...
## $ HINTVAL : int 1 0 2 0 514 0 1500 0 0 18010 ...
## $ HINT_YN : int 1 2 1 2 1 0 1 2 2 1 ...
## $ HLORENT : int 0 0 0 2 0 0 0 0 0 0 ...
## $ HMCAID : int 3 3 3 2 3 0 3 3 3 3 ...
## $ HNUMFAM : int 1 1 1 1 1 0 1 1 1 1 ...
## $ HOIVAL : int 0 0 0 0 0 0 0 0 0 0 ...
## $ HOI_YN : int 2 2 2 2 2 0 2 2 2 2 ...
## $ HOTHVAL : int 18949 30680 2 0 1114 0 17526 11226 19626 20010 ...
## $ HPAWVAL : int 0 0 0 0 0 0 0 0 0 0 ...
## $ HPAW_YN : int 2 2 2 2 2 0 2 2 2 2 ...
## $ HPCTCUT : int 16 10 6 1 9 0 3 2 3 15 ...
## $ HPENVAL : int 0 0 0 0 0 0 0 0 0 0 ...
## $ HPEN_YN : int 2 2 2 2 2 0 2 2 2 2 ...
## $ HPRES_MORT : int 2 2 1 0 2 0 2 0 2 1 ...
## $ HPRIV : int 1 1 1 3 1 0 1 3 1 1 ...
## $ HPROP_VAL : int 160000 70000 120000 0 110000 0 180000 0 40000 145000 ...
## $ HPUB : int 2 2 3 1 3 0 1 1 1 3 ...
## $ HPUBLIC : int 0 0 0 2 0 0 0 1 0 0 ...
## $ HRECORD : int 1 1 1 1 1 1 1 1 1 1 ...
## $ HRNTVAL : int 0 0 0 0 0 0 0 0 0 0 ...
## $ HRNT_YN : int 2 2 2 2 2 0 2 2 2 2 ...
## $ HRNUMWIC : int 0 0 0 0 0 0 0 0 0 0 ...
## $ HRWICYN : int 0 0 0 0 2 0 0 0 0 2 ...
## $ HSEVAL : int 0 0 0 0 0 0 0 0 0 0 ...
## $ HSSIVAL : int 0 0 0 0 0 0 0 0 0 0 ...
## $ HSSI_YN : int 2 2 2 2 2 0 2 2 2 2 ...
## $ HSSVAL : int 18700 20680 0 0 0 0 16026 11226 19626 0 ...
## $ HSS_YN : int 1 1 2 2 2 0 1 1 1 2 ...
## $ HSUP_WGT : int 155290 99049 150527 143070 113337 0 123343 120147 153893 94931 ...
## $ HSURVAL : int 124 0 0 0 0 0 0 0 0 0 ...
## $ HSUR_YN : int 1 2 2 2 2 0 2 2 2 2 ...
## $ HTOP5PCT : int 2 2 2 2 2 0 2 2 2 2 ...
## $ HTOTVAL : int 127449 64680 40002 8424 59114 0 17526 11226 19626 117010 ...
## $ HUCVAL : int 0 0 0 0 0 0 0 0 0 0 ...
## $ HUNDER15 : int 0 0 0 0 0 0 0 0 0 1 ...
## $ HUNDER18 : int 0 0 0 0 0 0 0 0 0 1 ...
## $ HUNITS : int 1 1 1 5 1 0 1 5 1 1 ...
## [list output truncated]Missing Data and Sparsity
The is.na() function was used to check for missing values, and none were found. The researcher also checked whether the data set is sparse, meaning that it contains mostly zeros. Ideally, a data set will be the opposite, comprised of mostly non-zero values, which is referred to as dense. Using the sapply() function, it was revealed that one column, H1TELINT, contains all zeros. This column indicates if a telephone interview was acceptable. The data dictionary states that the only possible values for this variable are 0 or 1, so it cannot be concluded that this column is sparse since it may have been the case that all survey responses for this variable coincided with the placeholder text corresponding to 0. The researcher found that 66 columns have more than 50% of their entries as zeroes, but similar to H1TELINT, the data dictionary states that a zero entry is one of the expected values for many columns, corresponding to a predetermined coding or placeholder (e.g., 0 corresponds with No and 1 corresponds with Yes). Therefore, it is not possible to conclude that columns containing many zeros are sparse, or further, that the data set itself is sparse.
## [1] 0## H_IDNUM GEREG GESTFIPS GEDIV HRHTYPE HEFAMINC
## FALSE FALSE FALSE FALSE FALSE FALSE
## H_MONTH H_YEAR H_TENURE H_HHNUM H_LIVQRT H_RESPNM
## FALSE FALSE FALSE FALSE FALSE FALSE
## H_TELHHD H_TELAVL H_TELINT H1TENURE H1LIVQRT H1TELHHD
## FALSE FALSE FALSE FALSE FALSE FALSE
## H1TELAVL H1TELINT H_NUMPER H_HHTYPE H_TYPEBC H_MIS
## FALSE TRUE FALSE FALSE FALSE FALSE
## HANNVAL HANN_YN HCHCARE_VAL HCHCARE_YN HCOV HCSPVAL
## FALSE FALSE FALSE FALSE FALSE FALSE
## HCSP_YN HDISVAL HDIS_YN HDIVVAL HDIV_YN HDSTVAL
## FALSE FALSE FALSE FALSE FALSE FALSE
## HDST_YN HEARNVAL HEDVAL HED_YN HENGAST HENGVAL
## FALSE FALSE FALSE FALSE FALSE FALSE
## HFDVAL HFINVAL HFIN_YN HFLUNCH HFLUNNO HFOODMO
## FALSE FALSE FALSE FALSE FALSE FALSE
## HFOODNO HFOODSP HFRVAL HH5TO18 HHINC HHOTLUN
## FALSE FALSE FALSE FALSE FALSE FALSE
## HHOTNO HHSTATUS HH_HI_UNIV HINC_FR HINC_SE HINC_UC
## FALSE FALSE FALSE FALSE FALSE FALSE
## HINC_WC HINC_WS HINTVAL HINT_YN HLORENT HMCAID
## FALSE FALSE FALSE FALSE FALSE FALSE
## HNUMFAM HOIVAL HOI_YN HOTHVAL HPAWVAL HPAW_YN
## FALSE FALSE FALSE FALSE FALSE FALSE
## HPCTCUT HPENVAL HPEN_YN HPRES_MORT HPRIV HPROP_VAL
## FALSE FALSE FALSE FALSE FALSE FALSE
## HPUB HPUBLIC HRECORD HRNTVAL HRNT_YN HRNUMWIC
## FALSE FALSE FALSE FALSE FALSE FALSE
## HRWICYN HSEVAL HSSIVAL HSSI_YN HSSVAL HSS_YN
## FALSE FALSE FALSE FALSE FALSE FALSE
## HSUP_WGT HSURVAL HSUR_YN HTOP5PCT HTOTVAL HUCVAL
## FALSE FALSE FALSE FALSE FALSE FALSE
## HUNDER15 HUNDER18 HUNITS HVETVAL HVET_YN HWCVAL
## FALSE FALSE FALSE FALSE FALSE FALSE
## HWSVAL H_SEQ I_CHCAREVAL I_HENGAS I_HENGVA I_HFDVAL
## FALSE FALSE FALSE FALSE FALSE FALSE
## I_HFLUNC I_HFLUNN I_HFOODM I_HFOODN I_HFOODS I_HHOTLU
## FALSE FALSE FALSE FALSE FALSE FALSE
## I_HHOTNO I_HLOREN I_HPUBLI I_HUNITS I_PROPVAL NOW_HCOV
## FALSE FALSE FALSE FALSE FALSE FALSE
## NOW_HMCAID NOW_HPRIV NOW_HPUB THCHCARE_VAL THPROP_VAL GTCBSA
## FALSE FALSE FALSE FALSE FALSE FALSE
## GTCO GTCBSAST GTCBSASZ GTCSA GTMETSTA GTINDVPC
## FALSE FALSE FALSE FALSE FALSE FALSE
## FILEDATE YYYYMM
## FALSE FALSE## [1] 1## H_IDNUM GEREG GESTFIPS GEDIV HRHTYPE HEFAMINC
## FALSE FALSE FALSE FALSE FALSE FALSE
## H_MONTH H_YEAR H_TENURE H_HHNUM H_LIVQRT H_RESPNM
## FALSE FALSE FALSE FALSE FALSE FALSE
## H_TELHHD H_TELAVL H_TELINT H1TENURE H1LIVQRT H1TELHHD
## FALSE TRUE FALSE TRUE TRUE TRUE
## H1TELAVL H1TELINT H_NUMPER H_HHTYPE H_TYPEBC H_MIS
## TRUE TRUE FALSE FALSE TRUE FALSE
## HANNVAL HANN_YN HCHCARE_VAL HCHCARE_YN HCOV HCSPVAL
## TRUE FALSE FALSE TRUE FALSE TRUE
## HCSP_YN HDISVAL HDIS_YN HDIVVAL HDIV_YN HDSTVAL
## FALSE TRUE FALSE TRUE FALSE TRUE
## HDST_YN HEARNVAL HEDVAL HED_YN HENGAST HENGVAL
## FALSE FALSE TRUE FALSE FALSE TRUE
## HFDVAL HFINVAL HFIN_YN HFLUNCH HFLUNNO HFOODMO
## TRUE TRUE FALSE TRUE TRUE TRUE
## HFOODNO HFOODSP HFRVAL HH5TO18 HHINC HHOTLUN
## TRUE FALSE TRUE TRUE FALSE TRUE
## HHOTNO HHSTATUS HH_HI_UNIV HINC_FR HINC_SE HINC_UC
## TRUE FALSE FALSE FALSE FALSE FALSE
## HINC_WC HINC_WS HINTVAL HINT_YN HLORENT HMCAID
## FALSE FALSE TRUE FALSE TRUE FALSE
## HNUMFAM HOIVAL HOI_YN HOTHVAL HPAWVAL HPAW_YN
## FALSE TRUE FALSE FALSE TRUE FALSE
## HPCTCUT HPENVAL HPEN_YN HPRES_MORT HPRIV HPROP_VAL
## FALSE TRUE FALSE TRUE FALSE TRUE
## HPUB HPUBLIC HRECORD HRNTVAL HRNT_YN HRNUMWIC
## FALSE TRUE FALSE TRUE FALSE TRUE
## HRWICYN HSEVAL HSSIVAL HSSI_YN HSSVAL HSS_YN
## TRUE TRUE TRUE FALSE TRUE FALSE
## HSUP_WGT HSURVAL HSUR_YN HTOP5PCT HTOTVAL HUCVAL
## FALSE TRUE FALSE FALSE FALSE TRUE
## HUNDER15 HUNDER18 HUNITS HVETVAL HVET_YN HWCVAL
## TRUE TRUE FALSE TRUE FALSE TRUE
## HWSVAL H_SEQ I_CHCAREVAL I_HENGAS I_HENGVA I_HFDVAL
## TRUE FALSE TRUE TRUE TRUE TRUE
## I_HFLUNC I_HFLUNN I_HFOODM I_HFOODN I_HFOODS I_HHOTLU
## TRUE TRUE TRUE TRUE TRUE TRUE
## I_HHOTNO I_HLOREN I_HPUBLI I_HUNITS I_PROPVAL NOW_HCOV
## TRUE TRUE TRUE TRUE TRUE FALSE
## NOW_HMCAID NOW_HPRIV NOW_HPUB THCHCARE_VAL THPROP_VAL GTCBSA
## FALSE FALSE FALSE TRUE TRUE FALSE
## GTCO GTCBSAST GTCBSASZ GTCSA GTMETSTA GTINDVPC
## TRUE FALSE FALSE TRUE FALSE TRUE
## FILEDATE YYYYMM
## FALSE FALSE## [1] 66Assess Variability and Central Tendency
The next step in EDA is to examine the measures of variability and central tendency for the variables in the data set. The summary(), describe () (Revelle, 2023), and stargazer (Hlavac, 2022) functions were used to gather basic statistical information for each variable. These functions provided the minimum, maximum, range, mean, median, first and third quartile, standard deviation, skewness, and kurtosis values for each variable. The variable with the largest range is H_IDNUM which is logical since this variable aligns with the unique ID number for each household. The next largest range is in the HPROP_VAL, which is the estimate of the current property value for the household. Another interesting observation is that some variables have negative minimum values, such as HEFAMINC (family income from basic CPS income screener question), HCHCARE_VAL (annual amount paid for childcare by household members), and HEARNVAL (total household earnings). While these values appear to be unusual based on the variable descriptions, the data dictionary confirms that negative values are acceptable in the range of values for these variables.
The mean for many values is between 0 and 10, which is due to the fact that many variables utilize numbers as placeholders for categorical information or ranges of values (such as income or age). The mean can be greatly affected by outliers (365 Careers, 2018), so the median is considered to be a better measure of central tendency, especially when the distribution is skewed (not a normal distribution). The summary() function revealed that the median for many variables in this data set is 0. This is likely due to the coding assigned to the variable, with many household responses coinciding with the ordinal or nominal information corresponding with the 0 category.
Another factor typically examined during EDA is the dispersion of the data around the mean. This is measured by the variance and standard deviation. Variables with large standard deviations, such as HPROP_VAL, HSUP_WGT, HTOTVAL, and HEARNVAL, have data that is spread out widely from the mean. This indicates that there is much variance in the data for these variables. For two variables with the same mean, like H_TENURE and H_HHNUM, the standard deviation is especially insightful. Since the standard deviation of H_TENURE is 7.2 and the standard deviation of H_HHNUM is 2.4, it can be concluded that the data in H_HHNUM is less spread around the mean and therefore has less outlier values. Like the mean, outliers also have an considerable impact on the standard deviation. This is one of the reasons outliers should be detected and addressed before any modeling of the data is performed.
#Obtain basic summary information
summary(hh)## H_IDNUM GEREG GESTFIPS GEDIV
## Min. :4.793e+14 Min. :1.000 Min. : 1.00 Min. :1.000
## 1st Qu.:1.047e+19 1st Qu.:2.000 1st Qu.:12.00 1st Qu.:3.000
## Median :2.685e+19 Median :3.000 Median :28.00 Median :5.000
## Mean :3.514e+19 Mean :2.749 Mean :28.05 Mean :5.383
## 3rd Qu.:6.012e+19 3rd Qu.:4.000 3rd Qu.:42.00 3rd Qu.:8.000
## Max. :9.999e+19 Max. :4.000 Max. :56.00 Max. :9.000
## HRHTYPE HEFAMINC H_MONTH H_YEAR H_TENURE
## Min. : 0.000 Min. :-1.00 Min. :3 Min. :2020 Min. :0.000
## 1st Qu.: 0.000 1st Qu.:-1.00 1st Qu.:3 1st Qu.:2020 1st Qu.:1.000
## Median : 1.000 Median : 9.00 Median :3 Median :2020 Median :1.000
## Mean : 2.125 Mean : 7.26 Mean :3 Mean :2020 Mean :1.035
## 3rd Qu.: 4.000 3rd Qu.:14.00 3rd Qu.:3 3rd Qu.:2020 3rd Qu.:2.000
## Max. :10.000 Max. :16.00 Max. :3 Max. :2020 Max. :3.000
## H_HHNUM H_LIVQRT H_RESPNM H_TELHHD
## Min. :1.000 Min. : 1.000 Min. : 0.0000 Min. :0.0000
## 1st Qu.:1.000 1st Qu.: 1.000 1st Qu.: 1.0000 1st Qu.:1.0000
## Median :1.000 Median : 1.000 Median : 1.0000 Median :1.0000
## Mean :1.052 Mean : 1.263 Mean : 0.9322 Mean :0.7777
## 3rd Qu.:1.000 3rd Qu.: 1.000 3rd Qu.: 1.0000 3rd Qu.:1.0000
## Max. :5.000 Max. :12.000 Max. :15.0000 Max. :2.0000
## H_TELAVL H_TELINT H1TENURE H1LIVQRT
## Min. :0.00000 Min. :0.0000 Min. :0.000000 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.:0.000000 1st Qu.:0.0000
## Median :0.00000 Median :1.0000 Median :0.000000 Median :0.0000
## Mean :0.08217 Mean :0.7299 Mean :0.004372 Mean :0.0414
## 3rd Qu.:0.00000 3rd Qu.:1.0000 3rd Qu.:0.000000 3rd Qu.:0.0000
## Max. :2.00000 Max. :1.0000 Max. :4.000000 Max. :4.0000
## H1TELHHD H1TELAVL H1TELINT H_NUMPER
## Min. :0.00000 Min. :0.000000 Min. :0 Min. : 0.000
## 1st Qu.:0.00000 1st Qu.:0.000000 1st Qu.:0 1st Qu.: 0.000
## Median :0.00000 Median :0.000000 Median :0 Median : 1.000
## Mean :0.08324 Mean :0.004066 Mean :0 Mean : 1.726
## 3rd Qu.:0.00000 3rd Qu.:0.000000 3rd Qu.:0 3rd Qu.: 3.000
## Max. :4.00000 Max. :4.000000 Max. :0 Max. :16.000
## H_HHTYPE H_TYPEBC H_MIS HANNVAL
## Min. :1.000 Min. : 0.0000 Min. :1.000 Min. : 0.0
## 1st Qu.:1.000 1st Qu.: 0.0000 1st Qu.:2.000 1st Qu.: 0.0
## Median :1.000 Median : 0.0000 Median :4.000 Median : 0.0
## Mean :1.471 Mean : 0.4773 Mean :4.473 Mean : 275.9
## 3rd Qu.:2.000 3rd Qu.: 0.0000 3rd Qu.:6.000 3rd Qu.: 0.0
## Max. :3.000 Max. :19.0000 Max. :8.000 Max. :396000.0
## HANN_YN HCHCARE_VAL HCHCARE_YN HCOV
## Min. :0.000 Min. : -1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.000 1st Qu.: -1.0 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2.000 Median : -1.0 Median :0.0000 Median :1.0000
## Mean :1.303 Mean : 367.7 Mean :0.3531 Mean :0.7646
## 3rd Qu.:2.000 3rd Qu.: -1.0 3rd Qu.:0.0000 3rd Qu.:1.0000
## Max. :2.000 Max. :187200.0 Max. :2.0000 Max. :3.0000
## HCSPVAL HCSP_YN HDISVAL HDIS_YN
## Min. : 0.0 Min. :0.000 Min. : 0 Min. :0.000
## 1st Qu.: 0.0 1st Qu.:0.000 1st Qu.: 0 1st Qu.:0.000
## Median : 0.0 Median :2.000 Median : 0 Median :2.000
## Mean : 135.1 Mean :1.299 Mean : 189 Mean :1.308
## 3rd Qu.: 0.0 3rd Qu.:2.000 3rd Qu.: 0 3rd Qu.:2.000
## Max. :99999.0 Max. :2.000 Max. :100000 Max. :2.000
## HDIVVAL HDIV_YN HDSTVAL HDST_YN
## Min. : 0.0 Min. :0.000 Min. : 0.0 Min. :0.000
## 1st Qu.: 0.0 1st Qu.:0.000 1st Qu.: 0.0 1st Qu.:0.000
## Median : 0.0 Median :2.000 Median : 0.0 Median :2.000
## Mean : 890.4 Mean :1.197 Mean : 889.4 Mean :1.275
## 3rd Qu.: 0.0 3rd Qu.:2.000 3rd Qu.: 0.0 3rd Qu.:2.000
## Max. :1009999.0 Max. :2.000 Max. :999999.0 Max. :2.000
## HEARNVAL HEDVAL HED_YN HENGAST
## Min. : -10499 Min. : 0.0 Min. :0.000 Min. :0.0
## 1st Qu.: 0 1st Qu.: 0.0 1st Qu.:0.000 1st Qu.:0.0
## Median : 5000 Median : 0.0 Median :2.000 Median :2.0
## Mean : 50596 Mean : 309.2 Mean :1.287 Mean :1.3
## 3rd Qu.: 75000 3rd Qu.: 0.0 3rd Qu.:2.000 3rd Qu.:2.0
## Max. :2199998 Max. :140200.0 Max. :2.000 Max. :2.0
## HENGVAL HFDVAL HFINVAL HFIN_YN
## Min. : 0.00 Min. : 0.0 Min. : 0.0 Min. :0.000
## 1st Qu.: 0.00 1st Qu.: 0.0 1st Qu.: 0.0 1st Qu.:0.000
## Median : 0.00 Median : 0.0 Median : 0.0 Median :2.000
## Mean : 11.41 Mean : 139.3 Mean : 107.6 Mean :1.311
## 3rd Qu.: 0.00 3rd Qu.: 0.0 3rd Qu.: 0.0 3rd Qu.:2.000
## Max. :8000.00 Max. :30000.0 Max. :500000.0 Max. :2.000
## HFLUNCH HFLUNNO HFOODMO HFOODNO
## Min. :0.000 Min. :0.0000 Min. : 0.0000 Min. :0.000
## 1st Qu.:0.000 1st Qu.:0.0000 1st Qu.: 0.0000 1st Qu.:0.000
## Median :0.000 Median :0.0000 Median : 0.0000 Median :0.000
## Mean :0.195 Mean :0.1282 Mean : 0.6083 Mean :0.124
## 3rd Qu.:0.000 3rd Qu.:0.0000 3rd Qu.: 0.0000 3rd Qu.:0.000
## Max. :2.000 Max. :9.0000 Max. :12.0000 Max. :9.000
## HFOODSP HFRVAL HH5TO18 HHINC
## Min. :0.000 Min. :-19998.0 Min. :0.000 Min. : 0.00
## 1st Qu.:0.000 1st Qu.: 0.0 1st Qu.:0.000 1st Qu.: 0.00
## Median :2.000 Median : 0.0 Median :0.000 Median :14.00
## Mean :1.263 Mean : 186.6 Mean :0.357 Mean :17.66
## 3rd Qu.:2.000 3rd Qu.: 0.0 3rd Qu.:0.000 3rd Qu.:37.00
## Max. :2.000 Max. :750000.0 Max. :9.000 Max. :41.00
## HHOTLUN HHOTNO HHSTATUS HH_HI_UNIV
## Min. :0.0000 Min. :0.000 Min. :0.0000 Min. :0.000
## 1st Qu.:0.0000 1st Qu.:0.000 1st Qu.:0.0000 1st Qu.:0.000
## Median :0.0000 Median :0.000 Median :1.0000 Median :1.000
## Mean :0.2759 Mean :0.226 Mean :0.9062 Mean :1.012
## 3rd Qu.:0.0000 3rd Qu.:0.000 3rd Qu.:1.0000 3rd Qu.:1.000
## Max. :2.0000 Max. :9.000 Max. :3.0000 Max. :3.000
## HINC_FR HINC_SE HINC_UC HINC_WC
## Min. :0.000 Min. :0.000 Min. :0.000 Min. :0.000
## 1st Qu.:0.000 1st Qu.:0.000 1st Qu.:0.000 1st Qu.:0.000
## Median :2.000 Median :2.000 Median :2.000 Median :2.000
## Mean :1.311 Mean :1.262 Mean :1.305 Mean :1.316
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :2.000 Max. :2.000 Max. :2.000 Max. :2.000
## HINC_WS HINTVAL HINT_YN HLORENT
## Min. :0.0000 Min. : 0 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.: 0 1st Qu.:0.0000 1st Qu.:0.0000
## Median :1.0000 Median : 0 Median :1.0000 Median :0.0000
## Mean :0.8252 Mean : 2881 Mean :0.8654 Mean :0.3707
## 3rd Qu.:1.0000 3rd Qu.: 310 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2.0000 Max. :280000 Max. :2.0000 Max. :2.0000
## HMCAID HNUMFAM HOIVAL HOI_YN
## Min. :0.00 Min. :0.0000 Min. : 0 Min. :0.000
## 1st Qu.:0.00 1st Qu.:0.0000 1st Qu.: 0 1st Qu.:0.000
## Median :3.00 Median :1.0000 Median : 0 Median :2.000
## Mean :1.78 Mean :0.7646 Mean : 205 Mean :1.305
## 3rd Qu.:3.00 3rd Qu.:1.0000 3rd Qu.: 0 3rd Qu.:2.000
## Max. :3.00 Max. :9.0000 Max. :950000 Max. :2.000
## HOTHVAL HPAWVAL HPAW_YN HPCTCUT
## Min. : -18088 Min. : 0.00 Min. :0.000 Min. : 0.00
## 1st Qu.: 0 1st Qu.: 0.00 1st Qu.:0.000 1st Qu.: 0.00
## Median : 102 Median : 0.00 Median :2.000 Median : 5.00
## Mean : 14484 Mean : 27.63 Mean :1.315 Mean : 6.98
## 3rd Qu.: 14400 3rd Qu.: 0.00 3rd Qu.:2.000 3rd Qu.:13.00
## Max. :1274618 Max. :25200.00 Max. :2.000 Max. :20.00
## HPENVAL HPEN_YN HPRES_MORT HPRIV
## Min. : 0 Min. :0.000 Min. :0.0000 Min. :0.000
## 1st Qu.: 0 1st Qu.:0.000 1st Qu.:0.0000 1st Qu.:0.000
## Median : 0 Median :2.000 Median :0.0000 Median :1.000
## Mean : 2251 Mean :1.244 Mean :0.6467 Mean :1.095
## 3rd Qu.: 0 3rd Qu.:2.000 3rd Qu.:1.0000 3rd Qu.:2.000
## Max. :1065075 Max. :2.000 Max. :2.0000 Max. :3.000
## HPROP_VAL HPUB HPUBLIC HRECORD
## Min. : 0 Min. :0.000 Min. :0.0000 Min. :1
## 1st Qu.: 0 1st Qu.:0.000 1st Qu.:0.0000 1st Qu.:1
## Median : 0 Median :1.000 Median :0.0000 Median :1
## Mean : 137449 Mean :1.465 Mean :0.4011 Mean :1
## 3rd Qu.: 200000 3rd Qu.:3.000 3rd Qu.:0.0000 3rd Qu.:1
## Max. :9999999 Max. :3.000 Max. :2.0000 Max. :1
## HRNTVAL HRNT_YN HRNUMWIC HRWICYN
## Min. : -19998.0 Min. :0.00 Min. :0.00000 Min. :0.0000
## 1st Qu.: 0.0 1st Qu.:0.00 1st Qu.:0.00000 1st Qu.:0.0000
## Median : 0.0 Median :2.00 Median :0.00000 Median :0.0000
## Mean : 767.8 Mean :1.27 Mean :0.01622 Mean :0.5754
## 3rd Qu.: 0.0 3rd Qu.:2.00 3rd Qu.:0.00000 3rd Qu.:2.0000
## Max. :1249999.0 Max. :2.00 Max. :3.00000 Max. :2.0000
## HSEVAL HSSIVAL HSSI_YN HSSVAL
## Min. : -19998 Min. : 0.0 Min. :0.000 Min. : 0
## 1st Qu.: 0 1st Qu.: 0.0 1st Qu.:0.000 1st Qu.: 0
## Median : 0 Median : 0.0 Median :2.000 Median : 0
## Mean : 2370 Mean : 246.4 Mean :1.294 Mean : 4491
## 3rd Qu.: 0 3rd Qu.: 0.0 3rd Qu.:2.000 3rd Qu.: 0
## Max. :1489999 Max. :50000.0 Max. :2.000 Max. :126080
## HSS_YN HSUP_WGT HSURVAL HSUR_YN
## Min. :0.000 Min. : 0 Min. : 0 Min. :0.000
## 1st Qu.:0.000 1st Qu.: 0 1st Qu.: 0 1st Qu.:0.000
## Median :1.000 Median :100829 Median : 0 Median :2.000
## Mean :1.115 Mean :140534 Mean : 257 Mean :1.306
## 3rd Qu.:2.000 3rd Qu.:236498 3rd Qu.: 0 3rd Qu.:2.000
## Max. :2.000 Max. :943320 Max. :282000 Max. :2.000
## HTOP5PCT HTOTVAL HUCVAL HUNDER15
## Min. :0.000 Min. : -9999 Min. : 0.00 Min. : 0.0000
## 1st Qu.:0.000 1st Qu.: 0 1st Qu.: 0.00 1st Qu.: 0.0000
## Median :2.000 Median : 34000 Median : 0.00 Median : 0.0000
## Mean :1.288 Mean : 65079 Mean : 88.24 Mean : 0.3623
## 3rd Qu.:2.000 3rd Qu.: 92301 3rd Qu.: 0.00 3rd Qu.: 0.0000
## Max. :2.000 Max. :2332079 Max. :99999.00 Max. :10.0000
## HUNDER18 HUNITS HVETVAL HVET_YN
## Min. : 0.0000 Min. :0.000 Min. : 0.0 Min. :0.000
## 1st Qu.: 0.0000 1st Qu.:0.000 1st Qu.: 0.0 1st Qu.:0.000
## Median : 0.0000 Median :1.000 Median : 0.0 Median :2.000
## Mean : 0.4393 Mean :1.163 Mean : 413.9 Mean :1.298
## 3rd Qu.: 0.0000 3rd Qu.:1.000 3rd Qu.: 0.0 3rd Qu.:2.000
## Max. :10.0000 Max. :5.000 Max. :100000.0 Max. :2.000
## HWCVAL HWSVAL H_SEQ I_CHCAREVAL
## Min. : 0.00 Min. : 0 Min. : 1 Min. :0.00000
## 1st Qu.: 0.00 1st Qu.: 0 1st Qu.:22876 1st Qu.:0.00000
## Median : 0.00 Median : 0 Median :45751 Median :0.00000
## Mean : 57.75 Mean : 48039 Mean :45751 Mean :0.01588
## 3rd Qu.: 0.00 3rd Qu.: 70000 3rd Qu.:68625 3rd Qu.:0.00000
## Max. :99999.00 Max. :2199998 Max. :91500 Max. :1.00000
## I_HENGAS I_HENGVA I_HFDVAL I_HFLUNC
## Min. :0.0000 Min. :0.000 Min. :0.00000 Min. :0.00000
## 1st Qu.:0.0000 1st Qu.:0.000 1st Qu.:0.00000 1st Qu.:0.00000
## Median :0.0000 Median :0.000 Median :0.00000 Median :0.00000
## Mean :0.1803 Mean :0.012 Mean :0.02242 Mean :0.03879
## 3rd Qu.:0.0000 3rd Qu.:0.000 3rd Qu.:0.00000 3rd Qu.:0.00000
## Max. :1.0000 Max. :2.000 Max. :2.00000 Max. :1.00000
## I_HFLUNN I_HFOODM I_HFOODN I_HFOODS
## 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 :0.02075 Mean :0.02225 Mean :0.01419 Mean :0.1617
## 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.0000
## Max. :1.00000 Max. :2.00000 Max. :1.00000 Max. :1.0000
## I_HHOTLU I_HHOTNO I_HLOREN I_HPUBLI
## Min. :0.00000 Min. :0.00000 Min. :0.00000 Min. :0.00000
## 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.00000
## Median :0.00000 Median :0.00000 Median :0.00000 Median :0.00000
## Mean :0.05804 Mean :0.03817 Mean :0.05072 Mean :0.05598
## 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.00000
## Max. :1.00000 Max. :1.00000 Max. :1.00000 Max. :1.00000
## I_HUNITS I_PROPVAL NOW_HCOV NOW_HMCAID
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.000
## Median :0.0000 Median :0.0000 Median :1.0000 Median :3.000
## Mean :0.1725 Mean :0.3201 Mean :0.7747 Mean :1.787
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:1.0000 3rd Qu.:3.000
## Max. :1.0000 Max. :3.0000 Max. :3.0000 Max. :3.000
## NOW_HPRIV NOW_HPUB THCHCARE_VAL THPROP_VAL
## Min. :0.000 Min. :0.000 Min. :0.000000 Min. :0.000000
## 1st Qu.:0.000 1st Qu.:0.000 1st Qu.:0.000000 1st Qu.:0.000000
## Median :1.000 Median :1.000 Median :0.000000 Median :0.000000
## Mean :1.113 Mean :1.468 Mean :0.001508 Mean :0.002951
## 3rd Qu.:2.000 3rd Qu.:3.000 3rd Qu.:0.000000 3rd Qu.:0.000000
## Max. :3.000 Max. :3.000 Max. :1.000000 Max. :1.000000
## GTCBSA GTCO GTCBSAST GTCBSASZ
## Min. : 0 Min. : 0.00 Min. :1.000 Min. :0.000
## 1st Qu.: 0 1st Qu.: 0.00 1st Qu.:1.000 1st Qu.:0.000
## Median :25420 Median : 0.00 Median :2.000 Median :4.000
## Mean :22695 Mean : 25.69 Mean :2.276 Mean :3.668
## 3rd Qu.:37870 3rd Qu.: 27.00 3rd Qu.:3.000 3rd Qu.:6.000
## Max. :49740 Max. :810.00 Max. :4.000 Max. :7.000
## GTCSA GTMETSTA GTINDVPC FILEDATE
## Min. : 0.0 Min. :1.000 Min. :0.0000 Min. :31821
## 1st Qu.: 0.0 1st Qu.:1.000 1st Qu.:0.0000 1st Qu.:31821
## Median : 0.0 Median :1.000 Median :0.0000 Median :31821
## Mean :140.4 Mean :1.215 Mean :0.1948 Mean :31821
## 3rd Qu.:340.0 3rd Qu.:1.000 3rd Qu.:0.0000 3rd Qu.:31821
## Max. :548.0 Max. :3.000 Max. :7.0000 Max. :31821
## YYYYMM
## Min. :202003
## 1st Qu.:202003
## Median :202003
## Mean :202003
## 3rd Qu.:202003
## Max. :202003describe(hh)## vars n mean sd min max
## H_IDNUM 1 91500 3.513961e+19 2.930006e+19 4.79261e+14 9.998976e+19
## GEREG 2 91500 2.750000e+00 1.020000e+00 1.00000e+00 4.000000e+00
## GESTFIPS 3 91500 2.805000e+01 1.622000e+01 1.00000e+00 5.600000e+01
## GEDIV 4 91500 5.380000e+00 2.500000e+00 1.00000e+00 9.000000e+00
## HRHTYPE 5 91500 2.120000e+00 2.520000e+00 0.00000e+00 1.000000e+01
## HEFAMINC 6 91500 7.260000e+00 6.690000e+00 -1.00000e+00 1.600000e+01
## H_MONTH 7 91500 3.000000e+00 0.000000e+00 3.00000e+00 3.000000e+00
## H_YEAR 8 91500 2.020000e+03 0.000000e+00 2.02000e+03 2.020000e+03
## H_TENURE 9 91500 1.040000e+00 7.200000e-01 0.00000e+00 3.000000e+00
## H_HHNUM 10 91500 1.050000e+00 2.400000e-01 1.00000e+00 5.000000e+00
## H_LIVQRT 11 91500 1.260000e+00 1.160000e+00 1.00000e+00 1.200000e+01
## H_RESPNM 12 91500 9.300000e-01 7.000000e-01 0.00000e+00 1.500000e+01
## H_TELHHD 13 91500 7.800000e-01 4.700000e-01 0.00000e+00 2.000000e+00
## H_TELAVL 14 91500 8.000000e-02 3.700000e-01 0.00000e+00 2.000000e+00
## H_TELINT 15 91500 7.300000e-01 4.400000e-01 0.00000e+00 1.000000e+00
## H1TENURE 16 91500 0.000000e+00 1.300000e-01 0.00000e+00 4.000000e+00
## H1LIVQRT 17 91500 4.000000e-02 4.000000e-01 0.00000e+00 4.000000e+00
## H1TELHHD 18 91500 8.000000e-02 5.700000e-01 0.00000e+00 4.000000e+00
## H1TELAVL 19 91500 0.000000e+00 1.300000e-01 0.00000e+00 4.000000e+00
## H1TELINT 20 91500 0.000000e+00 0.000000e+00 0.00000e+00 0.000000e+00
## H_NUMPER 21 91500 1.730000e+00 1.730000e+00 0.00000e+00 1.600000e+01
## H_HHTYPE 22 91500 1.470000e+00 7.200000e-01 1.00000e+00 3.000000e+00
## H_TYPEBC 23 91500 4.800000e-01 1.960000e+00 0.00000e+00 1.900000e+01
## H_MIS 24 91500 4.470000e+00 2.290000e+00 1.00000e+00 8.000000e+00
## HANNVAL 25 91500 2.758800e+02 4.353530e+03 0.00000e+00 3.960000e+05
## HANN_YN 26 91500 1.300000e+00 9.400000e-01 0.00000e+00 2.000000e+00
## HCHCARE_VAL 27 91500 3.677000e+02 2.539530e+03 -1.00000e+00 1.872000e+05
## HCHCARE_YN 28 91500 3.500000e-01 7.300000e-01 0.00000e+00 2.000000e+00
## HCOV 29 91500 7.600000e-01 6.600000e-01 0.00000e+00 3.000000e+00
## HCSPVAL 30 91500 1.350700e+02 1.417260e+03 0.00000e+00 9.999900e+04
## HCSP_YN 31 91500 1.300000e+00 9.400000e-01 0.00000e+00 2.000000e+00
## HDISVAL 32 91500 1.890400e+02 2.662600e+03 0.00000e+00 1.000000e+05
## HDIS_YN 33 91500 1.310000e+00 9.400000e-01 0.00000e+00 2.000000e+00
## HDIVVAL 34 91500 8.904400e+02 1.111250e+04 0.00000e+00 1.009999e+06
## HDIV_YN 35 91500 1.200000e+00 9.100000e-01 0.00000e+00 2.000000e+00
## HDSTVAL 36 91500 8.893900e+02 8.417640e+03 0.00000e+00 9.999990e+05
## HDST_YN 37 91500 1.280000e+00 9.400000e-01 0.00000e+00 2.000000e+00
## HEARNVAL 38 91500 5.059575e+04 9.321166e+04 -1.04990e+04 2.199998e+06
## HEDVAL 39 91500 3.092100e+02 2.840830e+03 0.00000e+00 1.402000e+05
## HED_YN 40 91500 1.290000e+00 9.400000e-01 0.00000e+00 2.000000e+00
## HENGAST 41 91500 1.300000e+00 9.400000e-01 0.00000e+00 2.000000e+00
## HENGVAL 42 91500 1.141000e+01 1.178000e+02 0.00000e+00 8.000000e+03
## HFDVAL 43 91500 1.392500e+02 8.029300e+02 0.00000e+00 3.000000e+04
## HFINVAL 44 91500 1.075500e+02 2.548150e+03 0.00000e+00 5.000000e+05
## HFIN_YN 45 91500 1.310000e+00 9.400000e-01 0.00000e+00 2.000000e+00
## HFLUNCH 46 91500 1.900000e-01 5.300000e-01 0.00000e+00 2.000000e+00
## HFLUNNO 47 91500 1.300000e-01 5.200000e-01 0.00000e+00 9.000000e+00
## HFOODMO 48 91500 6.100000e-01 2.560000e+00 0.00000e+00 1.200000e+01
## HFOODNO 49 91500 1.200000e-01 6.200000e-01 0.00000e+00 9.000000e+00
## HFOODSP 50 91500 1.260000e+00 9.300000e-01 0.00000e+00 2.000000e+00
## HFRVAL 51 91500 1.865500e+02 4.969480e+03 -1.99980e+04 7.500000e+05
## HH5TO18 52 91500 3.600000e-01 8.100000e-01 0.00000e+00 9.000000e+00
## HHINC 53 91500 1.766000e+01 1.677000e+01 0.00000e+00 4.100000e+01
## HHOTLUN 54 91500 2.800000e-01 5.800000e-01 0.00000e+00 2.000000e+00
## HHOTNO 55 91500 2.300000e-01 6.600000e-01 0.00000e+00 9.000000e+00
## HHSTATUS 56 91500 9.100000e-01 8.100000e-01 0.00000e+00 3.000000e+00
## HH_HI_UNIV 57 91500 1.010000e+00 1.020000e+00 0.00000e+00 3.000000e+00
## HINC_FR 58 91500 1.310000e+00 9.400000e-01 0.00000e+00 2.000000e+00
## HINC_SE 59 91500 1.260000e+00 9.300000e-01 0.00000e+00 2.000000e+00
## HINC_UC 60 91500 1.300000e+00 9.400000e-01 0.00000e+00 2.000000e+00
## HINC_WC 61 91500 1.320000e+00 9.500000e-01 0.00000e+00 2.000000e+00
## HINC_WS 62 91500 8.300000e-01 6.900000e-01 0.00000e+00 2.000000e+00
## HINTVAL 63 91500 2.880990e+03 1.261236e+04 0.00000e+00 2.800000e+05
## HINT_YN 64 91500 8.700000e-01 7.300000e-01 0.00000e+00 2.000000e+00
## HLORENT 65 91500 3.700000e-01 7.700000e-01 0.00000e+00 2.000000e+00
## HMCAID 66 91500 1.780000e+00 1.380000e+00 0.00000e+00 3.000000e+00
## HNUMFAM 67 91500 7.600000e-01 6.600000e-01 0.00000e+00 9.000000e+00
## HOIVAL 68 91500 2.049900e+02 5.417240e+03 0.00000e+00 9.500000e+05
## HOI_YN 69 91500 1.300000e+00 9.400000e-01 0.00000e+00 2.000000e+00
## HOTHVAL 70 91500 1.448350e+04 3.767761e+04 -1.80880e+04 1.274618e+06
## HPAWVAL 71 91500 2.763000e+01 4.800700e+02 0.00000e+00 2.520000e+04
## HPAW_YN 72 91500 1.310000e+00 9.500000e-01 0.00000e+00 2.000000e+00
## HPCTCUT 73 91500 6.980000e+00 6.850000e+00 0.00000e+00 2.000000e+01
## HPENVAL 74 91500 2.251070e+03 1.676161e+04 0.00000e+00 1.065075e+06
## HPEN_YN 75 91500 1.240000e+00 9.300000e-01 0.00000e+00 2.000000e+00
## HPRES_MORT 76 91500 6.500000e-01 7.900000e-01 0.00000e+00 2.000000e+00
## HPRIV 77 91500 1.100000e+00 1.050000e+00 0.00000e+00 3.000000e+00
## HPROP_VAL 78 91500 1.374488e+05 2.940657e+05 0.00000e+00 9.999999e+06
## HPUB 79 91500 1.460000e+00 1.270000e+00 0.00000e+00 3.000000e+00
## HPUBLIC 80 91500 4.000000e-01 7.900000e-01 0.00000e+00 2.000000e+00
## HRECORD 81 91500 1.000000e+00 0.000000e+00 1.00000e+00 1.000000e+00
## HRNTVAL 82 91500 7.677900e+02 1.200607e+04 -1.99980e+04 1.249999e+06
## HRNT_YN 83 91500 1.270000e+00 9.400000e-01 0.00000e+00 2.000000e+00
## HRNUMWIC 84 91500 2.000000e-02 1.300000e-01 0.00000e+00 3.000000e+00
## HRWICYN 85 91500 5.800000e-01 9.000000e-01 0.00000e+00 2.000000e+00
## HSEVAL 86 91500 2.370310e+03 1.979957e+04 -1.99980e+04 1.489999e+06
## HSSIVAL 87 91500 2.464400e+02 1.830870e+03 0.00000e+00 5.000000e+04
## HSSI_YN 88 91500 1.290000e+00 9.400000e-01 0.00000e+00 2.000000e+00
## HSSVAL 89 91500 4.491120e+03 1.064576e+04 0.00000e+00 1.260800e+05
## HSS_YN 90 91500 1.120000e+00 8.800000e-01 0.00000e+00 2.000000e+00
## HSUP_WGT 91 91500 1.405335e+05 1.458056e+05 0.00000e+00 9.433200e+05
## HSURVAL 92 91500 2.569800e+02 3.637020e+03 0.00000e+00 2.820000e+05
## HSUR_YN 93 91500 1.310000e+00 9.400000e-01 0.00000e+00 2.000000e+00
## HTOP5PCT 94 91500 1.290000e+00 9.400000e-01 0.00000e+00 2.000000e+00
## HTOTVAL 95 91500 6.507926e+04 1.039449e+05 -9.99900e+03 2.332079e+06
## HUCVAL 96 91500 8.824000e+01 1.105380e+03 0.00000e+00 9.999900e+04
## HUNDER15 97 91500 3.600000e-01 8.300000e-01 0.00000e+00 1.000000e+01
## HUNDER18 98 91500 4.400000e-01 9.300000e-01 0.00000e+00 1.000000e+01
## HUNITS 99 91500 1.160000e+00 1.430000e+00 0.00000e+00 5.000000e+00
## HVETVAL 100 91500 4.139200e+02 3.686630e+03 0.00000e+00 1.000000e+05
## HVET_YN 101 91500 1.300000e+00 9.400000e-01 0.00000e+00 2.000000e+00
## HWCVAL 102 91500 5.775000e+01 1.306060e+03 0.00000e+00 9.999900e+04
## HWSVAL 103 91500 4.803889e+04 9.043721e+04 0.00000e+00 2.199998e+06
## H_SEQ 104 91500 4.575050e+04 2.641392e+04 1.00000e+00 9.150000e+04
## I_CHCAREVAL 105 91500 2.000000e-02 1.300000e-01 0.00000e+00 1.000000e+00
## I_HENGAS 106 91500 1.800000e-01 3.800000e-01 0.00000e+00 1.000000e+00
## I_HENGVA 107 91500 1.000000e-02 1.300000e-01 0.00000e+00 2.000000e+00
## I_HFDVAL 108 91500 2.000000e-02 1.700000e-01 0.00000e+00 2.000000e+00
## I_HFLUNC 109 91500 4.000000e-02 1.900000e-01 0.00000e+00 1.000000e+00
## I_HFLUNN 110 91500 2.000000e-02 1.400000e-01 0.00000e+00 1.000000e+00
## I_HFOODM 111 91500 2.000000e-02 1.600000e-01 0.00000e+00 2.000000e+00
## I_HFOODN 112 91500 1.000000e-02 1.200000e-01 0.00000e+00 1.000000e+00
## I_HFOODS 113 91500 1.600000e-01 3.700000e-01 0.00000e+00 1.000000e+00
## I_HHOTLU 114 91500 6.000000e-02 2.300000e-01 0.00000e+00 1.000000e+00
## I_HHOTNO 115 91500 4.000000e-02 1.900000e-01 0.00000e+00 1.000000e+00
## I_HLOREN 116 91500 5.000000e-02 2.200000e-01 0.00000e+00 1.000000e+00
## I_HPUBLI 117 91500 6.000000e-02 2.300000e-01 0.00000e+00 1.000000e+00
## I_HUNITS 118 91500 1.700000e-01 3.800000e-01 0.00000e+00 1.000000e+00
## I_PROPVAL 119 91500 3.200000e-01 7.100000e-01 0.00000e+00 3.000000e+00
## NOW_HCOV 120 91500 7.700000e-01 6.800000e-01 0.00000e+00 3.000000e+00
## NOW_HMCAID 121 91500 1.790000e+00 1.380000e+00 0.00000e+00 3.000000e+00
## NOW_HPRIV 122 91500 1.110000e+00 1.060000e+00 0.00000e+00 3.000000e+00
## NOW_HPUB 123 91500 1.470000e+00 1.270000e+00 0.00000e+00 3.000000e+00
## THCHCARE_VAL 124 91500 0.000000e+00 4.000000e-02 0.00000e+00 1.000000e+00
## THPROP_VAL 125 91500 0.000000e+00 5.000000e-02 0.00000e+00 1.000000e+00
## GTCBSA 126 91500 2.269490e+04 1.663440e+04 0.00000e+00 4.974000e+04
## GTCO 127 91500 2.569000e+01 6.309000e+01 0.00000e+00 8.100000e+02
## GTCBSAST 128 91500 2.280000e+00 1.040000e+00 1.00000e+00 4.000000e+00
## GTCBSASZ 129 91500 3.670000e+00 2.620000e+00 0.00000e+00 7.000000e+00
## GTCSA 130 91500 1.403800e+02 1.890200e+02 0.00000e+00 5.480000e+02
## GTMETSTA 131 91500 1.210000e+00 4.400000e-01 1.00000e+00 3.000000e+00
## GTINDVPC 132 91500 1.900000e-01 6.000000e-01 0.00000e+00 7.000000e+00
## FILEDATE 133 91500 3.182100e+04 0.000000e+00 3.18210e+04 3.182100e+04
## YYYYMM 134 91500 2.020030e+05 0.000000e+00 2.02003e+05 2.020030e+05
## range se
## H_IDNUM 9.998928e+19 9.6863e+16
## GEREG 3.000000e+00 0.0000e+00
## GESTFIPS 5.500000e+01 5.0000e-02
## GEDIV 8.000000e+00 1.0000e-02
## HRHTYPE 1.000000e+01 1.0000e-02
## HEFAMINC 1.700000e+01 2.0000e-02
## H_MONTH 0.000000e+00 0.0000e+00
## H_YEAR 0.000000e+00 0.0000e+00
## H_TENURE 3.000000e+00 0.0000e+00
## H_HHNUM 4.000000e+00 0.0000e+00
## H_LIVQRT 1.100000e+01 0.0000e+00
## H_RESPNM 1.500000e+01 0.0000e+00
## H_TELHHD 2.000000e+00 0.0000e+00
## H_TELAVL 2.000000e+00 0.0000e+00
## H_TELINT 1.000000e+00 0.0000e+00
## H1TENURE 4.000000e+00 0.0000e+00
## H1LIVQRT 4.000000e+00 0.0000e+00
## H1TELHHD 4.000000e+00 0.0000e+00
## H1TELAVL 4.000000e+00 0.0000e+00
## H1TELINT 0.000000e+00 0.0000e+00
## H_NUMPER 1.600000e+01 1.0000e-02
## H_HHTYPE 2.000000e+00 0.0000e+00
## H_TYPEBC 1.900000e+01 1.0000e-02
## H_MIS 7.000000e+00 1.0000e-02
## HANNVAL 3.960000e+05 1.4390e+01
## HANN_YN 2.000000e+00 0.0000e+00
## HCHCARE_VAL 1.872010e+05 8.4000e+00
## HCHCARE_YN 2.000000e+00 0.0000e+00
## HCOV 3.000000e+00 0.0000e+00
## HCSPVAL 9.999900e+04 4.6900e+00
## HCSP_YN 2.000000e+00 0.0000e+00
## HDISVAL 1.000000e+05 8.8000e+00
## HDIS_YN 2.000000e+00 0.0000e+00
## HDIVVAL 1.009999e+06 3.6740e+01
## HDIV_YN 2.000000e+00 0.0000e+00
## HDSTVAL 9.999990e+05 2.7830e+01
## HDST_YN 2.000000e+00 0.0000e+00
## HEARNVAL 2.210497e+06 3.0815e+02
## HEDVAL 1.402000e+05 9.3900e+00
## HED_YN 2.000000e+00 0.0000e+00
## HENGAST 2.000000e+00 0.0000e+00
## HENGVAL 8.000000e+03 3.9000e-01
## HFDVAL 3.000000e+04 2.6500e+00
## HFINVAL 5.000000e+05 8.4200e+00
## HFIN_YN 2.000000e+00 0.0000e+00
## HFLUNCH 2.000000e+00 0.0000e+00
## HFLUNNO 9.000000e+00 0.0000e+00
## HFOODMO 1.200000e+01 1.0000e-02
## HFOODNO 9.000000e+00 0.0000e+00
## HFOODSP 2.000000e+00 0.0000e+00
## HFRVAL 7.699980e+05 1.6430e+01
## HH5TO18 9.000000e+00 0.0000e+00
## HHINC 4.100000e+01 6.0000e-02
## HHOTLUN 2.000000e+00 0.0000e+00
## HHOTNO 9.000000e+00 0.0000e+00
## HHSTATUS 3.000000e+00 0.0000e+00
## HH_HI_UNIV 3.000000e+00 0.0000e+00
## HINC_FR 2.000000e+00 0.0000e+00
## HINC_SE 2.000000e+00 0.0000e+00
## HINC_UC 2.000000e+00 0.0000e+00
## HINC_WC 2.000000e+00 0.0000e+00
## HINC_WS 2.000000e+00 0.0000e+00
## HINTVAL 2.800000e+05 4.1700e+01
## HINT_YN 2.000000e+00 0.0000e+00
## HLORENT 2.000000e+00 0.0000e+00
## HMCAID 3.000000e+00 0.0000e+00
## HNUMFAM 9.000000e+00 0.0000e+00
## HOIVAL 9.500000e+05 1.7910e+01
## HOI_YN 2.000000e+00 0.0000e+00
## HOTHVAL 1.292706e+06 1.2456e+02
## HPAWVAL 2.520000e+04 1.5900e+00
## HPAW_YN 2.000000e+00 0.0000e+00
## HPCTCUT 2.000000e+01 2.0000e-02
## HPENVAL 1.065075e+06 5.5410e+01
## HPEN_YN 2.000000e+00 0.0000e+00
## HPRES_MORT 2.000000e+00 0.0000e+00
## HPRIV 3.000000e+00 0.0000e+00
## HPROP_VAL 9.999999e+06 9.7215e+02
## HPUB 3.000000e+00 0.0000e+00
## HPUBLIC 2.000000e+00 0.0000e+00
## HRECORD 0.000000e+00 0.0000e+00
## HRNTVAL 1.269997e+06 3.9690e+01
## HRNT_YN 2.000000e+00 0.0000e+00
## HRNUMWIC 3.000000e+00 0.0000e+00
## HRWICYN 2.000000e+00 0.0000e+00
## HSEVAL 1.509997e+06 6.5460e+01
## HSSIVAL 5.000000e+04 6.0500e+00
## HSSI_YN 2.000000e+00 0.0000e+00
## HSSVAL 1.260800e+05 3.5190e+01
## HSS_YN 2.000000e+00 0.0000e+00
## HSUP_WGT 9.433200e+05 4.8202e+02
## HSURVAL 2.820000e+05 1.2020e+01
## HSUR_YN 2.000000e+00 0.0000e+00
## HTOP5PCT 2.000000e+00 0.0000e+00
## HTOTVAL 2.342078e+06 3.4363e+02
## HUCVAL 9.999900e+04 3.6500e+00
## HUNDER15 1.000000e+01 0.0000e+00
## HUNDER18 1.000000e+01 0.0000e+00
## HUNITS 5.000000e+00 0.0000e+00
## HVETVAL 1.000000e+05 1.2190e+01
## HVET_YN 2.000000e+00 0.0000e+00
## HWCVAL 9.999900e+04 4.3200e+00
## HWSVAL 2.199998e+06 2.9898e+02
## H_SEQ 9.149900e+04 8.7320e+01
## I_CHCAREVAL 1.000000e+00 0.0000e+00
## I_HENGAS 1.000000e+00 0.0000e+00
## I_HENGVA 2.000000e+00 0.0000e+00
## I_HFDVAL 2.000000e+00 0.0000e+00
## I_HFLUNC 1.000000e+00 0.0000e+00
## I_HFLUNN 1.000000e+00 0.0000e+00
## I_HFOODM 2.000000e+00 0.0000e+00
## I_HFOODN 1.000000e+00 0.0000e+00
## I_HFOODS 1.000000e+00 0.0000e+00
## I_HHOTLU 1.000000e+00 0.0000e+00
## I_HHOTNO 1.000000e+00 0.0000e+00
## I_HLOREN 1.000000e+00 0.0000e+00
## I_HPUBLI 1.000000e+00 0.0000e+00
## I_HUNITS 1.000000e+00 0.0000e+00
## I_PROPVAL 3.000000e+00 0.0000e+00
## NOW_HCOV 3.000000e+00 0.0000e+00
## NOW_HMCAID 3.000000e+00 0.0000e+00
## NOW_HPRIV 3.000000e+00 0.0000e+00
## NOW_HPUB 3.000000e+00 0.0000e+00
## THCHCARE_VAL 1.000000e+00 0.0000e+00
## THPROP_VAL 1.000000e+00 0.0000e+00
## GTCBSA 4.974000e+04 5.4990e+01
## GTCO 8.100000e+02 2.1000e-01
## GTCBSAST 3.000000e+00 0.0000e+00
## GTCBSASZ 7.000000e+00 1.0000e-02
## GTCSA 5.480000e+02 6.2000e-01
## GTMETSTA 2.000000e+00 0.0000e+00
## GTINDVPC 7.000000e+00 0.0000e+00
## FILEDATE 0.000000e+00 0.0000e+00
## YYYYMM 0.000000e+00 0.0000e+00stargazer(hh, type = "text", titel = "Table 1: Summary Statistics", out = "table1.txt")##
## ================================================================================================================================
## Statistic N Mean St. Dev. Min Max
## --------------------------------------------------------------------------------------------------------------------------------
## H_IDNUM 91,500 35,139,609,596,738,531,328.000 29,300,057,638,707,974,144.000 479,261,031,911,011 99,989,760,169,030,303,744
## GEREG 91,500 2.749 1.021 1 4
## GESTFIPS 91,500 28.047 16.224 1 56
## GEDIV 91,500 5.383 2.498 1 9
## HRHTYPE 91,500 2.125 2.520 0 10
## HEFAMINC 91,500 7.260 6.691 -1 16
## H_MONTH 91,500 3.000 0.000 3 3
## H_YEAR 91,500 2,020.000 0.000 2,020 2,020
## H_TENURE 91,500 1.035 0.725 0 3
## H_HHNUM 91,500 1.052 0.243 1 5
## H_LIVQRT 91,500 1.263 1.156 1 12
## H_RESPNM 91,500 0.932 0.701 0 15
## H_TELHHD 91,500 0.778 0.473 0 2
## H_TELAVL 91,500 0.082 0.369 0 2
## H_TELINT 91,500 0.730 0.444 0 1
## H1TENURE 91,500 0.004 0.132 0 4
## H1LIVQRT 91,500 0.041 0.405 0 4
## H1TELHHD 91,500 0.083 0.571 0 4
## H1TELAVL 91,500 0.004 0.127 0 4
## H1TELINT 91,500 0.000 0.000 0 0
## H_NUMPER 91,500 1.726 1.730 0 16
## H_HHTYPE 91,500 1.471 0.716 1 3
## H_TYPEBC 91,500 0.477 1.960 0 19
## H_MIS 91,500 4.473 2.286 1 8
## HANNVAL 91,500 275.878 4,353.526 0 396,000
## HANN_YN 91,500 1.303 0.943 0 2
## HCHCARE_VAL 91,500 367.697 2,539.533 -1 187,200
## HCHCARE_YN 91,500 0.353 0.730 0 2
## HCOV 91,500 0.765 0.663 0 3
## HCSPVAL 91,500 135.069 1,417.264 0 99,999
## HCSP_YN 91,500 1.299 0.942 0 2
## HDISVAL 91,500 189.042 2,662.603 0 100,000
## HDIS_YN 91,500 1.308 0.944 0 2
## HDIVVAL 91,500 890.436 11,112.500 0 1,009,999
## HDIV_YN 91,500 1.197 0.915 0 2
## HDSTVAL 91,500 889.393 8,417.644 0 999,999
## HDST_YN 91,500 1.275 0.937 0 2
## HEARNVAL 91,500 50,595.750 93,211.660 -10,499 2,199,998
## HEDVAL 91,500 309.215 2,840.826 0 140,200
## HED_YN 91,500 1.287 0.940 0 2
## HENGAST 91,500 1.300 0.943 0 2
## HENGVAL 91,500 11.407 117.796 0 8,000
## HFDVAL 91,500 139.252 802.931 0 30,000
## HFINVAL 91,500 107.551 2,548.151 0 500,000
## HFIN_YN 91,500 1.311 0.945 0 2
## HFLUNCH 91,500 0.195 0.528 0 2
## HFLUNNO 91,500 0.128 0.521 0 9
## HFOODMO 91,500 0.608 2.558 0 12
## HFOODNO 91,500 0.124 0.623 0 9
## HFOODSP 91,500 1.263 0.934 0 2
## HFRVAL 91,500 186.551 4,969.481 -19,998 750,000
## HH5TO18 91,500 0.357 0.812 0 9
## HHINC 91,500 17.657 16.770 0 41
## HHOTLUN 91,500 0.276 0.584 0 2
## HHOTNO 91,500 0.226 0.658 0 9
## HHSTATUS 91,500 0.906 0.810 0 3
## HH_HI_UNIV 91,500 1.012 1.016 0 3
## HINC_FR 91,500 1.311 0.945 0 2
## HINC_SE 91,500 1.262 0.934 0 2
## HINC_UC 91,500 1.305 0.944 0 2
## HINC_WC 91,500 1.316 0.946 0 2
## HINC_WS 91,500 0.825 0.688 0 2
## HINTVAL 91,500 2,880.990 12,612.360 0 280,000
## HINT_YN 91,500 0.865 0.725 0 2
## HLORENT 91,500 0.371 0.772 0 2
## HMCAID 91,500 1.780 1.377 0 3
## HNUMFAM 91,500 0.765 0.658 0 9
## HOIVAL 91,500 204.992 5,417.243 0 950,000
## HOI_YN 91,500 1.305 0.944 0 2
## HOTHVAL 91,500 14,483.500 37,677.610 -18,088 1,274,618
## HPAWVAL 91,500 27.629 480.075 0 25,200
## HPAW_YN 91,500 1.315 0.946 0 2
## HPCTCUT 91,500 6.980 6.853 0 20
## HPENVAL 91,500 2,251.073 16,761.610 0 1,065,075
## HPEN_YN 91,500 1.244 0.929 0 2
## HPRES_MORT 91,500 0.647 0.790 0 2
## HPRIV 91,500 1.095 1.049 0 3
## HPROP_VAL 91,500 137,448.800 294,065.700 0 9,999,999
## HPUB 91,500 1.465 1.273 0 3
## HPUBLIC 91,500 0.401 0.787 0 2
## HRECORD 91,500 1.000 0.000 1 1
## HRNTVAL 91,500 767.792 12,006.070 -19,998 1,249,999
## HRNT_YN 91,500 1.270 0.936 0 2
## HRNUMWIC 91,500 0.016 0.129 0 3
## HRWICYN 91,500 0.575 0.897 0 2
## HSEVAL 91,500 2,370.312 19,799.570 -19,998 1,489,999
## HSSIVAL 91,500 246.436 1,830.872 0 50,000
## HSSI_YN 91,500 1.294 0.941 0 2
## HSSVAL 91,500 4,491.125 10,645.760 0 126,080
## HSS_YN 91,500 1.115 0.883 0 2
## HSUP_WGT 91,500 140,533.600 145,805.600 0 943,320
## HSURVAL 91,500 256.979 3,637.018 0 282,000
## HSUR_YN 91,500 1.306 0.944 0 2
## HTOP5PCT 91,500 1.288 0.940 0 2
## HTOTVAL 91,500 65,079.260 103,944.900 -9,999 2,332,079
## HUCVAL 91,500 88.235 1,105.382 0 99,999
## HUNDER15 91,500 0.362 0.834 0 10
## HUNDER18 91,500 0.439 0.931 0 10
## HUNITS 91,500 1.163 1.427 0 5
## HVETVAL 91,500 413.917 3,686.628 0 100,000
## HVET_YN 91,500 1.298 0.942 0 2
## HWCVAL 91,500 57.749 1,306.056 0 99,999
## HWSVAL 91,500 48,038.890 90,437.210 0 2,199,998
## H_SEQ 91,500 45,750.500 26,413.920 1 91,500
## I_CHCAREVAL 91,500 0.016 0.125 0 1
## I_HENGAS 91,500 0.180 0.384 0 1
## I_HENGVA 91,500 0.012 0.134 0 2
## I_HFDVAL 91,500 0.022 0.165 0 2
## I_HFLUNC 91,500 0.039 0.193 0 1
## I_HFLUNN 91,500 0.021 0.143 0 1
## I_HFOODM 91,500 0.022 0.165 0 2
## I_HFOODN 91,500 0.014 0.118 0 1
## I_HFOODS 91,500 0.162 0.368 0 1
## I_HHOTLU 91,500 0.058 0.234 0 1
## I_HHOTNO 91,500 0.038 0.192 0 1
## I_HLOREN 91,500 0.051 0.219 0 1
## I_HPUBLI 91,500 0.056 0.230 0 1
## I_HUNITS 91,500 0.173 0.378 0 1
## I_PROPVAL 91,500 0.320 0.708 0 3
## NOW_HCOV 91,500 0.775 0.677 0 3
## NOW_HMCAID 91,500 1.787 1.379 0 3
## NOW_HPRIV 91,500 1.113 1.062 0 3
## NOW_HPUB 91,500 1.468 1.274 0 3
## THCHCARE_VAL 91,500 0.002 0.039 0 1
## THPROP_VAL 91,500 0.003 0.054 0 1
## GTCBSA 91,500 22,694.900 16,634.400 0 49,740
## GTCO 91,500 25.693 63.086 0 810
## GTCBSAST 91,500 2.276 1.039 1 4
## GTCBSASZ 91,500 3.668 2.617 0 7
## GTCSA 91,500 140.377 189.020 0 548
## GTMETSTA 91,500 1.215 0.435 1 3
## GTINDVPC 91,500 0.195 0.598 0 7
## FILEDATE 91,500 31,821.000 0.000 31,821 31,821
## YYYYMM 91,500 202,003.000 0.000 202,003 202,003
## --------------------------------------------------------------------------------------------------------------------------------
##
## ===========================
## Table 1: Summary Statistics
## ---------------------------Assess Skewness and Kurtosis
Skewness and kurtosis were examined through the skewness() and kurtosis() functions in the moments package (Komsta, 2015). These functions revealed that 31 variables are negatively skewed, 97 are positively skewed, and 6 are not skewed (due to the fact that the data in these variables is a uniform value). Though about a fourth of the variables are negatively skewed (or left skewed), none show significant levels of negative skewness, with the largest negatively skewed variable being H_TELINT (telephone interview acceptable) with a skewness value of -1.04. Conversely, there are many variables with high positive skewness values. The variable with the highest amount of positive skewness is HFINVAL, which corresponds with “household income - financial assistance income”, with a skewness value of 99.44. This means that the variable is extremely skewed to the right with a long right tail. HFINVAL also has the highest level of kurtosis (16,972), meaning that it is very peaked with heavy tails and many outliers. Variables with low kurtosis values, such as HMCAID (kurtosis value 1.28), have light tails and a low number of outliers.
skewness(hh)## H_IDNUM GEREG GESTFIPS GEDIV HRHTYPE HEFAMINC
## 0.583660031 -0.409246239 0.003156749 -0.131443323 0.960225816 -0.151129095
## H_MONTH H_YEAR H_TENURE H_HHNUM H_LIVQRT H_RESPNM
## NaN NaN 0.106528500 5.131310180 5.157657559 1.849002207
## H_TELHHD H_TELAVL H_TELINT H1TENURE H1LIVQRT H1TELHHD
## -0.588863344 4.583566260 -1.035319024 30.199355856 9.676330198 6.714013229
## H1TELAVL H1TELINT H_NUMPER H_HHTYPE H_TYPEBC H_MIS
## 31.318875861 NaN 0.969009985 1.178581139 5.684156980 0.013695478
## HANNVAL HANN_YN HCHCARE_VAL HCHCARE_YN HCOV HCSPVAL
## 45.784820699 -0.636386549 14.534085419 1.691471261 0.831626645 27.020200764
## HCSP_YN HDISVAL HDIS_YN HDIVVAL HDIV_YN HDSTVAL
## -0.626429595 24.803697250 -0.647318663 52.443971007 -0.397710153 31.550524204
## HDST_YN HEARNVAL HEDVAL HED_YN HENGAST HENGVAL
## -0.572271480 5.862574500 17.634927914 -0.598480640 -0.629618344 23.507924802
## HFDVAL HFINVAL HFIN_YN HFLUNCH HFLUNNO HFOODMO
## 9.443196250 99.437305596 -0.654509802 2.648474304 5.048092577 4.108271526
## HFOODNO HFOODSP HFRVAL HH5TO18 HHINC HHOTLUN
## 6.795655902 -0.544452625 68.572885507 2.637588571 0.288862383 1.990882078
## HHOTNO HHSTATUS HH_HI_UNIV HINC_FR HINC_SE HINC_UC
## 3.504914614 0.618479871 0.951991480 -0.654458740 -0.541029004 -0.640373440
## HINC_WC HINC_WS HINTVAL HINT_YN HLORENT HMCAID
## -0.666251840 0.241660435 7.604155728 0.210251347 1.619548113 -0.380236701
## HNUMFAM HOIVAL HOI_YN HOTHVAL HPAWVAL HPAW_YN
## 0.969442724 92.223647714 -0.640398851 10.068518602 25.877999817 -0.663382383
## HPCTCUT HPENVAL HPEN_YN HPRES_MORT HPRIV HPROP_VAL
## 0.460442236 35.295114942 -0.501486352 0.714117376 0.681557810 10.979195847
## HPUB HPUBLIC HRECORD HRNTVAL HRNT_YN HRNUMWIC
## 0.089545680 1.495168229 NaN 55.442399336 -0.561228933 8.192716562
## HRWICYN HSEVAL HSSIVAL HSSI_YN HSSVAL HSS_YN
## 0.937783794 26.267019462 9.956415660 -0.616101720 2.831157338 -0.226179453
## HSUP_WGT HSURVAL HSUR_YN HTOP5PCT HTOTVAL HUCVAL
## 0.828158052 27.296451826 -0.643653247 -0.600657110 5.396748949 31.081914764
## HUNDER15 HUNDER18 HUNITS HVETVAL HVET_YN HWCVAL
## 2.660705236 2.456253270 1.716139302 12.734157121 -0.624735350 40.664318679
## HWSVAL H_SEQ I_CHCAREVAL I_HENGAS I_HENGVA I_HFDVAL
## 6.000874780 0.000000000 7.745275657 1.662965588 12.300758870 8.149584477
## I_HFLUNC I_HFLUNN I_HFOODM I_HFOODN I_HFOODS I_HHOTLU
## 4.777265160 6.723425340 8.188929083 8.216292119 1.837990386 3.780213525
## I_HHOTNO I_HLOREN I_HPUBLI I_HUNITS I_PROPVAL NOW_HCOV
## 4.820263236 4.094998164 3.863083365 1.733629959 1.887754087 0.850913760
## NOW_HMCAID NOW_HPRIV NOW_HPUB THCHCARE_VAL THPROP_VAL GTCBSA
## -0.391142895 0.649998607 0.084851818 25.691340734 18.327352467 -0.144590555
## GTCO GTCBSAST GTCBSASZ GTCSA GTMETSTA GTINDVPC
## 6.110108618 0.360601681 -0.241982723 0.910231762 1.756852160 5.035916942
## FILEDATE YYYYMM
## NaN NaNkurtosis(hh)## H_IDNUM GEREG GESTFIPS GEDIV HRHTYPE HEFAMINC
## 2.062173 2.062304 1.732963 1.893228 2.327273 1.359644
## H_MONTH H_YEAR H_TENURE H_HHNUM H_LIVQRT H_RESPNM
## NaN NaN 2.314636 33.808706 34.215599 16.872654
## H_TELHHD H_TELAVL H_TELINT H1TENURE H1LIVQRT H1TELHHD
## 2.980004 22.981430 2.071885 913.001094 94.631366 46.077974
## H1TELAVL H1TELINT H_NUMPER H_HHTYPE H_TYPEBC H_MIS
## 981.871985 NaN 3.793092 2.925085 39.675739 1.768791
## HANNVAL HANN_YN HCHCARE_VAL HCHCARE_YN HCOV HCSPVAL
## 3345.311575 1.427604 475.579287 4.018008 4.573856 1350.633015
## HCSP_YN HDISVAL HDIS_YN HDIVVAL HDIV_YN HDSTVAL
## 1.420320 783.124739 1.435840 4094.143255 1.313477 2477.442873
## HDST_YN HEARNVAL HEDVAL HED_YN HENGAST HENGVAL
## 1.384388 70.380089 449.638996 1.400992 1.422630 945.364599
## HFDVAL HFINVAL HFIN_YN HFLUNCH HFLUNNO HFOODMO
## 141.918537 16972.111812 1.441394 8.732092 33.481197 18.140604
## HFOODNO HFOODSP HFRVAL HH5TO18 HHINC HHOTLUN
## 57.983421 1.368403 7645.354240 10.813939 1.435035 5.723217
## HHOTNO HHSTATUS HH_HI_UNIV HINC_FR HINC_SE HINC_UC
## 17.377153 2.853335 2.844543 1.441354 1.366554 1.430579
## HINC_WC HINC_WS HINTVAL HINT_YN HLORENT HMCAID
## 1.450691 2.104134 76.595610 1.915874 3.646426 1.275335
## HNUMFAM HOIVAL HOI_YN HOTHVAL HPAWVAL HPAW_YN
## 7.112255 12765.938821 1.430598 213.393013 880.356959 1.448393
## HPCTCUT HPENVAL HPEN_YN HPRES_MORT HPRIV HPROP_VAL
## 1.756935 1908.732773 1.347110 1.961995 2.282721 266.348342
## HPUB HPUBLIC HRECORD HRNTVAL HRNT_YN HRNUMWIC
## 1.334649 3.290788 NaN 4294.377043 1.377839 75.121728
## HRWICYN HSEVAL HSSIVAL HSSI_YN HSSVAL HSS_YN
## 1.903621 1182.853768 132.807761 1.412985 12.247850 1.318967
## HSUP_WGT HSURVAL HSUR_YN HTOP5PCT HTOTVAL HUCVAL
## 2.909971 1112.250684 1.433051 1.401134 60.441690 1660.958267
## HUNDER15 HUNDER18 HUNITS HVETVAL HVET_YN HWCVAL
## 10.918333 9.885497 5.000916 214.453243 1.419101 2290.870611
## HWSVAL H_SEQ I_CHCAREVAL I_HENGAS I_HENGVA I_HFDVAL
## 74.077172 1.800000 60.989295 3.765455 164.864558 76.260063
## I_HFLUNC I_HFLUNN I_HFOODM I_HFOODN I_HFOODS I_HHOTLU
## 23.822262 46.204448 76.971371 68.507456 4.378209 15.290014
## I_HHOTNO I_HLOREN I_HPUBLI I_HUNITS I_PROPVAL NOW_HCOV
## 24.234938 17.769010 15.923413 4.005473 4.806296 4.478619
## NOW_HMCAID NOW_HPRIV NOW_HPUB THCHCARE_VAL THPROP_VAL GTCBSA
## 1.280175 2.200393 1.331732 661.044989 336.891848 1.611637
## GTCO GTCBSAST GTCBSASZ GTCSA GTMETSTA GTINDVPC
## 58.458548 1.971492 1.628321 2.242028 5.025509 37.855256
## FILEDATE YYYYMM
## NaN NaNAssess Outliers
It is important for researchers to identify outliers early through EDA and decide how to handle these values prior to performing predictive analysis, since these values can lead to distortion in data analysis results, particularly in linear regression (Ciaburro, 2018). One common method of outlier detection is the 1.5 times interquartile range (IQR) method. This approach requires the calculation of the IQR, or the range between the first and third quartiles, which is then multiplied by 1.5. Subtracting the resulting value from the first quartile and adding this value to the third quartile yields the non-outlier range of values. Any values outside this range are considered hence outliers. Using this method, it was determined that more than one third of the variables in the data set (55 variables) have no outliers. This is likely because these variables have a distinct set of values corresponding to a coding related to the data (such as GESTFIPS which designates a state code or HRHTYPE which corresponds to a household type). The variable with the largest number of outliers is H_RESPNM (line number of household respondent) with 32,243 outliers.
#Determine number of outliers per variable
outliers <- hh %>%
summarize_all(list(~ sum(. < quantile(., 0.25) - 1.5*IQR(.) |
.> quantile(.,0.75) + 1.5*IQR(.)))
)
print(outliers)## H_IDNUM GEREG GESTFIPS GEDIV HRHTYPE HEFAMINC H_MONTH H_YEAR H_TENURE H_HHNUM
## 1 0 0 0 0 0 0 0 0 0 4406
## H_LIVQRT H_RESPNM H_TELHHD H_TELAVL H_TELINT H1TENURE H1LIVQRT H1TELHHD
## 1 5167 32243 24974 4735 0 100 947 1904
## H1TELAVL H1TELINT H_NUMPER H_HHTYPE H_TYPEBC H_MIS HANNVAL HANN_YN
## 1 93 0 353 0 12059 0 1672 0
## HCHCARE_VAL HCHCARE_YN HCOV HCSPVAL HCSP_YN HDISVAL HDIS_YN HDIVVAL HDIV_YN
## 1 4464 18386 2352 2065 0 1242 0 11436 0
## HDSTVAL HDST_YN HEARNVAL HEDVAL HED_YN HENGAST HENGVAL HFDVAL HFINVAL HFIN_YN
## 1 4225 0 4971 3062 0 0 1939 5349 960 0
## HFLUNCH HFLUNNO HFOODMO HFOODNO HFOODSP HFRVAL HH5TO18 HHINC HHOTLUN HHOTNO
## 1 12287 6736 5349 5349 0 959 18768 0 18768 12287
## HHSTATUS HH_HI_UNIV HINC_FR HINC_SE HINC_UC HINC_WC HINC_WS HINTVAL HINT_YN
## 1 3612 15620 0 0 0 0 0 18550 0
## HLORENT HMCAID HNUMFAM HOIVAL HOI_YN HOTHVAL HPAWVAL HPAW_YN HPCTCUT HPENVAL
## 1 17344 0 1059 1514 0 11355 613 0 0 7104
## HPEN_YN HPRES_MORT HPRIV HPROP_VAL HPUB HPUBLIC HRECORD HRNTVAL HRNT_YN
## 1 0 0 0 5239 0 19353 0 4669 0
## HRNUMWIC HRWICYN HSEVAL HSSIVAL HSSI_YN HSSVAL HSS_YN HSUP_WGT HSURVAL
## 1 1458 0 5486 2474 0 18886 0 309 1386
## HSUR_YN HTOP5PCT HTOTVAL HUCVAL HUNDER15 HUNDER18 HUNITS HVETVAL HVET_YN
## 1 0 0 4388 1515 18386 21293 12753 2132 0
## HWCVAL HWSVAL H_SEQ I_CHCAREVAL I_HENGAS I_HENGVA I_HFDVAL I_HFLUNC I_HFLUNN
## 1 501 5339 0 1453 16500 824 1803 3549 1899
## I_HFOODM I_HFOODN I_HFOODS I_HHOTLU I_HHOTNO I_HLOREN I_HPUBLI I_HUNITS
## 1 1788 1298 14793 5311 3493 4641 5122 15784
## I_PROPVAL NOW_HCOV NOW_HMCAID NOW_HPRIV NOW_HPUB THCHCARE_VAL THPROP_VAL
## 1 16510 2564 0 0 0 138 270
## GTCBSA GTCO GTCBSAST GTCBSASZ GTCSA GTMETSTA GTINDVPC FILEDATE YYYYMM
## 1 0 13566 0 0 0 18725 13046 0 0Assess Modality
The modality of each variable, or the number of peaks the distribution of the variable contains, was examined using the Laplacesdemon package (Statisticat, 2021). The is.unimodal() function revealed that 55 variables are unimodal, or have only one peak in their distribution at the mode. These variables have a single value that occurs more frequently than any other value.
Unimodality
#Determine modality with Laplacesdemon
#Unimodal
unimodal.count <- 0
for (col in names(hh)) {
# Check if column is numeric
if (is.numeric(hh[[col]]) && col %in% colnames(hh)) {
result <- is.unimodal(hh[[col]])
if (result) {
cat("Variable:", col, "\n")
cat("Is Unimodal?:", result, "\n")
cat("------------------------\n")
unimodal.count <- unimodal.count + 1
}
}
} ## Variable: H_HHNUM
## Is Unimodal?: TRUE
## ------------------------
## Variable: H_LIVQRT
## Is Unimodal?: TRUE
## ------------------------
## Variable: H_TELAVL
## Is Unimodal?: TRUE
## ------------------------
## Variable: H1TENURE
## Is Unimodal?: TRUE
## ------------------------
## Variable: H1LIVQRT
## Is Unimodal?: TRUE
## ------------------------
## Variable: H1TELHHD
## Is Unimodal?: TRUE
## ------------------------
## Variable: H1TELAVL
## Is Unimodal?: TRUE
## ------------------------
## Variable: H_TYPEBC
## Is Unimodal?: TRUE
## ------------------------
## Variable: HANNVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HCHCARE_VAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HCSPVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HDISVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HDIVVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HDSTVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HEDVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HENGVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HFDVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HFINVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HFLUNCH
## Is Unimodal?: TRUE
## ------------------------
## Variable: HFLUNNO
## Is Unimodal?: TRUE
## ------------------------
## Variable: HFOODMO
## Is Unimodal?: TRUE
## ------------------------
## Variable: HFOODNO
## Is Unimodal?: TRUE
## ------------------------
## Variable: HFRVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HH5TO18
## Is Unimodal?: TRUE
## ------------------------
## Variable: HHOTNO
## Is Unimodal?: TRUE
## ------------------------
## Variable: HINTVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HOIVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HOTHVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HPAWVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HPENVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HRNTVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HRNUMWIC
## Is Unimodal?: TRUE
## ------------------------
## Variable: HSEVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HSSIVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HSURVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HTOTVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HUCVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HUNDER15
## Is Unimodal?: TRUE
## ------------------------
## Variable: HUNDER18
## Is Unimodal?: TRUE
## ------------------------
## Variable: HVETVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: HWCVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: I_CHCAREVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: I_HENGVA
## Is Unimodal?: TRUE
## ------------------------
## Variable: I_HFDVAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: I_HFLUNC
## Is Unimodal?: TRUE
## ------------------------
## Variable: I_HFLUNN
## Is Unimodal?: TRUE
## ------------------------
## Variable: I_HFOODM
## Is Unimodal?: TRUE
## ------------------------
## Variable: I_HFOODN
## Is Unimodal?: TRUE
## ------------------------
## Variable: I_HHOTLU
## Is Unimodal?: TRUE
## ------------------------
## Variable: I_HHOTNO
## Is Unimodal?: TRUE
## ------------------------
## Variable: I_HLOREN
## Is Unimodal?: TRUE
## ------------------------
## Variable: I_HPUBLI
## Is Unimodal?: TRUE
## ------------------------
## Variable: THCHCARE_VAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: THPROP_VAL
## Is Unimodal?: TRUE
## ------------------------
## Variable: GTCO
## Is Unimodal?: TRUE
## ------------------------cat("Total Unimodal Variables:", unimodal.count, "\n")## Total Unimodal Variables: 55Bimodality
In a similar manner, bimodality was investigated. Using the is.bimodal() function, it was determined that 44 variables are bimodal and have two distinction modes, or most frequently occurring values.
#Bimodal
bimodal.count <- 0
for (col in names(hh)) {
# Check if column is numeric
if (is.numeric(hh[[col]]) && col %in% colnames(hh)) {
result <- is.bimodal(hh[[col]])
if (result) {
cat("Variable:", col, "\n")
cat("Is Bimodal?:", result, "\n")
cat("------------------------\n")
bimodal.count <- bimodal.count + 1
}
}
} ## Variable: H_IDNUM
## Is Bimodal?: TRUE
## ------------------------
## Variable: HEFAMINC
## Is Bimodal?: TRUE
## ------------------------
## Variable: H_TELHHD
## Is Bimodal?: TRUE
## ------------------------
## Variable: H_TELINT
## Is Bimodal?: TRUE
## ------------------------
## Variable: HANN_YN
## Is Bimodal?: TRUE
## ------------------------
## Variable: HCHCARE_YN
## Is Bimodal?: TRUE
## ------------------------
## Variable: HCOV
## Is Bimodal?: TRUE
## ------------------------
## Variable: HCSP_YN
## Is Bimodal?: TRUE
## ------------------------
## Variable: HDIS_YN
## Is Bimodal?: TRUE
## ------------------------
## Variable: HDST_YN
## Is Bimodal?: TRUE
## ------------------------
## Variable: HEARNVAL
## Is Bimodal?: TRUE
## ------------------------
## Variable: HED_YN
## Is Bimodal?: TRUE
## ------------------------
## Variable: HENGAST
## Is Bimodal?: TRUE
## ------------------------
## Variable: HFIN_YN
## Is Bimodal?: TRUE
## ------------------------
## Variable: HFOODSP
## Is Bimodal?: TRUE
## ------------------------
## Variable: HHOTLUN
## Is Bimodal?: TRUE
## ------------------------
## Variable: HINC_FR
## Is Bimodal?: TRUE
## ------------------------
## Variable: HINC_SE
## Is Bimodal?: TRUE
## ------------------------
## Variable: HINC_UC
## Is Bimodal?: TRUE
## ------------------------
## Variable: HINC_WC
## Is Bimodal?: TRUE
## ------------------------
## Variable: HLORENT
## Is Bimodal?: TRUE
## ------------------------
## Variable: HMCAID
## Is Bimodal?: TRUE
## ------------------------
## Variable: HNUMFAM
## Is Bimodal?: TRUE
## ------------------------
## Variable: HOI_YN
## Is Bimodal?: TRUE
## ------------------------
## Variable: HPAW_YN
## Is Bimodal?: TRUE
## ------------------------
## Variable: HPEN_YN
## Is Bimodal?: TRUE
## ------------------------
## Variable: HPUBLIC
## Is Bimodal?: TRUE
## ------------------------
## Variable: HRNT_YN
## Is Bimodal?: TRUE
## ------------------------
## Variable: HRWICYN
## Is Bimodal?: TRUE
## ------------------------
## Variable: HSSI_YN
## Is Bimodal?: TRUE
## ------------------------
## Variable: HSSVAL
## Is Bimodal?: TRUE
## ------------------------
## Variable: HSUR_YN
## Is Bimodal?: TRUE
## ------------------------
## Variable: HTOP5PCT
## Is Bimodal?: TRUE
## ------------------------
## Variable: HUNITS
## Is Bimodal?: TRUE
## ------------------------
## Variable: HVET_YN
## Is Bimodal?: TRUE
## ------------------------
## Variable: HWSVAL
## Is Bimodal?: TRUE
## ------------------------
## Variable: I_HENGAS
## Is Bimodal?: TRUE
## ------------------------
## Variable: I_HFOODS
## Is Bimodal?: TRUE
## ------------------------
## Variable: I_HUNITS
## Is Bimodal?: TRUE
## ------------------------
## Variable: I_PROPVAL
## Is Bimodal?: TRUE
## ------------------------
## Variable: NOW_HCOV
## Is Bimodal?: TRUE
## ------------------------
## Variable: NOW_HMCAID
## Is Bimodal?: TRUE
## ------------------------
## Variable: GTMETSTA
## Is Bimodal?: TRUE
## ------------------------
## Variable: GTINDVPC
## Is Bimodal?: TRUE
## ------------------------cat("Total Bimodal Variables:", bimodal.count, "\n")## Total Bimodal Variables: 44Trimodality
Lastly, the is.trimodal() function was used to reveal that 17 variables are trimodal, having three modes, or frequently occurring values. The remaining 18 variables in the data set have more than 3 modes, or peaks, in their distributions.
#Trimodal
trimodal.count <- 0
for (col in names(hh)) {
# Check if column is numeric
if (is.numeric(hh[[col]]) && col %in% colnames(hh)) {
result <- is.trimodal(hh[[col]])
if (result) {
cat("Variable:", col, "\n")
cat("Is Trimodal?:", result, "\n")
cat("------------------------\n")
trimodal.count <- trimodal.count + 1
}
}
} ## Variable: HRHTYPE
## Is Trimodal?: TRUE
## ------------------------
## Variable: H_TENURE
## Is Trimodal?: TRUE
## ------------------------
## Variable: H_RESPNM
## Is Trimodal?: TRUE
## ------------------------
## Variable: H_HHTYPE
## Is Trimodal?: TRUE
## ------------------------
## Variable: HDIV_YN
## Is Trimodal?: TRUE
## ------------------------
## Variable: HHSTATUS
## Is Trimodal?: TRUE
## ------------------------
## Variable: HH_HI_UNIV
## Is Trimodal?: TRUE
## ------------------------
## Variable: HINC_WS
## Is Trimodal?: TRUE
## ------------------------
## Variable: HINT_YN
## Is Trimodal?: TRUE
## ------------------------
## Variable: HPCTCUT
## Is Trimodal?: TRUE
## ------------------------
## Variable: HPRES_MORT
## Is Trimodal?: TRUE
## ------------------------
## Variable: HPRIV
## Is Trimodal?: TRUE
## ------------------------
## Variable: HPROP_VAL
## Is Trimodal?: TRUE
## ------------------------
## Variable: HSS_YN
## Is Trimodal?: TRUE
## ------------------------
## Variable: HSUP_WGT
## Is Trimodal?: TRUE
## ------------------------
## Variable: GTCBSA
## Is Trimodal?: TRUE
## ------------------------
## Variable: GTCSA
## Is Trimodal?: TRUE
## ------------------------cat("Total Trimodal Variables:", trimodal.count, "\n")## Total Trimodal Variables: 17Visualize the data
Visualizations, like histograms or box plots, aid in determining and depicting variable features such as skewness, kurtosis, modality, and the extent of outliers. Using base R, histograms and box plots were created for each variable. The histograms graphically depict the skewness and kurtosis for each variable described above as well as the frequency for each value in the distribution. Modality can be easily determined by reviewing the histograms. These visualizations also confirm that a majority of the variables are categorical, being composed of a finite set of possible values corresponding with ordinal or nominal data. The box plots depict the IQR as the space within the box, the median as the line through the box, and outliers as red circles above or below the IQR. Many of the box plots are reflected as only a solid line, as the data is either uniform for the variable or has little variation. The box plots are not very useful for categorical data, but creating the visualizations can assist the researcher in quickly determining or confirming the variable type.
Histograms
#Create histograms for all variables
for (i in 1:134) {
hist(hh[, i], main = paste("Histogram of", names(hh)[i]), xlab = "Value", breaks = "Sturges", col = "blue")
}
Box Plots
#Create box plots for all variables
for (i in 1:134){
boxplot(hh[,i], outcol = "red", main = paste("Boxplot of", names(hh)[i]))
}
Examine Correlation
Correlation Coefficients
Correlation between variables in the data set was examined using the cor() function. This function provides the correlation coefficient for each variable pair. The correlation coefficient ranges from -1 to 1. A negative correlation coefficient means the variables are negatively correlated. This means that the variables move in opposite directions from each other; as one variable increases, the other decreases. A positive correlation coefficient means the variables are positively correlated, meaning that the variables move in the same direction (as one variable increases, the other does as well). A correlation coefficient of zero means that there is no relationship between the variables (Fandango et al., 2021). A variable will always have a correlation coefficient of 1 with itself. Some observations from the cor() function output are that GEDIV (census division of current residence, which indicates the respondents geographical region) and GTCBSAST (principal city) are highly negatively correlated whereas HEFAMINC (family income from basic CPS income screener question) and NOW_HCOV (any current health insurance coverage in the household) are highly positively correlated. GEDIV and I_HLOREN (the allocation flag for HLORENT, or the variable indicating if a respondent is paying lower rent because the federal, state, or local government is paying part of the cost) have a correlation coefficient of zero, indicating that there is no relationship between the two variables.
#Examine correlation
cor(hh)## Warning in cor(hh): the standard deviation is zero## H_IDNUM GEREG GESTFIPS GEDIV
## H_IDNUM 1.000000e+00 -7.016831e-03 6.779024e-02 -0.0036673321
## GEREG -7.016831e-03 1.000000e+00 -2.404427e-01 0.9597684310
## GESTFIPS 6.779024e-02 -2.404427e-01 1.000000e+00 -0.2190602533
## GEDIV -3.667332e-03 9.597684e-01 -2.190603e-01 1.0000000000
## HRHTYPE 2.389710e-03 3.585356e-03 -2.492473e-02 0.0034689985
## HEFAMINC 3.054265e-03 2.391356e-02 -2.426339e-02 0.0297463294
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 8.070036e-03 3.490138e-02 -4.453475e-02 0.0455722515
## H_HHNUM 9.951979e-03 1.934180e-02 -7.895885e-03 0.0203032069
## H_LIVQRT 2.063615e-03 4.479649e-02 1.557725e-02 0.0365328279
## H_RESPNM 9.177080e-03 4.386664e-02 -2.992518e-02 0.0498665228
## H_TELHHD 6.509401e-03 3.848096e-02 -2.865754e-02 0.0467845922
## H_TELAVL -1.128971e-03 1.122069e-02 -2.850401e-02 0.0153229660
## H_TELINT 5.232050e-03 2.590487e-02 1.736102e-02 0.0308173292
## H1TENURE -3.403376e-04 2.230824e-05 -2.602999e-03 0.0015539068
## H1LIVQRT -3.089937e-03 6.706497e-03 1.908349e-03 0.0022318757
## H1TELHHD -3.650444e-03 -9.201254e-03 4.228016e-05 -0.0098569546
## H1TELAVL 9.266907e-04 -1.574298e-03 -3.136100e-03 -0.0031014390
## H1TELINT NA NA NA NA
## H_NUMPER 5.378475e-03 4.329444e-02 -2.023874e-02 0.0529446445
## H_HHTYPE -6.540054e-03 -1.977277e-02 2.058076e-02 -0.0272097614
## H_TYPEBC -3.367102e-03 1.566571e-02 1.044151e-02 0.0124075298
## H_MIS -5.396692e-03 -1.007939e-03 2.195159e-04 -0.0014584606
## HANNVAL -1.696172e-03 3.492680e-03 7.530779e-04 0.0024241628
## HANN_YN 3.975160e-03 3.093881e-02 -2.397955e-02 0.0365703030
## HCHCARE_VAL 1.257126e-03 -1.796488e-02 7.080561e-04 -0.0157988962
## HCHCARE_YN 4.085691e-03 3.384078e-02 -1.389810e-03 0.0391460158
## HCOV 4.082098e-03 5.162187e-02 -1.656950e-02 0.0572197422
## HCSPVAL -2.357848e-03 -3.560521e-03 9.966259e-03 -0.0026843337
## HCSP_YN 4.208438e-03 3.057640e-02 -2.606173e-02 0.0357204394
## HDISVAL 2.478399e-03 7.247343e-03 -2.747896e-03 0.0086566039
## HDIS_YN 3.725394e-03 2.963498e-02 -2.339004e-02 0.0344960848
## HDIVVAL -1.676001e-03 -3.002744e-03 -2.673674e-03 -0.0029185589
## HDIV_YN 8.126957e-03 3.674843e-02 -2.197325e-02 0.0415429686
## HDSTVAL -5.489084e-03 3.317523e-03 -2.294529e-03 0.0031754657
## HDST_YN 4.940239e-03 3.215056e-02 -2.391212e-02 0.0375937731
## HEARNVAL 1.534552e-03 -8.846879e-04 -1.948315e-02 0.0051408678
## HEDVAL 1.356062e-03 -2.420748e-03 -1.782905e-03 -0.0013786303
## HED_YN 3.834560e-03 2.905395e-02 -2.276952e-02 0.0337813565
## HENGAST 4.177549e-03 3.462783e-02 -2.406270e-02 0.0389713428
## HENGVAL -1.027320e-03 -2.457191e-02 4.061242e-03 -0.0226438099
## HFDVAL 2.220272e-04 -2.165855e-03 -1.165201e-03 -0.0003061228
## HFINVAL 2.185711e-03 -5.703688e-03 -5.294168e-03 -0.0041986317
## HFIN_YN 4.543683e-03 2.952138e-02 -2.240805e-02 0.0346868252
## HFLUNCH 2.394760e-03 2.836672e-03 1.235045e-02 0.0083455333
## HFLUNNO 5.914791e-03 3.457909e-02 -1.313596e-02 0.0395613289
## HFOODMO -1.010088e-03 -1.415492e-02 1.255543e-03 -0.0150069851
## HFOODNO 8.672399e-04 2.915804e-03 -5.191659e-04 0.0034188205
## HFOODSP 4.010791e-03 3.332343e-02 -2.400878e-02 0.0385501050
## HFRVAL -8.844821e-04 -5.218029e-03 5.454242e-03 -0.0029044438
## HH5TO18 2.601219e-03 2.514750e-02 5.667547e-03 0.0305251692
## HHINC 1.908531e-03 1.532958e-02 -1.631778e-02 0.0214851029
## HHOTLUN 6.341074e-05 2.157437e-02 2.861532e-04 0.0254079851
## HHOTNO 4.221716e-03 1.864830e-02 5.996290e-03 0.0249055495
## HHSTATUS 3.636043e-03 1.600814e-02 -2.522960e-02 0.0178722692
## HH_HI_UNIV 3.453217e-04 1.965534e-03 -1.768290e-02 0.0016782632
## HINC_FR 3.958969e-03 3.079613e-02 -2.445207e-02 0.0357417041
## HINC_SE 3.573724e-03 2.770888e-02 -2.192088e-02 0.0318839357
## HINC_UC 3.948224e-03 3.046605e-02 -2.365094e-02 0.0350213735
## HINC_WC 3.761369e-03 2.981948e-02 -2.395887e-02 0.0349205116
## HINC_WS 2.166307e-03 2.372669e-02 -2.739884e-02 0.0260752877
## HINTVAL -3.565492e-03 -1.023442e-02 -4.464021e-04 -0.0109278190
## HINT_YN 6.154712e-03 4.316858e-02 -3.409813e-02 0.0485170819
## HLORENT 7.519085e-03 3.425343e-02 -4.453721e-02 0.0454406140
## HMCAID 2.672252e-03 2.514952e-02 -7.884231e-03 0.0277494985
## HNUMFAM 3.546884e-03 3.579428e-02 -3.158147e-02 0.0419262006
## HOIVAL -9.256258e-04 -4.732627e-03 1.551298e-03 -0.0039788010
## HOI_YN 5.448296e-03 2.532964e-02 -1.894657e-02 0.0296965331
## HOTHVAL -4.981540e-03 3.216450e-03 -7.218003e-03 0.0023600066
## HPAWVAL -8.852173e-04 5.307316e-03 -1.167011e-02 0.0083554721
## HPAW_YN 4.096411e-03 3.000727e-02 -2.255641e-02 0.0349333002
## HPCTCUT 1.283058e-03 1.244282e-02 -1.835719e-02 0.0188678290
## HPENVAL -1.714326e-03 6.627436e-03 -6.401648e-03 0.0047544561
## HPEN_YN 4.470749e-03 3.318333e-02 -2.412977e-02 0.0392485660
## HPRES_MORT -1.079670e-04 3.199656e-03 2.070951e-02 -0.0007282406
## HPRIV 5.160250e-03 4.410078e-02 -3.746165e-02 0.0506591909
## HPROP_VAL 2.350887e-03 6.042783e-02 -5.813169e-02 0.0682876804
## HPUB 3.688929e-03 3.030763e-02 -9.306169e-03 0.0349681427
## HPUBLIC 6.966474e-03 2.800249e-02 -4.736359e-02 0.0393727593
## HRECORD NA NA NA NA
## HRNTVAL -5.186220e-03 2.362100e-03 4.579085e-04 0.0046130764
## HRNT_YN 4.968935e-03 2.763191e-02 -2.324131e-02 0.0321723123
## HRNUMWIC 4.258794e-03 2.252613e-02 -1.187936e-02 0.0256523044
## HRWICYN 5.072069e-04 3.062472e-02 -1.270927e-02 0.0373300664
## HSEVAL 8.949556e-03 3.820220e-03 -1.227690e-02 0.0076501082
## HSSIVAL -4.055728e-04 5.102446e-03 -1.098873e-02 0.0061034041
## HSSI_YN 4.387097e-03 2.976019e-02 -2.188306e-02 0.0347415444
## HSSVAL 7.497126e-04 3.498776e-03 -7.188411e-03 0.0002656319
## HSS_YN 4.835983e-03 3.165101e-02 -2.158161e-02 0.0383420763
## HSUP_WGT 9.343370e-03 -7.712371e-02 -2.034770e-02 -0.0696212863
## HSURVAL 1.178436e-03 -1.495831e-03 -7.529093e-03 -0.0006114858
## HSUR_YN 4.235214e-03 3.034711e-02 -2.345100e-02 0.0355929741
## HTOP5PCT 4.338090e-03 3.244041e-02 -2.060449e-02 0.0372996456
## HTOTVAL -4.295963e-04 3.725523e-04 -2.008770e-02 0.0054654757
## HUCVAL 1.282419e-03 -3.346082e-03 1.528213e-03 0.0005682095
## HUNDER15 6.375454e-03 2.644257e-02 4.500050e-03 0.0319688326
## HUNDER18 5.565032e-03 2.682115e-02 4.294550e-03 0.0327205992
## HUNITS 7.018117e-03 1.955709e-03 -5.174581e-02 0.0112916715
## HVETVAL -1.087339e-04 2.326404e-02 3.519820e-03 0.0210637010
## HVET_YN 4.567153e-03 2.624355e-02 -2.417639e-02 0.0318564582
## HWCVAL 5.440123e-04 6.196736e-03 -3.573553e-04 0.0074035322
## HWSVAL -3.291098e-04 -1.461467e-03 -1.769276e-02 0.0037833273
## H_SEQ -3.325067e-03 9.474964e-01 -2.343637e-01 0.9895181214
## I_CHCAREVAL -3.208905e-03 -1.290945e-02 3.950049e-03 -0.0124249783
## I_HENGAS -4.805098e-03 -1.842331e-02 -8.858051e-03 -0.0218372407
## I_HENGVA 2.949308e-03 -1.167964e-02 -6.768945e-03 -0.0069488236
## I_HFDVAL -2.552784e-03 -1.041448e-02 -1.939081e-03 -0.0116663403
## I_HFLUNC 1.377888e-03 -6.268606e-04 7.990185e-04 -0.0002049659
## I_HFLUNN 1.901826e-03 6.462326e-03 -2.867264e-03 0.0062713896
## I_HFOODM -2.656099e-03 -9.909378e-03 -2.031689e-03 -0.0111759952
## I_HFOODN -9.869591e-04 -1.173275e-02 1.055513e-03 -0.0141590674
## I_HFOODS -1.558803e-03 -1.824870e-02 -3.893321e-03 -0.0218635254
## I_HHOTLU 1.151520e-03 -4.849913e-04 6.668126e-03 -0.0012216113
## I_HHOTNO 1.286761e-03 -5.220831e-04 8.776257e-04 -0.0001282459
## I_HLOREN 1.354697e-03 -6.125016e-04 -1.697661e-02 0.0009988838
## I_HPUBLI 8.555432e-04 -5.540480e-03 -1.750727e-02 -0.0038440231
## I_HUNITS -2.541445e-03 -1.553109e-02 -1.758215e-03 -0.0185619462
## I_PROPVAL -6.425953e-03 -1.076015e-02 -4.181962e-04 -0.0149937960
## NOW_HCOV 4.629804e-03 5.302991e-02 -1.501854e-02 0.0589622986
## NOW_HMCAID 2.834323e-03 2.586974e-02 -7.933657e-03 0.0283357589
## NOW_HPRIV 5.821217e-03 4.403959e-02 -3.569724e-02 0.0504802643
## NOW_HPUB 3.505542e-03 3.086590e-02 -9.476306e-03 0.0354520480
## THCHCARE_VAL 9.430452e-04 -6.180751e-03 -3.896191e-03 -0.0049391514
## THPROP_VAL 2.176846e-03 8.622031e-03 -2.785110e-02 0.0145748018
## GTCBSA -5.672926e-03 1.378437e-02 -1.345202e-01 0.0338573865
## GTCO -2.961527e-03 -3.169257e-02 5.605168e-03 -0.0391886256
## GTCBSAST -1.306376e-02 -5.179503e-02 1.720788e-01 -0.0769846459
## GTCBSASZ 1.441992e-02 -6.977336e-02 -1.582409e-01 -0.0580600485
## GTCSA -1.293668e-03 -2.737295e-02 -1.153468e-01 -0.0424976890
## GTMETSTA -3.563427e-04 1.731280e-02 1.299301e-01 0.0129248939
## GTINDVPC 1.548253e-02 9.118734e-02 -1.139301e-01 0.1080487285
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## HRHTYPE HEFAMINC H_MONTH H_YEAR H_TENURE
## H_IDNUM 2.389710e-03 3.054265e-03 NA NA 0.008070036
## GEREG 3.585356e-03 2.391356e-02 NA NA 0.034901382
## GESTFIPS -2.492473e-02 -2.426339e-02 NA NA -0.044534753
## GEDIV 3.468999e-03 2.974633e-02 NA NA 0.045572252
## HRHTYPE 1.000000e+00 3.749217e-01 NA NA 0.474938187
## HEFAMINC 3.749217e-01 1.000000e+00 NA NA 0.416657370
## H_MONTH NA NA 1 NA NA
## H_YEAR NA NA NA 1 NA
## H_TENURE 4.749382e-01 4.166574e-01 NA NA 1.000000000
## H_HHNUM 8.936759e-03 -4.848122e-02 NA NA 0.105966923
## H_LIVQRT -1.566296e-02 -1.092272e-01 NA NA -0.068232688
## H_RESPNM 2.499539e-01 4.741202e-01 NA NA 0.446199333
## H_TELHHD 4.589420e-01 6.435825e-01 NA NA 0.673935778
## H_TELAVL 6.344474e-02 2.509343e-02 NA NA 0.111218442
## H_TELINT 3.186188e-01 5.223564e-01 NA NA 0.478060656
## H1TENURE 1.792375e-02 2.016651e-02 NA NA 0.018014229
## H1LIVQRT -8.589208e-02 -1.257313e-01 NA NA -0.144431572
## H1TELHHD 7.780957e-02 8.617321e-02 NA NA 0.073294958
## H1TELAVL 2.115439e-02 1.393072e-02 NA NA 0.019269205
## H1TELINT NA NA NA NA NA
## H_NUMPER 1.116598e-01 7.098425e-01 NA NA 0.367215415
## H_HHTYPE -5.546960e-01 -7.903906e-01 NA NA -0.564750870
## H_TYPEBC -2.053997e-01 -2.610879e-01 NA NA -0.176100078
## H_MIS 8.757178e-03 8.215458e-03 NA NA 0.050195017
## HANNVAL 1.762616e-02 4.970219e-02 NA NA 0.005429756
## HANN_YN 5.962516e-01 8.588907e-01 NA NA 0.572161773
## HCHCARE_VAL -3.233251e-02 1.482487e-01 NA NA 0.036828473
## HCHCARE_YN -4.642600e-02 3.518556e-01 NA NA 0.199992964
## HCOV 5.199663e-01 6.847671e-01 NA NA 0.509853646
## HCSPVAL 4.518891e-02 5.826454e-02 NA NA 0.047891777
## HCSP_YN 5.963278e-01 8.591539e-01 NA NA 0.561685009
## HDISVAL 2.001255e-02 4.250888e-02 NA NA 0.022262041
## HDIS_YN 5.996984e-01 8.630006e-01 NA NA 0.567867735
## HDIVVAL 5.367380e-03 8.111195e-02 NA NA 0.006877915
## HDIV_YN 6.000494e-01 7.727031e-01 NA NA 0.566465859
## HDSTVAL 7.512746e-03 8.732384e-02 NA NA 0.006510087
## HDST_YN 5.944734e-01 8.434540e-01 NA NA 0.573357546
## HEARNVAL 2.642322e-02 5.359925e-01 NA NA 0.147532825
## HEDVAL 4.458722e-02 7.095108e-02 NA NA 0.061455794
## HED_YN 5.974977e-01 8.503337e-01 NA NA 0.557506514
## HENGAST 5.858368e-01 8.728667e-01 NA NA 0.558336291
## HENGVAL 8.720806e-02 -8.491379e-05 NA NA 0.065483357
## HFDVAL 1.031863e-01 1.341543e-03 NA NA 0.152047440
## HFINVAL 4.928234e-02 1.121301e-02 NA NA 0.036358318
## HFIN_YN 5.938678e-01 8.680450e-01 NA NA 0.564143703
## HFLUNCH -2.860620e-02 2.813628e-01 NA NA 0.133284885
## HFLUNNO 2.578391e-02 1.075846e-01 NA NA 0.150349960
## HFOODMO 1.964657e-01 -4.275366e-03 NA NA 0.203196188
## HFOODNO 1.054286e-01 1.329056e-02 NA NA 0.166759275
## HFOODSP 5.623661e-01 8.799433e-01 NA NA 0.527569797
## HFRVAL -8.444722e-03 3.162168e-02 NA NA 0.003297967
## HH5TO18 -4.131934e-02 3.305748e-01 NA NA 0.162354353
## HHINC 2.191998e-01 8.699327e-01 NA NA 0.326429095
## HHOTLUN -4.534655e-02 3.728187e-01 NA NA 0.162762234
## HHOTNO -1.302195e-02 2.295207e-01 NA NA 0.148708855
## HHSTATUS 8.800595e-01 6.260022e-01 NA NA 0.534400486
## HH_HI_UNIV 4.248804e-01 6.169141e-01 NA NA 0.405782742
## HINC_FR 6.046093e-01 8.610731e-01 NA NA 0.570435187
## HINC_SE 6.040433e-01 8.321603e-01 NA NA 0.560541253
## HINC_UC 6.014480e-01 8.599064e-01 NA NA 0.567191257
## HINC_WC 6.034079e-01 8.656199e-01 NA NA 0.570469418
## HINC_WS 6.238632e-01 6.491854e-01 NA NA 0.492501513
## HINTVAL -8.188799e-03 2.317579e-01 NA NA 0.024921485
## HINT_YN 5.908832e-01 6.462977e-01 NA NA 0.554737782
## HLORENT 3.888633e-01 1.913369e-01 NA NA 0.667457184
## HMCAID 5.414162e-01 8.647736e-01 NA NA 0.482881142
## HNUMFAM 5.856185e-01 7.247795e-01 NA NA 0.510193587
## HOIVAL 9.997241e-03 3.411919e-02 NA NA 0.006214349
## HOI_YN 6.007840e-01 8.576866e-01 NA NA 0.568723368
## HOTHVAL 8.371675e-02 2.842362e-01 NA NA 0.067484813
## HPAWVAL 2.596679e-02 4.190533e-03 NA NA 0.047594880
## HPAW_YN 6.010464e-01 8.687890e-01 NA NA 0.567311901
## HPCTCUT 1.920348e-01 8.580674e-01 NA NA 0.305674727
## HPENVAL 2.427820e-02 1.028408e-01 NA NA 0.012742894
## HPEN_YN 5.854846e-01 8.317423e-01 NA NA 0.571552303
## HPRES_MORT 2.340445e-01 5.821571e-01 NA NA -0.039856474
## HPRIV 5.472131e-01 5.048756e-01 NA NA 0.498518684
## HPROP_VAL 4.718997e-02 4.267274e-01 NA NA -0.022743800
## HPUB 4.205728e-01 8.259860e-01 NA NA 0.459311160
## HPUBLIC 4.280468e-01 1.812891e-01 NA NA 0.706715784
## HRECORD NA NA NA NA NA
## HRNTVAL 4.506359e-03 6.082540e-02 NA NA 0.006941543
## HRNT_YN 6.022235e-01 8.309522e-01 NA NA 0.571835514
## HRNUMWIC 1.606308e-02 4.170124e-02 NA NA 0.101812321
## HRWICYN 8.983247e-02 4.797181e-01 NA NA 0.296752863
## HSEVAL 7.518465e-05 1.077748e-01 NA NA 0.027618993
## HSSIVAL 9.470299e-02 1.099134e-02 NA NA 0.091185701
## HSSI_YN 5.850790e-01 8.722357e-01 NA NA 0.555091618
## HSSVAL 1.552180e-01 2.155415e-01 NA NA 0.089676147
## HSS_YN 5.103643e-01 8.325129e-01 NA NA 0.546029874
## HSUP_WGT 4.828382e-01 5.989702e-01 NA NA 0.415385510
## HSURVAL 6.135062e-02 4.656143e-02 NA NA 0.015701625
## HSUR_YN 5.900364e-01 8.626500e-01 NA NA 0.570314796
## HTOP5PCT 6.119418e-01 8.331632e-01 NA NA 0.571021144
## HTOTVAL 5.404017e-02 5.836756e-01 NA NA 0.156760443
## HUCVAL 2.017527e-02 5.329668e-02 NA NA 0.032226104
## HUNDER15 -5.198402e-02 3.204673e-01 NA NA 0.177356156
## HUNDER18 -5.230092e-02 3.512516e-01 NA NA 0.185927360
## HUNITS 5.165817e-01 4.399911e-01 NA NA 0.533485359
## HVETVAL 2.051858e-02 7.921684e-02 NA NA 0.023630761
## HVET_YN 6.011886e-01 8.558581e-01 NA NA 0.569769913
## HWCVAL 1.055244e-02 2.428172e-02 NA NA 0.018516655
## HWSVAL 2.768141e-02 5.271029e-01 NA NA 0.145830971
## H_SEQ 2.551707e-03 3.083821e-02 NA NA 0.047555427
## I_CHCAREVAL -1.464781e-02 1.010949e-01 NA NA 0.049424696
## I_HENGAS 1.925401e-01 2.869436e-01 NA NA 0.186849869
## I_HENGVA 8.413396e-02 2.897666e-03 NA NA 0.067644552
## I_HFDVAL 1.025639e-01 2.403385e-02 NA NA 0.098014413
## I_HFLUNC -4.908023e-03 1.381832e-01 NA NA 0.080501102
## I_HFLUNN 1.817166e-02 7.436077e-02 NA NA 0.074888786
## I_HFOODM 1.019084e-01 2.374540e-02 NA NA 0.097247204
## I_HFOODN 9.617936e-02 2.939001e-02 NA NA 0.078701400
## I_HFOODS 1.822878e-01 2.703556e-01 NA NA 0.176541348
## I_HHOTLU -1.701371e-02 1.839252e-01 NA NA 0.089810575
## I_HHOTNO -5.308227e-03 1.373037e-01 NA NA 0.079306141
## I_HLOREN 1.884121e-01 8.106136e-02 NA NA 0.319150355
## I_HPUBLI 2.080743e-01 7.796356e-02 NA NA 0.335734152
## I_HUNITS 1.858833e-01 2.811405e-01 NA NA 0.185954898
## I_PROPVAL 1.101721e-01 3.233442e-01 NA NA -0.021997876
## NOW_HCOV 5.159542e-01 6.788566e-01 NA NA 0.507642797
## NOW_HMCAID 5.431460e-01 8.660227e-01 NA NA 0.485899263
## NOW_HPRIV 5.486579e-01 5.083784e-01 NA NA 0.498770178
## NOW_HPUB 4.205135e-01 8.261486e-01 NA NA 0.461877101
## THCHCARE_VAL -1.254176e-02 4.423819e-02 NA NA 0.006657306
## THPROP_VAL -8.526944e-04 5.858863e-02 NA NA -0.002647141
## GTCBSA 2.747007e-02 6.899760e-02 NA NA 0.076218014
## GTCO 1.438512e-02 1.496526e-02 NA NA 0.024129206
## GTCBSAST -5.401424e-02 -4.812714e-02 NA NA -0.098516288
## GTCBSASZ 2.904842e-02 7.976661e-02 NA NA 0.086323669
## GTCSA 2.309907e-02 5.606709e-02 NA NA 0.065849622
## GTMETSTA -2.924641e-02 -7.768467e-02 NA NA -0.082799926
## GTINDVPC 3.100342e-02 9.612376e-03 NA NA 0.060957955
## FILEDATE NA NA NA NA NA
## YYYYMM NA NA NA NA NA
## H_HHNUM H_LIVQRT H_RESPNM H_TELHHD H_TELAVL
## H_IDNUM 0.0099519790 0.0020636148 0.00917708 0.006509401 -1.128971e-03
## GEREG 0.0193418049 0.0447964875 0.04386664 0.038480965 1.122069e-02
## GESTFIPS -0.0078958845 0.0155772483 -0.02992518 -0.028657536 -2.850401e-02
## GEDIV 0.0203032069 0.0365328279 0.04986652 0.046784592 1.532297e-02
## HRHTYPE 0.0089367590 -0.0156629582 0.24995389 0.458941954 6.344474e-02
## HEFAMINC -0.0484812169 -0.1092272467 0.47412025 0.643582489 2.509343e-02
## H_MONTH NA NA NA NA NA
## H_YEAR NA NA NA NA NA
## H_TENURE 0.1059669227 -0.0682326884 0.44619933 0.673935778 1.112184e-01
## H_HHNUM 1.0000000000 -0.0056524853 -0.01729442 -0.007163822 1.031199e-02
## H_LIVQRT -0.0056524853 1.0000000000 -0.05970329 -0.072374110 6.490843e-03
## H_RESPNM -0.0172944158 -0.0597032874 1.00000000 0.579532777 8.765054e-02
## H_TELHHD -0.0071638224 -0.0723741103 0.57953278 1.000000000 3.667706e-01
## H_TELAVL 0.0103119915 0.0064908429 0.08765054 0.366770637 1.000000e+00
## H_TELINT 0.0395428102 -0.0887258420 0.43377887 0.515579231 -1.027313e-01
## H1TENURE 0.0023890888 0.0004975817 0.01075759 0.017649230 2.493198e-03
## H1LIVQRT -0.0220716177 0.0151634389 -0.13575958 -0.163880621 -1.808391e-02
## H1TELHHD 0.0224135138 -0.0161630802 0.06963533 0.079059674 1.421520e-02
## H1TELAVL 0.0015840522 0.0001712359 0.01777612 0.082460841 1.554917e-01
## H1TELINT NA NA NA NA NA
## H_NUMPER -0.0369263965 -0.0604216743 0.47948993 0.523007108 2.935715e-02
## H_HHTYPE 0.0463227697 0.1174483839 -0.56649231 -0.737805163 -6.684021e-02
## H_TYPEBC 0.1010152845 0.1577403382 -0.29254575 -0.267804149 -2.636218e-02
## H_MIS -0.0904778729 0.0013821132 -0.03459958 0.055036815 -1.051596e-02
## HANNVAL -0.0082314323 -0.0113324109 0.02139007 0.031295592 -1.820918e-03
## HANN_YN -0.0396842527 -0.0730025818 0.53362996 0.733230494 5.940759e-02
## HCHCARE_VAL 0.0014504916 -0.0257005692 0.05579345 0.072069698 -7.547305e-03
## HCHCARE_YN -0.0023102372 -0.0204998811 0.23021228 0.251375454 8.846366e-03
## HCOV -0.0169187652 -0.0400165358 0.46030682 0.616300559 6.179455e-02
## HCSPVAL 0.0018627424 -0.0030209528 0.03376666 0.048843696 -1.102086e-03
## HCSP_YN -0.0432247999 -0.0754385802 0.53211245 0.731449338 5.909698e-02
## HDISVAL -0.0039601996 0.0006675825 0.03418132 0.037476085 -8.832896e-05
## HDIS_YN -0.0416703399 -0.0757207344 0.53369708 0.734671745 5.833286e-02
## HDIVVAL -0.0091774521 -0.0154748313 0.03267229 0.038903239 -6.350545e-03
## HDIV_YN -0.0323200112 -0.0541416125 0.50566105 0.698301035 6.507292e-02
## HDSTVAL -0.0138609282 -0.0172790102 0.03932909 0.052759750 -7.545345e-03
## HDST_YN -0.0356341739 -0.0699635868 0.52636594 0.723433820 6.159841e-02
## HEARNVAL -0.0255394960 -0.0796131068 0.23581676 0.277091736 -2.178772e-03
## HEDVAL 0.0210524992 -0.0168031522 0.05849372 0.054359908 -6.118507e-03
## HED_YN -0.0459695041 -0.0712810267 0.52214779 0.726867968 5.851550e-02
## HENGAST -0.0418568297 -0.0772716495 0.53316437 0.730977145 5.639797e-02
## HENGVAL -0.0067156804 0.0077729099 0.03186161 0.051901741 2.074611e-03
## HFDVAL 0.0060911333 0.0266042098 0.08040731 0.097106866 1.773438e-02
## HFINVAL 0.0203577774 -0.0056469799 0.01365466 0.021584502 -6.461591e-04
## HFIN_YN -0.0444888474 -0.0746107564 0.53516431 0.735819758 5.750573e-02
## HFLUNCH -0.0136040629 -0.0151540079 0.18090083 0.190479197 1.580659e-03
## HFLUNNO -0.0012215850 0.0220458856 0.13500730 0.131971855 1.528232e-02
## HFOODMO -0.0004395570 0.0315523972 0.09423794 0.133445217 2.721899e-02
## HFOODNO 0.0067829203 0.0344554289 0.09314771 0.108318640 1.380937e-02
## HFOODSP -0.0438898851 -0.0845235281 0.52023599 0.715415190 5.236387e-02
## HFRVAL -0.0071807655 -0.0039415616 0.01655652 0.019052056 3.279523e-03
## HH5TO18 -0.0164802480 -0.0218560415 0.22030720 0.228582767 6.795820e-03
## HHINC -0.0490137952 -0.1136820583 0.43839681 0.542986694 4.502969e-03
## HHOTLUN -0.0192612277 -0.0314340743 0.22515960 0.244160043 4.872216e-03
## HHOTNO -0.0088023636 -0.0022618651 0.17656213 0.179627288 6.997514e-03
## HHSTATUS -0.0071616514 -0.0632125446 0.38956312 0.599594402 6.102679e-02
## HH_HI_UNIV -0.0283549443 -0.0531886446 0.40377919 0.531787523 6.264495e-02
## HINC_FR -0.0411045637 -0.0742455960 0.53458668 0.736130328 5.870181e-02
## HINC_SE -0.0385951175 -0.0709014652 0.51852268 0.717670090 5.845575e-02
## HINC_UC -0.0417298426 -0.0749212002 0.53163730 0.733710540 5.876077e-02
## HINC_WC -0.0418781929 -0.0754277802 0.53584382 0.738081080 5.858120e-02
## HINC_WS -0.0508132996 -0.0478063060 0.44102791 0.642586639 6.496265e-02
## HINTVAL -0.0252824224 -0.0416384970 0.08943966 0.114322329 -1.159403e-02
## HINT_YN -0.0228195552 -0.0283615594 0.46314598 0.643929032 7.869560e-02
## HLORENT 0.0895909203 -0.0253692150 0.17971909 0.265236218 4.841853e-02
## HMCAID -0.0453953324 -0.0889568688 0.49099338 0.681000448 4.211557e-02
## HNUMFAM -0.0173163846 -0.0562733901 0.49895654 0.616444040 4.929958e-02
## HOIVAL -0.0029695961 -0.0055484191 0.01531663 0.018731880 -3.304082e-03
## HOI_YN -0.0419228841 -0.0739817773 0.53330687 0.733787718 5.913454e-02
## HOTHVAL -0.0421936486 -0.0425747070 0.14954572 0.195891242 -6.241516e-03
## HPAWVAL 0.0038628273 0.0021235178 0.02680207 0.033325090 7.809810e-03
## HPAW_YN -0.0427508453 -0.0756726846 0.53596930 0.737047842 5.750659e-02
## HPCTCUT -0.0500936476 -0.1182439486 0.42539882 0.524353774 2.699517e-03
## HPENVAL -0.0198818115 -0.0154267729 0.04719996 0.066790564 -2.840261e-04
## HPEN_YN -0.0323140853 -0.0679576319 0.51765336 0.712006451 6.170832e-02
## HPRES_MORT -0.1066114406 -0.0143649372 0.32336668 0.426357827 1.429081e-02
## HPRIV -0.0250783448 -0.0104429236 0.41015979 0.566021911 7.800230e-02
## HPROP_VAL -0.0576352627 -0.0774147341 0.18746681 0.239209891 -2.825855e-03
## HPUB -0.0191168817 -0.0858758889 0.45034732 0.605212186 3.441880e-02
## HPUBLIC 0.0891693790 -0.0297491898 0.18591499 0.283356001 5.588145e-02
## HRECORD NA NA NA NA NA
## HRNTVAL -0.0073438401 -0.0097064191 0.02481833 0.031942488 -2.693440e-03
## HRNT_YN -0.0376331138 -0.0682345396 0.52320874 0.721556512 6.033369e-02
## HRNUMWIC 0.0108827793 0.0141888482 0.06778783 0.066556949 5.528612e-03
## HRWICYN 0.0141766506 -0.0465881199 0.29728390 0.334863190 1.355522e-02
## HSEVAL -0.0086773953 -0.0156175102 0.04901987 0.060408679 -1.842704e-03
## HSSIVAL -0.0058275044 0.0192008286 0.05799890 0.079942222 2.479548e-02
## HSSI_YN -0.0413366040 -0.0787659336 0.52949682 0.727486622 5.354746e-02
## HSSVAL -0.0575735835 -0.0202965009 0.16713768 0.221590705 9.098898e-03
## HSS_YN -0.0168257075 -0.0760306054 0.48951930 0.668436817 5.105455e-02
## HSUP_WGT -0.0158977717 -0.0668511853 0.35384792 0.514523814 5.384229e-02
## HSURVAL -0.0084226209 -0.0070454326 0.02088474 0.036401217 -2.574897e-04
## HSUR_YN -0.0403241204 -0.0744862346 0.53508908 0.734431973 5.903751e-02
## HTOP5PCT -0.0397878625 -0.0781966394 0.52633498 0.727119831 5.928464e-02
## HTOTVAL -0.0381965367 -0.0868246972 0.26567346 0.319485608 -4.216200e-03
## HUCVAL -0.0037922330 -0.0046350153 0.04210180 0.041216840 -2.958548e-04
## HUNDER15 0.0013043444 -0.0212267222 0.20856140 0.225635857 8.507139e-03
## HUNDER18 -0.0060504399 -0.0231635144 0.23216155 0.245064697 9.317531e-03
## HUNITS 0.0258351327 -0.0873932223 0.29077270 0.439783242 5.243232e-02
## HVETVAL -0.0068269831 -0.0099674158 0.04252960 0.058064354 -4.150604e-03
## HVET_YN -0.0411549554 -0.0737793207 0.53187723 0.731377212 5.978253e-02
## HWCVAL -0.0007144016 0.0038174237 0.02270518 0.022861439 -4.202801e-04
## HWSVAL -0.0240286653 -0.0784197385 0.23140942 0.271320135 -2.022395e-03
## H_SEQ 0.0210770351 0.0347329701 0.05232202 0.049782849 1.803641e-02
## I_CHCAREVAL -0.0007940170 -0.0159267939 0.06009624 0.065821100 7.720433e-03
## I_HENGAS -0.0132646647 -0.0250875283 0.20428027 0.253156818 4.813707e-02
## I_HENGVA -0.0018812959 0.0023110960 0.03205535 0.050018362 9.479203e-03
## I_HFDVAL 0.0006607450 0.0085431728 0.06276210 0.078420543 2.873346e-02
## I_HFLUNC -0.0051564532 -0.0050442279 0.11390047 0.104614060 1.262824e-02
## I_HFLUNN -0.0020817797 0.0050604921 0.08621140 0.076549068 1.161912e-02
## I_HFOODM 0.0008772709 0.0085642649 0.06275174 0.078038453 2.831915e-02
## I_HFOODN 0.0003507895 0.0056871324 0.05660084 0.068514658 2.311655e-02
## I_HFOODS -0.0109780133 -0.0223394261 0.19253294 0.236782026 4.586873e-02
## I_HHOTLU -0.0081843601 -0.0112709854 0.13485564 0.128762403 1.437935e-02
## I_HHOTNO -0.0045066177 -0.0045545982 0.11299861 0.103672925 1.266349e-02
## I_HLOREN 0.0439819053 -0.0101167440 0.09632339 0.131320099 4.029096e-02
## I_HPUBLI 0.0442854423 -0.0103278915 0.09884111 0.138915928 4.508828e-02
## I_HUNITS -0.0095039125 -0.0238011369 0.19798018 0.245118099 4.246694e-02
## I_PROPVAL -0.0546923317 -0.0197473387 0.19915159 0.239995208 3.456302e-02
## NOW_HCOV -0.0152626459 -0.0399554768 0.45723010 0.611128681 6.152179e-02
## NOW_HMCAID -0.0444593050 -0.0889489827 0.49247461 0.682941634 4.240151e-02
## NOW_HPRIV -0.0248492680 -0.0107064447 0.41042437 0.567538424 7.728806e-02
## NOW_HPUB -0.0177370943 -0.0856908337 0.45120640 0.605682880 3.446464e-02
## THCHCARE_VAL 0.0032011649 -0.0088299812 0.01300977 0.019462730 -1.785297e-03
## THPROP_VAL -0.0067666346 -0.0109654024 0.02453795 0.027280379 -1.193804e-03
## GTCBSA 0.0168544277 -0.1054398017 0.03695078 0.052672350 2.841788e-02
## GTCO 0.0078918227 -0.0199176598 0.02049565 0.019879093 1.299040e-02
## GTCBSAST -0.0247318181 0.1089913350 -0.03670504 -0.046311532 -2.245232e-02
## GTCBSASZ 0.0181213335 -0.1330458735 0.04790559 0.057564659 3.080363e-02
## GTCSA 0.0061008497 -0.0869788885 0.02965857 0.037590272 3.009865e-02
## GTMETSTA -0.0242446175 0.1111465251 -0.04808890 -0.061621158 -1.593910e-02
## GTINDVPC 0.0151309450 -0.0559381329 0.01017427 0.004573136 6.952026e-03
## FILEDATE NA NA NA NA NA
## YYYYMM NA NA NA NA NA
## H_TELINT H1TENURE H1LIVQRT H1TELHHD
## H_IDNUM 0.005232050 -3.403376e-04 -0.0030899372 -3.650444e-03
## GEREG 0.025904867 2.230824e-05 0.0067064973 -9.201254e-03
## GESTFIPS 0.017361019 -2.602999e-03 0.0019083492 4.228016e-05
## GEDIV 0.030817329 1.553907e-03 0.0022318757 -9.856955e-03
## HRHTYPE 0.318618823 1.792375e-02 -0.0858920790 7.780957e-02
## HEFAMINC 0.522356390 2.016651e-02 -0.1257313441 8.617321e-02
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 0.478060656 1.801423e-02 -0.1444315722 7.329496e-02
## H_HHNUM 0.039542810 2.389089e-03 -0.0220716177 2.241351e-02
## H_LIVQRT -0.088725842 4.975817e-04 0.0151634389 -1.616308e-02
## H_RESPNM 0.433778866 1.075759e-02 -0.1357595813 6.963533e-02
## H_TELHHD 0.515579231 1.764923e-02 -0.1638806214 7.905967e-02
## H_TELAVL -0.102731328 2.493198e-03 -0.0180839071 1.421520e-02
## H_TELINT 1.000000000 7.459818e-03 -0.1566615721 -2.942469e-02
## H1TENURE 0.007459818 1.000000e+00 -0.0033825986 1.371601e-02
## H1LIVQRT -0.156661572 -3.382599e-03 1.0000000000 -1.490777e-02
## H1TELHHD -0.029424692 1.371601e-02 -0.0149077716 1.000000e+00
## H1TELAVL -0.023077428 9.325401e-03 -0.0032619351 1.491274e-01
## H1TELINT NA NA NA NA
## H_NUMPER 0.424652066 1.918711e-02 -0.1017202286 6.097963e-02
## H_HHTYPE -0.570143887 -2.083430e-02 0.1848804328 -9.097399e-02
## H_TYPEBC -0.218346822 -6.368909e-03 0.3390213808 -2.652179e-02
## H_MIS -0.048482357 -1.900230e-02 0.0207423742 -2.893184e-02
## HANNVAL 0.031273204 -1.174603e-03 -0.0064803945 -2.912073e-03
## HANN_YN 0.559199969 2.302955e-02 -0.1408337671 1.015899e-01
## HCHCARE_VAL 0.069742147 7.947588e-03 -0.0148471069 7.591709e-03
## HCHCARE_YN 0.214800243 1.028309e-02 -0.0491763024 3.427164e-02
## HCOV 0.459271474 2.273376e-02 -0.1176773720 8.807338e-02
## HCSPVAL 0.044470307 2.087677e-03 -0.0097461094 8.854891e-03
## HCSP_YN 0.557278179 2.250045e-02 -0.1405030792 9.845217e-02
## HDISVAL 0.026713323 1.227354e-03 -0.0072607010 3.841277e-04
## HDIS_YN 0.561628542 2.249102e-02 -0.1411983573 1.001926e-01
## HDIVVAL 0.037308570 -9.535903e-05 -0.0081943981 9.075718e-04
## HDIV_YN 0.522842970 2.146398e-02 -0.1333257360 9.726153e-02
## HDSTVAL 0.046959646 -1.740511e-03 -0.0108051066 -2.069855e-03
## HDST_YN 0.551067441 2.240316e-02 -0.1387284649 1.002353e-01
## HEARNVAL 0.248106508 7.465396e-03 -0.0554345078 3.635198e-02
## HEDVAL 0.050255996 -1.388080e-03 -0.0111311865 1.134796e-02
## HED_YN 0.553286240 2.299139e-02 -0.1395820788 9.947314e-02
## HENGAST 0.559769354 2.244515e-02 -0.1406088384 1.004016e-01
## HENGVAL 0.038657992 2.418569e-03 -0.0099029121 4.700767e-03
## HFDVAL 0.065281522 6.955796e-03 -0.0174678413 1.627693e-02
## HFINVAL 0.019479327 1.849115e-03 -0.0043163300 5.124652e-03
## HFIN_YN 0.562305728 2.236833e-02 -0.1414390353 9.900296e-02
## HFLUNCH 0.166278679 9.722024e-03 -0.0373833735 2.363052e-02
## HFLUNNO 0.101317261 1.216739e-02 -0.0251392957 1.144301e-02
## HFOODMO 0.085593846 1.114429e-02 -0.0238126824 2.095060e-02
## HFOODNO 0.080594754 5.624939e-03 -0.0201627300 1.165984e-02
## HFOODSP 0.550440532 2.078600e-02 -0.1379491961 9.682155e-02
## HFRVAL 0.013295418 -1.374821e-03 -0.0032957013 2.007729e-03
## HH5TO18 0.198270678 1.071393e-02 -0.0448448779 2.595279e-02
## HHINC 0.461592426 1.572604e-02 -0.1074919325 6.799960e-02
## HHOTLUN 0.213164023 8.720298e-03 -0.0481073206 2.969011e-02
## HHOTNO 0.151933380 1.076042e-02 -0.0349797334 1.846598e-02
## HHSTATUS 0.441258948 1.935355e-02 -0.1140489741 8.997337e-02
## HH_HI_UNIV 0.370562018 5.852607e-02 -0.1012701823 1.315356e-01
## HINC_FR 0.562137959 2.306935e-02 -0.1415516137 1.006274e-01
## HINC_SE 0.545882239 2.297420e-02 -0.1377242633 9.775492e-02
## HINC_UC 0.559677770 2.190912e-02 -0.1409665492 9.974485e-02
## HINC_WC 0.563747132 2.321863e-02 -0.1418334518 1.004737e-01
## HINC_WS 0.466124167 1.802351e-02 -0.1222162154 8.390780e-02
## HINTVAL 0.111586249 6.576815e-03 -0.0233539126 3.595533e-03
## HINT_YN 0.462927787 1.845934e-02 -0.1216067441 9.338344e-02
## HLORENT 0.178930161 1.840347e-02 -0.0489804202 6.005369e-02
## HMCAID 0.530364074 1.752465e-02 -0.1319356605 9.285174e-02
## HNUMFAM 0.473655165 2.592361e-02 -0.1185636211 8.443282e-02
## HOIVAL 0.019242795 1.069316e-03 -0.0038697681 -2.689896e-03
## HOI_YN 0.559839976 2.260975e-02 -0.1409673962 9.958065e-02
## HOTHVAL 0.167236005 2.924070e-03 -0.0393091787 6.745650e-03
## HPAWVAL 0.022783422 -2.500497e-04 -0.0058855180 5.019277e-03
## HPAW_YN 0.563804793 2.256772e-02 -0.1417369047 1.003639e-01
## HPCTCUT 0.448921088 1.592544e-02 -0.1039848051 6.503507e-02
## HPENVAL 0.061242321 -4.871772e-04 -0.0137340842 -3.093746e-03
## HPEN_YN 0.542131916 2.300690e-02 -0.1364752385 1.001134e-01
## HPRES_MORT 0.338473244 5.582379e-03 -0.0836274246 4.010576e-02
## HPRIV 0.395389437 2.285941e-02 -0.1062745974 7.415258e-02
## HPROP_VAL 0.204233816 1.475792e-03 -0.0477377182 2.195850e-02
## HPUB 0.483562835 1.649884e-02 -0.1174097385 9.205297e-02
## HPUBLIC 0.186979144 1.802883e-02 -0.0518423107 6.132958e-02
## HRECORD NA NA NA NA
## HRNTVAL 0.030092239 -2.098661e-03 -0.0065398684 4.395014e-03
## HRNT_YN 0.547811223 2.295673e-02 -0.1383718402 9.915566e-02
## HRNUMWIC 0.055969813 9.711054e-04 -0.0128771815 1.017668e-02
## HRWICYN 0.280406242 1.345120e-02 -0.0653932550 5.358082e-02
## HSEVAL 0.053918709 -1.244470e-03 -0.0122426596 6.772903e-03
## HSSIVAL 0.043073335 3.129168e-03 -0.0137648725 5.450543e-03
## HSSI_YN 0.559718919 2.232921e-02 -0.1401614882 1.001399e-01
## HSSVAL 0.158244884 5.936780e-03 -0.0431424144 1.356038e-02
## HSS_YN 0.521021101 2.302347e-02 -0.1286046987 9.809565e-02
## HSUP_WGT 0.376309169 2.153294e-02 -0.0983425182 7.088041e-02
## HSURVAL 0.029223543 1.774735e-03 -0.0072256551 3.943308e-03
## HSUR_YN 0.560779386 2.220340e-02 -0.1410759393 1.007131e-01
## HTOP5PCT 0.552584035 2.293978e-02 -0.1395716219 9.949140e-02
## HTOTVAL 0.283106501 7.754435e-03 -0.0639590727 3.504346e-02
## HUCVAL 0.036423074 2.346467e-03 -0.0081631181 3.130695e-03
## HUNDER15 0.196751409 1.378857e-02 -0.0441681228 2.635845e-02
## HUNDER18 0.212887835 1.246445e-02 -0.0480400736 2.875874e-02
## HUNITS 0.315479603 1.894440e-02 -0.0829953882 6.965589e-02
## HVETVAL 0.049335403 -1.987503e-03 -0.0114818070 2.130432e-03
## HVET_YN 0.557551006 2.252990e-02 -0.1404469431 1.011009e-01
## HWCVAL 0.020046093 -1.462564e-03 -0.0045218027 9.296408e-04
## HWSVAL 0.243182877 8.042420e-03 -0.0542737352 3.587406e-02
## H_SEQ 0.027586320 1.702104e-03 0.0015986881 -9.781241e-03
## I_CHCAREVAL 0.054048748 1.696585e-02 -0.0129903769 1.333007e-02
## I_HENGAS 0.146370562 6.449808e-02 -0.0474043936 1.136436e-01
## I_HENGVA 0.030514536 6.933073e-03 -0.0091864068 6.964835e-03
## I_HFDVAL 0.039609277 1.752292e-02 -0.0132118218 3.163950e-02
## I_HFLUNC 0.075174001 3.446918e-02 -0.0199833666 4.129793e-02
## I_HFLUNN 0.052658122 2.766767e-02 -0.0148877690 3.248376e-02
## I_HFOODM 0.039267555 1.760623e-02 -0.0131481413 3.187549e-02
## I_HFOODN 0.030313294 2.679986e-02 -0.0113542436 3.625019e-02
## I_HFOODS 0.134126891 6.184402e-02 -0.0443224341 1.121317e-01
## I_HHOTLU 0.095864475 3.705636e-02 -0.0249236761 4.927445e-02
## I_HHOTNO 0.074320728 3.483897e-02 -0.0198098791 4.168045e-02
## I_HLOREN 0.063232768 4.812877e-02 -0.0231464784 7.167816e-02
## I_HPUBLI 0.066240075 4.950085e-02 -0.0244326761 7.074773e-02
## I_HUNITS 0.147157937 6.281536e-02 -0.0461199084 1.022467e-01
## I_PROPVAL 0.154539244 3.784210e-02 -0.0459266765 7.782436e-02
## NOW_HCOV 0.456024018 2.321924e-02 -0.1166873972 8.751859e-02
## NOW_HMCAID 0.532099885 1.709920e-02 -0.1323264245 9.274055e-02
## NOW_HPRIV 0.397795965 2.450229e-02 -0.1066135198 7.450685e-02
## NOW_HPUB 0.484569920 1.588583e-02 -0.1175376927 9.186073e-02
## THCHCARE_VAL 0.019204925 1.576177e-02 -0.0039744800 2.226289e-03
## THPROP_VAL 0.020391596 -1.799451e-03 -0.0055633529 1.950237e-03
## GTCBSA 0.031104031 8.555448e-03 -0.0095363481 9.571500e-03
## GTCO 0.001545198 4.827588e-03 -0.0051368457 5.066009e-03
## GTCBSAST -0.026004614 -3.373377e-03 0.0102600172 -1.535951e-02
## GTCBSASZ 0.031502919 6.604082e-03 -0.0160619565 1.726197e-02
## GTCSA 0.014952822 7.105286e-03 -0.0133757977 7.119569e-03
## GTMETSTA -0.048389017 -3.417393e-03 0.0149954607 -1.306956e-02
## GTINDVPC -0.006151948 3.053387e-03 0.0004597886 5.649969e-03
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## H1TELAVL H1TELINT H_NUMPER H_HHTYPE H_TYPEBC
## H_IDNUM 9.266907e-04 NA 0.005378475 -0.006540054 -0.003367102
## GEREG -1.574298e-03 NA 0.043294438 -0.019772767 0.015665713
## GESTFIPS -3.136100e-03 NA -0.020238739 0.020580757 0.010441515
## GEDIV -3.101439e-03 NA 0.052944644 -0.027209761 0.012407530
## HRHTYPE 2.115439e-02 NA 0.111659801 -0.554695968 -0.205399688
## HEFAMINC 1.393072e-02 NA 0.709842483 -0.790390645 -0.261087874
## H_MONTH NA NA NA NA NA
## H_YEAR NA NA NA NA NA
## H_TENURE 1.926920e-02 NA 0.367215415 -0.564750870 -0.176100078
## H_HHNUM 1.584052e-03 NA -0.036926396 0.046322770 0.101015285
## H_LIVQRT 1.712359e-04 NA -0.060421674 0.117448384 0.157740338
## H_RESPNM 1.777612e-02 NA 0.479489926 -0.566492311 -0.292545753
## H_TELHHD 8.246084e-02 NA 0.523007108 -0.737805163 -0.267804149
## H_TELAVL 1.554917e-01 NA 0.029357148 -0.066840207 -0.026362183
## H_TELINT -2.307743e-02 NA 0.424652066 -0.570143887 -0.218346822
## H1TENURE 9.325401e-03 NA 0.019187109 -0.020834300 -0.006368909
## H1LIVQRT -3.261935e-03 NA -0.101720229 0.184880433 0.339021381
## H1TELHHD 1.491274e-01 NA 0.060979634 -0.090973991 -0.026521793
## H1TELAVL 1.000000e+00 NA 0.007820296 -0.020024045 -0.006019199
## H1TELINT NA 1 NA NA NA
## H_NUMPER 7.820296e-03 NA 1.000000000 -0.656310438 -0.243026752
## H_HHTYPE -2.002404e-02 NA -0.656310438 1.000000000 0.520102477
## H_TYPEBC -6.019199e-03 NA -0.243026752 0.520102477 1.000000000
## H_MIS -1.049461e-03 NA 0.005769262 -0.006350127 0.001173831
## HANNVAL -2.005538e-03 NA 0.014030921 -0.041684360 -0.015435401
## HANN_YN 2.246984e-02 NA 0.715387959 -0.908841873 -0.336537218
## HCHCARE_VAL -4.630949e-03 NA 0.194104896 -0.095502234 -0.035363749
## HCHCARE_YN 5.462085e-04 NA 0.684999380 -0.318224039 -0.117835936
## HCOV 2.323756e-02 NA 0.618962578 -0.759042185 -0.281067535
## HCSPVAL -2.459094e-03 NA 0.107870409 -0.062690680 -0.023213881
## HCSP_YN 2.263683e-02 NA 0.691593801 -0.906717595 -0.335750614
## HDISVAL -1.399690e-03 NA 0.043197882 -0.046703588 -0.017293983
## HDIS_YN 2.192482e-02 NA 0.709341047 -0.911184036 -0.337404503
## HDIVVAL -8.327118e-04 NA 0.040003631 -0.052709482 -0.019517920
## HDIV_YN 2.427235e-02 NA 0.666564038 -0.860639900 -0.318688394
## HDSTVAL -9.588882e-04 NA 0.021082213 -0.069502552 -0.025736265
## HDST_YN 2.210546e-02 NA 0.715425166 -0.895319426 -0.331529959
## HEARNVAL 1.740466e-03 NA 0.459815308 -0.357060206 -0.132216672
## HEDVAL 3.289136e-03 NA 0.108214274 -0.071600022 -0.026512942
## HED_YN 2.238294e-02 NA 0.682798729 -0.900801747 -0.333560020
## HENGAST 2.185552e-02 NA 0.708529173 -0.907396963 -0.336002179
## HENGVAL -2.110492e-03 NA 0.050115171 -0.063699294 -0.023587363
## HFDVAL 1.954505e-03 NA 0.200480789 -0.114083086 -0.042244097
## HFINVAL -1.346303e-03 NA 0.014220068 -0.027764275 -0.010280899
## HFIN_YN 2.253235e-02 NA 0.712030892 -0.912730233 -0.337977048
## HFLUNCH -3.335666e-03 NA 0.522363735 -0.243097579 -0.090017180
## HFLUNNO -6.059677e-04 NA 0.431035330 -0.161705503 -0.059878315
## HFOODMO 7.299160e-03 NA 0.160984338 -0.156431125 -0.057925253
## HFOODNO 2.459093e-03 NA 0.248404664 -0.130808484 -0.048437385
## HFOODSP 2.076060e-02 NA 0.681196066 -0.889572783 -0.329402021
## HFRVAL -1.197406e-03 NA 0.026147578 -0.024693635 -0.009143865
## HH5TO18 -5.093428e-04 NA 0.725640215 -0.289314940 -0.107131117
## HHINC 1.004001e-02 NA 0.698890173 -0.692588721 -0.256460324
## HHOTLUN -1.562990e-03 NA 0.650786739 -0.310633275 -0.115025134
## HHOTNO -1.575367e-03 NA 0.573698093 -0.226059027 -0.083707935
## HHSTATUS 2.275485e-02 NA 0.363182955 -0.736179831 -0.272601780
## HH_HI_UNIV 2.661835e-02 NA 0.522659107 -0.655510593 -0.242730576
## HINC_FR 2.253319e-02 NA 0.707839012 -0.912719238 -0.337972976
## HINC_SE 2.265797e-02 NA 0.674522867 -0.888870873 -0.329142108
## HINC_UC 2.203989e-02 NA 0.704682110 -0.909694866 -0.336853074
## HINC_WC 2.233961e-02 NA 0.711724267 -0.915264194 -0.338915354
## HINC_WS 2.156912e-02 NA 0.485881153 -0.789170719 -0.292223901
## HINTVAL -8.203388e-04 NA 0.142481875 -0.150259903 -0.055640097
## HINT_YN 2.484439e-02 NA 0.593246299 -0.785094836 -0.290714633
## HLORENT 1.623581e-02 NA 0.196993312 -0.315960821 -0.116997884
## HMCAID 1.679244e-02 NA 0.622737062 -0.850173181 -0.314812648
## HNUMFAM 1.715512e-02 NA 0.700687588 -0.764758696 -0.283184316
## HOIVAL -1.105336e-03 NA 0.024748706 -0.024891819 -0.009217251
## HOI_YN 2.240294e-02 NA 0.704695643 -0.909700307 -0.336855089
## HOTHVAL 5.811338e-04 NA 0.150148988 -0.252864518 -0.093633804
## HPAWVAL -1.742871e-03 NA 0.066818509 -0.037857888 -0.014018487
## HPAW_YN 2.202383e-02 NA 0.708686771 -0.914643908 -0.338685667
## HPCTCUT 8.349019e-03 NA 0.689246701 -0.669984672 -0.248090217
## HPENVAL -1.771093e-03 NA 0.026992898 -0.088342849 -0.032712684
## HPEN_YN 2.153267e-02 NA 0.713985713 -0.880851695 -0.326172668
## HPRES_MORT 5.148679e-03 NA 0.413752247 -0.538803103 -0.199514682
## HPRIV 2.326705e-02 NA 0.512455521 -0.686910137 -0.254357588
## HPROP_VAL 4.572527e-04 NA 0.309429740 -0.307463982 -0.113851569
## HPUB 1.636825e-02 NA 0.667640042 -0.756860763 -0.280259771
## HPUBLIC 1.817456e-02 NA 0.198537477 -0.335234748 -0.124134872
## HRECORD NA NA NA NA NA
## HRNTVAL 3.802241e-03 NA 0.036339641 -0.042066919 -0.015577059
## HRNT_YN 2.229908e-02 NA 0.694885198 -0.893029217 -0.330681912
## HRNUMWIC 3.972159e-03 NA 0.200630676 -0.082830925 -0.030671660
## HRWICYN 8.219990e-03 NA 0.674937378 -0.422183813 -0.156331448
## HSEVAL -4.441200e-04 NA 0.099568997 -0.078749439 -0.029160317
## HSSIVAL -9.320862e-05 NA 0.071203863 -0.088540891 -0.032786017
## HSSI_YN 2.208282e-02 NA 0.705869713 -0.904523373 -0.334938110
## HSSVAL 4.108511e-03 NA 0.098835530 -0.277508404 -0.102759247
## HSS_YN 1.875052e-02 NA 0.720754234 -0.830379601 -0.307483236
## HSUP_WGT 2.525960e-02 NA 0.405417536 -0.634020871 -0.234773096
## HSURVAL -6.591789e-05 NA 0.008072674 -0.046478160 -0.017210508
## HSUR_YN 2.198547e-02 NA 0.714993443 -0.910397599 -0.337113291
## HTOP5PCT 2.269770e-02 NA 0.687892937 -0.900732098 -0.333534230
## HTOTVAL 1.771395e-03 NA 0.466760861 -0.411848121 -0.152504220
## HUCVAL -1.522216e-03 NA 0.056825082 -0.052508278 -0.019443415
## HUNDER15 -2.864226e-04 NA 0.723072806 -0.285771854 -0.105819139
## HUNDER18 -6.836164e-04 NA 0.777907867 -0.310504758 -0.114977545
## HUNITS 2.063804e-02 NA 0.318610681 -0.535804590 -0.198404356
## HVETVAL 2.890165e-03 NA 0.053109232 -0.073855346 -0.027348072
## HVET_YN 2.230136e-02 NA 0.707205655 -0.906356996 -0.335617087
## HWCVAL -1.410392e-03 NA 0.030766335 -0.029085953 -0.010770307
## HWSVAL 1.956889e-03 NA 0.450686006 -0.349416518 -0.129386273
## H_SEQ -2.446529e-03 NA 0.054927095 -0.028400782 0.009950680
## I_CHCAREVAL -4.051818e-03 NA 0.190216171 -0.083559041 -0.030941276
## I_HENGAS 2.161533e-02 NA 0.252215360 -0.308536539 -0.114248728
## I_HENGVA 2.269666e-03 NA 0.037991994 -0.059090460 -0.021880747
## I_HFDVAL 1.019711e-02 NA 0.105533948 -0.089184884 -0.033024483
## I_HFLUNC 6.977659e-04 NA 0.291152274 -0.132138043 -0.048929710
## I_HFLUNN 1.680949e-04 NA 0.218287201 -0.095763788 -0.035460601
## I_HFOODM 1.025817e-02 NA 0.105182208 -0.088787356 -0.032877281
## I_HFOODN 1.067523e-02 NA 0.084350904 -0.078908634 -0.029219266
## I_HFOODS 2.139445e-02 NA 0.235060359 -0.288872295 -0.106967209
## I_HHOTLU 8.829274e-04 NA 0.350995811 -0.163289212 -0.060464750
## I_HHOTNO 8.049915e-04 NA 0.288461203 -0.131049675 -0.048526696
## I_HLOREN 1.138367e-02 NA 0.098911076 -0.152052524 -0.056303891
## I_HPUBLI 1.312069e-02 NA 0.097069356 -0.160181914 -0.059314142
## I_HUNITS 1.811708e-02 NA 0.249328591 -0.300337781 -0.111212791
## I_PROPVAL 1.707004e-02 NA 0.262864340 -0.297380148 -0.110117602
## NOW_HCOV 2.226432e-02 NA 0.616444581 -0.752629449 -0.278692948
## NOW_HMCAID 1.735989e-02 NA 0.625912389 -0.852685237 -0.315742843
## NOW_HPRIV 2.275666e-02 NA 0.512069947 -0.689047512 -0.255149041
## NOW_HPUB 1.708462e-02 NA 0.670848568 -0.757682235 -0.280563956
## THCHCARE_VAL -1.239677e-03 NA 0.052210491 -0.025565366 -0.009466660
## THPROP_VAL -1.735261e-03 NA 0.042258766 -0.035785600 -0.013251135
## GTCBSA 5.272526e-03 NA 0.033659784 -0.058996678 -0.012494953
## GTCO 6.793640e-03 NA 0.011022159 -0.016172969 0.006498323
## GTCBSAST -4.180889e-03 NA -0.017509004 0.057591700 0.017449378
## GTCBSASZ 5.887446e-03 NA 0.039868289 -0.077040280 -0.030289391
## GTCSA 1.533208e-03 NA 0.020999590 -0.044177679 -0.016645938
## GTMETSTA -2.357623e-03 NA -0.043777042 0.078081652 0.027217451
## GTINDVPC 5.078657e-04 NA -0.007407906 -0.014992456 -0.006103090
## FILEDATE NA NA NA NA NA
## YYYYMM NA NA NA NA NA
## H_MIS HANNVAL HANN_YN HCHCARE_VAL
## H_IDNUM -5.396692e-03 -0.0016961722 0.00397516 0.0012571257
## GEREG -1.007939e-03 0.0034926797 0.03093881 -0.0179648753
## GESTFIPS 2.195159e-04 0.0007530779 -0.02397955 0.0007080561
## GEDIV -1.458461e-03 0.0024241628 0.03657030 -0.0157988962
## HRHTYPE 8.757178e-03 0.0176261618 0.59625163 -0.0323325075
## HEFAMINC 8.215458e-03 0.0497021869 0.85889073 0.1482487419
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 5.019502e-02 0.0054297565 0.57216177 0.0368284730
## H_HHNUM -9.047787e-02 -0.0082314323 -0.03968425 0.0014504916
## H_LIVQRT 1.382113e-03 -0.0113324109 -0.07300258 -0.0257005692
## H_RESPNM -3.459958e-02 0.0213900743 0.53362996 0.0557934510
## H_TELHHD 5.503681e-02 0.0312955917 0.73323049 0.0720696985
## H_TELAVL -1.051596e-02 -0.0018209185 0.05940759 -0.0075473047
## H_TELINT -4.848236e-02 0.0312732041 0.55919997 0.0697421471
## H1TENURE -1.900230e-02 -0.0011746033 0.02302955 0.0079475885
## H1LIVQRT 2.074237e-02 -0.0064803945 -0.14083377 -0.0148471069
## H1TELHHD -2.893184e-02 -0.0029120730 0.10158989 0.0075917089
## H1TELAVL -1.049461e-03 -0.0020055381 0.02246984 -0.0046309492
## H1TELINT NA NA NA NA
## H_NUMPER 5.769262e-03 0.0140309214 0.71538796 0.1941048956
## H_HHTYPE -6.350127e-03 -0.0416843603 -0.90884187 -0.0955022341
## H_TYPEBC 1.173831e-03 -0.0154354009 -0.33653722 -0.0353637493
## H_MIS 1.000000e+00 0.0016021482 0.01126293 0.0070214294
## HANNVAL 1.602148e-03 1.0000000000 -0.02037284 -0.0043055882
## HANN_YN 1.126293e-02 -0.0203728377 1.00000000 0.1061572337
## HCHCARE_VAL 7.021429e-03 -0.0043055882 0.10615723 1.0000000000
## HCHCARE_YN 4.885463e-03 -0.0159470341 0.35472994 0.1286793711
## HCOV 1.040225e-02 0.0274356846 0.82212949 0.0669771248
## HCSPVAL 3.690763e-03 -0.0019457898 0.06994307 0.0325646494
## HCSP_YN 1.150162e-02 0.0462074485 0.97714861 0.0982130334
## HDISVAL 2.137180e-04 0.0152077018 0.04985556 0.0066834112
## HDIS_YN 1.188230e-02 0.0451165250 0.98246622 0.1038533457
## HDIVVAL 7.561757e-03 0.0474939966 0.05157939 0.0119535233
## HDIV_YN 9.880133e-03 0.0214711018 0.93286405 0.0729303746
## HDSTVAL 3.782382e-03 0.0583602935 0.06152060 -0.0137827500
## HDST_YN 1.100483e-02 0.0235153977 0.97174484 0.1115421493
## HEARNVAL 5.404143e-03 -0.0009693863 0.39367972 0.1962564963
## HEDVAL -2.638801e-03 0.0069417136 0.07941097 0.0028694349
## HED_YN 1.238451e-02 0.0454385519 0.97064814 0.1027039788
## HENGAST 1.222036e-02 0.0467993453 0.97805940 0.1059221309
## HENGVAL 3.385807e-04 -0.0048460456 0.07022075 -0.0061534349
## HFDVAL -1.872681e-03 -0.0089998091 0.12702976 -0.0008021883
## HFINVAL 1.663363e-03 -0.0016008116 0.03098094 -0.0001212533
## HFIN_YN 1.098684e-02 0.0459277112 0.98393492 0.1040636961
## HFLUNCH 2.173170e-03 -0.0113134146 0.27066774 0.1277547278
## HFLUNNO -3.887491e-04 -0.0110284447 0.18051234 0.0251844129
## HFOODMO -1.021771e-03 -0.0099550862 0.17357707 -0.0103840311
## HFOODNO -1.750738e-03 -0.0078215507 0.14558378 0.0042655442
## HFOODSP 1.201176e-02 0.0483542243 0.95796313 0.1074796277
## HFRVAL -3.381464e-05 0.0022057434 0.02595126 0.0038237940
## HH5TO18 1.481268e-03 -0.0165807523 0.32223097 0.1270666383
## HHINC 1.011624e-02 0.0668490389 0.74357631 0.1658742854
## HHOTLUN 2.921138e-03 -0.0145597727 0.34533981 0.1572874212
## HHOTNO -1.134343e-04 -0.0133192426 0.25197410 0.0878395196
## HHSTATUS 9.963418e-03 0.0326895663 0.79254351 0.0184852968
## HH_HI_UNIV 1.868941e-03 0.0356062755 0.70599848 0.0692378826
## HINC_FR 1.131556e-02 0.0454260706 0.98411858 0.1022555658
## HINC_SE 9.495592e-03 0.0448486156 0.95793984 0.0977226312
## HINC_UC 1.091274e-02 0.0461902451 0.98063258 0.1036353724
## HINC_WC 1.171278e-02 0.0457496773 0.98685990 0.1040016930
## HINC_WS 9.419226e-03 0.0684103765 0.84066173 0.0391092345
## HINTVAL 6.431314e-03 0.0359083366 0.15687836 0.0645416972
## HINT_YN 5.173602e-03 0.0190946143 0.85232299 0.0520982730
## HLORENT 6.298941e-03 -0.0160585383 0.34908645 0.0067676898
## HMCAID 1.146468e-02 0.0511182677 0.91350872 0.1062888579
## HNUMFAM 1.072412e-02 0.0305497737 0.82682319 0.0800876119
## HOIVAL 7.725294e-03 0.0004879089 0.02554981 0.0012649635
## HOI_YN 1.034278e-02 0.0455350245 0.98093347 0.1010196375
## HOTHVAL 9.053503e-03 0.2137129338 0.24407353 0.0071414901
## HPAWVAL -3.505318e-03 -0.0032045860 0.04224605 0.0019510023
## HPAW_YN 1.179655e-02 0.0454392694 0.98612855 0.1037346935
## HPCTCUT 1.040519e-02 0.0730259713 0.71905588 0.1803720037
## HPENVAL 3.603714e-03 0.0443268512 0.08327791 -0.0169261223
## HPEN_YN 1.041577e-02 0.0251221307 0.95698937 0.1160254752
## HPRES_MORT 2.497271e-03 0.0673513565 0.56981858 0.0492607017
## HPRIV 4.120369e-03 0.0271944400 0.74176777 0.0205438702
## HPROP_VAL 3.024019e-03 0.0589745371 0.32489585 0.1200824827
## HPUB 1.273160e-02 0.0052226605 0.82791930 0.1479709778
## HPUBLIC 6.680704e-03 -0.0177473342 0.37054554 0.0034383653
## HRECORD NA NA NA NA
## HRNTVAL 8.490053e-04 0.0118268071 0.04249166 0.0221976718
## HRNT_YN 1.072494e-02 0.0339042123 0.96530522 0.0971806424
## HRNUMWIC -6.793983e-03 -0.0070606652 0.09265090 0.0413518630
## HRWICYN 8.991943e-03 -0.0222656894 0.46980492 0.2020179826
## HSEVAL 1.509008e-03 0.0051095282 0.08607001 0.0339873170
## HSSIVAL 1.639169e-03 0.0063969974 0.09759074 -0.0128159361
## HSSI_YN 1.171392e-02 0.0454867646 0.97483962 0.1074475097
## HSSVAL 9.555561e-04 0.1027887990 0.27182331 -0.0538281251
## HSS_YN 1.163191e-02 0.0122504671 0.90646246 0.1401322100
## HSUP_WGT -7.013329e-06 0.0367288411 0.68194710 0.0374688001
## HSURVAL 4.163043e-03 0.0435988911 0.04155575 -0.0019014088
## HSUR_YN 1.134998e-02 0.0397135351 0.98331226 0.1053929639
## HTOP5PCT 1.088640e-02 0.0345680258 0.97174865 0.0813169118
## HTOTVAL 8.127802e-03 0.0765966875 0.44149982 0.1785799141
## HUCVAL 4.612811e-03 -0.0030020720 0.05813998 0.0048231265
## HUNDER15 3.835535e-03 -0.0175728935 0.31864229 0.2769898299
## HUNDER18 3.336137e-03 -0.0182028259 0.34605093 0.2461908897
## HUNITS 8.291357e-03 0.0169155243 0.57977670 0.0322137999
## HVETVAL -1.291370e-03 0.0079153320 0.07705571 -0.0014603321
## HVET_YN 1.112136e-02 0.0434519967 0.97799116 0.1045945064
## HWCVAL -3.677165e-03 -0.0023948228 0.03223923 -0.0014727631
## HWSVAL 5.241421e-03 -0.0022389673 0.38548764 0.1946262750
## H_SEQ -1.361160e-03 0.0023573573 0.03718306 -0.0178910849
## I_CHCAREVAL -5.127247e-05 -0.0053257523 0.09253078 0.3433525071
## I_HENGAS -4.531045e-03 0.0197414061 0.33174869 0.0307673159
## I_HENGVA -3.725506e-04 -0.0047588373 0.06539853 -0.0041887395
## I_HFDVAL 1.323938e-03 -0.0052467777 0.09797310 -0.0014030287
## I_HFLUNC 4.684115e-03 -0.0040950295 0.14609741 0.0606741496
## I_HFLUNN 6.731045e-03 -0.0059589338 0.10615138 0.0282223935
## I_HFOODM 1.504555e-03 -0.0054074801 0.09759075 -0.0013462546
## I_HFOODN 3.961866e-03 -0.0043280376 0.08664688 0.0004606865
## I_HFOODS -7.634741e-03 0.0170568697 0.31074712 0.0269640605
## I_HHOTLU -9.890268e-04 -0.0058483543 0.18038418 0.0838833373
## I_HHOTNO 4.956844e-03 -0.0041441089 0.14491828 0.0609360246
## I_HLOREN 3.782523e-03 -0.0035398350 0.16677941 0.0123594810
## I_HPUBLI 4.805825e-03 -0.0046150477 0.17593673 0.0090151541
## I_HUNITS -4.310732e-03 0.0185866559 0.32295838 0.0333905727
## I_PROPVAL -7.255596e-03 0.0258420890 0.31787298 0.0246913951
## NOW_HCOV 9.180000e-03 0.0266940338 0.81524937 0.0666387509
## NOW_HMCAID 1.157585e-02 0.0507191857 0.91636153 0.1067951352
## NOW_HPRIV 4.109067e-03 0.0287398849 0.74392747 0.0197961039
## NOW_HPUB 1.279778e-02 0.0042686301 0.82901745 0.1488656792
## THCHCARE_VAL 2.922645e-03 -0.0001339815 0.02811018 0.6163143914
## THPROP_VAL -3.149189e-03 0.0151367985 0.03762033 0.0415620588
## GTCBSA 5.085015e-03 0.0023169685 0.03365949 0.0333452046
## GTCO -2.736201e-04 0.0026464302 0.01255115 0.0006200489
## GTCBSAST -2.773754e-03 0.0061879602 -0.03280069 -0.0261888577
## GTCBSASZ 3.796891e-03 -0.0020082561 0.03659771 0.0380934603
## GTCSA 2.777114e-04 0.0033854603 0.02031529 0.0384627639
## GTMETSTA -4.564287e-03 -0.0030360431 -0.04259133 -0.0330603527
## GTINDVPC 6.956352e-03 -0.0034862912 0.00264086 0.0157755354
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## HCHCARE_YN HCOV HCSPVAL HCSP_YN
## H_IDNUM 4.085691e-03 0.004082098 -0.0023578476 0.004208438
## GEREG 3.384078e-02 0.051621865 -0.0035605209 0.030576399
## GESTFIPS -1.389810e-03 -0.016569500 0.0099662587 -0.026061730
## GEDIV 3.914602e-02 0.057219742 -0.0026843337 0.035720439
## HRHTYPE -4.642600e-02 0.519966252 0.0451889084 0.596327796
## HEFAMINC 3.518556e-01 0.684767095 0.0582645400 0.859153875
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 1.999930e-01 0.509853646 0.0478917769 0.561685009
## H_HHNUM -2.310237e-03 -0.016918765 0.0018627424 -0.043224800
## H_LIVQRT -2.049988e-02 -0.040016536 -0.0030209528 -0.075438580
## H_RESPNM 2.302123e-01 0.460306818 0.0337666648 0.532112453
## H_TELHHD 2.513755e-01 0.616300559 0.0488436956 0.731449338
## H_TELAVL 8.846366e-03 0.061794549 -0.0011020865 0.059096975
## H_TELINT 2.148002e-01 0.459271474 0.0444703073 0.557278179
## H1TENURE 1.028309e-02 0.022733759 0.0020876774 0.022500453
## H1LIVQRT -4.917630e-02 -0.117677372 -0.0097461094 -0.140503079
## H1TELHHD 3.427164e-02 0.088073385 0.0088548913 0.098452167
## H1TELAVL 5.462085e-04 0.023237558 -0.0024590942 0.022636828
## H1TELINT NA NA NA NA
## H_NUMPER 6.849994e-01 0.618962578 0.1078704092 0.691593801
## H_HHTYPE -3.182240e-01 -0.759042185 -0.0626906796 -0.906717595
## H_TYPEBC -1.178359e-01 -0.281067535 -0.0232138808 -0.335750614
## H_MIS 4.885463e-03 0.010402254 0.0036907626 0.011501623
## HANNVAL -1.594703e-02 0.027435685 -0.0019457898 0.046207449
## HANN_YN 3.547299e-01 0.822129488 0.0699430657 0.977148610
## HCHCARE_VAL 1.286794e-01 0.066977125 0.0325646494 0.098213033
## HCHCARE_YN 1.000000e+00 0.304725175 0.1262714070 0.317091566
## HCOV 3.047252e-01 1.000000000 0.0522686156 0.816907538
## HCSPVAL 1.262714e-01 0.052268616 1.0000000000 -0.030234567
## HCSP_YN 3.170916e-01 0.816907538 -0.0302345674 1.000000000
## HDISVAL 1.115361e-02 0.038529343 -0.0004228481 0.050383292
## HDIS_YN 3.457264e-01 0.820976214 0.0682530384 0.980291479
## HDIVVAL -3.527661e-03 0.031921561 -0.0035888951 0.058937422
## HDIV_YN 3.360688e-01 0.795266816 0.0697801830 0.923809416
## HDSTVAL -4.310765e-02 0.042985422 -0.0088134448 0.078096744
## HDST_YN 3.692971e-01 0.815065225 0.0726558745 0.961765403
## HEARNVAL 2.717202e-01 0.284980895 0.0252481001 0.385981359
## HEDVAL 2.201015e-02 0.066351237 0.0164366434 0.075258170
## HED_YN 3.351051e-01 0.809411445 0.0619577135 0.970467248
## HENGAST 3.400337e-01 0.817960231 0.0657624773 0.977007135
## HENGVAL 4.327098e-02 0.056427080 0.0152261938 0.064353973
## HFDVAL 1.990703e-01 0.114708124 0.0572789616 0.105780908
## HFINVAL -2.108979e-03 0.026173790 -0.0018670174 0.030649297
## HFIN_YN 3.455850e-01 0.820250835 0.0679713233 0.982048542
## HFLUNCH 5.548554e-01 0.222219505 0.1239317082 0.235502256
## HFLUNNO 4.356028e-01 0.188966396 0.0921573104 0.149512787
## HFOODMO 1.499021e-01 0.151108409 0.0483473477 0.154863590
## HFOODNO 2.363660e-01 0.134142451 0.0673368805 0.120680594
## HFOODSP 3.105980e-01 0.797602675 0.0558921152 0.960838463
## HFRVAL 1.439834e-02 0.021432886 -0.0023535230 0.027679304
## HH5TO18 7.155027e-01 0.275236729 0.1508660723 0.282173479
## HHINC 3.420174e-01 0.571126153 0.0651991415 0.745718027
## HHOTLUN 6.698980e-01 0.285841582 0.1434252899 0.307098662
## HHOTNO 5.772570e-01 0.224257465 0.1223284013 0.215414305
## HHSTATUS 6.690194e-02 0.674508622 0.0181822357 0.800526056
## HH_HI_UNIV 2.363233e-01 0.597774406 0.0494654966 0.705728378
## HINC_FR 3.437595e-01 0.821363621 0.0679020222 0.981900861
## HINC_SE 3.233022e-01 0.791259868 0.0649050499 0.956671965
## HINC_UC 3.408949e-01 0.818147774 0.0667960340 0.978980417
## HINC_WC 3.456340e-01 0.823892773 0.0678318724 0.984733725
## HINC_WS 1.729645e-01 0.692422280 0.0377464460 0.854457852
## HINTVAL 3.930682e-02 0.096546699 -0.0035950318 0.165588047
## HINT_YN 3.062794e-01 0.760405137 0.0554697109 0.843706800
## HLORENT 1.298498e-01 0.350555210 0.0406897215 0.334072613
## HMCAID 2.513815e-01 0.774475750 0.0462362770 0.921010204
## HNUMFAM 3.301653e-01 0.727847568 0.0700422261 0.817786499
## HOIVAL 1.693141e-02 0.018898281 0.0132491354 0.025280232
## HOI_YN 3.404759e-01 0.819723049 0.0640413029 0.979244782
## HOTHVAL -4.005011e-02 0.170123810 0.0352484635 0.275980148
## HPAWVAL 7.376667e-02 0.033698376 0.0178118164 0.035964940
## HPAW_YN 3.388893e-01 0.824007301 0.0666542661 0.984595949
## HPCTCUT 3.362386e-01 0.546642028 0.0616662037 0.721954324
## HPENVAL -4.602123e-02 0.054612370 -0.0112227097 0.099299943
## HPEN_YN 3.812496e-01 0.807108084 0.0756593561 0.945297869
## HPRES_MORT 1.307195e-01 0.443079701 0.0138922387 0.587186686
## HPRIV 2.495588e-01 0.773819480 0.0474021270 0.737056054
## HPROP_VAL 1.308815e-01 0.223620919 0.0158965940 0.336065967
## HPUB 3.673452e-01 0.738771066 0.0681780190 0.813728689
## HPUBLIC 1.336376e-01 0.366292416 0.0416452869 0.354081457
## HRECORD NA NA NA NA
## HRNTVAL 9.928972e-03 0.028825842 0.0296537224 0.045774521
## HRNT_YN 3.449001e-01 0.810721131 0.0674728609 0.959954115
## HRNUMWIC 2.343715e-01 0.089941011 0.0415406060 0.077376518
## HRWICYN 5.672957e-01 0.413131799 0.1129183184 0.435086343
## HSEVAL 5.266585e-02 0.082629545 0.0037938304 0.085026768
## HSSIVAL 1.474235e-02 0.070032442 0.0049469830 0.093740570
## HSSI_YN 3.464510e-01 0.816600867 0.0674053614 0.973432986
## HSSVAL -1.234184e-01 0.188825868 -0.0237373242 0.308876361
## HSS_YN 4.329442e-01 0.776860126 0.0852050927 0.888143266
## HSUP_WGT 1.210562e-01 0.572967074 0.0253728094 0.687705014
## HSURVAL -1.525669e-02 0.033472391 -0.0026409928 0.051765256
## HSUR_YN 3.508228e-01 0.821694401 0.0683801974 0.979188424
## HTOP5PCT 3.350358e-01 0.816970288 0.0686461688 0.968380376
## HTOTVAL 2.291454e-01 0.317220046 0.0354177617 0.446161790
## HUCVAL 3.202653e-02 0.050647891 0.0045185750 0.056106923
## HUNDER15 8.295238e-01 0.270134123 0.1224538573 0.282925401
## HUNDER18 8.144127e-01 0.293693821 0.1418788579 0.306352869
## HUNITS 1.383377e-01 0.496104662 0.0295386287 0.577919896
## HVETVAL 5.282263e-03 0.050925371 0.0087659523 0.079960018
## HVET_YN 3.469046e-01 0.819375442 0.0678879592 0.974970592
## HWCVAL 1.032820e-02 0.030935146 0.0042772811 0.030615491
## HWSVAL 2.677346e-01 0.274455643 0.0253214015 0.377686552
## H_SEQ 3.866901e-02 0.059932931 -0.0016356336 0.036337916
## I_CHCAREVAL 1.125872e-01 0.074156606 0.0385191620 0.083457731
## I_HENGAS 1.018456e-01 0.283716823 0.0241193125 0.332636846
## I_HENGVA 2.850504e-02 0.053398338 0.0074391580 0.060922318
## I_HFDVAL 8.883056e-02 0.098648836 0.0206748263 0.089566095
## I_HFLUNC 2.872311e-01 0.128685288 0.0613300950 0.130576049
## I_HFLUNN 2.155798e-01 0.106330779 0.0513699454 0.092111136
## I_HFOODM 8.856809e-02 0.098479323 0.0208165470 0.089154382
## I_HFOODN 6.846175e-02 0.085995009 0.0216185684 0.080215907
## I_HFOODS 9.276212e-02 0.264842674 0.0231918651 0.311377831
## I_HHOTLU 3.439920e-01 0.154286742 0.0715198733 0.163536049
## I_HHOTNO 2.844134e-01 0.126987340 0.0616218095 0.129442768
## I_HLOREN 5.386112e-02 0.159921141 0.0165367150 0.161492420
## I_HPUBLI 5.324673e-02 0.169599923 0.0171731999 0.170253692
## I_HUNITS 1.046199e-01 0.277331071 0.0253792155 0.323600212
## I_PROPVAL 9.656621e-02 0.258953626 0.0130591990 0.323761097
## NOW_HCOV 3.056470e-01 0.965768884 0.0537598360 0.809515189
## NOW_HMCAID 2.546022e-01 0.773812002 0.0468568866 0.923537581
## NOW_HPRIV 2.478095e-01 0.762095083 0.0477073921 0.739243897
## NOW_HPUB 3.718893e-01 0.736528128 0.0689621362 0.814379897
## THCHCARE_VAL 3.444668e-02 0.015507882 0.0041639545 0.028015490
## THPROP_VAL 1.536666e-02 0.024192992 -0.0004328517 0.040042562
## GTCBSA 4.070848e-03 0.020720797 0.0006432135 0.035527563
## GTCO 2.548318e-03 0.015184061 -0.0047567830 0.013530409
## GTCBSAST -2.723719e-05 -0.033510498 -0.0004313611 -0.032816129
## GTCBSASZ 9.213428e-03 0.028230447 -0.0007380814 0.038624540
## GTCSA -2.215327e-03 0.001641932 -0.0041072956 0.022591174
## GTMETSTA -1.434736e-02 -0.029362475 -0.0048434926 -0.043578865
## GTINDVPC -1.318615e-02 0.009469817 -0.0044533008 0.002944791
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## HDISVAL HDIS_YN HDIVVAL HDIV_YN
## H_IDNUM 2.478399e-03 0.003725394 -1.676001e-03 0.0081269573
## GEREG 7.247343e-03 0.029634983 -3.002744e-03 0.0367484280
## GESTFIPS -2.747896e-03 -0.023390037 -2.673674e-03 -0.0219732526
## GEDIV 8.656604e-03 0.034496085 -2.918559e-03 0.0415429686
## HRHTYPE 2.001255e-02 0.599698411 5.367380e-03 0.6000494270
## HEFAMINC 4.250888e-02 0.863000649 8.111195e-02 0.7727031079
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 2.226204e-02 0.567867735 6.877915e-03 0.5664658593
## H_HHNUM -3.960200e-03 -0.041670340 -9.177452e-03 -0.0323200112
## H_LIVQRT 6.675825e-04 -0.075720734 -1.547483e-02 -0.0541416125
## H_RESPNM 3.418132e-02 0.533697077 3.267229e-02 0.5056610534
## H_TELHHD 3.747608e-02 0.734671745 3.890324e-02 0.6983010352
## H_TELAVL -8.832896e-05 0.058332860 -6.350545e-03 0.0650729165
## H_TELINT 2.671332e-02 0.561628542 3.730857e-02 0.5228429704
## H1TENURE 1.227354e-03 0.022491018 -9.535903e-05 0.0214639816
## H1LIVQRT -7.260701e-03 -0.141198357 -8.194398e-03 -0.1333257360
## H1TELHHD 3.841277e-04 0.100192621 9.075718e-04 0.0972615321
## H1TELAVL -1.399690e-03 0.021924824 -8.327118e-04 0.0242723530
## H1TELINT NA NA NA NA
## H_NUMPER 4.319788e-02 0.709341047 4.000363e-02 0.6665640375
## H_HHTYPE -4.670359e-02 -0.911184036 -5.270948e-02 -0.8606398997
## H_TYPEBC -1.729398e-02 -0.337404503 -1.951792e-02 -0.3186883944
## H_MIS 2.137180e-04 0.011882299 7.561757e-03 0.0098801334
## HANNVAL 1.520770e-02 0.045116525 4.749400e-02 0.0214711018
## HANN_YN 4.985556e-02 0.982466217 5.157939e-02 0.9328640533
## HCHCARE_VAL 6.683411e-03 0.103853346 1.195352e-02 0.0729303746
## HCHCARE_YN 1.115361e-02 0.345726442 -3.527661e-03 0.3360687603
## HCOV 3.852934e-02 0.820976214 3.192156e-02 0.7952668163
## HCSPVAL -4.228481e-04 0.068253038 -3.588895e-03 0.0697801830
## HCSP_YN 5.038329e-02 0.980291479 5.893742e-02 0.9238094156
## HDISVAL 1.000000e+00 -0.023155900 4.207322e-03 0.0451959508
## HDIS_YN -2.315590e-02 1.000000000 5.774282e-02 0.9297497078
## HDIVVAL 4.207322e-03 0.057742821 1.000000e+00 -0.0172208800
## HDIV_YN 4.519595e-02 0.929749708 -1.722088e-02 1.0000000000
## HDSTVAL 1.487144e-03 0.076236899 6.587811e-02 0.0336794338
## HDST_YN 4.870069e-02 0.967729720 4.183967e-02 0.9268942528
## HEARNVAL 4.047928e-03 0.388684730 7.425797e-02 0.2937015393
## HEDVAL 1.181075e-02 0.077513276 9.089319e-03 0.0694940155
## HED_YN 4.806552e-02 0.973972237 5.619979e-02 0.9198615005
## HENGAST 5.000514e-02 0.981254175 5.921443e-02 0.9230311223
## HENGVAL 5.964210e-03 0.067250646 -6.559484e-03 0.0805747271
## HFDVAL 3.633354e-03 0.122628509 -1.244211e-02 0.1455670103
## HFINVAL -1.259256e-03 0.030399720 -4.013243e-04 0.0296428795
## HFIN_YN 5.080350e-02 0.986714527 5.775599e-02 0.9312448160
## HFLUNCH 1.007078e-02 0.264448006 7.597456e-03 0.2503669014
## HFLUNNO -7.131691e-04 0.175507970 -1.371872e-02 0.1977474588
## HFOODMO 1.150060e-02 0.166178890 -1.709191e-02 0.2003631078
## HFOODNO 7.238327e-03 0.139747916 -1.369989e-02 0.1657507423
## HFOODSP 4.801007e-02 0.962543760 6.268819e-02 0.8978240625
## HFRVAL -2.393226e-03 0.027341738 6.188190e-03 0.0220338470
## HH5TO18 6.602109e-03 0.315149256 9.453805e-03 0.3004874112
## HHINC 6.086822e-02 0.748127403 1.009392e-01 0.6393799154
## HHOTLUN 1.239379e-02 0.337584641 2.044352e-02 0.3141082896
## HHOTNO 4.568823e-03 0.246116356 -2.479268e-03 0.2471168687
## HHSTATUS 3.415682e-02 0.795938113 3.356020e-02 0.7622065757
## HH_HI_UNIV 3.787213e-02 0.708438097 3.640815e-02 0.6609789008
## HINC_FR 5.114007e-02 0.986751137 5.700075e-02 0.9329488796
## HINC_SE 5.140785e-02 0.960534901 5.355507e-02 0.9109233318
## HINC_UC 5.059960e-02 0.983673304 5.784434e-02 0.9287017662
## HINC_WC 4.154539e-02 0.991564069 5.772143e-02 0.9343488866
## HINC_WS 5.667126e-02 0.851901429 5.605149e-02 0.8117758838
## HINTVAL 5.971491e-03 0.163482271 1.573894e-01 0.0759289820
## HINT_YN 4.593702e-02 0.847855763 1.729811e-02 0.8552736209
## HLORENT 6.727458e-03 0.341463319 -1.925843e-02 0.3643130958
## HMCAID 3.999658e-02 0.921424770 6.720508e-02 0.8473206214
## HNUMFAM 4.590844e-02 0.825504444 4.414652e-02 0.7859165531
## HOIVAL 1.118476e-03 0.026702059 5.752308e-03 0.0161322055
## HOI_YN 5.057215e-02 0.983630375 5.652072e-02 0.9310905649
## HOTHVAL 1.047614e-01 0.267517576 4.137342e-01 0.1714351651
## HPAWVAL 5.353301e-03 0.039677253 -3.933523e-03 0.0465326056
## HPAW_YN 5.028368e-02 0.988980864 5.793091e-02 0.9330306602
## HPCTCUT 6.142799e-02 0.723870754 1.213793e-01 0.6042423507
## HPENVAL 8.343484e-03 0.096037004 3.506910e-02 0.0613607819
## HPEN_YN 4.599908e-02 0.952234481 4.536379e-02 0.9100625830
## HPRES_MORT 3.604954e-02 0.583349427 7.536202e-02 0.5153416898
## HPRIV 4.399687e-02 0.740798415 1.487360e-02 0.7459218424
## HPROP_VAL 2.770120e-02 0.333620572 9.906479e-02 0.2361138977
## HPUB 3.014889e-02 0.820053215 4.492443e-02 0.7579435609
## HPUBLIC 7.194319e-03 0.362010981 -2.173105e-02 0.3900211704
## HRECORD NA NA NA NA
## HRNTVAL 1.503910e-03 0.045481364 3.709440e-02 0.0166279363
## HRNT_YN 4.940815e-02 0.965486736 3.895837e-02 0.9276596022
## HRNUMWIC 1.108127e-02 0.088963739 -7.772452e-03 0.1018111403
## HRWICYN 6.543599e-03 0.458783252 4.354356e-03 0.4383822983
## HSEVAL 1.257678e-03 0.086159882 2.222843e-02 0.0658591183
## HSSIVAL 4.999130e-02 0.084759854 -8.031694e-03 0.1090487398
## HSSI_YN 4.371799e-02 0.979856959 5.945010e-02 0.9193660133
## HSSVAL 3.844123e-02 0.299572282 5.519999e-02 0.2623448552
## HSS_YN 3.721460e-02 0.898031971 4.363162e-02 0.8491730584
## HSUP_WGT 3.689322e-02 0.685544912 4.536912e-02 0.6400793153
## HSURVAL 3.519220e-03 0.050325969 1.391910e-02 0.0345299303
## HSUR_YN 5.019649e-02 0.984293801 5.498339e-02 0.9314248043
## HTOP5PCT 4.807794e-02 0.973672451 2.368585e-02 0.9341397745
## HTOTVAL 4.160351e-02 0.445518528 2.165592e-01 0.3255155432
## HUCVAL 3.350462e-03 0.055502032 8.452650e-05 0.0526658478
## HUNDER15 8.291127e-03 0.310866049 -4.328637e-03 0.2985595893
## HUNDER18 7.014937e-03 0.337986632 5.107219e-03 0.3229886708
## HUNITS 1.893403e-02 0.579953554 1.342549e-02 0.5617212478
## HVETVAL 3.902634e-02 0.076346074 4.043493e-03 0.0732297593
## HVET_YN 4.428115e-02 0.980609502 5.662576e-02 0.9259816320
## HWCVAL 1.733005e-01 0.011693557 -1.735964e-03 0.0303687938
## HWSVAL 4.028272e-03 0.380243332 7.132952e-02 0.2870823754
## H_SEQ 8.786561e-03 0.034996806 -2.775260e-03 0.0421670154
## I_CHCAREVAL -1.404833e-03 0.091155596 1.913873e-03 0.0799562830
## I_HENGAS 2.050320e-02 0.333258852 1.422096e-02 0.3039609311
## I_HENGVA 9.951809e-03 0.061678586 -6.472358e-03 0.0739984704
## I_HFDVAL 8.354929e-03 0.094817610 -8.836402e-03 0.1108713367
## I_HFLUNC 3.428321e-03 0.143749001 2.214225e-03 0.1347017643
## I_HFLUNN 1.493374e-04 0.103937789 -6.140318e-03 0.1103783262
## I_HFOODM 7.881884e-03 0.094431808 -8.841802e-03 0.1103891960
## I_HFOODN 2.958449e-03 0.084199273 -7.738156e-03 0.0963931559
## I_HFOODS 1.866983e-02 0.311827003 1.279992e-02 0.2832309895
## I_HHOTLU 5.503068e-03 0.177676808 5.751830e-03 0.1597174288
## I_HHOTNO 3.167261e-03 0.142570121 2.464537e-03 0.1331774987
## I_HLOREN 9.513984e-03 0.164033808 -3.123212e-03 0.1671306083
## I_HPUBLI 8.377252e-03 0.173134638 -4.327131e-03 0.1780625237
## I_HUNITS 1.839915e-02 0.324551895 1.380280e-02 0.2955698648
## I_PROPVAL 1.840133e-02 0.321820337 1.952472e-02 0.2872633074
## NOW_HCOV 3.816225e-02 0.813967104 3.081046e-02 0.7895393907
## NOW_HMCAID 4.020380e-02 0.924089530 6.684444e-02 0.8504387096
## NOW_HPRIV 4.505841e-02 0.742984337 1.604410e-02 0.7472986147
## NOW_HPUB 3.014023e-02 0.820936389 4.462212e-02 0.7595002020
## THCHCARE_VAL 5.533200e-03 0.027887933 1.061823e-02 0.0132036666
## THPROP_VAL -2.731930e-03 0.039018102 3.503654e-02 0.0136447083
## GTCBSA 1.568017e-03 0.033773775 1.041497e-02 0.0186443373
## GTCO -2.645318e-03 0.013373835 -6.532279e-04 0.0137342027
## GTCBSAST 1.995024e-03 -0.031114043 -6.544347e-03 -0.0210928285
## GTCBSASZ -3.298464e-03 0.036449358 1.111013e-02 0.0172422409
## GTCSA -1.353370e-03 0.020525134 6.595265e-03 0.0036165616
## GTMETSTA -5.326832e-04 -0.043144322 -6.315503e-03 -0.0261109389
## GTINDVPC -4.813744e-03 0.001694895 7.212174e-03 -0.0005563396
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## HDSTVAL HDST_YN HEARNVAL HEDVAL
## H_IDNUM -0.0054890836 0.004940239 0.0015345523 0.0013560622
## GEREG 0.0033175233 0.032150565 -0.0008846879 -0.0024207481
## GESTFIPS -0.0022945292 -0.023912124 -0.0194831484 -0.0017829050
## GEDIV 0.0031754657 0.037593773 0.0051408678 -0.0013786303
## HRHTYPE 0.0075127460 0.594473363 0.0264232193 0.0445872242
## HEFAMINC 0.0873238361 0.843453994 0.5359925108 0.0709510791
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 0.0065100866 0.573357546 0.1475328248 0.0614557942
## H_HHNUM -0.0138609282 -0.035634174 -0.0255394960 0.0210524992
## H_LIVQRT -0.0172790102 -0.069963587 -0.0796131068 -0.0168031522
## H_RESPNM 0.0393290863 0.526365937 0.2358167630 0.0584937204
## H_TELHHD 0.0527597502 0.723433820 0.2770917361 0.0543599077
## H_TELAVL -0.0075453447 0.061598409 -0.0021787721 -0.0061185066
## H_TELINT 0.0469596456 0.551067441 0.2481065078 0.0502559959
## H1TENURE -0.0017405107 0.022403157 0.0074653957 -0.0013880803
## H1LIVQRT -0.0108051066 -0.138728465 -0.0554345078 -0.0111311865
## H1TELHHD -0.0020698547 0.100235271 0.0363519760 0.0113479603
## H1TELAVL -0.0009588882 0.022105460 0.0017404660 0.0032891362
## H1TELINT NA NA NA NA
## H_NUMPER 0.0210822131 0.715425166 0.4598153078 0.1082142738
## H_HHTYPE -0.0695025516 -0.895319426 -0.3570602057 -0.0716000215
## H_TYPEBC -0.0257362651 -0.331529959 -0.1322166724 -0.0265129422
## H_MIS 0.0037823816 0.011004830 0.0054041432 -0.0026388014
## HANNVAL 0.0583602935 0.023515398 -0.0009693863 0.0069417136
## HANN_YN 0.0615206001 0.971744840 0.3936797234 0.0794109731
## HCHCARE_VAL -0.0137827500 0.111542149 0.1962564963 0.0028694349
## HCHCARE_YN -0.0431076517 0.369297089 0.2717201616 0.0220101506
## HCOV 0.0429854220 0.815065225 0.2849808948 0.0663512368
## HCSPVAL -0.0088134448 0.072655875 0.0252481001 0.0164366434
## HCSP_YN 0.0780967437 0.961765403 0.3859813587 0.0752581704
## HDISVAL 0.0014871442 0.048700688 0.0040479278 0.0118107493
## HDIS_YN 0.0762368987 0.967729720 0.3886847298 0.0775132765
## HDIVVAL 0.0658781113 0.041839669 0.0742579693 0.0090893191
## HDIV_YN 0.0336794338 0.926894253 0.2937015393 0.0694940155
## HDSTVAL 1.0000000000 -0.031049195 -0.0139896555 -0.0075003553
## HDST_YN -0.0310491951 1.000000000 0.4026443904 0.0820294009
## HEARNVAL -0.0139896555 0.402644390 1.0000000000 0.0468316818
## HEDVAL -0.0075003553 0.082029401 0.0468316818 1.0000000000
## HED_YN 0.0787632594 0.954874207 0.3776880433 -0.0332243085
## HENGAST 0.0778211523 0.962757323 0.3985644445 0.0782048628
## HENGVAL -0.0082523589 0.073142637 -0.0329541191 -0.0018592516
## HFDVAL -0.0160043104 0.132223058 -0.0524771078 0.0070189970
## HFINVAL -0.0030962223 0.032168149 -0.0026752365 0.0864758184
## HFIN_YN 0.0766360557 0.968911999 0.3907898939 0.0683645150
## HFLUNCH -0.0315421577 0.281775910 0.2261776815 0.0254958116
## HFLUNNO -0.0230702777 0.188186975 0.0104274826 0.0110701596
## HFOODMO -0.0202457444 0.180092908 -0.0778859587 0.0049673347
## HFOODNO -0.0178956907 0.151316773 -0.0524957632 0.0107388540
## HFOODSP 0.0820515442 0.941335953 0.4136106982 0.0771576664
## HFRVAL 0.0049298039 0.022758827 0.0599640387 0.0002172389
## HH5TO18 -0.0372015811 0.335911809 0.2706371252 0.0390772695
## HHINC 0.1213256410 0.724990273 0.6311114017 0.0997833192
## HHOTLUN -0.0381934533 0.359470410 0.3213033552 0.0533223702
## HHOTNO -0.0307444339 0.262700583 0.1542320072 0.0187307737
## HHSTATUS 0.0432408526 0.783782254 0.2177508445 0.0760348706
## HH_HI_UNIV 0.0496498826 0.695448399 0.2864178823 0.0568851488
## HINC_FR 0.0755705412 0.969503459 0.3815168602 0.0769352119
## HINC_SE 0.0765314934 0.942691229 0.3557657340 0.0722837704
## HINC_UC 0.0768548569 0.965677012 0.3851444212 0.0770883439
## HINC_WC 0.0756972060 0.972221979 0.3884977319 0.0776035571
## HINC_WS 0.1237178802 0.811403966 0.1516943813 0.0396982684
## HINTVAL 0.1481884132 0.130262758 0.2500546342 0.0155073100
## HINT_YN 0.0196194495 0.855039288 0.2181052846 0.0542982011
## HLORENT -0.0311282064 0.359385708 0.0471331562 0.0612560325
## HMCAID 0.0888268276 0.895217132 0.4235099704 0.0705025982
## HNUMFAM 0.0500672340 0.817726437 0.3492711356 0.1139394278
## HOIVAL 0.0032865347 0.025573153 0.0543775056 0.0034557485
## HOI_YN 0.0750204907 0.966165709 0.3817037859 0.0760031943
## HOTHVAL 0.4150564014 0.187692049 0.0991635000 0.0814904743
## HPAWVAL -0.0039362324 0.042753319 -0.0133373032 0.0040458750
## HPAW_YN 0.0763950224 0.971269159 0.3907861853 0.0776328434
## HPCTCUT 0.1337730882 0.700531636 0.6961407678 0.1024036702
## HPENVAL 0.0907349356 0.059075558 -0.0232037313 -0.0057753174
## HPEN_YN 0.0339621409 0.954305729 0.4147756912 0.0831420168
## HPRES_MORT 0.1133804172 0.541095617 0.2359157589 0.0111258368
## HPRIV 0.0454174208 0.730859450 0.0955220899 0.0385253835
## HPROP_VAL 0.1048020073 0.304645560 0.3654441014 0.0187961127
## HPUB -0.0027244835 0.835853187 0.5296290135 0.0954737132
## HPUBLIC -0.0340467353 0.381731598 0.0307383133 0.0614262685
## HRECORD NA NA NA NA
## HRNTVAL 0.0231559739 0.037489280 0.0790902156 -0.0013001185
## HRNT_YN 0.0597653093 0.953744706 0.3566683021 0.0776263022
## HRNUMWIC -0.0120326505 0.096565954 0.0014445220 0.0122200839
## HRWICYN -0.0532026575 0.488343537 0.3693213119 0.1107668770
## HSEVAL -0.0002971931 0.085995186 0.2371642879 0.0027555776
## HSSIVAL -0.0052990024 0.100147871 -0.0362521909 -0.0053802833
## HSSI_YN 0.0772947948 0.959463019 0.3990967120 0.0794026098
## HSSVAL 0.2352154480 0.211572724 -0.1070335167 -0.0262773429
## HSS_YN 0.0043357277 0.912748079 0.4754959287 0.0970788979
## HSUP_WGT 0.0665392532 0.667049997 0.2549151957 0.0567435877
## HSURVAL 0.0161494768 0.043347049 0.0016937350 -0.0012859879
## HSUR_YN 0.0725459406 0.968722216 0.3913225666 0.0784756082
## HTOP5PCT 0.0579622764 0.957815673 0.2728323272 0.0710315280
## HTOTVAL 0.1379032074 0.429101831 0.9326856856 0.0715343042
## HUCVAL -0.0031833969 0.058233554 0.0215072451 0.0062475257
## HUNDER15 -0.0391897355 0.332642004 0.2564546934 0.0118450995
## HUNDER18 -0.0414325479 0.360887003 0.2845303612 0.0244604828
## HUNITS 0.0185442008 0.578481082 0.1710271027 0.0672594566
## HVETVAL 0.0104661270 0.075228641 0.0073281210 0.0174486846
## HVET_YN 0.0728542470 0.964059892 0.3902550415 0.0747351470
## HWCVAL 0.0002529092 0.031262519 0.0050083049 0.0042546746
## HWSVAL -0.0146246582 0.394919136 0.9754604233 0.0476531727
## H_SEQ 0.0033611454 0.038102159 0.0058410121 -0.0013420750
## I_CHCAREVAL -0.0114362111 0.097117364 0.0959691248 0.0020426220
## I_HENGAS 0.0203354055 0.326177256 0.1390581882 0.0245268602
## I_HENGVA -0.0060926941 0.066938220 -0.0303895087 -0.0024018311
## I_HFDVAL -0.0106057221 0.100900383 -0.0348204160 0.0038064458
## I_HFLUNC -0.0145538019 0.152147826 0.1008321024 0.0203421665
## I_HFLUNN -0.0123123258 0.110540222 0.0115900102 0.0090416425
## I_HFOODM -0.0105435720 0.100492409 -0.0350764073 0.0038632124
## I_HFOODN -0.0087865559 0.089021761 -0.0329967908 0.0034156846
## I_HFOODS 0.0173964573 0.305019208 0.1295260435 0.0248114453
## I_HHOTLU -0.0171093125 0.187981992 0.1605530439 0.0256306003
## I_HHOTNO -0.0143549661 0.150904609 0.1009726756 0.0191431781
## I_HLOREN -0.0127410703 0.171001449 0.0324699392 0.0195650947
## I_HPUBLI -0.0139409618 0.180252085 0.0232069287 0.0198609309
## I_HUNITS 0.0175550720 0.318241689 0.1388939343 0.0260353858
## I_PROPVAL 0.0372098504 0.307458464 0.1548447055 0.0095046382
## NOW_HCOV 0.0415889217 0.808766075 0.2825150286 0.0672785589
## NOW_HMCAID 0.0883434426 0.898222185 0.4229637791 0.0713146023
## NOW_HPRIV 0.0476652892 0.732363579 0.0964786060 0.0398139015
## NOW_HPUB -0.0032791590 0.837136395 0.5293048127 0.0964790255
## THCHCARE_VAL -0.0041064093 0.030056162 0.0804657900 -0.0028622445
## THPROP_VAL 0.0223390217 0.033255410 0.0941456881 -0.0007911102
## GTCBSA 0.0041364759 0.033006540 0.0901146231 0.0161279849
## GTCO 0.0009728155 0.012612776 0.0150771542 0.0100057685
## GTCBSAST 0.0050914100 -0.035417363 -0.0753954236 -0.0186069252
## GTCBSASZ -0.0021653240 0.037868570 0.1160508754 0.0226736727
## GTCSA 0.0028805639 0.020422895 0.0952910201 0.0212893194
## GTMETSTA -0.0014908790 -0.042398566 -0.0905190095 -0.0205181255
## GTINDVPC -0.0045774300 0.004632760 0.0346382189 0.0124666862
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## HED_YN HENGAST HENGVAL HFDVAL
## H_IDNUM 0.0038345600 0.004177549 -1.027320e-03 0.0002220272
## GEREG 0.0290539511 0.034627829 -2.457191e-02 -0.0021658555
## GESTFIPS -0.0227695189 -0.024062696 4.061242e-03 -0.0011652008
## GEDIV 0.0337813565 0.038971343 -2.264381e-02 -0.0003061228
## HRHTYPE 0.5974976650 0.585836794 8.720806e-02 0.1031863204
## HEFAMINC 0.8503336676 0.872866690 -8.491379e-05 0.0013415429
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 0.5575065140 0.558336291 6.548336e-02 0.1520474402
## H_HHNUM -0.0459695041 -0.041856830 -6.715680e-03 0.0060911333
## H_LIVQRT -0.0712810267 -0.077271650 7.772910e-03 0.0266042098
## H_RESPNM 0.5221477866 0.533164370 3.186161e-02 0.0804073090
## H_TELHHD 0.7268679684 0.730977145 5.190174e-02 0.0971068658
## H_TELAVL 0.0585154978 0.056397969 2.074611e-03 0.0177343753
## H_TELINT 0.5532862403 0.559769354 3.865799e-02 0.0652815218
## H1TENURE 0.0229913943 0.022445147 2.418569e-03 0.0069557957
## H1LIVQRT -0.1395820788 -0.140608838 -9.902912e-03 -0.0174678413
## H1TELHHD 0.0994731407 0.100401606 4.700767e-03 0.0162769252
## H1TELAVL 0.0223829431 0.021855516 -2.110492e-03 0.0019545051
## H1TELINT NA NA NA NA
## H_NUMPER 0.6827987289 0.708529173 5.011517e-02 0.2004807887
## H_HHTYPE -0.9008017473 -0.907396963 -6.369929e-02 -0.1140830857
## H_TYPEBC -0.3335600204 -0.336002179 -2.358736e-02 -0.0422440970
## H_MIS 0.0123845112 0.012220355 3.385807e-04 -0.0018726807
## HANNVAL 0.0454385519 0.046799345 -4.846046e-03 -0.0089998091
## HANN_YN 0.9706481405 0.978059405 7.022075e-02 0.1270297622
## HCHCARE_VAL 0.1027039788 0.105922131 -6.153435e-03 -0.0008021883
## HCHCARE_YN 0.3351051372 0.340033712 4.327098e-02 0.1990703431
## HCOV 0.8094114451 0.817960231 5.642708e-02 0.1147081244
## HCSPVAL 0.0619577135 0.065762477 1.522619e-02 0.0572789616
## HCSP_YN 0.9704672485 0.977007135 6.435397e-02 0.1057809080
## HDISVAL 0.0480655197 0.050005143 5.964210e-03 0.0036333538
## HDIS_YN 0.9739722374 0.981254175 6.725065e-02 0.1226285092
## HDIVVAL 0.0561997929 0.059214425 -6.559484e-03 -0.0124421055
## HDIV_YN 0.9198615005 0.923031122 8.057473e-02 0.1455670103
## HDSTVAL 0.0787632594 0.077821152 -8.252359e-03 -0.0160043104
## HDST_YN 0.9548742070 0.962757323 7.314264e-02 0.1322230579
## HEARNVAL 0.3776880433 0.398564444 -3.295412e-02 -0.0524771078
## HEDVAL -0.0332243085 0.078204863 -1.859252e-03 0.0070189970
## HED_YN 1.0000000000 0.969757012 6.865307e-02 0.1183637372
## HENGAST 0.9697570119 1.000000000 -3.085292e-02 0.0871543957
## HENGVAL 0.0686530676 -0.030852924 1.000000e+00 0.1781993516
## HFDVAL 0.1183637372 0.087154396 1.781994e-01 1.0000000000
## HFINVAL 0.0210346071 0.029979410 1.324851e-03 0.0104203799
## HFIN_YN 0.9772102368 0.983054176 6.735647e-02 0.1179572075
## HFLUNCH 0.2530240745 0.260691237 2.964980e-02 0.1268427421
## HFLUNNO 0.1663819502 0.159512680 9.170070e-02 0.3316939452
## HFOODMO 0.1650442363 0.116764041 2.382335e-01 0.7271470190
## HFOODNO 0.1338693516 0.100585059 1.909532e-01 0.7464878065
## HFOODSP 0.9515395561 0.970642599 1.135473e-02 -0.0488492031
## HFRVAL 0.0274039781 0.027486932 -1.626764e-03 -0.0052176013
## HH5TO18 0.2994409431 0.308021121 4.782124e-02 0.2121012832
## HHINC 0.7331405467 0.765919095 -3.127359e-02 -0.0519433967
## HHOTLUN 0.3199986255 0.335875906 2.213716e-02 0.1219070922
## HHOTNO 0.2350863688 0.235768699 6.360970e-02 0.2473382181
## HHSTATUS 0.7894845324 0.789493446 6.588000e-02 0.0689838603
## HH_HI_UNIV 0.6993510452 0.707431405 4.394311e-02 0.0876716988
## HINC_FR 0.9755970218 0.982538468 6.892256e-02 0.1241768826
## HINC_SE 0.9507485785 0.956263682 6.986534e-02 0.1216643227
## HINC_UC 0.9726107292 0.979568083 6.773129e-02 0.1209899967
## HINC_WC 0.9783932939 0.985337167 6.943599e-02 0.1242680145
## HINC_WS 0.8532497452 0.840590604 9.633715e-02 0.1346970146
## HINTVAL 0.1614787412 0.168916702 -1.940015e-02 -0.0340708841
## HINT_YN 0.8423593652 0.834937492 1.061059e-01 0.1976058638
## HLORENT 0.3292708788 0.337263645 2.943664e-02 0.1164555522
## HMCAID 0.9115192999 0.928675732 8.810668e-03 -0.0161447933
## HNUMFAM 0.8074774810 0.823485264 5.950221e-02 0.1467798938
## HOIVAL 0.0258749664 0.027367406 9.388708e-04 0.0018945485
## HOI_YN 0.9729499680 0.979476043 6.751852e-02 0.1220455346
## HOTHVAL 0.2693320684 0.277724866 -2.815897e-03 -0.0194823299
## HPAWVAL 0.0388768356 0.028389030 4.974037e-02 0.1786950299
## HPAW_YN 0.9777072391 0.986329528 6.297776e-02 0.1058879941
## HPCTCUT 0.7089074755 0.741506688 -3.281932e-02 -0.0554073560
## HPENVAL 0.0992810423 0.099044096 -8.228177e-03 -0.0192309236
## HPEN_YN 0.9384145531 0.946717596 7.214678e-02 0.1365375802
## HPRES_MORT 0.5863787008 0.587951583 1.631384e-02 -0.0236344220
## HPRIV 0.7371614235 0.721572034 1.271708e-01 0.2477054172
## HPROP_VAL 0.3319646096 0.340874390 -1.850462e-02 -0.0422391624
## HPUB 0.8012247580 0.829342508 -3.391255e-03 0.0005185376
## HPUBLIC 0.3499323164 0.351709612 5.490144e-02 0.1598817600
## HRECORD NA NA NA NA
## HRNTVAL 0.0461092019 0.046971808 -4.241019e-03 -0.0065886615
## HRNT_YN 0.9543704553 0.960101000 7.303654e-02 0.1315163995
## HRNUMWIC 0.0824726623 0.077168544 6.435423e-02 0.2467860371
## HRWICYN 0.4251234871 0.458182901 1.926466e-02 0.1213037536
## HSEVAL 0.0847676711 0.087764007 -7.335310e-03 -0.0086583696
## HSSIVAL 0.0976589324 0.077395847 8.550036e-02 0.1431889798
## HSSI_YN 0.9661409075 0.978215680 5.023631e-02 0.0940274707
## HSSVAL 0.3126580310 0.297987680 2.706473e-02 -0.0051627620
## HSS_YN 0.8793675654 0.898045431 4.476566e-02 0.1185515225
## HSUP_WGT 0.6785501804 0.683959173 3.402556e-02 0.0625071587
## HSURVAL 0.0515947943 0.051123327 -1.712321e-03 -0.0059775191
## HSUR_YN 0.9726935676 0.980191177 6.850697e-02 0.1248999406
## HTOP5PCT 0.9627894627 0.968692866 7.284745e-02 0.1303179134
## HTOTVAL 0.4363150575 0.458077981 -3.057201e-02 -0.0541202779
## HUCVAL 0.0540534858 0.056161917 7.148615e-03 0.0126418101
## HUNDER15 0.3031709321 0.304013629 4.713674e-02 0.2410180610
## HUNDER18 0.3261513911 0.330769986 4.971195e-02 0.2426255851
## HUNITS 0.5690699212 0.570929372 5.334715e-02 0.1145814403
## HVETVAL 0.0760557874 0.082033890 -5.384500e-03 -0.0060480539
## HVET_YN 0.9692980223 0.975423642 7.025535e-02 0.1258934548
## HWCVAL 0.0300202377 0.031706379 -1.008058e-04 -0.0009632472
## HWSVAL 0.3692106663 0.390066967 -3.226977e-02 -0.0519047145
## H_SEQ 0.0341906122 0.039629993 -2.344292e-02 -0.0003486542
## I_CHCAREVAL 0.0890561216 0.091500321 4.732666e-03 0.0375943719
## I_HENGAS 0.3285349666 0.334351315 1.563225e-02 0.0414119358
## I_HENGVA 0.0635610257 -0.028620623 4.145074e-01 0.1305862936
## I_HFDVAL 0.0936812575 0.074894376 1.072620e-01 0.3312205213
## I_HFLUNC 0.1360701179 0.142371015 1.117412e-02 0.1036096785
## I_HFLUNN 0.0985760848 0.100165064 1.996309e-02 0.1503779081
## I_HFOODM 0.0932666451 0.074512437 1.076539e-01 0.3280568204
## I_HFOODN 0.0824841725 0.063054966 1.109038e-01 0.3462077918
## I_HFOODS 0.3069695870 0.313001525 1.553465e-02 0.0399504581
## I_HHOTLU 0.1675037408 0.177947914 6.015683e-03 0.0837094582
## I_HHOTNO 0.1349316446 0.141272947 1.111633e-02 0.1038268942
## I_HLOREN 0.1591580326 0.163535071 1.061269e-02 0.0496829973
## I_HPUBLI 0.1675063224 0.170904215 1.481447e-02 0.0643712971
## I_HUNITS 0.3193627986 0.325441079 1.601943e-02 0.0408614502
## I_PROPVAL 0.3216789224 0.324768799 8.895547e-03 0.0017123193
## NOW_HCOV 0.8019198504 0.811136851 5.497053e-02 0.1149141134
## NOW_HMCAID 0.9137940390 0.931245938 1.013544e-02 -0.0141394689
## NOW_HPRIV 0.7394217729 0.724051530 1.260361e-01 0.2448806380
## NOW_HPUB 0.8015392587 0.830065741 -2.140464e-03 0.0025925562
## THCHCARE_VAL 0.0282971154 0.028846297 -3.763536e-03 -0.0063973177
## THPROP_VAL 0.0389288735 0.040164402 -4.754933e-03 -0.0040828447
## GTCBSA 0.0301962541 0.035624195 -1.952336e-02 -0.0115431319
## GTCO 0.0108635660 0.014028238 -1.020669e-02 0.0020368563
## GTCBSAST -0.0272965722 -0.032111329 1.121721e-02 -0.0006907381
## GTCBSASZ 0.0317159737 0.038275297 -2.127889e-02 -0.0146953155
## GTCSA 0.0173939615 0.019847302 -8.746100e-03 -0.0131150434
## GTMETSTA -0.0387690601 -0.046311617 2.421285e-02 0.0100948591
## GTINDVPC -0.0004062188 0.001693064 -9.256057e-03 -0.0025138577
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## HFINVAL HFIN_YN HFLUNCH HFLUNNO
## H_IDNUM 0.0021857108 0.0045436826 0.0023947601 0.0059147913
## GEREG -0.0057036878 0.0295213819 0.0028366721 0.0345790943
## GESTFIPS -0.0052941684 -0.0224080508 0.0123504522 -0.0131359607
## GEDIV -0.0041986317 0.0346868252 0.0083455333 0.0395613289
## HRHTYPE 0.0492823362 0.5938677904 -0.0286062030 0.0257839129
## HEFAMINC 0.0112130060 0.8680450325 0.2813628464 0.1075845590
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 0.0363583178 0.5641437031 0.1332848852 0.1503499601
## H_HHNUM 0.0203577774 -0.0444888474 -0.0136040629 -0.0012215850
## H_LIVQRT -0.0056469799 -0.0746107564 -0.0151540079 0.0220458856
## H_RESPNM 0.0136546598 0.5351643055 0.1809008331 0.1350073015
## H_TELHHD 0.0215845018 0.7358197577 0.1904791970 0.1319718554
## H_TELAVL -0.0006461591 0.0575057275 0.0015806590 0.0152823233
## H_TELINT 0.0194793271 0.5623057282 0.1662786795 0.1013172606
## H1TENURE 0.0018491152 0.0223683306 0.0097220238 0.0121673870
## H1LIVQRT -0.0043163300 -0.1414390353 -0.0373833735 -0.0251392957
## H1TELHHD 0.0051246515 0.0990029570 0.0236305215 0.0114430088
## H1TELAVL -0.0013463030 0.0225323475 -0.0033356659 -0.0006059677
## H1TELINT NA NA NA NA
## H_NUMPER 0.0142200681 0.7120308918 0.5223637351 0.4310353304
## H_HHTYPE -0.0277642748 -0.9127302327 -0.2430975786 -0.1617055033
## H_TYPEBC -0.0102808993 -0.3379770476 -0.0900171803 -0.0598783152
## H_MIS 0.0016633626 0.0109868394 0.0021731699 -0.0003887491
## HANNVAL -0.0016008116 0.0459277112 -0.0113134146 -0.0110284447
## HANN_YN 0.0309809450 0.9839349186 0.2706677422 0.1805123424
## HCHCARE_VAL -0.0001212533 0.1040636961 0.1277547278 0.0251844129
## HCHCARE_YN -0.0021089787 0.3455850179 0.5548553986 0.4356027980
## HCOV 0.0261737900 0.8202508347 0.2222195050 0.1889663960
## HCSPVAL -0.0018670174 0.0679713233 0.1239317082 0.0921573104
## HCSP_YN 0.0306492968 0.9820485424 0.2355022561 0.1495127871
## HDISVAL -0.0012592557 0.0508034988 0.0100707787 -0.0007131691
## HDIS_YN 0.0303997198 0.9867145273 0.2644480062 0.1755079703
## HDIVVAL -0.0004013243 0.0577559863 0.0075974564 -0.0137187224
## HDIV_YN 0.0296428795 0.9312448160 0.2503669014 0.1977474588
## HDSTVAL -0.0030962223 0.0766360557 -0.0315421577 -0.0230702777
## HDST_YN 0.0321681490 0.9689119989 0.2817759097 0.1881869750
## HEARNVAL -0.0026752365 0.3907898939 0.2261776815 0.0104274826
## HEDVAL 0.0864758184 0.0683645150 0.0254958116 0.0110701596
## HED_YN 0.0210346071 0.9772102368 0.2530240745 0.1663819502
## HENGAST 0.0299794099 0.9830541756 0.2606912365 0.1595126799
## HENGVAL 0.0013248512 0.0673564687 0.0296497974 0.0917006954
## HFDVAL 0.0104203799 0.1179572075 0.1268427421 0.3316939452
## HFINVAL 1.0000000000 -0.0138943004 -0.0037925711 -0.0012466582
## HFIN_YN -0.0138943004 1.0000000000 0.2645376779 0.1744797571
## HFLUNCH -0.0037925711 0.2645376779 1.0000000000 0.3751563098
## HFLUNNO -0.0012466582 0.1744797571 0.3751563098 1.0000000000
## HFOODMO 0.0063843988 0.1641587901 0.0908089903 0.2506712230
## HFOODNO 0.0042673309 0.1372633958 0.1530083494 0.4028998045
## HFOODSP 0.0289523104 0.9647937608 0.2437859879 0.1121885001
## HFRVAL -0.0009826484 0.0270216219 0.0166950431 -0.0056371095
## HH5TO18 -0.0031134603 0.3147041600 0.6472972655 0.6038267581
## HHINC 0.0250791472 0.7549433969 0.2824724586 0.0604033576
## HHOTLUN -0.0013486744 0.3381381647 0.4579165496 0.3046004265
## HHOTNO -0.0029769321 0.2454665893 0.8035988961 0.7604072052
## HHSTATUS 0.0570687727 0.7917925962 0.0532402975 0.0356148215
## HH_HI_UNIV 0.0244494141 0.7085356315 0.1898483273 0.1197056982
## HINC_FR 0.0300321764 0.9884192773 0.2619601019 0.1752626242
## HINC_SE 0.0297526687 0.9626316633 0.2478391411 0.1654137623
## HINC_UC 0.0303889350 0.9852938318 0.2610016907 0.1712460686
## HINC_WC 0.0303279673 0.9912281493 0.2638123237 0.1750320915
## HINC_WS 0.0310764117 0.8532629602 0.1279208221 0.1042772865
## HINTVAL -0.0046386799 0.1654871512 0.0530114057 -0.0321085288
## HINT_YN 0.0290582215 0.8483982048 0.2194915582 0.2233640226
## HLORENT 0.0461235021 0.3341409308 0.0679579527 0.1337262585
## HMCAID 0.0270269746 0.9229513403 0.2057792793 0.0496607578
## HNUMFAM 0.0546150952 0.8232797587 0.2395592034 0.1960053812
## HOIVAL 0.0025496606 0.0269900948 0.0162444032 0.0054161123
## HOI_YN 0.0290254461 0.9852754031 0.2601624885 0.1733972710
## HOTHVAL 0.0659592603 0.2741829404 -0.0136782621 -0.0414275104
## HPAWVAL -0.0011246791 0.0406589814 0.0506563434 0.1088160002
## HPAW_YN 0.0303894929 0.9906080667 0.2596906847 0.1648664366
## HPCTCUT 0.0245616499 0.7304603330 0.2802164152 0.0473305624
## HPENVAL -0.0047596835 0.0975048548 -0.0357437516 -0.0270784142
## HPEN_YN 0.0336050395 0.9528560069 0.2904857474 0.1947490722
## HPRES_MORT -0.0074445869 0.5899916853 0.1225975436 0.0292611091
## HPRIV 0.0178808405 0.7414377222 0.1688563199 0.2401182434
## HPROP_VAL -0.0030375470 0.3369770806 0.1079888668 -0.0149712771
## HPUB 0.0340942670 0.8197398530 0.2941765853 0.1005451093
## HPUBLIC 0.0459326184 0.3545547088 0.0693132377 0.1475434543
## HRECORD NA NA NA NA
## HRNTVAL -0.0009855338 0.0463060129 0.0096738361 -0.0102939306
## HRNT_YN 0.0311400850 0.9666650144 0.2618692938 0.1836323745
## HRNUMWIC 0.0006939839 0.0877760513 0.0929224701 0.1706609644
## HRWICYN 0.0291308824 0.4540140944 0.4133115771 0.2853926261
## HSEVAL -0.0014988956 0.0863249205 0.0394468683 0.0094351056
## HSSIVAL 0.0013615198 0.0952507969 0.0141615408 0.0576928191
## HSSI_YN 0.0301258196 0.9796909553 0.2642150420 0.1667516440
## HSSVAL -0.0105422160 0.3050286172 -0.0864094946 -0.0492567394
## HSS_YN 0.0377309206 0.8971732170 0.3260515047 0.2090669556
## HSUP_WGT 0.0313175296 0.6854036841 0.0689566223 0.0670072042
## HSURVAL -0.0023156775 0.0511752411 -0.0057364874 -0.0099547790
## HSUR_YN 0.0307188130 0.9857980654 0.2668881517 0.1782202181
## HTOP5PCT 0.0298305286 0.9751208903 0.2537502447 0.1826049865
## HTOTVAL 0.0215097054 0.4498223555 0.1978647975 -0.0056657571
## HUCVAL 0.0014030620 0.0556053574 0.0148179471 0.0233843861
## HUNDER15 -0.0025141848 0.3100211378 0.5383398824 0.5121792215
## HUNDER18 -0.0031159874 0.3371318823 0.6000923713 0.5621464969
## HUNITS 0.0455182530 0.5745163207 0.0872288159 0.0931357727
## HVETVAL -0.0028003848 0.0812856294 0.0112538056 -0.0005784467
## HVET_YN 0.0309834427 0.9812767097 0.2641055407 0.1772227717
## HWCVAL -0.0010403072 0.0315241560 0.0067167403 0.0067945114
## HWSVAL -0.0023751562 0.3823945371 0.2235628503 0.0089914921
## H_SEQ -0.0040068212 0.0352237015 0.0067795354 0.0398125651
## I_CHCAREVAL 0.0024108554 0.0901261298 0.1259087296 0.0841213379
## I_HENGAS 0.0126937847 0.3327431962 0.0916254640 0.0525490093
## I_HENGVA 0.0033336219 0.0621242810 0.0193773987 0.0626406869
## I_HFDVAL 0.0020770191 0.0941031097 0.0584146518 0.1398399610
## I_HFLUNC 0.0018379565 0.1425199711 0.4835996651 0.2989448063
## I_HFLUNN 0.0006002352 0.1029888728 0.2221717169 0.4359931574
## I_HFOODM 0.0016956886 0.0937890919 0.0583218600 0.1387068620
## I_HFOODN 0.0022250472 0.0837526006 0.0502720865 0.1144241570
## I_HFOODS 0.0133034627 0.3113205107 0.0846426458 0.0448467621
## I_HHOTLU 0.0020070287 0.1765028883 0.3619960236 0.2219536112
## I_HHOTNO 0.0019778980 0.1413435903 0.4800527613 0.2963332267
## I_HLOREN 0.0191740851 0.1616432385 0.0365611414 0.0460473175
## I_HPUBLI 0.0200710387 0.1698112583 0.0356404843 0.0493642456
## I_HUNITS 0.0128694648 0.3239818530 0.0913494404 0.0516302471
## I_PROPVAL -0.0019525487 0.3239898228 0.0886655884 0.0366826033
## NOW_HCOV 0.0257459028 0.8129453542 0.2237598711 0.1911289908
## NOW_HMCAID 0.0276874270 0.9254698151 0.2076032220 0.0528453243
## NOW_HPRIV 0.0176447718 0.7436075886 0.1683013046 0.2388899030
## NOW_HPUB 0.0349297459 0.8203876345 0.2969716968 0.1045390200
## THCHCARE_VAL -0.0012822963 0.0277428162 0.0214065922 -0.0030729256
## THPROP_VAL -0.0005565713 0.0392414768 0.0077778093 -0.0044861860
## GTCBSA 0.0160181468 0.0320453240 -0.0148849842 -0.0180882330
## GTCO 0.0080907453 0.0129390581 -0.0060387409 0.0036684957
## GTCBSAST -0.0181080957 -0.0278510523 0.0230942744 0.0017466761
## GTCBSASZ 0.0165217013 0.0333210582 -0.0139920315 -0.0147781156
## GTCSA 0.0105840764 0.0182171720 -0.0268245437 -0.0187848507
## GTMETSTA -0.0131147901 -0.0407137247 0.0007384839 0.0130377767
## GTINDVPC 0.0126564786 -0.0009536593 -0.0249486940 -0.0008592967
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## HFOODMO HFOODNO HFOODSP HFRVAL
## H_IDNUM -0.0010100884 0.0008672399 0.0040107913 -8.844821e-04
## GEREG -0.0141549174 0.0029158036 0.0333234298 -5.218029e-03
## GESTFIPS 0.0012555430 -0.0005191659 -0.0240087769 5.454242e-03
## GEDIV -0.0150069851 0.0034188205 0.0385501050 -2.904444e-03
## HRHTYPE 0.1964656918 0.1054286397 0.5623660615 -8.444722e-03
## HEFAMINC -0.0042753655 0.0132905557 0.8799433046 3.162168e-02
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 0.2031961884 0.1667592753 0.5275697974 3.297967e-03
## H_HHNUM -0.0004395570 0.0067829203 -0.0438898851 -7.180766e-03
## H_LIVQRT 0.0315523972 0.0344554289 -0.0845235281 -3.941562e-03
## H_RESPNM 0.0942379420 0.0931477068 0.5202359880 1.655652e-02
## H_TELHHD 0.1334452171 0.1083186403 0.7154151896 1.905206e-02
## H_TELAVL 0.0272189852 0.0138093686 0.0523638693 3.279523e-03
## H_TELINT 0.0855938458 0.0805947539 0.5504405317 1.329542e-02
## H1TENURE 0.0111442878 0.0056249393 0.0207859984 -1.374821e-03
## H1LIVQRT -0.0238126824 -0.0201627300 -0.1379491961 -3.295701e-03
## H1TELHHD 0.0209505991 0.0116598420 0.0968215476 2.007729e-03
## H1TELAVL 0.0072991598 0.0024590934 0.0207606039 -1.197406e-03
## H1TELINT NA NA NA NA
## H_NUMPER 0.1609843378 0.2484046641 0.6811960658 2.614758e-02
## H_HHTYPE -0.1564311251 -0.1308084840 -0.8895727834 -2.469363e-02
## H_TYPEBC -0.0579252532 -0.0484373845 -0.3294020207 -9.143865e-03
## H_MIS -0.0010217708 -0.0017507384 0.0120117614 -3.381464e-05
## HANNVAL -0.0099550862 -0.0078215507 0.0483542243 2.205743e-03
## HANN_YN 0.1735770651 0.1455837795 0.9579631271 2.595126e-02
## HCHCARE_VAL -0.0103840311 0.0042655442 0.1074796277 3.823794e-03
## HCHCARE_YN 0.1499020834 0.2363660490 0.3105980214 1.439834e-02
## HCOV 0.1511084092 0.1341424507 0.7976026754 2.143289e-02
## HCSPVAL 0.0483473477 0.0673368805 0.0558921152 -2.353523e-03
## HCSP_YN 0.1548635897 0.1206805937 0.9608384631 2.767930e-02
## HDISVAL 0.0115005976 0.0072383266 0.0480100693 -2.393226e-03
## HDIS_YN 0.1661788895 0.1397479162 0.9625437604 2.734174e-02
## HDIVVAL -0.0170919126 -0.0136998943 0.0626881886 6.188190e-03
## HDIV_YN 0.2003631078 0.1657507423 0.8978240625 2.203385e-02
## HDSTVAL -0.0202457444 -0.0178956907 0.0820515442 4.929804e-03
## HDST_YN 0.1800929077 0.1513167730 0.9413359533 2.275883e-02
## HEARNVAL -0.0778859587 -0.0524957632 0.4136106982 5.996404e-02
## HEDVAL 0.0049673347 0.0107388540 0.0771576664 2.172389e-04
## HED_YN 0.1650442363 0.1338693516 0.9515395561 2.740398e-02
## HENGAST 0.1167640413 0.1005850586 0.9706425993 2.748693e-02
## HENGVAL 0.2382335326 0.1909531528 0.0113547281 -1.626764e-03
## HFDVAL 0.7271470190 0.7464878065 -0.0488492031 -5.217601e-03
## HFINVAL 0.0063843988 0.0042673309 0.0289523104 -9.826484e-04
## HFIN_YN 0.1641587901 0.1372633958 0.9647937608 2.702162e-02
## HFLUNCH 0.0908089903 0.1530083494 0.2437859879 1.669504e-02
## HFLUNNO 0.2506712230 0.4028998045 0.1121885001 -5.637109e-03
## HFOODMO 1.0000000000 0.7555485492 -0.0669821977 -7.284552e-03
## HFOODNO 0.7555485492 1.0000000000 -0.0560108465 -5.389718e-03
## HFOODSP -0.0669821977 -0.0560108465 1.0000000000 2.924115e-02
## HFRVAL -0.0072845522 -0.0053897177 0.0292411513 1.000000e+00
## HH5TO18 0.1390102148 0.2641879321 0.2819304443 1.356552e-02
## HHINC -0.0774706749 -0.0451892126 0.7832232706 4.353170e-02
## HHOTLUN 0.0829671408 0.1487543862 0.3200098185 1.259623e-02
## HHOTNO 0.1745746619 0.3041760318 0.2030657333 9.933367e-03
## HHSTATUS 0.1449693160 0.0753124247 0.7757414179 8.809532e-03
## HH_HI_UNIV 0.1191545042 0.0998400244 0.6928091858 2.152812e-02
## HINC_FR 0.1709213387 0.1422593204 0.9629718654 -1.235682e-02
## HINC_SE 0.1719839443 0.1398083569 0.9365500869 1.743956e-02
## HINC_UC 0.1670430620 0.1372348836 0.9610946317 2.734084e-02
## HINC_WC 0.1704553310 0.1423664683 0.9659402583 2.709959e-02
## HINC_WS 0.2179479366 0.1429191813 0.8166314742 2.840075e-02
## HINTVAL -0.0462601978 -0.0385421417 0.1778533785 7.471877e-03
## HINT_YN 0.2692485037 0.2199929446 0.7972887621 1.866511e-02
## HLORENT 0.1381708492 0.1294223677 0.3114611551 -1.009803e-02
## HMCAID -0.0037184392 -0.0125855816 0.9389240556 3.022747e-02
## HNUMFAM 0.1759935631 0.1689833257 0.7977007633 1.785901e-02
## HOIVAL -0.0024050432 0.0011588096 0.0279481722 -1.016086e-03
## HOI_YN 0.1701915071 0.1402417044 0.9599606334 2.705341e-02
## HOTHVAL -0.0161854590 -0.0221636291 0.2837700260 1.074749e-02
## HPAWVAL 0.1516638014 0.1573456186 0.0042825154 -2.141849e-03
## HPAW_YN 0.1515205332 0.1241589792 0.9700384439 2.719338e-02
## HPCTCUT -0.0819013477 -0.0497259657 0.7594929870 4.896082e-02
## HPENVAL -0.0233431171 -0.0210094343 0.1036844343 -1.442855e-03
## HPEN_YN 0.1841952732 0.1558253109 0.9242866322 2.718075e-02
## HPRES_MORT -0.0190082408 -0.0174203102 0.5996692394 3.585598e-02
## HPRIV 0.3364123301 0.2756051991 0.6719782033 8.338971e-03
## HPROP_VAL -0.0595176338 -0.0461924192 0.3547434756 1.987381e-02
## HPUB -0.0047945188 0.0048443001 0.8356020312 2.623095e-02
## HPUBLIC 0.2050163497 0.1734864398 0.3162796396 -1.130600e-02
## HRECORD NA NA NA NA
## HRNTVAL -0.0078599167 -0.0088587011 0.0486693399 8.940596e-03
## HRNT_YN 0.1801037648 0.1509861672 0.9387969647 2.292576e-02
## HRNUMWIC 0.2045675213 0.2988783525 0.0356676868 -4.311877e-03
## HRWICYN 0.0921959268 0.1427639575 0.4399761465 1.174882e-02
## HSEVAL -0.0157061980 -0.0085606964 0.0908110438 2.391664e-02
## HSSIVAL 0.2281168329 0.1513327913 0.0425929580 -1.276817e-03
## HSSI_YN 0.1175890968 0.1104456078 0.9668148059 2.751794e-02
## HSSVAL 0.0269179990 -0.0042378527 0.3005202712 1.258100e-02
## HSS_YN 0.1322629713 0.1363095991 0.8809831250 2.566579e-02
## HSUP_WGT 0.0987497913 0.0713314508 0.6741911369 6.737782e-03
## HSURVAL -0.0048488000 -0.0059459589 0.0524226776 1.647636e-03
## HSUR_YN 0.1701311726 0.1430427336 0.9605891141 2.740248e-02
## HTOP5PCT 0.1785672255 0.1491452619 0.9477900825 1.710630e-02
## HTOTVAL -0.0757104027 -0.0551089156 0.4737618073 5.766794e-02
## HUCVAL 0.0133925528 0.0205015169 0.0527257304 -1.935590e-03
## HUNDER15 0.1587166804 0.2980758490 0.2726520237 1.403694e-02
## HUNDER18 0.1597298218 0.3011587135 0.2995784835 1.391431e-02
## HUNITS 0.1790997538 0.1216900224 0.5457088771 -3.012688e-06
## HVETVAL -0.0067467550 -0.0062694460 0.0831029905 -2.061243e-03
## HVET_YN 0.1722254572 0.1443903611 0.9556407893 2.719897e-02
## HWCVAL -0.0021928066 -0.0010003389 0.0325657330 -1.565688e-03
## HWSVAL -0.0764364923 -0.0519358683 0.4048113258 1.617998e-03
## H_SEQ -0.0159067956 0.0021860783 0.0392880429 -4.940448e-03
## I_CHCAREVAL 0.0215750484 0.0452732856 0.0864667481 4.510025e-03
## I_HENGAS 0.0552685135 0.0464783594 0.3266478286 1.167101e-02
## I_HENGVA 0.1900993096 0.1476108898 0.0167435665 -2.116319e-03
## I_HFDVAL 0.4942188193 0.4410522500 -0.0381880496 -4.984445e-03
## I_HFLUNC 0.0811779634 0.1178412538 0.1248008424 2.555827e-03
## I_HFLUNN 0.1251938998 0.1670541234 0.0733329480 -4.798500e-03
## I_HFOODM 0.4912117942 0.4387972874 -0.0380178319 -4.961469e-03
## I_HFOODN 0.4657670919 0.3940193511 -0.0337878649 -4.365447e-03
## I_HFOODS 0.0520100726 0.0440440825 0.3058410536 1.202074e-02
## I_HHOTLU 0.0629823305 0.0963764960 0.1636324799 6.653338e-03
## I_HHOTNO 0.0812439708 0.1179157430 0.1236646263 2.695313e-03
## I_HLOREN 0.0632501750 0.0532548300 0.1514526729 -2.577778e-03
## I_HPUBLI 0.0829850447 0.0663415189 0.1555344162 -3.304667e-03
## I_HUNITS 0.0536675354 0.0464033336 0.3179392075 1.224951e-02
## I_PROPVAL 0.0032673936 0.0053310316 0.3276081645 2.684784e-02
## NOW_HCOV 0.1497594785 0.1349322158 0.7904232614 2.157654e-02
## NOW_HMCAID -0.0006451377 -0.0092115452 0.9405399049 3.016640e-02
## NOW_HPRIV 0.3319438712 0.2730994585 0.6751797467 8.841169e-03
## NOW_HPUB -0.0021320198 0.0083320982 0.8354266621 2.615188e-02
## THCHCARE_VAL -0.0090221798 -0.0059216428 0.0303633142 -1.458744e-03
## THPROP_VAL -0.0080531057 -0.0056472834 0.0416293251 1.337108e-03
## GTCBSA -0.0122039887 -0.0217368171 0.0373438871 -3.076438e-02
## GTCO 0.0047056871 -0.0001059350 0.0120698944 -1.043697e-02
## GTCBSAST -0.0008561707 0.0106117691 -0.0311484305 2.107631e-02
## GTCBSASZ -0.0116984635 -0.0262144072 0.0396029248 -3.146082e-02
## GTCSA -0.0038944911 -0.0188386432 0.0215977336 -1.658047e-02
## GTMETSTA 0.0122467492 0.0184274655 -0.0467947734 3.563896e-02
## GTINDVPC 0.0016552335 -0.0090701776 0.0004019136 -8.539692e-03
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## HH5TO18 HHINC HHOTLUN HHOTNO
## H_IDNUM 0.0026012190 0.0019085307 6.341074e-05 0.0042217162
## GEREG 0.0251474989 0.0153295837 2.157437e-02 0.0186482956
## GESTFIPS 0.0056675469 -0.0163177760 2.861532e-04 0.0059962902
## GEDIV 0.0305251692 0.0214851029 2.540799e-02 0.0249055495
## HRHTYPE -0.0413193396 0.2191997636 -4.534655e-02 -0.0130219477
## HEFAMINC 0.3305747651 0.8699326516 3.728187e-01 0.2295206838
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 0.1623543528 0.3264290955 1.627622e-01 0.1487088548
## H_HHNUM -0.0164802480 -0.0490137952 -1.926123e-02 -0.0088023636
## H_LIVQRT -0.0218560415 -0.1136820583 -3.143407e-02 -0.0022618651
## H_RESPNM 0.2203072039 0.4383968056 2.251596e-01 0.1765621292
## H_TELHHD 0.2285827673 0.5429866939 2.441600e-01 0.1796272876
## H_TELAVL 0.0067958203 0.0045029691 4.872216e-03 0.0069975140
## H_TELINT 0.1982706785 0.4615924262 2.131640e-01 0.1519333802
## H1TENURE 0.0107139345 0.0157260353 8.720298e-03 0.0107604215
## H1LIVQRT -0.0448448779 -0.1074919325 -4.810732e-02 -0.0349797334
## H1TELHHD 0.0259527901 0.0679995978 2.969011e-02 0.0184659850
## H1TELAVL -0.0005093428 0.0100400092 -1.562990e-03 -0.0015753670
## H1TELINT NA NA NA NA
## H_NUMPER 0.7256402151 0.6988901730 6.507867e-01 0.5736980930
## H_HHTYPE -0.2893149399 -0.6925887213 -3.106333e-01 -0.2260590272
## H_TYPEBC -0.1071311169 -0.2564603241 -1.150251e-01 -0.0837079346
## H_MIS 0.0014812684 0.0101162433 2.921138e-03 -0.0001134343
## HANNVAL -0.0165807523 0.0668490389 -1.455977e-02 -0.0133192426
## HANN_YN 0.3222309721 0.7435763117 3.453398e-01 0.2519740970
## HCHCARE_VAL 0.1270666383 0.1658742854 1.572874e-01 0.0878395196
## HCHCARE_YN 0.7155026967 0.3420174238 6.698980e-01 0.5772570433
## HCOV 0.2752367290 0.5711261527 2.858416e-01 0.2242574650
## HCSPVAL 0.1508660723 0.0651991415 1.434253e-01 0.1223284013
## HCSP_YN 0.2821734792 0.7457180274 3.070987e-01 0.2154143049
## HDISVAL 0.0066021094 0.0608682156 1.239379e-02 0.0045688230
## HDIS_YN 0.3151492563 0.7481274028 3.375846e-01 0.2461163564
## HDIVVAL 0.0094538050 0.1009392091 2.044352e-02 -0.0024792679
## HDIV_YN 0.3004874112 0.6393799154 3.141083e-01 0.2471168687
## HDSTVAL -0.0372015811 0.1213256410 -3.819345e-02 -0.0307444339
## HDST_YN 0.3359118088 0.7249902735 3.594704e-01 0.2627005827
## HEARNVAL 0.2706371252 0.6311114017 3.213034e-01 0.1542320072
## HEDVAL 0.0390772695 0.0997833192 5.332237e-02 0.0187307737
## HED_YN 0.2994409431 0.7331405467 3.199986e-01 0.2350863688
## HENGAST 0.3080211210 0.7659190948 3.358759e-01 0.2357686991
## HENGVAL 0.0478212405 -0.0312735881 2.213716e-02 0.0636096951
## HFDVAL 0.2121012832 -0.0519433967 1.219071e-01 0.2473382181
## HFINVAL -0.0031134603 0.0250791472 -1.348674e-03 -0.0029769321
## HFIN_YN 0.3147041600 0.7549433969 3.381382e-01 0.2454665893
## HFLUNCH 0.6472972655 0.2824724586 4.579165e-01 0.8035988961
## HFLUNNO 0.6038267581 0.0604033576 3.046004e-01 0.7604072052
## HFOODMO 0.1390102148 -0.0774706749 8.296714e-02 0.1745746619
## HFOODNO 0.2641879321 -0.0451892126 1.487544e-01 0.3041760318
## HFOODSP 0.2819304443 0.7832232706 3.200098e-01 0.2030657333
## HFRVAL 0.0135655221 0.0435317024 1.259623e-02 0.0099333674
## HH5TO18 1.0000000000 0.3273380112 7.873180e-01 0.7958176301
## HHINC 0.3273380112 1.0000000000 3.815707e-01 0.2106703322
## HHOTLUN 0.7873180199 0.3815707271 1.000000e+00 0.4258214759
## HHOTNO 0.7958176301 0.2106703322 4.258215e-01 1.0000000000
## HHSTATUS 0.0611469600 0.4992007578 6.827348e-02 0.0483790727
## HH_HI_UNIV 0.2210938113 0.5477913200 2.372011e-01 0.1712988224
## HINC_FR 0.3112677241 0.7459778753 3.342907e-01 0.2438929321
## HINC_SE 0.2898863472 0.7150195200 3.121563e-01 0.2301391274
## HINC_UC 0.3102670931 0.7451988585 3.329740e-01 0.2419565580
## HINC_WC 0.3143623655 0.7511727140 3.372573e-01 0.2453723405
## HINC_WS 0.1538704418 0.4880425540 1.626688e-01 0.1257672602
## HINTVAL 0.0549035903 0.2938733924 7.502147e-02 0.0191798908
## HINT_YN 0.2716516026 0.4914493957 2.727917e-01 0.2378229065
## HLORENT 0.0851653142 0.1414694836 7.877728e-02 0.0973090124
## HMCAID 0.2303572879 0.7846525415 2.754623e-01 0.1516406413
## HNUMFAM 0.2874129347 0.6615655846 2.985856e-01 0.2388916553
## HOIVAL 0.0194251350 0.0444173556 1.632360e-02 0.0161939433
## HOI_YN 0.3075363108 0.7423263826 3.302325e-01 0.2415469941
## HOTHVAL -0.0205766732 0.3463356781 -7.793193e-03 -0.0298792095
## HPAWVAL 0.0706400658 -0.0006239298 4.378880e-02 0.0862863488
## HPAW_YN 0.3081774194 0.7559755300 3.338201e-01 0.2375851894
## HPCTCUT 0.3257957248 0.9858519155 3.825630e-01 0.2038882147
## HPENVAL -0.0439401936 0.1365945624 -4.164110e-02 -0.0364125638
## HPEN_YN 0.3466396808 0.7133581114 3.689790e-01 0.2717503398
## HPRES_MORT 0.1393836787 0.5071035313 1.626208e-01 0.0915655024
## HPRIV 0.2228914851 0.3431929538 2.038398e-01 0.2131771576
## HPROP_VAL 0.1457761107 0.4349511342 1.763696e-01 0.0682423847
## HPUB 0.3361594668 0.7894843013 3.889832e-01 0.2313434869
## HPUBLIC 0.0883119699 0.1198877302 7.772929e-02 0.1045219890
## HRECORD NA NA NA NA
## HRNTVAL 0.0147304143 0.0799790870 1.948301e-02 0.0009345861
## HRNT_YN 0.3112307931 0.7095950267 3.314805e-01 0.2478788278
## HRNUMWIC 0.1179162136 0.0196730576 9.140853e-02 0.1319199322
## HRWICYN 0.5157914699 0.4833557823 5.224141e-01 0.4018555018
## HSEVAL 0.0592613176 0.1338351199 6.447988e-02 0.0328048267
## HSSIVAL 0.0247558063 -0.0019780391 1.461890e-02 0.0331398434
## HSSI_YN 0.3133951198 0.7618667646 3.384827e-01 0.2421011818
## HSSVAL -0.1092560815 0.1991639123 -1.112981e-01 -0.0805051965
## HSS_YN 0.3919543581 0.7446283416 4.177740e-01 0.3024850447
## HSUP_WGT 0.0948561627 0.5102570386 1.078506e-01 0.0703730917
## HSURVAL -0.0120142079 0.0616024067 -1.008477e-02 -0.0097702423
## HSUR_YN 0.3182575983 0.7487878576 3.414789e-01 0.2488151506
## HTOP5PCT 0.3002770807 0.7113827898 3.187116e-01 0.2415675082
## HTOTVAL 0.2352328994 0.6914822496 2.853011e-01 0.1274756785
## HUCVAL 0.0262269013 0.0597270350 3.043608e-02 0.0184305115
## HUNDER15 0.7969594400 0.3132527355 6.265430e-01 0.6576476678
## HUNDER18 0.8941654779 0.3457287428 7.131253e-01 0.7270024385
## HUNITS 0.1039948183 0.3517740224 1.143929e-01 0.0912272555
## HVETVAL 0.0059795837 0.0966712276 9.306907e-03 0.0056386661
## HVET_YN 0.3156680317 0.7401833796 3.384430e-01 0.2464204848
## HWCVAL 0.0069080480 0.0410678737 1.147289e-02 0.0047395103
## HWSVAL 0.2652201847 0.6187799659 3.163515e-01 0.1512357170
## H_SEQ 0.0301589853 0.0220952793 2.586941e-02 0.0238593851
## I_CHCAREVAL 0.1584360728 0.1075181571 1.572484e-01 0.1214315737
## I_HENGAS 0.1015724787 0.2622848149 1.084296e-01 0.0784637386
## I_HENGVA 0.0300279227 -0.0295406334 1.498242e-02 0.0410248156
## I_HFDVAL 0.0853937131 -0.0278186111 5.600113e-02 0.1004448704
## I_HFLUNC 0.3471376184 0.1327802598 2.489050e-01 0.4318992849
## I_HFLUNN 0.2636564499 0.0425573448 1.803877e-01 0.3272629209
## I_HFOODM 0.0849334904 -0.0280415429 5.606460e-02 0.0996644986
## I_HFOODN 0.0729214465 -0.0283736209 4.836757e-02 0.0838300731
## I_HFOODS 0.0944615716 0.2458287216 9.997604e-02 0.0715065985
## I_HHOTLU 0.4175744394 0.1928338489 4.529987e-01 0.3219519330
## I_HHOTNO 0.3443877183 0.1323754631 2.468548e-01 0.4285023342
## I_HLOREN 0.0399980201 0.0845054808 3.923674e-02 0.0401331216
## I_HPUBLI 0.0400101615 0.0702025783 3.723075e-02 0.0415812958
## I_HUNITS 0.1030965238 0.2581418296 1.099193e-01 0.0784730067
## I_PROPVAL 0.1058204860 0.2830176913 1.152605e-01 0.0734547031
## NOW_HCOV 0.2757470063 0.5669906881 2.858534e-01 0.2261833324
## NOW_HMCAID 0.2326967020 0.7847291127 2.773599e-01 0.1541777660
## NOW_HPRIV 0.2211550182 0.3480246907 2.021370e-01 0.2123314111
## NOW_HPUB 0.3397207305 0.7887462195 3.920439e-01 0.2348994291
## THCHCARE_VAL 0.0262710354 0.0509743268 4.622899e-02 0.0076249177
## THPROP_VAL 0.0192592872 0.0618836017 2.465205e-02 0.0051989500
## GTCBSA -0.0022493303 0.0735158447 1.578793e-02 -0.0209331031
## GTCO -0.0029720958 0.0126431831 1.277680e-03 -0.0051393114
## GTCBSAST 0.0085828432 -0.0450728727 -4.232564e-03 0.0198381038
## GTCBSASZ 0.0023582964 0.0826587554 2.552052e-02 -0.0209862396
## GTCSA -0.0080285720 0.0627957026 1.082669e-02 -0.0283137414
## GTMETSTA -0.0090578027 -0.0815898054 -2.688492e-02 0.0103152968
## GTINDVPC -0.0185954631 0.0074224609 -1.415911e-02 -0.0184250083
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## HHSTATUS HH_HI_UNIV HINC_FR HINC_SE HINC_UC
## H_IDNUM 0.003636043 0.0003453217 0.003958969 0.003573724 0.003948224
## GEREG 0.016008144 0.0019655335 0.030796133 0.027708881 0.030466052
## GESTFIPS -0.025229596 -0.0176828983 -0.024452067 -0.021920877 -0.023650935
## GEDIV 0.017872269 0.0016782632 0.035741704 0.031883936 0.035021374
## HRHTYPE 0.880059550 0.4248804454 0.604609343 0.604043284 0.601447969
## HEFAMINC 0.626002215 0.6169141077 0.861073110 0.832160341 0.859906367
## H_MONTH NA NA NA NA NA
## H_YEAR NA NA NA NA NA
## H_TENURE 0.534400486 0.4057827423 0.570435187 0.560541253 0.567191257
## H_HHNUM -0.007161651 -0.0283549443 -0.041104564 -0.038595118 -0.041729843
## H_LIVQRT -0.063212545 -0.0531886446 -0.074245596 -0.070901465 -0.074921200
## H_RESPNM 0.389563115 0.4037791926 0.534586677 0.518522676 0.531637300
## H_TELHHD 0.599594402 0.5317875231 0.736130328 0.717670090 0.733710540
## H_TELAVL 0.061026791 0.0626449536 0.058701806 0.058455747 0.058760773
## H_TELINT 0.441258948 0.3705620180 0.562137959 0.545882239 0.559677770
## H1TENURE 0.019353549 0.0585260677 0.023069349 0.022974200 0.021909122
## H1LIVQRT -0.114048974 -0.1012701823 -0.141551614 -0.137724263 -0.140966549
## H1TELHHD 0.089973374 0.1315355574 0.100627425 0.097754923 0.099744848
## H1TELAVL 0.022754852 0.0266183463 0.022533190 0.022657969 0.022039891
## H1TELINT NA NA NA NA NA
## H_NUMPER 0.363182955 0.5226591075 0.707839012 0.674522867 0.704682110
## H_HHTYPE -0.736179831 -0.6555105932 -0.912719238 -0.888870873 -0.909694866
## H_TYPEBC -0.272601780 -0.2427305758 -0.337972976 -0.329142108 -0.336853074
## H_MIS 0.009963418 0.0018689409 0.011315563 0.009495592 0.010912736
## HANNVAL 0.032689566 0.0356062755 0.045426071 0.044848616 0.046190245
## HANN_YN 0.792543507 0.7059984810 0.984118582 0.957939843 0.980632583
## HCHCARE_VAL 0.018485297 0.0692378826 0.102255566 0.097722631 0.103635372
## HCHCARE_YN 0.066901940 0.2363232522 0.343759495 0.323302194 0.340894881
## HCOV 0.674508622 0.5977744064 0.821363621 0.791259868 0.818147774
## HCSPVAL 0.018182236 0.0494654966 0.067902022 0.064905050 0.066796034
## HCSP_YN 0.800526056 0.7057283779 0.981900861 0.956671965 0.978980417
## HDISVAL 0.034156818 0.0378721324 0.051140070 0.051407850 0.050599601
## HDIS_YN 0.795938113 0.7084380965 0.986751137 0.960534901 0.983673304
## HDIVVAL 0.033560199 0.0364081514 0.057000754 0.053555070 0.057844340
## HDIV_YN 0.762206576 0.6609789008 0.932948880 0.910923332 0.928701766
## HDSTVAL 0.043240853 0.0496498826 0.075570541 0.076531493 0.076854857
## HDST_YN 0.783782254 0.6954483994 0.969503459 0.942691229 0.965677012
## HEARNVAL 0.217750844 0.2864178823 0.381516860 0.355765734 0.385144421
## HEDVAL 0.076034871 0.0568851488 0.076935212 0.072283770 0.077088344
## HED_YN 0.789484532 0.6993510452 0.975597022 0.950748579 0.972610729
## HENGAST 0.789493446 0.7074314047 0.982538468 0.956263682 0.979568083
## HENGVAL 0.065880001 0.0439431053 0.068922562 0.069865341 0.067731291
## HFDVAL 0.068983860 0.0876716988 0.124176883 0.121664323 0.120989997
## HFINVAL 0.057068773 0.0244494141 0.030032176 0.029752669 0.030388935
## HFIN_YN 0.791792596 0.7085356315 0.988419277 0.962631663 0.985293832
## HFLUNCH 0.053240297 0.1898483273 0.261960102 0.247839141 0.261001691
## HFLUNNO 0.035614822 0.1197056982 0.175262624 0.165413762 0.171246069
## HFOODMO 0.144969316 0.1191545042 0.170921339 0.171983944 0.167043062
## HFOODNO 0.075312425 0.0998400244 0.142259320 0.139808357 0.137234884
## HFOODSP 0.775741418 0.6928091858 0.962971865 0.936550087 0.961094632
## HFRVAL 0.008809532 0.0215281175 -0.012356824 0.017439557 0.027340835
## HH5TO18 0.061146960 0.2210938113 0.311267724 0.289886347 0.310267093
## HHINC 0.499200758 0.5477913200 0.745977875 0.715019520 0.745198858
## HHOTLUN 0.068273484 0.2372011122 0.334290745 0.312156318 0.332973966
## HHOTNO 0.048379073 0.1712988224 0.243892932 0.230139127 0.241956558
## HHSTATUS 1.000000000 0.5726470967 0.798964455 0.785589246 0.796259543
## HH_HI_UNIV 0.572647097 1.0000000000 0.709222308 0.691479802 0.707351352
## HINC_FR 0.798964455 0.7092223081 1.000000000 0.968874477 0.985207805
## HINC_SE 0.785589246 0.6914798019 0.968874477 1.000000000 0.959351389
## HINC_UC 0.796259543 0.7073513518 0.985207805 0.959351389 1.000000000
## HINC_WC 0.799812163 0.7116762634 0.991203779 0.965052338 0.988255237
## HINC_WS 0.746629719 0.6115288272 0.856624271 0.830784033 0.856869998
## HINTVAL 0.082322673 0.1122273535 0.161356945 0.154062389 0.163098627
## HINT_YN 0.712555707 0.5896359478 0.851811756 0.832206675 0.848121794
## HLORENT 0.392007179 0.2453142463 0.343776688 0.340223776 0.340486816
## HMCAID 0.752525974 0.6623298361 0.920012802 0.897545588 0.919449155
## HNUMFAM 0.778476190 0.6141443495 0.827390906 0.803162522 0.823375581
## HOIVAL 0.016735594 0.0141746235 0.023679430 0.018982366 0.025511966
## HOI_YN 0.795744064 0.7078511202 0.985483562 0.961268705 0.982221526
## HOTHVAL 0.183038658 0.1934842502 0.273908953 0.269836578 0.273496425
## HPAWVAL 0.016552206 0.0303791534 0.041611365 0.041036860 0.040631356
## HPAW_YN 0.800292479 0.7109048684 0.990461335 0.964433189 0.987392234
## HPCTCUT 0.474637435 0.5309208724 0.720904266 0.689619136 0.721170755
## HPENVAL 0.062274198 0.0709414165 0.096479616 0.098518087 0.097544278
## HPEN_YN 0.771210675 0.6838422181 0.953476636 0.925688972 0.949629790
## HPRES_MORT 0.396262442 0.4258657999 0.582249256 0.564912210 0.583325112
## HPRIV 0.630199338 0.5347528013 0.746009167 0.724964842 0.741808586
## HPROP_VAL 0.184781548 0.2349810300 0.331687448 0.312014890 0.332103237
## HPUB 0.637135344 0.5944854458 0.817072068 0.789145397 0.815389964
## HPUBLIC 0.418448451 0.2581053238 0.365033085 0.362668609 0.361325689
## HRECORD NA NA NA NA NA
## HRNTVAL 0.026420553 0.0256781959 0.044194886 0.038847109 0.044213960
## HRNT_YN 0.786230467 0.6916178323 0.968208788 0.945847963 0.964241950
## HRNUMWIC 0.019718469 0.0603513354 0.089216239 0.085329866 0.086991680
## HRWICYN 0.239675056 0.3366496880 0.454908347 0.433499027 0.453048923
## HSEVAL 0.043525269 0.0641001677 0.082173211 -0.033538867 0.086392348
## HSSIVAL 0.085716124 0.0627830252 0.096539505 0.099940838 0.096816469
## HSSI_YN 0.787047228 0.7045897881 0.979334122 0.952441759 0.976080354
## HSSVAL 0.226638068 0.2241245152 0.303430877 0.307302831 0.304625115
## HSS_YN 0.709871507 0.6421609868 0.897573201 0.867393900 0.893926037
## HSUP_WGT 0.604409438 0.4976020138 0.688115952 0.673851122 0.684886691
## HSURVAL 0.054421242 0.0337034608 0.050839939 0.048933555 0.049100423
## HSUR_YN 0.791311757 0.7083578108 0.985687595 0.959543249 0.982473513
## HTOP5PCT 0.798521151 0.7000669384 0.976128711 0.952277838 0.972032268
## HTOTVAL 0.261613421 0.3269762691 0.441407530 0.416839292 0.444510982
## HUCVAL 0.038887548 0.0386561126 0.056690278 0.054186985 -0.025798384
## HUNDER15 0.057920884 0.2126121227 0.307966189 0.288490239 0.306692078
## HUNDER18 0.063617653 0.2335774464 0.334347916 0.312784980 0.333202033
## HUNITS 0.572477938 0.4096242578 0.581912633 0.572759964 0.579521118
## HVETVAL 0.054484726 0.0586503668 0.080938309 0.082604504 0.080749067
## HVET_YN 0.793349347 0.7047362026 0.981313125 0.955296781 0.978140396
## HWCVAL 0.022755102 0.0237200020 0.031674014 0.032140614 0.030214952
## HWSVAL 0.214417907 0.2799881486 0.375909791 0.373064407 0.376543569
## H_SEQ 0.017202577 0.0030770971 0.036449882 0.032116239 0.035580537
## I_CHCAREVAL 0.017519089 0.2007582324 0.089389273 0.084742773 0.090319272
## I_HENGAS 0.265100279 0.8632402811 0.333447559 0.326115249 0.332728686
## I_HENGVA 0.065973574 0.0691241487 0.064118152 0.065181383 0.063303099
## I_HFDVAL 0.077583190 0.1730494966 0.097744722 0.098530259 0.094887441
## I_HFLUNC 0.031443506 0.3500438981 0.142585182 0.134697808 0.142018047
## I_HFLUNN 0.022825360 0.2516895566 0.103804080 0.099302016 0.102434428
## I_HFOODM 0.076954396 0.1732985183 0.097370992 0.098169217 0.094428014
## I_HFOODN 0.071187821 0.2234063612 0.086103231 0.086963578 0.084731085
## I_HFOODS 0.249822677 0.8395726067 0.312400346 0.305855559 0.311404254
## I_HHOTLU 0.038677983 0.4373864871 0.175717968 0.165255641 0.174911510
## I_HHOTNO 0.030751063 0.3519794655 0.141348853 0.133631372 0.140874766
## I_HLOREN 0.188233935 0.4234987450 0.164759421 0.164748599 0.164448759
## I_HPUBLI 0.200995085 0.4454264368 0.173843016 0.174582089 0.172858028
## I_HUNITS 0.257360478 0.8481211453 0.324544981 0.317109706 0.323845512
## I_PROPVAL 0.208993307 0.6571968063 0.320750470 0.311117492 0.321331640
## NOW_HCOV 0.669466290 0.5927669564 0.814308062 0.784209920 0.809970307
## NOW_HMCAID 0.754235814 0.6639809347 0.922752418 0.900221784 0.921815055
## NOW_HPRIV 0.633129538 0.5359451653 0.748185843 0.726909243 0.742908266
## NOW_HPUB 0.636772925 0.5946768652 0.817967537 0.790075255 0.815931748
## THCHCARE_VAL 0.004501210 0.0205933933 0.027743844 0.026215907 0.028028896
## THPROP_VAL 0.019239879 0.0251181544 0.038176681 0.032670734 0.037934258
## GTCBSA 0.033428079 0.0219827900 0.037012178 0.033294059 0.032927492
## GTCO 0.013412542 0.0137304776 0.014100160 0.013838324 0.013365264
## GTCBSAST -0.048755349 -0.0111247326 -0.032588802 -0.029354156 -0.030483826
## GTCBSASZ 0.033824405 0.0216385588 0.038790876 0.034710628 0.035571123
## GTCSA 0.026868149 0.0112962921 0.021329856 0.018163069 0.019378526
## GTMETSTA -0.038067138 -0.0472131914 -0.046656167 -0.043293574 -0.042329053
## GTINDVPC 0.024239085 -0.0075177148 0.002205439 -0.001122770 0.001137920
## FILEDATE NA NA NA NA NA
## YYYYMM NA NA NA NA NA
## HINC_WC HINC_WS HINTVAL HINT_YN
## H_IDNUM 0.0037613689 0.0021663071 -0.0035654919 0.006154712
## GEREG 0.0298194751 0.0237266901 -0.0102344242 0.043168582
## GESTFIPS -0.0239588695 -0.0273988351 -0.0004464021 -0.034098128
## GEDIV 0.0349205116 0.0260752877 -0.0109278190 0.048517082
## HRHTYPE 0.6034078611 0.6238631934 -0.0081887991 0.590883155
## HEFAMINC 0.8656199014 0.6491854134 0.2317579479 0.646297673
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 0.5704694175 0.4925015134 0.0249214850 0.554737782
## H_HHNUM -0.0418781929 -0.0508132996 -0.0252824224 -0.022819555
## H_LIVQRT -0.0754277802 -0.0478063060 -0.0416384970 -0.028361559
## H_RESPNM 0.5358438247 0.4410279128 0.0894396575 0.463145978
## H_TELHHD 0.7380810798 0.6425866392 0.1143223286 0.643929032
## H_TELAVL 0.0585812046 0.0649626450 -0.0115940315 0.078695600
## H_TELINT 0.5637471322 0.4661241667 0.1115862492 0.462927787
## H1TENURE 0.0232186266 0.0180235063 0.0065768147 0.018459338
## H1LIVQRT -0.1418334518 -0.1222162154 -0.0233539126 -0.121606744
## H1TELHHD 0.1004737134 0.0839078021 0.0035955326 0.093383444
## H1TELAVL 0.0223396091 0.0215691217 -0.0008203388 0.024844391
## H1TELINT NA NA NA NA
## H_NUMPER 0.7117242673 0.4858811533 0.1424818753 0.593246299
## H_HHTYPE -0.9152641939 -0.7891707188 -0.1502599031 -0.785094836
## H_TYPEBC -0.3389153541 -0.2922239015 -0.0556400967 -0.290714633
## H_MIS 0.0117127782 0.0094192262 0.0064313140 0.005173602
## HANNVAL 0.0457496773 0.0684103765 0.0359083366 0.019094614
## HANN_YN 0.9868599027 0.8406617322 0.1568783558 0.852322985
## HCHCARE_VAL 0.1040016930 0.0391092345 0.0645416972 0.052098273
## HCHCARE_YN 0.3456340260 0.1729645026 0.0393068171 0.306279389
## HCOV 0.8238927733 0.6924222805 0.0965466994 0.760405137
## HCSPVAL 0.0678318724 0.0377464460 -0.0035950318 0.055469711
## HCSP_YN 0.9847337255 0.8544578516 0.1655880465 0.843706800
## HDISVAL 0.0415453895 0.0566712647 0.0059714907 0.045937024
## HDIS_YN 0.9915640693 0.8519014293 0.1634822706 0.847855763
## HDIVVAL 0.0577214269 0.0560514893 0.1573893644 0.017298113
## HDIV_YN 0.9343488866 0.8117758838 0.0759289820 0.855273621
## HDSTVAL 0.0756972060 0.1237178802 0.1481884132 0.019619450
## HDST_YN 0.9722219787 0.8114039663 0.1302627577 0.855039288
## HEARNVAL 0.3884977319 0.1516943813 0.2500546342 0.218105285
## HEDVAL 0.0776035571 0.0396982684 0.0155073100 0.054298201
## HED_YN 0.9783932939 0.8532497452 0.1614787412 0.842359365
## HENGAST 0.9853371666 0.8405906043 0.1689167016 0.834937492
## HENGVAL 0.0694359879 0.0963371501 -0.0194001466 0.106105873
## HFDVAL 0.1242680145 0.1346970146 -0.0340708841 0.197605864
## HFINVAL 0.0303279673 0.0310764117 -0.0046386799 0.029058222
## HFIN_YN 0.9912281493 0.8532629602 0.1654871512 0.848398205
## HFLUNCH 0.2638123237 0.1279208221 0.0530114057 0.219491558
## HFLUNNO 0.1750320915 0.1042772865 -0.0321085288 0.223364023
## HFOODMO 0.1704553310 0.2179479366 -0.0462601978 0.269248504
## HFOODNO 0.1423664683 0.1429191813 -0.0385421417 0.219992945
## HFOODSP 0.9659402583 0.8166314742 0.1778533785 0.797288762
## HFRVAL 0.0270995939 0.0284007518 0.0074718766 0.018665110
## HH5TO18 0.3143623655 0.1538704418 0.0549035903 0.271651603
## HHINC 0.7511727140 0.4880425540 0.2938733924 0.491449396
## HHOTLUN 0.3372573193 0.1626688484 0.0750214684 0.272791671
## HHOTNO 0.2453723405 0.1257672602 0.0191798908 0.237822906
## HHSTATUS 0.7998121630 0.7466297192 0.0823226725 0.712555707
## HH_HI_UNIV 0.7116762634 0.6115288272 0.1122273535 0.589635948
## HINC_FR 0.9912037786 0.8566242706 0.1613569449 0.851811756
## HINC_SE 0.9650523383 0.8307840331 0.1540623895 0.832206675
## HINC_UC 0.9882552375 0.8568699985 0.1630986273 0.848121794
## HINC_WC 1.0000000000 0.8577498549 0.1636168632 0.852575212
## HINC_WS 0.8577498549 1.0000000000 0.1181928419 0.778333319
## HINTVAL 0.1636168632 0.1181928419 1.0000000000 0.042415948
## HINT_YN 0.8525752121 0.7783333194 0.0424159475 1.000000000
## HLORENT 0.3424890539 0.2606779973 -0.0453845369 0.375644840
## HMCAID 0.9234948122 0.7784276712 0.1900103308 0.735747323
## HNUMFAM 0.8293069037 0.6794501657 0.1183861991 0.722248188
## HOIVAL 0.0271502349 0.0169635456 0.0115829112 0.012608176
## HOI_YN 0.9879428801 0.8539242288 0.1601481423 0.851316643
## HOTHVAL 0.2730342439 0.3455979017 0.4930882031 0.151941231
## HPAWVAL 0.0412520580 0.0488387476 -0.0012698213 0.064198554
## HPAW_YN 0.9932558649 0.8550499470 0.1648421765 0.848644877
## HPCTCUT 0.7268503813 0.4666967074 0.3430974933 0.464595626
## HPENVAL 0.0963102225 0.1471539266 0.0651801285 0.046575220
## HPEN_YN 0.9563379641 0.7841345079 0.1416863377 0.837129054
## HPRES_MORT 0.5858791620 0.5642549527 0.1705384721 0.441578135
## HPRIV 0.7460198958 0.7597734326 0.0299433874 0.767063452
## HPROP_VAL 0.3347047516 0.2699327460 0.2218247322 0.188935037
## HPUB 0.8215014868 0.5392041858 0.1750250884 0.645128833
## HPUBLIC 0.3635059605 0.2973912403 -0.0525874945 0.412542641
## HRECORD NA NA NA NA
## HRNTVAL 0.0458999162 0.0399859539 0.0528387765 0.016397232
## HRNT_YN 0.9698004590 0.8357412653 0.1348340276 0.849353432
## HRNUMWIC 0.0900665431 0.0532180277 -0.0196510330 0.115834068
## HRWICYN 0.4582547291 0.2186080339 0.0497619419 0.378829494
## HSEVAL 0.0863174895 0.0904306649 0.0465199433 0.057128946
## HSSIVAL 0.0959932292 0.1463172450 -0.0207870409 0.147546826
## HSSI_YN 0.9823830433 0.8333669318 0.1689802419 0.828718977
## HSSVAL 0.3015735432 0.4832927644 0.0857529445 0.240617913
## HSS_YN 0.9015211983 0.6596145321 0.1548687759 0.764594166
## HSUP_WGT 0.6887428142 0.6105127491 0.1182719142 0.586843877
## HSURVAL 0.0506764449 0.0742221614 0.0156162418 0.032826648
## HSUR_YN 0.9886273831 0.8453039951 0.1612801457 0.849799064
## HTOP5PCT 0.9780436951 0.8531360471 0.0999693569 0.851305295
## HTOTVAL 0.4473505036 0.2613018193 0.4029673220 0.250659167
## HUCVAL 0.0546563455 0.0300527819 0.0088464889 0.044689174
## HUNDER15 0.3108009014 0.1507706062 0.0406874977 0.269982623
## HUNDER18 0.3375783129 0.1643460044 0.0508797548 0.291935037
## HUNITS 0.5821032113 0.5151315229 0.0459736527 0.539184069
## HVETVAL 0.0806861044 0.0973465182 0.0095079284 0.056034899
## HVET_YN 0.9841759152 0.8427664985 0.1616612921 0.847414113
## HWCVAL -0.0147750004 0.0269823323 0.0036390205 0.027837014
## HWSVAL 0.3800293981 0.1349893472 0.2471305932 0.211263386
## H_SEQ 0.0354667766 0.0267522184 -0.0110488889 0.050121207
## I_CHCAREVAL 0.0910218825 0.0392717260 0.0208446319 0.062171571
## I_HENGAS 0.3348364220 0.2907068147 0.0497167514 0.260935026
## I_HENGVA 0.0638317774 0.0939555857 -0.0171327978 0.093747104
## I_HFDVAL 0.0970596110 0.1131645452 -0.0241772613 0.136313053
## I_HFLUNC 0.1430409276 0.0751592975 0.0163049689 0.111773971
## I_HFLUNN 0.1033248059 0.0641910461 -0.0118914729 0.103688558
## I_HFOODM 0.0966198055 0.1126591439 -0.0242047793 0.135697700
## I_HFOODN 0.0861554548 0.1007548711 -0.0213182717 0.110096117
## I_HFOODS 0.3134050454 0.2699491873 0.0455858567 0.236513845
## I_HHOTLU 0.1771265966 0.0884971675 0.0304454323 0.127575591
## I_HHOTNO 0.1418275513 0.0745919219 0.0167058255 0.110228221
## I_HLOREN 0.1646188317 0.1323112989 -0.0104447515 0.160181275
## I_HPUBLI 0.1734690673 0.1485572738 -0.0145047770 0.174717649
## I_HUNITS 0.3258088587 0.2780650333 0.0493441109 0.252421670
## I_PROPVAL 0.3232770842 0.2937593874 0.0660052571 0.246183934
## NOW_HCOV 0.8169314601 0.6818531888 0.0940269902 0.753437034
## NOW_HMCAID 0.9262503537 0.7799124635 0.1894964692 0.738724239
## NOW_HPRIV 0.7482581306 0.7586054039 0.0320722378 0.765070886
## NOW_HPUB 0.8224327535 0.5382736876 0.1744342568 0.646695123
## THCHCARE_VAL 0.0281031782 0.0102860564 0.0356621780 0.010324072
## THPROP_VAL 0.0393379512 0.0308149453 0.0596215091 0.018716354
## GTCBSA 0.0335833962 0.0074154116 0.0288823031 0.013978933
## GTCO 0.0129149151 0.0097654302 -0.0006009884 0.015765802
## GTCBSAST -0.0310884962 -0.0043856109 -0.0117960503 -0.028859580
## GTCBSASZ 0.0356424419 0.0016830951 0.0327188767 0.020685339
## GTCSA 0.0196512884 -0.0006461433 0.0303370429 0.002714880
## GTMETSTA -0.0430253470 -0.0120084045 -0.0311334012 -0.014958914
## GTINDVPC 0.0009710183 -0.0085190703 -0.0008150108 0.006965325
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## HLORENT HMCAID HNUMFAM HOIVAL HOI_YN
## H_IDNUM 0.007519085 0.002672252 0.003546884 -0.0009256258 0.005448296
## GEREG 0.034253428 0.025149521 0.035794284 -0.0047326274 0.025329639
## GESTFIPS -0.044537210 -0.007884231 -0.031581467 0.0015512980 -0.018946575
## GEDIV 0.045440614 0.027749498 0.041926201 -0.0039788010 0.029696533
## HRHTYPE 0.388863273 0.541416207 0.585618473 0.0099972407 0.600784035
## HEFAMINC 0.191336942 0.864773618 0.724779543 0.0341191907 0.857686576
## H_MONTH NA NA NA NA NA
## H_YEAR NA NA NA NA NA
## H_TENURE 0.667457184 0.482881142 0.510193587 0.0062143490 0.568723368
## H_HHNUM 0.089590920 -0.045395332 -0.017316385 -0.0029695961 -0.041922884
## H_LIVQRT -0.025369215 -0.088956869 -0.056273390 -0.0055484191 -0.073981777
## H_RESPNM 0.179719090 0.490993384 0.498956538 0.0153166344 0.533306867
## H_TELHHD 0.265236218 0.681000448 0.616444040 0.0187318800 0.733787718
## H_TELAVL 0.048418532 0.042115573 0.049299585 -0.0033040825 0.059134541
## H_TELINT 0.178930161 0.530364074 0.473655165 0.0192427955 0.559839976
## H1TENURE 0.018403474 0.017524650 0.025923610 0.0010693161 0.022609746
## H1LIVQRT -0.048980420 -0.131935661 -0.118563621 -0.0038697681 -0.140967396
## H1TELHHD 0.060053686 0.092851735 0.084432823 -0.0026898964 0.099580647
## H1TELAVL 0.016235812 0.016792442 0.017155125 -0.0011053356 0.022402937
## H1TELINT NA NA NA NA NA
## H_NUMPER 0.196993312 0.622737062 0.700687588 0.0247487059 0.704695643
## H_HHTYPE -0.315960821 -0.850173181 -0.764758696 -0.0248918191 -0.909700307
## H_TYPEBC -0.116997884 -0.314812648 -0.283184316 -0.0092172509 -0.336855089
## H_MIS 0.006298941 0.011464684 0.010724122 0.0077252940 0.010342777
## HANNVAL -0.016058538 0.051118268 0.030549774 0.0004879089 0.045535025
## HANN_YN 0.349086454 0.913508715 0.826823186 0.0255498113 0.980933471
## HCHCARE_VAL 0.006767690 0.106288858 0.080087612 0.0012649635 0.101019637
## HCHCARE_YN 0.129849827 0.251381452 0.330165344 0.0169314081 0.340475891
## HCOV 0.350555210 0.774475750 0.727847568 0.0188982810 0.819723049
## HCSPVAL 0.040689721 0.046236277 0.070042226 0.0132491354 0.064041303
## HCSP_YN 0.334072613 0.921010204 0.817786499 0.0252802322 0.979244782
## HDISVAL 0.006727458 0.039996579 0.045908441 0.0011184763 0.050572150
## HDIS_YN 0.341463319 0.921424770 0.825504444 0.0267020586 0.983630375
## HDIVVAL -0.019258431 0.067205081 0.044146520 0.0057523081 0.056520716
## HDIV_YN 0.364313096 0.847320621 0.785916553 0.0161322055 0.931090565
## HDSTVAL -0.031128206 0.088826828 0.050067234 0.0032865347 0.075020491
## HDST_YN 0.359385708 0.895217132 0.817726437 0.0255731531 0.966165709
## HEARNVAL 0.047133156 0.423509970 0.349271136 0.0543775056 0.381703786
## HEDVAL 0.061256032 0.070502598 0.113939428 0.0034557485 0.076003194
## HED_YN 0.329270879 0.911519300 0.807477481 0.0258749664 0.972949968
## HENGAST 0.337263645 0.928675732 0.823485264 0.0273674063 0.979476043
## HENGVAL 0.029436636 0.008810668 0.059502207 0.0009388708 0.067518518
## HFDVAL 0.116455552 -0.016144793 0.146779894 0.0018945485 0.122045535
## HFINVAL 0.046123502 0.027026975 0.054615095 0.0025496606 0.029025446
## HFIN_YN 0.334140931 0.922951340 0.823279759 0.0269900948 0.985275403
## HFLUNCH 0.067957953 0.205779279 0.239559203 0.0162444032 0.260162489
## HFLUNNO 0.133726259 0.049660758 0.196005381 0.0054161123 0.173397271
## HFOODMO 0.138170849 -0.003718439 0.175993563 -0.0024050432 0.170191507
## HFOODNO 0.129422368 -0.012585582 0.168983326 0.0011588096 0.140241704
## HFOODSP 0.311461155 0.938924056 0.797700763 0.0279481722 0.959960633
## HFRVAL -0.010098027 0.030227469 0.017859012 -0.0010160858 0.027053412
## HH5TO18 0.085165314 0.230357288 0.287412935 0.0194251350 0.307536311
## HHINC 0.141469484 0.784652542 0.661565585 0.0444173556 0.742326383
## HHOTLUN 0.078777283 0.275462310 0.298585611 0.0163235976 0.330232522
## HHOTNO 0.097309012 0.151640641 0.238891655 0.0161939433 0.241546994
## HHSTATUS 0.392007179 0.752525974 0.778476190 0.0167355936 0.795744064
## HH_HI_UNIV 0.245314246 0.662329836 0.614144350 0.0141746235 0.707851120
## HINC_FR 0.343776688 0.920012802 0.827390906 0.0236794304 0.985483562
## HINC_SE 0.340223776 0.897545588 0.803162522 0.0189823662 0.961268705
## HINC_UC 0.340486816 0.919449155 0.823375581 0.0255119659 0.982221526
## HINC_WC 0.342489054 0.923494812 0.829306904 0.0271502349 0.987942880
## HINC_WS 0.260677997 0.778427671 0.679450166 0.0169635456 0.853924229
## HINTVAL -0.045384537 0.190010331 0.118386199 0.0115829112 0.160148142
## HINT_YN 0.375644840 0.735747323 0.722248188 0.0126081758 0.851316643
## HLORENT 1.000000000 0.268903078 0.355232675 -0.0055311086 0.343061941
## HMCAID 0.268903078 1.000000000 0.754244870 0.0271341370 0.917775531
## HNUMFAM 0.355232675 0.754244870 1.000000000 0.0215777049 0.824311138
## HOIVAL -0.005531109 0.027134137 0.021577705 1.0000000000 -0.012230266
## HOI_YN 0.343061941 0.917775531 0.824311138 -0.0122302657 1.000000000
## HOTHVAL -0.048649220 0.293054149 0.211364719 0.1573645848 0.267201038
## HPAWVAL 0.028533529 -0.010610775 0.047229844 0.0103731838 0.036997172
## HPAW_YN 0.340771008 0.928597980 0.828648812 0.0266787061 0.987483998
## HPCTCUT 0.120178932 0.763610643 0.639260508 0.0520293178 0.717483308
## HPENVAL -0.032407393 0.111132935 0.064838210 0.0028592591 0.095767440
## HPEN_YN 0.365207316 0.876886333 0.807477771 0.0250853741 0.950746610
## HPRES_MORT -0.393434824 0.598615884 0.440290923 0.0272394803 0.581128652
## HPRIV 0.326884579 0.564415392 0.645418617 0.0120800753 0.743550571
## HPROP_VAL -0.224510655 0.364785537 0.252796799 0.0236898720 0.330137346
## HPUB 0.303777124 0.869261873 0.702205482 0.0244062969 0.815101787
## HPUBLIC 0.975920424 0.268188184 0.367924477 -0.0063330283 0.364232901
## HRECORD NA NA NA NA NA
## HRNTVAL -0.013452500 0.051708668 0.034785028 0.0022055674 0.045716976
## HRNT_YN 0.356916919 0.893922165 0.812776838 0.0207771111 0.964657074
## HRNUMWIC 0.099726929 0.007339305 0.125329181 0.0036671048 0.087439618
## HRWICYN 0.240556641 0.393798446 0.468438469 0.0100536470 0.452911222
## HSEVAL 0.002039613 0.086510318 0.074308619 0.0423768959 0.084180524
## HSSIVAL 0.051397588 -0.023033978 0.095822031 -0.0025496793 0.096995478
## HSSI_YN 0.334679700 0.936569635 0.818125168 0.0278098646 0.975975973
## HSSVAL -0.043796643 0.310854448 0.229613675 0.0062788013 0.302483365
## HSS_YN 0.373118697 0.832559316 0.765811875 0.0254860100 0.894971265
## HSUP_WGT 0.280939207 0.655498475 0.572748676 0.0146721826 0.690018947
## HSURVAL -0.002836307 0.056368697 0.034940795 0.0077589567 0.049709669
## HSUR_YN 0.345471297 0.916983825 0.826808441 0.0249218430 0.982663721
## HTOP5PCT 0.351144316 0.902590634 0.817520718 0.0128027162 0.972888456
## HTOTVAL 0.024632031 0.486004172 0.389820627 0.1058035587 0.439143690
## HUCVAL 0.021641909 0.043882054 0.057484538 0.0261053677 0.054860924
## HUNDER15 0.110830412 0.220141445 0.292842358 0.0171935460 0.304450552
## HUNDER18 0.110119259 0.242808945 0.316917034 0.0187539647 0.330333463
## HUNITS 0.503670229 0.510077531 0.498615764 0.0054398973 0.580419146
## HVETVAL -0.005630579 0.083042746 0.064638923 0.0091648002 0.078626995
## HVET_YN 0.346887246 0.912441276 0.822970678 0.0249923247 0.978638368
## HWCVAL 0.014174298 0.026483199 0.037093888 0.0012142135 0.030533423
## HWSVAL 0.048687462 0.415901657 0.342736288 0.0468238983 0.373497413
## H_SEQ 0.046873709 0.029209053 0.043233168 -0.0036472672 0.029630071
## I_CHCAREVAL 0.034603638 0.074471071 0.088543511 0.0007689775 0.087538180
## I_HENGAS 0.109562501 0.312109948 0.294078169 0.0017042106 0.333626204
## I_HENGVA 0.035836815 0.010768938 0.056166387 -0.0017820204 0.063648706
## I_HFDVAL 0.070996919 0.021968183 0.112261557 -0.0004703999 0.096426816
## I_HFLUNC 0.051970864 0.101661470 0.145667973 0.0019480009 0.140815730
## I_HFLUNN 0.061507277 0.048273489 0.119025696 -0.0025384008 0.103001189
## I_HFOODM 0.070733824 0.021968987 0.111825356 -0.0004734313 0.096042085
## I_HFOODN 0.057233290 0.028398807 0.094093844 -0.0028742467 0.085512999
## I_HFOODS 0.106749866 0.292808851 0.277140281 0.0031719323 0.311650099
## I_HHOTLU 0.049209439 0.138623069 0.171161753 0.0038056413 0.173719453
## I_HHOTNO 0.050503381 0.100481677 0.142952428 0.0020825809 0.139663278
## I_HLOREN 0.475673511 0.138814857 0.179610891 -0.0025197973 0.165184634
## I_HPUBLI 0.439920893 0.141018951 0.183968409 -0.0030619102 0.174114347
## I_HUNITS 0.114539977 0.304024143 0.287832422 0.0020966637 0.324605814
## I_PROPVAL -0.217147424 0.320118758 0.256478609 0.0026630450 0.321881857
## NOW_HCOV 0.352410592 0.763457805 0.723540441 0.0175232207 0.812777485
## NOW_HMCAID 0.272296074 0.995150706 0.756723544 0.0271448488 0.920453815
## NOW_HPRIV 0.327237237 0.568041053 0.646848836 0.0117607737 0.745783044
## NOW_HPUB 0.307607900 0.863177983 0.703246242 0.0240577788 0.815980070
## THCHCARE_VAL -0.002609641 0.032167753 0.018194967 0.0004593686 0.026237662
## THPROP_VAL -0.026130698 0.044226055 0.032342245 0.0001154172 0.038574110
## GTCBSA 0.073330908 0.036158598 0.040726629 -0.0053641537 0.038675824
## GTCO 0.020956138 0.013156119 0.015201877 0.0020440875 0.014246512
## GTCBSAST -0.113336323 -0.024475991 -0.040206443 0.0052621468 -0.030431080
## GTCBSASZ 0.090592121 0.038523374 0.039180992 -0.0063477016 0.041866659
## GTCSA 0.072920425 0.017804242 0.029224821 -0.0079387658 0.023285236
## GTMETSTA -0.070048615 -0.048996105 -0.045117749 0.0016920499 -0.044304070
## GTINDVPC 0.091551731 -0.005175890 0.014407961 -0.0045296452 0.002702300
## FILEDATE NA NA NA NA NA
## YYYYMM NA NA NA NA NA
## HOTHVAL HPAWVAL HPAW_YN HPCTCUT
## H_IDNUM -0.0049815401 -0.0008852173 0.004096411 0.001283058
## GEREG 0.0032164499 0.0053073160 0.030007271 0.012442823
## GESTFIPS -0.0072180034 -0.0116701119 -0.022556409 -0.018357189
## GEDIV 0.0023600066 0.0083554721 0.034933300 0.018867829
## HRHTYPE 0.0837167494 0.0259667873 0.601046423 0.192034787
## HEFAMINC 0.2842361874 0.0041905326 0.868789045 0.858067438
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 0.0674848126 0.0475948802 0.567311901 0.305674727
## H_HHNUM -0.0421936486 0.0038628273 -0.042750845 -0.050093648
## H_LIVQRT -0.0425747070 0.0021235178 -0.075672685 -0.118243949
## H_RESPNM 0.1495457225 0.0268020710 0.535969304 0.425398824
## H_TELHHD 0.1958912423 0.0333250904 0.737047842 0.524353774
## H_TELAVL -0.0062415165 0.0078098096 0.057506589 0.002699517
## H_TELINT 0.1672360045 0.0227834225 0.563804793 0.448921088
## H1TENURE 0.0029240698 -0.0002500497 0.022567718 0.015925441
## H1LIVQRT -0.0393091787 -0.0058855180 -0.141736905 -0.103984805
## H1TELHHD 0.0067456499 0.0050192770 0.100363926 0.065035068
## H1TELAVL 0.0005811338 -0.0017428707 0.022023834 0.008349019
## H1TELINT NA NA NA NA
## H_NUMPER 0.1501489876 0.0668185087 0.708686771 0.689246701
## H_HHTYPE -0.2528645180 -0.0378578883 -0.914643908 -0.669984672
## H_TYPEBC -0.0936338035 -0.0140184874 -0.338685667 -0.248090217
## H_MIS 0.0090535027 -0.0035053182 0.011796550 0.010405192
## HANNVAL 0.2137129338 -0.0032045860 0.045439269 0.073025971
## HANN_YN 0.2440735302 0.0422460547 0.986128550 0.719055878
## HCHCARE_VAL 0.0071414901 0.0019510023 0.103734694 0.180372004
## HCHCARE_YN -0.0400501060 0.0737666702 0.338889322 0.336238578
## HCOV 0.1701238102 0.0336983762 0.824007301 0.546642028
## HCSPVAL 0.0352484635 0.0178118164 0.066654266 0.061666204
## HCSP_YN 0.2759801478 0.0359649400 0.984595949 0.721954324
## HDISVAL 0.1047613855 0.0053533010 0.050283685 0.061427994
## HDIS_YN 0.2675175761 0.0396772528 0.988980864 0.723870754
## HDIVVAL 0.4137341937 -0.0039335226 0.057930911 0.121379343
## HDIV_YN 0.1714351651 0.0465326056 0.933030660 0.604242351
## HDSTVAL 0.4150564014 -0.0039362324 0.076395022 0.133773088
## HDST_YN 0.1876920492 0.0427533195 0.971269159 0.700531636
## HEARNVAL 0.0991635000 -0.0133373032 0.390786185 0.696140768
## HEDVAL 0.0814904743 0.0040458750 0.077632843 0.102403670
## HED_YN 0.2693320684 0.0388768356 0.977707239 0.708907475
## HENGAST 0.2777248664 0.0283890300 0.986329528 0.741506688
## HENGVAL -0.0028158970 0.0497403689 0.062977763 -0.032819321
## HFDVAL -0.0194823299 0.1786950299 0.105887994 -0.055407356
## HFINVAL 0.0659592603 -0.0011246791 0.030389493 0.024561650
## HFIN_YN 0.2741829404 0.0406589814 0.990608067 0.730460333
## HFLUNCH -0.0136782621 0.0506563434 0.259690685 0.280216415
## HFLUNNO -0.0414275104 0.1088160002 0.164866437 0.047330562
## HFOODMO -0.0161854590 0.1516638014 0.151520533 -0.081901348
## HFOODNO -0.0221636291 0.1573456186 0.124158979 -0.049725966
## HFOODSP 0.2837700260 0.0042825154 0.970038444 0.759492987
## HFRVAL 0.0107474870 -0.0021418485 0.027193381 0.048960816
## HH5TO18 -0.0205766732 0.0706400658 0.308177419 0.325795725
## HHINC 0.3463356781 -0.0006239298 0.755975530 0.985851916
## HHOTLUN -0.0077931932 0.0437888000 0.333820061 0.382562974
## HHOTNO -0.0298792095 0.0862863488 0.237585189 0.203888215
## HHSTATUS 0.1830386585 0.0165522063 0.800292479 0.474637435
## HH_HI_UNIV 0.1934842502 0.0303791534 0.710904868 0.530920872
## HINC_FR 0.2739089526 0.0416113647 0.990461335 0.720904266
## HINC_SE 0.2698365779 0.0410368601 0.964433189 0.689619136
## HINC_UC 0.2734964252 0.0406313558 0.987392234 0.721170755
## HINC_WC 0.2730342439 0.0412520580 0.993255865 0.726850381
## HINC_WS 0.3455979017 0.0488387476 0.855049947 0.466696707
## HINTVAL 0.4930882031 -0.0012698213 0.164842177 0.343097493
## HINT_YN 0.1519412306 0.0641985535 0.848644877 0.464595626
## HLORENT -0.0486492201 0.0285335295 0.340771008 0.120178932
## HMCAID 0.2930541486 -0.0106107747 0.928597980 0.763610643
## HNUMFAM 0.2113647191 0.0472298441 0.828648812 0.639260508
## HOIVAL 0.1573645848 0.0103731838 0.026678706 0.052029318
## HOI_YN 0.2672010375 0.0369971724 0.987483998 0.717483308
## HOTHVAL 1.0000000000 0.0122248219 0.275282082 0.377391679
## HPAWVAL 0.0122248219 1.0000000000 -0.019161303 -0.002669319
## HPAW_YN 0.2752820817 -0.0191613031 1.000000000 0.731511029
## HPCTCUT 0.3773916788 -0.0026693186 0.731511029 1.000000000
## HPENVAL 0.5727883727 -0.0042782736 0.096935025 0.142931115
## HPEN_YN 0.1551144608 0.0445895120 0.955289501 0.690730259
## HPRES_MORT 0.3197111849 -0.0047566725 0.588580467 0.497635463
## HPRIV 0.1810045245 0.0771884143 0.739857110 0.320057357
## HPROP_VAL 0.2690780672 -0.0017556172 0.336351871 0.460130920
## HPUB 0.1019818732 -0.0043776161 0.826203061 0.773093874
## HPUBLIC -0.0523053089 0.0459501148 0.359675369 0.098718081
## HRECORD NA NA NA NA
## HRNTVAL 0.3755956151 0.0027115117 0.045025490 0.095538209
## HRNT_YN 0.2197021122 0.0432560352 0.968789390 0.681258163
## HRNUMWIC -0.0238354592 0.0938054917 0.080471437 0.014550117
## HRWICYN -0.0450400522 0.0421379474 0.455823769 0.473458164
## HSEVAL 0.0369014695 -0.0033992983 0.086432603 0.150233060
## HSSIVAL 0.0450312579 0.0462656267 0.091283139 -0.006319032
## HSSI_YN 0.2708963231 0.0322595430 0.982704655 0.737887000
## HSSVAL 0.5088001476 -0.0039939972 0.303228158 0.186177847
## HSS_YN 0.1048865879 0.0412585880 0.900805533 0.725300134
## HSUP_WGT 0.2108479292 0.0230171363 0.688800455 0.493456468
## HSURVAL 0.1477575774 -0.0022583438 0.050888911 0.065267085
## HSUR_YN 0.2593060017 0.0411410071 0.987962656 0.724171609
## HTOP5PCT 0.2195477798 0.0430958721 0.977199838 0.669780928
## HTOTVAL 0.4514007785 -0.0075288954 0.450217443 0.761053842
## HUCVAL 0.0409019661 0.0011933864 0.056595784 0.058197082
## HUNDER15 -0.0419983233 0.0808705673 0.303321205 0.308925450
## HUNDER18 -0.0351296164 0.0827259934 0.330103087 0.342298466
## HUNITS 0.0929665922 0.0412593365 0.579458214 0.334068644
## HVETVAL 0.1590144120 -0.0029552899 0.080527172 0.094296050
## HVET_YN 0.2517997204 0.0421027344 0.983521737 0.716166930
## HWCVAL 0.0549983970 -0.0017014452 0.031786798 0.039467172
## HWSVAL 0.0935361875 -0.0128845599 0.382357701 0.681915960
## H_SEQ 0.0031912427 0.0079180187 0.035516412 0.019607809
## I_CHCAREVAL -0.0117009738 0.0067634141 0.089822515 0.108283325
## I_HENGAS 0.0904723582 0.0138571406 0.334385807 0.255189528
## I_HENGVA -0.0032742879 0.0661452224 0.057042738 -0.031209412
## I_HFDVAL -0.0093125731 0.0874469030 0.084886187 -0.030842912
## I_HFLUNC -0.0102386275 0.0256062591 0.140164676 0.130959313
## I_HFLUNN -0.0181391513 0.0361309130 0.099161494 0.035922248
## I_HFOODM -0.0094614496 0.0864300432 0.084550102 -0.031127972
## I_HFOODN -0.0103350123 0.0506286222 0.078904784 -0.031426140
## I_HFOODS 0.0823108956 0.0138792876 0.313016678 0.238744735
## I_HHOTLU -0.0087481511 0.0204658482 0.174774127 0.193955162
## I_HHOTNO -0.0096860234 0.0259863097 0.138924540 0.130655484
## I_HLOREN -0.0056412553 0.0144961112 0.163642848 0.075154615
## I_HPUBLI -0.0089868946 0.0190564232 0.171766759 0.061037105
## I_HUNITS 0.0853791981 0.0137608751 0.325380923 0.251061815
## I_PROPVAL 0.1209277335 0.0017076589 0.324188820 0.278720365
## NOW_HCOV 0.1646911535 0.0318641889 0.817253321 0.542278163
## NOW_HMCAID 0.2924326899 -0.0111722985 0.931406315 0.763520265
## NOW_HPRIV 0.1840930631 0.0770605344 0.742275593 0.324564741
## NOW_HPUB 0.0999513100 -0.0048110419 0.827151419 0.772257575
## THCHCARE_VAL 0.0165669232 -0.0001248508 0.027862758 0.059820181
## THPROP_VAL 0.0616909328 0.0029127967 0.039205232 0.072273647
## GTCBSA 0.0159521726 0.0003484860 0.033396035 0.082221974
## GTCO 0.0053829519 0.0018662855 0.012801949 0.013325656
## GTCBSAST 0.0099206116 -0.0030088429 -0.030307414 -0.053185481
## GTCBSASZ 0.0047503735 -0.0002959040 0.035588584 0.094745035
## GTCSA 0.0111984560 0.0022720327 0.019377994 0.074001064
## GTMETSTA -0.0136947314 -0.0027140211 -0.042635839 -0.088816885
## GTINDVPC -0.0119146073 -0.0004339233 0.001064285 0.011914280
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## HPENVAL HPEN_YN HPRES_MORT HPRIV
## H_IDNUM -0.0017143258 0.004470749 -0.0001079670 0.0051602499
## GEREG 0.0066274362 0.033183328 0.0031996563 0.0441007829
## GESTFIPS -0.0064016479 -0.024129774 0.0207095093 -0.0374616457
## GEDIV 0.0047544561 0.039248566 -0.0007282406 0.0506591909
## HRHTYPE 0.0242781990 0.585484563 0.2340445298 0.5472130568
## HEFAMINC 0.1028407778 0.831742276 0.5821571334 0.5048755508
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 0.0127428941 0.571552303 -0.0398564738 0.4985186836
## H_HHNUM -0.0198818115 -0.032314085 -0.1066114406 -0.0250783448
## H_LIVQRT -0.0154267729 -0.067957632 -0.0143649372 -0.0104429236
## H_RESPNM 0.0471999649 0.517653362 0.3233666805 0.4101597934
## H_TELHHD 0.0667905637 0.712006451 0.4263578270 0.5660219106
## H_TELAVL -0.0002840261 0.061708324 0.0142908077 0.0780022966
## H_TELINT 0.0612423206 0.542131916 0.3384732439 0.3953894370
## H1TENURE -0.0004871772 0.023006905 0.0055823795 0.0228594102
## H1LIVQRT -0.0137340842 -0.136475238 -0.0836274246 -0.1062745974
## H1TELHHD -0.0030937459 0.100113415 0.0401057626 0.0741525761
## H1TELAVL -0.0017710932 0.021532673 0.0051486794 0.0232670534
## H1TELINT NA NA NA NA
## H_NUMPER 0.0269928984 0.713985713 0.4137522465 0.5124555207
## H_HHTYPE -0.0883428491 -0.880851695 -0.5388031028 -0.6869101369
## H_TYPEBC -0.0327126836 -0.326172668 -0.1995146818 -0.2543575875
## H_MIS 0.0036037145 0.010415774 0.0024972711 0.0041203686
## HANNVAL 0.0443268512 0.025122131 0.0673513565 0.0271944400
## HANN_YN 0.0832779096 0.956989368 0.5698185758 0.7417677731
## HCHCARE_VAL -0.0169261223 0.116025475 0.0492607017 0.0205438702
## HCHCARE_YN -0.0460212288 0.381249621 0.1307194663 0.2495587832
## HCOV 0.0546123699 0.807108084 0.4430797007 0.7738194803
## HCSPVAL -0.0112227097 0.075659356 0.0138922387 0.0474021270
## HCSP_YN 0.0992999433 0.945297869 0.5871866860 0.7370560541
## HDISVAL 0.0083434842 0.045999076 0.0360495363 0.0439968720
## HDIS_YN 0.0960370043 0.952234481 0.5833494268 0.7407984149
## HDIVVAL 0.0350690993 0.045363790 0.0753620192 0.0148736004
## HDIV_YN 0.0613607819 0.910062583 0.5153416898 0.7459218424
## HDSTVAL 0.0907349356 0.033962141 0.1133804172 0.0454174208
## HDST_YN 0.0590755576 0.954305729 0.5410956175 0.7308594497
## HEARNVAL -0.0232037313 0.414775691 0.2359157589 0.0955220899
## HEDVAL -0.0057753174 0.083142017 0.0111258368 0.0385253835
## HED_YN 0.0992810423 0.938414553 0.5863787008 0.7371614235
## HENGAST 0.0990440960 0.946717596 0.5879515829 0.7215720337
## HENGVAL -0.0082281773 0.072146783 0.0163138390 0.1271708291
## HFDVAL -0.0192309236 0.136537580 -0.0236344220 0.2477054172
## HFINVAL -0.0047596835 0.033605040 -0.0074445869 0.0178808405
## HFIN_YN 0.0975048548 0.952856007 0.5899916853 0.7414377222
## HFLUNCH -0.0357437516 0.290485747 0.1225975436 0.1688563199
## HFLUNNO -0.0270784142 0.194749072 0.0292611091 0.2401182434
## HFOODMO -0.0233431171 0.184195273 -0.0190082408 0.3364123301
## HFOODNO -0.0210094343 0.155825311 -0.0174203102 0.2756051991
## HFOODSP 0.1036844343 0.924286632 0.5996692394 0.6719782033
## HFRVAL -0.0014428548 0.027180748 0.0358559770 0.0083389714
## HH5TO18 -0.0439401936 0.346639681 0.1393836787 0.2228914851
## HHINC 0.1365945624 0.713358111 0.5071035313 0.3431929538
## HHOTLUN -0.0416411014 0.368978960 0.1626208382 0.2038398355
## HHOTNO -0.0364125638 0.271750340 0.0915655024 0.2131771576
## HHSTATUS 0.0622741981 0.771210675 0.3962624420 0.6301993380
## HH_HI_UNIV 0.0709414165 0.683842218 0.4258657999 0.5347528013
## HINC_FR 0.0964796156 0.953476636 0.5822492556 0.7460091667
## HINC_SE 0.0985180874 0.925688972 0.5649122101 0.7249648423
## HINC_UC 0.0975442784 0.949629790 0.5833251117 0.7418085860
## HINC_WC 0.0963102225 0.956337964 0.5858791620 0.7460198958
## HINC_WS 0.1471539266 0.784134508 0.5642549527 0.7597734326
## HINTVAL 0.0651801285 0.141686338 0.1705384721 0.0299433874
## HINT_YN 0.0465752203 0.837129054 0.4415781352 0.7670634520
## HLORENT -0.0324073927 0.365207316 -0.3934348235 0.3268845792
## HMCAID 0.1111329355 0.876886333 0.5986158844 0.5644153916
## HNUMFAM 0.0648382102 0.807477771 0.4402909226 0.6454186165
## HOIVAL 0.0028592591 0.025085374 0.0272394803 0.0120800753
## HOI_YN 0.0957674404 0.950746610 0.5811286515 0.7435505714
## HOTHVAL 0.5727883727 0.155114461 0.3197111849 0.1810045245
## HPAWVAL -0.0042782736 0.044589512 -0.0047566725 0.0771884143
## HPAW_YN 0.0969350248 0.955289501 0.5885804671 0.7398571103
## HPCTCUT 0.1429311147 0.690730259 0.4976354632 0.3200573572
## HPENVAL 1.0000000000 -0.035261169 0.1347378833 0.0525201116
## HPEN_YN -0.0352611689 1.000000000 0.5187577516 0.7205234517
## HPRES_MORT 0.1347378833 0.518757752 1.0000000000 0.3973134695
## HPRIV 0.0525201116 0.720523452 0.3973134695 1.0000000000
## HPROP_VAL 0.0930996957 0.301563201 0.4353407985 0.1458934631
## HPUB 0.0129167570 0.836970641 0.4330616865 0.4051745594
## HPUBLIC -0.0360953514 0.387943229 -0.4174347416 0.3729708507
## HRECORD NA NA NA NA
## HRNTVAL 0.0210541895 0.037666987 0.0561995164 0.0155762167
## HRNT_YN 0.0821178582 0.937863990 0.5517580825 0.7408372733
## HRNUMWIC -0.0146227260 0.100760480 -0.0167394582 0.1368707600
## HRWICYN -0.0551511830 0.502731166 0.1412791741 0.2767950202
## HSEVAL -0.0065868385 0.089827052 0.0675178395 0.0504726958
## HSSIVAL -0.0066301643 0.099696096 0.0216853760 0.1798143119
## HSSI_YN 0.0986233439 0.943476455 0.5874431377 0.7136574614
## HSSVAL 0.2069132208 0.180148841 0.3771400666 0.3308506887
## HSS_YN 0.0194632878 0.915165837 0.4469126071 0.6034148280
## HSUP_WGT 0.0830042549 0.654967309 0.3850753763 0.5150257094
## HSURVAL 0.0130188150 0.040811716 0.0601140525 0.0320896722
## HSUR_YN 0.0937565110 0.953706979 0.5761301076 0.7413124153
## HTOP5PCT 0.0790407055 0.940885102 0.5700599127 0.7498165391
## HTOTVAL 0.1868147430 0.428171849 0.3274432663 0.1512685327
## HUCVAL -0.0026915687 0.059487111 0.0277089715 0.0391299569
## HUNDER15 -0.0457241296 0.344758730 0.1134093959 0.2246012212
## HUNDER18 -0.0480053493 0.373451599 0.1332977637 0.2411145153
## HUNITS 0.0236676576 0.575006035 0.0760156242 0.4846794528
## HVETVAL 0.0459545003 0.063207519 0.0755799601 0.0604962287
## HVET_YN 0.0881645311 0.950716156 0.5732156673 0.7381006249
## HWCVAL 0.0021142203 0.030929852 0.0158439229 0.0249999353
## HWSVAL -0.0223942281 0.406340704 0.2264011659 0.0869442412
## H_SEQ 0.0048738316 0.039740873 -0.0005308038 0.0533720704
## I_CHCAREVAL -0.0142452142 0.100667701 0.0355731378 0.0494052090
## I_HENGAS 0.0360190647 0.320399054 0.2091279775 0.2559846363
## I_HENGVA -0.0094371113 0.068275253 0.0048570580 0.1143959383
## I_HFDVAL -0.0112414108 0.103313362 0.0110117751 0.1657530742
## I_HFLUNC -0.0162465335 0.156136430 0.0634205173 0.1082160521
## I_HFLUNN -0.0132219420 0.114125306 0.0327040032 0.1168249362
## I_HFOODM -0.0111758005 0.102872552 0.0114381743 0.1651824367
## I_HFOODN -0.0108872617 0.091573661 0.0204277757 0.1323054556
## I_HFOODS 0.0316755486 0.299834002 0.1948944973 0.2358924296
## I_HHOTLU -0.0199481394 0.192948864 0.0855462422 0.1161577598
## I_HHOTNO -0.0159829206 0.154794567 0.0636333160 0.1071055816
## I_HLOREN -0.0042529821 0.171208400 -0.1893359998 0.1425750828
## I_HPUBLI -0.0067076043 0.181168073 -0.1994587259 0.1606265163
## I_HUNITS 0.0345085843 0.312506377 0.1969080112 0.2454032911
## I_PROPVAL 0.0503685373 0.299263730 0.4797509620 0.2354247227
## NOW_HCOV 0.0521549204 0.801460375 0.4355405129 0.7543136726
## NOW_HMCAID 0.1106804781 0.879885278 0.5983367614 0.5686667558
## NOW_HPRIV 0.0536169823 0.722113726 0.3998376813 0.9806444834
## NOW_HPUB 0.0118773389 0.838572449 0.4304843564 0.4080776270
## THCHCARE_VAL -0.0045220580 0.031028548 0.0141778924 -0.0003051554
## THPROP_VAL 0.0104083691 0.036689799 0.0498575465 0.0129291049
## GTCBSA 0.0085095717 0.036063929 -0.0510257570 0.0091261907
## GTCO 0.0086543899 0.013758299 -0.0106851024 0.0143354707
## GTCBSAST 0.0074386501 -0.039040489 0.0797800165 -0.0310935698
## GTCBSASZ -0.0012056380 0.042016250 -0.0636209590 0.0134665041
## GTCSA 0.0029729127 0.022830187 -0.0610124677 -0.0021038805
## GTMETSTA -0.0062268767 -0.044123727 0.0416722700 -0.0106153093
## GTINDVPC -0.0079702323 0.008542806 -0.0776308603 0.0104949031
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## HPROP_VAL HPUB HPUBLIC HRECORD HRNTVAL
## H_IDNUM 0.0023508869 0.0036889293 0.006966474 NA -0.0051862200
## GEREG 0.0604278302 0.0303076294 0.028002487 NA 0.0023621003
## GESTFIPS -0.0581316854 -0.0093061695 -0.047363587 NA 0.0004579085
## GEDIV 0.0682876804 0.0349681427 0.039372759 NA 0.0046130764
## HRHTYPE 0.0471899716 0.4205728075 0.428046793 NA 0.0045063593
## HEFAMINC 0.4267274363 0.8259859662 0.181289100 NA 0.0608254030
## H_MONTH NA NA NA NA NA
## H_YEAR NA NA NA NA NA
## H_TENURE -0.0227438003 0.4593111597 0.706715784 NA 0.0069415430
## H_HHNUM -0.0576352627 -0.0191168817 0.089169379 NA -0.0073438401
## H_LIVQRT -0.0774147341 -0.0858758889 -0.029749190 NA -0.0097064191
## H_RESPNM 0.1874668082 0.4503473240 0.185914986 NA 0.0248183326
## H_TELHHD 0.2392098909 0.6052121860 0.283356001 NA 0.0319424879
## H_TELAVL -0.0028258547 0.0344188008 0.055881446 NA -0.0026934398
## H_TELINT 0.2042338164 0.4835628349 0.186979144 NA 0.0300922394
## H1TENURE 0.0014757923 0.0164988386 0.018028834 NA -0.0020986613
## H1LIVQRT -0.0477377182 -0.1174097385 -0.051842311 NA -0.0065398684
## H1TELHHD 0.0219585004 0.0920529720 0.061329583 NA 0.0043950144
## H1TELAVL 0.0004572527 0.0163682485 0.018174557 NA 0.0038022408
## H1TELINT NA NA NA NA NA
## H_NUMPER 0.3094297398 0.6676400416 0.198537477 NA 0.0363396408
## H_HHTYPE -0.3074639824 -0.7568607627 -0.335234748 NA -0.0420669185
## H_TYPEBC -0.1138515690 -0.2802597710 -0.124134872 NA -0.0155770593
## H_MIS 0.0030240186 0.0127315956 0.006680704 NA 0.0008490053
## HANNVAL 0.0589745371 0.0052226605 -0.017747334 NA 0.0118268071
## HANN_YN 0.3248958524 0.8279192980 0.370545542 NA 0.0424916607
## HCHCARE_VAL 0.1200824827 0.1479709778 0.003438365 NA 0.0221976718
## HCHCARE_YN 0.1308815057 0.3673451959 0.133637586 NA 0.0099289718
## HCOV 0.2236209192 0.7387710662 0.366292416 NA 0.0288258421
## HCSPVAL 0.0158965940 0.0681780190 0.041645287 NA 0.0296537224
## HCSP_YN 0.3360659672 0.8137286887 0.354081457 NA 0.0457745206
## HDISVAL 0.0277011986 0.0301488943 0.007194319 NA 0.0015039101
## HDIS_YN 0.3336205715 0.8200532153 0.362010981 NA 0.0454813638
## HDIVVAL 0.0990647898 0.0449244342 -0.021731054 NA 0.0370944004
## HDIV_YN 0.2361138977 0.7579435609 0.390021170 NA 0.0166279363
## HDSTVAL 0.1048020073 -0.0027244835 -0.034046735 NA 0.0231559739
## HDST_YN 0.3046455602 0.8358531873 0.381731598 NA 0.0374892802
## HEARNVAL 0.3654441014 0.5296290135 0.030738313 NA 0.0790902156
## HEDVAL 0.0187961127 0.0954737132 0.061426269 NA -0.0013001185
## HED_YN 0.3319646096 0.8012247580 0.349932316 NA 0.0461092019
## HENGAST 0.3408743897 0.8293425076 0.351709612 NA 0.0469718083
## HENGVAL -0.0185046181 -0.0033912555 0.054901437 NA -0.0042410191
## HFDVAL -0.0422391624 0.0005185376 0.159881760 NA -0.0065886615
## HFINVAL -0.0030375470 0.0340942670 0.045932618 NA -0.0009855338
## HFIN_YN 0.3369770806 0.8197398530 0.354554709 NA 0.0463060129
## HFLUNCH 0.1079888668 0.2941765853 0.069313238 NA 0.0096738361
## HFLUNNO -0.0149712771 0.1005451093 0.147543454 NA -0.0102939306
## HFOODMO -0.0595176338 -0.0047945188 0.205016350 NA -0.0078599167
## HFOODNO -0.0461924192 0.0048443001 0.173486440 NA -0.0088587011
## HFOODSP 0.3547434756 0.8356020312 0.316279640 NA 0.0486693399
## HFRVAL 0.0198738062 0.0262309516 -0.011305998 NA 0.0089405957
## HH5TO18 0.1457761107 0.3361594668 0.088311970 NA 0.0147304143
## HHINC 0.4349511342 0.7894843013 0.119887730 NA 0.0799790870
## HHOTLUN 0.1763696142 0.3889831752 0.077729287 NA 0.0194830113
## HHOTNO 0.0682423847 0.2313434869 0.104521989 NA 0.0009345861
## HHSTATUS 0.1847815483 0.6371353442 0.418448451 NA 0.0264205533
## HH_HI_UNIV 0.2349810300 0.5944854458 0.258105324 NA 0.0256781959
## HINC_FR 0.3316874479 0.8170720680 0.365033085 NA 0.0441948859
## HINC_SE 0.3120148897 0.7891453973 0.362668609 NA 0.0388471088
## HINC_UC 0.3321032373 0.8153899641 0.361325689 NA 0.0442139604
## HINC_WC 0.3347047516 0.8215014868 0.363505961 NA 0.0458999162
## HINC_WS 0.2699327460 0.5392041858 0.297391240 NA 0.0399859539
## HINTVAL 0.2218247322 0.1750250884 -0.052587494 NA 0.0528387765
## HINT_YN 0.1889350372 0.6451288333 0.412542641 NA 0.0163972319
## HLORENT -0.2245106552 0.3037771238 0.975920424 NA -0.0134525002
## HMCAID 0.3647855374 0.8692618728 0.268188184 NA 0.0517086677
## HNUMFAM 0.2527967994 0.7022054823 0.367924477 NA 0.0347850278
## HOIVAL 0.0236898720 0.0244062969 -0.006333028 NA 0.0022055674
## HOI_YN 0.3301373460 0.8151017871 0.364232901 NA 0.0457169756
## HOTHVAL 0.2690780672 0.1019818732 -0.052305309 NA 0.3755956151
## HPAWVAL -0.0017556172 -0.0043776161 0.045950115 NA 0.0027115117
## HPAW_YN 0.3363518708 0.8262030605 0.359675369 NA 0.0450254896
## HPCTCUT 0.4601309199 0.7730938739 0.098718081 NA 0.0955382094
## HPENVAL 0.0930996957 0.0129167570 -0.036095351 NA 0.0210541895
## HPEN_YN 0.3015632012 0.8369706405 0.387943229 NA 0.0376669874
## HPRES_MORT 0.4353407985 0.4330616865 -0.417434742 NA 0.0561995164
## HPRIV 0.1458934631 0.4051745594 0.372970851 NA 0.0155762167
## HPROP_VAL 1.0000000000 0.3137893785 -0.238206030 NA 0.0938650567
## HPUB 0.3137893785 1.0000000000 0.297661712 NA 0.0391746279
## HPUBLIC -0.2382060300 0.2976617123 1.000000000 NA -0.0156208574
## HRECORD NA NA NA 1 NA
## HRNTVAL 0.0938650567 0.0391746279 -0.015620857 NA 1.0000000000
## HRNT_YN 0.2928946725 0.8016286014 0.379771119 NA -0.0184840905
## HRNUMWIC -0.0217809982 0.0338586823 0.113302315 NA -0.0049037469
## HRWICYN 0.1463549912 0.5437068165 0.239773032 NA 0.0044607128
## HSEVAL 0.0934376122 0.0948159413 -0.001825763 NA 0.0386896983
## HSSIVAL -0.0175310821 -0.0093519586 0.081499561 NA 0.0001542727
## HSSI_YN 0.3413463426 0.8313870119 0.348426009 NA 0.0462099436
## HSSVAL 0.1744388253 -0.0445130644 -0.038939328 NA 0.0280242791
## HSS_YN 0.2949731586 0.8997673959 0.386300629 NA 0.0356929478
## HSUP_WGT 0.2286304400 0.5667191018 0.292790330 NA 0.0290261952
## HSURVAL 0.0373191583 0.0187661322 -0.004132905 NA 0.0246989530
## HSUR_YN 0.3295886871 0.8246607037 0.366559108 NA 0.0438734389
## HTOP5PCT 0.2872257220 0.7969729137 0.373358036 NA 0.0201433155
## HTOTVAL 0.4252433406 0.5119062284 0.008604853 NA 0.2070681458
## HUCVAL 0.0190576873 0.0499513528 0.021938389 NA 0.0119304705
## HUNDER15 0.1264200519 0.3274155961 0.115270531 NA 0.0077199510
## HUNDER18 0.1453446716 0.3581262549 0.114229681 NA 0.0098994680
## HUNITS 0.0624912654 0.4666177171 0.554265244 NA 0.0108223089
## HVETVAL 0.0403475172 0.0321284302 -0.007770060 NA 0.0038193907
## HVET_YN 0.3278513250 0.8218914533 0.368258585 NA 0.0449542001
## HWCVAL 0.0102061766 0.0253109942 0.013547013 NA -0.0009674374
## HWSVAL 0.3551067572 0.5236774831 0.032702286 NA 0.0725548790
## H_SEQ 0.0716081036 0.0359014401 0.040592992 NA 0.0046941100
## I_CHCAREVAL 0.0450328284 0.1068058602 0.033244901 NA -0.0022632213
## I_HENGAS 0.1078436838 0.2803089310 0.115319756 NA 0.0062696788
## I_HENGVA -0.0151847345 0.0002254154 0.061714085 NA -0.0041583808
## I_HFDVAL -0.0191813366 0.0215691525 0.095374737 NA -0.0068242142
## I_HFLUNC 0.0441988592 0.1460366289 0.052406183 NA -0.0037115422
## I_HFLUNN 0.0055422916 0.0767767042 0.065305668 NA -0.0066836290
## I_HFOODM -0.0190399994 0.0215257152 0.094555358 NA -0.0067802550
## I_HFOODN -0.0106579339 0.0284920020 0.073916629 NA -0.0054097498
## I_HFOODS 0.0970438612 0.2637371338 0.111209914 NA 0.0057992359
## I_HHOTLU 0.0741512009 0.1949239350 0.048581115 NA -0.0012307220
## I_HHOTNO 0.0447016070 0.1445143745 0.051029218 NA -0.0035514200
## I_HLOREN -0.1080431798 0.1499937132 0.469650519 NA -0.0034435195
## I_HPUBLI -0.1138196381 0.1492372259 0.464191626 NA -0.0048878581
## I_HUNITS 0.1046149231 0.2768745083 0.119705834 NA 0.0056299200
## I_PROPVAL 0.2375391692 0.2596235860 -0.230393634 NA 0.0114590785
## NOW_HCOV 0.2206620466 0.7318568080 0.367565384 NA 0.0279551216
## NOW_HMCAID 0.3639628457 0.8654412114 0.271797676 NA 0.0516335810
## NOW_HPRIV 0.1484112145 0.4065542853 0.372608981 NA 0.0156522576
## NOW_HPUB 0.3119943227 0.9942545205 0.301664943 NA 0.0382547331
## THCHCARE_VAL 0.0666386399 0.0444254268 -0.004060467 NA 0.0283079179
## THPROP_VAL 0.5703396111 0.0401123960 -0.027724697 NA 0.0376878904
## GTCBSA 0.0945327559 0.0540410846 0.075804123 NA 0.0050430994
## GTCO 0.0068661938 0.0159401352 0.021573420 NA 0.0007302731
## GTCBSAST -0.0551764740 -0.0494719343 -0.118001181 NA -0.0015461341
## GTCBSASZ 0.1011568165 0.0653767839 0.092153037 NA 0.0059607219
## GTCSA 0.1132369671 0.0351294799 0.077442363 NA 0.0114134218
## GTMETSTA -0.0725632710 -0.0682409092 -0.070315568 NA -0.0049383817
## GTINDVPC 0.0315510267 0.0131868896 0.096438072 NA 0.0068712357
## FILEDATE NA NA NA NA NA
## YYYYMM NA NA NA NA NA
## HRNT_YN HRNUMWIC HRWICYN HSEVAL
## H_IDNUM 0.0049689350 0.0042587939 0.0005072069 8.949556e-03
## GEREG 0.0276319058 0.0225261261 0.0306247183 3.820220e-03
## GESTFIPS -0.0232413059 -0.0118793569 -0.0127092706 -1.227690e-02
## GEDIV 0.0321723123 0.0256523044 0.0373300664 7.650108e-03
## HRHTYPE 0.6022235018 0.0160630796 0.0898324684 7.518465e-05
## HEFAMINC 0.8309522123 0.0417012404 0.4797181187 1.077748e-01
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 0.5718355136 0.1018123213 0.2967528628 2.761899e-02
## H_HHNUM -0.0376331138 0.0108827793 0.0141766506 -8.677395e-03
## H_LIVQRT -0.0682345396 0.0141888482 -0.0465881199 -1.561751e-02
## H_RESPNM 0.5232087441 0.0677878348 0.2972838957 4.901987e-02
## H_TELHHD 0.7215565118 0.0665569487 0.3348631898 6.040868e-02
## H_TELAVL 0.0603336855 0.0055286124 0.0135552235 -1.842704e-03
## H_TELINT 0.5478112227 0.0559698134 0.2804062415 5.391871e-02
## H1TENURE 0.0229567326 0.0009711054 0.0134511955 -1.244470e-03
## H1LIVQRT -0.1383718402 -0.0128771815 -0.0653932550 -1.224266e-02
## H1TELHHD 0.0991556580 0.0101766768 0.0535808233 6.772903e-03
## H1TELAVL 0.0222990810 0.0039721589 0.0082199901 -4.441200e-04
## H1TELINT NA NA NA NA
## H_NUMPER 0.6948851981 0.2006306757 0.6749373784 9.956900e-02
## H_HHTYPE -0.8930292172 -0.0828309250 -0.4221838128 -7.874944e-02
## H_TYPEBC -0.3306819118 -0.0306716601 -0.1563314477 -2.916032e-02
## H_MIS 0.0107249392 -0.0067939827 0.0089919430 1.509008e-03
## HANNVAL 0.0339042123 -0.0070606652 -0.0222656894 5.109528e-03
## HANN_YN 0.9653052215 0.0926509030 0.4698049174 8.607001e-02
## HCHCARE_VAL 0.0971806424 0.0413518630 0.2020179826 3.398732e-02
## HCHCARE_YN 0.3449001384 0.2343715009 0.5672957264 5.266585e-02
## HCOV 0.8107211306 0.0899410106 0.4131317988 8.262955e-02
## HCSPVAL 0.0674728609 0.0415406060 0.1129183184 3.793830e-03
## HCSP_YN 0.9599541147 0.0773765177 0.4350863427 8.502677e-02
## HDISVAL 0.0494081545 0.0110812655 0.0065435985 1.257678e-03
## HDIS_YN 0.9654867358 0.0889637390 0.4587832517 8.615988e-02
## HDIVVAL 0.0389583672 -0.0077724518 0.0043543558 2.222843e-02
## HDIV_YN 0.9276596022 0.1018111403 0.4383822983 6.585912e-02
## HDSTVAL 0.0597653093 -0.0120326505 -0.0532026575 -2.971931e-04
## HDST_YN 0.9537447059 0.0965659543 0.4883435373 8.599519e-02
## HEARNVAL 0.3566683021 0.0014445220 0.3693213119 2.371643e-01
## HEDVAL 0.0776263022 0.0122200839 0.1107668770 2.755578e-03
## HED_YN 0.9543704553 0.0824726623 0.4251234871 8.476767e-02
## HENGAST 0.9601009998 0.0771685435 0.4581829007 8.776401e-02
## HENGVAL 0.0730365367 0.0643542319 0.0192646587 -7.335310e-03
## HFDVAL 0.1315163995 0.2467860371 0.1213037536 -8.658370e-03
## HFINVAL 0.0311400850 0.0006939839 0.0291308824 -1.498896e-03
## HFIN_YN 0.9666650144 0.0877760513 0.4540140944 8.632492e-02
## HFLUNCH 0.2618692938 0.0929224701 0.4133115771 3.944687e-02
## HFLUNNO 0.1836323745 0.1706609644 0.2853926261 9.435106e-03
## HFOODMO 0.1801037648 0.2045675213 0.0921959268 -1.570620e-02
## HFOODNO 0.1509861672 0.2988783525 0.1427639575 -8.560696e-03
## HFOODSP 0.9387969647 0.0356676868 0.4399761465 9.081104e-02
## HFRVAL 0.0229257617 -0.0043118766 0.0117488193 2.391664e-02
## HH5TO18 0.3112307931 0.1179162136 0.5157914699 5.926132e-02
## HHINC 0.7095950267 0.0196730576 0.4833557823 1.338351e-01
## HHOTLUN 0.3314804799 0.0914085252 0.5224140511 6.447988e-02
## HHOTNO 0.2478788278 0.1319199322 0.4018555018 3.280483e-02
## HHSTATUS 0.7862304675 0.0197184685 0.2396750562 4.352527e-02
## HH_HI_UNIV 0.6916178323 0.0603513354 0.3366496880 6.410017e-02
## HINC_FR 0.9682087879 0.0892162393 0.4549083475 8.217321e-02
## HINC_SE 0.9458479627 0.0853298663 0.4334990268 -3.353887e-02
## HINC_UC 0.9642419502 0.0869916798 0.4530489232 8.639235e-02
## HINC_WC 0.9698004590 0.0900665431 0.4582547291 8.631749e-02
## HINC_WS 0.8357412653 0.0532180277 0.2186080339 9.043066e-02
## HINTVAL 0.1348340276 -0.0196510330 0.0497619419 4.651994e-02
## HINT_YN 0.8493534317 0.1158340683 0.3788294942 5.712895e-02
## HLORENT 0.3569169191 0.0997269291 0.2405566411 2.039613e-03
## HMCAID 0.8939221652 0.0073393050 0.3937984464 8.651032e-02
## HNUMFAM 0.8127768377 0.1253291805 0.4684384693 7.430862e-02
## HOIVAL 0.0207771111 0.0036671048 0.0100536470 4.237690e-02
## HOI_YN 0.9646570739 0.0874396184 0.4529112223 8.418052e-02
## HOTHVAL 0.2197021122 -0.0238354592 -0.0450400522 3.690147e-02
## HPAWVAL 0.0432560352 0.0938054917 0.0421379474 -3.399298e-03
## HPAW_YN 0.9687893901 0.0804714371 0.4558237693 8.643260e-02
## HPCTCUT 0.6812581630 0.0145501172 0.4734581644 1.502331e-01
## HPENVAL 0.0821178582 -0.0146227260 -0.0551511830 -6.586839e-03
## HPEN_YN 0.9378639899 0.1007604798 0.5027311665 8.982705e-02
## HPRES_MORT 0.5517580825 -0.0167394582 0.1412791741 6.751784e-02
## HPRIV 0.7408372733 0.1368707600 0.2767950202 5.047270e-02
## HPROP_VAL 0.2928946725 -0.0217809982 0.1463549912 9.343761e-02
## HPUB 0.8016286014 0.0338586823 0.5437068165 9.481594e-02
## HPUBLIC 0.3797711194 0.1133023154 0.2397730320 -1.825763e-03
## HRECORD NA NA NA NA
## HRNTVAL -0.0184840905 -0.0049037469 0.0044607128 3.868970e-02
## HRNT_YN 1.0000000000 0.0942592647 0.4578148520 6.892073e-02
## HRNUMWIC 0.0942592647 1.0000000000 0.0596343118 2.848540e-03
## HRWICYN 0.4578148520 0.0596343118 1.0000000000 5.524120e-02
## HSEVAL 0.0689207289 0.0028485395 0.0552412000 1.000000e+00
## HSSIVAL 0.0997773913 0.0257586402 0.0165287428 -3.075764e-03
## HSSI_YN 0.9570752275 0.0856249573 0.4599582679 8.775260e-02
## HSSVAL 0.2789401053 -0.0333745656 -0.1538108998 -1.463788e-03
## HSS_YN 0.8845923830 0.1121111765 0.5686475827 9.499942e-02
## HSUP_WGT 0.6740333932 0.0454503349 0.2597106407 5.509362e-02
## HSURVAL 0.0419845846 -0.0069100388 -0.0162497570 -1.841658e-03
## HSUR_YN 0.9658520352 0.0914513198 0.4649299377 8.644194e-02
## HTOP5PCT 0.9598181469 0.0931974356 0.4437503442 5.539111e-02
## HTOTVAL 0.3994760825 -0.0073444381 0.3148596704 2.260509e-01
## HUCVAL 0.0538707017 0.0152605215 0.0324872580 4.690400e-04
## HUNDER15 0.3097646434 0.2719783792 0.5381698178 5.352251e-02
## HUNDER18 0.3352472279 0.2500994615 0.5788958691 6.026602e-02
## HUNITS 0.5788446393 0.0699600011 0.2607488052 2.885170e-02
## HVETVAL 0.0746039184 -0.0007097643 0.0044070144 -6.961941e-03
## HVET_YN 0.9610075011 0.0909957312 0.4607308580 8.662267e-02
## HWCVAL 0.0300841194 0.0010792524 0.0120228915 -3.703074e-03
## HWSVAL 0.3512615508 0.0011021374 0.3679117815 2.419419e-02
## H_SEQ 0.0327854829 0.0253710510 0.0373283045 8.983817e-03
## I_CHCAREVAL 0.0896790946 0.0776736339 0.1617668522 1.360798e-02
## I_HENGAS 0.3234366992 0.0287784626 0.1616027377 3.090296e-02
## I_HENGVA 0.0666151906 0.0414093594 0.0181776666 -6.922060e-03
## I_HFDVAL 0.1010963935 0.1348446904 0.0664208363 -8.605907e-03
## I_HFLUNC 0.1419524156 0.0634745046 0.2272070808 2.215051e-02
## I_HFLUNN 0.1075859348 0.0703536090 0.1671093025 4.611757e-03
## I_HFOODM 0.1006120955 0.1338137530 0.0661409989 -8.479814e-03
## I_HFOODN 0.0888685617 0.0925240383 0.0546457237 -6.501620e-03
## I_HFOODS 0.3017221281 0.0239883335 0.1510881093 2.691847e-02
## I_HHOTLU 0.1722282441 0.0605523141 0.2753157107 3.396939e-02
## I_HHOTNO 0.1407942689 0.0643631222 0.2250182100 2.209856e-02
## I_HLOREN 0.1662977516 0.0374050741 0.1153037355 -2.166433e-04
## I_HPUBLI 0.1764105520 0.0438984104 0.1127779727 -2.845978e-03
## I_HUNITS 0.3149571629 0.0280745461 0.1649281055 3.090194e-02
## I_PROPVAL 0.3079189005 -0.0001151917 0.1219105570 4.486658e-02
## NOW_HCOV 0.8039855950 0.0926539155 0.4151475640 8.149849e-02
## NOW_HMCAID 0.8967480810 0.0106915346 0.3971034975 8.645320e-02
## NOW_HPRIV 0.7425551862 0.1364350672 0.2761967743 5.113003e-02
## NOW_HPUB 0.8027947560 0.0378568235 0.5484698094 9.450778e-02
## THCHCARE_VAL 0.0230735135 0.0104120571 0.0551588223 1.677447e-02
## THPROP_VAL 0.0286280907 -0.0052859618 0.0169991055 3.720671e-02
## GTCBSA 0.0335840087 -0.0131477879 0.0437891001 9.905833e-03
## GTCO 0.0151975741 -0.0013354359 0.0170291831 -1.533150e-03
## GTCBSAST -0.0314056599 0.0043714558 -0.0439847737 -7.682570e-03
## GTCBSASZ 0.0366446181 -0.0190250056 0.0572710156 1.299532e-02
## GTCSA 0.0175848306 -0.0144023260 0.0314143609 1.324542e-02
## GTMETSTA -0.0435614113 0.0150127640 -0.0553988953 -8.916313e-03
## GTINDVPC 0.0007280409 0.0015534691 0.0210908609 4.706089e-03
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## HSSIVAL HSSI_YN HSSVAL HSS_YN
## H_IDNUM -4.055728e-04 0.0043870967 0.0007497126 0.004835983
## GEREG 5.102446e-03 0.0297601854 0.0034987760 0.031651010
## GESTFIPS -1.098873e-02 -0.0218830556 -0.0071884111 -0.021581615
## GEDIV 6.103404e-03 0.0347415444 0.0002656319 0.038342076
## HRHTYPE 9.470299e-02 0.5850789851 0.1552180375 0.510364268
## HEFAMINC 1.099134e-02 0.8722357152 0.2155415185 0.832512871
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 9.118570e-02 0.5550916180 0.0896761470 0.546029874
## H_HHNUM -5.827504e-03 -0.0413366040 -0.0575735835 -0.016825707
## H_LIVQRT 1.920083e-02 -0.0787659336 -0.0202965009 -0.076030605
## H_RESPNM 5.799890e-02 0.5294968159 0.1671376796 0.489519301
## H_TELHHD 7.994222e-02 0.7274866219 0.2215907054 0.668436817
## H_TELAVL 2.479548e-02 0.0535474633 0.0090988979 0.051054545
## H_TELINT 4.307333e-02 0.5597189190 0.1582448838 0.521021101
## H1TENURE 3.129168e-03 0.0223292062 0.0059367796 0.023023474
## H1LIVQRT -1.376487e-02 -0.1401614882 -0.0431424144 -0.128604699
## H1TELHHD 5.450543e-03 0.1001398535 0.0135603812 0.098095654
## H1TELAVL -9.320862e-05 0.0220828193 0.0041085111 0.018750523
## H1TELINT NA NA NA NA
## H_NUMPER 7.120386e-02 0.7058697133 0.0988355301 0.720754234
## H_HHTYPE -8.854089e-02 -0.9045233729 -0.2775084043 -0.830379601
## H_TYPEBC -3.278602e-02 -0.3349381100 -0.1027592467 -0.307483236
## H_MIS 1.639169e-03 0.0117139248 0.0009555561 0.011631905
## HANNVAL 6.396997e-03 0.0454867646 0.1027887990 0.012250467
## HANN_YN 9.759074e-02 0.9748396226 0.2718233090 0.906462463
## HCHCARE_VAL -1.281594e-02 0.1074475097 -0.0538281251 0.140132210
## HCHCARE_YN 1.474235e-02 0.3464510087 -0.1234183937 0.432944241
## HCOV 7.003244e-02 0.8166008666 0.1888258676 0.776860126
## HCSPVAL 4.946983e-03 0.0674053614 -0.0237373242 0.085205093
## HCSP_YN 9.374057e-02 0.9734329864 0.3088763605 0.888143266
## HDISVAL 4.999130e-02 0.0437179869 0.0384412306 0.037214599
## HDIS_YN 8.475985e-02 0.9798569590 0.2995722825 0.898031971
## HDIVVAL -8.031694e-03 0.0594500967 0.0551999904 0.043631622
## HDIV_YN 1.090487e-01 0.9193660133 0.2623448552 0.849173058
## HDSTVAL -5.299002e-03 0.0772947948 0.2352154480 0.004335728
## HDST_YN 1.001479e-01 0.9594630186 0.2115727236 0.912748079
## HEARNVAL -3.625219e-02 0.3990967120 -0.1070335167 0.475495929
## HEDVAL -5.380283e-03 0.0794026098 -0.0262773429 0.097078898
## HED_YN 9.765893e-02 0.9661409075 0.3126580310 0.879367565
## HENGAST 7.739585e-02 0.9782156797 0.2979876799 0.898045431
## HENGVAL 8.550036e-02 0.0502363074 0.0270647281 0.044765661
## HFDVAL 1.431890e-01 0.0940274707 -0.0051627620 0.118551522
## HFINVAL 1.361520e-03 0.0301258196 -0.0105422160 0.037730921
## HFIN_YN 9.525080e-02 0.9796909553 0.3050286172 0.897173217
## HFLUNCH 1.416154e-02 0.2642150420 -0.0864094946 0.326051505
## HFLUNNO 5.769282e-02 0.1667516440 -0.0492567394 0.209066956
## HFOODMO 2.281168e-01 0.1175890968 0.0269179990 0.132262971
## HFOODNO 1.513328e-01 0.1104456078 -0.0042378527 0.136309599
## HFOODSP 4.259296e-02 0.9668148059 0.3005202712 0.880983125
## HFRVAL -1.276817e-03 0.0275179410 0.0125810047 0.025665793
## HH5TO18 2.475581e-02 0.3133951198 -0.1092560815 0.391954358
## HHINC -1.978039e-03 0.7618667646 0.1991639123 0.744628342
## HHOTLUN 1.461890e-02 0.3384827003 -0.1112981037 0.417774037
## HHOTNO 3.313984e-02 0.2421011818 -0.0805051965 0.302485045
## HHSTATUS 8.571612e-02 0.7870472283 0.2266380676 0.709871507
## HH_HI_UNIV 6.278303e-02 0.7045897881 0.2241245152 0.642160987
## HINC_FR 9.653950e-02 0.9793341215 0.3034308771 0.897573201
## HINC_SE 9.994084e-02 0.9524417592 0.3073028306 0.867393900
## HINC_UC 9.681647e-02 0.9760803540 0.3046251154 0.893926037
## HINC_WC 9.599323e-02 0.9823830433 0.3015735432 0.901521198
## HINC_WS 1.463172e-01 0.8333669318 0.4832927644 0.659614532
## HINTVAL -2.078704e-02 0.1689802419 0.0857529445 0.154868776
## HINT_YN 1.475468e-01 0.8287189770 0.2406179133 0.764594166
## HLORENT 5.139759e-02 0.3346797000 -0.0437966432 0.373118697
## HMCAID -2.303398e-02 0.9365696346 0.3108544483 0.832559316
## HNUMFAM 9.582203e-02 0.8181251677 0.2296136753 0.765811875
## HOIVAL -2.549679e-03 0.0278098646 0.0062788013 0.025486010
## HOI_YN 9.699548e-02 0.9759759725 0.3024833650 0.894971265
## HOTHVAL 4.503126e-02 0.2708963231 0.5088001476 0.104886588
## HPAWVAL 4.626563e-02 0.0322595430 -0.0039939972 0.041258588
## HPAW_YN 9.128314e-02 0.9827046555 0.3032281585 0.900805533
## HPCTCUT -6.319032e-03 0.7378869997 0.1861778471 0.725300134
## HPENVAL -6.630164e-03 0.0986233439 0.2069132208 0.019463288
## HPEN_YN 9.969610e-02 0.9434764550 0.1801488410 0.915165837
## HPRES_MORT 2.168538e-02 0.5874431377 0.3771400666 0.446912607
## HPRIV 1.798143e-01 0.7136574614 0.3308506887 0.603414828
## HPROP_VAL -1.753108e-02 0.3413463426 0.1744388253 0.294973159
## HPUB -9.351959e-03 0.8313870119 -0.0445130644 0.899767396
## HPUBLIC 8.149956e-02 0.3484260091 -0.0389393278 0.386300629
## HRECORD NA NA NA NA
## HRNTVAL 1.542727e-04 0.0462099436 0.0280242791 0.035692948
## HRNT_YN 9.977739e-02 0.9570752275 0.2789401053 0.884592383
## HRNUMWIC 2.575864e-02 0.0856249573 -0.0333745656 0.112111177
## HRWICYN 1.652874e-02 0.4599582679 -0.1538108998 0.568647583
## HSEVAL -3.075764e-03 0.0877526014 -0.0014637883 0.094999422
## HSSIVAL 1.000000e+00 -0.0421062984 0.0125303838 0.087649925
## HSSI_YN -4.210630e-02 1.0000000000 0.2983465375 0.894850136
## HSSVAL 1.253038e-02 0.2983465375 1.0000000000 -0.054980754
## HSS_YN 8.764993e-02 0.8948501362 -0.0549807536 1.000000000
## HSUP_WGT 6.209874e-02 0.6821133258 0.2343519655 0.615461628
## HSURVAL -9.647371e-04 0.0512801586 0.0634951770 0.021503193
## HSUR_YN 9.528281e-02 0.9770594041 0.2881819723 0.903837185
## HTOP5PCT 9.866514e-02 0.9656410050 0.3024473639 0.881961076
## HTOTVAL -1.618605e-02 0.4560800992 0.0884468732 0.464415752
## HUCVAL 2.480433e-03 0.0569789444 -0.0001739432 0.060487580
## HUNDER15 9.110488e-03 0.3120454775 -0.1245943329 0.396546636
## HUNDER18 1.571880e-02 0.3380854346 -0.1272838025 0.426376107
## HUNITS 7.810400e-02 0.5680232810 0.1155351345 0.543532962
## HVETVAL 1.622218e-02 0.0789405315 0.0870758283 0.044468881
## HVET_YN 9.319754e-02 0.9727411968 0.2836717704 0.899631987
## HWCVAL 1.081401e-02 0.0293523875 0.0180306196 0.027060742
## HWSVAL -3.662080e-02 0.3906163563 -0.1106879618 0.467874579
## H_SEQ 6.303708e-03 0.0351958235 0.0021138095 0.038074445
## I_CHCAREVAL -3.677145e-03 0.0925972302 -0.0368371940 0.116456618
## I_HENGAS 2.702123e-02 0.3322153791 0.1163172570 0.296712597
## I_HENGVA 8.237782e-02 0.0457683684 0.0231824683 0.042472109
## I_HFDVAL 1.004089e-01 0.0735894785 0.0127110189 0.081482967
## I_HFLUNC 1.514730e-02 0.1421253317 -0.0336307398 0.169759794
## I_HFLUNN 3.284284e-02 0.0985971596 -0.0187954177 0.119100038
## I_HFOODM 9.968147e-02 0.0732672325 0.0123854132 0.081246628
## I_HFOODN 9.706013e-02 0.0637860698 0.0093951037 0.074025210
## I_HFOODS 2.253577e-02 0.3113854764 0.1066009641 0.278084716
## I_HHOTLU 8.135129e-03 0.1774435089 -0.0464756045 0.212942689
## I_HHOTNO 1.487163e-02 0.1410632055 -0.0330361249 0.168248719
## I_HLOREN 2.343572e-02 0.1614327887 -0.0040820453 0.170934947
## I_HPUBLI 3.340711e-02 0.1680492882 -0.0040211682 0.177943421
## I_HUNITS 2.525620e-02 0.3235801008 0.1066353296 0.292775232
## I_PROPVAL 1.257449e-02 0.3235993172 0.1661166551 0.263172742
## NOW_HCOV 6.760338e-02 0.8100850028 0.1809369213 0.773391975
## NOW_HMCAID -2.298057e-02 0.9393114829 0.3102351730 0.835412023
## NOW_HPRIV 1.772053e-01 0.7165443261 0.3327299206 0.605367373
## NOW_HPUB -8.972757e-03 0.8322342682 -0.0477605555 0.902300823
## THCHCARE_VAL -5.231249e-03 0.0291262139 -0.0153801273 0.038293408
## THPROP_VAL -5.019393e-03 0.0403419048 0.0272574163 0.036703398
## GTCBSA -7.184152e-03 0.0350689308 -0.0184011966 0.048630160
## GTCO 2.011836e-03 0.0120544772 -0.0019800469 0.014439890
## GTCBSAST -4.170265e-03 -0.0296213500 0.0415351471 -0.051569693
## GTCBSASZ -8.279307e-03 0.0373731935 -0.0357749217 0.058401839
## GTCSA -6.711546e-03 0.0208161854 -0.0216089354 0.034266691
## GTMETSTA 1.280411e-02 -0.0458398234 0.0209738211 -0.059570292
## GTINDVPC 3.202376e-03 0.0001662508 -0.0331629844 0.017355786
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## HSUP_WGT HSURVAL HSUR_YN HTOP5PCT
## H_IDNUM 9.343370e-03 1.178436e-03 0.004235214 0.004338090
## GEREG -7.712371e-02 -1.495831e-03 0.030347112 0.032440408
## GESTFIPS -2.034770e-02 -7.529093e-03 -0.023451002 -0.020604495
## GEDIV -6.962129e-02 -6.114858e-04 0.035592974 0.037299646
## HRHTYPE 4.828382e-01 6.135062e-02 0.590036375 0.611941751
## HEFAMINC 5.989702e-01 4.656143e-02 0.862649993 0.833163216
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 4.153855e-01 1.570162e-02 0.570314796 0.571021144
## H_HHNUM -1.589777e-02 -8.422621e-03 -0.040324120 -0.039787863
## H_LIVQRT -6.685119e-02 -7.045433e-03 -0.074486235 -0.078196639
## H_RESPNM 3.538479e-01 2.088474e-02 0.535089084 0.526334985
## H_TELHHD 5.145238e-01 3.640122e-02 0.734431973 0.727119831
## H_TELAVL 5.384229e-02 -2.574897e-04 0.059037510 0.059284636
## H_TELINT 3.763092e-01 2.922354e-02 0.560779386 0.552584035
## H1TENURE 2.153294e-02 1.774735e-03 0.022203403 0.022939780
## H1LIVQRT -9.834252e-02 -7.225655e-03 -0.141075939 -0.139571622
## H1TELHHD 7.088041e-02 3.943308e-03 0.100713128 0.099491398
## H1TELAVL 2.525960e-02 -6.591789e-05 0.021985471 0.022697695
## H1TELINT NA NA NA NA
## H_NUMPER 4.054175e-01 8.072674e-03 0.714993443 0.687892937
## H_HHTYPE -6.340209e-01 -4.647816e-02 -0.910397599 -0.900732098
## H_TYPEBC -2.347731e-01 -1.721051e-02 -0.337113291 -0.333534230
## H_MIS -7.013329e-06 4.163043e-03 0.011349981 0.010886404
## HANNVAL 3.672884e-02 4.359889e-02 0.039713535 0.034568026
## HANN_YN 6.819471e-01 4.155575e-02 0.983312261 0.971748653
## HCHCARE_VAL 3.746880e-02 -1.901409e-03 0.105392964 0.081316912
## HCHCARE_YN 1.210562e-01 -1.525669e-02 0.350822796 0.335035822
## HCOV 5.729671e-01 3.347239e-02 0.821694401 0.816970288
## HCSPVAL 2.537281e-02 -2.640993e-03 0.068380197 0.068646169
## HCSP_YN 6.877050e-01 5.176526e-02 0.979188424 0.968380376
## HDISVAL 3.689322e-02 3.519220e-03 0.050196486 0.048077936
## HDIS_YN 6.855449e-01 5.032597e-02 0.984293801 0.973672451
## HDIVVAL 4.536912e-02 1.391910e-02 0.054983391 0.023685851
## HDIV_YN 6.400793e-01 3.452993e-02 0.931424804 0.934139774
## HDSTVAL 6.653925e-02 1.614948e-02 0.072545941 0.057962276
## HDST_YN 6.670500e-01 4.334705e-02 0.968722216 0.957815673
## HEARNVAL 2.549152e-01 1.693735e-03 0.391322567 0.272832327
## HEDVAL 5.674359e-02 -1.285988e-03 0.078475608 0.071031528
## HED_YN 6.785502e-01 5.159479e-02 0.972693568 0.962789463
## HENGAST 6.839592e-01 5.112333e-02 0.980191177 0.968692866
## HENGVAL 3.402556e-02 -1.712321e-03 0.068506968 0.072847454
## HFDVAL 6.250716e-02 -5.977519e-03 0.124899941 0.130317913
## HFINVAL 3.131753e-02 -2.315677e-03 0.030718813 0.029830529
## HFIN_YN 6.854037e-01 5.117524e-02 0.985798065 0.975120890
## HFLUNCH 6.895662e-02 -5.736487e-03 0.266888152 0.253750245
## HFLUNNO 6.700720e-02 -9.954779e-03 0.178220218 0.182604987
## HFOODMO 9.874979e-02 -4.848800e-03 0.170131173 0.178567226
## HFOODNO 7.133145e-02 -5.945959e-03 0.143042734 0.149145262
## HFOODSP 6.741911e-01 5.242268e-02 0.960589114 0.947790082
## HFRVAL 6.737782e-03 1.647636e-03 0.027402482 0.017106296
## HH5TO18 9.485616e-02 -1.201421e-02 0.318257598 0.300277081
## HHINC 5.102570e-01 6.160241e-02 0.748787858 0.711382790
## HHOTLUN 1.078506e-01 -1.008477e-02 0.341478865 0.318711565
## HHOTNO 7.037309e-02 -9.770242e-03 0.248815151 0.241567508
## HHSTATUS 6.044094e-01 5.442124e-02 0.791311757 0.798521151
## HH_HI_UNIV 4.976020e-01 3.370346e-02 0.708357811 0.700066938
## HINC_FR 6.881160e-01 5.083994e-02 0.985687595 0.976128711
## HINC_SE 6.738511e-01 4.893355e-02 0.959543249 0.952277838
## HINC_UC 6.848867e-01 4.910042e-02 0.982473513 0.972032268
## HINC_WC 6.887428e-01 5.067644e-02 0.988627383 0.978043695
## HINC_WS 6.105127e-01 7.422216e-02 0.845303995 0.853136047
## HINTVAL 1.182719e-01 1.561624e-02 0.161280146 0.099969357
## HINT_YN 5.868439e-01 3.282665e-02 0.849799064 0.851305295
## HLORENT 2.809392e-01 -2.836307e-03 0.345471297 0.351144316
## HMCAID 6.554985e-01 5.636870e-02 0.916983825 0.902590634
## HNUMFAM 5.727487e-01 3.494080e-02 0.826808441 0.817520718
## HOIVAL 1.467218e-02 7.758957e-03 0.024921843 0.012802716
## HOI_YN 6.900189e-01 4.970967e-02 0.982663721 0.972888456
## HOTHVAL 2.108479e-01 1.477576e-01 0.259306002 0.219547780
## HPAWVAL 2.301714e-02 -2.258344e-03 0.041141007 0.043095872
## HPAW_YN 6.888005e-01 5.088891e-02 0.987962656 0.977199838
## HPCTCUT 4.934565e-01 6.526709e-02 0.724171609 0.669780928
## HPENVAL 8.300425e-02 1.301881e-02 0.093756511 0.079040706
## HPEN_YN 6.549673e-01 4.081172e-02 0.953706979 0.940885102
## HPRES_MORT 3.850754e-01 6.011405e-02 0.576130108 0.570059913
## HPRIV 5.150257e-01 3.208967e-02 0.741312415 0.749816539
## HPROP_VAL 2.286304e-01 3.731916e-02 0.329588687 0.287225722
## HPUB 5.667191e-01 1.876613e-02 0.824660704 0.796972914
## HPUBLIC 2.927903e-01 -4.132905e-03 0.366559108 0.373358036
## HRECORD NA NA NA NA
## HRNTVAL 2.902620e-02 2.469895e-02 0.043873439 0.020143316
## HRNT_YN 6.740334e-01 4.198458e-02 0.965852035 0.959818147
## HRNUMWIC 4.545033e-02 -6.910039e-03 0.091451320 0.093197436
## HRWICYN 2.597106e-01 -1.624976e-02 0.464929938 0.443750344
## HSEVAL 5.509362e-02 -1.841658e-03 0.086441941 0.055391114
## HSSIVAL 6.209874e-02 -9.647371e-04 0.095282806 0.098665136
## HSSI_YN 6.821133e-01 5.128016e-02 0.977059404 0.965641005
## HSSVAL 2.343520e-01 6.349518e-02 0.288181972 0.302447364
## HSS_YN 6.154616e-01 2.150319e-02 0.903837185 0.881961076
## HSUP_WGT 1.000000e+00 4.492794e-02 0.683486791 0.676569025
## HSURVAL 4.492794e-02 1.000000e+00 -0.022934175 0.043088958
## HSUR_YN 6.834868e-01 -2.293417e-02 1.000000000 0.973098393
## HTOP5PCT 6.765690e-01 4.308896e-02 0.973098393 1.000000000
## HTOTVAL 3.050204e-01 5.507753e-02 0.444907480 0.324240966
## HUCVAL 3.825072e-02 4.845291e-03 0.056830185 0.055320997
## HUNDER15 1.033122e-01 -1.534952e-02 0.315597209 0.299343070
## HUNDER18 1.090591e-01 -1.540959e-02 0.342297578 0.323643267
## HUNITS 4.544526e-01 1.849789e-02 0.580941254 0.579431655
## HVETVAL 5.033696e-02 4.885784e-03 0.079751127 0.078863244
## HVET_YN 6.835679e-01 4.846218e-02 0.979197809 0.968507692
## HWCVAL 1.767219e-02 2.618252e-03 0.031211704 0.031168988
## HWSVAL 2.503036e-01 2.058356e-03 0.382897004 0.268135478
## H_SEQ -5.997347e-02 -1.832289e-04 0.036158431 0.037770666
## I_CHCAREVAL 3.407203e-02 -6.176408e-03 0.092324614 0.085882582
## I_HENGAS 2.381789e-01 1.475877e-02 0.333612280 0.329251916
## I_HENGVA 4.432404e-02 -4.314187e-03 0.064622907 0.066986639
## I_HFDVAL 5.859510e-02 1.428144e-03 0.096826746 0.101412893
## I_HFLUNC 4.479992e-02 -8.388729e-03 0.145272193 0.140754893
## I_HFLUNN 4.085125e-02 -6.601784e-03 0.105677814 0.107399307
## I_HFOODM 5.776115e-02 1.415022e-03 0.096444843 0.101022072
## I_HFOODN 5.125732e-02 -5.174169e-03 0.086190302 0.089667886
## I_HFOODS 2.195737e-01 1.112585e-02 0.312382324 0.308650373
## I_HHOTLU 5.820644e-02 -1.050211e-02 0.179686206 0.169754507
## I_HHOTNO 4.367371e-02 -8.227340e-03 0.144038460 0.139475335
## I_HLOREN 1.369704e-01 2.640309e-03 0.165424847 0.167060333
## I_HPUBLI 1.443612e-01 2.097032e-03 0.174153631 0.176378823
## I_HUNITS 2.297756e-01 1.394148e-02 0.324810755 0.320278910
## I_PROPVAL 2.138099e-01 1.678561e-02 0.321031872 0.315058180
## NOW_HCOV 5.671579e-01 3.314683e-02 0.814869418 0.810444103
## NOW_HMCAID 6.571009e-01 5.627035e-02 0.919763421 0.905473353
## NOW_HPRIV 5.159946e-01 3.285711e-02 0.743621652 0.752149996
## NOW_HPUB 5.667794e-01 1.877449e-02 0.825598447 0.798008646
## THCHCARE_VAL 9.107852e-03 6.016403e-05 0.027962228 0.014460251
## THPROP_VAL 3.633936e-02 9.203404e-03 0.038481715 0.019989503
## GTCBSA 1.350888e-01 5.577549e-03 0.033550142 0.021807751
## GTCO 1.211866e-01 2.196131e-03 0.012853073 0.011298267
## GTCBSAST -1.428095e-01 -3.539667e-03 -0.031595757 -0.020939272
## GTCBSASZ 2.221115e-01 2.839350e-03 0.036347301 0.020541110
## GTCSA 9.449517e-02 2.417345e-03 0.019832552 0.005655279
## GTMETSTA -1.461920e-01 -4.227361e-04 -0.043319857 -0.032128336
## GTINDVPC 5.126740e-02 -2.596183e-03 0.001947998 -0.004577487
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## HTOTVAL HUCVAL HUNDER15 HUNDER18
## H_IDNUM -0.0004295963 0.0012824189 0.0063754545 5.565032e-03
## GEREG 0.0003725523 -0.0033460819 0.0264425737 2.682115e-02
## GESTFIPS -0.0200877009 0.0015282133 0.0045000497 4.294550e-03
## GEDIV 0.0054654757 0.0005682095 0.0319688326 3.272060e-02
## HRHTYPE 0.0540401677 0.0201752692 -0.0519840153 -5.230092e-02
## HEFAMINC 0.5836755959 0.0532966827 0.3204673363 3.512516e-01
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 0.1567604428 0.0322261040 0.1773561561 1.859274e-01
## H_HHNUM -0.0381965367 -0.0037922330 0.0013043444 -6.050440e-03
## H_LIVQRT -0.0868246972 -0.0046350153 -0.0212267222 -2.316351e-02
## H_RESPNM 0.2656734636 0.0421017980 0.2085613964 2.321616e-01
## H_TELHHD 0.3194856082 0.0412168396 0.2256358573 2.450647e-01
## H_TELAVL -0.0042161995 -0.0002958548 0.0085071394 9.317531e-03
## H_TELINT 0.2831065008 0.0364230741 0.1967514091 2.128878e-01
## H1TENURE 0.0077544355 0.0023464668 0.0137885701 1.246445e-02
## H1LIVQRT -0.0639590727 -0.0081631181 -0.0441681228 -4.804007e-02
## H1TELHHD 0.0350434568 0.0031306954 0.0263584469 2.875874e-02
## H1TELAVL 0.0017713951 -0.0015222156 -0.0002864226 -6.836164e-04
## H1TELINT NA NA NA NA
## H_NUMPER 0.4667608614 0.0568250816 0.7230728057 7.779079e-01
## H_HHTYPE -0.4118481207 -0.0525082777 -0.2857718543 -3.105048e-01
## H_TYPEBC -0.1525042197 -0.0194434150 -0.1058191393 -1.149775e-01
## H_MIS 0.0081278025 0.0046128106 0.0038355353 3.336137e-03
## HANNVAL 0.0765966875 -0.0030020720 -0.0175728935 -1.820283e-02
## HANN_YN 0.4414998226 0.0581399849 0.3186422929 3.460509e-01
## HCHCARE_VAL 0.1785799141 0.0048231265 0.2769898299 2.461909e-01
## HCHCARE_YN 0.2291454355 0.0320265346 0.8295237755 8.144127e-01
## HCOV 0.3172200462 0.0506478912 0.2701341233 2.936938e-01
## HCSPVAL 0.0354177617 0.0045185750 0.1224538573 1.418789e-01
## HCSP_YN 0.4461617897 0.0561069231 0.2829254006 3.063529e-01
## HDISVAL 0.0416035135 0.0033504622 0.0082911268 7.014937e-03
## HDIS_YN 0.4455185283 0.0555020320 0.3108660489 3.379866e-01
## HDIVVAL 0.2165592205 0.0000845265 -0.0043286370 5.107219e-03
## HDIV_YN 0.3255155432 0.0526658478 0.2985595893 3.229887e-01
## HDSTVAL 0.1379032074 -0.0031833969 -0.0391897355 -4.143255e-02
## HDST_YN 0.4291018314 0.0582335535 0.3326420043 3.608870e-01
## HEARNVAL 0.9326856856 0.0215072451 0.2564546934 2.845304e-01
## HEDVAL 0.0715343042 0.0062475257 0.0118450995 2.446048e-02
## HED_YN 0.4363150575 0.0540534858 0.3031709321 3.261514e-01
## HENGAST 0.4580779814 0.0561619169 0.3040136290 3.307700e-01
## HENGVAL -0.0305720142 0.0071486146 0.0471367396 4.971195e-02
## HFDVAL -0.0541202779 0.0126418101 0.2410180610 2.426256e-01
## HFINVAL 0.0215097054 0.0014030620 -0.0025141848 -3.115987e-03
## HFIN_YN 0.4498223555 0.0556053574 0.3100211378 3.371319e-01
## HFLUNCH 0.1978647975 0.0148179471 0.5383398824 6.000924e-01
## HFLUNNO -0.0056657571 0.0233843861 0.5121792215 5.621465e-01
## HFOODMO -0.0757104027 0.0133925528 0.1587166804 1.597298e-01
## HFOODNO -0.0551089156 0.0205015169 0.2980758490 3.011587e-01
## HFOODSP 0.4737618073 0.0527257304 0.2726520237 2.995785e-01
## HFRVAL 0.0576679397 -0.0019355905 0.0140369357 1.391431e-02
## HH5TO18 0.2352328994 0.0262269013 0.7969594400 8.941655e-01
## HHINC 0.6914822496 0.0597270350 0.3132527355 3.457287e-01
## HHOTLUN 0.2853011110 0.0304360752 0.6265430428 7.131253e-01
## HHOTNO 0.1274756785 0.0184305115 0.6576476678 7.270024e-01
## HHSTATUS 0.2616134214 0.0388875479 0.0579208839 6.361765e-02
## HH_HI_UNIV 0.3269762691 0.0386561126 0.2126121227 2.335774e-01
## HINC_FR 0.4414075297 0.0566902782 0.3079661887 3.343479e-01
## HINC_SE 0.4168392922 0.0541869850 0.2884902391 3.127850e-01
## HINC_UC 0.4445109816 -0.0257983842 0.3066920781 3.332020e-01
## HINC_WC 0.4473505036 0.0546563455 0.3108009014 3.375783e-01
## HINC_WS 0.2613018193 0.0300527819 0.1507706062 1.643460e-01
## HINTVAL 0.4029673220 0.0088464889 0.0406874977 5.087975e-02
## HINT_YN 0.2506591670 0.0446891742 0.2699826234 2.919350e-01
## HLORENT 0.0246320313 0.0216419088 0.1108304118 1.101193e-01
## HMCAID 0.4860041716 0.0438820539 0.2201414454 2.428089e-01
## HNUMFAM 0.3898206269 0.0574845379 0.2928423580 3.169170e-01
## HOIVAL 0.1058035587 0.0261053677 0.0171935460 1.875396e-02
## HOI_YN 0.4391436903 0.0548609243 0.3044505521 3.303335e-01
## HOTHVAL 0.4514007785 0.0409019661 -0.0419983233 -3.512962e-02
## HPAWVAL -0.0075288954 0.0011933864 0.0808705673 8.272599e-02
## HPAW_YN 0.4502174430 0.0565957843 0.3033212046 3.301031e-01
## HPCTCUT 0.7610538417 0.0581970815 0.3089254498 3.422985e-01
## HPENVAL 0.1868147430 -0.0026915687 -0.0457241296 -4.800535e-02
## HPEN_YN 0.4281718495 0.0594871109 0.3447587298 3.734516e-01
## HPRES_MORT 0.3274432663 0.0277089715 0.1134093959 1.332978e-01
## HPRIV 0.1512685327 0.0391299569 0.2246012212 2.411145e-01
## HPROP_VAL 0.4252433406 0.0190576873 0.1264200519 1.453447e-01
## HPUB 0.5119062284 0.0499513528 0.3274155961 3.581263e-01
## HPUBLIC 0.0086048526 0.0219383890 0.1152705307 1.142297e-01
## HRECORD NA NA NA NA
## HRNTVAL 0.2070681458 0.0119304705 0.0077199510 9.899468e-03
## HRNT_YN 0.3994760825 0.0538707017 0.3097646434 3.352472e-01
## HRNUMWIC -0.0073444381 0.0152605215 0.2719783792 2.500995e-01
## HRWICYN 0.3148596704 0.0324872580 0.5381698178 5.788959e-01
## HSEVAL 0.2260509186 0.0004690400 0.0535225057 6.026602e-02
## HSSIVAL -0.0161860485 0.0024804326 0.0091104884 1.571880e-02
## HSSI_YN 0.4560800992 0.0569789444 0.3120454775 3.380854e-01
## HSSVAL 0.0884468732 -0.0001739432 -0.1245943329 -1.272838e-01
## HSS_YN 0.4644157516 0.0604875805 0.3965466363 4.263761e-01
## HSUP_WGT 0.3050204420 0.0382507225 0.1033121632 1.090591e-01
## HSURVAL 0.0550775330 0.0048452910 -0.0153495189 -1.540959e-02
## HSUR_YN 0.4449074802 0.0568301849 0.3155972086 3.422976e-01
## HTOP5PCT 0.3242409662 0.0553209971 0.2993430696 3.236433e-01
## HTOTVAL 1.0000000000 0.0341124462 0.2147500774 2.424164e-01
## HUCVAL 0.0341124462 1.0000000000 0.0234911161 2.584932e-02
## HUNDER15 0.2147500774 0.0234911161 1.0000000000 9.470829e-01
## HUNDER18 0.2424164328 0.0258493249 0.9470829053 1.000000e+00
## HUNITS 0.1870652837 0.0298807391 0.1145143291 1.194508e-01
## HVETVAL 0.0642104603 0.0146274087 0.0039803295 4.424046e-03
## HVET_YN 0.4412293338 0.0555939985 0.3120154186 3.390014e-01
## HWCVAL 0.0244267953 0.0092318051 0.0020873506 5.005086e-03
## HWSVAL 0.9086402656 0.0221707205 0.2518331652 2.793005e-01
## H_SEQ 0.0063946277 0.0007664220 0.0307519061 3.189504e-02
## I_CHCAREVAL 0.0818181387 0.0076801400 0.2513161787 2.343481e-01
## I_HENGAS 0.1574933384 0.0159104738 0.0943985569 1.053048e-01
## I_HENGVA -0.0284383785 0.0068064589 0.0320928086 3.187985e-02
## I_HFDVAL -0.0346004938 0.0070567948 0.0935158658 9.738169e-02
## I_HFLUNC 0.0867090377 0.0055944006 0.2846345893 3.199022e-01
## I_HFLUNN 0.0038182187 0.0050306678 0.2269415237 2.531175e-01
## I_HFOODM -0.0348840160 0.0071564769 0.0930246216 9.699153e-02
## I_HFOODN -0.0333357844 0.0027368516 0.0714387145 7.564842e-02
## I_HFOODS 0.1459871306 0.0157278743 0.0857845294 9.685643e-02
## I_HHOTLU 0.1408035307 0.0135261114 0.3292246537 3.772641e-01
## I_HHOTNO 0.0870354017 0.0054846037 0.2825958114 3.174265e-01
## I_HLOREN 0.0270723088 0.0055097969 0.0497716110 5.037126e-02
## I_HPUBLI 0.0175530689 0.0059591003 0.0494879189 5.067094e-02
## I_HUNITS 0.1554998929 0.0149648113 0.0976340023 1.079813e-01
## I_PROPVAL 0.1826891255 0.0136261568 0.0861657997 1.002567e-01
## NOW_HCOV 0.3130395903 0.0556197467 0.2711272988 2.951243e-01
## NOW_HMCAID 0.4852891150 0.0455566533 0.2233597626 2.461473e-01
## NOW_HPRIV 0.1532458037 0.0460643771 0.2228299395 2.392557e-01
## NOW_HPUB 0.5108794722 0.0513585422 0.3319362200 3.628599e-01
## THCHCARE_VAL 0.0781621156 0.0029008207 0.0780027198 6.789946e-02
## THPROP_VAL 0.1067858498 0.0041389379 0.0171940308 2.108481e-02
## GTCBSA 0.0865917892 0.0049349366 0.0002730525 -8.788270e-04
## GTCO 0.0154715007 -0.0041031821 0.0005847422 -6.238028e-05
## GTCBSAST -0.0640141927 -0.0033746631 0.0059411889 7.648644e-03
## GTCBSASZ 0.1057895036 0.0048990432 0.0003501914 4.272767e-04
## GTCSA 0.0895105658 0.0069030200 -0.0065788418 -7.978330e-03
## GTMETSTA -0.0861361491 -0.0077375225 -0.0120030811 -1.197041e-02
## GTINDVPC 0.0267427502 -0.0028021924 -0.0154514077 -1.774959e-02
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## HUNITS HVETVAL HVET_YN HWCVAL
## H_IDNUM 7.018117e-03 -1.087339e-04 0.004567153 0.0005440123
## GEREG 1.955709e-03 2.326404e-02 0.026243554 0.0061967356
## GESTFIPS -5.174581e-02 3.519820e-03 -0.024176386 -0.0003573553
## GEDIV 1.129167e-02 2.106370e-02 0.031856458 0.0074035322
## HRHTYPE 5.165817e-01 2.051858e-02 0.601188606 0.0105524426
## HEFAMINC 4.399911e-01 7.921684e-02 0.855858088 0.0242817247
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 5.334854e-01 2.363076e-02 0.569769913 0.0185166555
## H_HHNUM 2.583513e-02 -6.826983e-03 -0.041154955 -0.0007144016
## H_LIVQRT -8.739322e-02 -9.967416e-03 -0.073779321 0.0038174237
## H_RESPNM 2.907727e-01 4.252960e-02 0.531877227 0.0227051812
## H_TELHHD 4.397832e-01 5.806435e-02 0.731377212 0.0228614390
## H_TELAVL 5.243232e-02 -4.150604e-03 0.059782529 -0.0004202801
## H_TELINT 3.154796e-01 4.933540e-02 0.557551006 0.0200460930
## H1TENURE 1.894440e-02 -1.987503e-03 0.022529897 -0.0014625642
## H1LIVQRT -8.299539e-02 -1.148181e-02 -0.140446943 -0.0045218027
## H1TELHHD 6.965589e-02 2.130432e-03 0.101100860 0.0009296408
## H1TELAVL 2.063804e-02 2.890165e-03 0.022301360 -0.0014103918
## H1TELINT NA NA NA NA
## H_NUMPER 3.186107e-01 5.310923e-02 0.707205655 0.0307663348
## H_HHTYPE -5.358046e-01 -7.385535e-02 -0.906356996 -0.0290859531
## H_TYPEBC -1.984044e-01 -2.734807e-02 -0.335617087 -0.0107703067
## H_MIS 8.291357e-03 -1.291370e-03 0.011121363 -0.0036771649
## HANNVAL 1.691552e-02 7.915332e-03 0.043451997 -0.0023948228
## HANN_YN 5.797767e-01 7.705571e-02 0.977991163 0.0322392273
## HCHCARE_VAL 3.221380e-02 -1.460332e-03 0.104594506 -0.0014727631
## HCHCARE_YN 1.383377e-01 5.282263e-03 0.346904618 0.0103282028
## HCOV 4.961047e-01 5.092537e-02 0.819375442 0.0309351460
## HCSPVAL 2.953863e-02 8.765952e-03 0.067887959 0.0042772811
## HCSP_YN 5.779199e-01 7.996002e-02 0.974970592 0.0306154909
## HDISVAL 1.893403e-02 3.902634e-02 0.044281155 0.1733004672
## HDIS_YN 5.799536e-01 7.634607e-02 0.980609502 0.0116935567
## HDIVVAL 1.342549e-02 4.043493e-03 0.056625757 -0.0017359638
## HDIV_YN 5.617212e-01 7.322976e-02 0.925981632 0.0303687938
## HDSTVAL 1.854420e-02 1.046613e-02 0.072854247 0.0002529092
## HDST_YN 5.784811e-01 7.522864e-02 0.964059892 0.0312625186
## HEARNVAL 1.710271e-01 7.328121e-03 0.390255041 0.0050083049
## HEDVAL 6.725946e-02 1.744868e-02 0.074735147 0.0042546746
## HED_YN 5.690699e-01 7.605579e-02 0.969298022 0.0300202377
## HENGAST 5.709294e-01 8.203389e-02 0.975423642 0.0317063790
## HENGVAL 5.334715e-02 -5.384500e-03 0.070255353 -0.0001008058
## HFDVAL 1.145814e-01 -6.048054e-03 0.125893455 -0.0009632472
## HFINVAL 4.551825e-02 -2.800385e-03 0.030983443 -0.0010403072
## HFIN_YN 5.745163e-01 8.128563e-02 0.981276710 0.0315241560
## HFLUNCH 8.722882e-02 1.125381e-02 0.264105541 0.0067167403
## HFLUNNO 9.313577e-02 -5.784467e-04 0.177222772 0.0067945114
## HFOODMO 1.790998e-01 -6.746755e-03 0.172225457 -0.0021928066
## HFOODNO 1.216900e-01 -6.269446e-03 0.144390361 -0.0010003389
## HFOODSP 5.457089e-01 8.310299e-02 0.955640789 0.0325657330
## HFRVAL -3.012688e-06 -2.061243e-03 0.027198965 -0.0015656884
## HH5TO18 1.039948e-01 5.979584e-03 0.315668032 0.0069080480
## HHINC 3.517740e-01 9.667123e-02 0.740183380 0.0410678737
## HHOTLUN 1.143929e-01 9.306907e-03 0.338443009 0.0114728926
## HHOTNO 9.122726e-02 5.638666e-03 0.246420485 0.0047395103
## HHSTATUS 5.724779e-01 5.448473e-02 0.793349347 0.0227551023
## HH_HI_UNIV 4.096243e-01 5.865037e-02 0.704736203 0.0237200020
## HINC_FR 5.819126e-01 8.093831e-02 0.981313125 0.0316740135
## HINC_SE 5.727600e-01 8.260450e-02 0.955296781 0.0321406138
## HINC_UC 5.795211e-01 8.074907e-02 0.978140396 0.0302149516
## HINC_WC 5.821032e-01 8.068610e-02 0.984175915 -0.0147750004
## HINC_WS 5.151315e-01 9.734652e-02 0.842766498 0.0269823323
## HINTVAL 4.597365e-02 9.507928e-03 0.161661292 0.0036390205
## HINT_YN 5.391841e-01 5.603490e-02 0.847414113 0.0278370135
## HLORENT 5.036702e-01 -5.630579e-03 0.346887246 0.0141742980
## HMCAID 5.100775e-01 8.304275e-02 0.912441276 0.0264831993
## HNUMFAM 4.986158e-01 6.463892e-02 0.822970678 0.0370938883
## HOIVAL 5.439897e-03 9.164800e-03 0.024992325 0.0012142135
## HOI_YN 5.804191e-01 7.862700e-02 0.978638368 0.0305334230
## HOTHVAL 9.296659e-02 1.590144e-01 0.251799720 0.0549983970
## HPAWVAL 4.125934e-02 -2.955290e-03 0.042102734 -0.0017014452
## HPAW_YN 5.794582e-01 8.052717e-02 0.983521737 0.0317867980
## HPCTCUT 3.340686e-01 9.429605e-02 0.716166930 0.0394671716
## HPENVAL 2.366766e-02 4.595450e-02 0.088164531 0.0021142203
## HPEN_YN 5.750060e-01 6.320752e-02 0.950716156 0.0309298518
## HPRES_MORT 7.601562e-02 7.557996e-02 0.573215667 0.0158439229
## HPRIV 4.846795e-01 6.049623e-02 0.738100625 0.0249999353
## HPROP_VAL 6.249127e-02 4.034752e-02 0.327851325 0.0102061766
## HPUB 4.666177e-01 3.212843e-02 0.821891453 0.0253109942
## HPUBLIC 5.542652e-01 -7.770060e-03 0.368258585 0.0135470125
## HRECORD NA NA NA NA
## HRNTVAL 1.082231e-02 3.819391e-03 0.044954200 -0.0009674374
## HRNT_YN 5.788446e-01 7.460392e-02 0.961007501 0.0300841194
## HRNUMWIC 6.996000e-02 -7.097643e-04 0.090995731 0.0010792524
## HRWICYN 2.607488e-01 4.407014e-03 0.460730858 0.0120228915
## HSEVAL 2.885170e-02 -6.961941e-03 0.086622675 -0.0037030740
## HSSIVAL 7.810400e-02 1.622218e-02 0.093197535 0.0108140141
## HSSI_YN 5.680233e-01 7.894053e-02 0.972741197 0.0293523875
## HSSVAL 1.155351e-01 8.707583e-02 0.283671770 0.0180306196
## HSS_YN 5.435330e-01 4.446888e-02 0.899631987 0.0270607419
## HSUP_WGT 4.544526e-01 5.033696e-02 0.683567938 0.0176721851
## HSURVAL 1.849789e-02 4.885784e-03 0.048462179 0.0026182517
## HSUR_YN 5.809413e-01 7.975113e-02 0.979197809 0.0312117037
## HTOP5PCT 5.794317e-01 7.886324e-02 0.968507692 0.0311689884
## HTOTVAL 1.870653e-01 6.421046e-02 0.441229334 0.0244267953
## HUCVAL 2.988074e-02 1.462741e-02 0.055593999 0.0092318051
## HUNDER15 1.145143e-01 3.980330e-03 0.312015419 0.0020873506
## HUNDER18 1.194508e-01 4.424046e-03 0.339001409 0.0050050856
## HUNITS 1.000000e+00 2.068072e-02 0.581021986 0.0147228452
## HVETVAL 2.068072e-02 1.000000e+00 -0.035537743 0.0026733367
## HVET_YN 5.810220e-01 -3.553774e-02 1.000000000 0.0313033655
## HWCVAL 1.472285e-02 2.673337e-03 0.031303366 1.0000000000
## HWSVAL 1.699575e-01 9.190388e-03 0.381768344 0.0060587046
## H_SEQ 1.341283e-02 2.126506e-02 0.032330347 0.0077371173
## I_CHCAREVAL 4.378410e-02 3.183856e-04 0.091642746 0.0014142756
## I_HENGAS 1.869770e-01 2.866258e-02 0.331487760 0.0124038760
## I_HENGVA 6.394267e-02 -4.492694e-03 0.064735961 0.0084612753
## I_HFDVAL 7.251143e-02 -7.847593e-05 0.097473979 -0.0032321115
## I_HFLUNC 6.416887e-02 1.610142e-03 0.143909833 0.0065189799
## I_HFLUNN 4.868011e-02 3.454029e-03 0.104525577 0.0060387623
## I_HFOODM 7.116116e-02 3.294758e-05 0.097013774 -0.0031974408
## I_HFOODN 5.154241e-02 -3.795985e-03 0.086894221 -0.0037150135
## I_HFOODS 1.749499e-01 2.825760e-02 0.310226995 0.0106396016
## I_HHOTLU 8.346304e-02 1.677264e-03 0.177844373 0.0104570241
## I_HHOTNO 6.350587e-02 1.898039e-03 0.142694298 0.0067101647
## I_HLOREN 1.480166e-01 2.647668e-03 0.166139251 0.0135969204
## I_HPUBLI 1.551710e-01 1.272853e-03 0.175113366 0.0129722759
## I_HUNITS 1.819429e-01 2.479453e-02 0.323210574 0.0127586739
## I_PROPVAL 1.096152e-01 3.296223e-02 0.318251533 0.0041275380
## NOW_HCOV 4.922303e-01 5.023469e-02 0.812765879 0.0296955762
## NOW_HMCAID 5.128843e-01 8.348937e-02 0.915175092 0.0261086532
## NOW_HPRIV 4.847055e-01 6.027950e-02 0.740453688 0.0266462353
## NOW_HPUB 4.688794e-01 3.237400e-02 0.822809909 0.0245477021
## THCHCARE_VAL 8.991365e-03 -3.263533e-03 0.028648153 -0.0017184812
## THPROP_VAL 1.413258e-02 -1.137115e-03 0.038594568 -0.0024054763
## GTCBSA 1.206175e-01 -1.527621e-03 0.034886351 -0.0007260080
## GTCO 3.182809e-02 3.649172e-03 0.013047695 -0.0020047291
## GTCBSAST -1.566316e-01 1.710589e-02 -0.033910490 0.0042945596
## GTCBSASZ 1.633307e-01 -1.694104e-02 0.039941898 -0.0007338942
## GTCSA 1.321936e-01 -2.024689e-02 0.024431982 0.0035335602
## GTMETSTA -1.150979e-01 -2.042854e-03 -0.043175573 -0.0005243008
## GTINDVPC 1.175391e-01 -1.967283e-02 0.004439212 -0.0042239320
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## HWSVAL H_SEQ I_CHCAREVAL I_HENGAS
## H_IDNUM -0.0003291098 -0.0033250672 -3.208905e-03 -0.004805098
## GEREG -0.0014614675 0.9474963708 -1.290945e-02 -0.018423312
## GESTFIPS -0.0176927616 -0.2343636633 3.950049e-03 -0.008858051
## GEDIV 0.0037833273 0.9895181214 -1.242498e-02 -0.021837241
## HRHTYPE 0.0276814089 0.0025517072 -1.464781e-02 0.192540128
## HEFAMINC 0.5271028727 0.0308382090 1.010949e-01 0.286943634
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 0.1458309712 0.0475554273 4.942470e-02 0.186849869
## H_HHNUM -0.0240286653 0.0210770351 -7.940170e-04 -0.013264665
## H_LIVQRT -0.0784197385 0.0347329701 -1.592679e-02 -0.025087528
## H_RESPNM 0.2314094209 0.0523220184 6.009624e-02 0.204280265
## H_TELHHD 0.2713201351 0.0497828488 6.582110e-02 0.253156818
## H_TELAVL -0.0020223949 0.0180364101 7.720433e-03 0.048137071
## H_TELINT 0.2431828771 0.0275863203 5.404875e-02 0.146370562
## H1TENURE 0.0080424203 0.0017021044 1.696585e-02 0.064498076
## H1LIVQRT -0.0542737352 0.0015986881 -1.299038e-02 -0.047404394
## H1TELHHD 0.0358740622 -0.0097812413 1.333007e-02 0.113643577
## H1TELAVL 0.0019568892 -0.0024465289 -4.051818e-03 0.021615331
## H1TELINT NA NA NA NA
## H_NUMPER 0.4506860062 0.0549270955 1.902162e-01 0.252215360
## H_HHTYPE -0.3494165177 -0.0284007824 -8.355904e-02 -0.308536539
## H_TYPEBC -0.1293862730 0.0099506795 -3.094128e-02 -0.114248728
## H_MIS 0.0052414210 -0.0013611600 -5.127247e-05 -0.004531045
## HANNVAL -0.0022389673 0.0023573573 -5.325752e-03 0.019741406
## HANN_YN 0.3854876442 0.0371830640 9.253078e-02 0.331748693
## HCHCARE_VAL 0.1946262750 -0.0178910849 3.433525e-01 0.030767316
## HCHCARE_YN 0.2677346414 0.0386690133 1.125872e-01 0.101845627
## HCOV 0.2744556426 0.0599329311 7.415661e-02 0.283716823
## HCSPVAL 0.0253214015 -0.0016356336 3.851916e-02 0.024119312
## HCSP_YN 0.3776865521 0.0363379165 8.345773e-02 0.332636846
## HDISVAL 0.0040282721 0.0087865613 -1.404833e-03 0.020503205
## HDIS_YN 0.3802433323 0.0349968064 9.115560e-02 0.333258852
## HDIVVAL 0.0713295238 -0.0027752600 1.913873e-03 0.014220962
## HDIV_YN 0.2870823754 0.0421670154 7.995628e-02 0.303960931
## HDSTVAL -0.0146246582 0.0033611454 -1.143621e-02 0.020335406
## HDST_YN 0.3949191360 0.0381021595 9.711736e-02 0.326177256
## HEARNVAL 0.9754604233 0.0058410121 9.596912e-02 0.139058188
## HEDVAL 0.0476531727 -0.0013420750 2.042622e-03 0.024526860
## HED_YN 0.3692106663 0.0341906122 8.905612e-02 0.328534967
## HENGAST 0.3900669667 0.0396299933 9.150032e-02 0.334351315
## HENGVAL -0.0322697702 -0.0234429166 4.732666e-03 0.015632251
## HFDVAL -0.0519047145 -0.0003486542 3.759437e-02 0.041411936
## HFINVAL -0.0023751562 -0.0040068212 2.410855e-03 0.012693785
## HFIN_YN 0.3823945371 0.0352237015 9.012613e-02 0.332743196
## HFLUNCH 0.2235628503 0.0067795354 1.259087e-01 0.091625464
## HFLUNNO 0.0089914921 0.0398125651 8.412134e-02 0.052549009
## HFOODMO -0.0764364923 -0.0159067956 2.157505e-02 0.055268513
## HFOODNO -0.0519358683 0.0021860783 4.527329e-02 0.046478359
## HFOODSP 0.4048113258 0.0392880429 8.646675e-02 0.326647829
## HFRVAL 0.0016179979 -0.0049404476 4.510025e-03 0.011671012
## HH5TO18 0.2652201847 0.0301589853 1.584361e-01 0.101572479
## HHINC 0.6187799659 0.0220952793 1.075182e-01 0.262284815
## HHOTLUN 0.3163515168 0.0258694142 1.572484e-01 0.108429617
## HHOTNO 0.1512357170 0.0238593851 1.214316e-01 0.078463739
## HHSTATUS 0.2144179071 0.0172025775 1.751909e-02 0.265100279
## HH_HI_UNIV 0.2799881486 0.0030770971 2.007582e-01 0.863240281
## HINC_FR 0.3759097908 0.0364498817 8.938927e-02 0.333447559
## HINC_SE 0.3730644071 0.0321162388 8.474277e-02 0.326115249
## HINC_UC 0.3765435689 0.0355805369 9.031927e-02 0.332728686
## HINC_WC 0.3800293981 0.0354667766 9.102188e-02 0.334836422
## HINC_WS 0.1349893472 0.0267522184 3.927173e-02 0.290706815
## HINTVAL 0.2471305932 -0.0110488889 2.084463e-02 0.049716751
## HINT_YN 0.2112633860 0.0501212074 6.217157e-02 0.260935026
## HLORENT 0.0486874620 0.0468737091 3.460364e-02 0.109562501
## HMCAID 0.4159016572 0.0292090526 7.447107e-02 0.312109948
## HNUMFAM 0.3427362884 0.0432331680 8.854351e-02 0.294078169
## HOIVAL 0.0468238983 -0.0036472672 7.689775e-04 0.001704211
## HOI_YN 0.3734974131 0.0296300714 8.753818e-02 0.333626204
## HOTHVAL 0.0935361875 0.0031912427 -1.170097e-02 0.090472358
## HPAWVAL -0.0128845599 0.0079180187 6.763414e-03 0.013857141
## HPAW_YN 0.3823577015 0.0355164116 8.982252e-02 0.334385807
## HPCTCUT 0.6819159597 0.0196078085 1.082833e-01 0.255189528
## HPENVAL -0.0223942281 0.0048738316 -1.424521e-02 0.036019065
## HPEN_YN 0.4063407039 0.0397408734 1.006677e-01 0.320399054
## HPRES_MORT 0.2264011659 -0.0005308038 3.557314e-02 0.209127978
## HPRIV 0.0869442412 0.0533720704 4.940521e-02 0.255984636
## HPROP_VAL 0.3551067572 0.0716081036 4.503283e-02 0.107843684
## HPUB 0.5236774831 0.0359014401 1.068059e-01 0.280308931
## HPUBLIC 0.0327022855 0.0405929918 3.324490e-02 0.115319756
## HRECORD NA NA NA NA
## HRNTVAL 0.0725548790 0.0046941100 -2.263221e-03 0.006269679
## HRNT_YN 0.3512615508 0.0327854829 8.967909e-02 0.323436699
## HRNUMWIC 0.0011021374 0.0253710510 7.767363e-02 0.028778463
## HRWICYN 0.3679117815 0.0373283045 1.617669e-01 0.161602738
## HSEVAL 0.0241941923 0.0089838167 1.360798e-02 0.030902965
## HSSIVAL -0.0366208000 0.0063037082 -3.677145e-03 0.027021232
## HSSI_YN 0.3906163563 0.0351958235 9.259723e-02 0.332215379
## HSSVAL -0.1106879618 0.0021138095 -3.683719e-02 0.116317257
## HSS_YN 0.4678745789 0.0380744449 1.164566e-01 0.296712597
## HSUP_WGT 0.2503035579 -0.0599734688 3.407203e-02 0.238178916
## HSURVAL 0.0020583561 -0.0001832289 -6.176408e-03 0.014758769
## HSUR_YN 0.3828970037 0.0361584310 9.232461e-02 0.333612280
## HTOP5PCT 0.2681354778 0.0377706658 8.588258e-02 0.329251916
## HTOTVAL 0.9086402656 0.0063946277 8.181814e-02 0.157493338
## HUCVAL 0.0221707205 0.0007664220 7.680140e-03 0.015910474
## HUNDER15 0.2518331652 0.0307519061 2.513162e-01 0.094398557
## HUNDER18 0.2793005125 0.0318950359 2.343481e-01 0.105304781
## HUNITS 0.1699575190 0.0134128339 4.378410e-02 0.186976983
## HVETVAL 0.0091903882 0.0212650594 3.183856e-04 0.028662581
## HVET_YN 0.3817683436 0.0323303472 9.164275e-02 0.331487760
## HWCVAL 0.0060587046 0.0077371173 1.414276e-03 0.012403876
## HWSVAL 1.0000000000 0.0043248371 9.568624e-02 0.135917288
## H_SEQ 0.0043248371 1.0000000000 -1.289504e-02 -0.020340433
## I_CHCAREVAL 0.0956862414 -0.0128950358 1.000000e+00 0.222843448
## I_HENGAS 0.1359172878 -0.0203404333 2.228434e-01 1.000000000
## I_HENGVA -0.0296900550 -0.0068325124 8.222452e-03 0.055114773
## I_HFDVAL -0.0337306451 -0.0122683847 5.680831e-02 0.169730890
## I_HFLUNC 0.0989355588 -0.0005061559 2.615408e-01 0.394412319
## I_HFLUNN 0.0111995863 0.0065933813 1.961432e-01 0.284857244
## I_HFOODM -0.0340233578 -0.0118120552 5.656776e-02 0.169995921
## I_HFOODN -0.0323457830 -0.0148065071 7.125763e-02 0.243251446
## I_HFOODS 0.1269458287 -0.0212068306 2.054327e-01 0.918969872
## I_HHOTLU 0.1576759480 -0.0008637726 3.210422e-01 0.493130886
## I_HHOTNO 0.0990841539 -0.0005363652 2.616697e-01 0.398339561
## I_HLOREN 0.0336551359 0.0021965989 1.220366e-01 0.484138725
## I_HPUBLI 0.0247235397 -0.0027189258 1.177667e-01 0.507542772
## I_HUNITS 0.1357164312 -0.0171149024 2.245336e-01 0.954767541
## I_PROPVAL 0.1482970705 -0.0138760734 1.675685e-01 0.696260133
## NOW_HCOV 0.2721538572 0.0616208434 7.570958e-02 0.280721890
## NOW_HMCAID 0.4153545706 0.0297766488 7.533665e-02 0.312756390
## NOW_HPRIV 0.0877585958 0.0530425943 5.018300e-02 0.256107414
## NOW_HPUB 0.5234151471 0.0363519919 1.080497e-01 0.280025475
## THCHCARE_VAL 0.0793420285 -0.0072166948 1.009468e-01 0.011072029
## THPROP_VAL 0.0888147066 0.0158779028 7.595398e-03 0.009072602
## GTCBSA 0.0924009642 0.0531943895 1.275292e-02 0.008123021
## GTCO 0.0164488557 -0.0340478114 2.346994e-03 0.010962995
## GTCBSAST -0.0771845941 -0.0981668674 -7.485056e-03 0.005585126
## GTCBSASZ 0.1184947751 -0.0463549733 1.366573e-02 0.007300934
## GTCSA 0.0962256232 -0.0503892624 1.083564e-02 0.005465062
## GTMETSTA -0.0933022495 -0.0019400625 -2.055892e-02 -0.036571143
## GTINDVPC 0.0351397968 0.1045555452 5.831637e-04 -0.011347350
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## I_HENGVA I_HFDVAL I_HFLUNC I_HFLUNN
## H_IDNUM 0.0029493077 -2.552784e-03 0.0013778883 0.0019018259
## GEREG -0.0116796394 -1.041448e-02 -0.0006268606 0.0064623257
## GESTFIPS -0.0067689449 -1.939081e-03 0.0007990185 -0.0028672636
## GEDIV -0.0069488236 -1.166634e-02 -0.0002049659 0.0062713896
## HRHTYPE 0.0841339575 1.025639e-01 -0.0049080228 0.0181716633
## HEFAMINC 0.0028976659 2.403385e-02 0.1381832239 0.0743607659
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 0.0676445522 9.801441e-02 0.0805011016 0.0748887864
## H_HHNUM -0.0018812959 6.607450e-04 -0.0051564532 -0.0020817797
## H_LIVQRT 0.0023110960 8.543173e-03 -0.0050442279 0.0050604921
## H_RESPNM 0.0320553541 6.276210e-02 0.1139004698 0.0862114014
## H_TELHHD 0.0500183624 7.842054e-02 0.1046140602 0.0765490683
## H_TELAVL 0.0094792034 2.873346e-02 0.0126282421 0.0116191188
## H_TELINT 0.0305145364 3.960928e-02 0.0751740009 0.0526581222
## H1TENURE 0.0069330733 1.752292e-02 0.0344691751 0.0276676675
## H1LIVQRT -0.0091864068 -1.321182e-02 -0.0199833666 -0.0148877690
## H1TELHHD 0.0069648351 3.163950e-02 0.0412979257 0.0324837619
## H1TELAVL 0.0022696658 1.019711e-02 0.0006977659 0.0001680949
## H1TELINT NA NA NA NA
## H_NUMPER 0.0379919941 1.055339e-01 0.2911522745 0.2182872009
## H_HHTYPE -0.0590904596 -8.918488e-02 -0.1321380432 -0.0957637880
## H_TYPEBC -0.0218807468 -3.302448e-02 -0.0489297102 -0.0354606007
## H_MIS -0.0003725506 1.323938e-03 0.0046841154 0.0067310451
## HANNVAL -0.0047588373 -5.246778e-03 -0.0040950295 -0.0059589338
## HANN_YN 0.0653985306 9.797310e-02 0.1460974127 0.1061513825
## HCHCARE_VAL -0.0041887395 -1.403029e-03 0.0606741496 0.0282223935
## HCHCARE_YN 0.0285050428 8.883056e-02 0.2872311081 0.2155797889
## HCOV 0.0533983377 9.864884e-02 0.1286852880 0.1063307792
## HCSPVAL 0.0074391580 2.067483e-02 0.0613300950 0.0513699454
## HCSP_YN 0.0609223176 8.956610e-02 0.1305760486 0.0921111357
## HDISVAL 0.0099518090 8.354929e-03 0.0034283206 0.0001493374
## HDIS_YN 0.0616785857 9.481761e-02 0.1437490011 0.1039377893
## HDIVVAL -0.0064723582 -8.836402e-03 0.0022142255 -0.0061403177
## HDIV_YN 0.0739984704 1.108713e-01 0.1347017643 0.1103783262
## HDSTVAL -0.0060926941 -1.060572e-02 -0.0145538019 -0.0123123258
## HDST_YN 0.0669382202 1.009004e-01 0.1521478260 0.1105402219
## HEARNVAL -0.0303895087 -3.482042e-02 0.1008321024 0.0115900102
## HEDVAL -0.0024018311 3.806446e-03 0.0203421665 0.0090416425
## HED_YN 0.0635610257 9.368126e-02 0.1360701179 0.0985760848
## HENGAST -0.0286206229 7.489438e-02 0.1423710145 0.1001650643
## HENGVAL 0.4145073712 1.072620e-01 0.0111741226 0.0199630860
## HFDVAL 0.1305862936 3.312205e-01 0.1036096785 0.1503779081
## HFINVAL 0.0033336219 2.077019e-03 0.0018379565 0.0006002352
## HFIN_YN 0.0621242810 9.410311e-02 0.1425199711 0.1029888728
## HFLUNCH 0.0193773987 5.841465e-02 0.4835996651 0.2221717169
## HFLUNNO 0.0626406869 1.398400e-01 0.2989448063 0.4359931574
## HFOODMO 0.1900993096 4.942188e-01 0.0811779634 0.1251938998
## HFOODNO 0.1476108898 4.410523e-01 0.1178412538 0.1670541234
## HFOODSP 0.0167435665 -3.818805e-02 0.1248008424 0.0733329480
## HFRVAL -0.0021163192 -4.984445e-03 0.0025558267 -0.0047984998
## HH5TO18 0.0300279227 8.539371e-02 0.3471376184 0.2636564499
## HHINC -0.0295406334 -2.781861e-02 0.1327802598 0.0425573448
## HHOTLUN 0.0149824167 5.600113e-02 0.2489049754 0.1803877423
## HHOTNO 0.0410248156 1.004449e-01 0.4318992849 0.3272629209
## HHSTATUS 0.0659735745 7.758319e-02 0.0314435063 0.0228253597
## HH_HI_UNIV 0.0691241487 1.730495e-01 0.3500438981 0.2516895566
## HINC_FR 0.0641181516 9.774472e-02 0.1425851821 0.1038040796
## HINC_SE 0.0651813825 9.853026e-02 0.1346978075 0.0993020165
## HINC_UC 0.0633030987 9.488744e-02 0.1420180468 0.1024344278
## HINC_WC 0.0638317774 9.705961e-02 0.1430409276 0.1033248059
## HINC_WS 0.0939555857 1.131645e-01 0.0751592975 0.0641910461
## HINTVAL -0.0171327978 -2.417726e-02 0.0163049689 -0.0118914729
## HINT_YN 0.0937471039 1.363131e-01 0.1117739712 0.1036885576
## HLORENT 0.0358368152 7.099692e-02 0.0519708638 0.0615072772
## HMCAID 0.0107689380 2.196818e-02 0.1016614704 0.0482734894
## HNUMFAM 0.0561663869 1.122616e-01 0.1456679733 0.1190256962
## HOIVAL -0.0017820204 -4.703999e-04 0.0019480009 -0.0025384008
## HOI_YN 0.0636487057 9.642682e-02 0.1408157301 0.1030011886
## HOTHVAL -0.0032742879 -9.312573e-03 -0.0102386275 -0.0181391513
## HPAWVAL 0.0661452224 8.744690e-02 0.0256062591 0.0361309130
## HPAW_YN 0.0570427377 8.488619e-02 0.1401646757 0.0991614943
## HPCTCUT -0.0312094117 -3.084291e-02 0.1309593135 0.0359222483
## HPENVAL -0.0094371113 -1.124141e-02 -0.0162465335 -0.0132219420
## HPEN_YN 0.0682752531 1.033134e-01 0.1561364296 0.1141253060
## HPRES_MORT 0.0048570580 1.101178e-02 0.0634205173 0.0327040032
## HPRIV 0.1143959383 1.657531e-01 0.1082160521 0.1168249362
## HPROP_VAL -0.0151847345 -1.918134e-02 0.0441988592 0.0055422916
## HPUB 0.0002254154 2.156915e-02 0.1460366289 0.0767767042
## HPUBLIC 0.0617140848 9.537474e-02 0.0524061829 0.0653056679
## HRECORD NA NA NA NA
## HRNTVAL -0.0041583808 -6.824214e-03 -0.0037115422 -0.0066836290
## HRNT_YN 0.0666151906 1.010964e-01 0.1419524156 0.1075859348
## HRNUMWIC 0.0414093594 1.348447e-01 0.0634745046 0.0703536090
## HRWICYN 0.0181776666 6.642084e-02 0.2272070808 0.1671093025
## HSEVAL -0.0069220603 -8.605907e-03 0.0221505128 0.0046117570
## HSSIVAL 0.0823778229 1.004089e-01 0.0151473038 0.0328428431
## HSSI_YN 0.0457683684 7.358948e-02 0.1421253317 0.0985971596
## HSSVAL 0.0231824683 1.271102e-02 -0.0336307398 -0.0187954177
## HSS_YN 0.0424721093 8.148297e-02 0.1697597936 0.1191000375
## HSUP_WGT 0.0443240418 5.859510e-02 0.0447999241 0.0408512480
## HSURVAL -0.0043141869 1.428144e-03 -0.0083887292 -0.0066017845
## HSUR_YN 0.0646229066 9.682675e-02 0.1452721928 0.1056778137
## HTOP5PCT 0.0669866393 1.014129e-01 0.1407548931 0.1073993067
## HTOTVAL -0.0284383785 -3.460049e-02 0.0867090377 0.0038182187
## HUCVAL 0.0068064589 7.056795e-03 0.0055944006 0.0050306678
## HUNDER15 0.0320928086 9.351587e-02 0.2846345893 0.2269415237
## HUNDER18 0.0318798527 9.738169e-02 0.3199021778 0.2531174877
## HUNITS 0.0639426724 7.251143e-02 0.0641688726 0.0486801085
## HVETVAL -0.0044926945 -7.847593e-05 0.0016101417 0.0034540294
## HVET_YN 0.0647359607 9.747398e-02 0.1439098335 0.1045255774
## HWCVAL 0.0084612753 -3.232111e-03 0.0065189799 0.0060387623
## HWSVAL -0.0296900550 -3.373065e-02 0.0989355588 0.0111995863
## H_SEQ -0.0068325124 -1.226838e-02 -0.0005061559 0.0065933813
## I_CHCAREVAL 0.0082224522 5.680831e-02 0.2615408484 0.1961432472
## I_HENGAS 0.0551147726 1.697309e-01 0.3944123187 0.2848572437
## I_HENGVA 1.0000000000 1.738834e-01 0.0294104742 0.0425888668
## I_HFDVAL 0.1738833971 1.000000e+00 0.1518171489 0.2028357018
## I_HFLUNC 0.0294104742 1.518171e-01 1.0000000000 0.7247253376
## I_HFLUNN 0.0425888668 2.028357e-01 0.7247253376 1.0000000000
## I_HFOODM 0.1739767511 9.969972e-01 0.1524537132 0.2035640684
## I_HFOODN 0.1725574322 7.093084e-01 0.2056467085 0.2658308690
## I_HFOODS 0.0521084849 1.701155e-01 0.3645649834 0.2584181160
## I_HHOTLU 0.0214368264 1.382305e-01 0.7956713359 0.5753200985
## I_HHOTNO 0.0282149497 1.523787e-01 0.9917633965 0.7171415478
## I_HLOREN 0.0351622128 1.355571e-01 0.1975866709 0.1822608389
## I_HPUBLI 0.0464568545 1.622387e-01 0.2044461530 0.1936559240
## I_HUNITS 0.0527474554 1.653756e-01 0.3860326093 0.2768515995
## I_PROPVAL 0.0282639777 7.521857e-02 0.2842327985 0.1753389952
## NOW_HCOV 0.0515192208 9.695546e-02 0.1307917378 0.1069780539
## NOW_HMCAID 0.0110132695 2.317443e-02 0.1033308709 0.0499872943
## NOW_HPRIV 0.1141142922 1.639003e-01 0.1087901389 0.1163484139
## NOW_HPUB 0.0004627216 2.304406e-02 0.1480868728 0.0787655179
## THCHCARE_VAL -0.0034912331 -3.565849e-03 0.0140713605 0.0022440530
## THPROP_VAL -0.0048869191 -2.500955e-03 0.0036810274 -0.0008531107
## GTCBSA 0.0002580059 -3.635882e-03 -0.0044840063 -0.0003185867
## GTCO -0.0011950571 4.958843e-03 0.0013187585 0.0065726564
## GTCBSAST -0.0008644996 -2.350963e-03 0.0114273103 0.0056091699
## GTCBSASZ 0.0005316568 -3.440711e-03 -0.0041147340 -0.0021306444
## GTCSA 0.0082982960 -3.816754e-03 -0.0072642837 -0.0032070670
## GTMETSTA 0.0043186042 -7.422619e-04 -0.0110421915 -0.0090215408
## GTINDVPC 0.0015229153 2.819320e-03 -0.0145004612 -0.0094674285
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## I_HFOODM I_HFOODN I_HFOODS I_HHOTLU
## H_IDNUM -2.656099e-03 -0.0009869591 -0.001558803 0.0011515202
## GEREG -9.909378e-03 -0.0117327455 -0.018248696 -0.0004849913
## GESTFIPS -2.031689e-03 0.0010555133 -0.003893321 0.0066681257
## GEDIV -1.117600e-02 -0.0141590674 -0.021863525 -0.0012216113
## HRHTYPE 1.019084e-01 0.0961793574 0.182287779 -0.0170137100
## HEFAMINC 2.374540e-02 0.0293900140 0.270355580 0.1839252328
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 9.724720e-02 0.0787014001 0.176541348 0.0898105745
## H_HHNUM 8.772709e-04 0.0003507895 -0.010978013 -0.0081843601
## H_LIVQRT 8.564265e-03 0.0056871324 -0.022339426 -0.0112709854
## H_RESPNM 6.275174e-02 0.0566008374 0.192532942 0.1348556359
## H_TELHHD 7.803845e-02 0.0685146584 0.236782026 0.1287624028
## H_TELAVL 2.831915e-02 0.0231165479 0.045868728 0.0143793548
## H_TELINT 3.926755e-02 0.0303132936 0.134126891 0.0958644755
## H1TENURE 1.760623e-02 0.0267998571 0.061844021 0.0370563591
## H1LIVQRT -1.314814e-02 -0.0113542436 -0.044322434 -0.0249236761
## H1TELHHD 3.187549e-02 0.0362501910 0.112131711 0.0492744487
## H1TELAVL 1.025817e-02 0.0106752339 0.021394449 0.0008829274
## H1TELINT NA NA NA NA
## H_NUMPER 1.051822e-01 0.0843509038 0.235060359 0.3509958111
## H_HHTYPE -8.878736e-02 -0.0789086340 -0.288872295 -0.1632892116
## H_TYPEBC -3.287728e-02 -0.0292192657 -0.106967209 -0.0604647504
## H_MIS 1.504555e-03 0.0039618659 -0.007634741 -0.0009890268
## HANNVAL -5.407480e-03 -0.0043280376 0.017056870 -0.0058483543
## HANN_YN 9.759075e-02 0.0866468784 0.310747116 0.1803841792
## HCHCARE_VAL -1.346255e-03 0.0004606865 0.026964061 0.0838833373
## HCHCARE_YN 8.856809e-02 0.0684617459 0.092762120 0.3439919896
## HCOV 9.847932e-02 0.0859950089 0.264842674 0.1542867420
## HCSPVAL 2.081655e-02 0.0216185684 0.023191865 0.0715198733
## HCSP_YN 8.915438e-02 0.0802159069 0.311377831 0.1635360494
## HDISVAL 7.881884e-03 0.0029584488 0.018669829 0.0055030677
## HDIS_YN 9.443181e-02 0.0841992735 0.311827003 0.1776768077
## HDIVVAL -8.841802e-03 -0.0077381559 0.012799922 0.0057518302
## HDIV_YN 1.103892e-01 0.0963931559 0.283230989 0.1597174288
## HDSTVAL -1.054357e-02 -0.0087865559 0.017396457 -0.0171093125
## HDST_YN 1.004924e-01 0.0890217606 0.305019208 0.1879819917
## HEARNVAL -3.507641e-02 -0.0329967908 0.129526043 0.1605530439
## HEDVAL 3.863212e-03 0.0034156846 0.024811445 0.0256306003
## HED_YN 9.326665e-02 0.0824841725 0.306969587 0.1675037408
## HENGAST 7.451244e-02 0.0630549662 0.313001525 0.1779479143
## HENGVAL 1.076539e-01 0.1109037846 0.015534649 0.0060156826
## HFDVAL 3.280568e-01 0.3462077918 0.039950458 0.0837094582
## HFINVAL 1.695689e-03 0.0022250472 0.013303463 0.0020070287
## HFIN_YN 9.378909e-02 0.0837526006 0.311320511 0.1765028883
## HFLUNCH 5.832186e-02 0.0502720865 0.084642646 0.3619960236
## HFLUNNO 1.387069e-01 0.1144241570 0.044846762 0.2219536112
## HFOODMO 4.912118e-01 0.4657670919 0.052010073 0.0629823305
## HFOODNO 4.387973e-01 0.3940193511 0.044044083 0.0963764960
## HFOODSP -3.801783e-02 -0.0337878649 0.305841054 0.1636324799
## HFRVAL -4.961469e-03 -0.0043654467 0.012020739 0.0066533383
## HH5TO18 8.493349e-02 0.0729214465 0.094461572 0.4175744394
## HHINC -2.804154e-02 -0.0283736209 0.245828722 0.1928338489
## HHOTLUN 5.606460e-02 0.0483675667 0.099976040 0.4529986917
## HHOTNO 9.966450e-02 0.0838300731 0.071506599 0.3219519330
## HHSTATUS 7.695440e-02 0.0711878209 0.249822677 0.0386779831
## HH_HI_UNIV 1.732985e-01 0.2234063612 0.839572607 0.4373864871
## HINC_FR 9.737099e-02 0.0861032309 0.312400346 0.1757179679
## HINC_SE 9.816922e-02 0.0869635779 0.305855559 0.1652556405
## HINC_UC 9.442801e-02 0.0847310850 0.311404254 0.1749115098
## HINC_WC 9.661981e-02 0.0861554548 0.313405045 0.1771265966
## HINC_WS 1.126591e-01 0.1007548711 0.269949187 0.0884971675
## HINTVAL -2.420478e-02 -0.0213182717 0.045585857 0.0304454323
## HINT_YN 1.356977e-01 0.1100961170 0.236513845 0.1275755908
## HLORENT 7.073382e-02 0.0572332904 0.106749866 0.0492094390
## HMCAID 2.196899e-02 0.0283988068 0.292808851 0.1386230690
## HNUMFAM 1.118254e-01 0.0940938439 0.277140281 0.1711617531
## HOIVAL -4.734313e-04 -0.0028742467 0.003171932 0.0038056413
## HOI_YN 9.604209e-02 0.0855129993 0.311650099 0.1737194534
## HOTHVAL -9.461450e-03 -0.0103350123 0.082310896 -0.0087481511
## HPAWVAL 8.643004e-02 0.0506286222 0.013879288 0.0204658482
## HPAW_YN 8.455010e-02 0.0789047840 0.313016678 0.1747741272
## HPCTCUT -3.112797e-02 -0.0314261403 0.238744735 0.1939551619
## HPENVAL -1.117580e-02 -0.0108872617 0.031675549 -0.0199481394
## HPEN_YN 1.028726e-01 0.0915736608 0.299834002 0.1929488640
## HPRES_MORT 1.143817e-02 0.0204277757 0.194894497 0.0855462422
## HPRIV 1.651824e-01 0.1323054556 0.235892430 0.1161577598
## HPROP_VAL -1.904000e-02 -0.0106579339 0.097043861 0.0741512009
## HPUB 2.152572e-02 0.0284920020 0.263737134 0.1949239350
## HPUBLIC 9.455536e-02 0.0739166288 0.111209914 0.0485811145
## HRECORD NA NA NA NA
## HRNTVAL -6.780255e-03 -0.0054097498 0.005799236 -0.0012307220
## HRNT_YN 1.006121e-01 0.0888685617 0.301722128 0.1722282441
## HRNUMWIC 1.338138e-01 0.0925240383 0.023988334 0.0605523141
## HRWICYN 6.614100e-02 0.0546457237 0.151088109 0.2753157107
## HSEVAL -8.479814e-03 -0.0065016199 0.026918471 0.0339693895
## HSSIVAL 9.968147e-02 0.0970601321 0.022535774 0.0081351288
## HSSI_YN 7.326723e-02 0.0637860698 0.311385476 0.1774435089
## HSSVAL 1.238541e-02 0.0093951037 0.106600964 -0.0464756045
## HSS_YN 8.124663e-02 0.0740252098 0.278084716 0.2129426893
## HSUP_WGT 5.776115e-02 0.0512573227 0.219573748 0.0582064395
## HSURVAL 1.415022e-03 -0.0051741690 0.011125851 -0.0105021055
## HSUR_YN 9.644484e-02 0.0861903016 0.312382324 0.1796862062
## HTOP5PCT 1.010221e-01 0.0896678857 0.308650373 0.1697545075
## HTOTVAL -3.488402e-02 -0.0333357844 0.145987131 0.1408035307
## HUCVAL 7.156477e-03 0.0027368516 0.015727874 0.0135261114
## HUNDER15 9.302462e-02 0.0714387145 0.085784529 0.3292246537
## HUNDER18 9.699153e-02 0.0756484247 0.096856433 0.3772641368
## HUNITS 7.116116e-02 0.0515424069 0.174949894 0.0834630445
## HVETVAL 3.294758e-05 -0.0037959851 0.028257599 0.0016772645
## HVET_YN 9.701377e-02 0.0868942206 0.310226995 0.1778443728
## HWCVAL -3.197441e-03 -0.0037150135 0.010639602 0.0104570241
## HWSVAL -3.402336e-02 -0.0323457830 0.126945829 0.1576759480
## H_SEQ -1.181206e-02 -0.0148065071 -0.021206831 -0.0008637726
## I_CHCAREVAL 5.656776e-02 0.0712576341 0.205432677 0.3210421668
## I_HENGAS 1.699959e-01 0.2432514465 0.918969872 0.4931308861
## I_HENGVA 1.739768e-01 0.1725574322 0.052108485 0.0214368264
## I_HFDVAL 9.969972e-01 0.7093083675 0.170115534 0.1382305006
## I_HFLUNC 1.524537e-01 0.2056467085 0.364564983 0.7956713359
## I_HFLUNN 2.035641e-01 0.2658308690 0.258418116 0.5753200985
## I_HFOODM 1.000000e+00 0.7114684738 0.171041686 0.1388750657
## I_HFOODN 7.114685e-01 1.0000000000 0.268391343 0.1907665530
## I_HFOODS 1.710417e-01 0.2683913433 1.000000000 0.4567149343
## I_HHOTLU 1.388751e-01 0.1907665530 0.456714934 1.0000000000
## I_HHOTNO 1.530152e-01 0.2076058054 0.367986799 0.8025617447
## I_HLOREN 1.355728e-01 0.1756988899 0.456015650 0.2257062627
## I_HPUBLI 1.623709e-01 0.2124066466 0.477670586 0.2311168218
## I_HUNITS 1.659545e-01 0.2392504487 0.901166375 0.4847992781
## I_PROPVAL 7.569726e-02 0.1166474568 0.649001713 0.3707173769
## NOW_HCOV 9.660979e-02 0.0848216167 0.261653467 0.1559094395
## NOW_HMCAID 2.313574e-02 0.0293021180 0.293408336 0.1398677839
## NOW_HPRIV 1.632297e-01 0.1308557749 0.235512773 0.1168013117
## NOW_HPUB 2.295530e-02 0.0294869384 0.263541991 0.1966077987
## THCHCARE_VAL -3.537461e-03 -0.0046621475 0.009707087 0.0240766889
## THPROP_VAL -2.454052e-03 0.0002893709 0.005663738 0.0063147102
## GTCBSA -3.673350e-03 -0.0010495087 0.004102636 0.0029050033
## GTCO 4.665617e-03 0.0037853710 0.007705486 0.0042708031
## GTCBSAST -1.710622e-03 0.0041672123 0.010348711 0.0062776808
## GTCBSASZ -4.007659e-03 -0.0018899756 0.002377756 0.0069935175
## GTCSA -4.156140e-03 -0.0002498364 0.001401258 0.0015863242
## GTMETSTA -5.578732e-04 -0.0070123094 -0.034989407 -0.0198329782
## GTINDVPC 2.597115e-03 -0.0015169003 -0.012223120 -0.0144894358
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## I_HHOTNO I_HLOREN I_HPUBLI I_HUNITS
## H_IDNUM 0.0012867609 0.0013546974 0.0008555432 -0.002541445
## GEREG -0.0005220831 -0.0006125016 -0.0055404803 -0.015531094
## GESTFIPS 0.0008776257 -0.0169766070 -0.0175072735 -0.001758215
## GEDIV -0.0001282459 0.0009988838 -0.0038440231 -0.018561946
## HRHTYPE -0.0053082273 0.1884121469 0.2080743422 0.185883309
## HEFAMINC 0.1373037386 0.0810613553 0.0779635553 0.281140498
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 0.0793061405 0.3191503553 0.3357341518 0.185954898
## H_HHNUM -0.0045066177 0.0439819053 0.0442854423 -0.009503913
## H_LIVQRT -0.0045545982 -0.0101167440 -0.0103278915 -0.023801137
## H_RESPNM 0.1129986069 0.0963233894 0.0988411051 0.197980176
## H_TELHHD 0.1036729248 0.1313200988 0.1389159277 0.245118099
## H_TELAVL 0.0126634936 0.0402909593 0.0450882838 0.042466937
## H_TELINT 0.0743207282 0.0632327675 0.0662400748 0.147157937
## H1TENURE 0.0348389735 0.0481287664 0.0495008520 0.062815364
## H1LIVQRT -0.0198098791 -0.0231464784 -0.0244326761 -0.046119908
## H1TELHHD 0.0416804523 0.0716781589 0.0707477261 0.102246696
## H1TELAVL 0.0008049915 0.0113836653 0.0131206881 0.018117077
## H1TELINT NA NA NA NA
## H_NUMPER 0.2884612034 0.0989110762 0.0970693559 0.249328591
## H_HHTYPE -0.1310496746 -0.1520525242 -0.1601819135 -0.300337781
## H_TYPEBC -0.0485266955 -0.0563038906 -0.0593141416 -0.111212791
## H_MIS 0.0049568441 0.0037825227 0.0048058248 -0.004310732
## HANNVAL -0.0041441089 -0.0035398350 -0.0046150477 0.018586656
## HANN_YN 0.1449182762 0.1667794105 0.1759367341 0.322958379
## HCHCARE_VAL 0.0609360246 0.0123594810 0.0090151541 0.033390573
## HCHCARE_YN 0.2844133947 0.0538611192 0.0532467284 0.104619922
## HCOV 0.1269873404 0.1599211406 0.1695999229 0.277331071
## HCSPVAL 0.0616218095 0.0165367150 0.0171731999 0.025379216
## HCSP_YN 0.1294427678 0.1614924201 0.1702536916 0.323600212
## HDISVAL 0.0031672609 0.0095139836 0.0083772522 0.018399149
## HDIS_YN 0.1425701205 0.1640338077 0.1731346375 0.324551895
## HDIVVAL 0.0024645371 -0.0031232118 -0.0043271315 0.013802799
## HDIV_YN 0.1331774987 0.1671306083 0.1780625237 0.295569865
## HDSTVAL -0.0143549661 -0.0127410703 -0.0139409618 0.017555072
## HDST_YN 0.1509046093 0.1710014488 0.1802520851 0.318241689
## HEARNVAL 0.1009726756 0.0324699392 0.0232069287 0.138893934
## HEDVAL 0.0191431781 0.0195650947 0.0198609309 0.026035386
## HED_YN 0.1349316446 0.1591580326 0.1675063224 0.319362799
## HENGAST 0.1412729474 0.1635350714 0.1709042154 0.325441079
## HENGVAL 0.0111163313 0.0106126877 0.0148144702 0.016019434
## HFDVAL 0.1038268942 0.0496829973 0.0643712971 0.040861450
## HFINVAL 0.0019778980 0.0191740851 0.0200710387 0.012869465
## HFIN_YN 0.1413435903 0.1616432385 0.1698112583 0.323981853
## HFLUNCH 0.4800527613 0.0365611414 0.0356404843 0.091349440
## HFLUNNO 0.2963332267 0.0460473175 0.0493642456 0.051630247
## HFOODMO 0.0812439708 0.0632501750 0.0829850447 0.053667535
## HFOODNO 0.1179157430 0.0532548300 0.0663415189 0.046403334
## HFOODSP 0.1236646263 0.1514526729 0.1555344162 0.317939208
## HFRVAL 0.0026953132 -0.0025777785 -0.0033046668 0.012249509
## HH5TO18 0.3443877183 0.0399980201 0.0400101615 0.103096524
## HHINC 0.1323754631 0.0845054808 0.0702025783 0.258141830
## HHOTLUN 0.2468548438 0.0392367370 0.0372307488 0.109919269
## HHOTNO 0.4285023342 0.0401331216 0.0415812958 0.078473007
## HHSTATUS 0.0307510632 0.1882339349 0.2009950845 0.257360478
## HH_HI_UNIV 0.3519794655 0.4234987450 0.4454264368 0.848121145
## HINC_FR 0.1413488530 0.1647594215 0.1738430162 0.324544981
## HINC_SE 0.1336313721 0.1647485986 0.1745820891 0.317109706
## HINC_UC 0.1408747663 0.1644487588 0.1728580278 0.323845512
## HINC_WC 0.1418275513 0.1646188317 0.1734690673 0.325808859
## HINC_WS 0.0745919219 0.1323112989 0.1485572738 0.278065033
## HINTVAL 0.0167058255 -0.0104447515 -0.0145047770 0.049344111
## HINT_YN 0.1102282206 0.1601812748 0.1747176485 0.252421670
## HLORENT 0.0505033808 0.4756735111 0.4399208933 0.114539977
## HMCAID 0.1004816768 0.1388148573 0.1410189512 0.304024143
## HNUMFAM 0.1429524281 0.1796108913 0.1839684092 0.287832422
## HOIVAL 0.0020825809 -0.0025197973 -0.0030619102 0.002096664
## HOI_YN 0.1396632781 0.1651846343 0.1741143474 0.324605814
## HOTHVAL -0.0096860234 -0.0056412553 -0.0089868946 0.085379198
## HPAWVAL 0.0259863097 0.0144961112 0.0190564232 0.013760875
## HPAW_YN 0.1389245397 0.1636428483 0.1717667593 0.325380923
## HPCTCUT 0.1306554841 0.0751546150 0.0610371051 0.251061815
## HPENVAL -0.0159829206 -0.0042529821 -0.0067076043 0.034508584
## HPEN_YN 0.1547945667 0.1712083996 0.1811680730 0.312506377
## HPRES_MORT 0.0636333160 -0.1893359998 -0.1994587259 0.196908011
## HPRIV 0.1071055816 0.1425750828 0.1606265163 0.245403291
## HPROP_VAL 0.0447016070 -0.1080431798 -0.1138196381 0.104614923
## HPUB 0.1445143745 0.1499937132 0.1492372259 0.276874508
## HPUBLIC 0.0510292181 0.4696505192 0.4641916263 0.119705834
## HRECORD NA NA NA NA
## HRNTVAL -0.0035514200 -0.0034435195 -0.0048878581 0.005629920
## HRNT_YN 0.1407942689 0.1662977516 0.1764105520 0.314957163
## HRNUMWIC 0.0643631222 0.0374050741 0.0438984104 0.028074546
## HRWICYN 0.2250182100 0.1153037355 0.1127779727 0.164928106
## HSEVAL 0.0220985601 -0.0002166433 -0.0028459777 0.030901940
## HSSIVAL 0.0148716290 0.0234357229 0.0334071104 0.025256203
## HSSI_YN 0.1410632055 0.1614327887 0.1680492882 0.323580101
## HSSVAL -0.0330361249 -0.0040820453 -0.0040211682 0.106635330
## HSS_YN 0.1682487193 0.1709349471 0.1779434215 0.292775232
## HSUP_WGT 0.0436737063 0.1369703800 0.1443612450 0.229775617
## HSURVAL -0.0082273403 0.0026403086 0.0020970324 0.013941484
## HSUR_YN 0.1440384595 0.1654248467 0.1741536313 0.324810755
## HTOP5PCT 0.1394753349 0.1670603330 0.1763788228 0.320278910
## HTOTVAL 0.0870354017 0.0270723088 0.0175530689 0.155499893
## HUCVAL 0.0054846037 0.0055097969 0.0059591003 0.014964811
## HUNDER15 0.2825958114 0.0497716110 0.0494879189 0.097634002
## HUNDER18 0.3174264661 0.0503712606 0.0506709356 0.107981343
## HUNITS 0.0635058738 0.1480165705 0.1551709534 0.181942866
## HVETVAL 0.0018980385 0.0026476684 0.0012728529 0.024794533
## HVET_YN 0.1426942983 0.1661392507 0.1751133656 0.323210574
## HWCVAL 0.0067101647 0.0135969204 0.0129722759 0.012758674
## HWSVAL 0.0990841539 0.0336551359 0.0247235397 0.135716431
## H_SEQ -0.0005363652 0.0021965989 -0.0027189258 -0.017114902
## I_CHCAREVAL 0.2616696525 0.1220366298 0.1177667488 0.224533572
## I_HENGAS 0.3983395605 0.4841387251 0.5075427716 0.954767541
## I_HENGVA 0.0282149497 0.0351622128 0.0464568545 0.052747455
## I_HFDVAL 0.1523786851 0.1355571275 0.1622387344 0.165375566
## I_HFLUNC 0.9917633965 0.1975866709 0.2044461530 0.386032609
## I_HFLUNN 0.7171415478 0.1822608389 0.1936559240 0.276851600
## I_HFOODM 0.1530152198 0.1355727649 0.1623709015 0.165954478
## I_HFOODN 0.2076058054 0.1756988899 0.2124066466 0.239250449
## I_HFOODS 0.3679867990 0.4560156500 0.4776705861 0.901166375
## I_HHOTLU 0.8025617447 0.2257062627 0.2311168218 0.484799278
## I_HHOTNO 1.0000000000 0.1995792251 0.2065425642 0.390298269
## I_HLOREN 0.1995792251 1.0000000000 0.9306159237 0.473578534
## I_HPUBLI 0.2065425642 0.9306159237 1.0000000000 0.500244912
## I_HUNITS 0.3902982693 0.4735785345 0.5002449125 1.000000000
## I_PROPVAL 0.2860019787 -0.1044997092 -0.1100867183 0.676761995
## NOW_HCOV 0.1290465559 0.1581987858 0.1678136606 0.274835981
## NOW_HMCAID 0.1021820493 0.1396695817 0.1419859294 0.304989509
## NOW_HPRIV 0.1076551075 0.1411855270 0.1588700088 0.245551632
## NOW_HPUB 0.1465904095 0.1506718106 0.1501604609 0.276915349
## THCHCARE_VAL 0.0143033280 0.0038509977 0.0027871601 0.012071666
## THPROP_VAL 0.0038829940 -0.0125750991 -0.0132474186 0.008758987
## GTCBSA -0.0050086323 0.0329071305 0.0342069549 0.010156588
## GTCO 0.0016017067 0.0128243079 0.0138666683 0.007046867
## GTCBSAST 0.0121437176 -0.0452940369 -0.0454648530 0.006785264
## GTCBSASZ -0.0049007993 0.0402735525 0.0398033431 0.006931649
## GTCSA -0.0074557077 0.0324686200 0.0328081034 0.008668804
## GTMETSTA -0.0102044375 -0.0455091729 -0.0457775783 -0.036621790
## GTINDVPC -0.0142390530 0.0356371342 0.0356311539 -0.012249955
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## I_PROPVAL NOW_HCOV NOW_HMCAID NOW_HPRIV
## H_IDNUM -0.0064259527 4.629804e-03 0.0028343231 0.0058212172
## GEREG -0.0107601470 5.302991e-02 0.0258697390 0.0440395940
## GESTFIPS -0.0004181962 -1.501854e-02 -0.0079336572 -0.0356972389
## GEDIV -0.0149937960 5.896230e-02 0.0283357589 0.0504802643
## HRHTYPE 0.1101721321 5.159542e-01 0.5431459997 0.5486579444
## HEFAMINC 0.3233442011 6.788566e-01 0.8660227380 0.5083784296
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE -0.0219978764 5.076428e-01 0.4858992633 0.4987701779
## H_HHNUM -0.0546923317 -1.526265e-02 -0.0444593050 -0.0248492680
## H_LIVQRT -0.0197473387 -3.995548e-02 -0.0889489827 -0.0107064447
## H_RESPNM 0.1991515865 4.572301e-01 0.4924746147 0.4104243731
## H_TELHHD 0.2399952080 6.111287e-01 0.6829416337 0.5675384236
## H_TELAVL 0.0345630178 6.152179e-02 0.0424015075 0.0772880611
## H_TELINT 0.1545392441 4.560240e-01 0.5320998853 0.3977959646
## H1TENURE 0.0378420972 2.321924e-02 0.0170992002 0.0245022917
## H1LIVQRT -0.0459266765 -1.166874e-01 -0.1323264245 -0.1066135198
## H1TELHHD 0.0778243636 8.751859e-02 0.0927405470 0.0745068454
## H1TELAVL 0.0170700440 2.226432e-02 0.0173598949 0.0227566631
## H1TELINT NA NA NA NA
## H_NUMPER 0.2628643395 6.164446e-01 0.6259123890 0.5120699469
## H_HHTYPE -0.2973801478 -7.526294e-01 -0.8526852366 -0.6890475118
## H_TYPEBC -0.1101176019 -2.786929e-01 -0.3157428433 -0.2551490412
## H_MIS -0.0072555960 9.180000e-03 0.0115758491 0.0041090673
## HANNVAL 0.0258420890 2.669403e-02 0.0507191857 0.0287398849
## HANN_YN 0.3178729807 8.152494e-01 0.9163615315 0.7439274690
## HCHCARE_VAL 0.0246913951 6.663875e-02 0.1067951352 0.0197961039
## HCHCARE_YN 0.0965662068 3.056470e-01 0.2546022406 0.2478094947
## HCOV 0.2589536257 9.657689e-01 0.7738120018 0.7620950833
## HCSPVAL 0.0130591990 5.375984e-02 0.0468568866 0.0477073921
## HCSP_YN 0.3237610967 8.095152e-01 0.9235375812 0.7392438970
## HDISVAL 0.0184013300 3.816225e-02 0.0402038015 0.0450584075
## HDIS_YN 0.3218203374 8.139671e-01 0.9240895305 0.7429843371
## HDIVVAL 0.0195247173 3.081046e-02 0.0668444389 0.0160440989
## HDIV_YN 0.2872633074 7.895394e-01 0.8504387096 0.7472986147
## HDSTVAL 0.0372098504 4.158892e-02 0.0883434426 0.0476652892
## HDST_YN 0.3074584636 8.087661e-01 0.8982221854 0.7323635793
## HEARNVAL 0.1548447055 2.825150e-01 0.4229637791 0.0964786060
## HEDVAL 0.0095046382 6.727856e-02 0.0713146023 0.0398139015
## HED_YN 0.3216789224 8.019199e-01 0.9137940390 0.7394217729
## HENGAST 0.3247687991 8.111369e-01 0.9312459381 0.7240515301
## HENGVAL 0.0088955474 5.497053e-02 0.0101354428 0.1260360740
## HFDVAL 0.0017123193 1.149141e-01 -0.0141394689 0.2448806380
## HFINVAL -0.0019525487 2.574590e-02 0.0276874270 0.0176447718
## HFIN_YN 0.3239898228 8.129454e-01 0.9254698151 0.7436075886
## HFLUNCH 0.0886655884 2.237599e-01 0.2076032220 0.1683013046
## HFLUNNO 0.0366826033 1.911290e-01 0.0528453243 0.2388899030
## HFOODMO 0.0032673936 1.497595e-01 -0.0006451377 0.3319438712
## HFOODNO 0.0053310316 1.349322e-01 -0.0092115452 0.2730994585
## HFOODSP 0.3276081645 7.904233e-01 0.9405399049 0.6751797467
## HFRVAL 0.0268478371 2.157654e-02 0.0301663956 0.0088411690
## HH5TO18 0.1058204860 2.757470e-01 0.2326967020 0.2211550182
## HHINC 0.2830176913 5.669907e-01 0.7847291127 0.3480246907
## HHOTLUN 0.1152604670 2.858534e-01 0.2773598865 0.2021369882
## HHOTNO 0.0734547031 2.261833e-01 0.1541777660 0.2123314111
## HHSTATUS 0.2089933070 6.694663e-01 0.7542358140 0.6331295382
## HH_HI_UNIV 0.6571968063 5.927670e-01 0.6639809347 0.5359451653
## HINC_FR 0.3207504701 8.143081e-01 0.9227524181 0.7481858434
## HINC_SE 0.3111174923 7.842099e-01 0.9002217837 0.7269092432
## HINC_UC 0.3213316398 8.099703e-01 0.9218150554 0.7429082656
## HINC_WC 0.3232770842 8.169315e-01 0.9262503537 0.7482581306
## HINC_WS 0.2937593874 6.818532e-01 0.7799124635 0.7586054039
## HINTVAL 0.0660052571 9.402699e-02 0.1894964692 0.0320722378
## HINT_YN 0.2461839338 7.534370e-01 0.7387242393 0.7650708857
## HLORENT -0.2171474242 3.524106e-01 0.2722960745 0.3272372374
## HMCAID 0.3201187581 7.634578e-01 0.9951507058 0.5680410533
## HNUMFAM 0.2564786093 7.235404e-01 0.7567235439 0.6468488358
## HOIVAL 0.0026630450 1.752322e-02 0.0271448488 0.0117607737
## HOI_YN 0.3218818570 8.127775e-01 0.9204538147 0.7457830440
## HOTHVAL 0.1209277335 1.646912e-01 0.2924326899 0.1840930631
## HPAWVAL 0.0017076589 3.186419e-02 -0.0111722985 0.0770605344
## HPAW_YN 0.3241888197 8.172533e-01 0.9314063146 0.7422755932
## HPCTCUT 0.2787203651 5.422782e-01 0.7635202650 0.3245647406
## HPENVAL 0.0503685373 5.215492e-02 0.1106804781 0.0536169823
## HPEN_YN 0.2992637303 8.014604e-01 0.8798852778 0.7221137262
## HPRES_MORT 0.4797509620 4.355405e-01 0.5983367614 0.3998376813
## HPRIV 0.2354247227 7.543137e-01 0.5686667558 0.9806444834
## HPROP_VAL 0.2375391692 2.206620e-01 0.3639628457 0.1484112145
## HPUB 0.2596235860 7.318568e-01 0.8654412114 0.4065542853
## HPUBLIC -0.2303936345 3.675654e-01 0.2717976758 0.3726089812
## HRECORD NA NA NA NA
## HRNTVAL 0.0114590785 2.795512e-02 0.0516335810 0.0156522576
## HRNT_YN 0.3079189005 8.039856e-01 0.8967480810 0.7425551862
## HRNUMWIC -0.0001151917 9.265392e-02 0.0106915346 0.1364350672
## HRWICYN 0.1219105570 4.151476e-01 0.3971034975 0.2761967743
## HSEVAL 0.0448665784 8.149849e-02 0.0864532002 0.0511300252
## HSSIVAL 0.0125744897 6.760338e-02 -0.0229805656 0.1772053397
## HSSI_YN 0.3235993172 8.100850e-01 0.9393114829 0.7165443261
## HSSVAL 0.1661166551 1.809369e-01 0.3102351730 0.3327299206
## HSS_YN 0.2631727419 7.733920e-01 0.8354120232 0.6053673730
## HSUP_WGT 0.2138099101 5.671579e-01 0.6571008864 0.5159946346
## HSURVAL 0.0167856097 3.314683e-02 0.0562703535 0.0328571145
## HSUR_YN 0.3210318718 8.148694e-01 0.9197634208 0.7436216520
## HTOP5PCT 0.3150581803 8.104441e-01 0.9054733534 0.7521499961
## HTOTVAL 0.1826891255 3.130396e-01 0.4852891150 0.1532458037
## HUCVAL 0.0136261568 5.561975e-02 0.0455566533 0.0460643771
## HUNDER15 0.0861657997 2.711273e-01 0.2233597626 0.2228299395
## HUNDER18 0.1002566505 2.951243e-01 0.2461473280 0.2392557454
## HUNITS 0.1096152275 4.922303e-01 0.5128843152 0.4847055471
## HVETVAL 0.0329622329 5.023469e-02 0.0834893686 0.0602795049
## HVET_YN 0.3182515326 8.127659e-01 0.9151750924 0.7404536875
## HWCVAL 0.0041275380 2.969558e-02 0.0261086532 0.0266462353
## HWSVAL 0.1482970705 2.721539e-01 0.4153545706 0.0877585958
## H_SEQ -0.0138760734 6.162084e-02 0.0297766488 0.0530425943
## I_CHCAREVAL 0.1675685004 7.570958e-02 0.0753366536 0.0501830027
## I_HENGAS 0.6962601334 2.807219e-01 0.3127563896 0.2561074138
## I_HENGVA 0.0282639777 5.151922e-02 0.0110132695 0.1141142922
## I_HFDVAL 0.0752185698 9.695546e-02 0.0231744269 0.1639002962
## I_HFLUNC 0.2842327985 1.307917e-01 0.1033308709 0.1087901389
## I_HFLUNN 0.1753389952 1.069781e-01 0.0499872943 0.1163484139
## I_HFOODM 0.0756972626 9.660979e-02 0.0231357404 0.1632296662
## I_HFOODN 0.1166474568 8.482162e-02 0.0293021180 0.1308557749
## I_HFOODS 0.6490017130 2.616535e-01 0.2934083360 0.2355127728
## I_HHOTLU 0.3707173769 1.559094e-01 0.1398677839 0.1168013117
## I_HHOTNO 0.2860019787 1.290466e-01 0.1021820493 0.1076551075
## I_HLOREN -0.1044997092 1.581988e-01 0.1396695817 0.1411855270
## I_HPUBLI -0.1100867183 1.678137e-01 0.1419859294 0.1588700088
## I_HUNITS 0.6767619951 2.748360e-01 0.3049895093 0.2455516320
## I_PROPVAL 1.0000000000 2.555116e-01 0.3201347662 0.2363977001
## NOW_HCOV 0.2555116469 1.000000e+00 0.7704416500 0.7744554244
## NOW_HMCAID 0.3201347662 7.704417e-01 1.0000000000 0.5713957720
## NOW_HPRIV 0.2363977001 7.744554e-01 0.5713957720 1.0000000000
## NOW_HPUB 0.2582586492 7.382558e-01 0.8680182777 0.4080181556
## THCHCARE_VAL 0.0098784763 1.542782e-02 0.0321426261 -0.0009508517
## THPROP_VAL 0.0243579514 2.435121e-02 0.0446364339 0.0139390740
## GTCBSA -0.0213063138 1.876969e-02 0.0357878298 0.0069121933
## GTCO 0.0024057287 1.411664e-02 0.0126844915 0.0137614839
## GTCBSAST 0.0425235755 -3.257996e-02 -0.0246133367 -0.0289932257
## GTCBSASZ -0.0251794390 2.649468e-02 0.0381868792 0.0108366511
## GTCSA -0.0254508288 -6.565828e-05 0.0173162781 -0.0032062802
## GTMETSTA -0.0001119101 -2.739330e-02 -0.0487294863 -0.0088549037
## GTINDVPC -0.0405910975 1.044992e-02 -0.0048666664 0.0098521499
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## NOW_HPUB THCHCARE_VAL THPROP_VAL GTCBSA
## H_IDNUM 0.0035055421 9.430452e-04 0.0021768463 -0.0056729255
## GEREG 0.0308659004 -6.180751e-03 0.0086220308 0.0137843680
## GESTFIPS -0.0094763063 -3.896191e-03 -0.0278510990 -0.1345202359
## GEDIV 0.0354520480 -4.939151e-03 0.0145748018 0.0338573865
## HRHTYPE 0.4205134501 -1.254176e-02 -0.0008526944 0.0274700671
## HEFAMINC 0.8261486188 4.423819e-02 0.0585886323 0.0689975996
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 0.4618771009 6.657306e-03 -0.0026471411 0.0762180139
## H_HHNUM -0.0177370943 3.201165e-03 -0.0067666346 0.0168544277
## H_LIVQRT -0.0856908337 -8.829981e-03 -0.0109654024 -0.1054398017
## H_RESPNM 0.4512064044 1.300977e-02 0.0245379482 0.0369507803
## H_TELHHD 0.6056828804 1.946273e-02 0.0272803793 0.0526723503
## H_TELAVL 0.0344646398 -1.785297e-03 -0.0011938036 0.0284178815
## H_TELINT 0.4845699196 1.920492e-02 0.0203915963 0.0311040313
## H1TENURE 0.0158858348 1.576177e-02 -0.0017994507 0.0085554483
## H1LIVQRT -0.1175376927 -3.974480e-03 -0.0055633529 -0.0095363481
## H1TELHHD 0.0918607318 2.226289e-03 0.0019502365 0.0095715001
## H1TELAVL 0.0170846174 -1.239677e-03 -0.0017352609 0.0052725260
## H1TELINT NA NA NA NA
## H_NUMPER 0.6708485682 5.221049e-02 0.0422587663 0.0336597836
## H_HHTYPE -0.7576822346 -2.556537e-02 -0.0357856003 -0.0589966781
## H_TYPEBC -0.2805639558 -9.466660e-03 -0.0132511350 -0.0124949534
## H_MIS 0.0127977788 2.922645e-03 -0.0031491893 0.0050850148
## HANNVAL 0.0042686301 -1.339815e-04 0.0151367985 0.0023169685
## HANN_YN 0.8290174541 2.811018e-02 0.0376203325 0.0336594873
## HCHCARE_VAL 0.1488656792 6.163144e-01 0.0415620588 0.0333452046
## HCHCARE_YN 0.3718892639 3.444668e-02 0.0153666640 0.0040708479
## HCOV 0.7365281279 1.550788e-02 0.0241929918 0.0207207966
## HCSPVAL 0.0689621362 4.163954e-03 -0.0004328517 0.0006432135
## HCSP_YN 0.8143798968 2.801549e-02 0.0400425623 0.0355275627
## HDISVAL 0.0301402276 5.533200e-03 -0.0027319299 0.0015680173
## HDIS_YN 0.8209363889 2.788793e-02 0.0390181020 0.0337737754
## HDIVVAL 0.0446221220 1.061823e-02 0.0350365370 0.0104149689
## HDIV_YN 0.7595002020 1.320367e-02 0.0136447083 0.0186443373
## HDSTVAL -0.0032791590 -4.106409e-03 0.0223390217 0.0041364759
## HDST_YN 0.8371363954 3.005616e-02 0.0332554098 0.0330065402
## HEARNVAL 0.5293048127 8.046579e-02 0.0941456881 0.0901146231
## HEDVAL 0.0964790255 -2.862245e-03 -0.0007911102 0.0161279849
## HED_YN 0.8015392587 2.829712e-02 0.0389288735 0.0301962541
## HENGAST 0.8300657413 2.884630e-02 0.0401644016 0.0356241945
## HENGVAL -0.0021404639 -3.763536e-03 -0.0047549328 -0.0195233570
## HFDVAL 0.0025925562 -6.397318e-03 -0.0040828447 -0.0115431319
## HFINVAL 0.0349297459 -1.282296e-03 -0.0005565713 0.0160181468
## HFIN_YN 0.8203876345 2.774282e-02 0.0392414768 0.0320453240
## HFLUNCH 0.2969716968 2.140659e-02 0.0077778093 -0.0148849842
## HFLUNNO 0.1045390200 -3.072926e-03 -0.0044861860 -0.0180882330
## HFOODMO -0.0021320198 -9.022180e-03 -0.0080531057 -0.0122039887
## HFOODNO 0.0083320982 -5.921643e-03 -0.0056472834 -0.0217368171
## HFOODSP 0.8354266621 3.036331e-02 0.0416293251 0.0373438871
## HFRVAL 0.0261518819 -1.458744e-03 0.0013371083 -0.0307643816
## HH5TO18 0.3397207305 2.627104e-02 0.0192592872 -0.0022493303
## HHINC 0.7887462195 5.097433e-02 0.0618836017 0.0735158447
## HHOTLUN 0.3920438537 4.622899e-02 0.0246520524 0.0157879267
## HHOTNO 0.2348994291 7.624918e-03 0.0051989500 -0.0209331031
## HHSTATUS 0.6367729254 4.501210e-03 0.0192398792 0.0334280792
## HH_HI_UNIV 0.5946768652 2.059339e-02 0.0251181544 0.0219827900
## HINC_FR 0.8179675371 2.774384e-02 0.0381766815 0.0370121779
## HINC_SE 0.7900752546 2.621591e-02 0.0326707338 0.0332940594
## HINC_UC 0.8159317482 2.802890e-02 0.0379342576 0.0329274919
## HINC_WC 0.8224327535 2.810318e-02 0.0393379512 0.0335833962
## HINC_WS 0.5382736876 1.028606e-02 0.0308149453 0.0074154116
## HINTVAL 0.1744342568 3.566218e-02 0.0596215091 0.0288823031
## HINT_YN 0.6466951234 1.032407e-02 0.0187163540 0.0139789327
## HLORENT 0.3076078995 -2.609641e-03 -0.0261306983 0.0733309075
## HMCAID 0.8631779830 3.216775e-02 0.0442260555 0.0361585978
## HNUMFAM 0.7032462417 1.819497e-02 0.0323422450 0.0407266291
## HOIVAL 0.0240577788 4.593686e-04 0.0001154172 -0.0053641537
## HOI_YN 0.8159800699 2.623766e-02 0.0385741096 0.0386758238
## HOTHVAL 0.0999513100 1.656692e-02 0.0616909328 0.0159521726
## HPAWVAL -0.0048110419 -1.248508e-04 0.0029127967 0.0003484860
## HPAW_YN 0.8271514193 2.786276e-02 0.0392052316 0.0333960351
## HPCTCUT 0.7722575749 5.982018e-02 0.0722736472 0.0822219737
## HPENVAL 0.0118773389 -4.522058e-03 0.0104083691 0.0085095717
## HPEN_YN 0.8385724494 3.102855e-02 0.0366897986 0.0360639292
## HPRES_MORT 0.4304843564 1.417789e-02 0.0498575465 -0.0510257570
## HPRIV 0.4080776270 -3.051554e-04 0.0129291049 0.0091261907
## HPROP_VAL 0.3119943227 6.663864e-02 0.5703396111 0.0945327559
## HPUB 0.9942545205 4.442543e-02 0.0401123960 0.0540410846
## HPUBLIC 0.3016649428 -4.060467e-03 -0.0277246971 0.0758041225
## HRECORD NA NA NA NA
## HRNTVAL 0.0382547331 2.830792e-02 0.0376878904 0.0050430994
## HRNT_YN 0.8027947560 2.307351e-02 0.0286280907 0.0335840087
## HRNUMWIC 0.0378568235 1.041206e-02 -0.0052859618 -0.0131477879
## HRWICYN 0.5484698094 5.515882e-02 0.0169991055 0.0437891001
## HSEVAL 0.0945077822 1.677447e-02 0.0372067126 0.0099058328
## HSSIVAL -0.0089727572 -5.231249e-03 -0.0050193935 -0.0071841515
## HSSI_YN 0.8322342682 2.912621e-02 0.0403419048 0.0350689308
## HSSVAL -0.0477605555 -1.538013e-02 0.0272574163 -0.0184011966
## HSS_YN 0.9023008229 3.829341e-02 0.0367033983 0.0486301596
## HSUP_WGT 0.5667793703 9.107852e-03 0.0363393650 0.1350887665
## HSURVAL 0.0187744895 6.016403e-05 0.0092034037 0.0055775490
## HSUR_YN 0.8255984470 2.796223e-02 0.0384817146 0.0335501418
## HTOP5PCT 0.7980086458 1.446025e-02 0.0199895026 0.0218077508
## HTOTVAL 0.5108794722 7.816212e-02 0.1067858498 0.0865917892
## HUCVAL 0.0513585422 2.900821e-03 0.0041389379 0.0049349366
## HUNDER15 0.3319362200 7.800272e-02 0.0171940308 0.0002730525
## HUNDER18 0.3628599298 6.789946e-02 0.0210848144 -0.0008788270
## HUNITS 0.4688793576 8.991365e-03 0.0141325776 0.1206175387
## HVETVAL 0.0323740025 -3.263533e-03 -0.0011371153 -0.0015276206
## HVET_YN 0.8228099089 2.864815e-02 0.0385945678 0.0348863513
## HWCVAL 0.0245477021 -1.718481e-03 -0.0024054763 -0.0007260080
## HWSVAL 0.5234151471 7.934203e-02 0.0888147066 0.0924009642
## H_SEQ 0.0363519919 -7.216695e-03 0.0158779028 0.0531943895
## I_CHCAREVAL 0.1080496792 1.009468e-01 0.0075953979 0.0127529158
## I_HENGAS 0.2800254748 1.107203e-02 0.0090726019 0.0081230214
## I_HENGVA 0.0004627216 -3.491233e-03 -0.0048869191 0.0002580059
## I_HFDVAL 0.0230440641 -3.565849e-03 -0.0025009547 -0.0036358822
## I_HFLUNC 0.1480868728 1.407136e-02 0.0036810274 -0.0044840063
## I_HFLUNN 0.0787655179 2.244053e-03 -0.0008531107 -0.0003185867
## I_HFOODM 0.0229552981 -3.537461e-03 -0.0024540522 -0.0036733504
## I_HFOODN 0.0294869384 -4.662147e-03 0.0002893709 -0.0010495087
## I_HFOODS 0.2635419912 9.707087e-03 0.0056637384 0.0041026356
## I_HHOTLU 0.1966077987 2.407669e-02 0.0063147102 0.0029050033
## I_HHOTNO 0.1465904095 1.430333e-02 0.0038829940 -0.0050086323
## I_HLOREN 0.1506718106 3.850998e-03 -0.0125750991 0.0329071305
## I_HPUBLI 0.1501604609 2.787160e-03 -0.0132474186 0.0342069549
## I_HUNITS 0.2769153489 1.207167e-02 0.0087589869 0.0101565876
## I_PROPVAL 0.2582586492 9.878476e-03 0.0243579514 -0.0213063138
## NOW_HCOV 0.7382558221 1.542782e-02 0.0243512140 0.0187696892
## NOW_HMCAID 0.8680182777 3.214263e-02 0.0446364339 0.0357878298
## NOW_HPRIV 0.4080181556 -9.508517e-04 0.0139390740 0.0069121933
## NOW_HPUB 1.0000000000 4.451192e-02 0.0402616239 0.0541956543
## THCHCARE_VAL 0.0445119194 1.000000e+00 0.0342308016 0.0190784962
## THPROP_VAL 0.0402616239 3.423080e-02 1.0000000000 0.0335216380
## GTCBSA 0.0541956543 1.907850e-02 0.0335216380 1.0000000000
## GTCO 0.0151073217 -1.931148e-03 0.0040274339 0.2242546446
## GTCBSAST -0.0498773309 -2.116959e-02 -0.0270602342 -0.4389017859
## GTCBSASZ 0.0655314166 2.248145e-02 0.0361727325 0.7171626081
## GTCSA 0.0350008485 2.730332e-02 0.0507807348 0.4959114066
## GTMETSTA -0.0682561851 -1.402024e-02 -0.0194640599 -0.6739217011
## GTINDVPC 0.0137108193 1.935830e-02 0.0284297125 0.2048596770
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## GTCO GTCBSAST GTCBSASZ GTCSA
## H_IDNUM -2.961527e-03 -1.306376e-02 0.0144199246 -1.293668e-03
## GEREG -3.169257e-02 -5.179503e-02 -0.0697733557 -2.737295e-02
## GESTFIPS 5.605168e-03 1.720788e-01 -0.1582408700 -1.153468e-01
## GEDIV -3.918863e-02 -7.698465e-02 -0.0580600485 -4.249769e-02
## HRHTYPE 1.438512e-02 -5.401424e-02 0.0290484201 2.309907e-02
## HEFAMINC 1.496526e-02 -4.812714e-02 0.0797666125 5.606709e-02
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE 2.412921e-02 -9.851629e-02 0.0863236689 6.584962e-02
## H_HHNUM 7.891823e-03 -2.473182e-02 0.0181213335 6.100850e-03
## H_LIVQRT -1.991766e-02 1.089913e-01 -0.1330458735 -8.697889e-02
## H_RESPNM 2.049565e-02 -3.670504e-02 0.0479055946 2.965857e-02
## H_TELHHD 1.987909e-02 -4.631153e-02 0.0575646586 3.759027e-02
## H_TELAVL 1.299040e-02 -2.245232e-02 0.0308036307 3.009865e-02
## H_TELINT 1.545198e-03 -2.600461e-02 0.0315029188 1.495282e-02
## H1TENURE 4.827588e-03 -3.373377e-03 0.0066040815 7.105286e-03
## H1LIVQRT -5.136846e-03 1.026002e-02 -0.0160619565 -1.337580e-02
## H1TELHHD 5.066009e-03 -1.535951e-02 0.0172619666 7.119569e-03
## H1TELAVL 6.793640e-03 -4.180889e-03 0.0058874460 1.533208e-03
## H1TELINT NA NA NA NA
## H_NUMPER 1.102216e-02 -1.750900e-02 0.0398682889 2.099959e-02
## H_HHTYPE -1.617297e-02 5.759170e-02 -0.0770402796 -4.417768e-02
## H_TYPEBC 6.498323e-03 1.744938e-02 -0.0302893912 -1.664594e-02
## H_MIS -2.736201e-04 -2.773754e-03 0.0037968915 2.777114e-04
## HANNVAL 2.646430e-03 6.187960e-03 -0.0020082561 3.385460e-03
## HANN_YN 1.255115e-02 -3.280069e-02 0.0365977120 2.031529e-02
## HCHCARE_VAL 6.200489e-04 -2.618886e-02 0.0380934603 3.846276e-02
## HCHCARE_YN 2.548318e-03 -2.723719e-05 0.0092134282 -2.215327e-03
## HCOV 1.518406e-02 -3.351050e-02 0.0282304474 1.641932e-03
## HCSPVAL -4.756783e-03 -4.313611e-04 -0.0007380814 -4.107296e-03
## HCSP_YN 1.353041e-02 -3.281613e-02 0.0386245400 2.259117e-02
## HDISVAL -2.645318e-03 1.995024e-03 -0.0032984639 -1.353370e-03
## HDIS_YN 1.337384e-02 -3.111404e-02 0.0364493578 2.052513e-02
## HDIVVAL -6.532279e-04 -6.544347e-03 0.0111101256 6.595265e-03
## HDIV_YN 1.373420e-02 -2.109283e-02 0.0172422409 3.616562e-03
## HDSTVAL 9.728155e-04 5.091410e-03 -0.0021653240 2.880564e-03
## HDST_YN 1.261278e-02 -3.541736e-02 0.0378685703 2.042290e-02
## HEARNVAL 1.507715e-02 -7.539542e-02 0.1160508754 9.529102e-02
## HEDVAL 1.000577e-02 -1.860693e-02 0.0226736727 2.128932e-02
## HED_YN 1.086357e-02 -2.729657e-02 0.0317159737 1.739396e-02
## HENGAST 1.402824e-02 -3.211133e-02 0.0382752967 1.984730e-02
## HENGVAL -1.020669e-02 1.121721e-02 -0.0212788924 -8.746100e-03
## HFDVAL 2.036856e-03 -6.907381e-04 -0.0146953155 -1.311504e-02
## HFINVAL 8.090745e-03 -1.810810e-02 0.0165217013 1.058408e-02
## HFIN_YN 1.293906e-02 -2.785105e-02 0.0333210582 1.821717e-02
## HFLUNCH -6.038741e-03 2.309427e-02 -0.0139920315 -2.682454e-02
## HFLUNNO 3.668496e-03 1.746676e-03 -0.0147781156 -1.878485e-02
## HFOODMO 4.705687e-03 -8.561707e-04 -0.0116984635 -3.894491e-03
## HFOODNO -1.059350e-04 1.061177e-02 -0.0262144072 -1.883864e-02
## HFOODSP 1.206989e-02 -3.114843e-02 0.0396029248 2.159773e-02
## HFRVAL -1.043697e-02 2.107631e-02 -0.0314608151 -1.658047e-02
## HH5TO18 -2.972096e-03 8.582843e-03 0.0023582964 -8.028572e-03
## HHINC 1.264318e-02 -4.507287e-02 0.0826587554 6.279570e-02
## HHOTLUN 1.277680e-03 -4.232564e-03 0.0255205240 1.082669e-02
## HHOTNO -5.139311e-03 1.983810e-02 -0.0209862396 -2.831374e-02
## HHSTATUS 1.341254e-02 -4.875535e-02 0.0338244052 2.686815e-02
## HH_HI_UNIV 1.373048e-02 -1.112473e-02 0.0216385588 1.129629e-02
## HINC_FR 1.410016e-02 -3.258880e-02 0.0387908761 2.132986e-02
## HINC_SE 1.383832e-02 -2.935416e-02 0.0347106284 1.816307e-02
## HINC_UC 1.336526e-02 -3.048383e-02 0.0355711227 1.937853e-02
## HINC_WC 1.291492e-02 -3.108850e-02 0.0356424419 1.965129e-02
## HINC_WS 9.765430e-03 -4.385611e-03 0.0016830951 -6.461433e-04
## HINTVAL -6.009884e-04 -1.179605e-02 0.0327188767 3.033704e-02
## HINT_YN 1.576580e-02 -2.885958e-02 0.0206853386 2.714880e-03
## HLORENT 2.095614e-02 -1.133363e-01 0.0905921212 7.292043e-02
## HMCAID 1.315612e-02 -2.447599e-02 0.0385233743 1.780424e-02
## HNUMFAM 1.520188e-02 -4.020644e-02 0.0391809924 2.922482e-02
## HOIVAL 2.044087e-03 5.262147e-03 -0.0063477016 -7.938766e-03
## HOI_YN 1.424651e-02 -3.043108e-02 0.0418666588 2.328524e-02
## HOTHVAL 5.382952e-03 9.920612e-03 0.0047503735 1.119846e-02
## HPAWVAL 1.866285e-03 -3.008843e-03 -0.0002959040 2.272033e-03
## HPAW_YN 1.280195e-02 -3.030741e-02 0.0355885840 1.937799e-02
## HPCTCUT 1.332566e-02 -5.318548e-02 0.0947450355 7.400106e-02
## HPENVAL 8.654390e-03 7.438650e-03 -0.0012056380 2.972913e-03
## HPEN_YN 1.375830e-02 -3.904049e-02 0.0420162498 2.283019e-02
## HPRES_MORT -1.068510e-02 7.978002e-02 -0.0636209590 -6.101247e-02
## HPRIV 1.433547e-02 -3.109357e-02 0.0134665041 -2.103881e-03
## HPROP_VAL 6.866194e-03 -5.517647e-02 0.1011568165 1.132370e-01
## HPUB 1.594014e-02 -4.947193e-02 0.0653767839 3.512948e-02
## HPUBLIC 2.157342e-02 -1.180012e-01 0.0921530370 7.744236e-02
## HRECORD NA NA NA NA
## HRNTVAL 7.302731e-04 -1.546134e-03 0.0059607219 1.141342e-02
## HRNT_YN 1.519757e-02 -3.140566e-02 0.0366446181 1.758483e-02
## HRNUMWIC -1.335436e-03 4.371456e-03 -0.0190250056 -1.440233e-02
## HRWICYN 1.702918e-02 -4.398477e-02 0.0572710156 3.141436e-02
## HSEVAL -1.533150e-03 -7.682570e-03 0.0129953233 1.324542e-02
## HSSIVAL 2.011836e-03 -4.170265e-03 -0.0082793066 -6.711546e-03
## HSSI_YN 1.205448e-02 -2.962135e-02 0.0373731935 2.081619e-02
## HSSVAL -1.980047e-03 4.153515e-02 -0.0357749217 -2.160894e-02
## HSS_YN 1.443989e-02 -5.156969e-02 0.0584018386 3.426669e-02
## HSUP_WGT 1.211866e-01 -1.428095e-01 0.2221115084 9.449517e-02
## HSURVAL 2.196131e-03 -3.539667e-03 0.0028393501 2.417345e-03
## HSUR_YN 1.285307e-02 -3.159576e-02 0.0363473006 1.983255e-02
## HTOP5PCT 1.129827e-02 -2.093927e-02 0.0205411097 5.655279e-03
## HTOTVAL 1.547150e-02 -6.401419e-02 0.1057895036 8.951057e-02
## HUCVAL -4.103182e-03 -3.374663e-03 0.0048990432 6.903020e-03
## HUNDER15 5.847422e-04 5.941189e-03 0.0003501914 -6.578842e-03
## HUNDER18 -6.238028e-05 7.648644e-03 0.0004272767 -7.978330e-03
## HUNITS 3.182809e-02 -1.566316e-01 0.1633306773 1.321936e-01
## HVETVAL 3.649172e-03 1.710589e-02 -0.0169410431 -2.024689e-02
## HVET_YN 1.304770e-02 -3.391049e-02 0.0399418983 2.443198e-02
## HWCVAL -2.004729e-03 4.294560e-03 -0.0007338942 3.533560e-03
## HWSVAL 1.644886e-02 -7.718459e-02 0.1184947751 9.622562e-02
## H_SEQ -3.404781e-02 -9.816687e-02 -0.0463549733 -5.038926e-02
## I_CHCAREVAL 2.346994e-03 -7.485056e-03 0.0136657252 1.083564e-02
## I_HENGAS 1.096299e-02 5.585126e-03 0.0073009337 5.465062e-03
## I_HENGVA -1.195057e-03 -8.644996e-04 0.0005316568 8.298296e-03
## I_HFDVAL 4.958843e-03 -2.350963e-03 -0.0034407113 -3.816754e-03
## I_HFLUNC 1.318758e-03 1.142731e-02 -0.0041147340 -7.264284e-03
## I_HFLUNN 6.572656e-03 5.609170e-03 -0.0021306444 -3.207067e-03
## I_HFOODM 4.665617e-03 -1.710622e-03 -0.0040076589 -4.156140e-03
## I_HFOODN 3.785371e-03 4.167212e-03 -0.0018899756 -2.498364e-04
## I_HFOODS 7.705486e-03 1.034871e-02 0.0023777559 1.401258e-03
## I_HHOTLU 4.270803e-03 6.277681e-03 0.0069935175 1.586324e-03
## I_HHOTNO 1.601707e-03 1.214372e-02 -0.0049007993 -7.455708e-03
## I_HLOREN 1.282431e-02 -4.529404e-02 0.0402735525 3.246862e-02
## I_HPUBLI 1.386667e-02 -4.546485e-02 0.0398033431 3.280810e-02
## I_HUNITS 7.046867e-03 6.785264e-03 0.0069316485 8.668804e-03
## I_PROPVAL 2.405729e-03 4.252358e-02 -0.0251794390 -2.545083e-02
## NOW_HCOV 1.411664e-02 -3.257996e-02 0.0264946803 -6.565828e-05
## NOW_HMCAID 1.268449e-02 -2.461334e-02 0.0381868792 1.731628e-02
## NOW_HPRIV 1.376148e-02 -2.899323e-02 0.0108366511 -3.206280e-03
## NOW_HPUB 1.510732e-02 -4.987733e-02 0.0655314166 3.500085e-02
## THCHCARE_VAL -1.931148e-03 -2.116959e-02 0.0224814488 2.730332e-02
## THPROP_VAL 4.027434e-03 -2.706023e-02 0.0361727325 5.078073e-02
## GTCBSA 2.242546e-01 -4.389018e-01 0.7171626081 4.959114e-01
## GTCO 1.000000e+00 -1.127544e-01 0.2048769874 7.418493e-02
## GTCBSAST -1.127544e-01 1.000000e+00 -0.6482665907 -2.958520e-01
## GTCBSASZ 2.048770e-01 -6.482666e-01 1.0000000000 5.636164e-01
## GTCSA 7.418493e-02 -2.958520e-01 0.5636164073 1.000000e+00
## GTMETSTA -1.931424e-01 3.899685e-01 -0.6923495677 -3.668383e-01
## GTINDVPC 1.487230e-01 -3.999368e-01 0.3262551299 2.172331e-01
## FILEDATE NA NA NA NA
## YYYYMM NA NA NA NA
## GTMETSTA GTINDVPC FILEDATE YYYYMM
## H_IDNUM -0.0003563427 0.0154825303 NA NA
## GEREG 0.0173128040 0.0911873389 NA NA
## GESTFIPS 0.1299300850 -0.1139300662 NA NA
## GEDIV 0.0129248939 0.1080487285 NA NA
## HRHTYPE -0.0292464081 0.0310034233 NA NA
## HEFAMINC -0.0776846723 0.0096123762 NA NA
## H_MONTH NA NA NA NA
## H_YEAR NA NA NA NA
## H_TENURE -0.0827999255 0.0609579547 NA NA
## H_HHNUM -0.0242446175 0.0151309450 NA NA
## H_LIVQRT 0.1111465251 -0.0559381329 NA NA
## H_RESPNM -0.0480889021 0.0101742726 NA NA
## H_TELHHD -0.0616211584 0.0045731360 NA NA
## H_TELAVL -0.0159390966 0.0069520262 NA NA
## H_TELINT -0.0483890165 -0.0061519480 NA NA
## H1TENURE -0.0034173930 0.0030533871 NA NA
## H1LIVQRT 0.0149954607 0.0004597886 NA NA
## H1TELHHD -0.0130695568 0.0056499686 NA NA
## H1TELAVL -0.0023576227 0.0005078657 NA NA
## H1TELINT NA NA NA NA
## H_NUMPER -0.0437770419 -0.0074079061 NA NA
## H_HHTYPE 0.0780816519 -0.0149924560 NA NA
## H_TYPEBC 0.0272174512 -0.0061030897 NA NA
## H_MIS -0.0045642868 0.0069563521 NA NA
## HANNVAL -0.0030360431 -0.0034862912 NA NA
## HANN_YN -0.0425913344 0.0026408602 NA NA
## HCHCARE_VAL -0.0330603527 0.0157755354 NA NA
## HCHCARE_YN -0.0143473618 -0.0131861488 NA NA
## HCOV -0.0293624746 0.0094698173 NA NA
## HCSPVAL -0.0048434926 -0.0044533008 NA NA
## HCSP_YN -0.0435788654 0.0029447910 NA NA
## HDISVAL -0.0005326832 -0.0048137438 NA NA
## HDIS_YN -0.0431443216 0.0016948949 NA NA
## HDIVVAL -0.0063155033 0.0072121740 NA NA
## HDIV_YN -0.0261109389 -0.0005563396 NA NA
## HDSTVAL -0.0014908790 -0.0045774300 NA NA
## HDST_YN -0.0423985663 0.0046327605 NA NA
## HEARNVAL -0.0905190095 0.0346382189 NA NA
## HEDVAL -0.0205181255 0.0124666862 NA NA
## HED_YN -0.0387690601 -0.0004062188 NA NA
## HENGAST -0.0463116174 0.0016930645 NA NA
## HENGVAL 0.0242128527 -0.0092560570 NA NA
## HFDVAL 0.0100948591 -0.0025138577 NA NA
## HFINVAL -0.0131147901 0.0126564786 NA NA
## HFIN_YN -0.0407137247 -0.0009536593 NA NA
## HFLUNCH 0.0007384839 -0.0249486940 NA NA
## HFLUNNO 0.0130377767 -0.0008592967 NA NA
## HFOODMO 0.0122467492 0.0016552335 NA NA
## HFOODNO 0.0184274655 -0.0090701776 NA NA
## HFOODSP -0.0467947734 0.0004019136 NA NA
## HFRVAL 0.0356389645 -0.0085396915 NA NA
## HH5TO18 -0.0090578027 -0.0185954631 NA NA
## HHINC -0.0815898054 0.0074224609 NA NA
## HHOTLUN -0.0268849179 -0.0141591051 NA NA
## HHOTNO 0.0103152968 -0.0184250083 NA NA
## HHSTATUS -0.0380671383 0.0242390854 NA NA
## HH_HI_UNIV -0.0472131914 -0.0075177148 NA NA
## HINC_FR -0.0466561674 0.0022054391 NA NA
## HINC_SE -0.0432935745 -0.0011227699 NA NA
## HINC_UC -0.0423290525 0.0011379199 NA NA
## HINC_WC -0.0430253470 0.0009710183 NA NA
## HINC_WS -0.0120084045 -0.0085190703 NA NA
## HINTVAL -0.0311334012 -0.0008150108 NA NA
## HINT_YN -0.0149589136 0.0069653249 NA NA
## HLORENT -0.0700486154 0.0915517306 NA NA
## HMCAID -0.0489961053 -0.0051758901 NA NA
## HNUMFAM -0.0451177490 0.0144079606 NA NA
## HOIVAL 0.0016920499 -0.0045296452 NA NA
## HOI_YN -0.0443040700 0.0027023003 NA NA
## HOTHVAL -0.0136947314 -0.0119146073 NA NA
## HPAWVAL -0.0027140211 -0.0004339233 NA NA
## HPAW_YN -0.0426358390 0.0010642845 NA NA
## HPCTCUT -0.0888168845 0.0119142795 NA NA
## HPENVAL -0.0062268767 -0.0079702323 NA NA
## HPEN_YN -0.0441237267 0.0085428061 NA NA
## HPRES_MORT 0.0416722700 -0.0776308603 NA NA
## HPRIV -0.0106153093 0.0104949031 NA NA
## HPROP_VAL -0.0725632710 0.0315510267 NA NA
## HPUB -0.0682409092 0.0131868896 NA NA
## HPUBLIC -0.0703155680 0.0964380722 NA NA
## HRECORD NA NA NA NA
## HRNTVAL -0.0049383817 0.0068712357 NA NA
## HRNT_YN -0.0435614113 0.0007280409 NA NA
## HRNUMWIC 0.0150127640 0.0015534691 NA NA
## HRWICYN -0.0553988953 0.0210908609 NA NA
## HSEVAL -0.0089163135 0.0047060891 NA NA
## HSSIVAL 0.0128041134 0.0032023756 NA NA
## HSSI_YN -0.0458398234 0.0001662508 NA NA
## HSSVAL 0.0209738211 -0.0331629844 NA NA
## HSS_YN -0.0595702923 0.0173557863 NA NA
## HSUP_WGT -0.1461919538 0.0512674002 NA NA
## HSURVAL -0.0004227361 -0.0025961833 NA NA
## HSUR_YN -0.0433198572 0.0019479982 NA NA
## HTOP5PCT -0.0321283363 -0.0045774868 NA NA
## HTOTVAL -0.0861361491 0.0267427502 NA NA
## HUCVAL -0.0077375225 -0.0028021924 NA NA
## HUNDER15 -0.0120030811 -0.0154514077 NA NA
## HUNDER18 -0.0119704072 -0.0177495892 NA NA
## HUNITS -0.1150978739 0.1175391117 NA NA
## HVETVAL -0.0020428545 -0.0196728302 NA NA
## HVET_YN -0.0431755734 0.0044392121 NA NA
## HWCVAL -0.0005243008 -0.0042239320 NA NA
## HWSVAL -0.0933022495 0.0351397968 NA NA
## H_SEQ -0.0019400625 0.1045555452 NA NA
## I_CHCAREVAL -0.0205589228 0.0005831637 NA NA
## I_HENGAS -0.0365711430 -0.0113473497 NA NA
## I_HENGVA 0.0043186042 0.0015229153 NA NA
## I_HFDVAL -0.0007422619 0.0028193201 NA NA
## I_HFLUNC -0.0110421915 -0.0145004612 NA NA
## I_HFLUNN -0.0090215408 -0.0094674285 NA NA
## I_HFOODM -0.0005578732 0.0025971149 NA NA
## I_HFOODN -0.0070123094 -0.0015169003 NA NA
## I_HFOODS -0.0349894071 -0.0122231201 NA NA
## I_HHOTLU -0.0198329782 -0.0144894358 NA NA
## I_HHOTNO -0.0102044375 -0.0142390530 NA NA
## I_HLOREN -0.0455091729 0.0356371342 NA NA
## I_HPUBLI -0.0457775783 0.0356311539 NA NA
## I_HUNITS -0.0366217902 -0.0122499549 NA NA
## I_PROPVAL -0.0001119101 -0.0405910975 NA NA
## NOW_HCOV -0.0273932969 0.0104499199 NA NA
## NOW_HMCAID -0.0487294863 -0.0048666664 NA NA
## NOW_HPRIV -0.0088549037 0.0098521499 NA NA
## NOW_HPUB -0.0682561851 0.0137108193 NA NA
## THCHCARE_VAL -0.0140202448 0.0193583000 NA NA
## THPROP_VAL -0.0194640599 0.0284297125 NA NA
## GTCBSA -0.6739217011 0.2048596770 NA NA
## GTCO -0.1931423786 0.1487230117 NA NA
## GTCBSAST 0.3899684620 -0.3999368080 NA NA
## GTCBSASZ -0.6923495677 0.3262551299 NA NA
## GTCSA -0.3668383173 0.2172331050 NA NA
## GTMETSTA 1.0000000000 -0.1608229856 NA NA
## GTINDVPC -0.1608229856 1.0000000000 NA NA
## FILEDATE NA NA 1 NA
## YYYYMM NA NA NA 1res <- cor(hh)## Warning in cor(hh): the standard deviation is zeroCorrelation Visualization
A visualization for the variable correlations was created using the corrplot() function (Wei & Simko, 2021). The heat map legend included in the visualization indicates the level of correlation between variable pairs. Variables with a high level of positive correlation are indicated by dark blue squares while variables with a high level of negative correlation are designated by red cells. Though the visualization is difficult to see clearly due to the number of variables, some observations from the plot are that H_HHTYPE (type of household interview) is negatively correlated with many variables including HANN_YN (during the year, did anyone receive income from an annuity?), HFIN_YN (during the year, did anyone in this household receive any (other) regular financial assistance from friends or relatives not living in this household?), and HINC_UC (unemployment compensation). Also, HINC_UC (unemployment compensation) is highly positively correlated with quite a few variables including HCSP_YN (during the year, did anyone in this household receive any child support payments?), HDIS_YN (does anyone in the household have a disability or health problem which prevented them from working, even for a short time, or which limited the work they could do?), and HENGAST (assistance for heating/cooling costs received for anyone in the household).
#Create correlation plot
corrplot(res, tl.cex = 0.1)
Univariate Analysis
Basic Statistical Information
Univariate analysis is another commonly used component of EDA. This type of exploration focuses on analyzing a single variable in the data set in detail, seeking to discover patterns in the sample data that can be used to gain information from the larger population and the rest of the data set. The researcher decided to perform univariate analysis on the quantitative variable HEARNVAL, which indicates total household earnings. Since this is a quantitative variable, the goal of univariate analysis is to determine how the variable is distributed. Using the summary() and describe () (Revelle, 2023) functions, the measures of central tendency and variability were found for variable. The range for the variable is -$10,499 to $2,199,998, with a mean value of $50,596 and median of $5,000. The standard deviation for this variable is $93,212. Using the skewness() and kurtosis() functions, it was found that the data is positively or right skewed, with long right tails. This implies that there are many outliers on the right side of the distribution. The high kurtosis value indicates that the distribution is leptokurtic with a sharp peak and fat tails. A higher kurtosis value also means that there is a higher probability of outliers with more values lying in the tails of the distribution as opposed to closer to the mean (Gawali, 2021).
#Perform univariate analysis on HEARNVAL variable
summary(hh$HEARNVAL)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## -10499 0 5000 50596 75000 2199998describe(hh$HEARNVAL)## vars n mean sd median trimmed mad min max range
## X1 1 91500 50595.75 93211.66 5000 32370.79 7413 -10499 2199998 2210497
## skew kurtosis se
## X1 5.86 67.38 308.15skewness(hh$HEARNVAL)## [1] 5.862575kurtosis(hh$HEARNVAL)## [1] 70.38009Visualizations
A histogram was created using base R and ggplot2 (Wickham, 2016). The visualization confirms the skewness and kurtosis findings, showing that the data is significantly right skewed. It appears that there are outlier values significantly affecting the data. From the visualization, it appears that very little data is present above $750,000. A box plot was also created using the ggplot2 function (Wickham, 2016) to depict the span of the data. The box in the visualization reflects the interquartile range, or the range between the first and third quartile, and the median as the bar through the box. As shown in the summary() data, the interquartile range is from $0 - $75,000 and the median is $5,000. Any value lying 1.5 times above or below the IQR can be classified as an outlier. Outliers are shown as red crosses in the box plot. Outliers appear to be densely situated between around $200,000 and $1,250,000, with only ~15 observances above that value.
#Create histogram
hist(hh$HEARNVAL, breaks = "Sturges", xlab = "Household Income", ylab = "Dollar Value")
ggplot(hh, aes (x = HEARNVAL)) +
geom_histogram(fill = "blue", bins = 20) +
xlab("Total Household Earnings") +
ylab("Dollar Value") +
theme(axis.text.x = element_text(size = 10), axis.text.y = element_text(size = 10))
#Create box plot
ggplot(hh, aes(x = HEARNVAL)) +
geom_boxplot(outlier.color = "red", outlier.shape =4)+ theme_gray()+
labs(title = paste("Boxplot of HEARNVAL"), x = "Household Income", y = "Frequency")
Outlier Analysis
Since the outlying values for this specific variable appear to significantly affect the distribution, it would be prudent to remove these values and recalculate the basic statistics. The number of outliers for HEARNVAL was calculated using the 1.5 times IQR rule, revealing that there are 4,974 outliers (found by subtracting the number of non-outlier values (86,526) from the lines of data (91,500)). A subset of the data without outliers was created. Applying the summary() and describe() functions to the subset, the range was revised to be from $0 to $187,417, the mean revised to be $35,220, the median revised to $0, and the standard deviation revised to $48,551. As shown in this output, the most significant changes are to the maximum value, mean, and standard deviation. As mentioned previously, both the mean and standard deviation are very sensitive to outliers due to the nature of their calculations; removing the outliers has lowered the mean by ~$15,000 and the standard deviation by more than half ($44,700). A histogram and box plot of the revised data show that the distribution is still very right skewed, but the range is much easier to observe visually. The revised data can be used to more accurately predict population data.
#Determine number of outliers
Q1 <- quantile(hh$HEARNVAL, 0.25)
Q3 <- quantile (hh$HEARNVAL, 0.75)
IQR <- IQR(hh$HEARNVAL)
no.outliers <- subset(hh, hh$HEARNVAL > (Q1 - 1.5*IQR) & hh$HEARNVAL < (Q3 + 1.5*IQR))
dim(no.outliers)## [1] 86526 134#Recalculate summary statistics
summary(no.outliers$HEARNVAL)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## -10499 0 0 35220 62000 187417describe(no.outliers$HEARNVAL)## vars n mean sd median trimmed mad min max range skew
## X1 1 86526 35219.58 48551.41 0 25998.65 0 -10499 187417 197916 1.27
## kurtosis se
## X1 0.53 165.05#Updated histogram
ggplot(no.outliers, aes (x = no.outliers$HEARNVAL)) +
geom_histogram(fill = "blue", bins = 20) +
xlab("Total Household Earnings") +
ylab("Dollar Value") +
theme(axis.text.x = element_text(size = 10), axis.text.y = element_text(size = 10))
#Updated box plot
ggplot(no.outliers, aes(x = no.outliers$HEARNVAL)) +
geom_boxplot(outlier.color = "red", outlier.shape =4)+ theme_gray()+
labs(title = paste("Boxplot of HEARNVAL"), x = "Household Income", y = "Frequency")
Principal Component Analysis (PCA)
Perform PCA
Due to the large number of variables in the data set, the researcher elected to perform principal component analysis (PCA) to reduce the dimensionality of the data set without losing any key features of the data. Before performing PCA, constant columns were removed, as they are not suitable for PCA since they do not contribute to the variability of the data. This adjustment caused the number of variables to be reduced to 128. PCA was performed using the prcomp() function with the data scaled (scale = TRUE). The importance of the principal components (PCs), including their standard deviation, proportion of variance, and cumulative proportion, was found using the summary() function. As shown in the summary() function output, there are 128 PCs; one PC corresponding to each variable in the revised data set.
#Remove constant columns
constant_hh <- sapply(hh, function(col) length(unique(col)) == 1)
hh <- hh[, !constant_hh]
#Perform PCA
hh.pca <- prcomp(hh, scale = TRUE)
#Summary of PCA
summary(hh.pca)## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6 PC7
## Standard deviation 6.3070 2.68094 2.39684 2.15010 1.99477 1.80420 1.74955
## Proportion of Variance 0.3108 0.05615 0.04488 0.03612 0.03109 0.02543 0.02391
## Cumulative Proportion 0.3108 0.36692 0.41180 0.44792 0.47901 0.50444 0.52835
## PC8 PC9 PC10 PC11 PC12 PC13 PC14
## Standard deviation 1.59532 1.4967 1.31967 1.28320 1.19665 1.16959 1.15340
## Proportion of Variance 0.01988 0.0175 0.01361 0.01286 0.01119 0.01069 0.01039
## Cumulative Proportion 0.54823 0.5657 0.57934 0.59220 0.60339 0.61408 0.62447
## PC15 PC16 PC17 PC18 PC19 PC20 PC21
## Standard deviation 1.14094 1.12201 1.09269 1.08181 1.05628 1.04481 1.04024
## Proportion of Variance 0.01017 0.00984 0.00933 0.00914 0.00872 0.00853 0.00845
## Cumulative Proportion 0.63464 0.64448 0.65380 0.66295 0.67166 0.68019 0.68865
## PC22 PC23 PC24 PC25 PC26 PC27 PC28
## Standard deviation 1.02662 1.02411 1.01870 1.01649 1.01158 1.00852 1.00138
## Proportion of Variance 0.00823 0.00819 0.00811 0.00807 0.00799 0.00795 0.00783
## Cumulative Proportion 0.69688 0.70507 0.71318 0.72125 0.72925 0.73719 0.74503
## PC29 PC30 PC31 PC32 PC33 PC34 PC35
## Standard deviation 0.99752 0.99570 0.99191 0.98950 0.98772 0.98082 0.97605
## Proportion of Variance 0.00777 0.00775 0.00769 0.00765 0.00762 0.00752 0.00744
## Cumulative Proportion 0.75280 0.76055 0.76823 0.77588 0.78351 0.79102 0.79846
## PC36 PC37 PC38 PC39 PC40 PC41 PC42
## Standard deviation 0.97475 0.97237 0.97021 0.96510 0.95870 0.95748 0.94421
## Proportion of Variance 0.00742 0.00739 0.00735 0.00728 0.00718 0.00716 0.00697
## Cumulative Proportion 0.80589 0.81327 0.82063 0.82790 0.83509 0.84225 0.84921
## PC43 PC44 PC45 PC46 PC47 PC48 PC49
## Standard deviation 0.93445 0.92528 0.91569 0.90749 0.90267 0.90131 0.89181
## Proportion of Variance 0.00682 0.00669 0.00655 0.00643 0.00637 0.00635 0.00621
## Cumulative Proportion 0.85603 0.86272 0.86927 0.87571 0.88207 0.88842 0.89463
## PC50 PC51 PC52 PC53 PC54 PC55 PC56
## Standard deviation 0.87814 0.87069 0.82992 0.82092 0.8161 0.79844 0.75592
## Proportion of Variance 0.00602 0.00592 0.00538 0.00526 0.0052 0.00498 0.00446
## Cumulative Proportion 0.90066 0.90658 0.91196 0.91723 0.9224 0.92741 0.93187
## PC57 PC58 PC59 PC60 PC61 PC62 PC63
## Standard deviation 0.71863 0.71774 0.69614 0.67229 0.65625 0.6395 0.6301
## Proportion of Variance 0.00403 0.00402 0.00379 0.00353 0.00336 0.0032 0.0031
## Cumulative Proportion 0.93591 0.93993 0.94372 0.94725 0.95061 0.9538 0.9569
## PC64 PC65 PC66 PC67 PC68 PC69 PC70
## Standard deviation 0.5984 0.56732 0.5656 0.55094 0.54714 0.5187 0.50469
## Proportion of Variance 0.0028 0.00251 0.0025 0.00237 0.00234 0.0021 0.00199
## Cumulative Proportion 0.9597 0.96222 0.9647 0.96709 0.96943 0.9715 0.97353
## PC71 PC72 PC73 PC74 PC75 PC76 PC77
## Standard deviation 0.49517 0.46912 0.46394 0.4526 0.42124 0.41955 0.40924
## Proportion of Variance 0.00192 0.00172 0.00168 0.0016 0.00139 0.00138 0.00131
## Cumulative Proportion 0.97544 0.97716 0.97884 0.9804 0.98183 0.98320 0.98451
## PC78 PC79 PC80 PC81 PC82 PC83 PC84
## Standard deviation 0.37745 0.36859 0.35942 0.34719 0.32787 0.3194 0.30818
## Proportion of Variance 0.00111 0.00106 0.00101 0.00094 0.00084 0.0008 0.00074
## Cumulative Proportion 0.98563 0.98669 0.98770 0.98864 0.98948 0.9903 0.99102
## PC85 PC86 PC87 PC88 PC89 PC90 PC91
## Standard deviation 0.3001 0.29049 0.2774 0.27489 0.24332 0.24055 0.23532
## Proportion of Variance 0.0007 0.00066 0.0006 0.00059 0.00046 0.00045 0.00043
## Cumulative Proportion 0.9917 0.99238 0.9930 0.99357 0.99403 0.99449 0.99492
## PC92 PC93 PC94 PC95 PC96 PC97 PC98
## Standard deviation 0.22313 0.21985 0.21117 0.21092 0.20540 0.20229 0.19329
## Proportion of Variance 0.00039 0.00038 0.00035 0.00035 0.00033 0.00032 0.00029
## Cumulative Proportion 0.99531 0.99568 0.99603 0.99638 0.99671 0.99703 0.99732
## PC99 PC100 PC101 PC102 PC103 PC104 PC105
## Standard deviation 0.18449 0.17435 0.16937 0.16531 0.14779 0.13271 0.12524
## Proportion of Variance 0.00027 0.00024 0.00022 0.00021 0.00017 0.00014 0.00012
## Cumulative Proportion 0.99759 0.99783 0.99805 0.99826 0.99843 0.99857 0.99869
## PC106 PC107 PC108 PC109 PC110 PC111 PC112
## Standard deviation 0.11964 0.1145 0.1131 0.10964 0.10713 0.10534 0.10115
## Proportion of Variance 0.00011 0.0001 0.0001 0.00009 0.00009 0.00009 0.00008
## Cumulative Proportion 0.99881 0.9989 0.9990 0.99910 0.99919 0.99928 0.99936
## PC113 PC114 PC115 PC116 PC117 PC118 PC119
## Standard deviation 0.09741 0.09569 0.09567 0.09384 0.09244 0.08954 0.08693
## Proportion of Variance 0.00007 0.00007 0.00007 0.00007 0.00007 0.00006 0.00006
## Cumulative Proportion 0.99943 0.99950 0.99958 0.99964 0.99971 0.99977 0.99983
## PC120 PC121 PC122 PC123 PC124 PC125 PC126
## Standard deviation 0.07265 0.06942 0.06141 0.06028 0.05455 0.03057 8.39e-15
## Proportion of Variance 0.00004 0.00004 0.00003 0.00003 0.00002 0.00001 0.00e+00
## Cumulative Proportion 0.99987 0.99991 0.99994 0.99997 0.99999 1.00000 1.00e+00
## PC127 PC128
## Standard deviation 7.751e-15 2.801e-15
## Proportion of Variance 0.000e+00 0.000e+00
## Cumulative Proportion 1.000e+00 1.000e+00#Create new variable for the summary data
Sumhh.pca <- summary(hh.pca)Scree Plots
Scree plots were created using the base R function barplot() and fviz_eig() (Kassambara & Mundt, 2020) to show the proportion of variance for each PC, both cumulatively as well as the specific percentage of explained variance for the top 10 individual PCs. The scree plots show that PC1 contributes most significantly to the overall variance, with a proportion of variance of 31.1%. The remaining PCs contribute less than 6% each to the variance, with 15 PCs contributing at least 1%.
#Plot proportion of variance with scree plot
splot <- barplot(Sumhh.pca$importance[2,]*100, ylim = c(0,100))
lines(x = splot, y = Sumhh.pca$importance[3,]*100)
points(x = splot, y = Sumhh.pca$importance[3,]*100)
#Visualize percentage of explained variance per principal component with scree plot
fviz_eig(hh.pca,
addlabels = TRUE,
ylim = c(0, 70))
Biplot
A biplot was created using fviz_pca_biplot() (Kassambara & Mundt, 2020). The x axis of the biplot represents PC1, which accounts for the most variance in the data set at 31.1%. The y axis corresponds with PC2 which accounts for the next highest level of variance (5.6%). Each black point on the plot represents a point in the data set and the vectors correspond with each variable in the data set. The color of the vector indicates the variables’ contribution to the PC, with red indicating a significant (high) contribution and blue indicating an insignificant (low) contribution. The length of the vector indicates the magnitude of the variable’s contribution to the variance. From the visualization, it can be seen that H_HHTYP (type of household interview), TYPEBC (type B/C), and are all positively correlated with PC1 since they are in the positive direction on the x axis. Vectors in the opposite direction on the x axis are negatively correlated with PC1. Along the same vein, HUNDER18 (number of persons in the household under 18), I_HFLUNN (number receiving free-reduced price lunch) and HFOODNO (number covered by food stamps) are positively correlated with PC2, as well as the other variables shown in the visualization along the y axis.
#Create biplot
fviz_pca_biplot(hh.pca,
labelsize = 3,
label="var", col.ind = "black",
col.var = "contrib",
gradient.cols = c("blue","green","red"))
Broken Stick Method
Using a function provided by Gupta (2019), the broken stick method (MacArthur, 1957) was applied to determine how many PCs should be retained in the data set. The goal is to retain the lowest number of PCs that still represent a sufficient amount of variance in the data. Using this method, any tan bars (representing the percentage of variation accounted for by each eigenvalue) that are higher than the red bars (broken stick calculation) in the percent variation plot represent a PC that should be retained in the data set. Looking at the visualization, the first 6 PCs should be retained as these eigenvalues account for a significant amount of the variance in the data set. Referring back to the summary() data for the PCs, it is found that PCs 1 through 6 combined account for just over half of the variance in the data set (50.44%).
#Use broken stick model to determine number of eigenvalues to keep
evplot = function(ev) {
# Broken stick model (MacArthur 1957)
n = length(ev)
bsm = data.frame(j=seq(1:n), p=0)
bsm$p[1] = 1/n
for (i in 2:n) bsm$p[i] = bsm$p[i-1] + (1/(n + 1 - i))
bsm$p = 100*bsm$p/n
# Plot eigenvalues and % of variation for each axis
op = par(mfrow=c(2,1),omi=c(0.1,0.3,0.1,0.1), mar=c(1, 1, 1, 1))
barplot(ev, main="Eigenvalues", col="bisque", las=2, width = 1.5)
abline(h=mean(ev), col="red")
legend("topright", "Average eigenvalue", lwd=1, col=2, bty="n")
barplot(t(cbind(100*ev/sum(ev), bsm$p[n:1])), beside=TRUE,
main="% variation", col=c("bisque",2), las=2, width = 1.5)
legend("topright", c("% eigenvalue", "Broken stick model"),
pch=15, col=c("bisque",2), bty="n")
par(op)
}
ev_hh_pca <- hh.pca$sdev^2
evplot(ev_hh_pca)
Variable Contributions to PCs
Histograms were created using fviz_contrib() (Kassambara & Mundt, 2020) to show the contribution of each variable to PCs 1 through 6. The data set was then revised to retain only the first 6 PCs for the remaining analysis.
#Visualize contributions of each variable in the first 6 principal components
for (i in 1:6) {
var <- get_pca_var(hh.pca)
a <- fviz_contrib(hh.pca, "var", axes = i, xtickslab.rt = 90)
plot(a, main = paste("Variables percentage contribution of Principal Component", i))
}
#Revise dataset to include only the first 6 PCs
hh.pca <- prcomp(hh, scale = TRUE, rank. = 6)
results <- hh.pca$xCluster Analysis
Within Groups Sum of Squares (WSS)
Cluster analysis was performed on the revised data set to examine patterns and relationships among the variables. The researcher selected k-means cluster analysis, a type of partitional clustering, as the grouping method since it is one of the most common methods for clustering. This method divides observations into clusters of points with high similarity within the cluster and high dissimilarity with points outside the cluster. The k-means cluster function requires the number of clusters to be pre-determined, so the within groups sum of squares (WSS) method was applied to determine the appropriate number of clusters. The visualization for the WSS analysis shows a bend, or elbow, at the second cluster, the fifth cluster, the eight cluster, and the eleventh cluster. The researcher decided to use 5 clusters in the k-means method, as this allows for a sufficient level of clustering without parsing the data too minutely.
#Perform k-mean clustering
#Use within groups sum of squares (WSS) to determine number of clusters
wss <- (nrow(results)-1)*sum(apply(results,2,var))
for (i in 2:20) wss[i] <- sum(kmeans(results, centers = i)$withinss)
plot(1:20, wss, type ="b", xlab = "Number of Clusters", ylab = "Within groups sum of squares")
title("Number of Clusters")
K-Means Clustering
K-means clustering was then performed using the kmeans() function. The results show that the data was divided into 5 clusters of sizes 31,040, 14,272, 3,070, 38,384, and 4,734. The means (centroids) for each variable (in this case, principal component) are shown along with the cluster assignment for each observation and the within cluster sum of squares by cluster.
#Perform k-means clustering with 5 clusters
k5 <- kmeans(results, 5)
k5## K-means clustering with 5 clusters of sizes 5488, 5611, 11474, 60460, 8467
##
## Cluster means:
## PC1 PC2 PC3 PC4 PC5 PC6
## 1 8.545605 0.2533015 0.10629305 0.000330645 -1.98120959 -1.273398998
## 2 8.793656 0.3837493 0.07412478 -0.113936877 0.21791916 0.253257606
## 3 8.659778 0.3126007 0.11210603 -0.105286433 -0.81445835 -0.548298103
## 4 -4.475349 -0.1790846 -0.03321635 0.046016194 0.06712059 -0.005571413
## 5 8.855298 0.4366762 -0.03275006 -0.110617373 1.76415708 1.440345501
##
## Clustering vector:
## [1] 4 4 4 4 4 5 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5 4 4 4 5 5 5 4 4 4 5 4 4 5 5 5
## [37] 4 4 5 5 5 5 5 5 4 5 5 5 5 5 5 5 5 5 5 4 5 5 5 5 5 5 5 5 4 5 4 4 4 4 4 4
## [73] 4 5 5 5 5 4 5 5 4 4 4 5 5 5 5 5 5 5 4 5 5 5 5 5 5 5 4 4 4 4 4 4 5 4 4 4
## [109] 4 5 5 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 5 4 5 4 4 5 4 4 5 5 5 5 5 4 5
## [145] 4 5 4 5 4 5 5 5 4 4 5 5 5 5 4 5 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [181] 5 5 4 5 4 5 5 5 4 5 5 4 5 4 4 4 4 4 5 4 4 5 5 4 5 4 5 5 5 5 4 5 5 4 5 5
## [217] 5 5 5 5 5 5 5 5 5 4 4 4 4 4 5 5 5 5 4 4 5 5 4 4 4 5 5 5 5 4 4 5 5 5 5 5
## [253] 4 4 5 5 5 5 4 4 5 5 5 4 5 5 5 5 4 4 5 5 5 5 5 5 5 5 5 5 5 5 4 5 5 4 4 4
## [289] 4 4 4 4 4 5 5 4 4 4 5 5 5 4 4 4 4 5 5 5 5 5 4 5 5 5 5 5 5 5 5 5 5 5 4 4
## [325] 4 4 4 4 4 4 4 4 4 4 5 5 5 4 5 4 5 4 4 4 4 4 4 4 4 4 4 5 4 5 4 4 4 5 4 4
## [361] 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 5 4 4 5 5 5 5 5 5 5 4 4 4 4 4 4 5 4 5
## [397] 4 5 4 4 4 4 4 4 2 4 2 4 4 4 4 4 2 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 2 4 4
## [433] 2 4 4 4 4 2 2 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 2 2 4 2 2 4 4 2
## [469] 2 4 2 2 2 2 2 2 2 2 2 2 2 2 2 2 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4
## [505] 4 2 4 4 4 4 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 2 4 2 2 2 2 2 2 2 3 3 3
## [541] 2 3 3 4 2 2 4 4 2 4 2 4 4 4 4 4 4 3 3 3 3 3 3 3 2 3 3 3 3 3 3 4 4 4 4 3
## [577] 3 3 4 3 3 4 4 4 4 4 3 3 3 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 3 4 3 3 3 4
## [613] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 4 4 4 3 4 4 4 4 4 4
## [649] 4 3 3 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 4 4 4 4 3 4 3 4 4 4 4 4 4
## [685] 4 4 4 4 4 4 4 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 3 3 4 4 3 3 3 4
## [721] 3 4 3 4 3 3 4 3 4 4 3 4 4 4 4 4 4 4 4 2 4 4 3 3 3 3 3 3 3 4 3 4 4 4 4 4
## [757] 4 4 3 4 3 4 3 4 3 4 4 3 4 3 4 4 3 4 3 3 4 3 3 3 4 4 4 4 4 3 3 3 4 4 4 3
## [793] 2 4 4 4 4 3 4 4 4 4 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 3 4 4 4 3 4 3 4 4 4 3
## [829] 4 4 3 3 4 4 3 4 4 4 4 4 3 4 4 4 4 3 4 4 3 3 3 3 3 3 3 4 3 3 3 3 3 3 3 3
## [865] 3 3 3 3 3 3 3 3 4 4 4 1 3 4 4 4 4 3 4 4 4 4 5 5 5 4 4 4 5 5 5 5 4 4 5 4
## [901] 4 5 5 5 5 5 5 5 4 5 4 5 5 4 5 5 5 5 5 5 5 4 5 4 4 5 4 4 4 4 4 5 5 5 5 4
## [937] 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 5 4 5 4 5 4 4 4 4 4 5 4 4 4
## [973] 4 5 5 5 5 5 4 5 4 4 4 4 4 4 4 5 5 5 4 4 4 4 4 5 5 5 5 4 4 5 5 4 5 4 4 4
## [1009] 4 4 5 4 4 4 4 5 5 5 5 5 5 4 5 5 5 5 4 5 4 4 4 4 5 5 5 5 5 4 5 4 4 5 4 4
## [1045] 5 5 5 4 4 4 5 4 4 4 5 4 4 5 5 4 4 4 4 4 5 4 5 5 5 5 5 4 4 5 4 5 5 4 4 4
## [1081] 4 5 4 4 4 4 4 4 4 4 5 4 4 4 4 5 5 4 5 4 5 4 5 4 4 4 4 5 4 4 5 5 5 5 5 5
## [1117] 5 4 4 4 5 4 4 4 5 4 4 4 4 4 4 4 5 4 5 4 4 4 4 5 4 4 4 5 5 4 4 4 5 4 4 5
## [1153] 4 4 5 5 4 4 4 4 4 4 4 4 5 4 4 5 4 4 4 4 4 4 5 4 4 4 5 4 5 4 4 4 4 4 4 4
## [1189] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 5 5
## [1225] 4 5 5 5 5 5 5 4 5 5 4 4 5 4 4 4 4 5 4 5 5 4 4 5 5 4 4 4 4 4 4 4 4 4 5 4
## [1261] 4 4 5 4 4 4 4 5 4 4 5 5 4 4 4 4 5 4 4 5 5 4 4 5 5 4 4 4 5 4 4 4 4 5 5 4
## [1297] 4 4 5 5 5 5 5 5 5 5 5 5 5 4 5 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4
## [1333] 4 4 4 4 5 4 5 5 5 5 5 5 5 5 5 4 4 5 4 4 5 5 5 4 4 4 5 5 5 5 4 4 4 4 5 4
## [1369] 4 4 4 4 5 5 5 5 5 5 5 5 4 4 4 4 4 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4
## [1405] 4 4 4 4 4 4 4 4 3 3 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 3 4 4 4 4 3 4
## [1441] 3 4 4 4 3 4 4 2 3 4 4 4 4 3 4 4 4 4 4 3 4 3 4 4 4 4 4 4 3 4 4 4 3 4 4 3
## [1477] 3 4 4 4 4 4 4 4 4 4 4 2 2 4 2 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4
## [1513] 3 4 4 3 2 4 4 3 4 3 4 4 3 4 4 4 3 4 4 4 4 4 3 4 3 4 4 4 4 4 3 4 4 4 3 3
## [1549] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 3 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1585] 2 3 3 3 4 3 3 3 3 3 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 3 3 4 3 3 3 4
## [1621] 3 4 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 3 3
## [1657] 3 4 4 4 4 4 3 3 4 4 3 4 4 3 4 3 3 4 4 4 4 4 3 4 4 4 4 3 3 4 3 3 4 4 4 4
## [1693] 3 4 4 3 4 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1729] 4 4 3 3 4 3 4 4 3 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [1765] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [1801] 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 4 4 3 4 4 4 4 4 4
## [1837] 4 3 4 4 4 4 3 4 3 4 3 4 4 4 4 4 4 3 4 3 4 4 4 3 3 4 4 4 4 4 3 3 4 4 3 3
## [1873] 3 3 3 4 4 4 4 3 4 4 4 4 4 4 3 4 3 3 4 4 4 3 4 4 4 4 3 4 4 4 4 4 3 4 4 3
## [1909] 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 2 3 4 4
## [1945] 4 4 4 4 4 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3
## [1981] 3 3 3 3 3 3 3 3 3 3 3 3 4 4 3 3 3 3 3 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [2017] 3 3 3 3 3 3 4 3 3 4 4 4 4 3 3 3 3 3 4 3 3 3 4 4 4 3 3 3 3 3 4 3 4 4 4 4
## [2053] 4 4 4 4 3 4 4 4 3 4 4 4 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [2089] 4 4 4 4 5 4 4 4 4 5 5 5 5 4 4 4 5 4 5 4 4 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4
## [2125] 5 5 5 4 4 4 4 4 4 4 4 4 5 4 4 4 5 4 5 5 5 4 5 4 4 5 4 4 5 5 4 5 4 4 4 4
## [2161] 4 4 5 5 5 4 4 5 4 5 5 5 5 5 4 5 4 5 4 5 4 5 4 4 5 5 4 4 5 4 5 5 5 4 4 4
## [2197] 5 5 4 4 4 4 5 5 4 5 5 4 5 5 4 5 5 5 5 5 4 5 4 5 4 4 4 4 4 5 5 4 4 4 4 4
## [2233] 5 5 4 4 4 5 4 4 4 4 4 5 5 4 4 4 5 4 5 5 4 4 4 4 5 4 4 5 5 5 4 5 5 5 5 4
## [2269] 4 4 4 4 4 5 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 5 5 4 4 4 5 4 4 5
## [2305] 4 5 4 5 4 5 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 5 4 4
## [2341] 4 4 4 4 4 5 4 4 4 4 4 4 5 4 5 4 4 4 4 4 5 5 4 4 5 4 5 4 4 4 4 4 5 5 5 5
## [2377] 5 4 5 4 4 5 5 5 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 4 4 4 5 5 5 4
## [2413] 4 4 4 4 5 5 4 5 5 5 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [2449] 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 4 5 4 4 5 4 4 4 4 4 4 5 5
## [2485] 5 4 4 5 4 4 4 5 4 4 4 5 5 4 5 5 4 5 4 4 5 4 4 4 4 5 4 5 4 4 4 4 4 4 5 4
## [2521] 4 5 4 4 4 4 5 4 4 4 4 4 5 5 4 4 4 4 4 4 4 5 4 5 4 4 4 5 4 4 4 5 4 4 5 5
## [2557] 5 4 5 5 5 5 5 5 4 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 4 4 4 5 4 4 4 4 4 4 4 4
## [2593] 4 4 4 5 5 5 5 5 4 4 4 4 4 5 4 4 4 4 4 4 5 4 4 4 5 5 4 5 5 5 4 4 5 5 4 5
## [2629] 4 5 5 4 4 4 4 4 4 4 4 4 4 5 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [2665] 5 5 5 4 5 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 4 5 5 5 5 5 5 4 4 4 4 4 4 5 4 5
## [2701] 4 5 5 5 4 5 5 4 4 4 4 5 4 4 5 5 4 4 4 5 4 5 4 5 4 4 5 5 4 4 5 5 5 4 4 5
## [2737] 5 5 5 4 4 4 4 4 4 4 5 5 5 4 4 5 5 4 5 4 5 5 4 4 5 5 5 5 5 5 5 4 5 4 4 4
## [2773] 4 5 4 4 4 4 5 5 5 5 5 5 4 4 5 4 5 4 5 5 4 4 4 5 4 4 4 5 5 5 5 5 5 5 4 5
## [2809] 4 4 5 4 4 4 4 4 5 5 4 4 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 5 5 4
## [2845] 4 4 5 4 5 5 5 5 5 5 5 5 5 4 5 5 5 5 5 4 4 5 4 4 4 4 4 4 4 4 5 5 5 5 5 4
## [2881] 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 4 5 5 5 5 4 4 5 5 5 4 5 5
## [2917] 4 4 4 4 4 5 5 5 5 4 4 4 4 4 4 5 4 4 4 5 5 4 5 4 4 5 5 4 4 4 5 4 4 4 4 4
## [2953] 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5
## [2989] 5 5 5 5 5 5 5 5 5 4 4 4 5 4 5 4 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 2
## [3025] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 4 4 4 2 4 2 4 2 4 4 4 4 4 4 4 4 2 4
## [3061] 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4
## [3097] 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 4 4 2 4 2 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4
## [3133] 4 2 2 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4
## [3169] 4 4 4 4 4 2 4 4 4 2 4 4 4 4 4 4 2 4 4 2 2 2 2 2 4 2 2 2 2 2 4 4 2 2 2 2
## [3205] 2 2 2 2 2 4 2 2 2 2 4 4 2 2 2 2 4 2 2 2 2 2 2 4 2 2 2 2 2 2 4 2 2 2 4 4
## [3241] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 4 2 4 4 4 4 4 2 4 2 4 4 2 4 4 4 2 2 2 4 4
## [3277] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 2 2 2 2 2 2
## [3313] 4 4 4 4 4 2 4 4 4 4 4 2 4 4 2 4 4 4 4 4 4 5 4 4 4 2 4 4 2 4 4 2 4 4 2 2
## [3349] 4 4 4 4 4 4 4 4 2 5 2 2 2 4 2 2 2 2 2 4 4 2 2 2 2 2 4 4 2 2 2 2 4 2 2 4
## [3385] 2 2 4 4 2 4 4 4 4 2 2 4 4 4 4 4 2 4 4 2 2 2 4 2 4 4 4 4 4 5 4 5 2 5 5 5
## [3421] 5 5 5 4 5 5 5 4 4 5 4 4 4 5 4 4 5 5 5 5 4 4 5 4 4 4 5 4 4 4 4 4 4 5 4 5
## [3457] 4 4 4 5 4 4 4 4 5 4 4 4 5 5 5 5 5 5 4 4 4 4 4 4 4 4 5 5 5 5 5 4 5 5 4 5
## [3493] 4 5 4 4 2 2 2 4 2 2 2 2 2 4 2 4 4 2 4 4 2 2 2 2 4 4 2 2 2 2 4 2 4 2 4 2
## [3529] 2 2 2 2 2 2 4 4 2 2 2 2 2 2 2 2 2 2 2 2 2 2 4 2 2 2 4 2 4 2 4 2 4 2 2 2
## [3565] 2 2 2 2 2 2 2 4 4 2 2 2 4 4 2 4 4 4 4 4 4 4 4 4 4 4 3 3 4 3 4 4 4 4 4 4
## [3601] 3 4 4 3 3 3 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 3 3 4 3 4 4 4 4 4 3 4 4 3 4
## [3637] 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4
## [3673] 4 3 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 3 3 4 4 4 4 4 3 3 4 4 4 4 4 3 3 4 3
## [3709] 3 4 4 3 3 3 4 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 3 4 3 3 3 3 4
## [3745] 4 3 4 4 3 4 3 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4
## [3781] 4 4 4 3 4 4 3 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4
## [3817] 4 4 4 4 4 4 4 3 3 3 4 4 4 3 3 3 4 4 3 3 4 3 4 4 4 4 4 4 4 3 3 4 4 4 4 4
## [3853] 3 4 4 4 4 4 3 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 4 4 4
## [3889] 3 3 3 1 3 4 4 4 4 3 4 4 4 4 4 4 4 4 3 3 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4
## [3925] 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3
## [3961] 4 4 4 4 3 4 4 3 3 4 3 3 4 4 4 4 3 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4
## [3997] 4 4 3 3 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4
## [4033] 3 3 3 3 3 3 4 4 3 4 3 3 4 4 1 3 3 3 3 1 4 3 3 3 3 3 3 3 3 3 1 3 3 3 3 3
## [4069] 3 3 3 3 3 3 3 3 3 4 3 3 1 4 3 4 4 4 4 4 4 3 1 4 1 4 3 3 3 1 3 4 4 4 1 4
## [4105] 4 4 1 4 4 4 4 3 3 3 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4
## [4141] 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [4177] 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 4 4 3 4 3
## [4213] 4 4 3 3 4 4 4 4 4 4 3 3 3 3 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4
## [4249] 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 3 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4
## [4285] 4 4 4 4 3 4 4 4 4 4 3 4 4 4 4 4 3 4 4 3 3 4 4 3 4 3 3 3 3 3 3 3 3 4 3 3
## [4321] 3 3 3 3 3 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4
## [4357] 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4
## [4393] 4 4 4 4 4 3 4 3 3 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4
## [4429] 3 3 4 4 4 3 4 4 4 3 4 3 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4
## [4465] 3 4 4 4 3 3 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4
## [4501] 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 3 4 4 4 4 4 4 3 3 3 3 4 4 4 4 3 3 4 4 4
## [4537] 3 4 4 4 4 4 4 3 4 3 4 4 4 4 3 3 3 3 3 3 3 4 4 3 4 3 4 3 4 4 4 4 4 3 4 3
## [4573] 4 4 4 3 4 4 4 4 4 4 4 4 4 4 3 3 4 4 3 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [4609] 4 3 4 4 4 4 3 4 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 3 3 3 4 3 3 3 4 3 3
## [4645] 1 4 3 4 3 3 3 1 3 3 4 4 4 4 4 4 4 3 4 4 3 4 4 4 4 1 3 3 4 4 4 3 4 4 4 4
## [4681] 4 4 4 4 3 3 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4
## [4717] 4 3 3 4 4 3 4 4 4 4 3 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4
## [4753] 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4 4 3 1 3 3 4 4 4 4 4 3 4 4
## [4789] 4 3 4 4 4 4 4 4 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 3 3 3 3 4 3 4
## [4825] 4 4 3 4 3 3 4 4 4 3 4 3 3 3 3 4 4 3 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3
## [4861] 4 4 4 4 4 3 3 4 4 4 4 4 4 3 3 4 4 3 4 4 3 4 3 3 4 4 4 3 4 4 4 4 4 4 3 4
## [4897] 4 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 3 4 4 4 4 4 4 4 4 3 4
## [4933] 4 4 4 3 3 3 3 3 3 3 3 3 4 4 4 4 3 4 4 4 4 4 3 3 3 4 4 3 4 4 3 3 4 4 4 4
## [4969] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4 4 3 3 4 4 3 4
## [5005] 3 4 3 4 3 3 3 3 3 4 3 3 3 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [5041] 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 3 4 4 3
## [5077] 4 4 4 3 4 3 4 3 3 4 4 4 4 4 3 3 4 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 4 4 4
## [5113] 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4
## [5149] 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 3 3 1 3 3 3 3 3 4 3 3 3 1 3 3 3 3 3 3 3 3
## [5185] 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 3 4 3 4 4 3 4 4 4 4 4 4 4 3 4 4 4 3 4 4 4
## [5221] 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4
## [5257] 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 3 3 4 3 3 3 3 4 4 4 4 3 4 4 4 4 4 3 4 4 4
## [5293] 4 4 3 4 4 4 3 4 4 4 4 4 3 4 4 3 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 3
## [5329] 4 4 3 3 4 4 4 4 3 4 3 4 4 3 3 4 4 3 4 4 4 3 3 4 4 4 4 4 4 3 3 4 4 4 4 4
## [5365] 4 4 4 4 4 4 3 3 4 4 4 3 3 4 4 3 3 3 4 3 3 3 3 3 3 3 3 4 4 3 3 4 4 3 4 4
## [5401] 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 3 3 3 3 4 4 4 4 4
## [5437] 4 4 4 3 3 4 3 3 3 4 4 4 4 4 3 4 3 4 4 4 3 3 4 3 3 4 3 4 3 3 4 3 3 3 3 3
## [5473] 3 3 3 3 3 3 4 4 3 4 4 4 4 4 4 4 3 3 3 3 4 4 3 4 3 3 4 4 4 4 4 4 3 4 4 4
## [5509] 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4
## [5545] 3 4 4 3 4 4 4 4 4 3 3 3 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4
## [5581] 4 4 4 4 3 4 4 3 4 3 4 4 3 4 4 4 4 4 4 4 4 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4
## [5617] 4 4 3 4 4 4 3 4 3 4 4 4 4 3 3 3 3 4 4 4 4 4 4 4 4 3 3 3 4 4 3 4 3 4 4 4
## [5653] 4 3 3 4 3 4 4 4 4 3 3 3 3 4 4 3 4 4 4 3 3 4 3 3 4 4 4 4 4 4 4 4 4 3 3 4
## [5689] 3 4 4 4 4 3 3 3 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3
## [5725] 4 4 4 3 3 4 1 4 3 4 4 4 3 4 4 4 4 3 4 4 4 3 4 4 4 4 4 3 4 4 3 4 4 3 3 3
## [5761] 3 3 4 4 3 3 3 4 4 3 4 3 1 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [5797] 3 3 3 3 3 1 3 4 3 3 1 1 3 3 3 1 1 1 3 3 3 4 3 3 4 3 3 4 3 3 3 3 1 3 1 3
## [5833] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 3 4 3 3 3 3 1 3 3 3 3 3 3
## [5869] 3 3 3 4 4 4 4 4 4 3 4 4 3 4 3 1 4 4 4 4 4 4 4 4 3 4 4 4 4 3 3 3 4 3 3 4
## [5905] 4 3 4 4 4 4 4 4 4 3 3 4 3 3 4 1 3 4 4 4 4 4 1 4 4 1 4 4 4 4 4 1 4 3 4 4
## [5941] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 4 4 4 4 4 3 4
## [5977] 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3 4 4 3 3 3 4 4 4 4 4 3 3 3 4
## [6013] 4 4 4 4 3 4 4 4 3 4 4 4 3 4 4 4 4 4 3 3 4 3 3 3 3 4 4 4 4 4 4 3 3 3 3 4
## [6049] 4 4 4 3 3 3 3 3 3 3 4 3 3 3 3 3 3 3 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 5
## [6085] 5 5 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5 4 5 5 5 5 5 4 4
## [6121] 3 4 3 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4
## [6157] 4 3 4 4 4 4 4 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4
## [6193] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4
## [6229] 4 1 4 4 4 4 4 3 4 3 4 3 3 4 3 4 4 3 1 3 3 1 3 1 1 3 3 3 4 3 1 3 3 1 3 3
## [6265] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1 3 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4
## [6301] 3 3 1 3 3 3 3 4 3 1 4 4 1 4 4 4 4 3 3 4 3 4 4 4 1 4 3 4 1 3 4 4 4 3 4 4
## [6337] 4 3 4 3 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4
## [6373] 3 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [6409] 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [6445] 3 3 3 3 3 4 4 4 3 3 4 4 3 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [6481] 4 4 4 4 3 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 4 3 3 3 3 4 3 4 3 3 3 3 3 3 3
## [6517] 3 3 3 3 3 4 3 3 4 3 3 3 3 3 3 3 3 3 4 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 3 3
## [6553] 3 3 4 4 4 3 4 3 4 4 4 4 4 1 3 4 4 4 1 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4
## [6589] 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 4 3 3 3 4 4 3
## [6625] 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3
## [6661] 4 3 4 4 4 1 3 3 4 3 3 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4
## [6697] 3 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 3
## [6733] 4 4 3 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4
## [6769] 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 3 4 4 4 4 3 4 4 3 3 4 3 3 3 4 3 3 3
## [6805] 3 3 3 3 3 1 3 3 3 3 3 4 1 3 1 3 4 4 4 3 3 3 3 3 4 4 4 4 4 4 4 4 4 3 3 4
## [6841] 4 4 4 4 4 4 3 4 3 4 4 4 4 4 1 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 2
## [6877] 4 4 4 2 4 4 4 4 4 4 3 4 2 2 2 4 4 2 4 4 2 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4
## [6913] 4 2 4 4 4 2 2 2 3 2 2 2 2 3 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3
## [6949] 4 4 3 4 3 3 4 3 3 3 3 3 4 4 3 4 5 4 5 4 4 4 5 5 4 4 5 5 5 4 5 5 5 5 5 5
## [6985] 5 5 5 5 5 4 4 4 5 4 5 4 5 4 4 4 4 4 5 5 4 5 5 4 4 5 5 5 5 5 4 4 4 4 5 4
## [7021] 4 4 4 4 5 4 4 5 5 5 5 5 5 5 5 4 4 5 4 5 5 4 4 5 4 5 5 5 5 5 5 5 5 4 5 4
## [7057] 5 5 4 4 4 4 4 4 5 4 4 5 5 5 5 5 5 5 4 4 4 4 5 5 4 5 4 5 4 5 5 5 5 5 5 5
## [7093] 5 4 4 4 4 5 4 4 5 4 5 5 4 5 4 5 5 4 5 4 4 5 5 5 4 4 5 4 4 4 5 4 4 4 4 4
## [7129] 4 4 4 4 4 4 4 4 5 4 4 5 4 4 4 4 5 5 5 5 5 5 5 5 5 4 4 4 5 4 4 4 4 5 5 5
## [7165] 5 4 4 5 5 5 5 5 4 4 5 5 4 4 4 4 4 4 4 4 5 4 4 4 4 5 4 4 4 4 4 4 4 5 5 5
## [7201] 5 5 4 4 4 4 4 4 4 4 3 4 2 4 2 4 4 4 2 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 2 2
## [7237] 4 4 2 4 2 4 4 4 2 2 2 2 3 3 2 2 2 2 2 3 4 4 4 4 3 3 4 2 4 4 4 4 4 4 2 4
## [7273] 4 2 4 4 4 4 4 4 4 2 4 2 2 4 4 2 3 3 2 2 2 3 4 4 4 4 4 4 4 2 4 4 4 4 2 2
## [7309] 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 3 2 4 4 3 4 2 3 2 3 4 4 3 3 4 4 2 4 4 2
## [7345] 2 4 4 4 4 4 4 4 4 4 4 4 2 4 2 2 2 4 2 4 2 2 2 3 2 2 2 3 4 2 2 4 4 4 2 2
## [7381] 2 4 4 2 2 4 4 4 4 2 4 4 2 4 2 2 2 4 4 4 4 4 4 4 4 4 4 2 2 2 2 4 2 2 2 2
## [7417] 2 2 2 4 2 4 4 2 2 2 2 4 4 4 4 4 5 2 2 4 2 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4
## [7453] 4 2 4 4 4 4 4 4 2 2 2 2 2 2 2 2 2 2 2 2 4 2 4 2 4 4 4 4 4 2 2 4 4 4 4 4
## [7489] 2 4 2 4 4 2 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 2 3 2 4 4 3 4 4 4 2 4 2 4
## [7525] 3 4 4 4 4 4 3 4 2 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4
## [7561] 4 4 4 2 4 4 4 4 4 4 2 4 2 4 4 4 2 2 3 3 3 3 3 4 4 2 4 4 3 3 3 3 3 3 3 4
## [7597] 2 3 2 3 2 2 2 4 3 2 3 3 3 3 3 2 3 3 3 3 4 2 2 2 2 2 3 4 2 2 2 3 4 3 3 2
## [7633] 4 4 4 4 2 4 3 4 4 4 4 4 3 4 3 4 4 4 4 4 3 4 4 2 4 4 4 4 4 4 4 4 4 4 2 4
## [7669] 3 2 4 3 4 2 4 2 2 4 3 4 4 4 3 4 3 3 3 3 2 4 3 2 2 3 3 4 3 4 3 2 2 4 4 2
## [7705] 2 2 2 4 2 2 4 2 2 2 4 4 4 4 4 4 4 2 4 4 2 2 2 2 4 2 4 2 2 4 4 2 4 2 4 4
## [7741] 4 4 4 4 2 4 4 4 2 4 2 2 2 2 4 2 4 4 4 4 1 4 4 4 1 4 4 4 4 4 4 4 4 4 1 4
## [7777] 4 1 4 4 4 4 4 4 1 1 1 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4
## [7813] 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 1 1 4 1 4 4 4 4 4 4 4 1 4 4 4 4
## [7849] 4 4 1 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 1 1 4 4 1 1 4 4
## [7885] 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [7921] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [7957] 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [7993] 4 4 1 4 1 1 1 1 1 1 4 4 4 4 4 4 4 1 4 4 4 1 1 1 4 1 1 4 4 1 4 4 4 4 4 1
## [8029] 4 4 4 4 1 1 1 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [8065] 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 3 4
## [8101] 4 4 4 4 4 4 4 3 1 3 3 3 1 1 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4
## [8137] 1 1 4 4 4 4 1 4 4 4 4 1 4 1 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [8173] 4 4 4 4 1 1 4 4 1 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4
## [8209] 4 4 4 4 1 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 1 4 1 1 4 4 4 1 4 1 4 4 4 4 4 4
## [8245] 4 1 4 1 1 4 4 1 1 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 1 4 4 4 4 4 4
## [8281] 4 4 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [8317] 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4
## [8353] 4 4 4 1 1 1 1 4 4 1 4 4 1 1 1 1 1 4 4 4 4 4 4 1 4 1 4 4 1 1 1 4 4 1 1 1
## [8389] 4 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1
## [8425] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 3 1 1 1 1 1 1 1 1 1 1 1
## [8461] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 1 1 1 1 1 1 1 1 4 4 4 4 4 4 4
## [8497] 4 4 1 4 4 4 4 4 4 4 4 4 1 4 1 4 1 4 4 1 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 4
## [8533] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 1 1 4 4 4 4 1 4
## [8569] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [8605] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4
## [8641] 4 4 4 4 4 4 4 1 4 4 4 4 3 3 4 3 4 4 3 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4
## [8677] 4 4 4 4 4 4 4 3 4 4 1 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 3 4 4 4
## [8713] 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 1 3 3 4 1 3 3 3 4 4 3 3 3 4 4 4 4 1 4 3 4
## [8749] 3 1 1 1 1 3 1 4 4 1 3 3 3 3 4 1 3 1 3 1 1 1 1 1 1 3 3 3 4 1 1 1 1 1 1 4
## [8785] 4 4 4 4 4 4 1 4 1 1 1 4 4 4 4 4 1 1 4 4 1 4 4 4 4 4 1 4 4 4 1 4 4 4 4 4
## [8821] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 1 4 1 4 1 1 4 4 4 1 4 1
## [8857] 4 1 4 4 4 4 4 1 4 4 4 4 4 1 4 4 4 1 4 4 4 4 4 1 1 4 1 1 1 1 1 1 1 4 4 1
## [8893] 1 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 1 4 4 4 1 4 1 1 4 1 4 4 4 4 4 1 1 1 4 1
## [8929] 1 4 4 4 4 4 4 4 4 1 1 1 1 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4
## [8965] 1 4 1 4 1 1 4 4 1 4 4 4 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4
## [9001] 4 4 4 4 4 1 4 1 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4
## [9037] 1 4 1 4 4 1 4 4 1 1 4 4 1 4 1 4 1 4 4 4 4 1 4 4 4 4 1 1 4 4 4 4 4 4 1 4
## [9073] 4 4 4 1 1 1 1 4 1 1 4 4 1 1 4 4 1 1 1 1 1 1 1 1 4 1 4 1 1 4 4 1 4 1 1 1
## [9109] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [9145] 1 4 4 4 4 1 4 4 4 1 4 4 4 4 4 4 4 1 1 1 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4
## [9181] 4 4 4 4 4 4 4 1 1 4 4 4 4 4 4 4 1 4 4 4 4 4 1 1 4 4 4 4 4 4 4 4 4 4 4 4
## [9217] 4 4 4 4 4 4 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 3 4 4 4 4 4 4 4 4
## [9253] 4 4 4 4 4 4 1 1 1 1 3 4 3 1 1 1 1 1 4 4 4 1 4 4 4 4 4 1 4 4 4 4 1 4 4 4
## [9289] 3 4 4 4 3 4 3 4 3 4 4 4 4 4 4 4 3 1 4 4 4 1 4 4 4 1 1 1 1 1 1 1 1 1 1 1
## [9325] 1 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [9361] 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 1 1 4 1 4 4 4 4 4 4 4 4
## [9397] 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 1 4 4 4 1 1 1 1 1 1
## [9433] 4 4 4 4 4 1 1 4 1 4 4 4 4 1 1 4 1 4 1 1 4 4 4 4 1 4 1 4 4 1 1 4 4 4 4 4
## [9469] 1 4 4 4 4 1 1 4 4 4 4 4 4 4 4 4 1 4 4 4 1 4 4 4 4 1 1 4 1 4 4 4 4 1 4 4
## [9505] 1 4 4 4 4 4 4 4 1 4 4 4 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [9541] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [9577] 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1 4 1 1 1 1 1 1 4 1 4 4 4 4 4 4 4 4 4 1 4 4
## [9613] 4 4 4 4 1 4 4 4 4 1 4 1 1 1 1 1 1 1 1 1 1 1 1 4 1 4 1 4 4 4 4 4 4 4 4 4
## [9649] 4 4 4 1 4 4 4 4 4 4 1 4 1 4 4 1 1 4 1 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4
## [9685] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [9721] 4 4 4 4 4 4 4 4 1 4 4 4 1 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 1 1 1 1 1 1 1
## [9757] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 4 4 4 1 1 4 1 4 4 4 4 4 4 4 4 4 4 4 4 3 4
## [9793] 4 4 4 4 4 1 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 1 1 1 1 1 1 1 1 1 1 4 4
## [9829] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 4 1 4 4 4 4 4 3 4 4 4 4 1 4 4
## [9865] 4 4 4 4 1 4 1 4 4 1 4 1 4 4 4 4 1 1 4 1 1 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4
## [9901] 4 4 1 1 1 4 4 1 1 4 4 4 4 3 1 1 1 4 4 4 4 4 4 4 4 1 1 1 4 1 4 4 4 4 4 4
## [9937] 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 1 1 4 4 4 4 4 4 4 4 1 4 4
## [9973] 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 4 4 4 4 1 4 4 1 4 1 4 4 4 4 4 1 1 1 1 4 1
## [10009] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1
## [10045] 1 1 3 1 4 4 4 4 4 4 4 4 4 4 3 4 4 1 1 1 4 4 4 4 4 4 4 4 4 4 1 4 1 4 4 1
## [10081] 4 4 4 4 1 4 4 1 1 1 1 4 4 1 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [10117] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 4 4 4 4
## [10153] 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 1 1 4 1 1 4
## [10189] 1 1 4 1 1 4 4 1 4 4 4 4 4 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 1 1
## [10225] 4 4 4 1 4 1 4 4 4 1 1 1 4 4 4 4 4 4 4 4 4 4 4 4 1 1 1 1 4 4 4 4 4 1 4 4
## [10261] 1 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4
## [10297] 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 4 4 3 3 4 4 4
## [10333] 4 4 3 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 3 4 3 4 4 4
## [10369] 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 4 3 3 3 3 3 3 3 4 3
## [10405] 3 3 3 4 4 3 3 4 4 4 3 4 3 4 4 4 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4
## [10441] 4 4 4 4 4 3 3 4 4 4 4 3 3 4 3 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 3 3 3
## [10477] 4 4 4 3 3 4 3 4 3 3 3 3 4 3 4 4 4 3 4 2 4 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3
## [10513] 3 3 3 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [10549] 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 4 4 4 4 4 3 4 4 3 3 3 3 3 3 3 3 3 3 4
## [10585] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 3 3 3
## [10621] 4 3 3 4 4 3 4 4 4 4 2 2 2 2 2 2 2 2 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2
## [10657] 4 4 4 4 4 4 2 2 2 4 4 2 2 2 2 4 4 2 4 2 2 2 4 4 2 2 2 2 2 2 2 2 2 2 2 2
## [10693] 2 4 4 2 4 4 4 2 2 4 2 2 4 4 4 4 4 2 4 2 2 2 2 4 4 4 2 2 2 2 4 4 4 4 2 2
## [10729] 2 4 4 4 4 4 4 2 2 2 2 2 2 2 2 2 2 2 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [10765] 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 5 5 5 5 5 5 5 4 4 4 4 4 4 5 5 5 5 5
## [10801] 5 5 5 5 5 4 5 5 4 5 5 5 4 5 4 5 5 4 5 5 5 5 5 5 4 2 4 4 4 4 2 2 2 2 2 4
## [10837] 4 2 4 4 4 4 4 4 4 2 2 2 2 2 4 4 4 2 4 4 2 4 4 4 4 2 4 4 4 4 2 2 2 2 2 2
## [10873] 2 2 2 2 2 4 2 4 4 4 4 2 4 2 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [10909] 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4 3 3 4 4 4 4 4 4 4 4
## [10945] 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3
## [10981] 1 4 3 4 3 1 1 3 1 1 1 3 3 3 3 3 1 3 1 3 3 3 3 1 3 1 1 1 3 3 3 3 1 3 3 1
## [11017] 3 3 3 3 1 3 3 1 3 3 3 3 3 3 1 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3
## [11053] 4 4 4 4 4 4 1 4 1 4 3 4 4 4 4 1 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [11089] 4 4 4 4 4 4 4 1 1 1 3 4 4 4 3 4 3 4 4 4 4 4 4 1 1 4 4 4 4 4 4 4 4 4 4 4
## [11125] 4 4 4 4 3 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 1 1 1 1 1 1 1 3 3 3 3 1
## [11161] 1 1 1 1 1 1 1 3 3 3 3 1 1 1 1 3 3 4 3 3 3 1 3 3 3 3 1 1 4 4 4 4 4 4 4 4
## [11197] 4 4 4 4 3 1 4 1 1 4 4 4 4 1 4 4 4 1 1 4 4 4 4 1 3 4 4 4 4 4 1 1 4 4 4 4
## [11233] 4 1 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [11269] 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [11305] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 1 1 1 3 1 1 1 1 1 1 1 1 1 1 3 3 4 3 1 1
## [11341] 1 3 3 3 1 3 3 1 3 3 1 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3
## [11377] 1 4 4 4 4 4 4 4 4 1 4 4 4 1 4 1 4 4 4 4 3 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4
## [11413] 3 3 1 3 3 1 3 1 1 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [11449] 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [11485] 4 4 4 3 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 1 1 3 3 3 3 1
## [11521] 3 1 1 1 3 3 3 3 3 3 3 3 3 3 3 3 3 1 3 3 1 1 3 3 3 3 1 3 3 1 3 1 1 3 3 4
## [11557] 4 4 4 4 4 1 4 4 4 4 4 3 1 4 4 4 4 4 4 4 4 1 1 1 1 4 4 4 4 4 4 4 1 1 4 4
## [11593] 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4
## [11629] 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 3 4 4 4 4
## [11665] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 1 1 3 3 3 3 1 3 3 3
## [11701] 1 1 1 3 3 3 4 4 4 1 4 1 1 1 4 1 4 4 4 1 1 1 1 4 1 4 4 4 4 4 4 4 4 4 4 4
## [11737] 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3
## [11773] 3 3 3 4 4 4 3 4 4 4 4 4 1 3 4 3 3 1 3 1 3 3 3 3 3 1 1 1 3 3 4 3 4 4 4 4
## [11809] 4 1 1 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 3 4 3 4 4 4 1 4 4 4 4 3 4 4 4 1
## [11845] 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 4 4 4 3 4 4 3 4 4 4 4 4 3 4 4 4 4 4 4 4
## [11881] 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 1 1 4 4 1 3 3 1 3 1 1 1 1 3 3 3 3 3 1 3
## [11917] 3 1 1 1 1 3 1 1 3 3 1 1 1 3 3 4 4 4 4 3 4 3 3 4 4 1 4 4 4 4 4 4 4 4 4 4
## [11953] 4 1 4 3 4 4 4 4 4 4 4 4 4 3 4 3 4 1 4 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 1 4
## [11989] 3 3 1 1 3 3 1 1 1 4 3 1 1 1 4 4 3 3 3 3 1 3 3 3 3 3 3 3 3 4 4 4 4 4 4 1
## [12025] 4 1 1 4 4 3 1 1 3 4 4 4 1 4 1 4 4 4 4 4 4 4 4 4 3 1 4 4 4 4 4 4 4 4 4 4
## [12061] 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 1 3 3 1 3 3 1 3 3 3 3 3 1 1 1 1 4 4 4 4 4
## [12097] 4 1 1 4 4 4 4 4 4 4 3 3 3 4 1 4 4 3 4 4 4 4 1 3 3 3 3 4 1 4 4 4 4 4 4 4
## [12133] 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 1 4 4 4 4 4 3 3
## [12169] 4 4 4 4 3 4 4 4 4 4 4 4 4 4 1 4 1 1 1 1 1 1 3 3 3 1 1 1 1 3 3 1 3 1 1 1
## [12205] 3 1 3 1 3 3 1 3 1 3 3 3 1 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 1 3 1 1 1 4
## [12241] 4 3 4 4 4 4 4 4 4 1 4 4 4 1 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4
## [12277] 4 4 4 4 4 4 3 4 3 4 3 4 4 4 4 4 4 4 3 4 1 4 3 1 4 3 3 1 3 3 1 3 3 3 3 1
## [12313] 3 3 3 3 3 3 3 3 1 3 3 3 3 3 3 3 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3
## [12349] 4 4 4 4 4 4 3 4 4 4 4 4 4 2 4 4 4 4 3 4 4 4 3 4 4 4 3 4 4 4 3 3 3 3 4 3
## [12385] 3 3 3 3 3 4 3 3 3 4 3 3 4 3 3 3 3 3 3 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3
## [12421] 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4 3 3 3 3 4 4 3 4 3 3 3 3 4 4 4 4 4 4 4 4 1
## [12457] 3 4 3 1 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 1 1 1 3 1 3 3 3 3 3 3 3 4 1 3 3 3
## [12493] 3 3 1 1 4 1 4 4 4 4 4 3 4 4 4 4 4 1 3 4 4 4 1 3 3 1 1 4 1 1 4 4 4 4 3 4
## [12529] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [12565] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 3 3 4 4 4 4 3 4 4 3 4 3 4 4 4 4 3 3
## [12601] 3 3 3 3 2 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 5 5 5 4
## [12637] 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 4 4 4 4 4 4 4
## [12673] 4 4 4 5 4 4 4 4 4 4 4 4 5 4 4 4 5 5 4 4 5 4 4 4 4 4 4 4 5 4 4 5 4 4 4 4
## [12709] 4 4 4 4 5 5 4 5 4 5 4 5 5 5 4 5 4 4 4 4 4 4 4 4 5 4 4 4 5 5 4 4 4 4 4 5
## [12745] 4 4 5 5 4 5 5 4 5 4 5 4 5 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 4 4 4 4 5
## [12781] 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 4 4 4 4 4 5 5 5 5 5 4
## [12817] 4 4 4 4 4 4 5 5 5 5 5 5 4 4 4 4 4 4 4 5 5 5 5 5 5 5 4 5 4 4 4 4 4 5 4 4
## [12853] 5 5 5 5 5 5 4 5 4 4 4 5 4 4 5 5 4 4 5 4 5 5 4 4 5 4 4 4 4 4 4 4 4 5 4 5
## [12889] 4 4 4 4 4 5 4 5 4 5 5 5 5 5 5 4 4 4 4 4 4 4 5 4 4 4 4 5 5 4 4 4 5 4 4 5
## [12925] 5 5 5 5 4 4 4 4 4 4 4 3 3 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [12961] 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 3 3 3 3 2 3 4 4 4 4 3
## [12997] 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 4
## [13033] 4 4 4 4 4 3 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 4 3 3 4 4 4 3 4 4 4 4 4 4 4
## [13069] 4 4 4 4 2 2 4 4 4 4 2 4 4 4 4 4 4 4 4 2 2 4 2 4 2 2 4 2 2 2 2 2 2 4 2 4
## [13105] 2 2 4 4 4 4 4 4 4 4 4 4 4 2 2 2 2 4 4 2 2 2 2 4 4 4 2 2 4 4 2 4 4 4 4 4
## [13141] 4 4 4 4 4 4 2 2 2 4 4 2 4 4 4 4 4 4 2 2 2 2 2 2 2 2 2 2 2 2 4 2 4 4 2 4
## [13177] 4 4 4 4 4 2 4 4 4 4 2 2 4 4 2 4 4 4 4 4 2 4 4 4 4 4 2 2 2 4 4 4 4 4 4 2
## [13213] 4 4 2 2 4 2 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4 4 2 4 4 2 4 4 4 4 4
## [13249] 4 4 4 2 4 2 2 2 2 2 4 2 2 2 2 4 2 4 4 2 4 4 4 4 4 2 4 4 4 4 4 4 2 4 4 4
## [13285] 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 2 4 4 2 2 2 2 4 4 2 2 4 2 4
## [13321] 4 4 4 4 4 2 4 2 2 2 2 2 4 4 4 4 4 4 4 4 2 4 2 2 4 4 2 4 2 4 4 4 4 4 4 4
## [13357] 4 4 4 4 2 2 2 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 2 4 4 4 4 4 4
## [13393] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 2 4 4 4 2 2 2 2 2
## [13429] 2 2 2 2 2 2 2 2 2 2 4 2 2 2 4 2 4 4 4 4 2 4 4 4 3 4 4 4 4 4 4 1 4 4 4 4
## [13465] 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 3 3 3 4 4 4 1 4 4 4 4 4 4 4 1 4 4 4 4 3 1
## [13501] 3 4 4 4 4 4 4 4 4 4 4 4 3 1 3 1 3 3 1 4 1 1 1 3 3 3 3 3 3 3 3 3 3 3 3 3
## [13537] 4 1 1 4 4 4 4 1 1 4 1 4 4 4 4 4 3 4 1 3 1 1 1 3 3 3 3 3 3 3 3 3 3 4 4 4
## [13573] 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 4 4 4 3
## [13609] 4 4 4 4 1 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 3 3 3 3 3 3 1 3 3 3 3 1 3 1 4 1
## [13645] 1 1 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 4 4 3 4 4 4 4
## [13681] 4 1 4 4 4 4 4 4 4 4 4 3 4 4 4 1 4 3 1 1 1 1 3 1 1 1 1 1 1 1 1 3 3 1 3 3
## [13717] 1 1 1 1 1 3 3 3 3 1 3 3 3 3 3 4 4 1 1 1 4 4 1 1 4 1 4 4 1 4 4 3 1 1 4 4
## [13753] 4 4 4 4 4 1 1 1 1 1 4 1 4 4 1 4 4 4 4 4 4 4 4 4 1 4 4 1 4 4 4 1 4 4 1 4
## [13789] 4 4 4 4 4 4 4 4 4 1 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 1 1
## [13825] 4 4 1 4 4 4 4 4 4 1 4 4 4 1 4 4 4 4 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [13861] 1 1 1 1 1 1 1 1 4 4 4 1 1 4 4 4 4 4 1 4 4 1 1 4 4 4 4 4 1 4 4 4 4 4 4 4
## [13897] 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 1 4 1 4 4 1 1 1 4 4 4 4 4 1 4 4 4
## [13933] 1 4 4 4 4 4 4 4 3 4 4 4 1 4 4 1 1 1 4 1 4 4 1 4 4 4 4 4 4 4 4 4 1 4 1 1
## [13969] 4 4 4 4 4 4 1 4 4 4 4 4 1 1 1 1 4 4 4 4 1 1 1 1 4 4 4 4 4 4 4 4 4 4 1 4
## [14005] 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 1
## [14041] 4 1 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 1 1 1 1 1
## [14077] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 4 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [14113] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1
## [14149] 1 4 4 4 4 4 4 1 1 1 1 1 4 4 4 1 4 1 4 4 1 1 4 4 1 4 4 1 1 4 4 4 1 1 4 1
## [14185] 1 1 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3
## [14221] 4 3 4 4 4 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 3 4 3 4 3 4
## [14257] 3 4 4 3 3 4 4 4 4 3 4 2 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 3 4 4 4 4 3
## [14293] 4 3 3 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4 4 4 4 4 4
## [14329] 4 4 4 3 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 3 3 4 4 4 4 4 4 4 4 4 4 4
## [14365] 4 4 4 4 4 4 4 4 4 3 4 3 4 3 4 4 4 4 4 4 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [14401] 3 3 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4 3 4 4 4 3 4 4 3 3 4 4
## [14437] 4 3 4 3 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [14473] 4 4 4 4 3 3 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 4
## [14509] 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 3 3 3
## [14545] 4 4 4 4 4 4 4 4 3 4 4 3 2 4 4 4 4 4 3 3 4 4 4 4 4 3 3 3 4 4 4 4 4 4 4 4
## [14581] 4 3 4 4 4 4 4 4 3 4 3 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 3 3 3 3 4 4 3 4 4 4
## [14617] 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4 3 4 3 3 4 4 4 4 4 4 4 4 4 4 4 3 4 3 3 4
## [14653] 3 4 3 4 3 3 3 3 3 4 3 3 3 3 3 4 3 3 3 3 4 3 4 4 4 4 3 3 4 4 4 4 4 4 4 4
## [14689] 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 3 4 3 4 4 4 4 4 3 3 4
## [14725] 3 4 4 4 4 4 3 4 4 3 4 3 4 4 3 3 3 3 3 3 4 3 4 3 4 3 4 3 4 4 4 4 4 4 4 4
## [14761] 4 4 4 4 3 4 4 3 4 3 4 4 4 4 4 3 2 4 4 4 4 4 4 4 4 3 3 3 4 4 4 3 4 4 3 3
## [14797] 2 4 4 4 4 4 3 4 4 3 3 4 4 4 3 3 3 3 4 4 4 4 2 4 4 4 4 3 4 4 4 4 4 3 4 4
## [14833] 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 4 4 3 3 4 3 4 4 4 4 4 4 2 4 4 2 2 2 2
## [14869] 4 4 4 4 2 4 4 4 4 4 2 4 4 4 4 4 4 2 2 4 4 4 4 4 4 4 2 2 4 4 4 4 4 4 4 2
## [14905] 2 2 2 2 2 2 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4 3 4 4 4 4 4 4 4 4 4 4
## [14941] 4 4 4 3 3 4 4 4 4 3 4 4 3 4 4 4 3 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3
## [14977] 3 3 3 3 3 4 4 4 3 4 4 4 4 4 4 4 3 3 4 3 4 4 3 4 4 4 3 3 3 3 3 3 3 3 4 4
## [15013] 5 4 5 4 4 4 5 4 4 4 4 4 4 4 5 4 5 4 4 4 4 5 4 5 4 4 4 4 5 4 4 4 4 4 4 4
## [15049] 4 4 5 5 5 4 5 4 4 4 4 4 5 5 4 4 4 4 5 4 5 5 5 5 5 4 4 4 4 4 4 4 4 4 5 4
## [15085] 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 4 4 4 5 5 4 4 5 5 4 4 4 4 4 4
## [15121] 5 4 4 4 4 5 5 5 5 4 4 4 5 5 5 5 4 4 4 4 4 4 4 4 5 4 4 4 5 5 5 5 5 5 5 5
## [15157] 5 5 5 5 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 5 4 4 5 5 4 5 4 4 4 4 4 4 5 4 4 4
## [15193] 4 5 4 5 5 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5 5 5 4 4 5 5 4 4 4 4 4 4
## [15229] 4 4 4 5 4 4 4 4 5 4 4 4 4 4 4 4 4 5 5 4 4 4 4 5 4 4 4 5 5 4 4 4 4 4 4 5
## [15265] 4 4 5 4 4 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 5 4 4 4 5 5
## [15301] 5 5 5 4 4 4 4 4 4 4 4 4 4 5 4 4 5 4 4 5 5 5 4 4 4 4 4 5 4 4 4 4 5 4 4 4
## [15337] 4 5 4 5 4 4 4 4 4 4 4 4 4 4 5 5 5 5 4 4 4 4 4 5 4 4 4 4 4 4 5 4 4 4 4 4
## [15373] 4 5 4 4 4 5 5 4 4 5 4 4 4 5 4 4 4 4 4 5 4 5 5 5 5 5 5 5 5 5 5 4 5 4 4 5
## [15409] 5 4 4 4 4 4 4 5 4 5 4 4 4 5 4 4 4 5 4 4 4 5 4 5 4 5 5 5 5 4 4 4 5 4 4 4
## [15445] 5 4 5 5 5 5 5 5 4 5 4 5 4 4 4 4 5 5 4 4 4 5 4 4 4 4 5 4 4 4 4 4 5 5 5 5
## [15481] 5 5 5 5 5 5 5 5 4 5 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 5 4 4 4 4 5
## [15517] 4 4 5 4 4 4 4 4 4 4 4 4 4 5 4 4 4 5 5 4 4 5 4 5 5 4 4 4 4 4 4 4 3 3 4 4
## [15553] 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4 4 3 4 3 4 4 4 4 4 4 4
## [15589] 3 4 4 4 4 4 4 4 4 3 4 4 4 4 3 3 4 4 3 3 4 3 4 3 4 3 4 4 4 4 4 4 4 4 4 4
## [15625] 4 3 4 4 4 4 3 4 4 4 4 3 4 4 3 3 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 4 3
## [15661] 4 3 4 4 4 2 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 2
## [15697] 4 4 2 2 2 2 2 4 4 2 2 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 3 4 2
## [15733] 3 4 4 2 3 3 4 4 3 3 2 3 4 2 4 4 4 4 4 2 4 4 4 2 4 4 4 4 2 4 2 2 4 4 4 2
## [15769] 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 4 2 2 2 2 2 3 2 2 3 2 2 2
## [15805] 2 2 4 3 2 3 4 2 2 4 4 4 2 4 2 4 2 4 4 2 4 4 4 2 2 4 4 4 4 4 4 4 2 4 2 4
## [15841] 4 2 2 2 4 2 3 3 3 4 4 3 3 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 2 4 2 4 4
## [15877] 4 4 4 3 4 4 3 4 4 4 4 4 3 4 2 3 3 4 4 4 4 3 4 4 4 4 4 3 4 4 2 4 3 2 4 4
## [15913] 4 4 4 4 4 3 4 4 4 4 4 2 4 3 4 4 2 4 4 2 4 4 4 4 3 4 4 4 4 2 4 3 4 2 4 2
## [15949] 2 4 3 4 3 2 3 2 2 2 4 3 4 2 3 3 2 2 4 2 3 2 3 3 2 3 3 3 3 3 2 2 3 2 3 2
## [15985] 3 3 3 3 3 3 3 4 4 2 3 4 4 4 4 4 2 4 2 3 4 4 4 4 4 4 4 3 4 2 4 4 4 3 4 4
## [16021] 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 2 2 2 4 4 2 4 4 2 2 4 4 4 4 2 2 3 4
## [16057] 4 4 4 4 4 4 4 4 3 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 2 4 4 4 4 4 4
## [16093] 4 4 4 4 4 4 3 4 4 3 4 3 4 3 3 3 4 3 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3
## [16129] 3 4 4 3 4 4 4 4 3 4 3 4 4 4 4 3 3 4 3 3 4 4 4 4 4 4 4 4 4 4 2 4 3 4 3 3
## [16165] 4 3 2 4 4 3 3 3 4 3 4 3 3 4 4 4 3 4 4 4 3 3 3 4 4 3 4 4 3 3 4 4 4 3 4 4
## [16201] 4 4 3 4 4 4 4 4 3 3 4 4 3 4 3 3 4 3 3 4 3 3 4 4 3 3 4 3 4 3 4 4 4 4 4 3
## [16237] 4 3 4 3 3 3 3 3 4 4 3 3 3 3 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3 4 3 3 3 3 3 4
## [16273] 4 4 4 4 3 4 4 4 3 4 3 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [16309] 4 4 3 4 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 3
## [16345] 4 4 4 4 4 4 3 4 3 3 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4
## [16381] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 3 4 4 3 3 3 4 3 3 4 3 3 3 4 4
## [16417] 3 4 3 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 3 3 4 3
## [16453] 4 4 2 4 4 4 4 4 4 4 2 4 2 2 4 4 2 2 4 2 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4
## [16489] 4 4 4 2 4 4 4 2 3 3 3 2 2 2 2 2 2 2 2 4 4 4 4 2 4 2 4 4 4 4 4 4 4 4 4 4
## [16525] 4 4 4 4 2 3 4 4 4 4 3 4 4 4 4 3 4 4 4 4 4 2 4 4 3 2 4 2 2 4 4 3 3 4 4 4
## [16561] 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4 2 2 2 4 4 4 4 4 4 4
## [16597] 4 3 4 3 4 2 4 3 4 4 4 4 4 4 4 4 4 4 2 4 3 4 4 3 3 3 4 3 4 3 4 4 3 3 4 4
## [16633] 3 4 3 3 2 2 4 2 4 2 3 3 3 3 3 2 3 4 4 3 3 3 3 3 2 3 3 3 3 2 4 3 3 4 3 3
## [16669] 2 2 2 2 3 2 2 3 2 2 2 3 3 3 3 3 3 2 3 2 2 2 3 2 2 2 3 3 3 2 2 2 2 2 3 3
## [16705] 3 3 3 3 3 2 4 3 3 4 4 4 3 4 4 4 4 4 3 4 4 3 4 4 3 4 4 4 3 4 4 4 3 3 4 4
## [16741] 4 4 4 4 4 4 4 4 4 4 2 2 2 4 2 4 4 2 4 4 4 2 2 2 2 2 4 4 4 4 2 3 3 2 3 3
## [16777] 3 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 2 3 2 4 2 4 2 4 2 2 4 2 4 4 4 4 4 4 3
## [16813] 4 4 4 4 4 4 4 4 4 2 3 3 4 4 4 4 4 2 4 4 4 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4
## [16849] 4 2 2 3 2 2 4 4 3 2 4 4 4 2 4 4 4 4 2 2 4 4 2 4 4 2 3 3 4 4 4 4 4 4 4 4
## [16885] 4 4 4 4 4 2 2 2 2 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 3 4 4
## [16921] 4 4 4 4 4 4 4 4 2 4 4 4 2 2 3 3 2 2 2 3 2 2 2 2 3 2 3 3 3 3 3 3 3 4 3 3
## [16957] 3 3 4 3 4 3 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4
## [16993] 4 4 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 3 4 4 4 4 3 4 3 4 4 3 3 4 4 3 4 3 4 4
## [17029] 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 3 3 3 3 4
## [17065] 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 4 3 4 4 4 4 4 4 4 4 4 3 3 4
## [17101] 3 4 4 4 4 4 4 3 4 3 3 4 3 3 4 4 4 4 4 4 4 4 4 3 4 3 3 3 3 3 4 3 4 4 4 4
## [17137] 4 4 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 4 3 4 4 3 4 4 4 3 4 4 4 3 4 4 4 4 4 3
## [17173] 3 3 3 4 3 4 3 4 4 4 4 4 5 4 4 5 4 5 4 4 5 4 4 4 5 4 4 4 4 5 4 4 5 5 5 5
## [17209] 5 4 5 4 4 4 4 4 5 4 4 4 4 4 4 5 4 4 4 4 5 5 4 4 4 4 4 5 5 5 5 5 5 4 4 5
## [17245] 5 4 4 4 4 4 4 4 4 4 5 4 4 5 5 4 4 4 5 5 5 5 5 5 4 5 4 4 4 5 4 4 4 4 4 4
## [17281] 4 4 4 4 4 4 5 4 4 4 5 4 5 4 4 4 4 5 5 5 4 5 5 5 4 4 4 5 4 5 4 4 4 4 4 4
## [17317] 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4 4 4 4 5 5 4 5 5 4 4 4 4 4 4
## [17353] 5 4 5 5 4 5 5 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 4 5 4 4
## [17389] 4 4 4 4 4 4 4 4 4 5 4 4 5 4 4 4 4 4 4 4 5 5 5 4 5 4 4 5 4 5 5 4 4 4 4 4
## [17425] 4 4 4 5 4 4 4 4 4 4 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4 4 4 4 4 4 4 4
## [17461] 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4 4 4 5 4 4 4 4 4 4 4 5 4 4 5 4 5 4
## [17497] 4 4 4 4 4 4 4 4 4 5 4 4 4 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4 2
## [17533] 2 4 2 2 2 4 2 2 4 4 4 2 2 2 2 2 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2
## [17569] 4 4 2 3 3 3 4 4 2 2 2 4 4 3 3 4 4 4 4 2 4 4 4 3 3 4 3 4 4 4 4 4 4 3 4 4
## [17605] 4 4 3 4 4 4 3 3 4 4 4 4 3 4 4 2 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 3
## [17641] 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 3 3 4 4 4 3 4 4 3 4 4 4 4 4 4 4 4 3 4 4 4
## [17677] 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3 3 4 4 3 4 4 4 4 2 4 4 4 4 4 4 4 4 2 4
## [17713] 4 4 4 2 2 4 4 2 4 4 4 2 4 4 4 4 4 4 4 4 4 4 3 3 2 2 2 2 2 2 4 4 4 4 4 4
## [17749] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 2 4 3 4
## [17785] 4 2 2 3 2 3 3 3 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4
## [17821] 4 3 4 4 4 4 4 4 4 2 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3
## [17857] 3 2 3 3 3 3 3 3 3 4 3 2 4 4 4 4 2 3 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4
## [17893] 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4
## [17929] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 3 3 3 4 3 4 3 4
## [17965] 4 4 4 3 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4
## [18001] 3 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 3 4 3 3 4 4 3 4 3 3 3 4 4 3 4
## [18037] 4 4 4 4 4 4 3 4 4 4 4 4 3 4 4 4 4 4 3 3 3 3 3 3 4 3 3 4 4 4 4 4 4 3 3 4
## [18073] 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 3 3 3 3 4 4 4 4 4 4 4 4 4 4
## [18109] 4 3 4 4 4 3 4 4 4 3 3 3 3 4 4 4 4 3 4 4 3 4 4 4 3 3 3 4 4 4 4 4 4 4 4 4
## [18145] 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4
## [18181] 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 3 3 3 3 4 3 3 4 4 4 3 3 3 3 3 3
## [18217] 3 3 3 3 4 3 3 3 3 4 3 3 3 3 3 3 3 3 4 3 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [18253] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4
## [18289] 3 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [18325] 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 3 4 4 2 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4
## [18361] 4 4 4 4 4 4 4 4 4 4 4 2 2 2 2 2 2 2 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [18397] 4 4 3 4 4 3 4 4 3 3 3 3 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 3 4 3 4 4 4
## [18433] 4 4 4 4 4 4 4 3 4 4 3 4 3 4 3 4 4 4 4 3 4 4 4 4 4 4 1 4 4 1 4 3 4 4 4 4
## [18469] 4 4 4 4 4 4 1 4 4 4 1 1 1 4 4 1 3 4 4 4 1 1 1 1 1 4 1 1 1 1 1 1 3 3 3 1
## [18505] 4 1 4 1 4 1 1 4 4 1 4 4 4 4 4 4 2 4 4 2 2 4 4 4 2 4 4 4 4 4 4 4 4 4 4 2
## [18541] 4 4 4 2 2 4 4 4 4 4 4 2 2 2 2 2 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 5 4 4 5 4
## [18577] 4 5 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 5 4 5 4 5 5 5 5 4 5 5 4 4 4 5 4 4 4
## [18613] 5 4 5 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 5 5 5 4 4 4 4 4 5 5 4 5 4 5 4 5 4 5
## [18649] 4 4 5 4 4 4 4 4 4 4 4 4 5 5 5 5 4 4 4 4 4 4 5 4 4 4 4 4 5 5 4 5 5 5 4 4
## [18685] 5 4 4 4 5 5 5 4 4 4 5 4 4 5 4 4 4 4 4 5 5 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5
## [18721] 4 4 5 4 4 4 4 4 4 4 4 5 4 4 4 4 4 5 4 5 4 4 4 5 5 5 5 5 5 4 4 4 4 4 4 4
## [18757] 5 4 4 4 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 5 5 5 5 4 4 5 4 4 4 4 4 4
## [18793] 4 4 4 4 4 4 4 4 5 4 4 5 5 4 4 4 4 5 4 4 4 4 4 5 4 5 4 4 4 4 5 5 4 5 4 4
## [18829] 4 5 5 5 5 5 5 4 5 4 4 5 4 4 4 2 4 4 4 2 2 2 2 4 4 2 4 4 4 4 4 4 4 2 4 4
## [18865] 4 4 4 4 4 4 4 2 4 2 4 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 4 4 4 4 4 4 2 4 2 2
## [18901] 2 2 4 4 4 2 2 2 4 4 4 4 4 4 2 4 2 2 4 4 4 4 4 2 2 2 2 2 2 2 2 2 2 2 4 4
## [18937] 4 2 2 2 2 4 4 2 4 4 4 4 4 2 2 4 4 4 2 4 4 4 2 2 4 2 2 2 2 2 2 2 2 4 4 4
## [18973] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4 3 3 4 4 4
## [19009] 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4
## [19045] 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 3 3 3 4 4 4 4 4 4 3 4 4
## [19081] 4 4 4 4 4 3 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4
## [19117] 4 4 3 4 4 4 4 4 4 4 3 3 3 4 4 3 3 4 4 3 3 4 4 4 3 4 4 3 3 4 4 4 4 4 4 4
## [19153] 4 4 3 3 3 4 3 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 3 4 3 4 4 3 4 4 4 4
## [19189] 4 4 4 4 4 4 3 4 3 4 3 4 3 4 3 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 3 4 4 4 4
## [19225] 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 3 3 3
## [19261] 4 3 3 4 4 4 4 4 3 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4
## [19297] 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3 4 4
## [19333] 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 4 3 3 4 4 3 1 4 3 4 4 4
## [19369] 4 3 4 4 4 4 4 4 4 4 4 3 3 4 4 3 3 3 4 3 3 4 3 3 3 3 4 4 4 4 3 4 3 4 4 3
## [19405] 4 4 1 3 4 4 4 3 3 3 4 4 4 4 4 4 1 3 4 4 3 3 4 3 3 4 4 3 3 3 3 3 3 3 3 3
## [19441] 3 3 3 3 3 1 3 3 1 3 4 3 3 3 3 3 3 3 3 4 3 3 3 4 4 1 3 3 3 3 3 3 3 3 1 1
## [19477] 3 3 1 3 3 3 3 1 4 1 3 3 3 3 3 3 4 3 3 1 3 3 3 3 3 3 3 3 3 4 1 3 3 3 1 1
## [19513] 4 3 4 4 3 4 3 3 3 3 3 3 3 3 1 1 3 3 3 3 3 3 3 3 1 3 3 3 3 4 3 4 3 3 3 3
## [19549] 4 3 3 3 3 3 3 3 3 1 4 3 3 3 3 3 3 3 3 3 3 1 3 3 3 4 3 3 3 3 3 3 3 3 3 3
## [19585] 1 3 4 3 1 3 3 3 3 4 3 3 3 3 1 3 3 3 3 3 3 3 3 3 1 3 1 3 3 3 3 1 3 3 3 1
## [19621] 1 3 3 3 3 3 3 3 3 3 3 3 3 3 1 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 1 3 3 3 3
## [19657] 3 3 3 4 1 4 3 3 3 3 3 4 3 3 3 3 3 1 3 3 3 3 3 1 1 3 3 4 3 3 1 3 3 3 3 3
## [19693] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1 1 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [19729] 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4
## [19765] 4 3 3 3 3 4 3 3 3 1 1 3 3 3 3 3 3 3 1 3 1 4 4 4 4 4 1 4 1 4 4 4 4 4 4 4
## [19801] 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 3 4 4 4 4 4 3 4 3 4 4 4 4 4 4 3 4 4 4 4 4
## [19837] 4 1 4 4 4 4 1 1 4 4 4 4 4 1 4 4 4 4 4 4 3 3 4 4 4 4 1 4 1 4 4 1 4 3 1 4
## [19873] 4 4 4 3 1 4 4 4 1 4 4 4 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 1
## [19909] 4 1 4 4 1 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 1 4 4 4 4 4 4 4 1 4 4 4 4 4 4
## [19945] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [19981] 4 4 3 4 4 4 3 4 3 4 3 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [20017] 4 3 4 1 4 1 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 3
## [20053] 3 4 4 4 4 3 4 4 3 1 1 4 3 4 3 4 4 3 3 4 4 4 3 4 4 4 4 4 3 1 4 3 4 3 4 3
## [20089] 3 3 3 3 3 3 1 3 4 1 4 3 3 3 3 4 3 3 3 3 3 3 4 1 3 3 4 4 4 4 4 4 4 4 3 4
## [20125] 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 3 4 4 4
## [20161] 4 4 1 4 4 4 4 4 3 4 3 4 4 4 4 4 3 4 1 4 3 4 4 4 4 4 1 4 4 4 1 4 4 4 4 3
## [20197] 4 4 3 4 4 1 1 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 3 4 4 4 3 4
## [20233] 4 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [20269] 3 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4
## [20305] 4 4 4 4 4 4 3 4 3 4 4 3 4 4 4 4 4 3 3 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 4 4
## [20341] 4 4 4 4 3 4 4 4 4 3 4 4 3 3 3 3 3 3 3 3 3 3 3 3 4 3 3 3 3 4 4 4 3 4 4 4
## [20377] 4 4 4 4 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4
## [20413] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 3 4 4 4 4 4 4 3 4 4 4 4 3
## [20449] 4 3 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 4 4 4 4 4 3 3 4 4 4 4 3 4 4 4 4
## [20485] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3
## [20521] 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 3 4 4 2 4 1 3 3 1 3 3 1
## [20557] 1 1 1 3 3 3 3 3 1 3 3 4 3 4 1 1 4 4 4 4 3 4 4 4 4 4 3 3 3 4 4 1 4 4 4 3
## [20593] 4 4 1 3 4 4 4 4 4 4 4 5 5 5 4 4 2 4 2 4 4 4 4 4 2 4 4 4 4 4 4 4 4 2 4 4
## [20629] 4 4 4 4 2 2 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 3 3 4 3 3 3
## [20665] 3 3 3 4 4 4 4 3 3 4 4 4 4 4 3 2 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4
## [20701] 3 4 4 4 4 4 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3
## [20737] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 3 3 3 3 3 3 4
## [20773] 3 3 3 4 4 4 3 3 3 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4
## [20809] 4 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4
## [20845] 4 4 4 4 4 4 4 4 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3
## [20881] 3 3 4 4 4 4 4 4 3 4 4 4 4 4 3 4 4 4 4 4 4 3 4 3 3 3 3 3 4 4 4 3 4 4 4 4
## [20917] 4 4 4 4 4 4 4 4 4 4 4 2 2 4 4 4 4 2 2 2 4 4 4 4 4 4 4 4 4 2 2 4 4 4 4 4
## [20953] 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 2 2 4 2 2 4 4 4 4 4 2 4 4 4 4 4 5 4 5 4 4
## [20989] 4 5 5 4 4 5 5 5 4 5 5 4 4 5 4 5 5 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [21025] 4 4 4 4 5 5 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4 4 4 4
## [21061] 4 4 4 4 4 4 4 4 5 4 5 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 4 4 4 5
## [21097] 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 5 4 4 4
## [21133] 4 4 4 4 4 4 4 4 4 5 5 4 5 4 5 4 4 5 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4
## [21169] 5 5 5 5 5 4 5 4 5 4 4 4 4 4 4 5 4 4 4 4 4 5 5 4 4 5 4 4 5 5 5 5 5 4 4 4
## [21205] 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 5 5 4 4 5 4 4 4 5 4 4 5 4 4 4 4 4 4 4 4 5
## [21241] 4 4 4 4 5 4 4 4 4 4 5 4 5 5 4 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4
## [21277] 4 4 4 4 4 4 4 4 5 5 5 5 5 4 4 4 4 4 4 5 4 5 4 4 4 4 5 4 5 4 5 4 4 4 4 3
## [21313] 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 2 4 4 3 4 4 3 3 4 4 4 4 4 4 4
## [21349] 4 4 4 3 3 4 3 3 3 3 3 3 3 3 3 3 4 4 3 4 4 3 3 4 4 4 4 3 3 4 3 4 4 4 4 4
## [21385] 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 2 4 4 2 2 4 4 4 4 4 4 4 2
## [21421] 2 2 2 2 2 2 2 4 4 2 4 4 2 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4 4 3 4 4 4 4 3 4
## [21457] 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4
## [21493] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 4 3 4 4
## [21529] 4 3 4 4 4 4 4 4 3 4 4 3 4 4 3 4 4 4 4 3 4 4 3 4 3 4 4 3 4 4 4 4 4 4 4 4
## [21565] 4 4 4 4 4 3 4 4 4 4 4 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4
## [21601] 3 3 1 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 3 4 3 4 3 4 4 4 4 1
## [21637] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4
## [21673] 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4
## [21709] 3 4 4 4 4 4 3 4 3 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 4 3
## [21745] 4 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4
## [21781] 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [21817] 4 4 4 4 4 4 3 3 4 3 3 4 4 3 4 3 3 3 3 4 3 4 3 3 3 3 3 3 3 3 3 3 4 4 4 4
## [21853] 3 3 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4
## [21889] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 3 4 3 4 4 4 3 3 4
## [21925] 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 3 4 4 4 4 4 4 4 4 4 4
## [21961] 4 4 4 4 4 4 4 4 3 1 4 4 4 4 4 4 4 4 4 4 1 4 1 4 1 1 4 4 4 3 4 4 4 4 4 4
## [21997] 4 4 4 4 4 1 1 4 4 4 4 4 4 4 4 4 4 3 4 4 1 4 4 4 4 4 4 1 1 1 4 4 4 4 1 4
## [22033] 1 1 1 1 4 1 4 4 4 4 4 3 3 4 3 1 4 4 3 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4
## [22069] 3 3 4 4 4 1 4 1 4 3 4 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 1 1 4 4 4 3 4 4 4 3
## [22105] 3 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 1 1 4 4 4 4 4 3 3 4 4 3 4 4 4 3 3
## [22141] 4 3 4 1 3 3 1 4 4 1 1 1 1 4 4 1 4 4 4 1 1 1 1 3 1 1 3 1 1 1 3 3 3 3 3 3
## [22177] 3 3 3 3 3 3 3 3 3 3 3 1 3 3 3 3 1 1 3 3 3 4 3 3 3 3 4 3 3 3 3 4 3 3 3 3
## [22213] 4 3 4 1 3 3 3 4 4 4 4 3 4 1 1 4 3 3 4 4 3 3 4 4 4 4 4 4 4 1 4 4 3 3 3 1
## [22249] 4 4 4 4 4 3 3 3 3 3 4 4 4 4 4 4 4 4 4 1 1 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4
## [22285] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 4 4 4 3 4 2 4 4
## [22321] 4 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 3 4 4 4 3 2 2 2 4 3 3 3 3 3 4 4 3 3 3 3
## [22357] 4 4 3 3 4 3 3 2 3 3 3 3 3 4 4 3 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4
## [22393] 4 4 3 4 4 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4 4 4 3 4 3 4 4 4 4 4 4
## [22429] 4 4 4 4 3 4 4 4 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [22465] 3 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4
## [22501] 3 3 4 4 4 3 3 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 3 4 4
## [22537] 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 4 4 4 4 4 4 3
## [22573] 4 4 3 3 4 4 4 4 4 4 4 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 2 4 4 4
## [22609] 4 2 2 2 2 4 2 2 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4 3 4 4 4 4 3 4 3 4 4 2
## [22645] 4 4 4 4 4 4 4 4 4 3 3 3 2 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 4 4 3 4 4
## [22681] 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4
## [22717] 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 3 4 4 4 4 3 4 2 4 4 4 4 4 4 4 3 4 2 4 4
## [22753] 2 4 4 4 4 3 4 4 2 3 3 3 3 4 3 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4
## [22789] 4 4 4 2 4 4 4 4 2 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 2 2 2 2 3 2 3 2 2 4 4 4
## [22825] 2 2 4 4 4 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [22861] 2 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 2 4 4 4 4 2 2 3 2 4 2 4 3 4 4
## [22897] 4 4 4 4 4 4 4 4 4 3 4 3 3 3 3 4 3 3 3 4 3 3 3 4 3 4 4 4 4 4 4 4 4 4 4 4
## [22933] 4 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 2 4 4 4 4 4 2 4 4 4 4 2 2 4 4 2 2 4
## [22969] 2 4 2 2 2 2 4 4 4 4 4 2 4 4 4 4 4 4 4 4 5 5 5 5 4 4 5 4 4 4 4 4 5 5 5 5
## [23005] 5 5 4 5 5 5 5 5 4 4 5 4 5 4 4 4 4 4 4 4 5 5 4 4 4 4 5 5 5 5 5 5 5 5 5 4
## [23041] 5 5 5 5 4 4 4 4 5 5 5 5 4 4 4 4 5 4 4 4 5 5 5 5 4 4 5 4 5 4 5 5 5 5 4 5
## [23077] 5 4 4 4 4 4 4 5 5 4 5 5 4 5 4 5 5 5 5 5 4 4 4 4 4 5 5 5 5 4 4 5 5 4 4 5
## [23113] 4 4 4 5 5 5 4 4 4 5 5 5 4 4 4 4 4 5 4 4 4 5 5 5 5 5 4 4 4 4 5 4 4 5 4 4
## [23149] 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5
## [23185] 4 4 4 4 4 5 4 5 4 4 4 4 4 4 5 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4
## [23221] 4 4 4 5 4 4 5 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [23257] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 4 4 4 4 5 4 4 4 4 4 4 4
## [23293] 4 5 4 4 5 4 4 4 4 4 4 4 5 5 5 5 5 4 4 4 5 4 4 4 4 4 4 4 5 4 5 5 4 4 5 4
## [23329] 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 5 4
## [23365] 4 4 4 5 4 5 5 4 5 5 5 5 5 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4
## [23401] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4
## [23437] 4 4 4 4 4 3 4 4 4 4 4 3 4 4 3 4 4 4 4 4 3 4 4 4 4 2 4 2 2 4 4 4 2 4 4 4
## [23473] 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 2 2 2 2 2 2
## [23509] 4 2 2 2 4 3 3 2 4 4 4 4 4 2 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 2 4 4 2 4 4
## [23545] 2 4 4 4 4 2 4 2 2 2 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4
## [23581] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4
## [23617] 3 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 3 3
## [23653] 3 3 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 4 4 4
## [23689] 4 4 4 4 4 3 4 3 4 4 4 4 3 4 4 4 3 4 3 4 4 4 4 4 4 4 3 4 3 3 4 4 4 4 4 3
## [23725] 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4
## [23761] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 3
## [23797] 3 4 4 3 4 4 3 3 3 3 1 1 3 3 3 3 3 3 1 3 3 1 3 1 1 3 3 3 3 3 4 1 3 1 1 1
## [23833] 4 1 1 4 3 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 3 4 4 3 4 1 4
## [23869] 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [23905] 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4
## [23941] 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3
## [23977] 4 4 4 4 3 4 3 3 4 4 4 4 4 3 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3
## [24013] 4 4 4 4 4 4 4 4 3 4 4 4 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 4 2
## [24049] 2 4 4 2 4 4 2 2 2 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4
## [24085] 2 2 4 4 4 4 4 4 4 4 3 4 2 3 3 3 4 4 4 2 4 4 4 3 4 3 4 4 4 4 4 4 2 4 2 2
## [24121] 4 4 4 4 4 4 4 4 4 4 2 2 4 4 2 4 2 2 2 2 2 4 4 4 4 4 4 4 4 4 5 5 4 4 4 4
## [24157] 4 5 5 5 5 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 4 4 4 4 4 5 5 4 5 4 4 5 5 5 5 4
## [24193] 4 4 4 4 4 5 5 4 4 5 4 5 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 5 4 4
## [24229] 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 5 5 5 5 5 5 5 5 5 5 4 4 4 4 4
## [24265] 4 5 5 5 5 5 5 5 5 5 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5
## [24301] 5 4 4 4 4 4 4 4 4 5 5 4 4 5 5 5 5 5 5 5 5 5 5 4 5 5 5 5 5 5 5 5 5 5 5 5
## [24337] 5 5 4 4 4 4 5 5 5 4 5 4 5 5 5 5 5 4 4 5 5 5 5 5 5 5 4 4 4 4 4 4 4 4 5 5
## [24373] 4 4 5 4 5 4 4 4 5 4 5 4 4 5 4 5 5 5 5 5 5 4 4 5 5 5 4 5 4 4 4 4 4 4 4 4
## [24409] 4 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4 4 4 4 4 4 4 5 5 4 5 5 4 4
## [24445] 4 4 5 4 5 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 5 4 4 4 5 5 5 4 4 4 4 5 4 4 4
## [24481] 4 4 5 4 4 5 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5 5 5 4 4 4 4 4 4 5 4 4 5 4 5
## [24517] 5 5 5 4 4 5 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 4 4 5 5 4 4 4 4 4 4 4 4 4 4 4
## [24553] 4 4 5 4 4 4 4 4 4 5 4 5 5 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4
## [24589] 4 4 4 4 4 5 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3
## [24625] 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4 3 4 3 3 4 3
## [24661] 4 4 4 4 3 4 3 3 4 4 4 4 4 4 4 3 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 3 4 3 4 3
## [24697] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 4 4 4 3 4
## [24733] 4 4 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 4 4 3 3 3 3
## [24769] 3 3 3 3 3 3 3 4 4 3 4 3 3 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [24805] 4 4 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 1 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4
## [24841] 3 4 4 4 4 3 4 4 4 4 3 4 4 3 4 4 4 4 3 4 4 3 3 4 4 4 4 4 3 4 4 4 4 4 4 4
## [24877] 4 4 4 4 4 4 4 4 3 4 3 4 3 4 4 4 4 3 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 3
## [24913] 4 3 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 3 1 4 4 3 4 4 4 4
## [24949] 3 4 4 1 4 4 3 4 3 3 3 3 3 1 3 2 3 3 3 3 3 3 3 3 4 3 3 3 1 4 1 3 1 3 3 3
## [24985] 4 4 4 3 4 4 1 4 4 4 4 3 4 4 4 4 3 4 4 1 4 4 4 4 4 3 3 3 4 4 4 4 3 4 4 4
## [25021] 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [25057] 4 4 4 1 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4
## [25093] 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 3 1 3 3 1 1 1 1 1 3 3 1 1 1 1
## [25129] 1 1 1 1 1 4 1 1 1 4 4 4 4 4 4 4 3 3 4 4 4 4 1 4 4 4 4 4 4 3 4 4 3 4 4 4
## [25165] 4 4 4 4 4 4 3 4 3 3 3 4 4 4 4 4 3 4 4 4 4 4 4 4 3 3 3 4 4 4 4 4 4 4 4 4
## [25201] 4 3 3 4 4 4 4 4 4 4 4 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 3 3 3 4 3 4
## [25237] 4 3 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4
## [25273] 4 4 4 4 4 5 4 5 5 5 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4
## [25309] 4 5 4 4 4 4 4 4 4 5 4 4 5 5 5 5 5 4 5 4 4 4 5 4 4 5 4 4 5 4 4 4 4 4 5 4
## [25345] 5 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5 5 5 4 4 4 4 4 4 4 4 4 4 5 5 4 5 5 4
## [25381] 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 5 4
## [25417] 4 5 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 5 5 5 4 4 4 4 4 4 5 4 4 4 4 4 4 4
## [25453] 4 5 5 4 4 4 4 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 5
## [25489] 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 5 5
## [25525] 4 5 4 4 4 4 4 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4
## [25561] 5 4 4 4 4 4 5 4 5 4 4 4 4 4 4 4 4 5 5 4 4 4 5 5 5 4 4 5 4 5 4 4 5 4 4 5
## [25597] 4 4 4 4 5 4 4 4 4 5 4 4 5 4 4 5 5 4 4 4 5 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4
## [25633] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 4 5 5 5 5 4 4 4 4 4 4 4
## [25669] 4 4 4 4 4 5 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5 5 5 4 5 4 4 4 4 4 4 5 4 4
## [25705] 4 4 4 4 4 4 5 4 5 4 4 4 4 4 4 4 4 4 4 2 2 2 2 2 2 4 4 2 4 4 4 4 4 4 4 4
## [25741] 4 4 4 4 4 2 4 4 4 4 2 4 4 4 4 4 2 4 2 2 2 2 2 2 2 4 4 4 4 4 4 4 2 4 2 4
## [25777] 4 4 4 4 4 4 4 4 4 2 2 4 4 4 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [25813] 2 2 2 2 2 2 4 2 4 2 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 3
## [25849] 4 2 4 4 2 2 2 2 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [25885] 4 4 4 4 4 4 4 4 3 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4
## [25921] 4 4 4 3 4 4 4 4 2 4 2 2 4 4 4 4 4 3 4 3 4 4 4 3 2 4 4 4 4 4 4 3 4 4 4 3
## [25957] 4 4 3 2 3 3 2 3 3 3 3 3 2 2 2 3 3 3 3 3 3 4 4 4 3 4 4 4 4 4 2 2 3 3 4 4
## [25993] 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 3 4 4 4 4
## [26029] 2 2 4 4 2 4 4 4 4 2 4 4 4 4 4 4 4 2 4 2 4 2 4 4 4 4 4 4 4 4 4 4 2 4 4 2
## [26065] 4 4 2 4 2 4 4 2 2 2 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 2 2 4 4 2 2 2 2 4
## [26101] 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2
## [26137] 2 4 4 4 4 4 2 4 4 4 4 4 4 4 2 4 2 2 2 2 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 2
## [26173] 4 4 4 2 4 4 4 2 4 4 4 4 2 2 4 4 4 4 4 4 4 2 2 4 2 4 4 4 4 5 4 4 5 5 5 4
## [26209] 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4 5 4 5 4 4 5 4 4 5 4 4 4 4 4 5 4 4
## [26245] 4 4 4 5 4 4 4 4 4 5 4 5 4 5 5 5 5 5 5 5 5 5 5 5 4 5 4 4 4 4 4 4 4 4 4 5
## [26281] 4 4 4 4 4 5 4 4 4 4 5 4 4 4 5 5 5 5 4 4 5 5 5 4 4 4 4 5 4 4 4 4 4 4 5 4
## [26317] 4 4 4 4 4 4 4 4 4 4 5 4 4 5 4 4 4 4 5 5 4 4 4 4 4 4 5 4 4 4 5 5 4 4 4 4
## [26353] 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 5 5 5 5 4 5 4 4 4 4 4 4 5 5 4 4 5 5 5 5
## [26389] 5 5 5 5 5 4 5 4 4 4 5 5 5 5 4 5 5 5 5 5 4 5 4 5 4 4 5 4 4 4 5 5 5 4 4 5
## [26425] 4 4 4 4 4 4 5 4 4 4 4 5 5 5 4 4 4 4 4 5 4 4 5 4 4 4 4 4 4 4 5 5 4 4 5 5
## [26461] 5 5 5 5 5 4 4 4 4 4 4 5 5 5 4 5 4 4 5 5 5 5 4 5 4 4 4 4 5 4 4 5 5 4 4 4
## [26497] 4 4 5 5 5 5 5 5 5 4 5 5 5 5 4 4 5 5 5 5 4 4 5 4 4 5 5 5 4 5 5 5 5 5 5 5
## [26533] 5 5 5 4 4 4 4 4 5 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5
## [26569] 5 4 5 4 4 5 5 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 4 4
## [26605] 5 5 4 4 4 5 5 5 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 5 4 4 5 5 5 5 5 5 4 5 5 5
## [26641] 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 2 4 4 4 4 4 3 4 4 4 4 2 2 3 4 4 3 3
## [26677] 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 3 3 3 3 3 3 3
## [26713] 4 4 3 4 3 4 3 4 3 3 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 2 2 2 4 4 4 4 4 4 4 4
## [26749] 4 4 4 4 4 3 4 3 4 4 2 4 4 4 4 3 3 4 3 3 3 3 4 3 3 4 3 3 3 4 3 4 4 3 4 3
## [26785] 4 4 4 3 3 3 3 3 3 4 4 3 4 3 4 4 3 3 3 3 3 4 4 4 3 3 4 4 4 3 3 4 4 4 3 4
## [26821] 3 4 3 3 4 4 4 4 4 3 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [26857] 4 4 4 4 4 3 4 3 4 4 3 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 2 2
## [26893] 2 4 3 3 4 4 4 4 4 3 4 4 4 4 3 4 4 4 3 3 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 3
## [26929] 4 4 3 3 3 3 4 3 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3
## [26965] 3 3 3 4 3 3 4 4 4 4 4 3 3 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4
## [27001] 4 4 4 3 4 4 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 3 4 3 3 3 3 3 3
## [27037] 3 3 3 3 3 3 3 3 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4
## [27073] 4 4 3 3 3 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [27109] 4 4 4 3 3 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4
## [27145] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 4 4 4 3 4 4 3 4 4 3 3 4 3 4
## [27181] 4 4 3 3 3 3 3 4 4 4 3 4 3 3 4 3 4 3 3 4 4 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3
## [27217] 3 4 3 3 3 3 4 4 4 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4
## [27253] 4 3 4 3 4 4 4 4 3 4 3 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [27289] 4 4 4 4 4 4 4 4 3 4 4 3 4 4 4 4 4 3 4 4 3 4 3 3 3 3 4 4 4 4 4 4 3 3 4 4
## [27325] 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 3 4 4 3 3 3 3 3 3 4 3 3 3 3 3 4 4 3 4 4
## [27361] 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 3 4 4 4 3 4
## [27397] 4 4 4 4 3 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4
## [27433] 4 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 4 4 4 4 5 4 4 4
## [27469] 5 5 5 5 4 5 4 5 5 4 5 4 5 4 5 4 4 4 4 4 4 5 5 5 5 5 5 4 4 4 4 5 4 4 4 4
## [27505] 4 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 4 4 5 4 4 5 5 5 5 5 5 5 5 5 5 4 4 5 4
## [27541] 4 4 5 5 5 4 5 4 4 4 5 4 4 4 5 5 4 4 4 5 5 4 4 4 4 5 5 4 4 4 5 4 5 4 4 4
## [27577] 4 5 4 4 4 5 4 5 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 5 4 5 5 5 5 5
## [27613] 5 4 4 5 4 4 4 4 5 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 4 5
## [27649] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 4 5 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4
## [27685] 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 5 4 5 4
## [27721] 4 4 4 4 4 4 4 4 4 4 5 5 4 4 5 4 4 4 5 4 4 5 5 5 4 5 5 5 5 5 5 5 5 5 5 5
## [27757] 5 5 5 4 5 4 4 5 4 4 4 4 4 4 4 4 4 5 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5
## [27793] 4 4 4 4 5 4 5 5 4 4 4 4 4 4 4 5 5 4 4 4 5 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5
## [27829] 5 5 5 4 4 5 4 4 4 4 4 4 4 4 4 4 5 5 5 4 4 4 4 4 5 5 5 5 4 4 5 4 5 4 4 4
## [27865] 5 5 4 5 4 4 4 5 5 4 4 4 5 4 4 5 5 5 4 5 4 4 5 4 4 4 4 4 4 4 4 4 4 4 5 5
## [27901] 5 4 4 4 4 4 4 5 4 4 4 4 5 4 4 4 5 4 4 4 5 4 4 4 4 5 4 4 4 4 4 5 5 5 5 5
## [27937] 5 5 5 5 5 5 5 5 5 4 5 4 4 5 5 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 5 4
## [27973] 5 4 4 4 5 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 4 5 4 5 4 4
## [28009] 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 5 4 4 4 4 4 5 4 5 4 4 5 4 5 5 5
## [28045] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 5 4 4 4 4 4 5 4 4 4 5 4 4 4 4 4 4 4 4 4
## [28081] 5 5 4 4 4 4 5 4 5 5 4 4 4 4 5 5 4 5 5 5 5 4 4 4 4 5 5 5 4 4 4 4 5 4 4 4
## [28117] 4 4 4 5 4 5 5 4 4 4 4 4 4 4 4 5 4 5 5 4 4 5 5 5 5 4 4 4 5 4 5 4 4 4 4 5
## [28153] 4 4 5 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [28189] 4 4 4 5 4 4 4 4 4 5 4 4 5 5 4 4 4 5 4 5 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5
## [28225] 5 5 5 5 5 4 5 5 5 5 4 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4
## [28261] 4 4 4 4 5 4 5 4 4 4 4 4 4 5 4 5 5 5 5 4 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4
## [28297] 4 5 4 4 4 4 4 5 4 5 5 5 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [28333] 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 5 5 5 5 4 5 5 5 5 4 5 4 4 4 4
## [28369] 4 4 4 4 4 4 5 5 4 5 5 5 4 4 4 4 5 4 4 5 4 4 4 4 4 4 5 5 5 5 5 4 5 4 5 4
## [28405] 4 5 4 5 5 4 4 5 4 4 4 4 4 4 4 4 5 5 5 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 5
## [28441] 5 4 5 4 4 4 4 4 4 4 5 5 5 5 5 4 5 5 5 5 5 5 4 5 5 5 5 5 5 5 4 5 4 5 4 4
## [28477] 4 5 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [28513] 4 2 2 4 2 2 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 4 2 4 4 2 4 4 2 4 4 2 2
## [28549] 2 4 2 2 2 2 5 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4
## [28585] 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4
## [28621] 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4 4 4 4 4 4 2 4 4 4 2 4 4 4
## [28657] 4 4 4 4 4 4 4 4 4 4 2 4 4 2 2 4 4 4 4 4 4 2 4 4 4 4 4 2 2 4 4 4 4 2 4 4
## [28693] 4 4 4 4 4 4 2 4 4 2 4 2 2 4 2 2 2 4 4 4 4 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [28729] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 4 4 2 4 4 2 2 4
## [28765] 4 2 4 2 2 2 2 2 2 4 2 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [28801] 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 4 4 4 5 5 4 5 4 5 4 4 5 4 4 4 5 5 4 4 5 5
## [28837] 5 5 4 5 4 5 5 4 4 5 5 4 4 5 4 4 4 4 4 5 4 5 4 4 4 4 4 5 4 5 4 4 4 5 5 5
## [28873] 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4
## [28909] 4 4 5 5 4 4 4 5 4 4 4 5 5 4 4 4 5 4 4 4 4 4 5 4 4 4 4 5 5 5 5 4 4 4 4 4
## [28945] 4 4 5 5 4 5 4 4 5 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 5 5 5 5 5 4 4 5 4 4 5 4
## [28981] 5 5 4 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 5 4 5 4 5 5 5 4 5 4 4
## [29017] 4 4 4 4 5 5 4 4 4 5 5 5 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 5 4 5 4 4 4 4 4
## [29053] 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 4 4 5
## [29089] 5 5 4 5 4 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 4 4 4 4 4 4
## [29125] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4
## [29161] 4 4 4 5 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4
## [29197] 4 4 5 4 5 4 5 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [29233] 5 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [29269] 4 5 5 4 4 5 5 5 4 4 4 4 4 4 5 4 4 4 4 5 4 4 4 4 4 5 4 4 4 4 4 4 4 5 4 4
## [29305] 4 4 4 4 4 4 5 4 4 4 4 4 5 4 5 4 4 5 4 4 5 4 4 5 5 4 5 5 5 5 4 5 4 4 4 4
## [29341] 4 4 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 5 4
## [29377] 4 4 4 4 5 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5
## [29413] 4 5 5 5 5 5 5 5 5 5 5 5 5 4 5 5 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 2
## [29449] 4 4 4 4 4 2 4 4 4 4 4 2 4 2 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 2 2 2 2 2 2
## [29485] 2 2 2 2 2 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [29521] 4 4 4 2 2 4 4 2 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 2 4 2
## [29557] 4 4 2 4 4 4 4 2 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [29593] 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4 4 4 2 4 4 4 4 4 4 4 2 4 4 2 4 4 4 4 4 4
## [29629] 4 2 2 4 4 4 4 4 4 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 4 2 2 2 2 2 2 2 2 2 2 2
## [29665] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 4 4 4 2 4 4 2 4 4 4 4 2 4 4 2 4 4 4 2 2 4 4
## [29701] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 4 4 4 4 4 4 4 2 2 2 2 4 4 4 4 2 2
## [29737] 4 4 4 4 2 4 2 4 4 4 4 2 4 4 4 4 4 4 4 2 4 4 4 4 2 4 2 2 2 2 4 4 4 4 4 4
## [29773] 4 4 2 4 4 4 4 5 5 5 4 4 4 4 4 4 4 4 4 5 4 4 4 4 5 4 5 5 5 5 4 4 4 4 4 4
## [29809] 4 4 4 4 5 5 4 4 4 4 5 5 5 4 5 5 5 5 4 5 4 4 4 4 4 5 4 4 4 4 5 4 4 4 4 4
## [29845] 4 4 4 4 4 4 5 4 4 4 5 4 5 4 4 5 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [29881] 4 5 5 4 4 4 5 5 4 5 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4
## [29917] 4 5 4 4 4 4 5 5 4 4 5 4 4 5 4 4 4 4 5 4 4 5 4 4 4 5 4 4 4 5 5 5 4 4 4 4
## [29953] 4 4 4 4 4 4 4 5 4 4 4 4 4 4 5 4 5 4 4 4 4 4 5 5 5 4 4 5 5 5 5 5 5 5 5 5
## [29989] 5 5 4 4 5 5 4 5 4 4 4 4 4 4 5 4 4 5 5 4 4 5 5 4 5 5 5 5 5 4 4 4 5 4 4 4
## [30025] 4 5 4 4 4 4 4 4 4 5 5 4 5 5 4 4 5 5 5 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5 5
## [30061] 4 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 5 5 5 4 4 4 4 4 5 4 4 4 4 4 4 4
## [30097] 4 4 4 4 4 4 5 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 5 5
## [30133] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4
## [30169] 4 5 5 5 5 4 5 5 4 4 4 5 4 4 5 5 4 4 4 4 4 4 4 4 4 4 5 5 5 4 4 4 4 4 4 4
## [30205] 4 4 5 4 4 4 4 4 4 5 4 5 5 5 4 5 4 4 5 4 4 5 4 4 4 4 4 4 5 4 4 4 4 4 4 5
## [30241] 4 4 4 4 4 4 4 4 4 4 5 4 4 5 4 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4
## [30277] 4 4 4 4 5 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 5 5 5 5 5 5 5
## [30313] 5 5 5 5 5 5 5 5 4 5 5 5 5 5 5 4 4 4 4 4 5 4 5 5 5 5 5 4 4 4 4 4 4 5 4 4
## [30349] 5 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4 5 4 5 5 4 4 4 4 4 4 4 4 4 4 4
## [30385] 4 4 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 5 4 4 5 4 5 5 5 4 4 4 4 4 4 4 4 4 4 4
## [30421] 4 4 4 4 4 4 4 4 4 5 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4
## [30457] 4 4 3 3 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 3 4 4 4 4 3 4 4 4 3 4 4 3 4 4 3 2
## [30493] 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 3 4 4 3 4 4 3 4 4 4 3 4 4 4
## [30529] 3 4 4 4 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3
## [30565] 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4
## [30601] 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4
## [30637] 4 4 4 4 4 4 4 4 3 4 4 4 4 3 3 3 2 3 3 3 4 3 3 3 3 3 3 4 4 3 3 3 3 3 3 3
## [30673] 4 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 3 4 4 4 4 4 4 3 4 4 4
## [30709] 4 4 4 3 3 4 4 4 4 4 4 4 4 3 4 4 3 4 4 3 4 4 3 4 4 4 4 4 3 4 4 4 4 4 4 4
## [30745] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 3 4 4 3 3 4
## [30781] 4 4 4 4 3 4 4 3 4 4 4 4 4 3 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 3 4 4 2 3 4 4
## [30817] 3 4 4 4 2 3 3 3 4 3 3 3 3 3 3 3 3 3 4 4 3 4 4 4 3 4 3 3 3 4 3 3 4 4 4 4
## [30853] 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 3 4 3 4 4 4 4 4 4 4 5 4 5 5 5 4 4 4
## [30889] 5 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 5 4 5 4 4 4 4 4 5 5 5
## [30925] 5 5 5 4 4 4 4 4 5 4 4 5 5 4 4 4 4 5 4 4 4 5 4 5 5 5 5 4 5 5 4 5 4 4 4 4
## [30961] 4 5 4 5 4 4 4 5 5 4 5 4 4 4 5 4 4 5 5 4 4 5 4 4 4 4 4 4 4 4 5 5 5 4 4 5
## [30997] 5 4 5 4 5 4 4 4 5 4 4 5 5 5 4 5 4 4 5 5 4 4 4 4 4 4 4 4 5 4 4 4 4 4 5 4
## [31033] 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 4 5 5 5 5 4 4 4 5 5 4 4 4 4 4 4 5
## [31069] 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5 4 4 4 4 5 5 5 5
## [31105] 4 4 5 5 5 4 4 5 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 4 5
## [31141] 4 4 4 4 4 4 4 5 5 5 5 4 4 4 5 4 4 4 4 4 4 5 5 4 4 5 5 4 5 4 4 4 4 4 4 4
## [31177] 4 4 4 4 5 5 5 5 5 5 5 5 5 5 4 4 4 4 5 5 4 4 4 4 4 4 4 5 4 4 4 4 5 4 4 5
## [31213] 5 5 5 4 4 4 5 4 5 4 4 4 4 5 4 5 5 5 5 4 4 4 4 5 5 4 4 5 5 4 5 5 5 5 5 4
## [31249] 4 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 4 4 4 5 5 5 5 5 5 5 4 4 4 5
## [31285] 4 4 4 4 4 5 5 5 4 5 2 5 5 5 5 4 4 5 5 5 4 4 4 5 4 5 5 5 5 4 4 4 4 4 4 4
## [31321] 4 5 4 4 5 4 5 4 4 4 4 5 4 4 4 4 4 4 5 5 4 4 4 5 4 4 4 4 4 5 4 4 4 4 4 4
## [31357] 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4
## [31393] 4 1 1 1 4 4 4 4 4 4 4 3 4 4 4 4 3 3 3 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3
## [31429] 3 4 4 4 4 4 4 4 1 3 4 4 4 4 1 4 4 1 1 1 3 4 1 4 3 4 4 4 4 3 4 4 4 4 4 4
## [31465] 4 4 4 4 1 4 4 4 4 4 3 4 4 4 1 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 3 3 4
## [31501] 1 1 4 4 1 4 4 1 4 4 3 3 3 3 3 3 3 1 1 4 3 3 3 1 4 1 3 3 3 1 1 3 4 4 4 1
## [31537] 4 4 4 1 1 4 4 4 4 3 4 3 4 1 4 4 4 4 3 4 1 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4
## [31573] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 4 3 4 4 4 4 4 3 3 3 3 3 3
## [31609] 4 3 4 3 3 4 4 4 4 4 4 4 4 4 4 3 3 3 4 3 3 4 4 3 3 3 4 3 3 3 4 4 3 4 4 4
## [31645] 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 3 4 4 3 4 3 3 3 3 4 4 3 3 3 3 3 4 4 3 4 4
## [31681] 4 3 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 2 2 2 4 2 4
## [31717] 4 4 4 2 4 2 4 2 4 2 2 4 2 2 4 4 4 2 4 2 4 2 4 4 2 2 2 4 2 4 2 4 2 4 4 4
## [31753] 2 4 3 4 3 3 4 3 4 4 4 4 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3 3 4 4 4 3 3 3 4
## [31789] 3 4 4 4 4 4 4 4 3 3 4 4 4 3 4 4 3 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 3 4
## [31825] 4 4 3 4 4 4 3 4 3 3 3 4 4 3 4 4 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4
## [31861] 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 3 4 4 4 3 3 4
## [31897] 4 4 4 4 4 4 4 4 4 3 3 3 4 3 1 4 4 3 4 3 3 4 4 3 1 3 3 3 4 4 4 4 4 1 4 3
## [31933] 3 1 3 3 4 3 4 4 3 4 3 3 1 3 3 1 1 4 3 1 1 3 3 1 3 4 4 4 1 3 4 4 4 4 4 4
## [31969] 4 4 3 4 3 4 4 4 4 4 1 4 1 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [32005] 2 4 4 4 4 2 2 4 4 4 4 4 4 4 2 4 4 2 2 4 4 4 4 4 4 2 2 4 4 4 4 2 4 4 4 4
## [32041] 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4 4 2 4 4
## [32077] 4 4 4 4 4 4 4 4 2 2 2 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4
## [32113] 4 2 4 4 2 2 4 4 4 4 2 4 2 4 2 4 4 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [32149] 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4 2 4 2 4 4 2 4 2 2 4 4 2 4 4 4 4 4 4
## [32185] 4 4 4 4 3 3 3 4 4 4 4 3 3 3 3 4 4 4 4 4 4 3 4 4 4 4 4 4 3 4 4 4 3 4 4 3
## [32221] 3 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4 4 3 4 4 4 4
## [32257] 4 4 4 4 4 4 4 3 4 3 3 4 3 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4
## [32293] 4 4 3 3 3 4 3 3 4 4 4 3 4 3 4 3 4 4 4 4 4 3 3 4 4 3 4 4 4 4 4 4 4 4 3 4
## [32329] 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [32365] 3 4 4 4 4 4 4 3 4 4 4 4 4 3 4 3 4 4 4 4 3 3 4 4 3 3 4 4 4 4 4 4 4 4 4 4
## [32401] 4 4 4 3 3 4 4 3 4 4 3 3 3 3 4 4 3 4 4 4 4 4 4 3 3 3 3 4 4 4 4 4 4 3 4 4
## [32437] 4 4 4 4 4 4 4 4 3 4 3 4 4 4 3 4 4 4 3 4 3 3 4 3 4 4 4 3 4 4 4 4 4 4 3 3
## [32473] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [32509] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [32545] 4 3 3 3 3 3 3 3 3 3 4 3 3 3 3 3 3 3 4 3 3 3 3 3 4 3 3 3 3 3 3 3 3 4 4 3
## [32581] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [32617] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 3 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4
## [32653] 3 4 4 4 4 3 3 3 3 4 3 3 4 4 4 4 4 3 4 4 4 3 3 4 3 4 3 4 4 4 4 3 4 4 4 4
## [32689] 4 3 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4
## [32725] 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2
## [32761] 2 2 2 2 4 4 4 2 4 2 4 4 4 4 4 2 2 2 2 2 2 2 2 2 4 2 2 2 2 4 4 4 4 4 4 4
## [32797] 2 4 2 2 2 2 2 2 2 2 2 2 2 2 4 4 4 2 2 2 2 4 4 4 2 2 4 2 4 2 2 2 2 4 4 2
## [32833] 2 2 2 2 2 2 2 2 4 4 4 2 2 4 2 2 4 4 2 4 2 4 2 2 2 2 2 4 4 2 2 2 2 4 4 4
## [32869] 4 2 2 2 2 4 4 2 4 4 2 4 4 4 2 4 2 4 4 4 2 2 2 2 2 4 2 4 4 2 2 2 2 2 4 2
## [32905] 4 4 4 4 4 2 2 2 2 4 4 4 4 2 2 4 4 2 2 2 4 4 2 2 2 2 4 2 4 4 2 4 2 2 4 4
## [32941] 4 4 2 4 4 4 4 2 4 4 4 4 4 4 4 4 4 2 2 4 4 4 4 4 4 2 2 4 4 4 4 2 2 4 4 4
## [32977] 4 4 4 4 4 4 4 2 4 4 4 4 2 4 4 4 4 4 4 2 4 2 2 2 4 4 4 4 2 2 2 4 4 2 2 4
## [33013] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 4 4 2 4 4 2 4 4 4 4
## [33049] 4 4 4 2 2 2 4 4 4 4 2 4 2 4 4 4 4 2 4 2 2 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4
## [33085] 4 4 4 4 5 5 5 4 4 4 4 4 4 4 5 5 5 5 5 5 4 4 5 5 4 4 5 5 4 5 5 5 5 5 4 4
## [33121] 4 4 4 4 4 4 5 5 5 4 4 4 4 4 4 4 5 5 3 3 4 4 4 4 4 4 4 4 3 4 4 3 3 4 4 4
## [33157] 4 4 3 4 4 4 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [33193] 4 4 3 4 4 4 4 4 4 4 4 3 4 3 3 3 4 4 4 4 3 3 4 4 4 4 3 3 4 3 4 4 4 3 4 3
## [33229] 4 4 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4
## [33265] 3 4 4 4 4 3 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 3 3 3 4 4 4 4 4 4 4 4 4 3 4 4
## [33301] 4 4 4 4 3 4 3 4 4 3 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 3 3 3 3 3
## [33337] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1 1 1 4 3 3 4 4 4 3 4 3 4 4 4 4 4 4 4 4
## [33373] 3 3 4 4 4 4 4 3 3 3 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 3 4 3 4 3 3 3 3 3 3
## [33409] 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 3 3 3
## [33445] 4 4 3 3 3 3 3 3 3 3 4 4 3 4 4 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4
## [33481] 3 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 3 3 4 4 4 4 4 1 3 1 4 4 4 4 4 4 4
## [33517] 4 4 3 4 4 4 3 3 3 3 4 1 4 4 1 4 4 4 1 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4
## [33553] 1 1 4 1 4 4 4 1 1 1 1 1 4 4 4 1 4 1 1 1 1 4 4 4 4 4 4 4 1 1 4 1 4 1 1 4
## [33589] 4 4 4 1 4 4 4 1 1 4 1 4 4 4 4 4 4 1 1 1 1 4 4 4 1 4 1 1 1 1 1 1 1 1 1 1
## [33625] 1 1 1 4 1 1 1 1 1 4 4 4 1 4 1 4 4 1 1 1 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4
## [33661] 4 4 4 4 4 4 4 4 2 2 2 4 4 2 2 4 2 4 2 4 4 4 4 2 4 2 4 4 4 4 4 2 4 4 4 2
## [33697] 4 4 4 2 4 3 2 2 2 2 2 2 2 2 2 2 2 4 4 4 4 4 2 4 4 4 3 4 4 4 4 3 4 4 4 4
## [33733] 4 4 4 4 4 4 4 4 2 2 2 4 4 2 4 4 2 2 4 4 4 4 4 4 4 4 4 2 2 2 2 2 4 4 2 2
## [33769] 4 4 4 2 4 2 4 4 4 4 2 2 4 4 2 2 4 1 1 1 4 4 4 4 4 4 1 1 1 4 4 4 4 4 1 1
## [33805] 4 4 1 4 1 1 1 1 4 1 1 1 1 1 1 1 1 4 4 4 1 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4
## [33841] 4 4 4 4 4 4 1 4 4 4 1 4 4 4 4 4 1 1 1 1 1 4 4 1 4 4 4 1 4 4 1 4 4 4 4 4
## [33877] 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 1 1 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4
## [33913] 4 4 4 4 4 4 1 4 1 4 4 1 1 1 1 4 4 1 4 4 1 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4
## [33949] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 1 4 4 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1
## [33985] 1 4 4 4 1 1 4 1 4 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 4 4 4 4
## [34021] 4 4 1 1 1 4 1 4 4 1 4 4 4 4 4 4 4 4 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4
## [34057] 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1
## [34093] 1 4 1 4 4 1 1 4 4 4 4 1 4 4 1 4 1 4 4 4 4 1 4 1 4 4 4 4 1 4 4 4 4 4 4 4
## [34129] 1 4 4 4 4 4 4 1 4 1 1 1 1 1 4 1 4 1 1 1 4 4 4 4 1 1 1 4 1 1 1 1 1 1 1 1
## [34165] 1 1 1 1 1 1 1 1 1 1 4 4 1 1 1 1 1 1 1 1 1 1 1 1 4 1 4 4 4 4 4 1 4 4 4 4
## [34201] 4 4 4 4 1 1 4 4 4 4 4 4 4 1 4 4 1 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1
## [34237] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 4 1 4 4 4 4 4 1 4 4 4 4 4 1 4
## [34273] 1 4 1 1 4 4 1 4 4 4 4 4 1 1 4 4 1 4 1 1 4 1 4 4 1 1 4 1 4 4 1 4 1 4 4 1
## [34309] 1 4 4 4 4 4 4 4 1 4 4 4 4 1 4 1 4 4 4 4 4 4 4 4 4 4 4 4 1 1 1 4 4 4 4 4
## [34345] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1
## [34381] 1 4 1 1 1 1 4 4 1 1 1 4 4 4 1 1 4 4 4 4 1 1 1 4 1 4 4 1 1 4 4 4 4 1 1 4
## [34417] 1 4 4 4 1 4 4 1 1 4 1 1 4 4 1 4 4 4 4 4 1 4 4 4 1 4 4 4 4 4 1 4 1 4 1 4
## [34453] 1 1 4 4 1 4 4 1 1 4 1 4 1 4 1 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 1 1 4
## [34489] 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 1 4 4 4 4 1 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4
## [34525] 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 4 4 4 1 1 4 1 1 4 1 4 4 1 1 1 4 1 1 1 4 1
## [34561] 1 1 1 4 4 4 1 4 1 4 1 4 4 4 4 1 4 4 4 4 4 4 4 1 1 4 4 4 4 1 4 4 4 4 4 4
## [34597] 4 1 4 4 4 4 4 1 4 4 4 4 4 1 4 1 4 4 4 1 1 4 4 4 4 4 1 4 4 4 1 4 1 1 4 1
## [34633] 4 4 4 4 4 1 4 4 4 1 1 4 4 4 1 4 4 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1
## [34669] 4 1 4 4 1 4 4 4 4 4 4 4 4 4 1 4 4 4 1 1 1 4 4 4 4 4 4 4 4 4 4 4 4 1 1 1
## [34705] 1 4 4 4 4 4 4 4 1 4 1 1 1 1 1 4 4 4 4 1 4 4 1 4 1 4 4 1 4 4 4 4 1 1 4 1
## [34741] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 1 4 4 4
## [34777] 1 4 4 1 1 4 4 4 1 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4
## [34813] 4 1 4 4 4 4 4 4 1 4 4 4 4 4 4 4 1 1 4 4 4 4 4 4 1 4 4 1 4 4 4 4 4 4 4 4
## [34849] 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 1 4 4
## [34885] 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 1 1 4 4 4 4
## [34921] 4 4 4 4 4 4 4 1 4 4 4 4 1 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 1 4 1 4 4 1 4 4
## [34957] 1 1 4 4 1 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [34993] 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 1 4 4 4 4 4 1 4 4 4 4 4 4 1 4 4
## [35029] 4 4 1 4 1 1 4 1 1 4 4 4 4 1 1 1 1 4 4 4 4 4 4 4 1 1 1 4 4 4 4 1 1 1 4 1
## [35065] 4 4 4 4 4 1 4 1 1 4 1 4 4 1 1 1 1 1 1 1 1 1 4 4 4 4 1 1 1 1 4 4 1 4 4 1
## [35101] 4 4 4 1 1 1 4 4 4 1 1 4 1 1 4 4 4 1 4 1 4 4 1 4 4 4 1 4 1 4 1 1 1 1 4 4
## [35137] 4 4 1 1 1 1 4 4 4 4 1 1 1 1 1 1 4 1 1 1 4 4 1 1 1 1 4 1 1 1 1 4 1 4 4 1
## [35173] 4 4 4 4 4 1 1 1 1 1 1 1 4 4 4 4 1 1 1 1 4 1 1 1 1 1 1 4 1 1 1 4 1 1 4 1
## [35209] 1 4 4 1 1 1 1 4 1 1 1 1 4 1 4 4 4 4 1 4 4 4 1 1 4 4 4 4 1 1 4 1 1 4 4 4
## [35245] 1 1 1 1 1 4 1 4 4 1 1 1 4 1 1 1 1 1 4 1 1 1 1 1 4 1 4 1 1 1 1 1 1 1 4 1
## [35281] 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 4 1 1 1 1 1 1 1 1 4 1 1
## [35317] 4 1 4 4 4 4 1 4 1 1 1 1 1 1 4 1 4 1 1 1 1 1 1 4 4 4 1 1 1 1 1 1 1 1 1 1
## [35353] 4 1 4 4 1 1 1 1 4 1 4 1 4 1 1 1 4 4 4 1 1 1 1 4 1 1 1 1 1 4 4 4 1 1 1 1
## [35389] 4 1 1 1 1 1 1 1 1 1 1 1 1 1 4 4 4 1 1 1 4 4 4 1 1 1 1 4 4 1 1 4 1 1 1 1
## [35425] 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 1 1
## [35461] 1 4 1 1 1 1 4 1 1 1 1 4 1 1 1 1 4 4 1 1 4 1 1 1 4 1 4 4 4 4 4 1 4 1 1 1
## [35497] 1 1 4 1 1 1 4 1 1 4 1 1 1 1 1 4 1 1 1 4 4 1 4 4 1 4 1 1 4 1 1 1 4 1 1 1
## [35533] 4 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1 4 1 1 1 1 1 1 4
## [35569] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 4 1 1 1 1
## [35605] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [35641] 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [35677] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [35713] 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4
## [35749] 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [35785] 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [35821] 1 1 1 1 1 1 1 1 4 4 4 4 4 4 4 1 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 1 4 4 4
## [35857] 1 4 4 4 4 4 1 4 4 4 4 4 4 4 4 1 1 1 1 1 4 1 1 1 1 1 4 4 4 4 4 1 1 4 4 4
## [35893] 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 1 4 4 1 1 4 1 4 4 1 4 4 4 4 4 4 1 1 4 4 4
## [35929] 1 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 1 4 4 1 1 1 1 1 4 4 4 4 4 4 1 4 1 4
## [35965] 4 4 1 4 1 4 4 4 4 4 4 4 4 4 1 1 4 4 4 1 4 4 1 4 4 1 1 1 1 1 4 4 4 4 4 4
## [36001] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 1 4 4 4 4 1 4 4 4 1 1 1
## [36037] 1 4 4 4 4 4 1 4 4 4 4 4 4 1 4 4 1 4 4 4 4 1 4 1 4 1 4 4 4 4 1 1 4 4 1 1
## [36073] 1 4 1 1 1 4 1 4 4 4 4 4 4 4 4 4 1 1 4 4 4 4 4 1 4 1 4 4 1 4 4 4 4 4 1 1
## [36109] 4 1 4 4 4 1 4 4 4 4 4 4 4 1 4 4 4 4 1 4 1 4 4 4 4 4 4 4 4 4 4 1 4 1 4 4
## [36145] 4 4 4 1 1 1 4 4 1 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [36181] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [36217] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [36253] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 4 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4
## [36289] 4 4 4 4 4 4 4 4 4 5 5 5 4 4 4 4 5 4 5 5 4 4 4 4 4 5 5 4 5 5 4 4 4 5 5 4
## [36325] 5 4 4 4 5 4 5 5 5 5 5 5 4 4 5 5 4 4 4 5 4 5 5 4 4 4 4 4 4 4 4 5 4 4 5 5
## [36361] 5 4 5 4 4 5 5 5 5 5 5 5 5 5 4 4 4 5 4 5 4 4 4 4 5 4 4 5 4 5 5 5 5 4 4 4
## [36397] 4 4 5 5 5 5 4 5 5 5 5 5 4 5 4 4 4 5 4 4 4 5 4 4 4 4 5 5 5 5 5 5 5 4 4 4
## [36433] 4 4 4 4 4 5 4 5 5 5 4 4 5 5 5 5 4 4 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 5 5 4
## [36469] 4 4 4 4 4 5 4 5 4 5 5 4 4 5 5 5 4 4 4 4 5 4 5 5 4 4 4 4 4 4 5 4 5 4 4 4
## [36505] 5 5 5 4 4 4 4 4 4 4 4 4 5 4 5 4 4 5 4 5 5 5 5 4 4 4 4 4 4 4 5 4 4 4 5 4
## [36541] 4 4 4 4 4 4 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 5 4 4 2 2 2 4 2 4 4 4 2 2 2 4
## [36577] 4 4 4 4 4 2 2 2 2 2 4 2 4 4 5 4 2 4 2 2 2 4 4 4 4 4 4 2 4 4 4 4 4 4 2 4
## [36613] 2 4 4 4 4 4 4 2 2 2 4 4 4 4 4 2 4 4 4 2 4 2 4 5 5 4 4 2 4 4 4 4 5 2 2 2
## [36649] 2 4 2 4 4 4 4 4 4 4 4 4 2 4 2 4 2 2 5 4 2 2 2 2 4 4 4 4 4 4 4 3 3 2 3 4
## [36685] 4 4 4 4 4 4 4 4 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 3
## [36721] 3 3 3 3 3 3 3 3 3 3 4 4 4 4 3 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [36757] 4 4 4 4 4 4 3 4 4 4 4 4 4 3 4 3 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4
## [36793] 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3
## [36829] 4 4 4 4 3 4 4 3 4 4 4 4 4 4 3 3 3 3 3 4 4 4 4 4 4 3 3 3 3 3 4 4 3 3 4 4
## [36865] 4 4 4 4 3 3 4 4 4 3 4 4 4 3 4 3 3 4 3 3 3 3 3 3 1 4 1 4 4 4 4 4 1 4 4 4
## [36901] 4 4 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [36937] 4 2 4 4 4 2 4 4 4 2 4 4 4 4 2 4 4 4 2 4 4 2 2 4 2 4 4 4 2 4 4 4 2 2 4 2
## [36973] 2 4 4 4 3 4 3 4 3 3 4 4 4 4 4 4 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3
## [37009] 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 1 4 4 4 4 1 4 4 4 4 1 4 4 1 4 1 1 1 1 1
## [37045] 1 1 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 3 3 4 4 4 3 3 3 3 4 4 3 4 4 4 4 4 4
## [37081] 3 3 3 3 3 4 3 4 4 4 4 3 1 4 4 1 4 1 1 4 4 4 4 4 4 1 4 1 1 1 1 1 1 1 1 4
## [37117] 4 1 4 4 4 1 4 4 4 4 1 4 4 1 1 1 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 1 1 1 1
## [37153] 1 1 1 4 4 4 4 4 1 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4 4 4 4 4 4 4
## [37189] 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 1 1 1 1 1 1 1 4 4 4 1 4 1 4 4 4 4
## [37225] 4 4 4 4 4 4 4 1 4 4 4 1 4 1 4 4 4 4 4 1 1 4 4 4 4 4 4 4 4 4 1 4 4 1 4 4
## [37261] 4 1 1 1 1 1 4 4 1 1 1 4 4 4 1 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [37297] 4 4 4 4 1 1 1 4 4 1 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 1 1 1 1 1 4 1 4
## [37333] 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 1 4 4 4 4 1 4 1 4 1 4 1 4 4 4 4 4 4
## [37369] 4 4 1 4 4 4 4 4 4 4 1 1 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4
## [37405] 1 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 1 1 4 4 4 4 1 4 1
## [37441] 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 1 1 1 1 1 1 4 4 1 4 1 4
## [37477] 1 4 4 1 4 4 4 4 1 1 4 4 1 1 1 1 1 1 1 1 4 1 1 1 4 1 4 1 1 1 1 4 4 1 1 1
## [37513] 4 4 4 4 1 4 4 4 4 1 4 4 4 4 4 4 4 1 1 4 4 4 1 1 1 1 4 4 4 4 4 1 1 4 4 4
## [37549] 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 1
## [37585] 4 3 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 1 4 4 4 4 4
## [37621] 4 4 4 4 4 4 4 4 1 4 1 4 1 4 1 1 1 1 4 1 1 1 1 1 4 4 4 4 4 4 4 4 4 4 4 4
## [37657] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 1 4 4 4 4 4 4 4 4 4 4 4 4
## [37693] 4 4 4 4 4 4 4 4 4 4 4 1 4 1 1 1 1 1 1 1 1 4 1 1 1 4 4 4 4 4 4 4 1 1 1 1
## [37729] 1 4 4 4 4 4 1 1 4 4 1 4 4 4 4 4 1 4 4 4 4 4 4 4 4 1 1 1 1 1 4 4 1 4 4 1
## [37765] 4 1 4 1 1 4 1 1 1 4 4 4 4 4 4 4 4 1 4 4 1 1 1 1 1 4 4 1 4 4 4 4 4 4 4 4
## [37801] 1 4 1 1 1 4 4 4 4 4 1 4 1 4 4 1 4 4 4 4 4 4 4 1 4 4 1 4 1 4 4 4 4 1 1 4
## [37837] 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 4 4 4 4 1 4 1 4 1 4 4 4 4 4
## [37873] 4 1 1 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 3 3 3 3 3 3 3 3 4
## [37909] 3 4 4 4 4 4 3 4 4 4 3 4 3 3 4 4 4 5 4 5 5 4 5 5 5 5 5 5 4 5 5 5 4 4 4 4
## [37945] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 5 4 5 5 5 5 5 5 5 5
## [37981] 5 4 5 5 4 4 4 4 4 5 4 4 5 4 4 4 4 5 5 5 5 5 5 5 4 4 5 5 4 4 5 4 4 4 4 4
## [38017] 4 4 5 4 5 5 5 4 5 4 5 5 5 4 5 5 5 4 4 4 4 4 4 4 4 4 5 5 4 4 5 4 4 4 5 4
## [38053] 4 4 4 5 4 4 4 5 4 5 4 5 4 4 4 4 4 5 5 5 4 5 5 4 4 4 4 5 4 4 4 4 4 5 5 5
## [38089] 4 4 4 5 5 4 5 5 4 5 5 4 5 5 4 5 5 5 5 5 5 5 5 5 5 4 5 5 5 5 5 5 5 5 5 5
## [38125] 5 5 4 5 5 4 4 4 5 4 5 4 4 4 5 4 4 4 4 4 4 4 4 5 5 4 5 5 5 4 4 4 4 5 4 5
## [38161] 4 4 5 5 5 4 5 5 5 5 4 5 4 5 4 4 4 4 5 4 4 5 5 4 5 4 5 4 5 4 5 5 5 5 4 4
## [38197] 4 5 5 5 5 5 5 5 5 5 4 5 5 5 5 5 5 4 4 5 5 5 4 5 5 5 4 4 4 5 4 4 4 4 4 4
## [38233] 4 5 4 5 5 5 4 4 5 4 4 4 4 4 4 4 5 4 4 5 4 4 5 4 4 5 4 4 5 4 4 4 4 4 4 4
## [38269] 4 4 5 4 4 5 4 4 4 4 4 4 4 5 5 4 4 5 5 4 4 4 4 4 5 5 5 5 5 5 5 5 5 4 5 5
## [38305] 4 4 4 4 4 4 5 5 4 5 5 4 5 4 4 4 5 5 5 5 4 4 4 5 4 4 4 4 4 4 4 5 4 4 4 4
## [38341] 4 4 4 4 4 4 4 5 4 5 5 5 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 4 4 4 5 4 4
## [38377] 5 5 5 5 4 4 5 4 4 5 5 5 5 4 5 5 5 5 5 5 5 5 5 5 5 5 4 4 4 4 4 4 5 5 4 4
## [38413] 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 5 5 5 5 4 4 5 4 4 5 5 5 5 5 4 4 5 4 5 4
## [38449] 4 4 5 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 4 5 4 4 5 4 4 4 4 4 4 4 4 4 5 4
## [38485] 4 4 5 5 4 4 5 4 5 5 4 5 4 4 4 4 4 5 5 4 5 5 4 4 4 5 5 5 5 4 5 5 4 4 4 4
## [38521] 4 4 4 5 4 4 4 4 5 4 5 4 5 5 4 5 5 5 4 4 5 5 4 5 4 4 4 4 5 4 4 5 4 4 4 4
## [38557] 4 4 4 5 4 4 4 4 5 4 4 4 4 4 4 5 4 4 4 4 5 5 5 5 4 5 4 5 5 5 5 5 5 4 4 4
## [38593] 4 4 4 4 4 4 4 4 4 5 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 4
## [38629] 4 4 5 5 4 4 5 5 4 4 4 4 5 5 5 4 5 5 5 5 5 4 5 5 4 5 5 5 5 5 5 5 5 5 5 5
## [38665] 5 5 4 4 5 5 5 4 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 5 4 5 5 5 5 4 4 4 4 5
## [38701] 4 5 5 4 5 5 5 4 5 4 4 5 4 5 5 5 4 4 5 4 4 4 5 4 4 4 5 4 4 5 4 4 4 4 5 4
## [38737] 4 5 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 5 4 4 4 4
## [38773] 4 4 4 4 4 4 5 4 4 4 5 5 4 4 4 4 4 4 4 5 4 5 4 4 4 5 4 4 4 4 4 4 4 4 4 4
## [38809] 4 4 4 5 4 4 4 4 4 5 5 5 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 5 4
## [38845] 4 4 4 4 4 5 5 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5
## [38881] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 5 4 4 4 5 5 4 4 4 4 4 4 4 5 4 4 5 4
## [38917] 4 4 5 4 4 4 5 4 4 4 4 4 4 5 4 4 4 5 4 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 5 4
## [38953] 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [38989] 5 5 5 5 4 4 4 5 4 4 4 4 4 4 4 5 4 4 4 4 4 5 4 4 5 4 4 5 5 5 5 4 4 4 4 5
## [39025] 5 4 5 4 4 5 5 5 4 4 5 5 5 5 5 5 4 5 5 4 4 4 5 4 4 5 5 5 4 5 5 5 4 5 4 5
## [39061] 5 4 5 5 5 5 4 4 5 4 4 4 4 4 4 5 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4
## [39097] 4 4 4 5 4 4 4 4 4 5 5 5 5 4 5 4 5 4 4 4 4 5 4 4 5 5 5 5 5 5 5 5 5 5 5 5
## [39133] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 5 5 5 5
## [39169] 4 4 4 4 4 5 4 4 4 4 2 4 4 2 4 4 4 2 4 2 4 4 4 4 4 2 2 2 4 4 2 2 2 4 2 4
## [39205] 4 4 4 4 4 2 4 4 4 4 4 4 4 2 4 2 4 4 4 2 4 4 2 4 4 4 4 2 4 4 2 4 4 4 4 4
## [39241] 4 4 4 4 4 4 4 4 2 4 4 4 4 4 2 4 4 4 4 2 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [39277] 4 4 4 4 4 4 4 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 2 2 2 2 2
## [39313] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 4 2 2 2 2 2 2
## [39349] 2 2 2 2 4 4 2 2 4 4 4 4 2 2 4 4 4 2 4 4 4 4 4 4 4 2 2 4 4 4 4 4 4 4 4 4
## [39385] 4 2 4 4 2 2 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 2 4 4 2 4 4 2 4 4 4 4 4
## [39421] 4 4 4 4 4 4 4 4 4 2 2 4 4 2 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4
## [39457] 4 4 4 2 4 4 2 2 2 4 2 2 2 3 4 2 4 3 4 2 4 4 2 4 3 4 2 4 2 4 4 4 4 4 4 4
## [39493] 4 4 4 4 2 2 4 4 2 2 2 2 2 4 4 2 2 2 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4
## [39529] 4 4 4 2 2 2 2 2 2 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 2 2 2
## [39565] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 4 4 4 2 4 4 4 4 4 4 4
## [39601] 4 4 4 2 2 4 4 4 4 4 4 2 2 4 2 2 4 2 4 4 4 2 4 4 2 2 4 4 4 4 4 2 4 2 4 4
## [39637] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 2 2 2 2 2 2 2 2 2 4 4 4
## [39673] 4 4 4 2 4 2 2 4 2 2 4 4 2 2 2 4 2 4 2 4 4 4 4 4 4 2 2 4 4 2 2 2 2 2 2 2
## [39709] 2 2 2 2 2 2 4 4 4 4 4 2 4 4 4 4 2 4 4 4 2 4 4 4 2 4 4 4 4 4 4 4 2 2 4 4
## [39745] 4 4 4 4 4 2 2 4 2 4 4 4 4 4 4 4 4 4 4 2 2 4 4 4 4 4 4 2 4 2 2 2 4 2 2 4
## [39781] 4 2 4 2 4 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 4 4 4 2 2 4 4 4 4 4 4 4 4 4
## [39817] 4 4 4 4 4 2 2 2 2 4 4 4 2 4 4 4 4 4 4 4 2 2 2 2 2 2 2 2 4 4 4 4 4 4 5 5
## [39853] 5 5 5 5 5 4 5 5 5 5 5 4 4 5 5 5 5 5 4 5 5 5 5 4 4 5 5 5 4 4 5 5 5 4 4 5
## [39889] 4 5 5 4 5 5 4 4 5 4 4 4 5 4 4 4 4 4 5 5 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4
## [39925] 4 4 5 5 5 4 4 4 5 4 4 4 4 4 5 5 5 4 4 4 5 5 4 5 5 5 5 4 5 5 5 5 4 4 4 5
## [39961] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 5 4 5 5 5 5 4 4 5 5 4 5 5 4 4 5 5 5 5 5 4
## [39997] 4 5 4 4 4 4 4 5 5 5 5 5 5 5 5 4 5 4 5 5 4 5 5 5 5 5 5 5 4 4 4 5 4 5 4 4
## [40033] 4 4 4 4 4 5 4 4 5 5 5 5 4 4 4 4 4 4 4 4 5 4 5 4 4 4 5 5 5 5 5 5 5 5 5 4
## [40069] 4 5 4 4 4 4 4 4 4 4 4 5 5 5 5 4 5 5 4 4 4 4 5 5 5 4 4 4 4 4 4 4 4 4 4 4
## [40105] 4 4 4 4 5 4 4 5 5 5 5 5 5 5 5 4 5 4 4 4 4 4 5 4 4 4 5 5 4 5 4 4 4 4 5 4
## [40141] 4 4 5 5 4 4 4 4 5 5 5 5 5 4 5 4 4 4 4 4 4 4 4 4 5 5 5 5 4 5 5 5 5 5 5 4
## [40177] 4 4 4 4 4 4 4 4 4 5 4 5 4 4 4 4 4 5 4 5 5 5 5 5 5 4 5 5 4 4 4 4 4 4 5 4
## [40213] 4 4 5 4 4 5 4 4 4 4 4 4 4 5 4 5 4 4 5 4 4 4 4 5 5 5 5 4 4 4 4 4 4 4 4 4
## [40249] 4 4 4 4 5 5 4 4 4 2 2 2 2 2 4 2 4 4 2 5 4 5 2 2 2 4 4 4 2 2 4 4 4 4 4 2
## [40285] 2 2 4 4 2 4 5 4 5 4 4 4 5 4 5 4 4 4 4 4 4 4 4 5 5 4 5 4 5 4 4 4 5 4 4 5
## [40321] 5 4 4 4 4 4 5 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 4 4 4 4 4 5 4 4 5 5 5
## [40357] 5 5 5 4 4 5 4 5 4 4 4 4 4 4 4 4 4 2 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [40393] 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 2 4 4 2 2 2 2 2 2 2
## [40429] 2 2 2 2 4 4 2 4 4 4 4 4 2 4 2 2 4 4 4 4 4 4 4 2 2 4 2 2 4 4 4 4 2 4 4 2
## [40465] 2 2 2 4 4 2 4 4 4 4 4 4 4 2 4 2 4 4 4 4 4 2 2 4 4 4 4 4 4 4 2 2 4 4 4 4
## [40501] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 2 2 2 2 2 2 2 2 2 4 4 4 4 4 4 4 2
## [40537] 2 4 4 2 4 4 2 2 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 3
## [40573] 3 3 3 3 3 3 3 2 4 2 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 2 4 4
## [40609] 4 4 4 4 4 4 4 3 3 3 2 2 2 2 2 4 4 4 3 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [40645] 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 4 4 4 4 2
## [40681] 2 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 2 4 4 3 4 4
## [40717] 4 4 4 4 4 3 3 4 4 4 4 4 4 4 3 4 4 4 3 3 4 4 4 4 4 4 4 4 3 4 4 2 4 4 4 4
## [40753] 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 2 4
## [40789] 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 3
## [40825] 3 3 3 4 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 3 4 4 4 4 3 4 4 3 3 4 4 4 4
## [40861] 4 4 4 3 3 3 3 3 3 3 3 3 4 3 3 3 3 3 3 3 3 3 4 4 4 3 4 3 4 4 4 4 4 4 4 4
## [40897] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3
## [40933] 4 4 3 3 4 3 3 2 3 4 4 3 4 4 4 4 4 3 4 4 3 4 4 4 3 4 3 4 4 4 3 4 4 4 4 4
## [40969] 3 3 3 3 3 3 3 4 4 4 3 4 3 4 4 3 4 3 4 4 4 4 4 4 4 3 3 3 3 4 4 4 4 4 4 4
## [41005] 4 4 4 4 4 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [41041] 4 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4
## [41077] 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 3 3 3 3 4
## [41113] 3 2 4 2 4 4 4 4 4 2 2 4 4 4 4 2 2 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4
## [41149] 4 4 4 2 4 4 4 4 2 2 2 3 3 3 3 2 2 2 2 3 4 4 3 4 2 4 4 4 4 4 4 3 4 2 4 4
## [41185] 4 4 4 2 4 4 2 2 4 4 4 4 2 2 4 2 4 4 2 4 4 4 4 2 4 4 4 4 2 2 2 4 4 4 4 2
## [41221] 4 2 4 2 4 2 4 2 4 2 2 4 4 4 4 4 4 4 4 2 2 2 4 4 4 4 4 4 4 2 4 4 4 4 4 4
## [41257] 4 4 4 3 4 4 4 3 3 3 3 4 4 3 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4
## [41293] 4 4 4 4 4 4 3 3 3 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [41329] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4 3 4 4 3 3 4 4 4 3 3 4 4 4 4 4 4 4 4
## [41365] 4 4 4 4 4 4 4 4 4 3 4 4 3 2 3 3 3 3 3 3 4 3 3 3 4 4 4 3 4 4 4 3 4 4 4 4
## [41401] 3 3 3 3 4 4 4 4 3 2 2 3 4 3 4 3 4 4 4 4 4 4 4 2 2 2 4 4 4 4 4 4 5 4 4 4
## [41437] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 2 2 2 4 2 4 4 2 2 2 4 2 2 4 2 4 4
## [41473] 2 4 4 4 4 2 2 2 4 4 2 2 2 2 4 4 2 2 4 4 4 2 4 4 2 2 4 4 4 4 4 2 2 4 4 4
## [41509] 4 4 4 2 4 4 4 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 4 4 4 4 2
## [41545] 2 2 2 2 4 2 4 4 2 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4
## [41581] 4 2 4 4 4 4 4 4 2 2 2 2 2 2 2 2 2 2 2 4 4 4 4 4 4 2 4 4 2 2 4 4 2 4 2 4
## [41617] 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 4 3 3 3 3 4 4 4 4 4 3 4 4 4 4 4 4 3 4 4
## [41653] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 3 3 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4
## [41689] 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [41725] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3
## [41761] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [41797] 4 4 4 4 4 4 3 1 1 3 1 1 1 3 1 1 1 1 1 1 1 1 1 3 3 3 3 3 3 3 3 3 3 1 1 3
## [41833] 3 3 3 1 1 3 1 1 1 4 1 1 1 3 4 4 4 3 4 1 4 1 4 4 3 4 1 4 4 1 4 4 4 1 4 4
## [41869] 4 4 1 4 1 3 4 4 4 3 3 4 1 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [41905] 4 4 4 4 4 3 4 4 4 3 3 3 4 4 4 4 4 3 3 4 4 4 4 3 3 3 3 3 3 3 3 3 1 1 3 4
## [41941] 4 4 4 4 4 3 3 3 3 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3
## [41977] 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 1 4 4 3 4 1 1
## [42013] 1 1 4 4 4 4 4 3 4 4 2 3 4 3 2 3 2 3 4 3 4 3 4 4 5 5 5 5 4 5 4 5 4 5 4 4
## [42049] 4 5 4 4 4 4 5 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 4 4 4 4 4 5 4 5 5 5 4 4 4 4
## [42085] 4 4 5 5 5 4 4 5 4 4 5 5 5 5 5 4 4 4 4 5 4 4 4 4 4 4 5 4 5 4 4 5 4 5 5 5
## [42121] 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4 5 5 4 4 4 5 5 5 5 5 5 5 5 5 4 5 5 5 4 4 4
## [42157] 5 4 4 4 5 5 5 5 5 5 5 5 5 5 5 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 5 4
## [42193] 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 5 5 5 5 5 4 4 4 5
## [42229] 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 4 5 4 4
## [42265] 4 4 5 4 4 4 4 4 4 5 4 5 5 5 4 4 4 4 4 4 4 4 5 5 4 4 4 5 4 5 5 5 4 4 4 4
## [42301] 4 4 4 4 5 5 5 5 5 5 5 4 5 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [42337] 4 4 4 4 2 4 2 4 4 2 2 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [42373] 4 4 4 4 2 2 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 2 4 2 4 4 2 2 4 4 2 4 4 4 4 2
## [42409] 4 4 4 4 4 2 4 2 4 4 4 3 4 4 2 4 4 4 4 2 4 2 4 4 2 2 2 3 3 2 2 2 4 4 2 4
## [42445] 4 4 2 2 2 3 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 2 4 2 2 4 4 4 4 4 4 4 4 2
## [42481] 2 4 4 4 4 4 4 2 4 4 4 4 2 4 4 4 2 4 4 4 2 4 2 2 4 2 4 4 4 4 2 2 2 4 4 4
## [42517] 2 4 4 2 2 4 4 4 4 4 4 4 2 4 4 4 4 4 2 2 4 2 4 4 4 4 2 3 2 2 3 3 3 2 2 3
## [42553] 3 2 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 2 2 2 2 4 2 4 4 4 4 2 2 2 2 2
## [42589] 2 2 2 2 2 4 4 3 2 4 4 4 4 4 2 4 2 4 4 2 4 4 4 4 2 4 4 4 4 4 2 3 2 4 4 4
## [42625] 4 4 2 4 4 4 4 2 2 4 4 4 4 4 2 4 4 2 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4
## [42661] 4 4 4 2 4 4 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 4 4 4 4 4 4 2 2 2 2 2
## [42697] 2 2 2 2 2 2 2 4 2 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 2 4 4 4 2
## [42733] 4 2 2 2 2 2 4 4 4 4 4 2 2 2 2 2 2 4 2 4 4 4 2 2 2 4 2 4 4 4 4 4 4 4 4 4
## [42769] 3 4 2 2 4 4 4 4 4 4 4 2 4 4 4 4 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [42805] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [42841] 4 4 4 4 4 4 2 2 4 2 4 2 2 2 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 2 4
## [42877] 4 4 4 4 4 4 2 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [42913] 4 4 2 2 2 2 2 2 2 4 4 2 2 2 2 2 4 4 4 4 4 4 4 4 4 4 4 2 3 4 4 3 4 4 4 4
## [42949] 4 4 4 4 2 4 4 4 4 2 4 4 4 2 4 4 2 4 4 4 4 5 5 2 2 4 4 4 4 4 4 4 4 4 2 2
## [42985] 2 2 4 4 4 4 4 4 4 2 2 2 2 2 2 2 2 2 2 4 4 2 4 2 2 2 4 4 4 4 4 4 4 4 4 3
## [43021] 4 3 3 2 4 4 2 4 4 4 4 3 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3
## [43057] 3 3 3 3 2 3 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 2 4 3 4 4 3 3 4 4 4 4
## [43093] 4 4 4 3 4 4 4 3 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 3 4 4 3 4 4 4 4 4 4
## [43129] 4 4 3 2 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3
## [43165] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 3 4 3 4 2 4 4 3 3 3 3 3 3
## [43201] 3 3 3 4 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 3 4 3 3 4 4 4 3 4 4 4 4 3
## [43237] 4 3 3 4 3 4 4 4 3 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3
## [43273] 3 2 3 3 3 3 3 3 4 4 4 2 2 4 2 2 2 2 2 2 2 2 2 2 2 4 4 4 4 2 2 2 2 4 4 4
## [43309] 4 4 2 4 2 2 2 2 4 4 4 4 4 4 2 2 4 2 2 2 2 2 2 2 2 2 2 2 2 4 2 2 4 4 2 4
## [43345] 4 2 4 4 4 2 4 4 2 2 2 2 2 2 2 2 2 2 4 2 2 2 2 2 2 2 4 4 4 4 2 4 4 4 2 4
## [43381] 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4
## [43417] 4 4 4 4 4 4 4 4 4 2 2 4 4 4 4 4 4 2 4 2 4 2 2 2 4 2 2 2 2 2 2 2 2 2 2 2
## [43453] 2 2 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 2 4 4 4 2 4 2
## [43489] 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 4 4 2 4 4 2 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4
## [43525] 4 4 4 4 4 4 4 4 4 4 3 3 2 2 3 3 3 3 3 3 3 4 4 3 4 3 3 4 3 4 4 4 4 4 4 4
## [43561] 4 4 4 4 5 4 4 4 4 5 5 5 5 4 4 4 4 4 4 5 4 5 5 5 5 4 4 4 4 4 4 4 5 5 4 5
## [43597] 5 4 5 4 4 4 5 4 4 4 4 5 5 5 4 5 4 4 5 4 4 4 4 4 4 5 4 4 4 4 4 5 5 5 5 4
## [43633] 5 5 5 5 4 4 4 4 4 5 5 5 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 4 4 4 4 4 4 5 4
## [43669] 4 4 4 4 5 5 5 4 4 4 4 4 4 4 4 4 5 5 4 4 4 4 5 4 4 4 5 4 5 4 5 5 4 4 4 4
## [43705] 5 4 4 4 4 4 5 5 4 5 5 4 4 4 4 4 5 4 4 4 4 5 5 5 5 5 4 4 4 4 4 4 4 5 4 5
## [43741] 4 4 5 5 5 5 4 5 5 5 4 4 4 4 5 4 5 4 5 5 5 5 4 4 4 4 5 5 4 5 4 5 4 4 4 5
## [43777] 5 5 5 5 4 4 4 5 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 4 4 4 5 4 4 4 5 4 4 4 5 4
## [43813] 4 4 4 5 5 4 4 4 5 4 5 5 4 4 4 5 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 4 5 4 4 4
## [43849] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 5 5 5
## [43885] 5 5 5 5 4 4 4 5 5 4 4 5 4 4 4 4 4 4 4 5 4 4 4 5 4 5 5 5 5 5 4 4 4 4 4 5
## [43921] 5 5 5 4 5 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 4 4 5 5 4
## [43957] 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 5 5 4 5 4 4 4 4 4 4 4 4 4
## [43993] 4 5 5 5 5 5 5 5 5 5 5 4 5 5 5 5 5 5 4 5 5 5 5 4 5 5 5 4 5 5 5 4 5 4 5 4
## [44029] 4 4 4 4 4 4 4 4 4 4 5 4 5 5 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5 4 4 4 4 5 5 4
## [44065] 4 5 5 5 5 5 2 5 5 5 4 5 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 2 2
## [44101] 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4
## [44137] 3 4 4 4 4 4 3 4 4 4 4 3 3 3 3 4 4 4 4 4 3 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4
## [44173] 4 3 3 3 3 4 4 4 4 3 4 3 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4
## [44209] 4 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4
## [44245] 4 4 3 3 3 3 4 3 3 3 3 3 3 4 3 3 4 3 3 4 4 4 3 4 3 3 4 4 4 4 4 4 4 4 4 4
## [44281] 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [44317] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 3 3 3
## [44353] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4
## [44389] 4 4 4 4 4 4 4 3 4 4 3 4 4 3 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [44425] 4 4 4 4 4 4 4 4 4 3 3 3 3 4 4 3 3 4 3 3 4 4 4 4 3 3 3 3 4 4 4 4 3 4 4 4
## [44461] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 3 4 4 3 4 4 4 4 4
## [44497] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 4 3 3 3 3 3 3 3 3 4 3 3
## [44533] 3 3 3 3 3 3 3 4 3 3 4 3 3 3 3 3 3 3 3 3 4 4 4 4 3 4 4 4 4 4 4 3 3 3 3 4
## [44569] 3 4 4 3 3 4 3 4 4 3 4 3 3 3 3 3 3 3 4 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4
## [44605] 4 4 4 4 3 4 4 4 3 3 3 3 3 3 3 4 3 3 3 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [44641] 4 3 3 3 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3
## [44677] 3 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 3 3 3 3 4 4 4 4 4 4 4
## [44713] 4 4 4 4 4 4 4 4 3 3 4 3 3 4 4 4 4 4 4 3 4 3 4 4 4 3 4 4 4 4 4 3 4 4 4 4
## [44749] 4 4 4 3 3 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 3 4 4 3 3 4 4 4 4 4 4 4
## [44785] 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 4 3 3
## [44821] 3 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1 3 3 3 3 3 3 3 3 1
## [44857] 3 1 3 3 3 3 3 4 3 3 1 3 3 1 3 3 4 4 4 4 3 3 4 4 4 3 3 3 3 1 4 4 4 4 1 1
## [44893] 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [44929] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4
## [44965] 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4
## [45001] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 3 3 3 3 3 3 4 3 3 3 3 3
## [45037] 3 4 3 3 3 3 3 3 3 2 3 3 4 4 4 4 4 4 4 4 3 4 3 3 3 3 3 4 4 4 4 4 3 4 4 4
## [45073] 4 3 3 3 4 4 4 4 4 3 3 3 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [45109] 3 4 4 4 2 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 4 4
## [45145] 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 3 3 3 3 4 4 3 4 3 3 3 3 3 3 3
## [45181] 3 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 4 3 3 4 4 4 4 4 2 4
## [45217] 3 3 4 4 4 4 3 4 4 3 3 3 4 4 4 3 3 3 3 3 3 3 4 4 4 3 4 3 3 4 3 4 4 4 4 4
## [45253] 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 2 2 2 2 4 4 4 4 2 4 4 4 2 4 2 4 4
## [45289] 4 4 4 4 2 2 2 2 2 4 4 2 4 4 4 2 2 4 4 4 4 4 4 4 4 4 2 4 3 4 2 2 3 2 2 3
## [45325] 3 2 2 2 2 3 2 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 3 4 3 4 2 4 3 4 4 4 3 4 4 4
## [45361] 4 4 2 2 4 4 4 2 4 4 4 4 4 4 4 2 2 2 2 4 4 4 2 4 4 4 4 4 4 2 2 2 2 2 2 2
## [45397] 2 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 2 4 4 4 2 2 4 4 4 4 4 2 4 4 2 4 2 4
## [45433] 4 4 4 4 4 4 4 4 4 2 2 2 2 2 2 2 2 2 2 2 2 4 4 4 4 4 2 2 4 4 4 4 4 4 4 4
## [45469] 4 4 2 2 2 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 4 4 2 4 3 4 2 4
## [45505] 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4 4 3 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4
## [45541] 4 4 4 3 3 4 4 3 3 4 3 3 4 3 4 4 4 4 3 3 3 3 3 3 3 3 4 4 4 3 4 4 4 3 3 3
## [45577] 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4 4 4 4 4 4 4 4 4 3
## [45613] 4 3 3 3 4 4 3 4 4 4 4 3 4 4 4 4 4 4 5 4 5 5 5 5 5 4 4 5 5 4 5 5 4 4 4 4
## [45649] 5 5 5 4 4 5 4 5 5 5 5 4 4 5 5 4 5 4 4 5 5 4 4 4 4 4 5 5 4 5 5 5 5 5 5 4
## [45685] 4 5 4 4 5 4 4 5 4 5 4 5 4 4 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 5 4 4
## [45721] 4 4 5 5 4 5 4 5 4 4 5 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 5 5 4 4 4 4
## [45757] 4 4 4 4 4 4 4 5 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 4 4 4 5 5 5 4 4 4 4 5 4 4
## [45793] 4 4 4 4 4 4 4 4 5 4 4 4 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 5 5 5 5 4
## [45829] 4 4 5 4 4 4 4 4 4 5 5 5 4 4 5 4 4 4 4 5 4 5 5 5 5 4 4 4 5 4 5 5 4 4 5 4
## [45865] 4 4 5 4 4 4 4 5 4 5 5 5 5 5 5 4 5 5 5 5 5 5 5 4 4 5 5 4 4 4 4 4 5 4 5 4
## [45901] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 3 2 4 3 2 2 3 3 3 3 4 4 4
## [45937] 4 4 4 4 3 4 3 3 3 2 3 3 3 4 3 4 4 4 4 3 3 4 3 3 3 3 4 3 3 4 3 4 3 4 4 4
## [45973] 4 4 3 3 3 3 4 3 3 3 4 3 4 4 4 4 4 2 4 4 3 4 4 4 4 3 3 3 3 4 4 3 4 3 4 4
## [46009] 3 3 4 4 4 4 4 4 3 4 3 3 4 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3
## [46045] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 3 4 4 4 3 4
## [46081] 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 3 3 4 4 3 4 4 4 4 3 4 4 4 4 3 3 3 4 4 4 4
## [46117] 4 3 4 4 4 3 4 4 3 4 3 4 4 4 3 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4
## [46153] 4 4 4 4 3 4 4 3 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [46189] 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 3 3 3 4 4 3 3 3 3 3 3 4 4 4 4 4 4 4 4 3 3
## [46225] 4 4 4 3 4 4 4 3 4 4 4 3 4 3 4 4 3 4 4 3 4 4 4 4 4 4 4 3 2 2 3 4 4 4 4 4
## [46261] 4 4 4 3 3 4 4 3 3 3 2 3 3 3 3 4 4 2 4 4 3 2 2 4 4 4 4 2 4 4 4 2 4 4 4 4
## [46297] 2 2 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4 3
## [46333] 4 4 3 4 3 4 4 4 4 4 4 4 4 3 4 3 3 3 4 4 4 4 4 4 4 3 4 4 4 4 4 3 3 3 4 4
## [46369] 3 4 4 4 4 3 3 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 4 3 4 3 4 4 4 4
## [46405] 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4
## [46441] 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 3 3 4
## [46477] 3 3 3 4 4 4 3 4 3 4 3 3 4 3 3 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4
## [46513] 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 2 3 3 4 3 3 4 4 4 4 4 2 3 3 3 3
## [46549] 3 3 3 3 3 3 3 3 3 4 4 3 4 3 4 4 4 4 4 3 3 3 3 4 4 4 3 4 4 3 4 4 4 4 4 4
## [46585] 3 3 3 4 3 3 3 3 3 3 3 4 4 4 4 3 4 4 4 2 2 2 3 3 3 3 3 3 3 4 4 4 4 2 4 4
## [46621] 4 4 4 4 3 3 4 4 4 4 4 2 2 2 2 4 4 4 4 4 4 4 3 4 4 2 4 3 3 4 4 3 4 3 4 4
## [46657] 3 3 3 3 2 2 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 3 3 4 4 3 4 4 4 3 3 3 3 3 3 3
## [46693] 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 3 3 3 3 3 4 4 4 4 4 4 4 3 4 4 4
## [46729] 4 3 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 1 1 4 4 4 4 4 4 4 4 4 4 4 1
## [46765] 3 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 3 4 4 3 3 4 4 4 4 1 4 4 4 4 4 4 4
## [46801] 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 3 3 3 4 4 4 4
## [46837] 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4
## [46873] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [46909] 4 4 3 3 4 1 4 3 4 4 4 4 3 1 4 4 1 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [46945] 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 3 1 3 3 4 4 4 1 4 3 3 4 1 1 4 4 4 4 4
## [46981] 4 1 3 1 1 1 3 3 1 1 1 3 3 1 3 4 3 1 1 1 1 3 3 3 3 1 1 3 3 1 3 1 3 3 3 3
## [47017] 1 1 1 1 3 3 1 3 1 3 1 1 3 1 3 3 1 3 1 3 1 1 4 4 4 4 4 4 3 4 4 4 4 4 4 4
## [47053] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 1 1 1 3 1 1 1
## [47089] 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 1 1 1 4 1 1 1 4 4 1 4 1
## [47125] 4 1 4 4 4 4 4 4 4 4 1 4 4 4 4 4 1 1 4 1 1 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4
## [47161] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 1 4 4 4 4 4 1
## [47197] 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 1 1 4 4 4 4 4 4 4 1 4 4
## [47233] 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 1 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4
## [47269] 4 4 4 4 4 4 4 4 1 1 1 4 4 4 4 4 4 4 4 4 4 4 1 1 4 1 4 4 1 1 1 1 4 4 4 4
## [47305] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 1 1 4 4 4 4 4 4 4 4 4 1 4
## [47341] 4 4 4 4 4 4 4 4 4 4 1 1 4 4 4 1 1 4 4 1 1 1 4 4 4 4 1 4 4 4 1 4 1 4 4 4
## [47377] 4 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [47413] 1 4 1 4 4 1 4 4 1 1 4 4 1 1 4 1 4 1 1 1 1 1 1 1 1 4 1 1 1 1 1 4 1 1 1 1
## [47449] 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1
## [47485] 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [47521] 1 1 3 1 1 1 1 1 1 1 1 1 1 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [47557] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 1 1 4 4
## [47593] 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 4 4 4 4 1 4 4 1 4 4 4 4 4 4 4 4 1 4 4
## [47629] 4 4 4 4 4 4 1 1 4 1 4 1 1 4 1 1 1 4 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [47665] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4
## [47701] 4 4 4 4 4 4 1 4 4 4 1 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 1 4 1 1 1 4
## [47737] 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [47773] 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 1 1 4 3 3 3 1 4 4 3 4 4 1 4 1 1 1
## [47809] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 1 4 1 4 1 1 4 1 1 4 4 4 4 4
## [47845] 4 4 4 4 4 4 1 4 4 1 4 1 4 4 1 1 4 4 3 4 4 1 4 1 1 1 4 4 1 4 4 4 4 4 1 4
## [47881] 4 4 4 4 4 4 4 4 4 4 1 4 1 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 3
## [47917] 4 4 1 4 4 4 4 1 1 4 4 4 4 1 4 4 1 4 4 4 1 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4
## [47953] 4 4 4 4 1 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 1 4 4 4 1 1 1
## [47989] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 3 1 1 1 1 1 1 1 1 4 1 1 1 1
## [48025] 1 1 1 4 1 4 4 4 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 3 1 1 3 1 1
## [48061] 3 1 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 1 4 4 4 4 4 4 4
## [48097] 4 4 4 4 4 4 4 4 4 2 2 2 2 4 4 4 2 4 4 2 2 4 4 2 2 2 2 2 4 4 4 4 2 2 2 2
## [48133] 4 2 4 4 2 4 4 2 2 4 4 2 4 4 2 4 2 2 2 2 2 4 2 2 4 4 4 4 4 4 4 4 4 2 4 4
## [48169] 4 4 4 2 2 4 2 2 2 4 2 2 2 2 3 2 2 4 4 4 4 4 4 4 4 4 4 2 4 2 2 2 4 3 2 4
## [48205] 4 4 4 2 3 3 2 2 2 2 2 4 3 4 3 3 3 4 4 4 3 4 3 4 3 3 4 4 3 4 4 2 2 3 4 3
## [48241] 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 4 3 4 4
## [48277] 4 4 4 4 4 3 4 4 4 4 3 4 3 4 3 3 4 4 3 4 4 4 3 4 4 3 4 3 4 4 4 4 2 2 3 4
## [48313] 4 4 3 4 4 3 4 4 4 4 3 3 3 4 4 4 3 4 4 4 4 4 4 3 4 4 2 3 3 4 4 3 4 4 3 4
## [48349] 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 4 3 3 4 4 4 3
## [48385] 3 4 4 3 2 2 4 2 4 2 4 4 4 4 4 4 4 4 2 4 4 2 2 4 4 2 4 4 4 4 4 4 4 4 4 2
## [48421] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 2 2 2 2 2 2 4 4 2 4 4 4 1 1
## [48457] 3 3 4 3 3 4 4 4 4 3 4 4 3 4 3 4 4 4 4 3 4 4 4 4 3 3 4 4 3 4 4 4 4 4 3 4
## [48493] 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 3 3 3 3 4 1 1 3 3 3 1 1 3 3 3 3 4 4
## [48529] 3 4 1 3 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3
## [48565] 3 3 3 4 4 4 1 4 4 4 4 4 3 3 4 4 4 1 1 4 1 4 4 4 4 3 4 4 4 4 4 1 4 4 4 1
## [48601] 1 4 1 4 4 4 3 3 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 1 4 4 4
## [48637] 4 4 4 4 4 4 4 1 1 1 4 4 4 4 4 4 4 4 4 1 4 1 3 3 1 1 4 3 1 1 1 1 1 3 3 3
## [48673] 1 1 3 1 3 1 1 1 1 1 1 1 1 1 1 1 4 1 1 3 4 3 3 3 3 3 4 3 1 3 1 3 1 1 1 3
## [48709] 3 3 1 1 1 3 3 3 3 1 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 1 1 1
## [48745] 1 1 1 1 4 4 1 1 1 4 4 4 1 1 1 1 4 4 1 1 4 4 4 4 4 4 4 4 1 4 1 4 4 4 1 4
## [48781] 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 4 4 1 4 4 1 1
## [48817] 1 1 3 3 3 3 4 4 4 4 3 3 4 3 3 4 4 3 3 4 3 4 4 4 4 4 4 3 3 3 1 1 1 3 1 1
## [48853] 1 3 3 3 3 3 4 4 4 1 3 3 3 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4
## [48889] 4 4 3 4 4 3 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 3 3 3 3 3 3 4
## [48925] 4 4 3 3 3 3 1 1 3 1 1 1 3 3 3 1 3 3 3 1 4 4 4 4 4 3 1 3 3 4 4 4 4 4 4 4
## [48961] 4 1 1 1 4 4 4 4 4 4 4 4 3 4 4 4 4 3 3 3 3 4 3 4 3 4 3 4 4 4 3 4 4 4 4 4
## [48997] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4
## [49033] 4 4 4 3 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 4 3 3 3 3 3 3 3 3 4
## [49069] 3 4 4 4 4 4 3 4 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 2 2 2 2 4 4 4 2 2 4
## [49105] 2 2 2 2 2 2 2 4 4 4 4 2 2 2 2 2 4 4 2 2 4 4 4 4 4 4 4 4 2 2 4 4 2 2 2 4
## [49141] 4 4 2 4 2 2 2 4 2 4 4 2 2 4 2 2 2 2 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [49177] 3 4 4 4 4 3 4 3 4 4 4 4 4 4 4 3 3 3 4 4 4 3 4 4 3 4 3 4 4 4 4 4 4 4 4 4
## [49213] 4 4 4 3 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 3 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4
## [49249] 3 4 4 4 4 4 4 4 4 4 3 3 4 3 3 3 3 3 3 3 4 4 3 4 3 4 4 4 4 4 3 3 3 3 4 4
## [49285] 4 3 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 4 4 3 4 4 4 1 4 3 4 4 4 4 3 4 4 4 3
## [49321] 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 1
## [49357] 4 3 4 4 4 1 1 1 1 4 4 1 4 4 3 4 4 1 4 4 1 4 4 4 4 4 4 4 3 3 4 4 4 4 4 3
## [49393] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 4 4 4 4 4 3 4 4 4 4 4 3 4 4 4 3 4
## [49429] 4 4 4 4 3 3 3 3 4 4 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3
## [49465] 4 4 4 3 3 4 3 4 4 4 4 4 4 4 4 3 3 3 3 3 1 4 4 4 3 4 4 4 4 4 3 3 4 4 4 4
## [49501] 4 4 4 4 4 1 1 4 3 4 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3
## [49537] 1 4 4 1 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 3 3 4 4 4 4
## [49573] 4 4 4 4 4 4 4 4 4 3 4 3 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4
## [49609] 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4
## [49645] 4 4 1 3 1 3 3 3 3 1 3 3 1 1 3 3 3 3 1 1 1 1 3 3 3 3 1 1 1 3 1 3 3 3 3 3
## [49681] 3 3 1 1 1 1 1 1 3 3 1 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [49717] 4 1 4 3 3 3 3 3 3 3 3 3 3 3 1 3 1 3 4 4 4 4 4 4 4 4 4 4 4 4 4 1 3 1 4 1
## [49753] 4 1 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [49789] 4 3 3 4 4 4 4 4 4 4 3 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [49825] 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4
## [49861] 3 3 3 3 3 3 4 3 3 3 4 4 4 4 3 3 3 4 3 4 3 3 4 3 4 4 4 1 3 4 4 4 4 4 4 4
## [49897] 4 4 3 3 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 3 4 1
## [49933] 4 3 4 4 3 4 1 4 1 1 4 4 1 1 3 3 4 4 4 3 3 1 4 4 4 3 4 4 4 4 4 4 4 3 3 4
## [49969] 3 3 3 3 3 4 4 4 4 4 1 1 4 4 4 4 4 4 4 4 4 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4
## [50005] 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [50041] 4 4 1 3 3 3 1 3 3 3 1 3 1 3 4 1 1 3 3 4 1 1 3 3 3 3 3 3 1 1 1 1 4 3 3 1
## [50077] 1 4 4 1 1 4 4 4 3 3 4 4 4 1 4 4 4 4 1 1 4 1 4 4 3 4 4 4 4 4 1 4 4 4 4 4
## [50113] 4 4 4 4 4 4 5 5 5 4 5 4 5 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4
## [50149] 4 5 5 5 5 4 4 4 5 4 4 4 4 4 5 4 5 5 4 5 4 4 4 5 4 4 4 4 5 5 5 4 4 5 5 5
## [50185] 4 4 4 4 4 4 4 5 5 4 4 5 4 5 5 5 4 4 4 4 5 5 4 4 4 4 5 4 4 4 4 5 5 4 4 5
## [50221] 4 4 4 5 4 5 4 4 4 5 4 5 4 4 5 5 4 4 4 5 5 4 4 4 4 4 4 5 5 4 4 5 4 5 5 5
## [50257] 5 4 4 4 5 4 4 4 4 5 4 4 4 5 5 5 4 4 5 5 4 5 5 5 5 5 4 4 5 5 5 4 4 4 5 4
## [50293] 4 4 5 4 4 4 4 5 5 5 5 4 4 4 5 5 4 5 4 4 5 4 5 4 4 4 5 4 4 4 4 4 5 4 5 5
## [50329] 5 5 5 5 5 5 5 5 5 5 5 5 4 5 4 4 4 4 5 5 5 5 4 4 4 4 4 4 5 5 5 5 5 4 5 4
## [50365] 4 4 4 4 5 5 5 5 4 4 5 4 5 4 4 4 5 4 4 4 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4
## [50401] 5 4 4 4 4 4 5 4 4 4 4 5 5 4 5 4 4 4 4 4 5 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5
## [50437] 5 5 5 5 5 4 4 5 5 4 4 4 4 4 4 4 4 4 5 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4
## [50473] 4 5 5 5 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4
## [50509] 4 5 4 4 4 4 5 5 5 5 5 5 4 5 5 5 5 5 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 4 4
## [50545] 4 4 4 5 4 4 4 4 4 4 4 4 4 4 5 4 5 5 4 5 4 4 4 5 5 5 5 4 4 4 4 5 5 5 5 4
## [50581] 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 5 5 5 5 5 5 5 4 4 4
## [50617] 4 4 5 4 5 5 4 4 5 4 5 4 4 4 5 4 5 5 4 5 5 5 5 4 4 5 4 4 4 4 4 4 4 4 4 4
## [50653] 4 4 4 4 5 5 4 4 5 5 5 5 4 4 4 4 5 4 5 5 2 4 4 2 4 2 4 4 2 2 2 4 4 2 2 4
## [50689] 2 4 2 2 2 4 2 5 4 4 5 2 2 2 2 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [50725] 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 2 3 2 4 4 4 4 4 3 3
## [50761] 2 4 4 2 2 2 2 2 4 4 4 4 4 4 3 3 4 4 4 4 4 3 2 4 3 3 3 3 4 4 3 3 4 4 3 4
## [50797] 3 3 3 3 3 3 4 4 3 4 4 4 4 4 4 4 2 2 4 2 4 4 4 4 4 4 4 4 3 3 3 3 3 4 4 4
## [50833] 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 3 4 4 4 4 3 3 3 4 4 3 3 4 4 3 4
## [50869] 4 3 4 3 4 3 3 3 3 4 3 3 3 3 3 3 4 3 4 3 3 4 3 4 3 4 4 4 4 4 4 4 4 4 3 2
## [50905] 3 4 4 4 4 2 4 4 4 2 4 4 2 4 4 2 2 3 3 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 4
## [50941] 4 4 4 4 4 4 4 3 3 4 3 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4
## [50977] 3 4 4 3 3 4 4 4 3 3 4 3 4 4 4 4 4 4 3 4 4 4 4 3 3 3 3 3 4 4 3 4 3 3 3 4
## [51013] 4 4 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 4 4
## [51049] 3 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3
## [51085] 4 3 3 3 3 3 4 3 3 3 4 3 3 4 3 3 3 3 4 3 3 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3
## [51121] 3 4 4 3 3 3 3 3 3 4 4 4 4 3 3 4 4 4 4 3 4 4 4 3 4 4 3 4 3 4 3 4 4 4 4 4
## [51157] 4 4 3 4 3 3 3 4 4 4 4 4 4 4 3 4 3 4 4 4 4 3 4 4 4 4 4 5 4 4 4 4 4 4 4 4
## [51193] 5 5 5 4 5 4 5 5 5 4 4 4 4 5 4 5 5 4 5 4 5 4 5 5 4 4 5 5 4 4 4 5 4 4 4 4
## [51229] 4 5 5 5 5 5 4 5 4 5 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5
## [51265] 4 4 5 4 5 5 4 4 4 4 5 5 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4
## [51301] 5 4 5 5 4 4 4 5 5 5 5 5 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 5 5 4 5 4 5 4 5
## [51337] 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 4 5 4 5 5 4 4 4 4 4 5 4 5 5 5 5 5 5 4 4 4
## [51373] 4 5 5 4 5 4 4 4 4 4 4 4 4 5 4 4 5 4 4 4 4 5 4 4 4 4 5 5 5 5 5 5 5 5 5 4
## [51409] 5 4 4 4 4 4 4 4 4 4 4 5 4 4 5 4 4 5 4 4 4 5 5 5 5 5 5 4 5 5 4 4 4 4 4 4
## [51445] 4 5 5 4 4 4 4 5 4 4 4 5 4 4 5 5 4 4 4 4 4 4 4 4 4 4 5 4 4 4 5 5 4 4 4 5
## [51481] 5 4 4 4 4 5 5 5 5 5 5 4 4 5 5 5 5 4 4 5 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 5
## [51517] 5 4 5 4 5 5 5 5 5 4 4 4 5 4 5 4 5 4 4 4 4 4 4 4 4 4 4 2 4 4 3 4 4 4 4 4
## [51553] 4 4 4 4 4 4 4 4 4 3 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [51589] 2 2 3 4 4 4 4 4 3 3 4 2 3 2 2 2 3 2 3 3 3 3 3 3 2 3 4 3 4 4 4 4 4 4 3 3
## [51625] 4 4 3 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 3 4 4 4 4 4 4 4 4 2 4 4 2 4 4 4 4 4
## [51661] 2 4 4 4 4 4 4 4 4 2 2 2 4 4 4 2 2 4 4 4 2 4 4 4 4 4 4 4 4 2 2 2 2 2 2 2
## [51697] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [51733] 2 2 4 2 2 4 4 4 4 4 4 4 2 2 4 2 4 4 4 2 4 2 4 4 4 4 4 4 4 2 4 4 4 2 4 4
## [51769] 2 2 4 4 4 2 4 4 4 4 2 4 2 2 2 4 2 4 4 4 4 4 2 4 4 2 4 4 4 4 4 2 4 4 4 4
## [51805] 4 4 4 4 2 2 2 2 4 4 2 2 4 4 4 4 4 2 2 2 2 4 2 2 2 4 4 2 2 4 4 2 4 2 4 4
## [51841] 4 4 2 2 2 2 2 4 4 4 4 4 4 4 2 4 2 2 2 4 2 4 4 2 4 2 4 4 2 2 2 2 2 2 2 2
## [51877] 4 2 2 4 4 2 4 4 2 2 4 4 4 4 4 4 2 2 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4
## [51913] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4 2 2
## [51949] 2 2 2 2 4 2 2 4 4 4 2 4 4 4 4 4 2 4 4 4 4 4 2 2 4 4 4 4 2 2 4 4 3 3 4 4
## [51985] 4 4 4 4 4 2 4 2 4 4 4 2 4 4 2 4 3 4 3 4 4 2 4 2 2 2 2 4 4 4 4 4 4 4 4 4
## [52021] 4 2 2 2 4 4 4 2 2 4 4 2 4 4 4 2 2 2 4 4 4 4 4 3 3 4 4 4 3 3 3 4 2 4 4 4
## [52057] 4 4 4 4 3 2 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4
## [52093] 4 3 4 4 4 4 4 4 2 4 3 4 4 4 4 3 4 4 4 4 4 4 3 4 3 3 3 4 3 3 3 3 3 3 4 3
## [52129] 3 3 3 3 3 4 4 3 4 4 4 4 4 3 3 4 4 4 3 4 4 4 4 2 4 4 4 4 4 4 2 4 4 4 4 4
## [52165] 4 4 4 4 4 4 4 4 4 3 2 4 2 2 4 2 4 4 4 2 2 2 4 4 4 2 4 2 4 4 4 4 3 4 4 4
## [52201] 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3
## [52237] 3 3 3 4 3 4 4 3 3 3 4 4 4 3 4 4 4 4 4 4 4 4 4 3 3 4 3 4 4 3 3 3 4 4 4 4
## [52273] 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 3 3 4 3 4 3 3 3 3 3 4 4 4 4 4 4
## [52309] 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4
## [52345] 4 4 4 3 4 4 4 4 3 3 3 4 4 3 3 4 4 4 2 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [52381] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 3 3
## [52417] 4 4 4 3 4 4 3 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4
## [52453] 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4 4 4 4 4 3 3 3 3 3 3 3 4 3 3 4 3 4 4 4
## [52489] 4 4 4 4 4 4 4 4 3 4 2 3 3 3 3 3 3 4 4 3 3 3 4 3 3 3 3 4 4 4 4 4 4 4 4 4
## [52525] 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 3 3 3 3 4 4 4 4
## [52561] 4 4 4 4 4 4 4 3 3 4 4 3 3 3 3 3 4 3 3 4 3 3 3 3 4 4 4 3 4 3 3 3 3 4 3 4
## [52597] 3 3 3 3 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 4
## [52633] 3 3 3 3 3 4 4 4 4 3 4 3 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3
## [52669] 3 3 3 3 4 3 4 4 4 4 3 2 4 3 4 4 4 2 3 3 4 4 4 3 3 3 3 3 4 3 4 4 4 4 4 4
## [52705] 4 4 3 3 4 4 4 4 3 3 4 3 3 3 3 3 3 3 4 4 4 3 4 4 4 3 4 4 4 3 4 4 4 4 4 4
## [52741] 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 4 4 4 4 4 4
## [52777] 4 4 4 4 3 4 3 4 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4 4 3 4 4 4 4 4 4 4
## [52813] 4 4 3 4 3 4 4 4 4 3 4 3 4 4 4 4 4 3 3 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4
## [52849] 3 4 4 4 4 4 4 4 4 4 4 4 4 4 2 3 2 2 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4
## [52885] 4 4 4 4 4 4 3 4 3 4 3 3 4 4 4 4 4 4 3 3 3 3 3 4 4 4 4 4 3 4 4 4 4 4 4 4
## [52921] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 4 4 4 4 4 3 3 4 4 4 4 4 4 5 4 4 4
## [52957] 5 5 5 5 5 5 5 5 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4
## [52993] 4 4 4 5 4 4 4 5 5 4 4 4 5 4 4 4 4 4 4 4 5 4 4 4 4 4 5 4 4 5 5 5 4 5 4 5
## [53029] 4 5 4 4 5 4 4 4 4 5 4 4 4 5 5 5 4 5 5 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4
## [53065] 4 4 4 4 4 4 4 4 4 5 5 4 4 4 5 4 4 4 5 4 4 4 5 4 5 5 5 5 4 5 4 5 5 4 4 4
## [53101] 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 4 4 4 4 5 5 5 5 5 5 4 4 4 4 4 5 4 4 5 5 4
## [53137] 5 5 4 4 4 5 5 4 4 4 4 4 4 4 4 5 4 4 5 4 4 4 5 4 5 4 4 4 4 4 4 5 4 5 5 5
## [53173] 5 5 5 5 5 4 4 4 4 4 5 5 4 4 4 4 4 4 4 5 4 4 5 4 4 4 5 5 5 5 5 5 4 5 5 4
## [53209] 4 4 4 4 5 5 5 5 4 4 4 5 5 4 4 4 4 4 5 5 5 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5
## [53245] 5 5 5 4 4 5 4 5 5 4 4 4 4 5 5 4 5 5 5 4 5 5 4 5 4 4 4 4 4 5 4 4 5 5 5 5
## [53281] 4 5 5 4 5 4 4 4 4 4 5 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 5 5 4
## [53317] 4 4 4 4 4 4 4 4 4 5 4 5 5 5 5 5 5 5 5 5 5 4 4 5 4 4 4 4 4 4 5 4 4 4 4 4
## [53353] 4 4 5 5 5 4 5 5 5 5 5 5 4 4 5 5 5 4 5 5 4 5 4 4 5 5 4 4 4 4 4 5 4 4 4 4
## [53389] 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 4 4 5
## [53425] 5 5 5 5 5 5 4 5 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 4 4 4 4 4 4 4
## [53461] 5 5 5 4 4 5 4 4 4 4 4 4 4 4 5 5 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [53497] 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4
## [53533] 4 4 4 4 4 4 4 4 4 5 5 5 5 4 4 5 5 5 5 5 5 4 4 5 4 4 5 4 4 4 4 4 4 5 4 4
## [53569] 5 5 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [53605] 5 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 4 5 5 5 4 2 4 4 4 4 4 4 4 4 4 4 2 2 2
## [53641] 2 2 2 2 2 4 4 2 2 2 2 4 4 2 2 4 4 4 4 4 2 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4
## [53677] 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 4 2 4 4 4
## [53713] 4 4 4 4 4 4 4 4 2 4 4 4 4 4 2 2 2 4 4 4 4 4 2 4 2 4 4 2 4 4 4 4 4 4 4 4
## [53749] 4 4 4 2 4 2 4 4 4 2 4 2 2 2 2 2 2 3 4 4 4 3 3 4 4 4 4 4 4 4 4 2 3 3 3 3
## [53785] 4 3 2 3 4 4 4 4 2 4 3 2 4 3 4 4 4 2 4 4 4 4 4 4 2 4 3 4 4 4 4 4 4 4 3 3
## [53821] 3 3 3 4 3 4 4 4 4 4 4 3 2 2 4 4 4 4 3 3 3 3 4 4 3 3 4 4 3 4 4 4 4 4 4 4
## [53857] 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4
## [53893] 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 3 3 4 4 4 2 4 4 2 4 4 4 4 4 4 4
## [53929] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 3 2 4 3 3 3 3 3 2 3 3 3 3 3 2 3 3 3
## [53965] 2 2 2 4 4 4 4 3 4 4 4 2 3 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 3 3 4 3 4 4 4
## [54001] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4
## [54037] 4 2 2 2 4 4 4 4 4 4 4 4 4 4 3 3 2 2 3 3 3 4 4 4 4 4 4 4 4 4 2 4 4 4 4 2
## [54073] 2 4 4 4 3 4 3 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 3 4 4 4 4 3 3 3
## [54109] 3 2 2 2 2 2 2 3 3 3 3 3 2 2 3 4 3 4 3 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [54145] 2 4 2 4 2 2 2 4 2 4 2 4 4 4 4 4 4 2 3 4 4 2 2 2 2 2 2 2 2 2 2 2 4 4 4 2
## [54181] 2 2 2 4 4 2 2 2 2 4 2 4 4 4 2 4 2 2 2 2 2 2 2 4 4 4 4 2 4 4 4 4 4 4 4 4
## [54217] 4 4 2 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 4 4 4 4 4 4 2 4 4 2 4 4 4 4
## [54253] 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 2 2 2 2 2 2 2 2 2 2 2 4
## [54289] 4 2 2 2 4 4 2 4 2 4 2 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4
## [54325] 4 4 4 2 4 4 4 4 4 4 4 4 4 2 4 4 2 2 2 2 2 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4
## [54361] 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 2 2 4 2 2 2 2 2 2 2 2 2 2 2 2
## [54397] 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 2
## [54433] 3 3 4 4 3 4 4 3 3 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4 4 4 2 2 3 4 4 3 4 4 4 4
## [54469] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 2 4 4 4 4 4 4 4 4
## [54505] 4 4 4 4 4 4 4 4 4 4 4 3 4 3 3 3 3 3 3 3 3 3 2 3 3 3 2 2 3 2 3 3 3 3 3 3
## [54541] 3 3 4 3 4 4 3 4 3 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [54577] 4 4 3 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4
## [54613] 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 4 4 4 3 3 4 4 4
## [54649] 3 3 3 4 4 4 4 3 3 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 3 3 4 4 4 3 3 1 3 3 3 1
## [54685] 3 3 3 3 3 1 3 3 3 4 3 4 4 3 1 1 4 3 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 4 4 4
## [54721] 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3 4 4
## [54757] 3 4 4 3 2 2 4 4 4 4 3 3 3 3 3 3 4 4 4 4 2 4 4 4 3 3 4 3 3 4 3 4 4 4 3 4
## [54793] 4 3 4 3 4 4 4 4 3 3 3 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4
## [54829] 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 3 4 3 3 3 3 4 4 4 4 4 4 4 4
## [54865] 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4 5 5 4 4 5 5 5 4 4 4 4 4 4 4 4 5 4 4 4 4 5
## [54901] 4 4 4 4 4 4 4 4 4 4 4 5 5 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 5 4 5 4 4 5
## [54937] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5 4 5
## [54973] 5 5 5 5 5 5 4 5 4 4 4 4 4 4 4 4 4 5 5 5 4 4 5 4 5 5 4 4 5 5 4 4 5 4 4 4
## [55009] 4 4 4 4 4 4 4 4 5 4 5 4 4 4 5 5 4 5 4 4 4 4 4 4 4 4 5 4 5 4 4 4 4 4 4 4
## [55045] 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 4 4 4 5 4 5 4 4 4 4 5 4 4 4 4 4 5 4
## [55081] 5 5 4 5 4 4 5 4 4 4 4 4 4 4 4 4 4 5 4 4 4 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4
## [55117] 4 4 4 4 4 5 4 4 4 4 5 4 4 4 4 4 4 4 4 5 4 4 5 4 4 4 4 4 4 5 4 5 5 5 5 5
## [55153] 5 5 4 5 4 4 4 4 4 4 4 4 4 4 5 5 5 4 5 4 4 4 4 4 5 5 4 4 5 4 4 4 4 5 4 4
## [55189] 4 4 4 4 5 5 4 4 4 4 4 4 5 5 5 5 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5
## [55225] 5 5 5 5 5 4 4 4 4 4 4 4 5 5 5 5 4 4 4 5 5 4 4 5 4 4 4 4 4 4 4 5 4 4 4 4
## [55261] 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 5 4 4 5 4 4 5 5 5 4 5 5 4 5 4 4
## [55297] 4 4 4 4 5 4 4 4 5 4 5 5 5 4 5 5 4 5 4 5 4 4 4 4 4 4 4 4 4 4 4 5 5 4 4 4
## [55333] 4 4 4 4 5 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5
## [55369] 5 5 5 5 5 5 5 5 4 5 4 4 4 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4
## [55405] 4 4 4 5 5 4 5 5 5 4 5 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [55441] 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 5 4 4 5 4 4 4 4 4 4 4 4 4
## [55477] 4 4 4 2 2 2 4 4 4 4 4 4 4 4 5 2 5 2 2 2 2 2 4 2 2 2 2 2 2 2 4 4 4 2 4 2
## [55513] 4 2 4 4 2 4 4 4 4 4 4 4 4 2 2 4 4 2 4 4 4 4 4 2 4 4 2 4 2 4 4 4 4 2 4 4
## [55549] 4 4 4 4 4 4 4 4 4 2 4 2 2 2 2 4 2 4 4 5 4 4 4 4 4 4 4 4 2 2 2 2 2 2 2 2
## [55585] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 4 4 2 4 4 2 4 2 2 2 2 4 2 2 2 2 2 2 4 2 4 4
## [55621] 4 4 2 4 4 4 4 4 4 4 4 4 4 2 2 4 4 4 4 4 4 2 4 4 2 2 4 4 4 4 4 4 2 4 4 4
## [55657] 4 4 2 4 2 4 4 4 4 4 4 4 4 2 4 4 4 2 4 4 4 2 4 4 2 4 4 4 2 2 4 2 2 2 4 2
## [55693] 2 2 5 5 5 4 4 4 4 2 2 4 2 4 2 2 4 4 2 2 2 4 2 4 4 4 2 4 4 4 2 2 4 4 2 4
## [55729] 4 2 2 2 4 4 4 2 2 2 2 4 4 4 4 5 4 4 5 2 4 4 4 4 2 2 4 4 4 4 4 4 4 5 5 2
## [55765] 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 2 2 2 2 2 2 2 4 2 2 2 2 2 2 2 2
## [55801] 2 2 4 4 4 2 2 2 4 2 4 4 2 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4
## [55837] 4 4 4 4 4 4 5 4 4 5 4 4 4 4 4 4 4 5 4 4 4 5 4 4 4 5 5 5 5 5 4 4 4 4 4 4
## [55873] 4 5 4 4 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 5 4 4 4 4 5 5 4 5 4 4 4 4 4 5 4
## [55909] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 5 5 5 5 5 5 5 5 5 5 4
## [55945] 4 4 4 4 4 5 5 4 5 4 4 5 4 4 5 4 4 5 4 5 5 4 4 4 5 4 4 4 5 5 5 4 4 5 4 4
## [55981] 4 5 4 4 4 4 4 4 4 5 5 5 5 5 5 5 4 5 5 5 4 4 5 4 5 5 4 4 4 4 4 4 4 4 5 5
## [56017] 5 5 4 4 5 4 4 4 5 4 5 4 4 4 4 4 4 5 5 5 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 5
## [56053] 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 5 4 4 5 4 4 4 4 4 4 5 5 4 5 5 5 5
## [56089] 5 4 4 5 5 5 5 4 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 4 4 4 5 4 4 5 5 4 5 5 4 4
## [56125] 4 5 4 5 4 4 4 5 4 4 4 4 4 5 5 5 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [56161] 4 4 5 5 5 5 5 5 5 5 5 4 4 4 2 2 4 2 4 4 2 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4
## [56197] 4 4 4 2 2 4 2 4 3 4 3 3 2 3 3 3 3 3 2 3 4 4 4 3 4 4 4 2 4 4 4 4 4 4 4 4
## [56233] 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 3 4 3 4 3 4 4 4 4 4 4 4
## [56269] 4 4 4 4 4 2 3 4 3 3 2 3 3 3 2 3 3 3 3 2 2 4 4 3 3 3 4 2 2 3 3 3 3 3 3 4
## [56305] 3 3 2 3 4 4 4 3 3 3 3 4 4 4 4 4 4 4 4 4 3 4 3 4 4 3 4 4 4 3 4 4 4 2 4 4
## [56341] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [56377] 4 4 4 4 4 2 4 4 2 2 2 2 4 2 3 3 4 4 4 4 3 4 4 3 4 3 4 4 4 4 4 4 4 4 4 2
## [56413] 2 2 2 2 2 2 4 4 4 4 4 3 4 4 2 4 4 4 4 4 4 2 2 4 4 4 4 4 4 4 4 2 4 4 4 4
## [56449] 4 4 4 4 2 4 4 4 2 3 2 2 2 2 3 2 2 2 2 3 4 4 4 4 4 4 3 4 4 4 2 2 4 4 4 4
## [56485] 4 2 2 2 4 4 2 2 4 2 4 2 4 3 4 4 3 4 3 3 4 4 2 4 4 4 4 3 4 4 4 3 4 2 4 4
## [56521] 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 2 2 3 3 3 3 3 3 3 3
## [56557] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4 3 3 3 4 3 4 4 4 4 4 3 4 4 4 4 4 3
## [56593] 3 3 4 4 4 4 4 3 4 4 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4 4 4 4
## [56629] 4 4 3 3 3 4 4 3 4 5 4 4 4 5 4 4 4 4 5 4 4 5 4 4 4 4 5 4 4 5 5 5 5 4 4 5
## [56665] 4 4 4 4 5 4 4 5 5 4 4 4 5 5 5 5 5 4 4 5 4 4 4 4 4 5 4 5 4 4 4 5 5 4 4 4
## [56701] 4 4 5 5 4 4 4 4 4 4 5 4 4 5 4 4 4 4 4 4 4 4 4 4 5 4 4 4 5 5 5 4 5 4 4 4
## [56737] 5 4 4 5 4 5 5 4 4 4 4 5 4 5 5 4 4 4 4 4 4 4 4 4 4 5 4 4 4 5 4 4 5 5 4 5
## [56773] 4 5 5 4 4 4 4 5 5 4 4 4 4 4 4 4 5 4 4 4 5 5 5 5 4 5 5 4 4 4 5 4 4 4 4 4
## [56809] 4 4 4 4 4 5 5 4 4 4 4 5 4 4 4 4 4 4 5 4 4 4 4 5 5 5 5 5 5 4 4 4 4 4 4 5
## [56845] 4 4 4 4 4 4 5 4 4 5 4 4 4 4 5 5 4 4 4 4 4 4 4 4 4 4 5 5 5 4 4 4 5 4 4 4
## [56881] 4 4 4 4 4 4 4 5 5 5 5 4 4 4 5 5 5 5 5 5 4 4 4 4 5 5 4 4 5 5 4 4 4 4 4 4
## [56917] 4 2 2 4 4 2 4 4 4 4 2 2 2 2 2 2 2 2 2 2 4 2 4 2 2 2 4 4 4 2 2 2 2 2 2 2
## [56953] 2 2 4 2 2 4 2 4 4 4 4 4 2 4 4 4 2 4 4 4 4 2 2 4 2 4 4 4 4 4 4 4 2 2 4 4
## [56989] 2 4 4 4 4 2 2 4 2 2 2 2 4 2 4 4 4 2 4 4 4 4 4 4 2 2 4 2 4 4 4 4 4 5 4 4
## [57025] 4 4 4 4 4 4 2 2 4 2 2 4 4 4 4 4 4 4 4 4 2 2 4 4 2 4 4 2 2 2 2 2 4 2 4 4
## [57061] 4 2 2 2 2 2 2 4 2 2 2 4 2 2 2 4 4 4 4 4 2 2 2 4 4 2 4 4 2 4 4 2 4 4 4 4
## [57097] 4 2 2 2 4 4 4 4 2 4 2 2 2 4 4 4 4 4 4 4 4 5 5 5 5 5 4 4 4 4 5 4 4 4 4 4
## [57133] 4 4 5 4 4 5 4 4 4 4 4 5 4 4 4 4 4 4 4 4 5 4 4 4 5 5 5 4 4 5 4 4 4 5 4 4
## [57169] 4 5 5 4 4 5 4 4 5 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 5 4 5 4 5 4 4 4
## [57205] 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4 5 4 5
## [57241] 4 5 4 5 5 4 5 5 4 4 4 4 4 4 5 5 4 5 4 4 4 5 5 5 4 4 4 5 4 4 4 4 4 4 4 4
## [57277] 4 4 4 4 5 4 5 5 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 5 5 5 5 5 5
## [57313] 5 5 5 5 5 4 4 5 5 4 5 5 4 5 5 5 5 4 4 4 4 4 4 4 3 3 4 3 4 4 2 4 4 4 4 4
## [57349] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 2 3 4 4 4 4 4 4 3 2 4 4
## [57385] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 3 4 2 3 4 4 3 3 4 3 3 2 2 3 3 2
## [57421] 3 2 3 3 3 2 3 4 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 3 2 2 3 4 4 4 4 4 4 4 4
## [57457] 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 2 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4
## [57493] 4 4 3 4 4 4 4 4 4 4 4 4 4 2 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [57529] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 2 2
## [57565] 3 3 2 2 3 3 3 2 2 4 4 4 3 3 4 4 3 3 3 3 4 3 4 3 4 2 4 4 4 4 4 4 4 4 4 4
## [57601] 4 4 4 4 4 2 4 4 4 4 2 4 4 4 4 4 2 2 4 2 4 2 4 4 4 2 4 4 4 4 4 4 4 4 4 4
## [57637] 4 4 4 4 4 4 2 2 2 2 2 4 4 2 4 4 2 4 4 2 4 4 4 4 4 2 2 4 4 4 4 4 2 4 4 4
## [57673] 4 4 4 4 4 4 4 2 2 4 2 4 2 4 2 2 2 2 2 2 4 2 4 4 4 4 2 4 4 4 4 4 4 4 1 4
## [57709] 3 3 4 3 4 4 4 4 4 4 4 4 3 3 3 3 3 4 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 3 3
## [57745] 1 3 3 3 3 3 3 3 3 3 4 4 4 3 3 4 4 4 3 3 4 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4
## [57781] 4 3 3 3 3 3 4 4 3 4 3 3 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [57817] 4 4 4 4 4 4 4 4 4 3 4 4 3 4 3 4 4 4 4 3 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 3
## [57853] 4 4 3 1 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 4 1 3 4 4 4 1 4 4 4 4 4 4 1 1 4 4
## [57889] 4 4 4 4 4 4 4 4 4 1 1 4 4 3 1 4 3 3 1 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 1
## [57925] 4 4 4 4 1 1 4 4 4 4 4 1 4 4 1 4 3 4 4 4 1 1 1 1 1 1 1 4 4 4 1 3 3 1 1 1
## [57961] 1 3 1 4 3 3 3 3 2 1 1 3 3 3 3 3 3 3 3 1 3 3 4 1 4 1 4 4 4 4 4 1 1 4 1 1
## [57997] 1 4 4 4 3 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 1 4 4 3 4 1 4 4 4 4 4 4 4 4 4 4
## [58033] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 4 3 4 4 4 4 3 4 4 4 4
## [58069] 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 3 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4
## [58105] 4 4 3 4 4 4 2 2 4 2 2 4 4 2 2 2 2 4 4 4 4 4 4 2 4 3 2 2 3 2 3 4 4 4 4 2
## [58141] 2 2 2 2 2 2 4 4 4 4 2 2 4 2 2 4 4 4 2 4 2 4 4 4 4 4 2 2 4 4 2 4 4 4 4 2
## [58177] 4 4 2 4 4 4 4 2 4 4 4 4 4 2 4 2 4 4 4 4 4 4 4 2 4 4 2 4 4 2 3 3 3 3 4 4
## [58213] 4 4 4 4 4 3 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 2
## [58249] 2 4 4 4 2 4 2 4 2 4 2 2 2 4 4 2 4 2 2 2 2 4 2 4 4 2 2 2 4 4 2 4 2 4 4 4
## [58285] 4 2 3 2 3 3 3 4 4 3 4 3 4 3 2 4 4 5 5 4 4 5 5 4 4 5 4 5 5 4 4 4 4 4 4 4
## [58321] 5 5 4 5 4 5 5 5 5 4 5 4 4 4 4 4 4 4 4 4 4 4 5 5 4 4 4 5 5 4 4 4 4 4 4 4
## [58357] 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 4 5 5 5 4 4 5 5 4 4
## [58393] 4 4 4 4 4 4 4 4 4 4 5 4 4 5 4 4 4 4 4 5 4 4 4 4 5 4 4 4 4 4 5 4 4 4 4 4
## [58429] 4 5 4 5 5 4 5 4 5 4 5 4 4 4 4 4 5 4 4 5 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4
## [58465] 4 4 5 4 4 4 5 4 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 5 4 4 4 4 4
## [58501] 4 4 5 4 4 4 4 4 4 4 5 4 5 4 4 5 5 4 4 4 5 4 4 4 4 4 4 5 4 4 5 5 5 5 5 5
## [58537] 5 5 4 4 5 5 5 4 4 4 5 4 5 5 5 4 4 4 4 4 4 4 4 5 4 5 5 5 5 4 4 5 4 4 4 4
## [58573] 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 5 4 4 4 4 5 5 5 5 5 5 5 5 5 5
## [58609] 5 5 5 4 4 4 4 4 4 4 4 4 5 5 4 5 4 4 4 5 5 4 4 4 4 4 5 4 4 4 4 4 4 5 4 4
## [58645] 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 4 4 4 4 4
## [58681] 4 5 5 4 4 4 4 4 4 5 4 5 4 4 4 4 5 4 5 4 5 4 5 4 4 4 4 4 4 4 4 5 4 5 4 5
## [58717] 4 4 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4 4 4 4 4 4 4 4 4 4 4
## [58753] 5 5 5 5 4 4 5 5 5 5 5 5 5 5 5 5 4 5 5 5 4 4 5 4 4 4 4 4 4 4 5 5 5 5 5 4
## [58789] 5 4 5 5 5 4 5 5 4 4 4 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 5 5
## [58825] 5 5 5 5 5 5 5 5 5 5 5 5 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 5 5 4 4
## [58861] 5 5 5 5 5 5 5 4 4 4 4 5 5 4 4 4 4 4 4 4 4 4 4 2 2 2 4 4 4 4 2 4 4 4 4 4
## [58897] 4 4 4 4 4 4 4 2 2 2 2 2 2 2 2 2 2 2 4 4 4 2 4 4 4 4 2 4 4 2 4 4 4 4 4 4
## [58933] 4 4 4 4 4 2 3 4 4 4 4 4 2 2 4 4 2 2 4 4 2 4 2 4 4 4 4 4 4 4 2 4 4 4 4 4
## [58969] 2 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2
## [59005] 4 2 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4
## [59041] 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 3 3 3 4 2 2 2 4 4 3 2 2 2 4 4 2 2
## [59077] 3 2 3 3 2 2 2 2 2 2 3 4 4 3 4 4 4 4 4 2 4 3 4 4 4 3 3 4 4 4 4 4 4 3 4 3
## [59113] 4 4 4 2 4 2 2 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4
## [59149] 4 4 4 2 4 2 4 4 4 2 2 4 2 4 4 4 2 4 4 4 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4
## [59185] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 2 2 2 2 2 4 2 3 2 2 2 3
## [59221] 4 4 4 4 2 2 2 2 2 4 4 2 4 2 2 4 2 4 4 4 2 4 2 4 4 2 4 4 4 4 4 4 4 4 4 2
## [59257] 2 4 4 4 4 2 2 2 2 4 4 4 2 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 2 3 4 4 4
## [59293] 4 4 4 4 4 2 4 2 4 4 2 2 4 2 2 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 3 4
## [59329] 4 4 3 3 4 2 4 3 4 4 4 3 4 2 4 4 4 3 4 4 4 4 3 4 4 4 4 4 3 4 4 4 4 4 4 4
## [59365] 4 4 3 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [59401] 4 4 4 4 4 3 4 3 2 4 3 3 3 3 2 3 3 4 3 3 3 4 4 3 2 4 4 3 4 4 4 3 4 4 4 4
## [59437] 4 3 3 4 4 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 2 4 4 4 4 4 4 2 4 4 4
## [59473] 4 4 4 4 4 4 2 2 4 2 4 4 2 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 2 4 5 2 4 5 5 4
## [59509] 4 4 2 4 2 5 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 2 2 4 4 4 4 4
## [59545] 4 2 4 4 4 4 4 5 4 4 4 4 4 5 4 4 4 4 4 2 2 2 4 2 2 2 2 2 2 2 2 2 4 2 2 2
## [59581] 2 2 2 2 2 2 2 2 4 2 4 4 4 4 2 2 4 2 4 2 4 4 4 4 4 4 4 4 2 4 4 2 4 2 2 2
## [59617] 4 4 4 4 4 4 4 2 4 2 2 4 2 4 2 4 4 2 4 4 4 4 2 4 4 4 4 4 4 2 2 4 4 4 4 4
## [59653] 4 4 4 4 4 4 2 2 4 2 2 2 2 4 2 2 2 2 2 2 2 2 4 2 4 4 2 4 4 4 4 4 4 4 4 4
## [59689] 4 4 2 4 4 4 4 2 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [59725] 4 4 1 4 4 3 4 4 4 4 4 4 4 4 4 3 3 4 4 3 4 4 4 4 4 1 4 4 4 1 4 4 4 3 4 4
## [59761] 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4
## [59797] 4 4 4 4 1 3 4 4 3 3 3 3 3 4 1 3 3 3 3 1 4 3 3 3 3 3 3 1 3 3 1 3 4 4 3 3
## [59833] 1 3 3 3 1 1 3 3 4 3 4 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 3 1 4 4 4 4
## [59869] 4 1 1 1 3 4 4 4 3 1 4 4 3 4 4 3 4 4 4 1 4 4 4 4 4 1 4 4 4 4 4 4 4 4 3 3
## [59905] 3 4 4 3 4 4 4 4 4 4 4 4 4 4 3 4 3 3 4 4 3 4 4 4 3 4 4 3 3 3 3 4 3 3 4 3
## [59941] 4 4 3 4 3 3 4 4 4 4 4 4 4 4 1 4 4 4 4 4 1 3 4 4 4 4 4 3 3 4 4 3 3 4 4 4
## [59977] 3 3 3 4 4 3 3 3 4 4 4 3 4 4 4 4 4 4 4 4 3 4 4 4 4 3 3 1 1 3 3 3 4 3 3 3
## [60013] 3 3 3 1 1 3 3 3 3 3 3 1 3 3 3 3 4 3 3 1 4 1 3 1 4 4 3 3 3 3 3 3 3 4 4 1
## [60049] 4 1 4 4 1 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [60085] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 3 3 4 3 4 4 3 4 4
## [60121] 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4 4 3 4 3 3 2 2 4 4 3 4 4 4 4 2 3 4 4 4
## [60157] 4 3 3 3 4 4 3 3 3 3 3 3 4 4 3 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 3 3 4 4 4
## [60193] 3 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4
## [60229] 4 4 4 4 4 4 3 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 3 4 4 4 4 4 3 4
## [60265] 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4
## [60301] 4 4 4 4 4 4 4 2 3 3 3 3 2 3 3 3 3 3 4 4 4 3 3 3 4 4 4 3 4 4 4 4 4 4 3 4
## [60337] 4 4 4 4 4 4 4 3 4 4 4 3 4 2 4 3 3 3 3 4 4 3 4 4 4 4 4 4 4 4 3 4 4 3 4 2
## [60373] 2 4 4 4 3 4 4 4 4 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3 4 3 3 3 3 3 4 3 4 3 4
## [60409] 4 3 4 4 4 4 4 4 4 4 4 4 3 3 3 4 3 4 3 3 3 3 3 4 3 3 4 3 3 4 4 4 4 3 4 4
## [60445] 4 3 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [60481] 4 4 4 4 2 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 4 4 4 4 5 4 4 4 4 4
## [60517] 4 4 4 5 4 4 4 5 4 4 4 5 4 4 4 4 4 4 4 5 5 4 5 4 5 5 4 4 4 4 5 4 5 4 5 5
## [60553] 5 5 5 5 4 5 5 4 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5
## [60589] 5 5 4 5 4 4 5 5 4 5 4 5 5 5 5 5 4 5 5 5 5 4 5 5 5 5 4 4 4 5 5 5 4 4 5 4
## [60625] 5 4 4 5 5 4 4 4 4 4 5 5 4 4 5 5 4 5 4 5 4 5 4 4 4 4 5 5 5 4 5 4 5 5 5 5
## [60661] 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 5 4 4 5 4 4 4 5 4 5 5 5 5 4 4 4 4 5 4 4 4
## [60697] 4 4 4 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4
## [60733] 5 5 4 4 4 5 5 5 4 4 5 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 5 4 5
## [60769] 4 4 4 5 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 4 5 5 5 5 4 4 4 4
## [60805] 4 5 4 5 4 5 5 4 4 4 4 4 4 4 4 4 4 5 4 4 5 5 4 4 4 4 4 4 4 4 4 4 5 5 5 4
## [60841] 4 4 4 4 4 4 5 5 4 4 4 4 4 5 4 4 4 4 4 4 5 4 4 4 5 4 4 5 4 5 4 4 4 5 5 4
## [60877] 4 4 4 4 4 5 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 4 4 4 4 4 5 4 4 4 5
## [60913] 4 4 4 4 4 4 4 5 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 4 4 5
## [60949] 5 5 4 4 5 5 5 5 5 5 5 5 4 5 4 4 4 4 4 4 5 4 5 5 5 5 5 4 5 4 4 4 5 4 4 4
## [60985] 4 5 4 4 5 5 5 5 4 4 5 4 4 4 4 4 4 5 5 4 4 5 5 5 5 4 4 4 5 4 4 4 4 4 4 4
## [61021] 4 4 4 4 4 4 4 5 5 5 5 5 5 5 4 5 5 4 5 4 4 4 4 5 5 4 5 4 4 4 4 4 4 4 4 4
## [61057] 4 4 4 4 3 4 4 4 4 4 3 3 4 4 4 4 4 2 4 4 4 4 4 4 4 4 3 3 3 3 3 3 4 4 4 4
## [61093] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4
## [61129] 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 3 3 3 3 3 2 2 2 3 3
## [61165] 3 3 3 3 3 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [61201] 2 4 3 4 4 4 4 4 4 3 3 3 3 4 4 3 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4
## [61237] 4 3 3 4 3 4 3 3 4 3 3 3 3 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3
## [61273] 4 3 3 3 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 3 4 4
## [61309] 3 4 3 4 4 4 4 3 4 4 4 3 3 4 4 3 4 4 4 3 4 3 3 4 4 4 3 4 4 4 3 4 4 3 4 4
## [61345] 3 3 3 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4
## [61381] 4 4 4 4 4 4 4 4 4 4 3 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3
## [61417] 3 3 4 4 4 4 3 4 3 4 4 3 4 4 4 3 4 3 4 4 4 4 3 4 3 3 3 3 3 3 3 3 3 3 3 3
## [61453] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4
## [61489] 3 3 3 4 4 4 4 3 3 4 3 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4
## [61525] 4 4 4 4 4 4 4 2 4 3 4 3 3 4 3 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 2 4
## [61561] 4 3 3 3 3 4 2 3 3 4 4 3 4 4 3 3 2 4 4 4 4 4 4 4 3 3 3 3 3 4 4 4 3 4 4 4
## [61597] 4 2 3 2 2 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 2 3 4 3 3 3 4 3 4 4 4 4 4 4 4
## [61633] 4 4 4 4 3 4 4 4 3 3 4 3 3 4 4 3 3 3 4 4 3 3 4 3 3 4 3 3 3 3 3 4 4 3 4 4
## [61669] 4 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 4
## [61705] 4 4 4 4 3 4 4 4 3 4 4 4 3 4 4 4 4 4 3 4 4 3 4 3 3 4 4 4 4 4 4 4 4 4 4 4
## [61741] 4 4 3 4 4 4 4 3 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 3 4 3 3 4 4 3 3 4 4 4 4 3
## [61777] 4 3 4 4 4 3 4 4 4 4 4 3 3 3 3 3 3 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [61813] 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4 3 4 4 3 4 4 4 3 3 3 4 4 4 4 3 3 3 4 4 3 4
## [61849] 4 4 3 4 3 4 3 4 4 3 3 4 4 4 3 4 4 4 4 4 4 4 3 3 4 4 3 4 4 4 4 4 4 3 3 4
## [61885] 3 4 3 3 4 4 4 3 3 4 3 4 3 4 3 3 3 4 4 4 4 4 5 5 5 4 4 5 5 5 4 4 4 4 4 5
## [61921] 5 4 5 4 5 5 5 4 5 5 5 5 4 4 4 4 4 5 5 4 5 5 5 5 5 5 5 5 5 5 4 4 4 5 5 4
## [61957] 4 5 5 5 5 4 4 4 4 4 5 5 5 5 5 5 5 5 5 4 5 5 5 5 4 5 5 4 4 4 5 4 4 5 5 5
## [61993] 5 5 5 5 5 5 5 5 5 5 5 5 4 5 5 5 5 5 5 4 5 4 5 4 5 5 5 5 4 4 4 5 5 5 4 5
## [62029] 5 4 4 5 5 5 4 4 4 4 4 4 5 5 5 5 5 4 4 4 4 4 4 5 4 4 4 4 4 5 5 5 5 4 4 4
## [62065] 5 5 5 5 4 4 5 5 5 4 5 4 4 4 5 4 5 4 4 5 4 5 4 4 4 5 5 4 5 5 5 5 5 4 4 5
## [62101] 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 5 5 5 5 5 5 4 4 4 5 4 5
## [62137] 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 5 4 5 5 5 5 5 5 5 4 4 4 5 4
## [62173] 5 5 4 5 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 4 4 5 5 5 5 5 4
## [62209] 4 5 4 4 5 5 5 5 5 5 5 5 5 5 5 4 5 5 5 4 5 5 5 5 4 4 4 5 4 4 5 4 5 5 4 4
## [62245] 5 4 4 4 4 4 5 4 4 4 4 5 4 5 5 5 5 4 5 4 5 4 5 4 4 4 4 5 5 5 5 5 5 4 4 5
## [62281] 5 5 4 4 4 4 4 4 4 5 5 5 5 4 4 5 4 4 4 4 4 5 5 5 4 5 4 5 4 4 5 5 5 5 4 4
## [62317] 4 5 5 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5
## [62353] 5 5 5 5 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 4 5 4 5 4 4
## [62389] 5 4 4 5 4 4 5 5 5 5 4 4 4 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 5 5 5 5
## [62425] 5 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 2 4 4 4 2 2 2 2
## [62461] 4 4 4 2 2 2 4 2 2 2 2 2 4 4 4 2 2 4 4 4 4 4 2 2 4 4 4 2 4 2 4 4 4 4 4 4
## [62497] 4 4 4 2 2 2 4 2 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 2 2 2 4
## [62533] 4 4 2 4 2 2 2 4 4 4 4 2 2 2 2 2 2 2 2 2 4 4 4 4 4 4 4 2 4 4 4 4 4 2 4 4
## [62569] 4 4 4 4 4 4 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4
## [62605] 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 3 4 4 4 2 3 4 4 2 4 4 4 4 4 4 4 4 4 4 4 2
## [62641] 4 4 4 4 4 4 4 4 4 2 2 2 2 4 4 4 4 4 4 4 2 2 2 4 2 4 4 4 4 4 2 4 4 4 4 4
## [62677] 2 4 4 4 4 4 4 4 4 4 4 4 3 4 4 2 4 3 4 2 4 4 3 4 4 4 2 4 3 4 2 3 2 2 3 3
## [62713] 3 2 2 2 3 3 3 2 2 2 2 2 2 2 2 2 2 2 3 2 2 2 2 2 2 3 2 2 2 2 2 2 2 3 3 3
## [62749] 2 2 2 2 2 2 2 3 3 2 2 3 3 2 3 2 3 2 2 2 3 2 2 2 2 3 2 2 2 2 3 2 2 2 3 2
## [62785] 2 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 2 3 2 2 2 2 2 4 2 2 4 2 4 4 4 4 4 4 4 4
## [62821] 4 2 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [62857] 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4 4 4 4 4 4 4 4 2 4 4 4 4 2 4 4 4 4 4 2 2 2
## [62893] 4 2 4 3 2 2 2 2 2 2 2 2 2 2 2 2 2 2 3 3 3 3 3 2 4 4 4 4 4 2 4 2 4 4 2 4
## [62929] 4 3 3 4 4 4 4 4 4 4 2 4 2 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 2
## [62965] 2 4 4 4 4 4 4 4 4 4 2 2 4 4 2 4 4 4 4 2 4 4 4 2 4 4 2 4 4 4 4 4 4 4 2 2
## [63001] 4 4 2 2 2 4 4 2 4 2 2 2 2 4 4 4 4 4 2 2 2 2 2 2 4 4 4 2 2 4 4 2 2 2 4 4
## [63037] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 4 4 4 4 2 2 2 2 3 2 2 2 2 2 4 4 3 3
## [63073] 4 4 4 4 2 4 4 4 4 4 4 4 2 4 4 2 4 4 4 2 2 2 2 2 4 4 2 4 4 4 4 4 4 3 4 4
## [63109] 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 2 4 5 4 4 4 2 2 2 2 2 4 2 5 2 2 2 2 2 4 4
## [63145] 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 4 4 4 4 4 2 2 4 4 4 4 2 2 2 2 2 4 4
## [63181] 4 2 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 2 2 2 2 2 3 2 4 4 4 4 4 4 4 4 4 4 4 2
## [63217] 4 2 4 4 4 4 2 4 2 4 4 2 2 2 2 2 2 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 3 4 4
## [63253] 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4 4 4 4 4 4 4 4 4 3 4 4 1 4 4 4 4 4 4 4
## [63289] 4 4 4 3 4 4 4 4 3 4 1 1 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [63325] 4 3 4 4 4 4 4 4 1 3 3 3 1 3 3 4 3 3 4 3 3 3 3 4 1 3 3 4 4 3 3 3 3 3 3 3
## [63361] 3 1 1 1 3 3 3 3 1 1 3 3 3 3 1 1 1 4 4 4 4 4 4 1 3 3 1 1 1 4 4 3 3 4 1 1
## [63397] 4 4 4 1 4 3 3 1 4 4 4 1 4 4 4 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 3 4 4 4 4 4
## [63433] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4
## [63469] 3 3 3 3 4 3 4 4 4 3 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4
## [63505] 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 3 3
## [63541] 3 4 3 4 4 4 4 4 4 4 1 1 4 3 4 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [63577] 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4
## [63613] 3 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 1 4 3 4 3 3 4 3 3 3 4 3 3 3 3 3 3 3
## [63649] 3 3 4 3 4 3 3 3 3 4 4 4 3 4 4 4 3 4 4 3 3 4 3 4 4 1 1 3 3 3 3 4 4 4 3 3
## [63685] 3 3 3 1 3 3 3 1 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1 1 1 1 1 1 1 1 1
## [63721] 1 3 3 1 1 1 1 3 3 3 3 3 3 3 3 1 3 3 3 3 3 3 3 3 1 3 3 3 3 3 3 3 3 1 3 3
## [63757] 3 3 3 3 3 3 4 3 1 3 3 1 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1 1 3 3 3 3 3 3 3 3
## [63793] 3 1 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 1 4 3
## [63829] 3 4 4 4 3 1 3 4 1 3 3 4 3 3 3 3 3 1 1 3 3 3 3 4 4 1 3 4 4 3 3 3 1 4 1 4
## [63865] 4 4 4 4 3 4 4 4 3 4 4 4 1 1 1 4 4 4 1 4 4 3 1 1 1 3 4 4 4 4 1 4 3 4 4 1
## [63901] 4 4 4 4 4 4 3 3 1 3 4 4 4 4 1 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [63937] 4 4 4 4 4 4 4 3 4 4 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 4
## [63973] 4 4 4 3 4 4 4 4 4 4 4 2 4 4 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4
## [64009] 3 1 4 4 4 4 4 4 4 3 3 3 3 3 3 4 4 4 3 4 3 3 3 3 3 3 3 3 4 3 3 3 3 3 3 3
## [64045] 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 1 3 3 3 4 3 1 4 4 3 3 3 4 3 3 4 4 4 4 3
## [64081] 4 4 4 4 4 4 4 1 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 3 3 3 3
## [64117] 3 3 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 3 3 4 3 3 3 4 4 4 3 4 4 4 4 4 4 3
## [64153] 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4 4 4 4 3 4 4 4 4 4
## [64189] 3 4 4 4 4 4 4 4 3 3 3 4 4 4 3 4 4 3 3 3 4 3 4 3 3 3 3 4 3 3 3 4 4 3 3 3
## [64225] 4 3 4 3 4 4 4 4 3 4 4 4 4 3 3 3 3 3 3 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 1 4
## [64261] 1 4 1 4 4 3 4 4 4 4 4 4 4 4 4 4 1 4 4 3 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [64297] 4 4 4 4 4 4 3 4 4 1 1 1 1 4 3 3 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [64333] 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4
## [64369] 4 4 4 4 1 4 1 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 4 4 4 4 3 4 1 4 4 4 4 4 4 4
## [64405] 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 1 4 4
## [64441] 4 1 4 3 1 4 4 4 1 4 4 3 4 1 3 3 4 3 4 3 4 4 1 4 4 3 4 4 4 4 3 4 1 1 1 1
## [64477] 1 1 1 3 1 4 3 4 4 1 3 3 1 1 3 1 3 3 3 3 3 1 3 3 3 3 3 3 4 1 1 3 3 4 1 3
## [64513] 1 1 1 1 3 3 3 1 1 1 1 1 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 1 3 4 4 4 4 4 4 4
## [64549] 4 4 4 1 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 1 4 3 4 4 4 3 3 4 4 4 4
## [64585] 4 4 1 4 4 4 3 4 4 4 4 4 4 4 4 1 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4
## [64621] 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 3 3 4
## [64657] 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 3 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4
## [64693] 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 3 4 3 4 4 4 4 3 4 3 3 3 3
## [64729] 3 2 2 2 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [64765] 4 4 4 4 4 4 4 4 4 3 4 4 4 3 3 3 2 3 3 3 3 3 3 4 4 4 2 3 4 4 3 4 4 4 4 4
## [64801] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4
## [64837] 3 4 3 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 3 3 3 3 3 3 4 3 2 2 3 3 4 4 4 4 4 4
## [64873] 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 4 3 2 4 3 4 4 4 4 4 4 4 4 4 4 4
## [64909] 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [64945] 4 4 4 4 4 4 3 4 4 4 3 4 4 4 3 3 3 3 3 3 3 3 4 3 3 3 3 4 3 3 3 3 3 3 3 4
## [64981] 4 4 4 3 3 3 3 3 4 4 4 4 4 4 4 4 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [65017] 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 3 3 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 3 4 4 4
## [65053] 3 4 4 3 3 3 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 3 4 4 4 3 4 4 4
## [65089] 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 2 4 3 4 4 2
## [65125] 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 4 4 4 4 4 4 4
## [65161] 3 4 4 4 4 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 4 3 3 3 3 3 4 3 3 3 4 4 3 4 3 4
## [65197] 4 3 4 3 4 4 3 3 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 3 4 4
## [65233] 4 4 4 4 4 4 4 4 4 4 3 4 3 2 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3 4 3
## [65269] 3 3 3 4 4 4 4 4 4 4 4 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4
## [65305] 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3 3 4 4 4
## [65341] 3 4 4 3 4 4 4 3 4 3 3 3 3 3 3 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4
## [65377] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 3
## [65413] 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 3 3 4 4 4
## [65449] 4 3 4 3 3 4 3 3 4 3 4 4 3 4 4 3 4 4 4 4 4 4 4 3 4 4 3 4 3 4 3 3 4 4 3 4
## [65485] 3 4 3 4 4 4 3 3 4 4 3 3 3 3 3 4 3 3 3 4 4 3 4 3 4 3 3 4 4 4 4 4 4 4 4 3
## [65521] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [65557] 3 3 3 3 3 3 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 3 3
## [65593] 3 3 3 3 3 3 3 3 3 3 1 3 3 3 3 4 3 3 3 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3 3 4
## [65629] 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [65665] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [65701] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4
## [65737] 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [65773] 4 4 4 3 4 4 3 4 4 4 3 4 4 4 4 3 4 3 4 3 4 4 4 4 3 3 3 3 3 3 3 3 4 3 3 3
## [65809] 3 3 3 3 3 3 3 3 3 3 3 3 3 4 3 3 4 3 3 3 3 2 3 3 3 3 3 3 3 3 3 4 4 4 4 4
## [65845] 3 4 4 3 4 3 4 4 4 4 4 4 4 4 4 3 4 3 4 4 3 4 4 4 3 3 3 4 4 4 4 4 3 4 4 3
## [65881] 4 3 4 3 4 4 4 3 4 4 4 4 4 3 4 1 4 4 4 4 4 3 4 4 4 1 4 4 4 4 4 4 3 4 3 4
## [65917] 4 3 3 3 3 4 4 4 4 3 4 3 4 4 4 4 3 3 3 4 4 4 4 4 4 4 4 4 4 3 1 4 3 4 4 4
## [65953] 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [65989] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 3 4 4 2 2 4 3 4 4 3 4 4
## [66025] 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 3 3 4 4 4 4 4 4 4 4
## [66061] 4 4 4 4 4 3 4 4 4 4 4 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [66097] 3 3 4 3 3 3 3 3 4 4 4 4 4 4 3 3 3 3 2 4 4 4 4 3 3 4 4 4 3 4 4 3 3 3 3 3
## [66133] 3 3 4 4 3 4 4 4 4 4 3 4 3 4 4 4 4 4 4 3 4 3 4 3 4 4 4 4 4 4 4 2 2 4 4 4
## [66169] 2 4 4 2 4 2 2 2 4 2 4 4 4 3 4 4 2 4 4 2 2 2 4 2 3 2 2 2 3 2 2 2 2 3 3 3
## [66205] 4 4 2 4 3 3 3 2 2 4 3 4 4 4 4 4 4 4 4 4 2 4 4 4 4 2 2 4 4 4 4 4 4 4 4 4
## [66241] 2 2 4 4 3 4 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 2 2 3 3 3 3 3
## [66277] 3 4 4 4 4 4 3 4 4 4 4 4 3 3 3 3 4 4 4 3 4 4 4 4 2 4 2 2 4 4 4 4 4 4 4 4
## [66313] 4 4 4 2 2 4 4 4 2 2 4 2 2 2 2 2 2 4 4 4 4 4 4 4 4 4 2 4 4 4 4 2 4 2 4 4
## [66349] 4 2 2 2 4 4 4 4 4 2 4 4 4 4 4 4 2 4 4 2 2 4 4 4 4 4 4 4 4 4 2 4 4 4 4 2
## [66385] 4 2 2 4 4 4 4 4 4 4 4 4 4 5 4 4 4 2 4 4 4 4 4 4 4 2 4 2 4 4 4 2 2 2 2 2
## [66421] 2 2 2 2 2 2 2 2 4 2 4 4 4 2 2 2 2 4 4 4 4 4 4 4 2 4 3 4 2 3 4 4 3 3 4 4
## [66457] 4 3 2 3 2 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3
## [66493] 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4 3 3 3 3 3 3 3
## [66529] 3 1 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [66565] 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 3 4
## [66601] 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4 2 2 4 4 4 2 2 2 5 2 4 2 4 2 4 2 2 2 4 4
## [66637] 4 4 2 4 4 4 4 2 4 4 2 2 2 2 2 2 2 2 4 2 2 4 4 2 4 4 4 2 4 4 2 4 4 4 3 2
## [66673] 2 4 4 4 3 3 3 4 4 4 3 4 4 4 4 3 4 4 3 3 4 4 4 4 4 4 3 3 4 4 4 4 4 4 3 4
## [66709] 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 3 4 3 4 4 3 3 4 4 3 4 3 4 4 4 3
## [66745] 4 4 3 4 4 3 4 4 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 3 4 3 3 3 4
## [66781] 4 4 3 4 3 4 4 4 4 2 4 4 4 4 4 3 4 4 4 4 3 2 2 4 4 4 4 4 4 3 4 4 4 4 4 4
## [66817] 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4
## [66853] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 3 3 4 3 3
## [66889] 4 4 3 4 4 4 2 3 3 3 3 3 3 3 3 3 3 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [66925] 3 3 3 3 3 3 3 3 3 3 3 2 3 3 3 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4
## [66961] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [66997] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 3 4 4 3 4 4 4 3 4 4 4 4 4 4
## [67033] 4 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 4 4 3 4 4 4 4 4 4 4 4 4 4 3
## [67069] 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 3 3 4 3 4 4 4 4 4 4 3
## [67105] 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4
## [67141] 2 4 4 3 4 4 4 4 4 4 4 3 3 3 3 3 3 4 3 3 3 3 4 4 4 4 3 4 4 3 4 3 4 4 4 4
## [67177] 4 3 4 4 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 3 3 3 4 3 3 4 4 4 4 4 2 4 4 3 4
## [67213] 4 4 3 4 4 4 4 4 4 4 2 2 2 2 4 2 4 4 4 2 4 4 2 4 3 2 4 4 2 4 4 4 4 4 4 2
## [67249] 4 4 4 4 4 2 2 2 3 3 4 2 4 4 2 3 3 2 4 4 4 3 4 4 4 4 4 4 4 4 2 3 2 4 4 4
## [67285] 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 4 4 3 4 4 3 4 4 4 4 4 4 4 4
## [67321] 4 4 4 4 3 3 4 3 4 2 3 4 4 3 4 3 4 4 3 4 4 4 4 3 4 4 3 3 3 3 3 1 3 3 4 1
## [67357] 4 3 3 4 1 4 1 4 3 4 1 4 4 4 4 3 3 4 4 4 4 4 3 3 3 3 3 4 4 4 3 4 4 3 4 4
## [67393] 4 4 4 3 4 4 3 3 3 4 4 4 4 4 3 3 4 3 3 3 3 3 3 3 3 4 4 4 3 4 4 5 4 4 5 4
## [67429] 4 4 4 4 4 5 5 5 4 4 4 5 4 5 4 4 4 4 4 4 4 5 5 5 4 5 4 4 4 5 5 4 4 5 5 5
## [67465] 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 4 5 4 5 5 5 4 4 4 4 4 4 4 4 4 5 4 4 4 4
## [67501] 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 5 5 5 5 5 4 4 4 4 5 5 5 5 5 4
## [67537] 5 5 4 4 5 4 4 4 4 4 5 4 4 4 4 4 4 4 4 5 4 5 4 4 5 5 5 5 5 5 5 5 5 5 5 5
## [67573] 5 5 5 5 5 5 5 4 4 4 4 5 4 5 5 5 4 4 5 5 5 4 5 4 4 4 4 4 5 5 5 5 5 4 4 4
## [67609] 5 5 4 4 4 4 5 4 4 4 4 4 5 5 5 5 4 4 4 4 4 4 4 4 4 5 5 4 5 5 5 5 5 5 4 5
## [67645] 4 4 4 5 4 4 4 5 5 4 4 4 5 4 4 4 4 4 4 4 5 4 4 5 5 4 5 4 4 5 4 4 5 5 5 5
## [67681] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 5 5 4 5 5 5 4 5 5 5 5 4 4 5 5 4 5 4 4 5 5
## [67717] 4 4 5 4 4 4 4 4 4 5 5 5 4 4 4 5 5 5 5 4 4 4 4 5 4 5 5 4 4 4 5 4 4 4 4 4
## [67753] 4 4 4 4 4 4 5 5 4 5 5 5 4 4 5 5 5 5 5 4 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4
## [67789] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4 4 5 5 5 4 4 5 5 5 5 5 5 5 5 5 5
## [67825] 4 5 4 4 4 4 4 5 4 4 4 4 4 4 5 5 5 4 5 4 4 4 5 5 5 5 4 5 4 4 4 4 4 4 4 5
## [67861] 5 5 5 4 4 4 4 4 5 4 4 4 4 5 4 5 4 4 4 4 4 4 4 4 4 5 4 4 4 5 5 5 4 4 4 4
## [67897] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 4 5 5 5 4 4 4 4 4 5 5 5 4 4 5 5 4 4
## [67933] 4 4 4 4 4 5 5 4 4 4 4 4 4 4 4 4 4 5 5 5 4 4 5 5 4 4 5 5 5 5 5 5 4 4 5 4
## [67969] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4
## [68005] 4 5 5 5 5 4 4 4 4 4 5 4 4 4 4 4 4 4 5 5 5 5 4 4 5 5 4 5 5 4 5 5 5 5 4 4
## [68041] 4 4 4 4 4 4 5 5 5 4 4 4 4 4 4 5 4 4 4 4 4 4 5 4 4 4 5 4 4 4 4 4 4 5 5 4
## [68077] 5 5 5 4 5 5 5 5 5 5 5 4 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 5
## [68113] 5 5 4 5 4 4 4 4 4 4 4 4 4 4 4 5 5 4 4 4 4 4 5 5 4 4 4 4 4 4 5 4 4 5 5 4
## [68149] 4 4 5 4 4 4 4 4 5 4 4 4 5 5 4 4 4 5 5 5 5 5 4 5 5 5 5 5 5 5 5 5 5 5 4 4
## [68185] 5 4 4 4 4 4 4 5 5 4 5 5 5 5 4 5 5 5 4 5 5 4 4 5 4 4 5 5 4 4 4 4 4 4 4 4
## [68221] 4 4 4 4 4 4 4 4 4 4 5 4 5 4 4 4 4 4 4 5 4 4 4 4 4 4 4 5 4 4 5 4 4 4 4 4
## [68257] 4 4 4 4 4 4 4 4 4 4 4 5 4 5 5 4 5 4 4 5 5 5 5 5 5 5 4 5 4 4 5 4 4 4 4 4
## [68293] 5 4 5 5 4 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 5 4 5 4 4 4 4 4 4 4
## [68329] 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5
## [68365] 5 4 5 5 5 5 4 5 5 4 5 5 5 5 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4
## [68401] 5 5 4 4 4 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 4 4 4 5 4 4 4
## [68437] 4 4 4 4 5 4 4 4 4 4 5 4 4 4 4 4 4 4 5 4 4 4 5 4 4 5 4 5 5 5 5 5 5 5 5 5
## [68473] 5 5 5 4 4 5 5 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 5 5 5 4 4 4 4 4 4 5 5
## [68509] 5 5 5 5 5 5 5 5 5 4 5 5 5 5 5 4 4 4 5 5 5 5 5 5 4 5 4 5 5 5 5 4 4 4 5 4
## [68545] 5 4 5 4 4 4 4 4 4 4 5 5 5 4 5 4 5 5 5 4 4 5 4 4 4 4 4 5 4 4 4 4 5 4 4 5
## [68581] 4 4 4 5 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4 5 4 4 4 4 5 5 4 5
## [68617] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 4 5 5 4 4 4 4 4 4 4
## [68653] 4 4 4 4 4 4 4 4 4 4 5 4 4 5 5 5 5 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4
## [68689] 4 4 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [68725] 5 4 4 4 4 4 4 4 4 4 4 5 5 4 5 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5
## [68761] 5 4 5 5 4 4 5 4 5 5 4 5 4 4 4 5 5 5 5 4 5 4 5 4 5 4 5 5 5 5 5 5 5 5 5 5
## [68797] 5 5 5 5 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 4 4 4 4 5 5 4 5 4 4 4 4 4 4 4 4
## [68833] 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4 4 4 4 4 4
## [68869] 2 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 2 4 4 4 2 4 4 2 2 4 4 4 4 4 4 4 4
## [68905] 4 4 4 4 4 4 4 4 4 4 4 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [68941] 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4
## [68977] 4 4 4 4 4 2 4 2 2 2 4 2 2 4 2 4 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [69013] 2 2 2 2 2 2 2 2 4 4 4 4 4 2 4 4 4 4 2 4 4 4 4 4 4 4 2 2 2 2 4 2 4 4 4 4
## [69049] 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5 4 5
## [69085] 4 5 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 4 5 5 5 4 4 5 5 4 4 4 4 5 4 4 5 4 4 4
## [69121] 4 5 4 5 5 4 5 4 4 4 4 4 5 4 5 4 4 4 4 4 4 5 4 4 4 4 4 5 4 4 4 4 4 4 4 4
## [69157] 4 5 4 5 4 4 4 4 4 4 4 5 4 4 4 4 5 4 4 5 4 5 5 5 5 5 4 5 5 5 4 5 5 5 4 4
## [69193] 4 4 5 4 4 4 4 4 4 5 5 5 4 4 4 4 4 4 4 4 4 5 4 4 4 5 4 4 5 5 4 4 5 5 5 5
## [69229] 5 5 5 4 4 4 4 4 4 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [69265] 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 5 4 4 4 4 5 4 4 4 4 4 4 4 4 5 4 5 5
## [69301] 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5
## [69337] 4 4 4 4 4 5 4 4 5 4 4 4 4 5 5 5 5 5 5 5 5 4 4 5 4 4 4 4 4 4 5 5 5 4 5 4
## [69373] 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5
## [69409] 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 4 5 5 5 5 5 4 4 4 4 4 4 4
## [69445] 4 4 4 4 5 4 4 4 4 4 4 4 5 4 5 4 4 5 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 5 4 4
## [69481] 5 4 4 4 4 4 4 4 5 4 5 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 4 4 4 4 5 5
## [69517] 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 5 4 4 4 5 4 4 4 4 4
## [69553] 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 5 5 5 5 4 5 5 5 4 4 4 5 4 4 4 4
## [69589] 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 4 4 4 4 4 4 4 4 2 4 2 4 4 4 4 4 4 4
## [69625] 4 4 4 4 4 4 4 2 4 4 4 4 4 4 2 2 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4
## [69661] 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4
## [69697] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2
## [69733] 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 3 4 4 4
## [69769] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4
## [69805] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 2 2 2 2 2 3 4 2 3 3 2 3 2 2
## [69841] 2 2 2 2 3 4 2 2 2 2 2 4 2 3 2 2 3 2 3 2 2 2 3 2 2 4 2 3 3 3 3 3 3 3 3 2
## [69877] 2 2 2 2 3 3 3 2 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 3 4 2 2 3 4 2 2 4 2 4
## [69913] 2 4 2 3 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 2 4 3 4 4 4 4 4 4 3 4 4 4 4 2
## [69949] 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 2
## [69985] 4 4 2 4 2 2 4 4 4 4 4 4 4 4 2 4 4 4 4 2 2 2 2 2 4 4 4 4 4 4 4 4 4 4 4 2
## [70021] 4 4 4 4 2 4 4 2 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [70057] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 2 2 2 2 2 2 2 4 2 2 2 2 2 2 2 2
## [70093] 2 2 2 2 4 4 4 4 4 4 4 4 2 2 2 2 2 4 2 2 2 4 4 2 2 4 2 4 4 4 4 4 4 4 4 2
## [70129] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 2 4 4 4 4 4 2 4 4 4
## [70165] 4 4 4 2 4 4 2 4 2 4 4 4 2 2 2 2 2 2 4 2 2 2 2 4 4 4 4 4 2 4 4 4 4 4 2 2
## [70201] 2 4 4 2 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 2
## [70237] 4 4 4 4 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 2 4 4 2 2 2 2 2 2 4 4 4
## [70273] 4 2 2 4 4 2 4 4 4 2 4 4 4 4 2 2 4 4 4 4 4 4 4 4 4 4 2 2 2 2 4 4 4 4 4 4
## [70309] 4 4 2 4 4 4 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [70345] 2 2 2 2 2 2 2 4 2 2 2 2 2 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 4 5
## [70381] 4 5 4 4 4 4 5 4 5 5 4 4 4 4 4 4 4 4 5 4 4 5 4 5 5 4 4 5 5 5 5 5 5 5 4 4
## [70417] 4 4 4 4 4 4 5 4 5 5 5 4 4 5 4 4 5 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 5 5
## [70453] 5 4 5 4 4 4 4 4 5 4 4 4 5 4 4 4 4 4 4 4 5 5 4 4 4 4 5 4 5 4 4 4 4 4 4 4
## [70489] 5 5 5 4 5 5 4 5 5 4 5 4 4 4 5 5 5 5 5 5 5 5 4 4 4 4 5 4 5 4 5 4 5 5 4 4
## [70525] 5 4 5 4 4 4 5 5 5 5 4 4 5 4 4 4 5 4 4 4 4 5 4 5 4 4 4 5 4 4 5 5 5 5 4 4
## [70561] 5 5 5 5 5 5 5 4 4 4 4 5 4 5 4 5 5 4 5 4 5 4 5 4 5 5 5 5 5 4 4 5 5 5 5 5
## [70597] 4 5 4 4 4 5 4 4 4 4 4 4 5 4 4 4 5 4 4 5 5 4 5 5 5 5 4 5 4 4 4 5 5 4 4 5
## [70633] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 5 5 4 5 4 5 5 5 4 5 5 4 4 4 4 4 4 4 4 4
## [70669] 4 4 4 4 4 5 4 4 4 5 4 5 4 5 4 4 4 4 4 5 4 4 4 4 4 4 4 5 4 4 4 4 5 4 5 5
## [70705] 5 5 4 4 4 5 4 4 4 5 5 4 4 4 4 4 4 4 5 5 4 5 4 4 4 4 4 4 5 5 5 4 4 4 4 4
## [70741] 5 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 5 4 4 4 4 4 4 5 4
## [70777] 4 4 5 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 5 5 5 4 5 5 5 4 4 5 4 4 5 4 4 5 5 5
## [70813] 5 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [70849] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 4 5 4 5 4 4 5 4 5 4 4 5 5 4 4 4 4 4
## [70885] 4 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 5 4 4 4 4 5 4 4
## [70921] 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 4 5 4 4 4 4 4 4 4 4 4 4
## [70957] 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 5 4 4 4 4 4 5 4 4 4 4 4 4 5
## [70993] 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 4 5
## [71029] 4 5 5 5 5 5 5 5 5 5 5 5 5 4 5 5 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4
## [71065] 5 5 5 5 5 5 5 4 4 4 5 5 5 5 5 5 4 4 4 4 4 4 4 5 4 4 5 5 5 4 4 4 4 4 4 4
## [71101] 5 5 5 4 4 4 5 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5
## [71137] 5 4 5 5 4 4 5 5 5 5 5 5 5 5 4 4 4 4 4 5 4 4 4 4 4 4 4 5 4 5 4 4 4 4 4 4
## [71173] 5 4 4 4 5 5 5 4 5 5 5 5 5 4 4 4 5 5 5 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [71209] 5 5 5 4 4 4 5 5 5 5 4 5 4 4 5 4 4 4 4 4 4 5 5 4 5 5 4 4 4 4 4 4 5 4 4 5
## [71245] 5 5 4 4 4 4 4 4 5 4 4 4 5 4 5 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4
## [71281] 4 4 5 5 4 4 4 5 5 4 4 5 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [71317] 5 5 4 4 4 5 4 5 5 5 4 5 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [71353] 4 4 4 4 4 5 5 5 4 4 4 4 4 4 5 5 4 4 4 5 4 4 4 4 4 5 4 4 4 4 4 5 5 5 5 4
## [71389] 4 4 4 4 4 4 4 4 4 4 4 5 5 4 5 5 5 4 5 5 5 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5
## [71425] 5 5 4 4 4 4 4 4 5 5 5 5 4 4 4 5 4 5 4 4 4 4 4 4 4 4 4 5 5 5 4 5 5 5 5 5
## [71461] 4 5 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4
## [71497] 5 4 4 4 5 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 4 5 5 5 5 5 5 5 5 4 4 5 4
## [71533] 5 4 5 4 4 4 5 4 4 4 4 4 5 4 4 4 4 4 5 4 4 4 4 4 4 4 5 5 5 5 5 4 4 4 4 5
## [71569] 5 5 4 5 4 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4 4 4 4
## [71605] 4 5 5 5 4 4 4 4 5 5 5 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 4 4
## [71641] 4 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 4 4 4 4 4 4 4 4 5
## [71677] 4 4 4 4 5 4 5 4 5 4 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [71713] 4 4 4 4 5 5 4 5 5 5 5 5 4 5 5 5 5 4 5 5 5 5 4 5 5 5 4 5 5 5 4 5 5 5 5 5
## [71749] 4 4 4 4 4 4 5 4 5 4 4 4 4 4 4 5 4 4 5 4 5 4 5 5 5 5 5 5 5 4 5 4 4 5 4 5
## [71785] 4 5 4 4 5 5 5 4 4 5 5 5 4 4 4 5 5 5 4 4 4 4 4 4 4 4 4 5 5 5 5 5 4 5 4 5
## [71821] 5 4 4 4 5 5 4 4 5 5 4 5 4 5 4 5 5 5 4 4 5 5 5 5 5 5 5 4 5 5 4 5 5 5 4 4
## [71857] 4 4 5 4 5 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 5 4 5 4 4 4 5 4 4 4
## [71893] 4 4 5 4 4 4 4 4 4 5 5 4 4 4 4 5 4 4 5 4 4 4 5 4 4 5 4 4 4 5 5 5 4 5 4 4
## [71929] 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5 5 5
## [71965] 5 5 5 5 5 4 4 4 5 5 4 4 4 5 4 4 4 4 4 2 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4
## [72001] 4 2 4 4 4 2 4 4 4 4 4 2 4 4 4 4 4 2 4 2 2 2 4 4 4 2 2 2 2 2 2 2 4 4 4 4
## [72037] 4 4 4 2 2 4 2 4 2 2 4 4 4 2 4 4 4 2 4 4 4 4 4 4 4 4 4 2 4 4 2 4 4 4 4 4
## [72073] 4 4 3 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4
## [72109] 3 2 4 2 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 2 3 4 3 2 4 3 4 4 3 2 4 2 3
## [72145] 2 2 3 2 2 4 3 3 3 3 2 4 2 4 4 3 2 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [72181] 4 4 2 4 4 3 4 3 4 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 3 4 4 4 4
## [72217] 4 4 4 4 3 4 3 3 4 4 3 3 4 3 3 3 3 3 3 3 3 3 3 4 4 3 3 3 4 4 4 4 4 3 3 4
## [72253] 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 1 3 4 4 4 4 4 4 4 4 4
## [72289] 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 3
## [72325] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 3 3 3 3 3 3 3 3 4 4 3 3
## [72361] 3 3 3 4 4 3 4 4 4 4 4 4 4 3 3 4 3 3 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4
## [72397] 3 4 4 3 3 4 3 3 3 4 3 3 4 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4
## [72433] 4 4 3 1 4 4 4 3 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4
## [72469] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 3 3 4 4 3 4 4 4 1 4 1 3
## [72505] 1 4 4 1 3 1 1 1 1 1 3 1 4 1 3 3 4 4 4 4 4 4 4 1 4 1 1 1 4 4 4 4 4 4 1 4
## [72541] 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4
## [72577] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 3 3 3 3 3 3 3 4 4 4 4 4 3 3 4 4 4 4 4
## [72613] 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 3 4 4 4 4
## [72649] 4 3 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 1 3 1 1 1 4 3 3 3 3 1 4 1
## [72685] 1 3 4 3 3 3 3 3 3 1 1 1 1 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 4 3
## [72721] 3 3 3 3 3 3 3 3 3 4 4 4 2 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4
## [72757] 4 4 4 4 4 4 4 4 4 4 4 3 2 4 4 4 3 2 3 3 2 2 3 3 4 4 4 3 4 4 4 4 4 4 4 4
## [72793] 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 2 2 4 4 4 4 4 4 4 2 4 2 2 2 2 2 4 2
## [72829] 3 2 4 2 4 4 2 2 2 2 4 4 4 5 5 4 5 5 5 4 4 5 5 5 4 4 4 4 5 5 5 5 5 4 5 5
## [72865] 5 5 5 5 4 5 5 5 4 5 5 4 4 5 5 5 5 4 4 4 4 4 4 5 5 4 5 4 4 4 5 4 4 4 4 5
## [72901] 5 4 5 4 4 4 4 4 5 4 4 4 4 4 4 5 4 5 4 4 4 4 5 4 4 5 4 4 4 4 5 4 4 5 5 5
## [72937] 5 5 5 5 5 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 5 4 5 4 4 4
## [72973] 4 4 4 4 4 4 4 4 5 5 4 4 5 4 4 4 4 4 4 4 4 5 5 4 5 4 4 4 5 4 5 4 4 4 4 5
## [73009] 4 4 4 5 4 5 5 4 4 5 4 4 4 4 4 4 5 5 5 4 5 5 4 5 5 4 4 4 5 5 5 5 5 5 5 5
## [73045] 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 4 4 4 4 4 5 5 4 4 4 5 5 5 5 4 4 4 4 4 4 4
## [73081] 5 4 4 4 4 4 4 4 4 5 5 5 5 4 4 5 4 4 5 5 5 4 4 5 5 5 4 4 4 5 4 4 5 4 4 4
## [73117] 4 4 4 4 4 4 4 5 4 5 5 4 5 4 4 4 4 4 4 4 4 4 5 4 5 4 5 5 5 5 5 5 5 5 5 5
## [73153] 5 5 5 5 5 5 5 4 4 4 4 5 4 4 5 4 5 5 5 5 5 5 4 4 4 4 5 4 4 5 4 5 4 4 4 4
## [73189] 4 4 4 4 4 4 5 5 5 4 5 5 4 4 4 5 4 4 4 4 4 4 4 5 4 4 4 4 5 5 5 5 5 4 4 4
## [73225] 4 5 5 5 5 5 5 5 5 5 5 5 4 5 5 5 5 5 5 5 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4
## [73261] 5 4 5 4 4 4 4 4 4 4 5 5 4 4 4 5 4 4 5 5 5 5 5 5 5 5 5 5 4 4 4 5 4 4 4 5
## [73297] 5 5 5 5 5 5 5 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 4 4 4 4
## [73333] 5 5 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 5 5 5 5 5
## [73369] 4 5 4 4 4 4 4 5 5 4 4 4 4 4 4 4 5 4 4 4 4 5 4 4 5 4 4 4 4 5 5 4 4 4 5 4
## [73405] 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 4 4 4 4 4 5 5 5 5 5 4 4 4 4 4 4 4 4 4
## [73441] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 2 2 4 4 4 2 4 4 4 4 4 4
## [73477] 2 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 2 2 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4
## [73513] 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4
## [73549] 4 4 2 2 4 4 4 4 4 4 2 2 4 2 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [73585] 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4
## [73621] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4
## [73657] 4 4 3 4 4 4 4 2 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [73693] 4 2 4 4 4 2 4 2 4 4 2 2 2 2 4 2 2 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4
## [73729] 4 4 4 4 4 2 2 4 4 2 2 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 2 4 3 2 3 2 4
## [73765] 3 2 4 4 2 4 2 4 2 3 3 2 2 2 3 3 2 2 2 3 2 2 3 2 3 3 2 2 3 2 2 2 3 3 2 2
## [73801] 3 3 2 3 3 2 3 2 3 2 3 3 2 3 3 3 2 2 2 3 3 3 3 2 2 3 2 3 3 3 3 3 2 2 2 2
## [73837] 3 3 3 3 3 2 3 4 4 4 4 4 3 3 4 3 4 4 4 4 4 4 4 2 4 4 4 4 4 2 4 4 4 4 4 3
## [73873] 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4
## [73909] 4 4 4 4 4 4 4 4 4 4 4 4 4 2 3 4 4 4 4 3 4 3 3 3 2 3 2 2 2 3 3 3 3 3 2 3
## [73945] 3 2 3 3 4 4 3 4 3 4 3 3 3 3 4 3 3 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4
## [73981] 4 4 4 4 3 4 4 4 3 4 4 3 3 4 3 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [74017] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4
## [74053] 4 4 4 4 2 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4
## [74089] 4 4 4 4 4 4 2 4 4 4 4 4 4 4 2 4 4 4 2 2 2 4 2 2 2 2 2 2 2 2 2 4 2 4 2 2
## [74125] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4 4 4 4 4 4 4 4 4 4 2 4 4 2 2 4 2 2
## [74161] 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4 2 4 4
## [74197] 4 4 2 2 2 2 2 2 2 2 2 2 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 2 4 4 2 4 4
## [74233] 4 4 5 2 2 4 2 4 4 5 4 4 5 2 4 5 2 4 4 4 2 2 2 4 4 4 4 4 4 4 2 4 4 4 2 2
## [74269] 4 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 2 2 2 5 2 2 2 2 2 4 4 4 4 2 4 4 4
## [74305] 4 4 2 4 2 4 4 2 4 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2
## [74341] 4 4 4 4 4 2 2 2 2 4 4 4 4 4 4 4 2 4 4 2 4 4 4 4 4 4 4 2 4 4 4 4 4 4 2 4
## [74377] 4 4 4 4 4 4 2 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4 4 4 2 4 4 4 4 4 2
## [74413] 2 2 4 2 2 2 2 2 4 4 2 2 2 2 2 2 4 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 4 2
## [74449] 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2
## [74485] 2 2 4 2 2 2 2 2 2 2 2 4 4 4 2 4 2 4 4 4 4 2 4 4 4 4 4 2 4 4 2 4 4 4 4 4
## [74521] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 2 4 4 4 4 2 2 4 4 4 4 4 4 4 2 4 4 4
## [74557] 4 4 4 2 4 2 4 4 2 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 2
## [74593] 2 2 2 2 2 2 2 2 4 2 4 4 2 4 4 4 4 2 2 2 2 2 2 2 2 2 2 4 2 2 2 2 2 2 2 2
## [74629] 2 4 2 2 2 2 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 2 2 2 2 2 4
## [74665] 4 2 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 4 5 5 4 4 5 5 5 5 4 4 5 4 4
## [74701] 5 4 4 4 4 4 4 4 4 4 5 5 5 5 5 4 5 5 4 4 4 4 5 4 4 4 4 4 5 4 4 4 5 4 4 4
## [74737] 5 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 4 5 4 4 5 5 4 5 5 5 5 5 5 5 5 5 5 5 4
## [74773] 4 4 4 4 4 4 4 4 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3
## [74809] 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 3 3 4
## [74845] 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 1 1 1 3 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [74881] 4 4 4 4 1 4 4 4 4 3 3 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [74917] 4 3 4 4 4 3 4 4 4 4 4 4 1 4 4 4 3 3 1 4 4 4 4 4 3 1 4 4 4 1 4 4 4 4 4 3
## [74953] 4 4 3 4 4 4 4 4 3 4 4 4 4 4 3 3 4 4 4 4 4 3 1 1 4 4 1 1 4 4 1 4 4 4 4 4
## [74989] 4 3 4 4 4 4 1 4 4 4 4 4 1 4 4 4 4 4 1 4 4 1 3 4 4 1 4 4 4 4 4 1 4 3 4 4
## [75025] 4 3 3 4 4 4 4 4 4 1 4 4 1 4 4 3 4 4 4 4 1 4 4 1 4 3 4 4 4 4 1 4 4 4 4 4
## [75061] 4 4 4 4 3 4 4 4 4 3 4 3 4 4 4 4 4 4 3 4 4 4 1 4 4 4 3 4 4 4 4 4 4 3 4 4
## [75097] 4 4 1 4 4 4 4 1 3 4 4 4 4 4 4 4 3 3 3 4 3 4 3 4 4 4 4 1 4 1 1 4 4 1 4 3
## [75133] 4 4 4 3 3 1 4 3 4 3 1 3 1 1 3 1 4 4 4 4 3 4 3 4 4 4 4 3 3 3 3 4 4 4 4 4
## [75169] 1 1 4 4 3 1 4 1 3 4 4 4 4 4 4 1 4 1 1 4 1 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4
## [75205] 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4
## [75241] 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 4 4 4 4 4 4 3 3 4 1 4 4 4
## [75277] 4 4 4 4 1 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 1 1 4 1 3 1 4 4 4 4 4 4 4 4 4 4
## [75313] 4 4 4 1 1 4 4 1 4 4 3 4 4 1 4 4 4 1 4 4 4 4 1 4 4 4 4 3 3 3 3 3 3 3 3 1
## [75349] 1 1 1 3 1 1 3 3 1 3 1 1 3 1 3 1 1 3 4 1 3 3 4 1 1 1 4 1 1 3 1 1 1 3 1 3
## [75385] 1 1 1 1 1 1 1 1 1 1 1 4 4 4 1 1 1 1 1 1 1 1 1 1 3 3 3 3 3 4 3 3 4 1 1 4
## [75421] 3 1 1 3 3 3 1 1 3 1 4 1 1 1 1 3 4 3 3 3 3 1 1 1 1 1 3 3 3 1 1 1 1 1 3 3
## [75457] 1 1 1 4 1 3 1 1 1 1 3 3 1 1 1 3 1 4 3 3 3 1 1 1 1 4 1 4 1 1 1 1 1 1 1 3
## [75493] 3 3 1 1 1 1 3 1 1 1 1 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4
## [75529] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [75565] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 3 3 1 1 3 1 1 1 1 1 1 1 1 1 1 1
## [75601] 1 1 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 1 1 4 4 4 1 4
## [75637] 4 4 4 4 4 4 4 4 3 4 4 1 4 4 3 4 4 1 4 4 4 4 4 4 4 4 4 4 1 1 4 4 4 4 4 4
## [75673] 4 4 4 1 4 4 4 3 3 4 3 4 4 4 4 4 4 4 3 3 1 4 4 4 4 1 4 4 4 4 4 3 4 4 4 4
## [75709] 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [75745] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 3 4 4 4 3 4 4 4
## [75781] 4 4 4 4 4 3 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4
## [75817] 4 4 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 3 4 4 3 4 4 4 4 4 4 4 4
## [75853] 4 4 4 4 4 4 2 2 2 4 4 4 4 4 4 2 2 4 4 4 2 4 4 2 4 4 4 2 4 4 4 4 4 2 4 4
## [75889] 2 2 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 2 4 4 2 2 2 2 2 2 2 2 2 2 4 2 4 4 4 2
## [75925] 4 4 4 4 4 4 4 4 3 4 4 3 4 4 4 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 3 4 3 4
## [75961] 4 4 3 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 3 3 4 4 4 4 4 4 4 4 4 3 4 4 3 3 4
## [75997] 4 4 4 4 4 4 4 4 4 4 4 3 4 3 3 4 4 4 3 3 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 3
## [76033] 4 4 3 4 4 3 4 4 4 4 3 3 3 4 3 3 3 4 4 4 4 4 4 3 4 4 3 4 4 4 3 3 3 3 3 3
## [76069] 3 3 3 3 3 3 3 3 1 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [76105] 3 4 3 3 3 3 3 3 4 4 4 4 4 4 4 3 4 4 3 4 4 4 4 3 3 3 4 4 3 4 4 4 4 4 4 3
## [76141] 3 2 4 3 4 3 4 3 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 2 2 4 2 2 2 2 2
## [76177] 2 2 4 4 4 4 4 4 2 4 4 4 4 2 4 4 2 2 2 4 2 2 2 4 4 4 2 4 4 2 4 4 4 2 2 2
## [76213] 2 2 2 2 2 2 2 2 2 2 2 2 4 4 4 4 4 2 2 4 4 4 4 4 4 4 4 4 4 2 2 2 2 4 4 4
## [76249] 2 4 4 4 4 5 5 5 5 5 5 5 5 5 4 5 5 4 4 4 5 5 5 5 5 5 5 5 5 5 4 4 4 5 4 4
## [76285] 5 4 4 4 5 4 4 4 5 5 4 4 4 4 4 4 5 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 4 5
## [76321] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4
## [76357] 5 4 4 4 4 5 4 4 4 4 4 4 4 5 4 5 5 5 5 5 5 5 5 4 5 4 4 4 4 4 4 4 4 4 4 4
## [76393] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 5 5
## [76429] 4 4 4 4 5 5 4 4 4 5 4 4 4 4 4 4 5 4 4 2 4 4 3 4 4 4 4 4 4 4 2 4 4 3 4 4
## [76465] 4 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4
## [76501] 4 4 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [76537] 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 4 3 3 3 3
## [76573] 4 3 4 1 3 3 3 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [76609] 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 1 4 4 4 4 4
## [76645] 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 3 4 4 4 4 3 3 3 3 1 1
## [76681] 3 3 3 3 1 3 3 3 4 1 1 4 4 4 3 4 3 3 4 4 3 4 1 4 4 4 4 3 4 4 4 4 4 4 4 4
## [76717] 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [76753] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4
## [76789] 4 4 4 4 4 3 4 1 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [76825] 4 4 3 4 4 3 4 3 4 4 4 3 1 3 3 1 3 3 3 1 1 3 3 3 3 1 3 3 3 3 3 3 3 3 3 3
## [76861] 3 3 1 1 1 3 3 4 4 4 4 4 1 3 3 3 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4
## [76897] 3 3 4 3 4 4 4 3 1 4 1 3 4 4 4 4 4 1 4 4 4 4 4 1 3 4 4 4 4 4 4 4 4 4 4 4
## [76933] 4 4 4 4 4 4 2 4 4 4 2 4 4 4 4 4 4 4 2 2 4 4 4 2 2 2 2 4 4 4 4 4 2 4 4 4
## [76969] 4 4 4 4 4 2 4 2 4 2 2 2 2 2 2 4 2 2 2 4 4 2 2 2 4 4 2 4 4 4 4 4 4 4 4 4
## [77005] 4 4 4 4 4 4 4 4 4 4 1 1 3 4 4 4 4 4 4 4 4 3 4 1 4 4 4 4 4 4 1 4 4 4 4 4
## [77041] 4 4 4 4 4 1 1 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 3 4 4 4
## [77077] 4 4 3 4 4 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3
## [77113] 3 4 4 1 4 4 3 4 4 4 4 4 4 4 4 1 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4
## [77149] 4 3 4 3 4 4 4 3 4 4 4 4 3 4 4 4 4 3 3 3 4 3 4 3 4 4 4 1 3 4 4 4 4 4 4 4
## [77185] 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 3 3 4 4 4 4 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4
## [77221] 4 4 3 4 4 1 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 4 4 3 4 4 4 3 4 4 4 4 4 3
## [77257] 4 4 4 3 4 4 3 4 4 3 3 3 3 1 3 3 4 3 3 3 1 3 3 3 3 3 3 3 1 3 1 1 3 1 4 1
## [77293] 3 1 3 3 3 3 1 3 1 1 1 1 1 1 1 1 1 3 3 3 3 4 3 4 1 1 3 3 1 1 3 1 3 3 3 3
## [77329] 3 3 3 3 3 3 1 1 3 4 4 4 4 4 4 1 4 4 4 4 4 4 3 4 4 1 4 4 4 3 3 1 3 3 3 3
## [77365] 3 4 4 4 3 4 4 4 4 3 3 1 3 4 4 3 3 4 3 4 4 4 4 3 4 4 4 4 4 4 1 4 4 4 1 4
## [77401] 4 1 3 4 4 4 3 4 3 3 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 1 4 4 4 4 4 4 4 4
## [77437] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [77473] 4 4 3 4 4 3 3 4 4 4 4 3 3 3 3 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4
## [77509] 4 4 2 2 4 2 2 4 4 4 4 4 5 4 4 4 4 4 5 4 5 5 5 5 4 4 4 4 4 5 5 5 5 5 4 4
## [77545] 4 4 4 4 5 4 5 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 5 5 5 5 4 5 5 4 4 4 4 4 4
## [77581] 5 4 5 5 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 4 4 4 4 2 2 4 2 4 4 4
## [77617] 4 4 4 4 2 2 4 4 4 2 2 2 2 2 2 2 4 4 4 4 4 4 2 4 2 2 4 4 2 2 4 4 4 4 4 4
## [77653] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2
## [77689] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [77725] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 4 2 2 2 2 2 4 4 2 2 2 2 2 2 2 2 4 4
## [77761] 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 2 2 4 4 4 2 2 4 4 4 2 2 4 4 4 4 4 4 4
## [77797] 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 3 4 3 4 4 4
## [77833] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 3 4 4 4 3 4 4 4 1 4 1 4 4 4
## [77869] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 3 4 1 4 4 4 4 4 3 4 4 4 3
## [77905] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3
## [77941] 4 4 4 4 4 4 4 4 3 4 1 4 4 4 4 4 4 4 3 4 4 3 4 4 4 4 4 4 4 4 3 3 3 1 4 4
## [77977] 3 4 3 4 4 4 4 3 3 3 3 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [78013] 4 4 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 4 3 4 3 3 2 2 4
## [78049] 1 4 4 4 4 4 4 3 4 3 4 4 3 1 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 2 4 4 3 4 4 4
## [78085] 4 3 3 4 4 4 4 4 4 4 4 4 1 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [78121] 4 4 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 1 4 4
## [78157] 1 4 4 4 4 3 4 3 1 3 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4
## [78193] 4 4 4 4 3 4 3 4 4 4 4 4 4 3 4 4 1 4 4 4 3 4 4 3 4 4 4 4 4 4 4 1 4 4 4 4
## [78229] 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4
## [78265] 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [78301] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4
## [78337] 4 4 4 4 1 3 3 1 1 3 3 4 1 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1 1 3 1
## [78373] 3 3 3 3 3 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3 3 1 1 3 3 1 3 3 1 3 3 3 3 3 3 3
## [78409] 3 3 3 3 2 1 3 3 3 3 4 3 3 3 3 3 3 3 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [78445] 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3
## [78481] 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 1 4 4 4 3 4 3 4 4 4 3 4 3 4 3 1 1 3 3 4 4
## [78517] 4 4 4 4 4 1 4 4 4 4 3 4 4 3 1 4 4 4 4 4 3 4 4 4 4 4 3 4 4 1 1 4 4 4 3 3
## [78553] 4 4 4 4 4 3 4 1 1 4 4 4 1 1 1 4 4 3 1 1 4 3 3 4 4 3 4 4 3 3 4 4 4 4 4 4
## [78589] 4 4 4 1 1 3 3 3 4 3 1 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [78625] 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [78661] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 4 4 4 5
## [78697] 5 4 4 4 4 5 5 4 4 4 5 4 4 5 5 5 4 5 4 4 4 5 5 4 4 5 5 5 4 4 4 4 4 4 4 4
## [78733] 5 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 5 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4
## [78769] 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 4 5 5 4 5 5 4 5 4 4 4 5 4 4 5 5 5 5 4 5
## [78805] 5 5 5 4 4 4 5 5 4 4 4 4 5 5 5 4 4 5 5 5 4 5 4 4 4 4 4 4 4 4 5 4 5 5 5 5
## [78841] 5 5 5 5 5 5 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4
## [78877] 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5
## [78913] 5 5 4 4 4 5 5 4 5 5 4 5 4 4 4 4 4 4 4 4 4 4 5 5 4 4 4 4 4 5 4 5 5 4 4 4
## [78949] 4 4 4 4 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 4 4 4 4 4
## [78985] 4 4 4 4 4 4 5 5 5 5 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5 4 5 5 4 5 5 4 5 4
## [79021] 4 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 5 5 5 5 5 5 4 5 5 4 4
## [79057] 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [79093] 4 4 4 4 4 4 4 4 4 4 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 2 4 4 4 4
## [79129] 4 4 2 4 4 4 2 4 4 2 4 2 2 2 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4
## [79165] 4 4 4 4 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 3 3 3 3 3 2 2 2
## [79201] 2 3 2 2 2 2 2 2 4 4 2 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 3 3
## [79237] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4
## [79273] 4 4 4 4 4 4 3 4 3 3 3 3 3 1 3 3 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4
## [79309] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 1 4
## [79345] 4 4 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4
## [79381] 4 4 4 4 4 1 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 1 1 3 4 4 4 4 4 4 4 3 4
## [79417] 4 4 4 4 4 4 4 1 1 1 4 4 1 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1
## [79453] 4 4 4 4 4 4 4 4 1 4 4 1 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [79489] 4 3 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 1 4 4 4 4 4 4 4 4 4
## [79525] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4
## [79561] 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [79597] 4 4 4 4 1 4 4 4 4 1 4 4 4 4 4 4 4 4 4 1 1 4 3 3 1 1 1 1 1 4 1 1 1 4 1 1
## [79633] 4 1 1 3 3 3 3 1 1 1 1 1 1 1 1 1 1 1 1 3 3 1 1 1 1 1 1 1 1 3 3 1 1 3 1 3
## [79669] 1 3 1 1 1 1 1 3 1 1 3 1 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 3 1 3 4 4 4 1
## [79705] 4 4 4 4 4 4 1 4 4 1 1 4 4 4 1 4 4 4 4 4 1 4 4 4 1 4 4 1 1 4 1 1 1 1 4 1
## [79741] 1 4 4 1 4 4 4 4 4 4 4 4 4 1 4 4 4 1 4 4 1 1 1 1 4 4 4 4 4 4 4 1 4 4 4 4
## [79777] 4 1 4 4 4 1 4 4 3 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [79813] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 1 4 4 4 4 4 4 4 4 4 1 4 3 4
## [79849] 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 4 4 4 4 1 4 4 4 4 1 4 4
## [79885] 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 1 4 4 4 1 1 3 3 1
## [79921] 3 1 3 1 1 1 1 1 1 3 1 1 3 1 4 4 3 3 1 1 1 4 1 1 1 1 1 1 1 1 1 1 3 1 1 1
## [79957] 3 4 4 4 4 4 1 4 3 1 3 1 4 4 4 1 4 4 4 1 4 4 4 4 1 1 4 1 4 4 4 4 4 4 4 4
## [79993] 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [80029] 4 3 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [80065] 4 4 3 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4
## [80101] 4 4 4 4 4 4 4 1 1 1 4 3 1 1 3 1 4 1 1 1 4 1 1 1 3 1 3 3 3 4 4 4 4 4 4 4
## [80137] 4 4 4 4 1 4 4 4 1 4 4 4 4 4 4 1 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [80173] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 3
## [80209] 4 4 3 4 3 1 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 1 1 3 1 3 3
## [80245] 1 4 4 4 4 3 4 1 4 4 1 4 4 4 4 3 4 4 4 4 3 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4
## [80281] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 4 4 4 5
## [80317] 4 4 4 4 4 5 4 4 4 4 4 4 5 5 4 5 5 5 5 5 5 5 4 4 4 5 5 4 4 5 4 5 4 4 4 5
## [80353] 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4 4 4 4 5 5 4 4 4 5 5 5
## [80389] 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 4 4 4 4 4 4 4 5 4 4 4 4
## [80425] 4 5 5 5 4 5 5 4 5 5 5 4 4 4 4 4 4 4 4 4 4 4 5 4 5 4 5 4 5 4 4 4 4 4 4 5
## [80461] 4 4 4 4 4 4 5 5 4 5 4 4 4 4 4 4 4 5 4 4 5 4 4 4 4 4 5 5 5 4 5 5 5 5 5 5
## [80497] 5 5 5 5 5 5 5 5 4 4 4 4 5 4 5 5 4 2 2 2 4 4 4 2 4 4 4 2 2 2 2 4 4 4 2 2
## [80533] 2 2 4 2 4 4 4 2 4 4 4 4 4 4 4 4 5 4 4 4 2 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4
## [80569] 4 4 2 4 4 2 4 4 4 5 4 4 4 4 4 4 2 2 2 2 2 2 2 4 2 4 2 2 2 2 2 2 2 4 2 2
## [80605] 2 4 2 2 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [80641] 4 2 2 4 2 4 4 4 4 4 2 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 2
## [80677] 4 2 2 4 2 4 4 2 4 2 4 2 2 2 2 4 4 2 2 2 2 2 2 2 2 2 2 2 2 4 3 2 2 2 2 2
## [80713] 2 4 4 4 4 4 2 4 4 4 4 4 4 3 2 2 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 2 4 2 4
## [80749] 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4
## [80785] 2 4 2 4 2 2 4 2 4 2 2 2 2 2 2 4 4 4 4 4 2 4 4 4 4 2 2 4 2 4 2 2 4 4 4 4
## [80821] 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 4 4 4
## [80857] 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 4 3 4 3 4 4 4 4 3 4 4 4
## [80893] 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 1 1 1 1 4 3 3 3 3 1 3 3 3 3 3 4 4 4 4 3
## [80929] 3 4 1 4 3 4 4 3 4 4 4 1 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 4 4 4
## [80965] 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 1 1 1 1 4 4 3 4
## [81001] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [81037] 4 4 4 4 1 4 4 4 4 4 1 1 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [81073] 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [81109] 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1
## [81145] 1 1 1 1 1 1 1 4 1 3 1 4 1 1 4 1 1 1 1 1 3 3 1 1 1 4 1 1 1 1 1 4 4 4 4 4
## [81181] 4 4 4 4 4 4 4 4 3 3 1 1 4 1 4 4 1 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 4 4 4 4
## [81217] 4 4 4 4 4 4 1 4 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 4 4
## [81253] 4 4 4 4 4 4 1 4 4 4 4 4 3 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [81289] 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [81325] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [81361] 4 4 1 4 4 4 4 3 4 1 4 3 4 4 4 1 1 1 4 3 1 3 3 3 3 3 1 3 1 1 1 4 3 3 3 4
## [81397] 4 4 4 3 4 4 4 4 4 4 4 4 1 4 4 4 1 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4
## [81433] 4 4 4 4 4 1 3 3 3 3 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4
## [81469] 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4
## [81505] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 1 3 3 3 1 3 3 3 4 4 4 4 3 3 3 4
## [81541] 4 4 4 1 3 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 4 4 5 5 5 5 5 4 4 4 4
## [81577] 5 4 4 4 5 4 5 4 4 5 5 5 5 4 4 4 4 4 5 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5
## [81613] 4 5 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 5 5 4 5 5 4 4 4 4 4 5 5 4 4 4 5
## [81649] 4 4 4 4 4 4 4 4 5 5 5 4 4 4 4 5 4 4 4 5 5 5 4 5 5 5 5 4 4 5 4 5 5 4 4 4
## [81685] 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5
## [81721] 4 4 4 4 4 4 4 4 4 4 4 5 5 4 4 5 5 4 4 4 4 4 5 4 5 4 4 4 4 4 4 4 4 4 4 4
## [81757] 4 4 5 4 4 4 5 4 4 4 4 4 5 4 5 4 4 5 4 5 4 5 5 4 5 4 4 4 4 4 4 4 5 4 4 4
## [81793] 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 2 2
## [81829] 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 2 4 4 4 2 2 4 4 4 4 4 4 4 4 3 4 4 4 2 4
## [81865] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4
## [81901] 4 4 2 3 3 3 3 3 3 2 2 3 3 3 2 2 2 4 2 3 3 3 3 3 3 3 3 4 4 4 4 4 4 3 4 4
## [81937] 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 3 2 3 4 3 3 4 4 4 4 4 4 3 2 4 4 4 4 4
## [81973] 4 4 4 4 4 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4
## [82009] 4 2 2 2 2 4 2 4 4 4 4 4 2 4 4 2 4 4 2 2 2 2 2 2 2 2 2 2 2 2 4 4 2 3 4 4
## [82045] 4 2 2 2 4 4 4 4 2 2 2 2 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 2 3 4 4
## [82081] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 3
## [82117] 3 3 4 3 3 3 3 3 2 2 3 3 3 3 2 2 2 3 3 3 4 3 2 2 2 2 3 3 3 3 4 3 3 4 3 3
## [82153] 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3
## [82189] 3 3 3 3 3 4 4 3 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4 4 3 4 4 3 3 4 3 4 4 4 4
## [82225] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4
## [82261] 3 3 3 2 3 2 2 2 3 2 3 3 2 2 4 4 4 4 4 4 4 4 4 3 3 3 3 3 4 4 4 3 4 3 4 4
## [82297] 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 1
## [82333] 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 1 4 4 4 1 4 4 4 4 4 4 4 4
## [82369] 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 1 4 4 1 4 4 4 4
## [82405] 4 4 4 4 4 1 4 4 4 1 1 4 4 4 4 3 1 4 4 4 4 4 1 4 4 4 4 4 4 1 1 1 1 1 4 4
## [82441] 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [82477] 4 4 4 4 4 4 4 4 4 4 3 1 4 4 4 4 4 4 4 4 4 1 4 1 4 4 4 4 4 4 4 4 4 4 1 4
## [82513] 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4
## [82549] 4 4 4 3 4 4 4 3 4 4 3 3 4 4 4 4 4 1 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4
## [82585] 4 4 4 4 3 4 4 1 4 1 4 4 4 4 4 4 4 4 4 4 1 4 1 4 4 4 4 4 4 4 4 4 4 4 4 1
## [82621] 4 4 4 4 1 1 4 4 4 4 1 4 4 1 4 4 3 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4
## [82657] 4 4 4 4 1 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [82693] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 1 4 4 1 4 4 4 1 4 4 4 4 4 4 4 4 4 4
## [82729] 4 4 4 4 4 4 4 4 4 4 3 4 4 1 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 1 4 4 4
## [82765] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 1 4 4 4 4 4 4 4 4 4 4
## [82801] 4 4 4 1 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [82837] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [82873] 4 4 4 4 4 4 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3 4 4 4 4 4
## [82909] 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1
## [82945] 4 4 4 1 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 1 4 4
## [82981] 1 1 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [83017] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4
## [83053] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 1 4 4 4 4
## [83089] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [83125] 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [83161] 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4
## [83197] 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4
## [83233] 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [83269] 4 4 4 4 4 4 4 4 4 4 4 1 4 4 1 1 1 1 1 1 1 1 1 1 1 3 1 1 1 1 4 1 1 1 1 1
## [83305] 1 4 1 1 1 1 1 3 4 1 1 3 1 1 1 1 1 1 1 1 4 1 1 3 3 3 1 1 1 1 1 1 1 1 1 1
## [83341] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 3 1 1 1 1 1 1 1 4 1 1
## [83377] 1 1 1 1 1 1 1 1 1 1 1 3 1 3 1 1 1 1 1 1 1 4 4 1 1 4 4 3 1 3 3 1 1 1 3 3
## [83413] 3 3 1 1 3 1 1 1 1 1 1 1 3 1 1 1 1 1 3 3 1 3 1 3 1 1 1 1 1 1 1 1 1 1 4 1
## [83449] 1 1 1 1 1 1 1 1 1 1 3 3 3 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 3 3 1 1 1
## [83485] 3 3 1 1 1 1 1 1 1 1 1 4 3 1 1 4 1 3 3 3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [83521] 3 1 1 1 1 1 3 3 3 3 1 1 1 1 1 1 1 1 3 4 4 4 4 3 4 3 3 4 4 4 4 4 4 4 4 4
## [83557] 4 4 4 4 4 4 4 4 4 4 1 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4
## [83593] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [83629] 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4
## [83665] 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4
## [83701] 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [83737] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4
## [83773] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 1
## [83809] 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 3 1 1 1 4 1 1 1 1 1 1 1
## [83845] 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 4 4 4 4 4
## [83881] 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4
## [83917] 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 1
## [83953] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4
## [83989] 4 4 4 4 4 4 4 4 4 1 4 4 4 1 4 4 1 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1
## [84025] 1 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 4 4 4 4 1 1 1 1 4
## [84061] 4 1 4 4 1 1 4 4 4 4 4 4 4 1 1 4 4 4 4 4 4 4 4 4 4 1 4 1 1 4 4 4 4 4 1 4
## [84097] 1 4 4 4 4 4 4 4 1 4 4 4 4 4 1 4 1 1 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4
## [84133] 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 4 4 1 4 4 4 4 4 4 4 4 4
## [84169] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [84205] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [84241] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [84277] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 1
## [84313] 4 4 4 4 4 4 3 4 4 4 4 4 4 3 4 1 4 4 4 4 4 3 4 3 3 4 4 4 4 4 4 4 4 4 4 4
## [84349] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [84385] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 1 4 4 4 4 4 4 4 4
## [84421] 4 4 4 4 4 4 4 4 4 4 1 4 4 1 4 4 1 4 1 4 4 4 3 4 4 4 4 4 1 4 4 4 1 4 4 4
## [84457] 4 1 1 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 1 4 4
## [84493] 4 4 4 4 4 4 4 4 4 1 1 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 1 4 4 4 4
## [84529] 4 4 4 4 4 4 4 4 4 4 1 4 4 4 1 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [84565] 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 1 4 4
## [84601] 1 1 4 4 4 4 1 1 1 1 4 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [84637] 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 4 4 4 4 4 4 4 4
## [84673] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [84709] 4 4 1 4 4 4 4 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 4 4 4 4 4 4 4 4
## [84745] 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 1 4 4
## [84781] 4 4 4 4 4 4 4 4 4 4 1 4 4 1 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 1 4 4 4 4 4 4
## [84817] 4 4 4 1 4 4 4 4 4 1 4 1 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [84853] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4
## [84889] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 3 3 3 3 3
## [84925] 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 3 4 3 4 4 4 3 4 4 4 4
## [84961] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4
## [84997] 3 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1
## [85033] 3 1 1 1 1 1 4 1 3 1 3 1 3 1 1 1 1 4 1 1 1 3 3 3 1 1 4 3 3 3 3 4 4 4 4 4
## [85069] 4 4 4 4 4 1 4 4 4 4 4 4 1 3 3 1 4 4 4 4 1 4 1 4 4 1 4 4 4 4 4 4 4 4 4 4
## [85105] 4 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 2 2 2 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4
## [85141] 4 4 4 2 4 2 2 4 4 4 2 2 2 2 2 2 2 4 2 2 2 2 2 2 4 2 4 4 4 2 4 4 2 4 4 4
## [85177] 4 4 4 4 4 4 3 4 4 3 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 3 3 3 4 4 4 3 1
## [85213] 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3
## [85249] 4 4 4 4 1 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 3 3 3 4 4 4 4 4
## [85285] 4 3 4 1 4 3 4 4 3 4 3 1 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 1 4 4 4 4 1 3
## [85321] 4 4 3 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 1 4
## [85357] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 3 4
## [85393] 4 4 4 4 4 4 4 4 3 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4
## [85429] 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 3 4 4 1 1 1 3 3 3 3 1 1 1 3 4 4 1 1 3 1
## [85465] 1 3 3 1 3 3 3 3 3 3 3 3 3 3 1 4 1 1 1 3 3 3 3 1 1 1 1 1 1 1 3 3 3 1 3 4
## [85501] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 1 4 4 4 4 4 4 4 4
## [85537] 4 4 4 4 4 1 3 4 4 4 1 4 4 4 4 4 4 4 1 4 4 4 4 1 4 4 1 4 1 1 1 4 1 1 1 1
## [85573] 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 1 4 4 4 4 4 4 4 4 4 4 4
## [85609] 1 1 1 4 4 4 1 4 1 4 1 1 4 4 1 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [85645] 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 3 1 1 4 4 4 4 4 3 4 4 1 4 3 3 3
## [85681] 4 4 4 4 4 4 4 4 3 4 3 3 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 4 4 4 3 3 4 4 4
## [85717] 4 4 4 4 3 3 4 3 3 3 4 4 3 1 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 3 3 4 4 4
## [85753] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 1 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4
## [85789] 3 4 4 4 1 1 4 4 4 4 4 3 3 4 1 1 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [85825] 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 1 4 4 4 3 4 4 4 4
## [85861] 4 4 4 4 4 4 4 4 1 3 1 1 3 1 1 1 1 1 3 4 3 3 1 3 3 1 3 1 1 3 1 1 1 1 1 1
## [85897] 3 3 3 3 1 1 4 4 4 4 4 4 4 4 1 4 1 4 4 1 1 4 4 4 4 1 4 4 1 4 4 4 4 1 1 4
## [85933] 1 1 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 3 1
## [85969] 1 1 1 1 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4
## [86005] 4 4 4 4 4 4 4 4 1 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [86041] 3 3 3 3 3 3 3 4 4 4 4 4 3 3 3 4 4 4 4 3 4 4 4 4 4 4 4 3 3 4 4 4 4 3 4 3
## [86077] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 3 3 3 3 4 3 4 4 4 4 4 4 4 4 4 4
## [86113] 3 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 3 4 4 3 4 3 4 3 3 3 3 3 4 4 4 3 3 4
## [86149] 4 4 3 3 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4
## [86185] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4
## [86221] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [86257] 4 3 4 4 4 4 3 4 4 1 4 4 4 3 3 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [86293] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 1 1 3 3 1 1 4 3 1 1 3 1 1 1 1 3 1 1 4
## [86329] 1 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1 1 3 1 1 1 1 3 4 4 4 4 4 4 4 4
## [86365] 3 4 4 4 3 1 4 4 4 4 1 4 4 4 3 1 3 1 4 4 4 4 4 4 3 4 4 4 1 1 4 4 4 4 1 4
## [86401] 4 3 4 4 3 3 4 4 3 1 4 4 4 4 4 4 4 3 4 4 4 4 1 4 1 4 4 4 4 4 4 4 4 4 4 4
## [86437] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 3
## [86473] 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 4 4 4 4 4 3 4 4 3 3 4 4 4 4 4
## [86509] 4 4 4 4 4 4 4 4 3 3 3 4 3 3 3 3 3 3 3 4 3 4 3 3 3 3 3 4 4 4 4 4 3 4 4 3
## [86545] 3 4 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [86581] 4 4 4 4 3 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 3 4 4 4
## [86617] 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4
## [86653] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 1 4 4 4 4 4 4 4 4 4
## [86689] 4 4 4 4 3 4 4 4 4 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 3 3 3 1 3
## [86725] 4 4 4 4 4 1 1 4 4 4 4 4 4 4 4 4 1 1 4 1 1 3 1 4 4 4 4 4 4 4 4 3 4 4 4 4
## [86761] 4 4 1 4 4 4 4 4 3 3 3 4 3 4 4 4 4 3 4 4 4 1 4 4 4 4 4 3 4 4 4 4 4 3 4 4
## [86797] 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 1 1
## [86833] 4 4 4 1 1 3 3 3 4 4 1 4 3 4 4 4 4 1 4 4 4 4 4 4 4 4 4 3 3 4 4 3 4 4 4 3
## [86869] 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 1 4 3 4 1 1 4 4 3 4 3
## [86905] 4 1 4 3 3 3 3 3 3 3 1 3 1 3 3 1 1 1 1 1 3 3 1 1 1 1 3 3 1 1 1 1 3 3 3 1
## [86941] 1 1 1 1 1 1 1 3 1 3 3 3 3 3 4 1 3 3 3 1 1 3 1 3 3 1 4 1 3 3 1 1 1 1 3 3
## [86977] 3 1 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 1 3
## [87013] 4 4 4 4 4 4 4 1 4 1 4 4 4 4 1 1 3 1 3 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 3 3
## [87049] 4 4 4 4 3 4 4 4 3 4 4 1 4 4 1 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4
## [87085] 4 4 1 4 4 1 4 1 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4
## [87121] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1
## [87157] 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [87193] 1 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [87229] 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4
## [87265] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 1 1 4 4 4 4 1 4 4 4 4 4 4 4 1
## [87301] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 1 1 1 1 4 1 1 1 1 1 1 1 1
## [87337] 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 4 1 4 1 1 1 4 4 4 4 4 4 4 4
## [87373] 4 4 4 4 1 4 4 4 4 4 4 1 4 1 1 1 1 4 1 1 1 1 1 4 4 4 1 4 4 1 4 4 4 4 1 4
## [87409] 4 4 1 1 4 4 4 4 4 1 1 1 4 1 4 1 1 4 1 1 1 4 4 1 1 4 4 4 4 4 4 4 4 1 4 4
## [87445] 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [87481] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4
## [87517] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4
## [87553] 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [87589] 4 4 4 4 4 4 4 4 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 4 1 4 1 1 1 1
## [87625] 1 1 1 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 1 4 4 4 4 4 4 1 1 4
## [87661] 4 4 4 4 4 4 4 4 4 1 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 4 4
## [87697] 1 1 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 1 1 1 1 4 1 4 1
## [87733] 1 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 1 4 1 1 4 4 4 4 1 4 4 1 1 1 4
## [87769] 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 1 1 4 4 4 4 1 1 1 1 4 4 4 4 4 4 4 4 1 1
## [87805] 4 4 4 4 1 1 1 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 1 4 4 4 4
## [87841] 4 4 4 4 4 4 4 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 4 4 4 4 1
## [87877] 1 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 1 4 4 1 4 4 4 4 4 4 4 4 4 4
## [87913] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4 1
## [87949] 1 1 1 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 1
## [87985] 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 1 4 4 4 4 4 4 4 4 4
## [88021] 4 4 1 4 1 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 4 4 4 4 1 1 4 4 1 1 4
## [88057] 1 1 4 4 4 4 4 1 1 4 4 1 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [88093] 4 4 4 4 4 4 4 4 4 1 1 4 4 4 4 1 4 4 4 4 4 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4
## [88129] 1 1 1 1 1 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 4 4
## [88165] 1 4 4 4 1 1 4 4 4 4 4 4 4 1 4 4 1 4 4 4 4 4 1 1 1 4 4 4 4 4 4 4 4 4 4 4
## [88201] 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4
## [88237] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 1 1 1 1 1 1 1 1 1
## [88273] 1 1 1 1 1 3 3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 3 3 3 3 1 1 1 1 1 1
## [88309] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 3 1 1 1 1 1 1 1 4 4 4 4 4 4 4 4 4 1 1 4 4
## [88345] 4 4 1 4 1 4 4 4 4 4 4 1 4 4 4 1 4 1 1 4 1 1 4 1 1 4 4 4 4 4 4 4 1 1 4 4
## [88381] 4 1 4 1 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [88417] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 2 2 4 2 2 2 4 4 4 4
## [88453] 4 4 4 2 2 2 2 4 4 4 4 4 4 4 4 4 2 3 2 2 2 2 2 2 2 3 4 4 4 4 4 4 4 2 2 4
## [88489] 4 4 4 4 4 4 4 3 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4
## [88525] 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4
## [88561] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 4 3
## [88597] 3 3 3 3 3 3 3 4 4 3 4 4 4 3 4 3 3 3 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4 3 4 4
## [88633] 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 4 1 4 4 4 4 4 4
## [88669] 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4 1 1 4 4 1 3 3 1 3 4 4
## [88705] 1 1 1 1 1 1 1 3 3 3 1 4 4 4 4 1 4 4 1 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [88741] 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4
## [88777] 4 1 4 4 4 4 4 4 4 4 4 4 1 4 4 4 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1
## [88813] 1 1 1 1 1 1 1 4 4 4 4 4 4 4 4 4 1 1 1 1 4 4 4 4 4 4 4 4 4 4 1 4 1 1 4 1
## [88849] 1 4 4 1 1 4 1 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4
## [88885] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 4 4 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1
## [88921] 1 1 1 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4 4 1 4 1 4 4 4 4 4 4 4 4 4 4 4
## [88957] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 1 4
## [88993] 4 4 1 1 1 1 1 4 1 1 1 1 1 1 1 1 4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4
## [89029] 5 5 5 5 5 4 5 4 4 4 4 4 4 4 5 5 5 5 4 5 5 4 4 4 4 5 4 4 4 4 4 5 5 5 5 5
## [89065] 5 5 5 5 4 5 4 4 5 5 5 5 4 4 4 4 4 5 5 5 5 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5
## [89101] 4 5 4 4 5 5 5 5 4 4 5 5 5 5 4 5 4 4 5 4 4 4 5 5 4 5 5 5 5 5 5 5 5 4 4 4
## [89137] 5 4 4 4 4 4 4 4 5 4 4 4 5 5 4 4 5 5 4 4 5 4 5 4 5 5 4 5 5 4 5 4 4 4 4 5
## [89173] 4 5 4 5 5 5 4 4 4 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 4 4 5 5 4 4
## [89209] 4 4 4 4 4 5 4 4 4 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5
## [89245] 5 4 4 4 5 5 4 5 5 5 4 4 4 5 5 5 4 4 4 4 4 4 4 5 4 4 4 4 5 4 5 4 5 5 5 4
## [89281] 5 4 4 4 4 4 4 5 4 4 4 4 4 4 4 5 5 4 4 4 4 4 4 4 5 4 4 4 4 4 5 4 4 4 4 4
## [89317] 4 4 4 4 4 4 4 4 4 5 4 4 4 4 4 5 5 4 5 4 4 4 4 4 4 4 2 4 4 4 4 4 4 2 4 2
## [89353] 4 4 4 4 4 4 2 2 2 4 4 4 4 4 4 2 4 4 4 2 4 4 4 4 4 4 2 2 2 2 4 4 2 2 2 2
## [89389] 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 2 4 4 4 4 2 2 4 2 4 4 4 4 4 4 2 2 2 4 2 4
## [89425] 4 4 4 4 4 4 4 4 2 4 2 4 4 4 2 4 2 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 4 4 4 4
## [89461] 4 4 4 4 4 2 2 4 2 4 4 4 4 4 4 2 4 4 4 4 4 5 4 4 4 4 4 4 4 4 4 2 4 4 4 4
## [89497] 4 4 4 4 2 4 2 4 4 4 4 2 4 4 4 4 2 2 2 2 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 2
## [89533] 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 4 2 4 4 2 2 4 4 4 4 4
## [89569] 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 2 4 2 2 2 2 4 2 2 2 2 4 2 2 4 2 2 2 2 4 2
## [89605] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [89641] 2 2 2 2 2 2 2 2 2 4 2 4 2 4 4 4 4 4 4 4 4 4 4 4 2 2 4 2 4 4 4 4 4 2 2 4
## [89677] 4 4 4 4 4 4 4 4 4 4 4 4 2 2 4 2 4 4 2 4 4 4 4 4 4 4 2 2 4 4 4 2 4 4 2 2
## [89713] 4 2 4 4 4 2 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4
## [89749] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 4 4 2 4 4 4 4 2 4 4 2 4 4 2 2 2 2
## [89785] 2 4 4 2 4 4 4 4 5 2 4 4 2 4 2 4 2 4 2 2 2 4 4 4 2 4 2 4 2 2 2 2 4 4 4 2
## [89821] 2 4 4 4 4 2 4 4 4 4 4 4 2 4 4 4 4 4 4 4 2 4 4 4 4 2 4 2 4 4 4 4 4 4 4 4
## [89857] 4 4 2 2 2 2 4 4 4 4 2 4 2 4 4 4 2 2 2 2 2 2 4 4 2 4 2 4 2 2 4 4 4 4 4 4
## [89893] 4 4 4 2 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 4 4 4 2 2 2 2 4
## [89929] 4 4 2 4 2 2 2 2 4 4 4 4 2 4 4 4 2 2 2 4 4 4 4 2 4 4 2 2 4 4 4 4 4 4 2 4
## [89965] 4 4 4 2 4 2 4 4 4 4 4 2 2 2 4 4 2 2 2 4 2 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4
## [90001] 4 4 4 4 4 4 4 4 4 2 4 4 4 4 4 2 2 4 2 2 4 4 2 4 2 4 4 2 2 2 2 2 4 4 2 4
## [90037] 2 2 4 4 4 4 4 4 4 2 4 4 4 4 4 4 4 4 2 2 4 4 4 4 4 4 4 5 4 5 4 4 5 4 4 4
## [90073] 5 4 4 4 4 4 4 4 4 4 5 4 5 4 4 4 4 4 4 5 4 4 4 4 4 4 5 5 5 5 4 4 5 4 4 5
## [90109] 5 5 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 4 4 4 4 4 5 5 5 5 5 5 5 4 5 4 5 5 5
## [90145] 5 5 5 5 5 5 5 5 5 5 5 4 5 5 5 5 5 5 4 5 5 5 5 4 4 4 4 4 5 5 4 4 4 4 5 4
## [90181] 5 5 5 5 4 4 5 4 4 5 5 5 5 4 4 4 4 5 4 4 4 4 4 4 5 5 4 4 4 5 4 5 5 4 5 4
## [90217] 4 4 5 4 4 4 4 4 4 4 4 4 4 4 5 5 4 4 5 4 5 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5
## [90253] 5 5 5 5 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 5 4 4 5 5 4 4 5 5 4
## [90289] 4 5 5 5 4 4 4 4 4 5 4 4 5 4 4 4 4 5 5 5 5 4 4 4 4 4 4 4 4 4 5 4 5 4 4 4
## [90325] 4 4 5 5 5 5 5 5 5 4 4 4 4 5 5 4 5 4 4 4 4 5 5 5 5 4 4 4 4 4 4 4 5 5 5 5
## [90361] 5 5 5 5 5 5 5 5 5 5 4 5 5 5 5 4 4 4 5 4 4 5 4 4 4 4 4 4 4 2 2 4 2 2 4 2
## [90397] 2 2 4 2 2 4 2 2 2 2 2 2 4 2 4 2 4 2 2 2 2 2 4 2 2 2 4 4 4 4 4 2 4 2 4 4
## [90433] 2 4 4 4 4 4 4 4 2 4 4 4 4 2 4 4 4 4 4 4 2 4 4 4 4 2 4 2 2 2 4 2 2 4 4 4
## [90469] 4 2 2 4 4 4 4 4 4 2 4 4 2 4 4 4 4 4 4 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
## [90505] 2 2 2 2 2 2 2 2 2 2 2 4 2 4 2 4 4 4 4 2 4 4 4 4 4 4 4 4 4 2 4 2 4 4 4 4
## [90541] 4 2 2 4 2 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 4 4
## [90577] 4 3 4 4 4 4 4 4 4 4 3 4 4 4 4 4 3 4 4 3 4 4 4 3 3 3 4 4 4 3 3 4 3 4 3 4
## [90613] 3 3 3 3 3 3 4 4 4 4 4 4 4 3 3 3 3 3 3 4 4 4 3 3 3 4 4 4 4 4 4 4 4 3 3 3
## [90649] 4 4 4 4 3 4 4 4 4 3 3 3 3 3 4 4 4 3 3 4 4 4 3 3 4 4 4 4 4 3 3 3 3 4 4 4
## [90685] 4 3 4 3 4 4 3 4 3 3 4 4 3 4 3 3 3 4 3 4 4 3 4 4 3 4 4 4 3 3 3 4 3 3 3 3
## [90721] 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 4 4 3 4 3 3 4 4 4 4 4
## [90757] 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 3 4 3 4 4 4 3 3 4 4 3 4 4 4 4 4 3 3
## [90793] 3 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 3 3 3 4 3 4 4 4 4 4
## [90829] 4 4 4 3 4 4 4 4 4 3 3 4 4 3 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [90865] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4
## [90901] 4 4 4 4 3 4 4 4 4 4 3 3 3 3 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 3 3 4 4 3 4 4
## [90937] 4 3 3 3 3 3 3 3 4 4 4 3 3 4 3 4 4 3 3 4 4 4 3 4 3 3 4 3 3 4 3 4 4 4 4 4
## [90973] 4 4 4 3 4 4 4 4 4 3 4 4 3 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [91009] 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3 4 3 3 3 4 4 3 3 4 4 4 4
## [91045] 4 4 4 4 4 4 4 4 4 3 3 3 3 3 4 3 4 4 3 4 3 4 4 3 3 3 4 4 4 4 4 3 3 3 3 3
## [91081] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [91117] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [91153] 3 3 3 3 3 4 3 4 3 3 3 4 3 3 3 3 3 3 3 3 3 3 3 4 3 3 3 3 3 3 3 4 4 4 4 4
## [91189] 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 4 4 4 3 3 4 3 4 4 3 4 3 4 4 4 3
## [91225] 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 3 4 4 4 4 4 4 4 4 4 4 3 4 4 4 4 4 4
## [91261] 4 4 4 4 4 4 3 4 3 4 4 4 3 3 4 4 4 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 3 3
## [91297] 3 4 4 3 4 4 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 3 4 3 3 4 4 4 4 4 4 4 4 4 4 4
## [91333] 4 4 4 4 3 3 4 4 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 3 4 4 3 3 3 3 4 4 4 4 4 4
## [91369] 4 4 4 3 3 3 3 3 4 4 4 3 4 3 4 4 4 3 4 4 4 4 4 3 4 4 4 4 3 4 4 4 4 4 4 4
## [91405] 4 3 4 4 4 4 4 4 4 4 3 4 3 4 4 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [91441] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [91477] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
##
## Within cluster sum of squares by cluster:
## [1] 3804.646 2802.619 5386.735 2229120.369 3876.674
## (between_SS / total_SS = 62.0 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss" "tot.withinss"
## [6] "betweenss" "size" "iter" "ifault"Cluster Visualization
A visualization was created using fviz_cluster() (Kassambara & Mundt, 2020) showing the 5 clusters in 2D according to the first 2 PCs. A fundamental feature of k-means clustering is that the clusters do not overlap (Denis, 2020), so though they appear to be overlapping in the visualization, this is only because of limitations in the visualization. The graph is in 2D space, but the actual clusters take as many dimensions as the data.
#Visualize clusters
fviz_cluster(k5, hh, palette = c("#2E9FDF", "#00AFBB", "#E7B800", "#D95F02", "#E7298A"),
geom = "point",
ellipse.type = "convex",
ggtheme = theme_bw()
)
Apply Clustering Algorithm to Data Set
The results of the clustering algorithm were extracted and added to the PCA data set and the mean of all columns for each cluster was calculated, creating a new data frame where each row represents a cluster and each column shows the mean value of the corresponding variable in that cluster.
#Extract cluster and add to initial data
hh %>%
mutate(Cluster = k5$cluster) %>%
group_by(Cluster) %>%
summarise_all("mean")## # A tibble: 5 × 129
## Cluster H_IDNUM GEREG GESTFIPS GEDIV HRHTYPE HEFAMINC H_TENURE H_HHNUM
## <int> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 1 3.55e19 2.80 22.0 5.50 0 -0.731 0.688 1.10
## 2 2 3.46e19 2.83 29.4 5.53 0 -0.914 0.368 1.06
## 3 3 3.50e19 2.56 27.7 4.95 0 -0.825 0.469 1.07
## 4 4 3.52e19 2.77 27.8 5.45 3.22 11.4 1.33 1.05
## 5 5 3.48e19 2.76 33.5 5.35 0 -0.907 0.346 1.05
## # ℹ 120 more variables: H_LIVQRT <dbl>, H_RESPNM <dbl>, H_TELHHD <dbl>,
## # H_TELAVL <dbl>, H_TELINT <dbl>, H1TENURE <dbl>, H1LIVQRT <dbl>,
## # H1TELHHD <dbl>, H1TELAVL <dbl>, H_NUMPER <dbl>, H_HHTYPE <dbl>,
## # H_TYPEBC <dbl>, H_MIS <dbl>, HANNVAL <dbl>, HANN_YN <dbl>,
## # HCHCARE_VAL <dbl>, HCHCARE_YN <dbl>, HCOV <dbl>, HCSPVAL <dbl>,
## # HCSP_YN <dbl>, HDISVAL <dbl>, HDIS_YN <dbl>, HDIVVAL <dbl>, HDIV_YN <dbl>,
## # HDSTVAL <dbl>, HDST_YN <dbl>, HEARNVAL <dbl>, HEDVAL <dbl>, HED_YN <dbl>, …References
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