The life course or life history is conceptualized as a sequence of states and transitions between states [@willekens2014]. A state is a personal attribute, e.g. marital status or number of children ever born, or a combination of personal attributes. The set of possible states is the state space. It is the set of possible values of a personal attribute or combination of attributes. The individual life history is modelled as a multistate stochastic process. The transitions the individual experiences and the states occupied after the transitions depend on personal characteristics and chance. Transition rates, which are the parameters of the multistate process, are estimated by combining data from different individuals. As a result, the individual life history generated by the model that describes the stochastic process is synthetic. The population is referred to as a virtual population. An individual’s life history depends on several factors, including individual characteristics, social context and personal experiences. In this paper, the influencing factors are limited to personal characteristics, in particular age, sex and parity. The life course is also affected by chance. Individuals with identical characteristics have different life histories due to random factors ^[For a discussion of the distinction between individual heterogeneity and individual stochasticity, see @caswell2009stage.].
The vignette consists of four sections. Section 2 is a brief review of the theory of multistate modelling. For a more extensive discussion, see [@aalen2008survival; @cook2018multistate; and @willekens2014]. Section 3 covers the simulation of a single fertility history. Section 4 is an application. Fertility histories of women in the United States are simulated using data from the Human Fertility Database (HFD) (www.humanfertility.org) and the Human Mortality Database (HMD) (www.mortality.org).
At any point in time, an individual is in one of r possible states. Let \(_kY(x)\) denote the state individual k occupies at age x. \(_kY(x)\) is a discrete random variable, a Bernoulli random variable if r=2 and a multinomial random variable if r>2. Individual k may leave state i and enter another state j. In some cases, a state can be entered but not left. A state that can be entered and left is a transient state, while a state that can be entered but not left is an absorbing state.
The probability that k is in state i at age x is the state probability \(_kp_i(x)=Pr \left[ _kY(x) = i\right]\), with \(\sum_{i=1}^{r} {_kp_i(x)=1}\). The probability that k is in state i at age x and in state j at age \(x+\tau\) is the joint probability
\begin{equation} Pr \left[ _kY(x) = i,\text{ } _kY(x+\tau) = j \right] \end{equation}
The transition probability is the product of the probability that k is in i at x and the conditional probability that k is in j at \(x+\tau\), provided k is in i at x:
\begin{equation} Pr \left[ _kY (x)=i,_kY(x+\tau)=j \right] = Pr \left [ _kY(x+\tau)=j |_kY(x)=i \right] Pr \left[_kY(x)=i \right] \end{equation}
The conditional probability is the transition probability and is denoted by \(_kp_{j|i}(x,x+\tau)\), which is more conveniently written as \(_kp_{ij}(x,x+\tau)\) and, if \(\tau=1\), it is also written as \(_kp_{ij}(x)\). The probability that k is in j at \(x+\tau\) is the state probability
\begin{equation} kp_j(x+\tau)=\sum{i=1}^{r} {kp{ij}(x,x+\tau)} {_kp_i(x)} \end{equation}
It expresses the state probability at \(x+\tau\) in terms of the state probabilities at x and the transition probabilities.
State probabilities may be combined in a state vector \(_k\mathbf{S}(x)\) and transition probabilities in the transition matrix \(_k{\mathbf{P}}(x,x+\tau)\):
\begin{equation}
_k{\mathbf{P}}(x,x+\tau)=
\begin{bmatrix}
\text{ }k p{11}(x) & k p{12}(x) & \cdots & k p{1r}(x) \
k p{21}(x) & \text{ }k p{22}(x) & \cdots & k p{2r}(x) \
\vdots & \vdots & \ddots & \vdots \
k p{r1}(x) & k p{r2}(x) & \cdots & \text{ }k p{rr}(x)
\end{bmatrix}
\end{equation}
where \(p_{ii}(\tau)=1 - \sum_{j \ne i}{} _k p_{ij} (\tau)\).
The element \(_k p_{ij} (x,x+\tau)\) denotes the probability that k who occupies stata i at age x occupies state j at age \(x+\tau\). The diagonal element \(_kp_{ii} (x,x+\tau)\) is the probability that k, who is in i at x, is also in i at \(x+\tau\). It does not imply that k remains in i during the entire period from x to \(x+\tau\). Multiple transitions are allowed during the interval \((x,x+\tau)\).
The vector or state probabilities (state vector) at age x is
\begin{equation} _k\mathbf{S}(x+\tau)= \begin{bmatrix} \text{ }k p{1}(x) \ k p{2}(x) \ \vdots \ k p{r}(x) \end{bmatrix} \end{equation}
The state vector at \(x+\tau\) depends on the state vector at \(x\) and the transition probability matrix:
\begin{equation} _k\mathbf{S}(x+\tau)=\left[ _k \mathbf{P}(x,x+\tau \right]’ \text{ }_k\mathbf{S}(x) \end{equation}
where$_k\mathbf{S}(t)$ is a column vector and ’ denotes transpose. This matrix expression is a fundamental equation in multistate modelling. In this vignette, the state equation is specified at the individual level.
If \(\tau\) is small and tends to zero,
\begin{equation} \frac{1}{\tau} \displaystyle \lim_{\tau \to 0} Pr \left[_kY(x+\tau)=j | _kY(x)=i \right]= \text{ }k \mu{ij}(x) \end{equation}
is the instantaneous rate of transition at age x. Multistate models are fully specified by their instantaneous rates of transition. A common assumption in demography is that \(_k \mu_{ij}(x)\) is piecewise constant. They vary between age groups of 1 or 5 years but are constant within age groups.
The instantaneous transition rates are combined in a transition rate matrix: \begin{equation} _k\mathbf{\mu}(x)= \begin{bmatrix} \text{ }k\mu{11}(x) & -k\mu{12}(x) & \cdots & -k\mu{1r}(x) \ -k\mu{21}(x) & \text{ }k\mu{22}(x) & \cdots & -k\mu{2r}(x) \ \vdots & \vdots & \ddots & \vdots \ -k\mu{r1}(x) & -k\mu{r2}(x) & \cdots & \text{ }k\mu{rr}(x) \end{bmatrix} \end{equation} where \(\mu_{ii}(\tau)=\sum_{j=i}{} _k \mu_{ij} (\tau)\).
The cumulative transition rate during the age interval from 0 to x is the cumulative hazard: \begin{equation} k\Lambda{ij}(x)=\int_{0}^{x} {k\mu{ij}(x)} \end{equation}
The cumulative hazard forms the basis for calculating transition probabilities. The probability that k, who is in i at \(x_1\), is in j at age \(x_2\) is \(exp \left[- _k \Lambda_{ij}(x_1,x_2) \right]\). The probability that k, who is in i at \(x_1\), is still in i at x \((x>x_1)\) is \begin{equation} k S{i+}(x_1,x) =exp \left[-\int_{x_1}^{x} {\sum_{j \ne i} {k \mu{ij}(\tau) d\tau} } \right] = exp\left[-\int_{x_1}^{x} {k \mu{i+}(\tau) d\tau} \right]=exp\left[- k\Lambda{i+}(x_1,x) \right] \end{equation}
Recall that \(_kY(\tau)=i\) is the probability that k occupies state i at age \(\tau\). It is sometimes convenient to denote the state occupied differently. Let \(_kY_i(\tau)\) be an indicator variable which is one if k is in i at \(\tau\) and zero otherwise:$_kY_i(\tau)=I((_kY(\tau)=i)$. The quantity \(_kY_i(\tau) d\tau\) is the time k spends in i during the interval \((\tau,\tau+d\tau)\). It is also the duration of exposure to the risk (duration at risk) of leaving i. The total duration of exposure before age x is \(\int_{0}^{x} {_kY_i(\tau) d\tau}\). It is the duration of stay in i between 0 and x. The stay does not need to be on a continuous basis. Individual k may leave i and return to i between ages 0 and x.
The product of the instantaneous transition rate at \(\tau\) and the indicator variable is the transition intensity \(_k\lambda_{ij}(\tau)\):
\begin{equation} k\lambda{ij}(\tau) = k\mu{ij}(\tau) _kY_i(\tau) \end{equation}
The function \(_k \mu_{ij}(\tau)\) is the hazard function, \(_kY_i(\tau)\) the exposure function and \(_k\lambda_{ij}(\tau)\) the intensity function [@aalen2008survival,p. 31; @cook2018multistate, p. 29]. The expression \(_k\mu_{ij}(\tau) d \tau\) is the probability that a transition occurs during the interval \((\tau,\tau+d\tau)\), provided k is at risk of experiencing the transition; \(_kY_i(\tau) d\tau\) is the time spent in i during the interval \((\tau,\tau+d\tau)\) (which is the duration of exposure of leaving i); and \(_k\lambda_{ij}(\tau) d\tau\) is the expected number of transitions from i to j by individual k during the interval \((\tau,\tau+d\tau)\). The expected number of transitions between ages 0 and \(x\) is
\begin{equation} kN{ij}(x)=\int_{0}^{x} {k\lambda{ij}(\tau) d\tau} \end{equation}
The sequence of random variables \(\{ {_kN_{ij}(\tau); 0 \le \tau \le x}\}\) is a counting process [@aalen2008survival, p. 25]. The presentation of life history processes as counting processes is a logical approach in demography because event occurrences are related to exposures. @willekens2014 adopts the counting process perspective in multistate demographic modelling.
Throughout the interval from 0 to x, individual k may enter any state j from any state i unless \(_k \mu_{ij}(\tau)\) is zero. To be able to move from i to j during the infinitesimally small interval from \(\tau\) to \(\tau+d\tau\), individual k must be in i at age \(\tau\). The current state occupied determines possible destination states. The state k occupies at \(\tau\) is determined endogenously. As a consequence, the period of exposure is also endogenous starting (and ending) with the occurrence of another transition. For instance, the birth of a first child triggers a period at risk of a birth of a second child. During the interval, k may stop being at risk by moving to another destination or by censoring the observation. In the simulation, the cumulative hazard needs to be computed for a period during which individual k is exposed to the risk of a (i,j)-transition. The exposure function denotes whether an individual of a given age in a given state is at risk of a transition to a given other state. Suppose that between ages \(x_1\) and \(x_2\) (with \(0 \le x_1, x_2 \le x\)) individual k is in state i. The cumulative hazard may be written as
\begin{equation} k\Lambda{ij}(x_1,x_2)=\int_{x_1}^{x_2} {k\mu{ij}(\tau) d\tau} = \int_{0}^{x} {k\mu{ij}(\tau) kY_i(\tau)} d\tau = \int{0}^{x} {k\lambda{ij}(\tau) d\tau} \end{equation}
Suppose we know the transition rates and are requested to infer the waiting time to leaving i for individual k, who is in i at \(x_1\). To determine a plausible waiting time, a random number u is drawn from the standard uniform distribution and the root of the equation
\begin{equation} g(x-x_1)=k \Lambda{i+}(x_1,\infty)+ln(1-u)=0 \end{equation} is determined. It gives the duration between \(x_1\) and the age at transition, i.e.$x_u-x_1$, with \(x_u\) the age for which the above equation holds.
An individual leaving i moves to a destination state, j say. The destination j is determined by sampling the multinomial distribution with parameters \(\{ _kp_{i1}(x),_kp_{i2}(x), \cdots,_kp_{ir}(x) \}\) \begin{equation} k p{ij}^*(x)=\frac{k\mu{ij}(x)} {\sum_{j \ne i} {k\mu{ij}(x)} } \hspace{1.5cm} {j \ne i} \end{equation}
and \(\sum_{j \ne i} {_k}p_{ij}^*(x)=1\). Sampling a multinomial distribution consists of two steps. First, a random number u is drawn from the standard uniform distribution. Second, the position of u in the parameter space is determined. If \(u < {_kp_{i1}^*(x)}\), the destination is state 1. If \({_kp_{i1}^*(x)} \le u < {_kp_{i2}^*(x)}\), the destination is state 2, etc. The method is equivalent to creating a vector with endpoints 0 and 1 and breakpoints \({_kp_{i1}^*(x)},{_kp_{i1}^*(x)}+{_kp_{i2}^*(x)},{_kp_{i1}^*(x)}+{_kp_{i2}^*(x)}+{_kp_{i3}^*(x)}\), etc. and to determine the segment that contains u.
Some transitions may not be possible, leading to an adjustment of the matrix of instantaneous transition rates \(_k\mathbf{\mu}(x)\). Consider the reproductive process. Each female member of the population becomes at risk of conception at menarche and remains at risk until menopause (conditional on survival and in the absence of sterilization). Fertility rates are zero initially, turn positive during adolescence and become zero again at menopause. The age at birth of the first child is determined by drawing a random waiting time from a piecewise exponential distribution with the age-specific first birth rates as parameters. If the waiting time exceeds the maximum reproductive age, the woman remains childless. Assume singleton births (no twins or triplets). Women with a first child are exposed to the risk of a second child. Exposure starts at the woman’s age at birth of the first child and ends at the age at birth of the second child or the end of the reproductive period, whatever comes first. Women with two children are exposed to the risk of a third child, and so on. Formally, women with i children are at risk of an additional child. The risk period starts at the age of birth of the i-th child and ends at birth of the i+1-st child or the end of the reproductive period (age at menopause). If \(i=0\), exposure starts at the lowest age of the reproductive period (age at menarche). In the reproductive process the transition intensities \(_k\mu_{ij}(\tau)\) are 0 except if j=i+1, with i the current number of biological children ever born to k. The matrix of party-specific instantaneous fertility rates is: \begin{equation} _k\mathbf{\mu}(\tau)= \begin{bmatrix} \text{ }k\mu{11}(\tau) & -k\mu{12}(\tau) & 0 & \cdots & 0 \ 0 & \text{ }k\mu{22}(\tau) & -k\mu{23}(\tau) & \cdots & 0 \ \vdots & \vdots & \vdots & \ddots & \vdots \ 0 & 0 & 0 & \cdots & \text{ }k\mu{rr}(\tau) \end{bmatrix} \end{equation} with r the highest parity considered in the analysis and the diagonal element \(_k\mu_{rr}(x)\) the instantaneous rate that a woman with r children has another child between \(\tau\) and \(\tau+d\tau\). For instance, if r is five, then a woman with five children may have another child. Beyond parity five, the fertility rate is independent of the parity. The matrix of transition intensities defines a hierarchical model. A hierarchical model is characterized by having r living states connected by r-1 rates of transition [@schoen2016hierarchical;@schoen2019analytical].
In the presence of mortality, the reproductive life course may be interrupted by death. Birth of the next child and death are competing risks. In the model, it is assumed that the rate of death is independent of the number of children ever born. In that case, individual lifespans may be simulated first, followed by the simulation of fertility careers from birth to death or the end of the reproductive period, whatever comes first.
Two cases are distinguished. In the first, the transition rates do not vary with age. The function sim.msm() of the msm package is used to generate a sequence of transitions. In the second, the transition rates are age-specific. The function Sim_bio() of the VirtualPop package generates the transitions. The life history of an individual is a realization (sample path) of a continuous-time Markov process.
Consider a most simple case. An individual has one attribute with three possible values (A, B and C). The three possible values constitute the state space. The individual moves between the three states at constant rates. The transition rates are:
M <- matrix(c( 0.0,0.10,0.05,
0.07,0.0,0.03,
0.02,0.05,0.0),nrow=3,byrow=TRUE)
namstates <- c("A","B","C")
dimnames(M) <- list(origin=namstates,destination=namstates)
diag(M) <- -rowSums(M)
MM <- -M
out <- knitr::kable(MM,
caption = "Transition rate matrix",
format = 'latex', booktabs = T,linesep = "")
y <- kableExtra::kable_styling(out,latex_options="HOLD_position")
kableExtra::add_header_above(y,c("From"=1,
"To"=3))
\begin{table}[H] \centering \caption{\label{tab:unnamed-chunk-1}Transition rate matrix} \centering \begin{tabular}[t]{lrrr} \toprule \multicolumn{1}{c}{From} & \multicolumn{3}{c}{To} \ \cmidrule(l{3pt}r{3pt}){1-1} \cmidrule(l{3pt}r{3pt}){2-4} & A & B & C\ \midrule A & 0.15 & -0.10 & -0.05\ B & -0.07 & 0.10 & -0.03\ C & -0.02 & -0.05 & 0.07\ \bottomrule \end{tabular} \end{table}
The transition rate matrix MM has the format of the matrix in equation 5.
The constant transition rates are used to generate life histories during segments of life. The function sim.msm() of the msm package simulates one realisation from a continuous-time Markov process up to a given time. Note that sim.msm() requires that the states are numeric values. The function also requires that the transition matrix has origin in rows and destination in columns [@jackson2011multi, p. 6]. The following code chunk generates a history between ages 20 and 40 for an individual who starts in state A at age 20.
set.seed(33)
bio <- msm::sim.msm (qmatrix=-MM,mintime=20,maxtime=40,start=1)
bio
$states
[1] 1 3 2 2
$times
[1] 20.00000 26.44465 36.26984 40.00000
$qmatrix
destination
origin A B C
A -0.15 0.10 0.05
B 0.07 -0.10 0.03
C 0.02 0.05 -0.07
The function produces a list of three objects:
At the start of the simulation, the individual is in state A (state 1) and exposed to the risk of moving to state B (state 2) or C (state 3). A random draw from the exponential waiting time distribution gives 6.44 years (since the start of the simulation and 26.44 years since the start of the time scale). Since 6.44 is the duration at which the value of the cumulative probability distribution is equal to u, we may determine the value of u produced by the random draw:
The probability that an individual in state A at age 20 leaves A before the end of the observation at 40 is \(1-exp\left [-0.15*20\right]=0.95\). Hence, if a random number is drawn that exceeds 0.95, the waiting time to the transition exceeds the observation window. In that case, the transition does not occur due to censoring at age 40.
The destination state is determined by a Bernoulli trial with two possible outcomes (B and C) and the probability \(0.10/(0.10+0.05)=0.667\) that B is the outcome.
The function sim.msm() is also used by @cook2018multistate[p.339].
After this illustration of the mechanism, we return to fertility. Suppose a female member of the virtual population experiences throughout her life the age- and parity-specific fertility rates of the United States in 2021. The function Sim_bio() of VirtualPop is used to generate the fertility career. Unlike in sim.msm(), the transition rates used by Sim_bio() are age-specific. The fertility rates of the United States in 2021 are distributed with the \(VirtualPop\) package. They are loaded with the \(data\) function of R base:
rates <- NULL
data(rates,package="VirtualPop")
The object \(rates\) has three components: (a) the death rates by age and sex (ASDR), (b) the fertility rates by age and parity (ASFR), and © the fertility rates in a format required by multistate models (ratesM). The rates for ages 25 to 29 are:
rates$ratesM[26:29,,]
, , Origin = par0
Destination
Age par0 par1 par2 par3 par4 par5 par6
25 0.05096 -0.05096 0 0 0 0 0
26 0.05541 -0.05541 0 0 0 0 0
27 0.06092 -0.06092 0 0 0 0 0
28 0.06700 -0.06700 0 0 0 0 0
, , Origin = par1
Destination
Age par0 par1 par2 par3 par4 par5 par6
25 0 0.16837 -0.16837 0 0 0 0
26 0 0.16459 -0.16459 0 0 0 0
27 0 0.16296 -0.16296 0 0 0 0
28 0 0.15846 -0.15846 0 0 0 0
, , Origin = par2
Destination
Age par0 par1 par2 par3 par4 par5 par6
25 0 0 0.14037 -0.14037 0 0 0
26 0 0 0.13269 -0.13269 0 0 0
27 0 0 0.12488 -0.12488 0 0 0
28 0 0 0.11813 -0.11813 0 0 0
, , Origin = par3
Destination
Age par0 par1 par2 par3 par4 par5 par6
25 0 0 0 0.13098 -0.13098 0 0
26 0 0 0 0.12428 -0.12428 0 0
27 0 0 0 0.11592 -0.11592 0 0
28 0 0 0 0.10721 -0.10721 0 0
, , Origin = par4
Destination
Age par0 par1 par2 par3 par4 par5 par6
25 0 0 0 0 0.14481 -0.14481 0
26 0 0 0 0 0.13719 -0.13719 0
27 0 0 0 0 0.12908 -0.12908 0
28 0 0 0 0 0.12046 -0.12046 0
, , Origin = par5
Destination
Age par0 par1 par2 par3 par4 par5 par6
25 0 0 0 0 0 0.14481 -0.14481
26 0 0 0 0 0 0.13719 -0.13719
27 0 0 0 0 0 0.12908 -0.12908
28 0 0 0 0 0 0.12046 -0.12046
, , Origin = par6
Destination
Age par0 par1 par2 par3 par4 par5 par6
25 0 0 0 0 0 0 0
26 0 0 0 0 0 0 0
27 0 0 0 0 0 0 0
28 0 0 0 0 0 0 0
The following function call simulates the fertility career of a hypothetical person born on June 12th 1990.
popsim <- data.frame (ID=3,
born=1990.445,
start=0,
end=55,
st_start="par0")
set.seed(31)
ch <- suppressWarnings(VirtualPop::Sim_bio (datsim=popsim,
ratesM=rates$ratesM))
ch
$age_startSim
[1] 0
$age_endSim
[1] 56
$nstates
[1] 6
$states
[1] 1 2 3 4 5 6
$path
[1] "par0par1par2par3par4par5"
$ages_trans
[1] 19.36979 25.50009 31.11729 33.41448 38.56408
The individual has 5 children. The first child is born at age 19.37 and the second at age 25.5. Since the date of birth is known, the calendar dates at childbirth can be determined. The first child is born on Sun Oct 25 2009:
z <- format(lubridate::date_decimal(1990.445+ch$ages_trans[1]),
"%a %b %d %Y" )
The simulation window covers the entire reproductive period. The simulation may be interrupted at any age during the reproductive period, analogous to the censoring of a longitudinal observation. The argument \(end\) of the Sim_bio() function is an individual-level variable indicating the end of the simulation for the individual. In the presence of mortality, \(end\) is the age at death. The individual fertility career is simulated until \(end\) is reached. Sim_bio() is used in the function Children() of VirtualPop, used in the next section.
The model described in the previous section is used to simulate individual fertility histories in the presence of mortality.The data are mortality rates of the United States in 2021, by age and sex and fertility rates by age and parity. The rates are included in the VirtualPop package for illustrative purpose. They are retrieved using the code
rates <- NULL
data(rates,package="VirtualPop")
The creation of a virtual population involves several steps. The remainder of this section is a description of the steps to generate the virtual population. The steps are:
The simulation starts by determining the size of the virtual population. Each individual in the virtual population is assigned a unique identification number (ID) and a date of birth. If all births occur in the same year or same period, then the population consists of a single birth cohort. In this section, it is assumed that all births occur in a single year. Dates of birth are obtained by sampling from a probability distribution of births during the year. In this paper, a uniform distribution is assumed (no seasonal effects). The date of birth of an individual is the year of birth plus a fraction of a year, equal to a random number from the standard uniform distribution. The date of birth is expressed as a real number and is referred to as decimal date of birth. The format is particularly useful to compute ages and durations. Note that the computer does not store calendar dates, but stores dates as time (seconds or milliseconds) elapsed since a reference date and time, e.g. midnight, 1st January 1970.
At the start of the simulation, each individual is randomly assigned a sex using the empirical sex ratio at birth. Other personal attributes may be added, but they are omitted in this illustration.
The simulation includes a very simple partner formation process. Partners are selected at random from the opposite sex. Since the process is purely random, union formation may be simulated to occur at birth. When more boys are born than girls, some males remain without a partner.
For each individual in the virtual population, a data record is created. It contains the individual’s ID, date of birth and sex. It also contains a variable for the generation to which the individual belongs. The code is
cohort <- 2021
ncohort <- 1000
ID <- 1:ncohort
sex <- rbinom(ncohort,1,prob=1/2.05)
sex <- factor (sex,levels=c(0,1),labels=c("Male","Female"),ordered=TRUE)
# Population size by sex
nmales <- length(sex[sex=="Male"])
nfemales <- length(sex[sex=="Female"])
gen <- rep(1,ncohort) # generation 1
# Decimal date of birth
bdated <- cohort+runif(ncohort)
# Create data frame
d <- data.frame (ID=ID,
gen=gen,
cohort=cohort,
sex=sex,
bdated=bdated,
ddated=NA,
x_D=NA,
IDmother=NA,
IDfather=NA,
jch=NA,
IDpartner=NA,
udates=NA,
nch=NA)
# Ages at death, obtained by sampling a peicewise-exponential distribution,
# using the rpexp function of the msm package
ages <- as.numeric(rownames(rates$ASDR))
d$x_D[d$sex=="Male"] <- msm::rpexp(n=nmales,rate=rates$ASDR[,"Males"],
t=ages)
d$x_D[d$sex=="Female"] <- msm::rpexp(n=nfemales,rate=rates$ASDR[,"Females"],
t=ages)
# Decimal data of death
d$ddated <- d$bdated+d$x_D
Individual records include empty spaces for the ID an individual’s partner, mother and father. Their IDs are determined later. The spaces are included to facilitate the merging of data on multiple generations into a single data frame.
The simple PartnerSearch model is implemented in function PartnerSearch(). It accepts the data frame \(d\) as input and returns d augmented by the partner’s ID.
d <- VirtualPop::PartnerSearch(idego=d$ID,d=d)
The first lines of the data frame of individual records are:
out <- knitr::kable(head(d),
caption = "Data for selected individuals",
format = 'latex', booktabs = T,linesep = "")
kableExtra::kable_styling(out,latex_options=c("scale_down", "HOLD_position"))
\begin{table}[H] \centering\caption{\label{tab:unnamed-chunk-10}Data for selected individuals}
\centering \resizebox{\ifdim\width>\linewidth\linewidth\else\width\fi}{!}{ \begin{tabular}[t]{rrrrrrr} \toprule idego & agedifCond & agedifReal & ncand & IDpartner & bdated_ego & bdated_p\ \midrule 1 & 1.6014485 & -0.0223645 & 497 & 502 & 2021.033 & 2021.011\ 2 & 1.3136848 & 0.5738541 & 497 & 513 & 2021.041 & 2021.615\ 3 & 3.4167205 & 0.3965722 & 497 & 526 & 2021.181 & 2021.578\ 4 & 0.7461082 & -0.6616754 & 442 & 22 & 2021.857 & 2021.195\ 5 & 4.5230052 & 0.8842690 & 497 & 82 & 2021.081 & 2021.966\ 6 & 1.5599879 & -0.4248645 & 497 & 499 & 2021.645 & 2021.220\ 7 & 5.4817314 & 0.2130723 & 503 & 525 & 2021.371 & 2021.585\ 8 & 3.9472741 & -0.3930880 & 497 & 837 & 2021.881 & 2021.488\ 9 & 1.2866311 & -0.2733871 & 497 & 367 & 2021.552 & 2021.278\ 10 & 1.6113205 & -0.3717794 & 503 & 101 & 2021.431 & 2021.059\ 11 & 5.4353052 & -0.5355515 & 497 & 181 & 2021.760 & 2021.224\ 12 & 1.0041921 & 0.3617616 & 497 & 836 & 2021.189 & 2021.550\ 13 & 2.9722272 & 0.0408165 & 503 & 453 & 2021.205 & 2021.246\ 14 & 7.9336493 & 0.3965249 & 497 & 719 & 2021.239 & 2021.636\ 15 & 2.9563262 & -0.5345514 & 497 & 413 & 2021.902 & 2021.367\ 16 & 9.3341579 & -0.1772320 & 497 & 110 & 2021.440 & 2021.263\ 17 & 2.7125268 & -0.3073869 & 503 & 325 & 2021.825 & 2021.518\ 18 & 4.4959480 & 0.8149994 & 497 & 185 & 2021.130 & 2021.945\ 19 & 2.9911394 & 0.6334645 & 503 & 431 & 2021.126 & 2021.759\ 20 & 0.5981250 & -0.4567188 & 365 & 652 & 2021.867 & 2021.410\ 21 & 7.0015590 & -0.4859795 & 503 & 116 & 2021.949 & 2021.463\ 22 & 5.0110342 & -0.1158882 & 503 & 309 & 2021.195 & 2021.079\ 23 & 3.9032154 & -0.0244435 & 497 & 830 & 2021.219 & 2021.195\ 24 & 1.0028597 & -0.4700325 & 497 & 158 & 2021.690 & 2021.220\ 25 & 2.3404914 & -0.6648856 & 497 & 854 & 2021.856 & 2021.191\ 26 & 2.4497477 & -0.4415330 & 497 & 896 & 2021.812 & 2021.371\ 27 & 3.7408686 & -0.3658418 & 503 & 833 & 2021.502 & 2021.136\ 28 & 0.6316750 & -0.1160707 & 456 & 127 & 2021.717 & 2021.601\ 29 & 2.9566814 & 0.3827484 & 503 & 325 & 2021.135 & 2021.518\ 30 & 7.4728466 & 0.0613980 & 503 & 192 & 2021.714 & 2021.775\ 31 & 1.9018489 & 0.2071231 & 497 & 375 & 2021.373 & 2021.580\ 32 & 2.6921983 & -0.4654026 & 503 & 764 & 2021.543 & 2021.078\ 33 & 3.7652408 & -0.4700168 & 497 & 547 & 2021.922 & 2021.452\ 34 & 1.0300157 & -0.4133293 & 497 & 50 & 2021.539 & 2021.125\ 35 & 2.0249414 & 0.2677215 & 497 & 960 & 2021.178 & 2021.446\ 36 & 7.1228789 & -0.7414643 & 503 & 542 & 2021.955 & 2021.213\ 37 & 1.4561403 & -0.1529824 & 497 & 547 & 2021.605 & 2021.452\ 38 & 5.0960117 & 0.3147382 & 503 & 256 & 2021.172 & 2021.487\ 39 & 0.0548850 & 0.0214096 & 46 & 447 & 2021.045 & 2021.066\ 40 & 5.5760965 & -0.0613928 & 497 & 344 & 2021.397 & 2021.336\ 41 & 0.5074298 & -0.0572291 & 323 & 101 & 2021.116 & 2021.059\ 42 & 1.5121873 & 0.0586226 & 497 & 612 & 2021.240 & 2021.299\ 43 & 4.1639374 & 0.4597076 & 503 & 103 & 2021.378 & 2021.838\ 44 & 6.3476854 & -0.0318780 & 497 & 880 & 2021.546 & 2021.514\ 45 & 6.8201150 & 0.7637858 & 497 & 254 & 2021.222 & 2021.985\ 46 & 0.2358235 & -0.1584417 & 119 & 302 & 2021.957 & 2021.799\ 47 & 6.8454291 & 0.6650718 & 503 & 348 & 2021.137 & 2021.802\ 48 & 2.5698137 & -0.2944033 & 503 & 642 & 2021.633 & 2021.338\ 49 & 9.6517914 & -0.4496163 & 503 & 985 & 2021.452 & 2021.002\ 50 & 0.1620249 & 0.1535530 & 146 & 98 & 2021.125 & 2021.279\ 51 & 4.7984591 & -0.6317016 & 503 & 536 & 2021.733 & 2021.101\ 52 & 1.2883467 & 0.1294190 & 497 & 666 & 2021.809 & 2021.938\ 53 & 2.9963885 & -0.3298420 & 497 & 930 & 2021.547 & 2021.217\ 54 & 0.3608278 & 0.1014659 & 337 & 984 & 2021.301 & 2021.402\ 55 & 5.1071632 & -0.0189811 & 497 & 346 & 2021.657 & 2021.638\ 56 & 6.4041975 & -0.6956189 & 497 & 175 & 2021.745 & 2021.050\ 57 & 0.2539088 & -0.1144558 & 199 & 30 & 2021.829 & 2021.714\ 58 & 0.1235901 & 0.0959421 & 101 & 319 & 2021.813 & 2021.909\ 59 & 1.9201307 & -0.0227941 & 497 & 477 & 2021.523 & 2021.501\ 60 & 3.9031533 & -0.3901383 & 497 & 301 & 2021.737 & 2021.347\ 61 & 3.4783897 & 0.0957828 & 503 & 149 & 2021.099 & 2021.194\ 62 & 0.3436451 & 0.1375810 & 264 & 399 & 2021.155 & 2021.292\ 63 & 2.8064366 & 0.1302870 & 503 & 776 & 2021.398 & 2021.528\ 64 & 0.0519815 & -0.0357690 & 49 & 609 & 2021.780 & 2021.745\ 65 & 3.0107975 & 0.0420474 & 497 & 794 & 2021.638 & 2021.680\ 66 & 1.0501096 & -0.5385910 & 497 & 774 & 2021.978 & 2021.439\ 67 & 1.1785933 & 0.7455825 & 497 & 943 & 2021.161 & 2021.907\ 68 & 2.1070896 & 0.3853329 & 503 & 4 & 2021.472 & 2021.857\ 69 & 0.0760731 & -0.0249188 & 57 & 302 & 2021.824 & 2021.799\ 70 & 5.1336162 & -0.2154869 & 497 & 1000 & 2021.904 & 2021.688\ 71 & 3.0681959 & 0.6271408 & 503 & 57 & 2021.201 & 2021.829\ 72 & 1.7136755 & 0.0153024 & 503 & 640 & 2021.696 & 2021.711\ 73 & 2.6173137 & -0.4260278 & 497 & 750 & 2021.505 & 2021.079\ 74 & 1.6821645 & -0.0733392 & 497 & 253 & 2021.923 & 2021.849\ 75 & 1.2822619 & 0.0356140 & 497 & 452 & 2021.848 & 2021.884\ 76 & 2.8351995 & 0.0081825 & 497 & 89 & 2021.460 & 2021.468\ 77 & 6.4458602 & 0.4264577 & 503 & 891 & 2021.378 & 2021.805\ 78 & 1.2459169 & 0.4869129 & 497 & 659 & 2021.432 & 2021.919\ 79 & 0.0191345 & 0.0005782 & 14 & 37 & 2021.605 & 2021.605\ 80 & 4.8278296 & 0.1708235 & 497 & 719 & 2021.465 & 2021.636\ 81 & 0.1554892 & -0.1040548 & 100 & 17 & 2021.929 & 2021.825\ 82 & 2.7407493 & -0.5593681 & 503 & 829 & 2021.966 & 2021.406\ 83 & 2.9864308 & 0.7828011 & 503 & 890 & 2021.088 & 2021.871\ 84 & 2.9643429 & -0.0004913 & 497 & 789 & 2021.381 & 2021.380\ 85 & 1.5225606 & -0.2615251 & 503 & 920 & 2021.669 & 2021.407\ 86 & 2.8435214 & -0.0221997 & 503 & 94 & 2021.995 & 2021.973\ 87 & 1.4685528 & -0.1760912 & 503 & 919 & 2021.279 & 2021.103\ 88 & 5.2851165 & -0.2713586 & 503 & 821 & 2021.677 & 2021.406\ 89 & 4.1993608 & 0.2225293 & 503 & 24 & 2021.468 & 2021.690\ 90 & 0.3208524 & -0.1583655 & 342 & 691 & 2021.395 & 2021.237\ 91 & 4.5024917 & 0.7051794 & 503 & 196 & 2021.127 & 2021.833\ 92 & 0.3542257 & 0.1079264 & 302 & 705 & 2021.221 & 2021.329\ 93 & 3.9820368 & 0.0741244 & 503 & 981 & 2021.129 & 2021.203\ 94 & 0.6810922 & -0.2551311 & 345 & 412 & 2021.973 & 2021.718\ 95 & 1.9483282 & 0.2121993 & 503 & 420 & 2021.482 & 2021.694\ 96 & 5.5253459 & -0.2627520 & 497 & 628 & 2021.913 & 2021.651\ 97 & 9.8051993 & 0.0027097 & 503 & 941 & 2021.199 & 2021.202\ 98 & 2.3059152 & 0.2338717 & 497 & 696 & 2021.279 & 2021.513\ 99 & 3.0663179 & -0.1678110 & 503 & 73 & 2021.673 & 2021.505\ 100 & 2.1100408 & -0.2182805 & 503 & 155 & 2021.675 & 2021.457\ 101 & 3.0611575 & 0.9301587 & 497 & 361 & 2021.059 & 2021.989\ 102 & 1.7843739 & -0.0304330 & 497 & 367 & 2021.309 & 2021.278\ 103 & 8.8523580 & 0.0081858 & 497 & 398 & 2021.838 & 2021.846\ 104 & 2.0759466 & -0.0232606 & 497 & 496 & 2021.260 & 2021.236\ 105 & 3.9683894 & -0.2516842 & 503 & 940 & 2021.731 & 2021.479\ 106 & 3.0980599 & 0.4388819 & 503 & 322 & 2021.270 & 2021.709\ 107 & 0.6961807 & -0.2894457 & 470 & 68 & 2021.761 & 2021.472\ 108 & 0.5533944 & 0.0541143 & 401 & 855 & 2021.227 & 2021.281\ 109 & 2.4828072 & -0.1767395 & 497 & 534 & 2021.394 & 2021.217\ 110 & 1.3686922 & -0.2003901 & 503 & 134 & 2021.263 & 2021.062\ 111 & 4.4287251 & 0.6466331 & 503 & 315 & 2021.222 & 2021.869\ 112 & 3.9594765 & -0.1523890 & 497 & 790 & 2021.195 & 2021.043\ 113 & 0.0250725 & -0.0104771 & 29 & 482 & 2021.431 & 2021.421\ 114 & 4.0172450 & 0.2231031 & 497 & 237 & 2021.060 & 2021.284\ 115 & 2.1490912 & 0.2799344 & 497 & 603 & 2021.693 & 2021.973\ 116 & 3.3868462 & 0.2309122 & 497 & 676 & 2021.463 & 2021.694\ 117 & 3.4795736 & 0.2755759 & 497 & 924 & 2021.548 & 2021.824\ 118 & 0.5034767 & -0.2049078 & 384 & 559 & 2021.730 & 2021.525\ 119 & 2.2191610 & 0.1344144 & 497 & 663 & 2021.337 & 2021.472\ 120 & 2.2347747 & -0.3384537 & 497 & 646 & 2021.523 & 2021.185\ 121 & 2.4169255 & 0.2286941 & 503 & 479 & 2021.462 & 2021.691\ 122 & 0.9423797 & -0.5699478 & 503 & 926 & 2021.788 & 2021.218\ 123 & 4.4706336 & -0.1508398 & 497 & 136 & 2021.555 & 2021.404\ 124 & 5.7257831 & -0.2025648 & 503 & 350 & 2021.697 & 2021.494\ 125 & 0.8121086 & 0.5341933 & 503 & 286 & 2021.242 & 2021.776\ 126 & 4.2572114 & -0.0782669 & 503 & 372 & 2021.670 & 2021.591\ 127 & 1.0084122 & -0.3516043 & 503 & 546 & 2021.601 & 2021.250\ 128 & 0.1588990 & 0.1155046 & 153 & 291 & 2021.695 & 2021.810\ 129 & 0.7858206 & 0.2878849 & 454 & 439 & 2021.121 & 2021.408\ 130 & 0.7388046 & 0.4838623 & 449 & 690 & 2021.144 & 2021.628\ 131 & 5.0425378 & 0.2325403 & 503 & 316 & 2021.513 & 2021.746\ 132 & 5.7374068 & 0.2224519 & 497 & 153 & 2021.756 & 2021.978\ 133 & 0.7075712 & 0.4338946 & 386 & 89 & 2021.034 & 2021.468\ 134 & 2.9421439 & 0.8005066 & 497 & 798 & 2021.062 & 2021.863\ 135 & 3.0835723 & -0.5860036 & 497 & 313 & 2021.977 & 2021.391\ 136 & 2.3608770 & -0.2340746 & 503 & 827 & 2021.404 & 2021.170\ 137 & 3.8745181 & -0.0599651 & 497 & 171 & 2021.353 & 2021.293\ 138 & 1.2578398 & 0.1965600 & 503 & 159 & 2021.478 & 2021.675\ 139 & 5.1774654 & -0.2683916 & 497 & 719 & 2021.904 & 2021.636\ 140 & 3.0862389 & 0.0429248 & 503 & 907 & 2021.077 & 2021.120\ 141 & 6.3626437 & 0.0902619 & 503 & 438 & 2021.112 & 2021.202\ 142 & 5.0515787 & -0.5663984 & 497 & 167 & 2021.724 & 2021.158\ 143 & 3.8593298 & 0.3842460 & 497 & 88 & 2021.293 & 2021.677\ 144 & 6.1203568 & 0.3147719 & 503 & 969 & 2021.221 & 2021.536\ 145 & 0.8302689 & 0.1991214 & 503 & 946 & 2021.235 & 2021.434\ 146 & 2.2590760 & -0.8156050 & 497 & 197 & 2021.988 & 2021.172\ 147 & 1.1526392 & 0.3333278 & 497 & 489 & 2021.202 & 2021.535\ 148 & 3.4042084 & -0.6089118 & 503 & 353 & 2021.673 & 2021.064\ 149 & 5.5140213 & -0.0619454 & 497 & 170 & 2021.194 & 2021.132\ 150 & 2.9852957 & 0.5634548 & 497 & 702 & 2021.153 & 2021.716\ 151 & 3.1136828 & 0.4944333 & 503 & 512 & 2021.444 & 2021.939\ 152 & 1.3443196 & -0.2145609 & 497 & 861 & 2021.710 & 2021.496\ 153 & 6.8818778 & -0.0696064 & 503 & 193 & 2021.978 & 2021.909\ 154 & 0.7424824 & -0.7016119 & 499 & 633 & 2021.748 & 2021.047\ 155 & 2.4522794 & -0.4336230 & 497 & 216 & 2021.457 & 2021.024\ 156 & 2.4699529 & 0.8894650 & 497 & 918 & 2021.092 & 2021.981\ 157 & 3.6676342 & 0.2211369 & 503 & 15 & 2021.681 & 2021.902\ 158 & 0.8475620 & 0.4259826 & 503 & 363 & 2021.220 & 2021.646\ 159 & 6.6699861 & -0.4812551 & 497 & 282 & 2021.675 & 2021.194\ 160 & 0.4483151 & 0.1939337 & 331 & 916 & 2021.798 & 2021.992\ 161 & 0.4644540 & 0.1116608 & 279 & 675 & 2021.069 & 2021.181\ 162 & 2.8971028 & 0.5651736 & 497 & 442 & 2021.030 & 2021.596\ 163 & 1.6876170 & -0.5490236 & 503 & 832 & 2021.826 & 2021.277\ 164 & 5.6222090 & 0.1286933 & 497 & 163 & 2021.697 & 2021.826\ 165 & 0.9183446 & -0.3318517 & 497 & 175 & 2021.382 & 2021.050\ 166 & 0.1633375 & 0.1292152 & 176 & 913 & 2021.468 & 2021.598\ 167 & 7.2533657 & -0.1537986 & 503 & 964 & 2021.158 & 2021.004\ 168 & 1.2504415 & -0.4815299 & 497 & 988 & 2021.826 & 2021.344\ 169 & 0.8710415 & 0.2825607 & 497 & 118 & 2021.447 & 2021.730\ 170 & 0.5178493 & 0.4289568 & 335 & 572 & 2021.132 & 2021.561\ 171 & 4.6427949 & -0.1567388 & 503 & 833 & 2021.293 & 2021.136\ 172 & 0.4933539 & -0.2546296 & 421 & 999 & 2021.635 & 2021.381\ 173 & 5.9122644 & 0.2096097 & 503 & 76 & 2021.250 & 2021.460\ 174 & 3.0355464 & -0.2410847 & 497 & 100 & 2021.916 & 2021.675\ 175 & 1.3039167 & 0.0243798 & 503 & 555 & 2021.050 & 2021.074\ 176 & 6.3746071 & 0.5899410 & 497 & 523 & 2021.157 & 2021.747\ 177 & 5.5202106 & 0.5603520 & 497 & 217 & 2021.243 & 2021.803\ 178 & 2.4849682 & -0.0660513 & 497 & 892 & 2021.154 & 2021.088\ 179 & 9.9991997 & -0.0287406 & 503 & 972 & 2021.606 & 2021.577\ 180 & 1.1603481 & -0.3266889 & 503 & 546 & 2021.576 & 2021.250\ 181 & 0.5806755 & 0.1793598 & 402 & 191 & 2021.224 & 2021.404\ 182 & 1.8745387 & -0.8004673 & 503 & 991 & 2021.944 & 2021.144\ 183 & 2.7499922 & -0.5294767 & 503 & 699 & 2021.570 & 2021.040\ 184 & 2.0426582 & 0.3461344 & 503 & 870 & 2021.475 & 2021.821\ 185 & 2.9365785 & -0.7169603 & 503 & 602 & 2021.945 & 2021.228\ 186 & 0.8502480 & 0.1827545 & 503 & 103 & 2021.655 & 2021.838\ 187 & 3.2765231 & 0.0686051 & 497 & 293 & 2021.051 & 2021.120\ 188 & 7.7806747 & 0.2999027 & 503 & 337 & 2021.414 & 2021.714\ 189 & 6.8927115 & -0.1307368 & 503 & 532 & 2021.144 & 2021.013\ 190 & 4.4440598 & -0.7830029 & 503 & 936 & 2021.801 & 2021.018\ 191 & 2.0933385 & 0.0682996 & 497 & 817 & 2021.404 & 2021.472\ 192 & 3.6080583 & 0.0483235 & 497 & 924 & 2021.775 & 2021.824\ 193 & 2.1376904 & -0.8697641 & 497 & 445 & 2021.909 & 2021.039\ 194 & 4.7343976 & -0.2608458 & 503 & 758 & 2021.475 & 2021.214\ 195 & 2.6753367 & -0.7721131 & 503 & 486 & 2021.942 & 2021.170\ 196 & 0.6767490 & -0.2313335 & 417 & 127 & 2021.833 & 2021.601\ 197 & 1.9534069 & -0.0469972 & 503 & 644 & 2021.172 & 2021.125\ 198 & 2.6487470 & -0.6390867 & 503 & 426 & 2021.954 & 2021.315\ 199 & 1.6464869 & 0.3062858 & 497 & 605 & 2021.677 & 2021.984\ 200 & 1.2818343 & 0.1167337 & 497 & 841 & 2021.136 & 2021.253\ 201 & 4.0648728 & -0.2064121 & 503 & 629 & 2021.839 & 2021.632\ 202 & 0.9167205 & 0.1372280 & 497 & 784 & 2021.337 & 2021.474\ 203 & 0.9330189 & -0.1326493 & 503 & 996 & 2021.647 & 2021.514\ 204 & 1.5869515 & 0.4693719 & 503 & 976 & 2021.408 & 2021.877\ 205 & 2.3556834 & 0.0810101 & 503 & 984 & 2021.321 & 2021.402\ 206 & 9.8215701 & -0.1728270 & 503 & 461 & 2021.272 & 2021.099\ 207 & 2.3939265 & -0.3610410 & 503 & 73 & 2021.866 & 2021.505\ 208 & 3.6168933 & -0.6652439 & 497 & 548 & 2021.764 & 2021.099\ 209 & 0.3670350 & 0.1483308 & 326 & 652 & 2021.262 & 2021.410\ 210 & 2.3306863 & 0.7812608 & 497 & 291 & 2021.029 & 2021.810\ 211 & 5.1189063 & -0.0090784 & 497 & 949 & 2021.346 & 2021.336\ 212 & 0.0067947 & 0.0064432 & 5 & 376 & 2021.015 & 2021.021\ 213 & 1.8891011 & -0.7424061 & 497 & 937 & 2021.984 & 2021.242\ 214 & 5.2697036 & 0.2635694 & 503 & 278 & 2021.285 & 2021.548\ 215 & 2.6020218 & -0.7249941 & 497 & 967 & 2021.926 & 2021.201\ 216 & 5.0917074 & 0.1061310 & 503 & 18 & 2021.024 & 2021.130\ 217 & 5.7910090 & -0.4602165 & 503 & 846 & 2021.803 & 2021.343\ 218 & 2.2784494 & 0.0334200 & 497 & 38 & 2021.139 & 2021.172\ 219 & 1.4815716 & -0.9605499 & 497 & 718 & 2021.964 & 2021.003\ 220 & 1.9333358 & -0.5393707 & 503 & 229 & 2021.992 & 2021.453\ 221 & 2.0069955 & 0.6285375 & 497 & 666 & 2021.310 & 2021.938\ 222 & 5.9471535 & 0.1084583 & 503 & 494 & 2021.703 & 2021.811\ 223 & 0.3076488 & -0.0046854 & 309 & 228 & 2021.518 & 2021.513\ 224 & 1.3823765 & 0.1597755 & 497 & 186 & 2021.495 & 2021.655\ 225 & 0.2393610 & -0.1402502 & 119 & 692 & 2021.964 & 2021.823\ 226 & 5.8777322 & 0.3522685 & 497 & 126 & 2021.317 & 2021.670\ 227 & 0.3323837 & 0.1942289 & 268 & 804 & 2021.171 & 2021.365\ 228 & 5.9778988 & -0.1690389 & 497 & 988 & 2021.513 & 2021.344\ 229 & 0.9034083 & 0.0369016 & 497 & 686 & 2021.453 & 2021.490\ 230 & 0.6303991 & -0.5959355 & 408 & 948 & 2021.821 & 2021.225\ 231 & 1.5738693 & -0.2525482 & 497 & 352 & 2021.391 & 2021.139\ 232 & 0.1998732 & -0.1090603 & 210 & 664 & 2021.380 & 2021.271\ 233 & 0.7111507 & 0.0731075 & 482 & 877 & 2021.762 & 2021.835\ 234 & 0.8610674 & 0.0222442 & 503 & 42 & 2021.218 & 2021.240\ 235 & 0.3856637 & -0.0324598 & 300 & 431 & 2021.792 & 2021.759\ 236 & 6.5066803 & -0.5238511 & 497 & 621 & 2021.703 & 2021.179\ 237 & 6.7531599 & 0.2786285 & 503 & 773 & 2021.284 & 2021.562\ 238 & 0.1053402 & 0.0311503 & 119 & 533 & 2021.442 & 2021.474\ 239 & 0.2939038 & 0.0654716 & 205 & 81 & 2021.864 & 2021.929\ 240 & 4.5953606 & -0.1160698 & 503 & 584 & 2021.587 & 2021.471\ 241 & 3.8418252 & -0.0949678 & 497 & 994 & 2021.449 & 2021.354\ 242 & 1.5650008 & -0.4087300 & 497 & 131 & 2021.922 & 2021.513\ 243 & 0.8153922 & -0.1824246 & 503 & 594 & 2021.380 & 2021.197\ 244 & 7.2807161 & -0.4752244 & 503 & 493 & 2021.969 & 2021.493\ 245 & 1.7158249 & -0.6627658 & 497 & 723 & 2021.754 & 2021.091\ 246 & 3.0276185 & -0.6114848 & 503 & 133 & 2021.646 & 2021.034\ 247 & 0.6077440 & 0.1788496 & 503 & 437 & 2021.444 & 2021.623\ 248 & 6.7836357 & 0.0947730 & 503 & 535 & 2021.152 & 2021.247\ 249 & 0.1747901 & 0.0100660 & 174 & 658 & 2021.157 & 2021.167\ 250 & 0.9044567 & 0.0974939 & 503 & 119 & 2021.240 & 2021.337\ 251 & 6.8016627 & 0.1893477 & 503 & 260 & 2021.299 & 2021.489\ 252 & 3.2769135 & -0.2684626 & 497 & 545 & 2021.601 & 2021.333\ 253 & 2.0086015 & 0.0223046 & 503 & 951 & 2021.849 & 2021.872\ 254 & 0.4012926 & -0.1748748 & 196 & 914 & 2021.985 & 2021.810\ 255 & 3.5095745 & 0.0260482 & 497 & 859 & 2021.826 & 2021.852\ 256 & 1.5345947 & -0.2072585 & 497 & 355 & 2021.487 & 2021.280\ 257 & 4.9466728 & -0.2099391 & 503 & 705 & 2021.539 & 2021.329\ 258 & 4.9329583 & 0.1577647 & 503 & 507 & 2021.393 & 2021.550\ 259 & 0.3892858 & 0.3023870 & 256 & 509 & 2021.104 & 2021.406\ 260 & 6.1970886 & 0.0471078 & 497 & 695 & 2021.489 & 2021.536\ 261 & 5.6918920 & -0.5868917 & 503 & 721 & 2021.711 & 2021.124\ 262 & 1.1725068 & 0.3046184 & 503 & 488 & 2021.354 & 2021.658\ 263 & 5.6046934 & -0.4818631 & 497 & 540 & 2021.838 & 2021.356\ 264 & 0.4217528 & -0.2455553 & 371 & 779 & 2021.290 & 2021.045\ 265 & 4.1047661 & 0.0860906 & 503 & 15 & 2021.816 & 2021.902\ 266 & 2.8699317 & 0.5069605 & 503 & 315 & 2021.362 & 2021.869\ 267 & 3.1172851 & 0.7699314 & 503 & 965 & 2021.047 & 2021.817\ 268 & 2.9465445 & -0.2102567 & 497 & 465 & 2021.293 & 2021.083\ 269 & 4.3132273 & 0.3408695 & 503 & 24 & 2021.350 & 2021.690\ 270 & 5.0455518 & -0.6544997 & 503 & 991 & 2021.798 & 2021.144\ 271 & 1.9229011 & 0.1417349 & 503 & 584 & 2021.329 & 2021.471\ 272 & 2.0765480 & 0.6904026 & 503 & 735 & 2021.267 & 2021.957\ 273 & 8.5300313 & -0.6049669 & 497 & 304 & 2021.725 & 2021.120\ 274 & 3.5742771 & -0.1114159 & 497 & 48 & 2021.744 & 2021.633\ 275 & 7.5601412 & -0.2953683 & 503 & 40 & 2021.693 & 2021.397\ 276 & 2.0943044 & -0.5195101 & 497 & 471 & 2021.583 & 2021.064\ 277 & 0.4429154 & -0.0636510 & 279 & 808 & 2021.888 & 2021.825\ 278 & 9.5924461 & -0.3529408 & 497 & 22 & 2021.548 & 2021.195\ 279 & 1.4230485 & 0.1024090 & 503 & 404 & 2021.030 & 2021.132\ 280 & 0.1919216 & -0.0273388 & 203 & 994 & 2021.381 & 2021.354\ 281 & 5.2265903 & -0.0176887 & 503 & 9 & 2021.569 & 2021.552\ 282 & 2.0000723 & 0.7633761 & 503 & 735 & 2021.194 & 2021.957\ 283 & 2.2840621 & -0.4611928 & 503 & 268 & 2021.755 & 2021.293\ 284 & 4.5695227 & 0.4670302 & 503 & 870 & 2021.354 & 2021.821\ 285 & 2.0801659 & 0.1797776 & 497 & 450 & 2021.816 & 2021.996\ 286 & 0.8163875 & -0.0983086 & 497 & 903 & 2021.776 & 2021.678\ 287 & 6.2664543 & -0.1651645 & 497 & 212 & 2021.180 & 2021.015\ 288 & 6.4078655 & 0.1305219 & 497 & 577 & 2021.673 & 2021.803\ 289 & 2.9124285 & 0.7797993 & 497 & 207 & 2021.087 & 2021.866\ 290 & 6.2937600 & 0.2713437 & 497 & 593 & 2021.117 & 2021.388\ 291 & 0.6206563 & 0.1739909 & 408 & 213 & 2021.810 & 2021.984\ 292 & 1.0190083 & -0.0385505 & 497 & 205 & 2021.360 & 2021.321\ 293 & 0.1375590 & 0.1194129 & 131 & 14 & 2021.120 & 2021.239\ 294 & 0.3085943 & 0.2713200 & 323 & 1000 & 2021.417 & 2021.688\ 295 & 2.7144047 & -0.5076853 & 497 & 272 & 2021.774 & 2021.267\ 296 & 1.0007449 & 0.5991707 & 497 & 275 & 2021.094 & 2021.693\ 297 & 2.2892373 & 0.0192420 & 497 & 728 & 2021.209 & 2021.228\ 298 & 1.7040506 & 0.3077941 & 503 & 652 & 2021.103 & 2021.410\ 299 & 2.2165223 & -0.1463332 & 497 & 785 & 2021.402 & 2021.256\ 300 & 2.2492149 & -0.1020745 & 497 & 239 & 2021.966 & 2021.864\ 301 & 7.1356426 & -0.3287609 & 503 & 936 & 2021.347 & 2021.018\ 302 & 1.2629792 & -0.4051839 & 503 & 109 & 2021.799 & 2021.394\ 303 & 0.2169148 & 0.1646521 & 179 & 886 & 2021.128 & 2021.293\ 304 & 3.2946448 & 0.6005983 & 503 & 963 & 2021.120 & 2021.720\ 305 & 2.5912831 & 0.2277456 & 497 & 121 & 2021.234 & 2021.462\ 306 & 2.1253778 & -0.0074549 & 497 & 95 & 2021.489 & 2021.482\ 307 & 3.0696458 & -0.0582551 & 497 & 484 & 2021.595 & 2021.537\ 308 & 6.5396329 & -0.1937967 & 497 & 939 & 2021.785 & 2021.591\ 309 & 4.5239267 & 0.7463612 & 497 & 163 & 2021.079 & 2021.826\ 310 & 4.5647812 & 0.2650617 & 503 & 862 & 2021.715 & 2021.980\ 311 & 2.0217221 & 0.5411840 & 497 & 943 & 2021.366 & 2021.907\ 312 & 4.0169206 & 0.0022566 & 497 & 854 & 2021.189 & 2021.191\ 313 & 0.8630439 & -0.2285492 & 503 & 655 & 2021.391 & 2021.163\ 314 & 2.4528703 & -0.9476580 & 503 & 532 & 2021.961 & 2021.013\ 315 & 0.1017990 & -0.0163369 & 81 & 859 & 2021.869 & 2021.852\ 316 & 1.4789364 & 0.0023626 & 497 & 154 & 2021.746 & 2021.748\ 317 & 2.3892100 & -0.2374357 & 497 & 518 & 2021.627 & 2021.390\ 318 & 4.6803234 & 0.3130842 & 503 & 611 & 2021.023 & 2021.336\ 319 & 1.6105252 & -0.0370659 & 503 & 951 & 2021.909 & 2021.872\ 320 & 5.0139013 & 0.0391261 & 497 & 700 & 2021.552 & 2021.591\ 321 & 2.6962361 & 0.3108664 & 503 & 615 & 2021.072 & 2021.383\ 322 & 1.8051548 & -0.1922004 & 497 & 742 & 2021.709 & 2021.517\ 323 & 1.1028259 & 0.5426768 & 503 & 812 & 2021.092 & 2021.635\ 324 & 0.5261410 & -0.2509071 & 472 & 800 & 2021.415 & 2021.164\ 325 & 2.4470102 & 0.1651848 & 497 & 599 & 2021.518 & 2021.683\ 326 & 0.7627385 & -0.2546083 & 503 & 642 & 2021.593 & 2021.338\ 327 & 0.7405818 & -0.2049704 & 497 & 145 & 2021.439 & 2021.235\ 328 & 4.6847343 & 0.1461927 & 503 & 916 & 2021.846 & 2021.992\ 329 & 6.0916500 & 0.0700006 & 503 & 315 & 2021.799 & 2021.869\ 330 & 3.0605841 & 0.0197187 & 497 & 993 & 2021.761 & 2021.781\ 331 & 3.4628988 & -0.0319196 & 497 & 635 & 2021.528 & 2021.496\ 332 & 2.5638144 & -0.2797828 & 497 & 354 & 2021.425 & 2021.145\ 333 & 1.2872149 & -0.2158742 & 497 & 355 & 2021.496 & 2021.280\ 334 & 2.3774025 & 0.6750279 & 503 & 56 & 2021.070 & 2021.745\ 335 & 4.8648074 & -0.0624180 & 503 & 55 & 2021.719 & 2021.657\ 336 & 3.4958483 & -0.2330446 & 497 & 646 & 2021.418 & 2021.185\ 337 & 0.1127833 & -0.0764678 & 117 & 346 & 2021.714 & 2021.638\ 338 & 2.9898850 & -0.3189614 & 503 & 582 & 2021.751 & 2021.432\ 339 & 2.0275618 & -0.0875364 & 497 & 342 & 2021.524 & 2021.437\ 340 & 1.4703100 & 0.2041448 & 497 & 335 & 2021.515 & 2021.719\ 341 & 2.1861168 & 0.3245031 & 503 & 660 & 2021.106 & 2021.431\ 342 & 5.0113816 & 0.3870080 & 503 & 463 & 2021.437 & 2021.824\ 343 & 6.4970996 & -0.7491034 & 503 & 964 & 2021.753 & 2021.004\ 344 & 3.0162852 & 0.1510585 & 503 & 256 & 2021.336 & 2021.487\ 345 & 3.0967324 & -0.4529077 & 503 & 639 & 2021.937 & 2021.484\ 346 & 1.4016128 & -0.2308348 & 503 & 920 & 2021.638 & 2021.407\ 347 & 0.1329292 & 0.0165675 & 70 & 1 & 2021.016 & 2021.033\ 348 & 1.8346119 & 0.1951091 & 497 & 491 & 2021.802 & 2021.997\ 349 & 2.8929797 & -0.5793412 & 503 & 833 & 2021.715 & 2021.136\ 350 & 2.3843966 & -0.4110902 & 497 & 662 & 2021.494 & 2021.083\ 351 & 0.8029106 & -0.3464795 & 497 & 533 & 2021.820 & 2021.474\ 352 & 4.4805954 & 0.1294514 & 503 & 473 & 2021.139 & 2021.268\ 353 & 0.4006697 & 0.3440259 & 244 & 204 & 2021.064 & 2021.408\ 354 & 4.1053595 & 0.5519845 & 503 & 164 & 2021.145 & 2021.697\ 355 & 0.3475891 & 0.3054388 & 324 & 844 & 2021.280 & 2021.585\ 356 & 0.9890904 & -0.0780809 & 503 & 311 & 2021.444 & 2021.366\ 357 & 4.9656051 & -0.2186301 & 497 & 267 & 2021.265 & 2021.047\ 358 & 5.5528265 & 0.3457971 & 497 & 719 & 2021.290 & 2021.636\ 359 & 7.3943182 & 0.5030112 & 503 & 410 & 2021.442 & 2021.945\ 360 & 0.6171028 & -0.6112444 & 339 & 449 & 2021.953 & 2021.341\ 361 & 4.3591029 & -0.8067352 & 503 & 647 & 2021.989 & 2021.183\ 362 & 1.3747271 & -0.1897788 & 497 & 490 & 2021.600 & 2021.410\ 363 & 0.3399111 & 0.0728675 & 321 & 335 & 2021.646 & 2021.719\ 364 & 2.1637806 & 0.3708325 & 497 & 794 & 2021.310 & 2021.680\ 365 & 1.7366871 & -0.7120010 & 497 & 718 & 2021.715 & 2021.003\ 366 & 4.4143962 & -0.3363672 & 503 & 296 & 2021.430 & 2021.094\ 367 & 2.1960902 & 0.1146175 & 503 & 405 & 2021.278 & 2021.393\ 368 & 5.8048870 & -0.7851467 & 503 & 505 & 2021.814 & 2021.029\ 369 & 1.3856862 & 0.1854054 & 497 & 17 & 2021.640 & 2021.825\ 370 & 0.5590608 & 0.3426159 & 462 & 213 & 2021.642 & 2021.984\ 371 & 0.6346609 & 0.4911423 & 337 & 766 & 2021.027 & 2021.518\ 372 & 3.1978484 & -0.3386080 & 497 & 841 & 2021.591 & 2021.253\ 373 & 1.3747761 & 0.1457980 & 503 & 737 & 2021.434 & 2021.580\ 374 & 5.4619610 & -0.5122030 & 503 & 402 & 2021.769 & 2021.257\ 375 & 0.5282048 & -0.3734965 & 481 & 386 & 2021.580 & 2021.206\ 376 & 7.4594301 & 0.1520803 & 497 & 585 & 2021.021 & 2021.173\ 377 & 5.2683784 & -0.3448084 & 503 & 387 & 2021.453 & 2021.108\ 378 & 1.0508553 & 0.6998458 & 503 & 904 & 2021.106 & 2021.805\ 379 & 1.1573015 & 0.0915414 & 497 & 837 & 2021.397 & 2021.488\ 380 & 0.0593874 & 0.0353996 & 46 & 479 & 2021.655 & 2021.691\ 381 & 4.7894726 & -0.6105027 & 503 & 200 & 2021.746 & 2021.136\ 382 & 3.6648188 & 0.0181855 & 503 & 824 & 2021.052 & 2021.071\ 383 & 1.8282327 & 0.2652558 & 503 & 851 & 2021.308 & 2021.573\ 384 & 7.3094394 & -0.0686778 & 503 & 503 & 2021.326 & 2021.258\ 385 & 3.0153586 & 0.7357193 & 503 & 315 & 2021.133 & 2021.869\ 386 & 1.1970080 & -0.1149838 & 497 & 723 & 2021.206 & 2021.091\ 387 & 0.5810686 & 0.1618806 & 353 & 106 & 2021.108 & 2021.270\ 388 & 1.0948497 & -0.6768318 & 497 & 471 & 2021.740 & 2021.064\ 389 & 1.1370045 & 0.1876301 & 503 & 922 & 2021.262 & 2021.450\ 390 & 1.2919932 & -0.2931618 & 503 & 507 & 2021.843 & 2021.550\ 391 & 4.3641828 & 0.0461062 & 497 & 167 & 2021.112 & 2021.158\ 392 & 2.3877854 & 0.4565540 & 497 & 338 & 2021.294 & 2021.751\ 393 & 3.0223655 & -0.0193823 & 497 & 988 & 2021.363 & 2021.344\ 394 & 2.9102814 & -0.8342028 & 497 & 539 & 2021.941 & 2021.107\ 395 & 2.1501874 & 0.3683762 & 497 & 222 & 2021.335 & 2021.703\ 396 & 2.0537513 & -0.1009651 & 497 & 414 & 2021.923 & 2021.822\ 397 & 5.2975035 & 0.4733513 & 497 & 598 & 2021.066 & 2021.540\ 398 & 2.5634776 & -0.1486712 & 503 & 164 & 2021.846 & 2021.697\ 399 & 6.8967564 & 0.5203810 & 503 & 58 & 2021.292 & 2021.813\ 400 & 2.6734944 & 0.3274189 & 497 & 430 & 2021.276 & 2021.604\ 401 & 6.2230363 & -0.7552981 & 497 & 167 & 2021.913 & 2021.158\ 402 & 0.5452409 & 0.4010062 & 410 & 549 & 2021.257 & 2021.658\ 403 & 8.0686281 & 0.2842173 & 503 & 916 & 2021.708 & 2021.992\ 404 & 1.9284074 & 0.0847942 & 497 & 534 & 2021.132 & 2021.217\ 405 & 0.6796591 & -0.1751297 & 497 & 234 & 2021.393 & 2021.218\ 406 & 2.2823967 & -0.1680642 & 503 & 268 & 2021.461 & 2021.293\ 407 & 3.2807427 & -0.1663953 & 503 & 642 & 2021.505 & 2021.338\ 408 & 3.2827433 & 0.3705276 & 497 & 377 & 2021.082 & 2021.453\ 409 & 7.2457287 & -0.6166836 & 503 & 926 & 2021.834 & 2021.218\ 410 & 0.4067835 & 0.0328342 & 212 & 467 & 2021.945 & 2021.978\ 411 & 5.9649370 & 0.0020989 & 497 & 836 & 2021.548 & 2021.550\ 412 & 2.1473131 & -0.3820950 & 503 & 611 & 2021.718 & 2021.336\ 413 & 0.6026592 & -0.0041930 & 486 & 607 & 2021.367 & 2021.363\ 414 & 2.1294104 & -0.1041444 & 503 & 28 & 2021.822 & 2021.717\ 415 & 0.9625415 & -0.0083806 & 503 & 142 & 2021.733 & 2021.724\ 416 & 1.9953527 & -0.6464520 & 497 & 585 & 2021.820 & 2021.173\ 417 & 1.2798179 & -0.6492509 & 497 & 465 & 2021.732 & 2021.083\ 418 & 2.0762651 & -0.0779680 & 503 & 96 & 2021.991 & 2021.913\ 419 & 3.5763313 & 0.6579237 & 497 & 349 & 2021.057 & 2021.715\ 420 & 1.8797853 & -0.5094612 & 497 & 646 & 2021.694 & 2021.185\ 421 & 1.3700405 & -0.5727493 & 497 & 355 & 2021.853 & 2021.280\ 422 & 3.2118478 & -0.1143497 & 497 & 131 & 2021.628 & 2021.513\ 423 & 2.4959823 & -0.0708088 & 503 & 869 & 2021.520 & 2021.450\ 424 & 1.9833531 & 0.0800069 & 503 & 107 & 2021.681 & 2021.761\ 425 & 0.3655583 & -0.1485819 & 195 & 577 & 2021.952 & 2021.803\ 426 & 8.0548333 & 0.4833730 & 497 & 270 & 2021.315 & 2021.798\ 427 & 2.7680790 & -0.2923576 & 503 & 925 & 2021.657 & 2021.365\ 428 & 3.6647136 & -0.3179610 & 497 & 565 & 2021.673 & 2021.355\ 429 & 3.5641101 & 0.4573619 & 503 & 904 & 2021.348 & 2021.805\ 430 & 1.8616300 & 0.2560812 & 503 & 915 & 2021.604 & 2021.860\ 431 & 2.2397591 & -0.2412605 & 497 & 223 & 2021.759 & 2021.518\ 432 & 2.3119855 & 0.0308037 & 497 & 448 & 2021.480 & 2021.511\ 433 & 3.0820543 & -0.7309619 & 497 & 892 & 2021.819 & 2021.088\ 434 & 0.8200304 & 0.4824825 & 492 & 380 & 2021.173 & 2021.655\ 435 & 0.7866887 & 0.0804076 & 405 & 83 & 2021.008 & 2021.088\ 436 & 1.9874430 & 0.3358845 & 497 & 329 & 2021.463 & 2021.799\ 437 & 5.3240525 & -0.2317810 & 497 & 313 & 2021.623 & 2021.391\ 438 & 4.3338159 & 0.3672903 & 497 & 281 & 2021.202 & 2021.569\ 439 & 3.0997864 & -0.2633452 & 497 & 354 & 2021.408 & 2021.145\ 440 & 4.6128018 & -0.3594862 & 503 & 868 & 2021.634 & 2021.274\ 441 & 4.1650974 & -0.0108426 & 503 & 709 & 2021.983 & 2021.972\ 442 & 1.4116327 & 0.2761194 & 503 & 951 & 2021.596 & 2021.872\ 443 & 0.2296580 & 0.1024542 & 172 & 45 & 2021.119 & 2021.222\ 444 & 3.6917291 & -0.9078469 & 503 & 5 & 2021.989 & 2021.081\ 445 & 0.2914690 & 0.1627772 & 163 & 147 & 2021.039 & 2021.202\ 446 & 1.9038228 & -0.1186078 & 497 & 896 & 2021.489 & 2021.371\ 447 & 1.6704489 & 0.3798428 & 497 & 960 & 2021.066 & 2021.446\ 448 & 1.7439168 & -0.3563496 & 503 & 178 & 2021.511 & 2021.154\ 449 & 3.2145144 & 0.3755097 & 497 & 839 & 2021.341 & 2021.717\ 450 & 6.0168199 & -0.4473309 & 503 & 411 & 2021.996 & 2021.548\ 451 & 4.4835385 & 0.2698292 & 497 & 839 & 2021.447 & 2021.717\ 452 & 1.4751781 & -0.7755035 & 503 & 387 & 2021.884 & 2021.108\ 453 & 3.3358873 & 0.4609256 & 497 & 749 & 2021.246 & 2021.707\ 454 & 1.2851741 & 0.4541199 & 497 & 761 & 2021.505 & 2021.959\ 455 & 8.7078192 & -0.1730545 & 497 & 487 & 2021.772 & 2021.599\ 456 & 1.6484238 & -0.4295602 & 497 & 681 & 2021.571 & 2021.141\ 457 & 2.3814142 & 0.1108005 & 497 & 889 & 2021.845 & 2021.955\ 458 & 2.4430420 & -0.2325680 & 497 & 293 & 2021.353 & 2021.120\ 459 & 1.2379457 & 0.1824828 & 497 & 947 & 2021.488 & 2021.670\ 460 & 0.7764664 & 0.2664911 & 479 & 838 & 2021.199 & 2021.465\ 461 & 1.9265303 & 0.4497751 & 497 & 743 & 2021.099 & 2021.549\ 462 & 3.8975920 & 0.1907793 & 497 & 953 & 2021.402 & 2021.593\ 463 & 6.1576338 & -0.4701390 & 497 & 478 & 2021.824 & 2021.354\ 464 & 2.9749313 & -0.2884849 & 497 & 385 & 2021.422 & 2021.133\ 465 & 0.7497174 & 0.0558216 & 425 & 218 & 2021.083 & 2021.139\ 466 & 1.6524671 & 0.4961928 & 497 & 203 & 2021.151 & 2021.647\ 467 & 0.8217669 & -0.4166266 & 429 & 572 & 2021.978 & 2021.561\ 468 & 0.4158166 & -0.0622914 & 319 & 958 & 2021.759 & 2021.697\ 469 & 2.7651120 & -0.4527692 & 503 & 296 & 2021.546 & 2021.094\ 470 & 1.4616891 & -0.5516773 & 497 & 324 & 2021.966 & 2021.415\ 471 & 0.5970069 & 0.2297044 & 337 & 268 & 2021.064 & 2021.293\ 472 & 6.2298945 & 0.0918027 & 503 & 650 & 2021.391 & 2021.483\ 473 & 1.4453843 & 0.5527333 & 497 & 608 & 2021.268 & 2021.821\ 474 & 1.0065506 & -0.2207420 & 497 & 853 & 2021.995 & 2021.775\ 475 & 3.0760011 & 0.2942905 & 503 & 509 & 2021.112 & 2021.406\ 476 & 3.1940077 & 0.3111524 & 497 & 988 & 2021.033 & 2021.344\ 477 & 3.0225814 & 0.0497552 & 503 & 507 & 2021.501 & 2021.550\ 478 & 0.6005718 & 0.3031847 & 478 & 55 & 2021.354 & 2021.657\ 479 & 2.3093233 & 0.2702390 & 497 & 314 & 2021.691 & 2021.961\ 480 & 2.2649479 & -0.0584394 & 503 & 362 & 2021.658 & 2021.600\ 481 & 3.5895728 & -0.1456920 & 497 & 921 & 2021.962 & 2021.817\ 482 & 3.3192332 & -0.2408590 & 503 & 287 & 2021.421 & 2021.180\ 483 & 2.9868851 & 0.5251158 & 503 & 597 & 2021.073 & 2021.598\ 484 & 0.3369988 & 0.3227228 & 344 & 915 & 2021.537 & 2021.860\ 485 & 3.3876165 & 0.3954054 & 497 & 598 & 2021.144 & 2021.540\ 486 & 7.4459331 & 0.0782950 & 497 & 989 & 2021.170 & 2021.248\ 487 & 1.1903133 & 0.2100494 & 503 & 498 & 2021.599 & 2021.809\ 488 & 4.7868511 & -0.4056843 & 497 & 841 & 2021.658 & 2021.253\ 489 & 5.1344165 & 0.3815907 & 503 & 174 & 2021.535 & 2021.916\ 490 & 1.6131806 & -0.4019407 & 503 & 435 & 2021.410 & 2021.008\ 491 & 2.3325876 & -0.1401717 & 503 & 4 & 2021.997 & 2021.857\ 492 & 1.3734303 & 0.1722237 & 503 & 961 & 2021.694 & 2021.866\ 493 & 1.2607496 & 0.4611723 & 497 & 36 & 2021.493 & 2021.955\ 494 & 0.6272803 & -0.5987613 & 404 & 780 & 2021.811 & 2021.213\ 495 & 0.9012359 & -0.2812027 & 473 & 947 & 2021.951 & 2021.670\ 496 & 1.1350692 & -0.1004411 & 503 & 833 & 2021.236 & 2021.136\ 497 & 3.8416523 & 0.2105054 & 497 & 338 & 2021.540 & 2021.751\ 498 & 2.5946133 & -0.6765540 & 497 & 170 & 2021.809 & 2021.132\ 499 & 1.8388566 & -0.1492614 & 503 & 824 & 2021.220 & 2021.071\ 500 & 4.4360390 & 0.3010480 & 497 & 515 & 2021.323 & 2021.624\ 501 & 2.4824687 & -0.4332850 & 497 & 565 & 2021.789 & 2021.355\ 502 & 7.2081223 & 0.1252696 & 503 & 200 & 2021.011 & 2021.136\ 503 & 0.1641552 & -0.1319550 & 173 & 19 & 2021.258 & 2021.126\ 504 & 4.1495003 & -0.7795225 & 497 & 161 & 2021.849 & 2021.069\ 505 & 0.2404618 & 0.1588738 & 140 & 908 & 2021.029 & 2021.188\ 506 & 6.1481125 & -0.1103485 & 497 & 13 & 2021.315 & 2021.205\ 507 & 4.4134813 & 0.4037578 & 497 & 198 & 2021.550 & 2021.954\ 508 & 2.7684592 & -0.0209068 & 503 & 495 & 2021.972 & 2021.951\ 509 & 4.3189109 & 0.3082707 & 497 & 310 & 2021.406 & 2021.715\ 510 & 5.5149447 & -0.5461354 & 503 & 18 & 2021.676 & 2021.130\ 511 & 4.9562340 & -0.0056655 & 497 & 630 & 2021.432 & 2021.426\ 512 & 4.2680508 & 0.0181108 & 497 & 571 & 2021.939 & 2021.957\ 513 & 8.9085409 & -0.2735820 & 503 & 449 & 2021.615 & 2021.341\ 514 & 0.6923754 & -0.5695980 & 364 & 90 & 2021.965 & 2021.395\ 515 & 3.6026010 & -0.5234809 & 503 & 590 & 2021.624 & 2021.100\ 516 & 3.4360624 & 0.3166364 & 503 & 470 & 2021.650 & 2021.966\ 517 & 2.1970360 & 0.2552938 & 497 & 544 & 2021.219 & 2021.475\ 518 & 0.0491692 & 0.0163266 & 53 & 821 & 2021.390 & 2021.406\ 519 & 2.2393929 & 0.1142105 & 497 & 100 & 2021.561 & 2021.675\ 520 & 2.6475810 & -0.3009234 & 503 & 533 & 2021.774 & 2021.474\ 521 & 2.4458813 & -0.5202005 & 503 & 823 & 2021.805 & 2021.285\ 522 & 2.6152560 & 0.4626315 & 503 & 938 & 2021.305 & 2021.768\ 523 & 2.5769482 & -0.5584817 & 503 & 312 & 2021.747 & 2021.189\ 524 & 2.8939014 & -0.0568169 & 503 & 432 & 2021.537 & 2021.480\ 525 & 2.7267647 & -0.3705114 & 497 & 595 & 2021.585 & 2021.214\ 526 & 0.3118157 & -0.1146107 & 312 & 116 & 2021.578 & 2021.463\ 527 & 5.0552569 & 0.5286931 & 503 & 640 & 2021.183 & 2021.711\ 528 & 3.3496864 & -0.7488158 & 503 & 453 & 2021.995 & 2021.246\ 529 & 2.5244403 & 0.2115418 & 497 & 934 & 2021.768 & 2021.979\ 530 & 8.9550415 & 0.0970625 & 497 & 248 & 2021.055 & 2021.152\ 531 & 7.5655270 & 0.2279487 & 497 & 157 & 2021.453 & 2021.681\ 532 & 5.7010991 & 0.4396481 & 497 & 377 & 2021.013 & 2021.453\ 533 & 2.3812291 & -0.3668256 & 497 & 539 & 2021.474 & 2021.107\ 534 & 8.8518808 & 0.3443013 & 503 & 519 & 2021.217 & 2021.561\ 535 & 2.7262579 & -0.1259491 & 497 & 956 & 2021.247 & 2021.121\ 536 & 0.3258817 & 0.2275764 & 220 & 971 & 2021.101 & 2021.329\ 537 & 1.5053279 & -0.2227410 & 503 & 397 & 2021.289 & 2021.066\ 538 & 1.9423042 & -0.3410105 & 497 & 377 & 2021.794 & 2021.453\ 539 & 1.3248130 & -0.0935379 & 503 & 532 & 2021.107 & 2021.013\ 540 & 1.8128148 & -0.2925583 & 503 & 353 & 2021.356 & 2021.064\ 541 & 0.6173423 & 0.5620393 & 469 & 976 & 2021.315 & 2021.877\ 542 & 3.1147765 & -0.0482930 & 497 & 900 & 2021.213 & 2021.165\ 543 & 4.4897768 & -0.4473814 & 497 & 465 & 2021.530 & 2021.083\ 544 & 3.8779832 & 0.2456835 & 503 & 963 & 2021.475 & 2021.720\ 545 & 3.0231208 & 0.6501561 & 503 & 772 & 2021.333 & 2021.983\ 546 & 0.9214706 & -0.2067774 & 497 & 790 & 2021.250 & 2021.043\ 547 & 2.8606638 & 0.1925923 & 503 & 6 & 2021.452 & 2021.645\ 548 & 4.0748244 & -0.0356074 & 503 & 703 & 2021.099 & 2021.063\ 549 & 3.1089854 & -0.2538865 & 503 & 191 & 2021.658 & 2021.404\ 550 & 0.4282710 & -0.3210573 & 429 & 636 & 2021.584 & 2021.263\ 551 & 0.2965982 & -0.2820012 & 144 & 882 & 2021.985 & 2021.703\ 552 & 4.6643916 & 0.1055414 & 503 & 488 & 2021.553 & 2021.658\ 553 & 6.1416431 & -0.2111315 & 503 & 221 & 2021.521 & 2021.310\ 554 & 1.1805843 & -0.2113477 & 497 & 971 & 2021.540 & 2021.329\ 555 & 2.6549215 & 0.8916045 & 497 & 82 & 2021.074 & 2021.966\ 556 & 4.1027969 & 0.2155213 & 503 & 325 & 2021.302 & 2021.518\ 557 & 2.2697783 & -0.7100451 & 497 & 562 & 2021.719 & 2021.009\ 558 & 3.1926067 & 0.3887945 & 497 & 359 & 2021.053 & 2021.442\ 559 & 3.2065003 & -0.5215135 & 497 & 718 & 2021.525 & 2021.003\ 560 & 4.7558017 & -0.0358146 & 503 & 985 & 2021.038 & 2021.002\ 561 & 5.7817166 & -0.0875384 & 497 & 515 & 2021.711 & 2021.624\ 562 & 1.0266979 & 0.9752791 & 503 & 213 & 2021.009 & 2021.984\ 563 & 1.3662775 & -0.2368260 & 497 & 923 & 2021.373 & 2021.136\ 564 & 1.9285531 & 0.0800014 & 503 & 847 & 2021.321 & 2021.401\ 565 & 2.7354809 & 0.4933018 & 503 & 876 & 2021.355 & 2021.849\ 566 & 3.0424883 & -0.7264099 & 497 & 111 & 2021.949 & 2021.222\ 567 & 1.4033655 & 0.3990110 & 503 & 951 & 2021.473 & 2021.872\ 568 & 0.0533162 & -0.0384768 & 59 & 1000 & 2021.727 & 2021.688\ 569 & 0.9780991 & -0.3560574 & 497 & 111 & 2021.578 & 2021.222\ 570 & 2.7754834 & 0.1014580 & 497 & 157 & 2021.579 & 2021.681\ 571 & 0.4591449 & -0.3594337 & 242 & 913 & 2021.957 & 2021.598\ 572 & 2.4814954 & -0.3242603 & 497 & 691 & 2021.561 & 2021.237\ 573 & 4.1514730 & 0.1527664 & 497 & 988 & 2021.191 & 2021.344\ 574 & 3.1927540 & 0.2200764 & 503 & 619 & 2021.011 & 2021.231\ 575 & 3.4503977 & 0.0731796 & 497 & 344 & 2021.263 & 2021.336\ 576 & 0.0209497 & 0.0163949 & 24 & 142 & 2021.708 & 2021.724\ 577 & 1.9006076 & -0.0394221 & 503 & 208 & 2021.803 & 2021.764\ 578 & 4.5145401 & -0.5272546 & 497 & 545 & 2021.860 & 2021.333\ 579 & 6.7200318 & 0.2061540 & 497 & 564 & 2021.115 & 2021.321\ 580 & 4.3444710 & 0.0908938 & 503 & 961 & 2021.776 & 2021.866\ 581 & 1.1213036 & -0.5213856 & 497 & 645 & 2021.532 & 2021.010\ 582 & 5.8762508 & 0.4865338 & 497 & 726 & 2021.432 & 2021.918\ 583 & 8.2464778 & -0.4300029 & 503 & 102 & 2021.739 & 2021.309\ 584 & 4.9005270 & -0.1090743 & 497 & 266 & 2021.471 & 2021.362\ 585 & 5.4089853 & 0.8221905 & 503 & 589 & 2021.173 & 2021.995\ 586 & 3.1720551 & -0.7961624 & 503 & 290 & 2021.913 & 2021.117\ 587 & 1.1549786 & 0.3237995 & 497 & 313 & 2021.068 & 2021.391\ 588 & 1.2022130 & 0.5652980 & 503 & 568 & 2021.162 & 2021.727\ 589 & 3.1071580 & -0.8761347 & 497 & 443 & 2021.995 & 2021.119\ 590 & 0.4183758 & 0.2286001 & 277 & 971 & 2021.100 & 2021.329\ 591 & 4.3301514 & -0.2015965 & 497 & 593 & 2021.590 & 2021.388\ 592 & 5.0481250 & 0.1284734 & 503 & 479 & 2021.562 & 2021.691\ 593 & 0.8448793 & 0.3726488 & 503 & 330 & 2021.388 & 2021.761\ 594 & 2.4538430 & 0.1924194 & 497 & 518 & 2021.197 & 2021.390\ 595 & 1.8646063 & -0.0928730 & 503 & 962 & 2021.214 & 2021.121\ 596 & 0.5568211 & 0.0183970 & 395 & 158 & 2021.202 & 2021.220\ 597 & 0.0244548 & -0.0074271 & 18 & 700 & 2021.598 & 2021.591\ 598 & 1.1916564 & 0.0828226 & 503 & 873 & 2021.540 & 2021.623\ 599 & 1.4944326 & -0.0261097 & 503 & 55 & 2021.683 & 2021.657\ 600 & 4.2022882 & 0.2585221 & 503 & 766 & 2021.259 & 2021.518\ 601 & 1.2023631 & 0.3512162 & 497 & 770 & 2021.161 & 2021.512\ 602 & 1.6447812 & 0.4228373 & 497 & 628 & 2021.228 & 2021.651\ 603 & 2.6030836 & -0.4736041 & 503 & 982 & 2021.973 & 2021.500\ 604 & 5.6693342 & 0.4093825 & 503 & 333 & 2021.086 & 2021.496\ 605 & 0.5049158 & -0.2264253 & 261 & 822 & 2021.984 & 2021.757\ 606 & 1.1849874 & 0.0444761 & 497 & 902 & 2021.026 & 2021.070\ 607 & 0.7696139 & 0.1497067 & 497 & 696 & 2021.363 & 2021.513\ 608 & 4.8180715 & -0.2594851 & 503 & 572 & 2021.821 & 2021.561\ 609 & 6.0803499 & -0.3612667 & 503 & 997 & 2021.745 & 2021.383\ 610 & 1.1417837 & 0.0491871 & 503 & 670 & 2021.303 & 2021.353\ 611 & 2.7298627 & -0.2634441 & 497 & 321 & 2021.336 & 2021.072\ 612 & 1.6675520 & 0.4818859 & 503 & 64 & 2021.299 & 2021.780\ 613 & 0.9653892 & -0.0594000 & 497 & 183 & 2021.629 & 2021.570\ 614 & 4.9665019 & 0.4491217 & 503 & 640 & 2021.262 & 2021.711\ 615 & 2.6773931 & -0.1481419 & 497 & 894 & 2021.383 & 2021.235\ 616 & 0.3154325 & -0.0645128 & 240 & 105 & 2021.795 & 2021.731\ 617 & 4.8703427 & -0.0056273 & 503 & 809 & 2021.010 & 2021.004\ 618 & 2.5031661 & -0.3824081 & 497 & 151 & 2021.827 & 2021.444\ 619 & 3.1059405 & 0.2131228 & 497 & 356 & 2021.231 & 2021.444\ 620 & 0.6412908 & 0.3727082 & 360 & 922 & 2021.077 & 2021.450\ 621 & 0.7427465 & 0.2297277 & 459 & 439 & 2021.179 & 2021.408\ 622 & 0.2226007 & -0.0881598 & 126 & 328 & 2021.934 & 2021.846\ 623 & 2.3293953 & -0.1268792 & 497 & 478 & 2021.481 & 2021.354\ 624 & 7.1443917 & -0.1104444 & 497 & 414 & 2021.932 & 2021.822\ 625 & 0.0955807 & 0.0168930 & 65 & 709 & 2021.955 & 2021.972\ 626 & 1.9877206 & -0.7878633 & 503 & 721 & 2021.912 & 2021.124\ 627 & 4.1539103 & 0.0370087 & 503 & 191 & 2021.367 & 2021.404\ 628 & 0.7394184 & -0.6425976 & 503 & 435 & 2021.651 & 2021.008\ 629 & 0.9639462 & -0.4938010 & 497 & 352 & 2021.632 & 2021.139\ 630 & 1.2793696 & 0.5309958 & 503 & 735 & 2021.426 & 2021.957\ 631 & 8.3270127 & -0.0616619 & 503 & 307 & 2021.657 & 2021.595\ 632 & 0.1050052 & -0.0772274 & 121 & 652 & 2021.488 & 2021.410\ 633 & 4.3273133 & 0.5231871 & 497 & 183 & 2021.047 & 2021.570\ 634 & 1.1938095 & 0.1652589 & 497 & 837 & 2021.323 & 2021.488\ 635 & 5.7569856 & 0.3203353 & 503 & 965 & 2021.496 & 2021.817\ 636 & 0.4195617 & -0.2330397 & 350 & 279 & 2021.263 & 2021.030\ 637 & 3.6762076 & 0.4476405 & 497 & 628 & 2021.203 & 2021.651\ 638 & 0.4276653 & -0.3507587 & 425 & 352 & 2021.489 & 2021.139\ 639 & 5.2220960 & 0.0642365 & 497 & 743 & 2021.484 & 2021.549\ 640 & 3.3524927 & 0.0918993 & 497 & 577 & 2021.711 & 2021.803\ 641 & 5.5156769 & -0.5454831 & 497 & 911 & 2021.621 & 2021.075\ 642 & 2.4713390 & -0.0375289 & 497 & 54 & 2021.338 & 2021.301\ 643 & 1.3071629 & 0.7921734 & 497 & 291 & 2021.018 & 2021.810\ 644 & 3.5880185 & 0.0200784 & 497 & 354 & 2021.125 & 2021.145\ 645 & 0.0732137 & 0.0199836 & 41 & 162 & 2021.010 & 2021.030\ 646 & 1.0985974 & 0.0651847 & 503 & 546 & 2021.185 & 2021.250\ 647 & 4.7100028 & 0.1158803 & 497 & 612 & 2021.183 & 2021.299\ 648 & 6.9413213 & -0.4758576 & 503 & 932 & 2021.789 & 2021.314\ 649 & 0.6967466 & -0.4734822 & 503 & 5 & 2021.555 & 2021.081\ 650 & 0.6189049 & -0.0447991 & 497 & 852 & 2021.483 & 2021.438\ 651 & 0.5696448 & 0.0687167 & 481 & 126 & 2021.601 & 2021.670\ 652 & 4.7326630 & -0.0622608 & 497 & 429 & 2021.410 & 2021.348\ 653 & 0.1617623 & -0.0896262 & 171 & 140 & 2021.167 & 2021.077\ 654 & 4.5255844 & 0.2704421 & 497 & 544 & 2021.204 & 2021.475\ 655 & 6.4730644 & -0.0857927 & 497 & 140 & 2021.163 & 2021.077\ 656 & 0.8814160 & 0.3261442 & 503 & 538 & 2021.468 & 2021.794\ 657 & 1.2560326 & 0.5854788 & 503 & 965 & 2021.231 & 2021.817\ 658 & 3.1034129 & 0.0136197 & 503 & 675 & 2021.167 & 2021.181\ 659 & 0.4102859 & 0.0382909 & 239 & 46 & 2021.919 & 2021.957\ 660 & 1.4140158 & -0.2519056 & 497 & 621 & 2021.431 & 2021.179\ 661 & 2.0854945 & 0.5732234 & 497 & 839 & 2021.144 & 2021.717\ 662 & 1.9036848 & 0.9151585 & 503 & 814 & 2021.083 & 2021.998\ 663 & 0.0400518 & 0.0232026 & 44 & 224 & 2021.472 & 2021.495\ 664 & 3.7806403 & 0.2527040 & 503 & 59 & 2021.271 & 2021.523\ 665 & 0.0057689 & -0.0024096 & 4 & 764 & 2021.080 & 2021.078\ 666 & 3.3313716 & 0.0282492 & 503 & 470 & 2021.938 & 2021.966\ 667 & 5.6248542 & -0.6383676 & 503 & 558 & 2021.692 & 2021.053\ 668 & 0.3987195 & 0.0587882 & 229 & 772 & 2021.924 & 2021.983\ 669 & 7.7587455 & -0.4806838 & 503 & 505 & 2021.510 & 2021.029\ 670 & 2.6429702 & -0.1214882 & 497 & 657 & 2021.353 & 2021.231\ 671 & 4.7747826 & 0.1884181 & 497 & 592 & 2021.374 & 2021.562\ 672 & 7.7929205 & 0.3749774 & 497 & 239 & 2021.489 & 2021.864\ 673 & 4.2112362 & -0.6160417 & 497 & 998 & 2021.755 & 2021.139\ 674 & 4.2246867 & 0.0251154 & 503 & 11 & 2021.735 & 2021.760\ 675 & 0.2310328 & 0.2106475 & 215 & 472 & 2021.181 & 2021.391\ 676 & 1.2590035 & -0.0614172 & 503 & 629 & 2021.694 & 2021.632\ 677 & 0.9633506 & -0.7555999 & 503 & 643 & 2021.774 & 2021.018\ 678 & 3.9117976 & -0.1976353 & 497 & 105 & 2021.928 & 2021.731\ 679 & 5.3628213 & 0.6508481 & 503 & 75 & 2021.197 & 2021.848\ 680 & 1.8909077 & -0.1195985 & 497 & 763 & 2021.962 & 2021.842\ 681 & 1.8238611 & -0.0161944 & 503 & 644 & 2021.141 & 2021.125\ 682 & 1.7142974 & -0.2252748 & 503 & 364 & 2021.535 & 2021.310\ 683 & 2.7862759 & -0.1627869 & 497 & 71 & 2021.364 & 2021.201\ 684 & 0.4630555 & 0.2317687 & 466 & 970 & 2021.501 & 2021.733\ 685 & 3.7526941 & -0.0081264 & 497 & 204 & 2021.416 & 2021.408\ 686 & 2.9559262 & 0.3208343 & 503 & 914 & 2021.490 & 2021.810\ 687 & 2.4882834 & 0.2581733 & 503 & 458 & 2021.094 & 2021.353\ 688 & 0.0404043 & -0.0240318 & 41 & 998 & 2021.163 & 2021.139\ 689 & 1.4344748 & 0.1386959 & 503 & 597 & 2021.459 & 2021.598\ 690 & 0.3485809 & -0.3259194 & 334 & 556 & 2021.628 & 2021.302\ 691 & 2.2698490 & 0.1271133 & 503 & 683 & 2021.237 & 2021.364\ 692 & 1.3116247 & -0.3357031 & 503 & 459 & 2021.823 & 2021.488\ 693 & 0.3550013 & -0.2048103 & 351 & 984 & 2021.607 & 2021.402\ 694 & 0.2152862 & -0.0974127 & 172 & 1 & 2021.130 & 2021.033\ 695 & 4.5432532 & 0.3412114 & 503 & 976 & 2021.536 & 2021.877\ 696 & 7.0250781 & 0.2212915 & 503 & 730 & 2021.513 & 2021.734\ 697 & 2.8802022 & 0.0988172 & 497 & 508 & 2021.873 & 2021.972\ 698 & 5.1183320 & 0.4967638 & 503 & 569 & 2021.081 & 2021.578\ 699 & 0.7009643 & 0.6369237 & 386 & 88 & 2021.040 & 2021.677\ 700 & 0.6139969 & -0.4019516 & 503 & 12 & 2021.591 & 2021.189\ 701 & 4.3773359 & 0.0364281 & 497 & 247 & 2021.408 & 2021.444\ 702 & 2.1494260 & -0.5551850 & 503 & 67 & 2021.716 & 2021.161\ 703 & 1.4624672 & 0.2519906 & 497 & 541 & 2021.063 & 2021.315\ 704 & 2.1199038 & -0.5626718 & 497 & 736 & 2021.932 & 2021.369\ 705 & 2.9719872 & -0.0763513 & 497 & 713 & 2021.329 & 2021.253\ 706 & 3.9940546 & -0.1407199 & 497 & 803 & 2021.810 & 2021.669\ 707 & 1.2316589 & -0.5339489 & 497 & 988 & 2021.878 & 2021.344\ 708 & 5.9420739 & 0.1341258 & 503 & 991 & 2021.010 & 2021.144\ 709 & 1.0803592 & -0.0741159 & 497 & 878 & 2021.972 & 2021.898\ 710 & 2.0323539 & -0.0712550 & 503 & 732 & 2021.407 & 2021.336\ 711 & 7.4925107 & -0.4952164 & 503 & 675 & 2021.676 & 2021.181\ 712 & 0.8511201 & -0.4384615 & 497 & 679 & 2021.636 & 2021.197\ 713 & 3.6294481 & -0.2345794 & 503 & 643 & 2021.253 & 2021.018\ 714 & 6.0413000 & 0.2665765 & 503 & 372 & 2021.325 & 2021.591\ 715 & 0.3467350 & 0.2218226 & 335 & 59 & 2021.301 & 2021.523\ 716 & 3.6601751 & 0.4784454 & 497 & 928 & 2021.025 & 2021.503\ 717 & 2.9997148 & -0.2945102 & 497 & 377 & 2021.747 & 2021.453\ 718 & 1.2916460 & 0.8340135 & 503 & 103 & 2021.003 & 2021.838\ 719 & 7.1034584 & -0.5812332 & 503 & 530 & 2021.636 & 2021.055\ 720 & 1.7143110 & 0.3674493 & 497 & 406 & 2021.094 & 2021.461\ 721 & 1.4636693 & -0.0470265 & 497 & 140 & 2021.124 & 2021.077\ 722 & 9.2197842 & -0.6561137 & 503 & 1 & 2021.689 & 2021.033\ 723 & 4.1939142 & 0.0659708 & 503 & 176 & 2021.091 & 2021.157\ 724 & 3.2024607 & 0.5367262 & 503 & 963 & 2021.184 & 2021.720\ 725 & 5.6460213 & -0.6513226 & 497 & 352 & 2021.790 & 2021.139\ 726 & 2.7216640 & -0.5117392 & 503 & 829 & 2021.918 & 2021.406\ 727 & 3.9696578 & 0.2911228 & 503 & 66 & 2021.687 & 2021.978\ 728 & 1.8579029 & 0.3998053 & 503 & 422 & 2021.228 & 2021.628\ 729 & 5.9836346 & 0.0567637 & 497 & 524 & 2021.480 & 2021.537\ 730 & 2.6937269 & 0.0204107 & 497 & 283 & 2021.734 & 2021.755\ 731 & 4.1163999 & 0.2043211 & 497 & 857 & 2021.732 & 2021.936\ 732 & 0.8655477 & -0.2475098 & 497 & 83 & 2021.336 & 2021.088\ 733 & 5.3180404 & -0.3502564 & 503 & 350 & 2021.844 & 2021.494\ 734 & 4.3332488 & -0.0022491 & 497 & 863 & 2021.186 & 2021.184\ 735 & 1.2318196 & -0.4173542 & 497 & 598 & 2021.957 & 2021.540\ 736 & 1.5522074 & 0.6149251 & 503 & 213 & 2021.369 & 2021.984\ 737 & 4.4901439 & 0.0191116 & 497 & 487 & 2021.580 & 2021.599\ 738 & 2.8331000 & -0.3023908 & 503 & 982 & 2021.802 & 2021.500\ 739 & 3.0622206 & 0.2259068 & 503 & 213 & 2021.758 & 2021.984\ 740 & 6.2673287 & 0.3153299 & 497 & 448 & 2021.195 & 2021.511\ 741 & 1.1523901 & -0.2639875 & 503 & 597 & 2021.862 & 2021.598\ 742 & 5.3603379 & -0.1939792 & 503 & 500 & 2021.517 & 2021.323\ 743 & 1.7504949 & -0.4550964 & 503 & 296 & 2021.549 & 2021.094\ 744 & 4.9437791 & -0.3535042 & 503 & 996 & 2021.868 & 2021.514\ 745 & 6.3549286 & 0.0956326 & 497 & 656 & 2021.372 & 2021.468\ 746 & 1.4819396 & -0.0383699 & 497 & 722 & 2021.728 & 2021.689\ 747 & 6.8667895 & -0.5816406 & 497 & 212 & 2021.596 & 2021.015\ 748 & 5.5359681 & 0.0336254 & 503 & 394 & 2021.907 & 2021.941\ 749 & 0.8987881 & 0.2571961 & 503 & 219 & 2021.707 & 2021.964\ 750 & 6.2843587 & -0.0156951 & 503 & 353 & 2021.079 & 2021.064\ 751 & 1.6899255 & -0.4552469 & 497 & 161 & 2021.524 & 2021.069\ 752 & 3.4184134 & 0.3191155 & 503 & 504 & 2021.530 & 2021.849\ 753 & 5.6513761 & -0.5108452 & 503 & 2 & 2021.552 & 2021.041\ 754 & 0.8819836 & 0.3410377 & 459 & 232 & 2021.039 & 2021.380\ 755 & 6.2284506 & 0.2150289 & 497 & 677 & 2021.559 & 2021.774\ 756 & 0.1907752 & 0.0042074 & 178 & 676 & 2021.690 & 2021.694\ 757 & 2.5385845 & -0.4258374 & 497 & 836 & 2021.976 & 2021.550\ 758 & 1.0050529 & -0.1757355 & 497 & 754 & 2021.214 & 2021.039\ 759 & 1.5086263 & -0.4842598 & 497 & 902 & 2021.555 & 2021.070\ 760 & 3.5019148 & 0.6373957 & 503 & 348 & 2021.165 & 2021.802\ 761 & 0.2825333 & -0.2187218 & 162 & 388 & 2021.959 & 2021.740\ 762 & 3.4165754 & -0.4160657 & 503 & 849 & 2021.988 & 2021.572\ 763 & 2.0096879 & -0.5120177 & 503 & 977 & 2021.842 & 2021.330\ 764 & 3.5404838 & 0.1390929 & 497 & 930 & 2021.078 & 2021.217\ 765 & 2.8191710 & -0.4891718 & 497 & 790 & 2021.532 & 2021.043\ 766 & 0.7089446 & -0.0867287 & 497 & 10 & 2021.518 & 2021.431\ 767 & 1.7590639 & -0.2834929 & 503 & 985 & 2021.286 & 2021.002\ 768 & 2.0987887 & 0.2669946 & 503 & 568 & 2021.460 & 2021.727\ 769 & 1.5673481 & 0.0292009 & 497 & 816 & 2021.459 & 2021.489\ 770 & 1.7315471 & -0.4418315 & 503 & 824 & 2021.512 & 2021.071\ 771 & 1.6546522 & 0.5562046 & 497 & 666 & 2021.382 & 2021.938\ 772 & 1.7874813 & -0.2911653 & 497 & 667 & 2021.983 & 2021.692\ 773 & 0.4079121 & 0.0795519 & 397 & 370 & 2021.562 & 2021.642\ 774 & 0.9063762 & 0.3980286 & 503 & 103 & 2021.439 & 2021.838\ 775 & 1.1277077 & -0.4159702 & 503 & 932 & 2021.730 & 2021.314\ 776 & 3.0683450 & 0.2707800 & 497 & 302 & 2021.528 & 2021.799\ 777 & 1.5818958 & -0.5010892 & 497 & 7 & 2021.873 & 2021.371\ 778 & 1.0167340 & -0.1638474 & 497 & 49 & 2021.616 & 2021.452\ 779 & 2.0769995 & 0.6895171 & 503 & 730 & 2021.045 & 2021.734\ 780 & 3.8760320 & -0.2084983 & 503 & 964 & 2021.213 & 2021.004\ 781 & 5.5797138 & 0.4087367 & 497 & 148 & 2021.264 & 2021.673\ 782 & 0.5353153 & 0.3260774 & 446 & 213 & 2021.658 & 2021.984\ 783 & 7.1580102 & 0.3185240 & 497 & 138 & 2021.160 & 2021.478\ 784 & 0.7808227 & -0.2553459 & 503 & 23 & 2021.474 & 2021.219\ 785 & 5.6805350 & -0.1236038 & 503 & 807 & 2021.256 & 2021.132\ 786 & 0.5164642 & -0.4241110 & 276 & 497 & 2021.964 & 2021.540\ 787 & 2.1125516 & 0.0718741 & 503 & 529 & 2021.696 & 2021.768\ 788 & 3.5360644 & -0.1191192 & 497 & 830 & 2021.314 & 2021.195\ 789 & 1.2116072 & 0.5235004 & 503 & 70 & 2021.380 & 2021.904\ 790 & 5.2148319 & 0.3096542 & 503 & 670 & 2021.043 & 2021.353\ 791 & 2.6286607 & -0.5622305 & 497 & 373 & 2021.996 & 2021.434\ 792 & 2.6684062 & 0.8431498 & 503 & 890 & 2021.028 & 2021.871\ 793 & 4.3654902 & 0.1012185 & 497 & 47 & 2021.036 & 2021.137\ 794 & 1.0662045 & 0.3024738 & 503 & 772 & 2021.680 & 2021.983\ 795 & 5.0932135 & -0.6946917 & 503 & 535 & 2021.941 & 2021.247\ 796 & 0.9800723 & -0.6042075 & 497 & 931 & 2021.906 & 2021.302\ 797 & 1.4363225 & -0.5978017 & 503 & 807 & 2021.730 & 2021.132\ 798 & 2.9255364 & -0.7193590 & 503 & 661 & 2021.863 & 2021.144\ 799 & 1.6918652 & 0.5544069 & 503 & 172 & 2021.081 & 2021.635\ 800 & 0.6040371 & 0.4935038 & 396 & 427 & 2021.164 & 2021.657\ 801 & 1.5113342 & 0.7135360 & 497 & 17 & 2021.112 & 2021.825\ 802 & 8.4468422 & -0.4631599 & 503 & 108 & 2021.690 & 2021.227\ 803 & 2.2484620 & -0.3317224 & 503 & 202 & 2021.669 & 2021.337\ 804 & 5.6195071 & -0.1053216 & 503 & 104 & 2021.365 & 2021.260\ 805 & 3.2438783 & -0.2238980 & 503 & 985 & 2021.226 & 2021.002\ 806 & 2.6352394 & -0.2081714 & 497 & 785 & 2021.464 & 2021.256\ 807 & 4.1664577 & 0.1074618 & 497 & 250 & 2021.132 & 2021.240\ 808 & 0.8271418 & -0.1232668 & 497 & 843 & 2021.825 & 2021.701\ 809 & 3.5117647 & 0.7103104 & 497 & 310 & 2021.004 & 2021.715\ 810 & 2.4575344 & 0.0262347 & 497 & 795 & 2021.915 & 2021.941\ 811 & 6.2374608 & 0.0044538 & 503 & 941 & 2021.198 & 2021.202\ 812 & 0.7092916 & 0.0833156 & 497 & 412 & 2021.635 & 2021.718\ 813 & 4.1564143 & 0.1224099 & 503 & 417 & 2021.610 & 2021.732\ 814 & 3.9020370 & -0.1309308 & 497 & 20 & 2021.998 & 2021.867\ 815 & 0.3740197 & -0.0652444 & 253 & 677 & 2021.839 & 2021.774\ 816 & 0.2846426 & 0.0363308 & 283 & 559 & 2021.489 & 2021.525\ 817 & 1.1918950 & -0.0656000 & 503 & 509 & 2021.472 & 2021.406\ 818 & 4.0742073 & 0.4240660 & 497 & 686 & 2021.066 & 2021.490\ 819 & 1.8411338 & -0.2660827 & 503 & 1 & 2021.299 & 2021.033\ 820 & 0.7222475 & -0.1371995 & 478 & 296 & 2021.231 & 2021.094\ 821 & 0.4476380 & 0.2522612 & 436 & 782 & 2021.406 & 2021.658\ 822 & 2.0566613 & -0.2608665 & 497 & 635 & 2021.757 & 2021.496\ 823 & 10.0460999 & 0.1895987 & 497 & 784 & 2021.285 & 2021.474\ 824 & 3.5511135 & 0.4112306 & 497 & 95 & 2021.071 & 2021.482\ 825 & 1.7204537 & -0.1948340 & 503 & 466 & 2021.346 & 2021.151\ 826 & 5.7658475 & -0.5830192 & 497 & 413 & 2021.950 & 2021.367\ 827 & 0.2388255 & -0.0535291 & 213 & 41 & 2021.170 & 2021.116\ 828 & 6.7991136 & -0.9121323 & 503 & 606 & 2021.938 & 2021.026\ 829 & 0.6515605 & -0.3254158 & 497 & 799 & 2021.406 & 2021.081\ 830 & 2.5921119 & -0.0827254 & 503 & 391 & 2021.195 & 2021.112\ 831 & 4.3352673 & 0.2625656 & 497 & 472 & 2021.129 & 2021.391\ 832 & 5.6715710 & 0.7086777 & 497 & 254 & 2021.277 & 2021.985\ 833 & 5.1197450 & 0.1558963 & 497 & 992 & 2021.136 & 2021.292\ 834 & 4.1142960 & -0.5125001 & 503 & 511 & 2021.944 & 2021.432\ 835 & 1.7035163 & -0.1008575 & 503 & 642 & 2021.439 & 2021.338\ 836 & 2.2935076 & 0.2886331 & 503 & 975 & 2021.550 & 2021.839\ 837 & 5.6601867 & -0.4803416 & 503 & 435 & 2021.488 & 2021.008\ 838 & 1.7293010 & -0.1715225 & 503 & 392 & 2021.465 & 2021.294\ 839 & 6.6972223 & -0.2117372 & 503 & 454 & 2021.717 & 2021.505\ 840 & 5.0880589 & 0.5774065 & 503 & 913 & 2021.020 & 2021.598\ 841 & 1.9566837 & -0.1167337 & 503 & 200 & 2021.253 & 2021.136\ 842 & 0.5731834 & -0.3160336 & 462 & 449 & 2021.657 & 2021.341\ 843 & 3.9306343 & -0.1114708 & 503 & 591 & 2021.701 & 2021.590\ 844 & 0.7658770 & -0.3135000 & 497 & 206 & 2021.585 & 2021.272\ 845 & 3.3644372 & 0.4236932 & 497 & 450 & 2021.572 & 2021.996\ 846 & 2.1812613 & -0.2017802 & 497 & 681 & 2021.343 & 2021.141\ 847 & 9.6638454 & 0.2565188 & 497 & 842 & 2021.401 & 2021.657\ 848 & 2.0296062 & -0.6359753 & 497 & 144 & 2021.857 & 2021.221\ 849 & 7.9603961 & -0.3705307 & 497 & 967 & 2021.572 & 2021.201\ 850 & 7.6749040 & -0.4082743 & 503 & 210 & 2021.437 & 2021.029\ 851 & 0.7068215 & 0.1803710 & 497 & 343 & 2021.573 & 2021.753\ 852 & 3.7176157 & 0.1823316 & 503 & 641 & 2021.438 & 2021.621\ 853 & 0.6835483 & -0.3498533 & 461 & 332 & 2021.775 & 2021.425\ 854 & 2.7254808 & 0.1909630 & 503 & 771 & 2021.191 & 2021.382\ 855 & 2.4247115 & 0.6703567 & 503 & 495 & 2021.281 & 2021.951\ 856 & 0.5900786 & -0.2140759 & 497 & 87 & 2021.493 & 2021.279\ 857 & 3.6369407 & -0.3645455 & 503 & 849 & 2021.936 & 2021.572\ 858 & 0.8092735 & 0.6381120 & 440 & 864 & 2021.051 & 2021.689\ 859 & 3.7202522 & -0.4214029 & 503 & 113 & 2021.852 & 2021.431\ 860 & 3.8468969 & 0.3777805 & 497 & 516 & 2021.272 & 2021.650\ 861 & 3.8283003 & 0.0445048 & 503 & 497 & 2021.496 & 2021.540\ 862 & 5.8200700 & -0.4292186 & 497 & 836 & 2021.980 & 2021.550\ 863 & 4.4497901 & 0.0113907 & 503 & 740 & 2021.184 & 2021.195\ 864 & 3.0644173 & -0.5011098 & 497 & 908 & 2021.689 & 2021.188\ 865 & 3.2922313 & -0.1525052 & 503 & 402 & 2021.409 & 2021.257\ 866 & 3.5903489 & -0.2679779 & 503 & 337 & 2021.982 & 2021.714\ 867 & 0.6599560 & -0.1416795 & 499 & 559 & 2021.667 & 2021.525\ 868 & 3.0652653 & 0.4032003 & 497 & 903 & 2021.274 & 2021.678\ 869 & 0.0496316 & 0.0322701 & 55 & 95 & 2021.450 & 2021.482\ 870 & 3.1218568 & -0.4284320 & 497 & 974 & 2021.821 & 2021.393\ 871 & 3.4011036 & -0.5166311 & 497 & 204 & 2021.924 & 2021.408\ 872 & 5.3541667 & 0.1882326 & 503 & 685 & 2021.228 & 2021.416\ 873 & 5.3262218 & 0.3300579 & 497 & 360 & 2021.623 & 2021.953\ 874 & 0.9903041 & -0.0879407 & 497 & 95 & 2021.570 & 2021.482\ 875 & 2.6693953 & -0.2587485 & 503 & 67 & 2021.420 & 2021.161\ 876 & 2.9081178 & -0.3808646 & 497 & 656 & 2021.849 & 2021.468\ 877 & 3.4578651 & -0.5342407 & 497 & 955 & 2021.835 & 2021.301\ 878 & 1.2358158 & -0.3983256 & 503 & 982 & 2021.898 & 2021.500\ 879 & 5.4778836 & 0.0018556 & 497 & 51 & 2021.731 & 2021.733\ 880 & 3.0271057 & -0.4199629 & 503 & 720 & 2021.514 & 2021.094\ 881 & 5.2908337 & -0.0508201 & 497 & 22 & 2021.246 & 2021.195\ 882 & 4.6347051 & -0.4568489 & 503 & 535 & 2021.703 & 2021.247\ 883 & 3.6993688 & -0.4425514 & 497 & 562 & 2021.452 & 2021.009\ 884 & 3.5114697 & 0.1607566 & 503 & 531 & 2021.292 & 2021.453\ 885 & 2.2247292 & 0.5302409 & 497 & 127 & 2021.071 & 2021.601\ 886 & 2.5315902 & -0.2275246 & 503 & 818 & 2021.293 & 2021.066\ 887 & 5.1617076 & 0.5675298 & 503 & 622 & 2021.367 & 2021.934\ 888 & 0.9840366 & -0.1063229 & 497 & 77 & 2021.485 & 2021.378\ 889 & 6.1148990 & -0.8384260 & 503 & 290 & 2021.955 & 2021.117\ 890 & 2.9149417 & -0.3983919 & 497 & 567 & 2021.871 & 2021.473\ 891 & 1.5594539 & -0.3604404 & 497 & 247 & 2021.805 & 2021.444\ 892 & 1.3523974 & 0.8913617 & 503 & 942 & 2021.088 & 2021.980\ 893 & 7.7936035 & 0.4857807 & 503 & 570 & 2021.094 & 2021.579\ 894 & 2.1018632 & 0.2300332 & 503 & 80 & 2021.235 & 2021.465\ 895 & 1.9958705 & -0.6981672 & 497 & 293 & 2021.818 & 2021.120\ 896 & 7.6186850 & 0.3025470 & 503 & 428 & 2021.371 & 2021.673\ 897 & 5.9761397 & -0.6852306 & 497 & 612 & 2021.984 & 2021.299\ 898 & 5.0860954 & -0.3931427 & 497 & 367 & 2021.671 & 2021.278\ 899 & 0.4358110 & -0.2502392 & 441 & 3 & 2021.431 & 2021.181\ 900 & 7.8540818 & 0.6111250 & 503 & 286 & 2021.165 & 2021.776\ 901 & 0.4284866 & 0.1647794 & 374 & 49 & 2021.287 & 2021.452\ 902 & 2.7565757 & 0.7687109 & 503 & 815 & 2021.070 & 2021.839\ 903 & 6.7445133 & 0.3067106 & 503 & 213 & 2021.678 & 2021.984\ 904 & 2.0098963 & -0.0179306 & 497 & 122 & 2021.805 & 2021.788\ 905 & 2.0804762 & -0.0577020 & 497 & 424 & 2021.739 & 2021.681\ 906 & 5.5690111 & 0.4389850 & 497 & 349 & 2021.276 & 2021.715\ 907 & 3.3976422 & 0.2417924 & 497 & 266 & 2021.120 & 2021.362\ 908 & 1.1064858 & 0.6567216 & 503 & 457 & 2021.188 & 2021.845\ 909 & 2.6625260 & 0.1566128 & 497 & 20 & 2021.710 & 2021.867\ 910 & 4.3572681 & -0.5165173 & 503 & 623 & 2021.997 & 2021.481\ 911 & 0.2121623 & 0.0818941 & 146 & 176 & 2021.075 & 2021.157\ 912 & 2.7536629 & -0.2731576 & 503 & 78 & 2021.705 & 2021.432\ 913 & 2.9928068 & 0.2182091 & 497 & 265 & 2021.598 & 2021.816\ 914 & 1.8618663 & -0.7118333 & 497 & 548 & 2021.810 & 2021.099\ 915 & 1.0574856 & 0.0533354 & 497 & 586 & 2021.860 & 2021.913\ 916 & 5.6306395 & -0.0833677 & 497 & 319 & 2021.992 & 2021.909\ 917 & 0.1264858 & -0.1257301 & 130 & 564 & 2021.447 & 2021.321\ 918 & 2.4029244 & -0.4922479 & 503 & 260 & 2021.981 & 2021.489\ 919 & 7.6289057 & 0.0223597 & 497 & 19 & 2021.103 & 2021.126\ 920 & 0.0727145 & 0.0239762 & 82 & 10 & 2021.407 & 2021.431\ 921 & 1.8548631 & 0.1201908 & 503 & 933 & 2021.817 & 2021.937\ 922 & 4.0375295 & 0.2650223 & 497 & 310 & 2021.450 & 2021.715\ 923 & 1.4884790 & 0.0766897 & 503 & 542 & 2021.136 & 2021.213\ 924 & 1.0454700 & -0.1305531 & 503 & 115 & 2021.824 & 2021.693\ 925 & 2.6368665 & 0.3316396 & 497 & 124 & 2021.365 & 2021.697\ 926 & 3.7420416 & 0.2958299 & 497 & 131 & 2021.218 & 2021.513\ 927 & 5.4939007 & 0.0911905 & 497 & 586 & 2021.822 & 2021.913\ 928 & 11.8104605 & -0.4162966 & 503 & 289 & 2021.503 & 2021.087\ 929 & 1.2756847 & 0.1687350 & 497 & 627 & 2021.198 & 2021.367\ 930 & 3.4447967 & -0.1880489 & 503 & 210 & 2021.217 & 2021.029\ 931 & 5.3380437 & -0.1873419 & 503 & 579 & 2021.302 & 2021.115\ 932 & 4.1371059 & 0.3531293 & 497 & 867 & 2021.314 & 2021.667\ 933 & 3.0423160 & 0.0443182 & 497 & 918 & 2021.937 & 2021.981\ 934 & 7.2205501 & -0.2073330 & 503 & 455 & 2021.979 & 2021.772\ 935 & 1.1608116 & -0.5509548 & 503 & 294 & 2021.968 & 2021.417\ 936 & 1.4314640 & 0.1264290 & 497 & 130 & 2021.018 & 2021.144\ 937 & 1.6349638 & 0.3805615 & 503 & 873 & 2021.242 & 2021.623\ 938 & 3.5787637 & -0.0751253 & 497 & 275 & 2021.768 & 2021.693\ 939 & 0.6807873 & 0.3752198 & 503 & 470 & 2021.591 & 2021.966\ 940 & 2.8833115 & 0.2507005 & 497 & 775 & 2021.479 & 2021.730\ 941 & 4.5804766 & 0.1187007 & 497 & 564 & 2021.202 & 2021.321\ 942 & 2.1872546 & -0.7485970 & 497 & 657 & 2021.980 & 2021.231\ 943 & 6.1110039 & -0.7039966 & 503 & 637 & 2021.907 & 2021.203\ 944 & 1.7131791 & 0.0993313 & 503 & 4 & 2021.758 & 2021.857\ 945 & 1.1936357 & 0.0933297 & 503 & 776 & 2021.435 & 2021.528\ 946 & 5.2566923 & -0.4108927 & 497 & 318 & 2021.434 & 2021.023\ 947 & 3.3777369 & -0.5451152 & 503 & 644 & 2021.670 & 2021.125\ 948 & 2.1335020 & 0.0673578 & 497 & 992 & 2021.225 & 2021.292\ 949 & 0.5079387 & 0.4757401 & 430 & 26 & 2021.336 & 2021.812\ 950 & 0.3433306 & -0.2053614 & 349 & 611 & 2021.541 & 2021.336\ 951 & 6.8834283 & -0.5236118 & 497 & 429 & 2021.872 & 2021.348\ 952 & 3.1261687 & -0.1080563 & 503 & 53 & 2021.655 & 2021.547\ 953 & 2.3788630 & 0.3896245 & 503 & 772 & 2021.593 & 2021.983\ 954 & 0.4555000 & 0.3204493 & 326 & 350 & 2021.174 & 2021.494\ 955 & 3.9297101 & -0.2374723 & 503 & 703 & 2021.301 & 2021.063\ 956 & 0.4709208 & 0.0521400 & 311 & 434 & 2021.121 & 2021.173\ 957 & 0.2546003 & 0.2029816 & 187 & 610 & 2021.100 & 2021.303\ 958 & 6.5528162 & -0.0974988 & 503 & 362 & 2021.697 & 2021.600\ 959 & 1.2515852 & 0.6493178 & 497 & 516 & 2021.000 & 2021.650\ 960 & 0.1466563 & 0.0340661 & 160 & 432 & 2021.446 & 2021.480\ 961 & 7.8934235 & -0.4269504 & 497 & 774 & 2021.866 & 2021.439\ 962 & 6.8733603 & 0.2080029 & 497 & 271 & 2021.121 & 2021.329\ 963 & 3.9291280 & 0.2767348 & 497 & 910 & 2021.720 & 2021.997\ 964 & 1.0603733 & 0.4709862 & 497 & 194 & 2021.004 & 2021.475\ 965 & 4.6091613 & -0.1055665 & 497 & 261 & 2021.817 & 2021.711\ 966 & 1.9012428 & -0.0940786 & 503 & 616 & 2021.889 & 2021.795\ 967 & 4.4185333 & -0.0651851 & 503 & 833 & 2021.201 & 2021.136\ 968 & 1.6681612 & -0.0612290 & 503 & 997 & 2021.445 & 2021.383\ 969 & 1.9331886 & -0.0578497 & 497 & 138 & 2021.536 & 2021.478\ 970 & 2.3241988 & 0.2348953 & 497 & 935 & 2021.733 & 2021.968\ 971 & 1.6992438 & -0.0888534 & 503 & 42 & 2021.329 & 2021.240\ 972 & 4.1141106 & -0.3070327 & 497 & 106 & 2021.577 & 2021.270\ 973 & 4.9107199 & 0.1608787 & 503 & 671 & 2021.213 & 2021.374\ 974 & 0.4860263 & -0.0566741 & 448 & 732 & 2021.393 & 2021.336\ 975 & 6.7612772 & -0.6554388 & 497 & 724 & 2021.839 & 2021.184\ 976 & 1.1182588 & -0.4054991 & 497 & 68 & 2021.877 & 2021.472\ 977 & 8.1942380 & -0.1891060 & 497 & 681 & 2021.330 & 2021.141\ 978 & 3.9817559 & 0.0344290 & 497 & 857 & 2021.902 & 2021.936\ 979 & 1.1641397 & 0.7656969 & 503 & 538 & 2021.028 & 2021.794\ 980 & 3.0345430 & -0.1524655 & 497 & 649 & 2021.707 & 2021.555\ 981 & 6.6926875 & 0.4782970 & 497 & 424 & 2021.203 & 2021.681\ 982 & 2.3633525 & -0.3024600 & 497 & 679 & 2021.500 & 2021.197\ 983 & 7.3850482 & -0.5077091 & 503 & 506 & 2021.823 & 2021.315\ 984 & 2.5568540 & 0.3423180 & 497 & 609 & 2021.402 & 2021.745\ 985 & 1.8438834 & 0.7732123 & 497 & 580 & 2021.002 & 2021.776\ 986 & 1.8014575 & 0.1338950 & 497 & 269 & 2021.216 & 2021.350\ 987 & 3.9369788 & -0.1877939 & 497 & 496 & 2021.424 & 2021.236\ 988 & 6.6454043 & 0.2180758 & 503 & 773 & 2021.344 & 2021.562\ 989 & 2.9015294 & -0.1885345 & 503 & 101 & 2021.248 & 2021.059\ 990 & 0.8620564 & 0.0056767 & 503 & 829 & 2021.401 & 2021.406\ 991 & 1.5289668 & 0.7452932 & 497 & 966 & 2021.144 & 2021.889\ 992 & 4.1799780 & 0.6490303 & 503 & 394 & 2021.292 & 2021.941\ 993 & 1.7441155 & 0.1414678 & 503 & 33 & 2021.781 & 2021.922\ 994 & 5.1392934 & 0.0389156 & 503 & 405 & 2021.354 & 2021.393\ 995 & 3.0932910 & 0.0652095 & 503 & 829 & 2021.341 & 2021.406\ 996 & 5.8941966 & -0.0398187 & 497 & 544 & 2021.514 & 2021.475\ 997 & 1.5778585 & 0.1262432 & 497 & 669 & 2021.383 & 2021.510\ 998 & 3.8013211 & 0.4587975 & 503 & 913 & 2021.139 & 2021.598\ 999 & 10.2846440 & 0.6021123 & 503 & 772 & 2021.381 & 2021.983\ 1000 & 2.5066445 & -0.1381156 & 503 & 507 & 2021.688 & 2021.550\ \bottomrule \end{tabular}} \centering \begin{tabular}[t]{rrrlrrrlllrll} \toprule ID & gen & cohort & sex & bdated & ddated & x_D & IDmother & IDfather & jch & IDpartner & udates & nch\ \midrule 1 & 1 & 2021 & Male & 2021.033 & 2094.614 & 73.5808367 & NA & NA & NA & 819 & NA & NA\ 2 & 1 & 2021 & Male & 2021.041 & 2108.618 & 87.5769565 & NA & NA & NA & 753 & NA & NA\ 3 & 1 & 2021 & Male & 2021.181 & 2089.131 & 67.9500384 & NA & NA & NA & 899 & NA & NA\ 4 & 1 & 2021 & Male & 2021.857 & 2099.140 & 77.2829299 & NA & NA & NA & 944 & NA & NA\ 5 & 1 & 2021 & Male & 2021.081 & 2111.526 & 90.4442885 & NA & NA & NA & 649 & NA & NA\ 6 & 1 & 2021 & Male & 2021.645 & 2110.168 & 88.5235976 & NA & NA & NA & 547 & NA & NA\ 7 & 1 & 2021 & Female & 2021.371 & 2112.580 & 91.2081708 & NA & NA & NA & 777 & NA & NA\ 8 & 1 & 2021 & Male & 2021.881 & 2093.963 & 72.0812371 & NA & NA & NA & 837 & NA & NA\ 9 & 1 & 2021 & Male & 2021.552 & 2085.569 & 64.0170037 & NA & NA & NA & 281 & NA & NA\ 10 & 1 & 2021 & Female & 2021.431 & 2118.553 & 97.1216337 & NA & NA & NA & 920 & NA & NA\ 11 & 1 & 2021 & Male & 2021.760 & 2094.134 & 72.3738279 & NA & NA & NA & 674 & NA & NA\ 12 & 1 & 2021 & Male & 2021.189 & 2092.843 & 71.6539548 & NA & NA & NA & 700 & NA & NA\ 13 & 1 & 2021 & Female & 2021.205 & 2100.178 & 78.9727621 & NA & NA & NA & 506 & NA & NA\ 14 & 1 & 2021 & Male & 2021.239 & 2021.509 & 0.2695806 & NA & NA & NA & 293 & NA & NA\ 15 & 1 & 2021 & Male & 2021.902 & 2105.536 & 83.6336219 & NA & NA & NA & 265 & NA & NA\ 16 & 1 & 2021 & Male & 2021.440 & 2108.664 & 87.2238618 & NA & NA & NA & 110 & NA & NA\ 17 & 1 & 2021 & Female & 2021.825 & 2067.782 & 45.9569593 & NA & NA & NA & 801 & NA & NA\ 18 & 1 & 2021 & Male & 2021.130 & 2088.003 & 66.8735111 & NA & NA & NA & 510 & NA & NA\ 19 & 1 & 2021 & Female & 2021.126 & 2025.295 & 4.1690318 & NA & NA & NA & 919 & NA & NA\ 20 & 1 & 2021 & Female & 2021.867 & 2110.267 & 88.4002195 & NA & NA & NA & 909 & NA & NA\ 21 & 1 & 2021 & Female & 2021.949 & 2115.587 & 93.6382607 & NA & NA & NA & 116 & NA & NA\ 22 & 1 & 2021 & Female & 2021.195 & 2104.187 & 82.9913574 & NA & NA & NA & 881 & NA & NA\ 23 & 1 & 2021 & Male & 2021.219 & 2091.295 & 70.0756978 & NA & NA & NA & 784 & NA & NA\ 24 & 1 & 2021 & Male & 2021.690 & 2082.181 & 60.4901784 & NA & NA & NA & 269 & NA & NA\ 25 & 1 & 2021 & Male & 2021.856 & 2105.836 & 83.9799768 & NA & NA & NA & 854 & NA & NA\ 26 & 1 & 2021 & Male & 2021.812 & 2084.491 & 62.6783260 & NA & NA & NA & 949 & NA & NA\ 27 & 1 & 2021 & Female & 2021.502 & 2098.209 & 76.7073911 & NA & NA & NA & 833 & NA & NA\ 28 & 1 & 2021 & Male & 2021.717 & 2113.234 & 91.5169621 & NA & NA & NA & 414 & NA & NA\ 29 & 1 & 2021 & Female & 2021.135 & 2099.554 & 78.4189567 & NA & NA & NA & 325 & NA & NA\ 30 & 1 & 2021 & Female & 2021.714 & 2111.515 & 89.8004956 & NA & NA & NA & 57 & NA & NA\ 31 & 1 & 2021 & Male & 2021.373 & 2084.148 & 62.7751265 & NA & NA & NA & 375 & NA & NA\ 32 & 1 & 2021 & Female & 2021.543 & 2098.709 & 77.1658736 & NA & NA & NA & 764 & NA & NA\ 33 & 1 & 2021 & Male & 2021.922 & 2114.637 & 92.7148291 & NA & NA & NA & 993 & NA & NA\ 34 & 1 & 2021 & Male & 2021.539 & 2100.636 & 79.0967708 & NA & NA & NA & 50 & NA & NA\ 35 & 1 & 2021 & Male & 2021.178 & 2118.264 & 97.0856707 & NA & NA & NA & 960 & NA & NA\ 36 & 1 & 2021 & Female & 2021.955 & 2059.606 & 37.6512600 & NA & NA & NA & 493 & NA & NA\ 37 & 1 & 2021 & Male & 2021.605 & 2111.170 & 89.5647208 & NA & NA & NA & 79 & NA & NA\ 38 & 1 & 2021 & Female & 2021.172 & 2103.255 & 82.0826949 & NA & NA & NA & 218 & NA & NA\ 39 & 1 & 2021 & Female & 2021.045 & 2093.108 & 72.0630945 & NA & NA & NA & 447 & NA & NA\ 40 & 1 & 2021 & Male & 2021.397 & 2053.266 & 31.8686517 & NA & NA & NA & 275 & NA & NA\ 41 & 1 & 2021 & Female & 2021.116 & 2084.633 & 63.5168627 & NA & NA & NA & 827 & NA & NA\ 42 & 1 & 2021 & Male & 2021.240 & 2106.071 & 84.8313621 & NA & NA & NA & 971 & NA & NA\ 43 & 1 & 2021 & Female & 2021.378 & 2111.138 & 89.7603525 & NA & NA & NA & 103 & NA & NA\ 44 & 1 & 2021 & Male & 2021.546 & 2090.485 & 68.9388405 & NA & NA & NA & 880 & NA & NA\ 45 & 1 & 2021 & Male & 2021.222 & 2062.520 & 41.2979971 & NA & NA & NA & 443 & NA & NA\ 46 & 1 & 2021 & Male & 2021.957 & 2089.294 & 67.3365961 & NA & NA & NA & 659 & NA & NA\ 47 & 1 & 2021 & Female & 2021.137 & 2106.673 & 85.5361892 & NA & NA & NA & 793 & NA & NA\ 48 & 1 & 2021 & Female & 2021.633 & 2095.793 & 74.1605900 & NA & NA & NA & 274 & NA & NA\ 49 & 1 & 2021 & Female & 2021.452 & 2102.507 & 81.0552818 & NA & NA & NA & 901 & NA & NA\ 50 & 1 & 2021 & Female & 2021.125 & 2109.125 & 87.9993938 & NA & NA & NA & 98 & NA & NA\ 51 & 1 & 2021 & Female & 2021.733 & 2102.324 & 80.5914437 & NA & NA & NA & 879 & NA & NA\ 52 & 1 & 2021 & Male & 2021.809 & 2041.178 & 19.3697809 & NA & NA & NA & 666 & NA & NA\ 53 & 1 & 2021 & Male & 2021.547 & 2071.045 & 49.4983153 & NA & NA & NA & 952 & NA & NA\ 54 & 1 & 2021 & Female & 2021.301 & 2089.355 & 68.0542332 & NA & NA & NA & 642 & NA & NA\ 55 & 1 & 2021 & Male & 2021.657 & 2120.240 & 98.5833634 & NA & NA & NA & 599 & NA & NA\ 56 & 1 & 2021 & Male & 2021.745 & 2106.919 & 85.1736085 & NA & NA & NA & 334 & NA & NA\ 57 & 1 & 2021 & Male & 2021.829 & 2123.136 & 101.3069944 & NA & NA & NA & 71 & NA & NA\ 58 & 1 & 2021 & Male & 2021.813 & 2065.609 & 43.7964570 & NA & NA & NA & 399 & NA & NA\ 59 & 1 & 2021 & Male & 2021.523 & 2050.685 & 29.1618442 & NA & NA & NA & 715 & NA & NA\ 60 & 1 & 2021 & Male & 2021.737 & 2104.789 & 83.0519135 & NA & NA & NA & 301 & NA & NA\ 61 & 1 & 2021 & Female & 2021.099 & 2084.277 & 63.1782700 & NA & NA & NA & 149 & NA & NA\ 62 & 1 & 2021 & Male & 2021.155 & 2098.801 & 77.6464537 & NA & NA & NA & 399 & NA & NA\ 63 & 1 & 2021 & Female & 2021.398 & 2118.061 & 96.6633899 & NA & NA & NA & 776 & NA & NA\ 64 & 1 & 2021 & Male & 2021.780 & 2100.549 & 78.7684231 & NA & NA & NA & 612 & NA & NA\ 65 & 1 & 2021 & Male & 2021.638 & 2084.198 & 62.5593295 & NA & NA & NA & 794 & NA & NA\ 66 & 1 & 2021 & Male & 2021.978 & 2108.022 & 86.0435932 & NA & NA & NA & 727 & NA & NA\ 67 & 1 & 2021 & Male & 2021.161 & 2104.524 & 83.3622464 & NA & NA & NA & 875 & NA & NA\ 68 & 1 & 2021 & Female & 2021.472 & 2094.228 & 72.7566268 & NA & NA & NA & 976 & NA & NA\ 69 & 1 & 2021 & Male & 2021.824 & 2085.495 & 63.6708811 & NA & NA & NA & 302 & NA & NA\ 70 & 1 & 2021 & Male & 2021.904 & 2109.939 & 88.0350724 & NA & NA & NA & 789 & NA & NA\ 71 & 1 & 2021 & Female & 2021.201 & 2099.191 & 77.9898632 & NA & NA & NA & 683 & NA & NA\ 72 & 1 & 2021 & Female & 2021.696 & 2116.350 & 94.6537276 & NA & NA & NA & 640 & NA & NA\ 73 & 1 & 2021 & Male & 2021.505 & 2087.620 & 66.1148082 & NA & NA & NA & 207 & NA & NA\ 74 & 1 & 2021 & Male & 2021.923 & 2103.175 & 81.2526839 & NA & NA & NA & 253 & NA & NA\ 75 & 1 & 2021 & Male & 2021.848 & 2064.004 & 42.1564823 & NA & NA & NA & 679 & NA & NA\ 76 & 1 & 2021 & Male & 2021.460 & 2114.992 & 93.5320957 & NA & NA & NA & 173 & NA & NA\ 77 & 1 & 2021 & Female & 2021.378 & 2108.433 & 87.0548549 & NA & NA & NA & 888 & NA & NA\ 78 & 1 & 2021 & Male & 2021.432 & 2108.910 & 87.4782781 & NA & NA & NA & 912 & NA & NA\ 79 & 1 & 2021 & Female & 2021.605 & 2106.765 & 85.1601174 & NA & NA & NA & 37 & NA & NA\ 80 & 1 & 2021 & Male & 2021.465 & 2113.953 & 92.4883097 & NA & NA & NA & 894 & NA & NA\ 81 & 1 & 2021 & Male & 2021.929 & 2100.529 & 78.6000036 & NA & NA & NA & 239 & NA & NA\ 82 & 1 & 2021 & Female & 2021.966 & 2104.124 & 82.1580540 & NA & NA & NA & 555 & NA & NA\ 83 & 1 & 2021 & Female & 2021.088 & 2070.900 & 49.8111995 & NA & NA & NA & 732 & NA & NA\ 84 & 1 & 2021 & Male & 2021.381 & 2108.689 & 87.3084531 & NA & NA & NA & 789 & NA & NA\ 85 & 1 & 2021 & Female & 2021.669 & 2111.997 & 90.3288221 & NA & NA & NA & 920 & NA & NA\ 86 & 1 & 2021 & Female & 2021.995 & 2102.754 & 80.7583176 & NA & NA & NA & 94 & NA & NA\ 87 & 1 & 2021 & Female & 2021.279 & 2102.922 & 81.6428046 & NA & NA & NA & 856 & NA & NA\ 88 & 1 & 2021 & Female & 2021.677 & 2101.175 & 79.4975602 & NA & NA & NA & 699 & NA & NA\ 89 & 1 & 2021 & Female & 2021.468 & 2099.083 & 77.6146217 & NA & NA & NA & 133 & NA & NA\ 90 & 1 & 2021 & Male & 2021.395 & 2108.844 & 87.4485629 & NA & NA & NA & 514 & NA & NA\ 91 & 1 & 2021 & Female & 2021.127 & 2120.433 & 99.3059492 & NA & NA & NA & 196 & NA & NA\ 92 & 1 & 2021 & Female & 2021.221 & 2079.832 & 58.6103326 & NA & NA & NA & 705 & NA & NA\ 93 & 1 & 2021 & Female & 2021.129 & 2115.261 & 94.1324063 & NA & NA & NA & 981 & NA & NA\ 94 & 1 & 2021 & Male & 2021.973 & 2106.853 & 84.8801540 & NA & NA & NA & 412 & NA & NA\ 95 & 1 & 2021 & Female & 2021.482 & 2099.100 & 77.6185274 & NA & NA & NA & 874 & NA & NA\ 96 & 1 & 2021 & Male & 2021.913 & 2083.935 & 62.0217877 & NA & NA & NA & 418 & NA & NA\ 97 & 1 & 2021 & Female & 2021.199 & 2090.233 & 69.0334575 & NA & NA & NA & 941 & NA & NA\ 98 & 1 & 2021 & Male & 2021.279 & 2112.607 & 91.3278329 & NA & NA & NA & 696 & NA & NA\ 99 & 1 & 2021 & Female & 2021.673 & 2100.294 & 78.6207236 & NA & NA & NA & 73 & NA & NA\ 100 & 1 & 2021 & Female & 2021.675 & 2111.008 & 89.3324029 & NA & NA & NA & 519 & NA & NA\ 101 & 1 & 2021 & Male & 2021.059 & 2116.479 & 95.4201154 & NA & NA & NA & 989 & NA & NA\ 102 & 1 & 2021 & Male & 2021.309 & 2110.714 & 89.4056253 & NA & NA & NA & 583 & NA & NA\ 103 & 1 & 2021 & Male & 2021.838 & 2080.066 & 58.2281799 & NA & NA & NA & 774 & NA & NA\ 104 & 1 & 2021 & Male & 2021.260 & 2101.442 & 80.1820549 & NA & NA & NA & 804 & NA & NA\ 105 & 1 & 2021 & Female & 2021.731 & 2099.471 & 77.7405640 & NA & NA & NA & 678 & NA & NA\ 106 & 1 & 2021 & Female & 2021.270 & 2091.129 & 69.8594066 & NA & NA & NA & 972 & NA & NA\ 107 & 1 & 2021 & Male & 2021.761 & 2114.804 & 93.0427660 & NA & NA & NA & 424 & NA & NA\ 108 & 1 & 2021 & Male & 2021.227 & 2054.728 & 33.5015727 & NA & NA & NA & 802 & NA & NA\ 109 & 1 & 2021 & Male & 2021.394 & 2087.097 & 65.7035654 & NA & NA & NA & 302 & NA & NA\ 110 & 1 & 2021 & Female & 2021.263 & 2111.486 & 90.2235584 & NA & NA & NA & 134 & NA & NA\ 111 & 1 & 2021 & Female & 2021.222 & 2106.923 & 85.7008719 & NA & NA & NA & 569 & NA & NA\ 112 & 1 & 2021 & Male & 2021.195 & 2077.267 & 56.0719746 & NA & NA & NA & 790 & NA & NA\ 113 & 1 & 2021 & Male & 2021.431 & 2103.531 & 82.0999292 & NA & NA & NA & 859 & NA & NA\ 114 & 1 & 2021 & Male & 2021.060 & 2077.434 & 56.3739923 & NA & NA & NA & 237 & NA & NA\ 115 & 1 & 2021 & Male & 2021.693 & 2090.122 & 68.4287869 & NA & NA & NA & 924 & NA & NA\ 116 & 1 & 2021 & Male & 2021.463 & 2079.696 & 58.2333918 & NA & NA & NA & 526 & NA & NA\ 117 & 1 & 2021 & Male & 2021.548 & 2081.851 & 60.3023494 & NA & NA & NA & 924 & NA & NA\ 118 & 1 & 2021 & Female & 2021.730 & 2110.510 & 88.7800797 & NA & NA & NA & 169 & NA & NA\ 119 & 1 & 2021 & Male & 2021.337 & 2083.595 & 62.2575944 & NA & NA & NA & 250 & NA & NA\ 120 & 1 & 2021 & Male & 2021.523 & 2101.012 & 79.4892322 & NA & NA & NA & 646 & NA & NA\ 121 & 1 & 2021 & Female & 2021.462 & 2102.527 & 81.0653409 & NA & NA & NA & 305 & NA & NA\ 122 & 1 & 2021 & Female & 2021.788 & 2113.634 & 91.8464524 & NA & NA & NA & 904 & NA & NA\ 123 & 1 & 2021 & Male & 2021.555 & 2104.687 & 83.1322899 & NA & NA & NA & 136 & NA & NA\ 124 & 1 & 2021 & Female & 2021.697 & 2099.178 & 77.4815696 & NA & NA & NA & 925 & NA & NA\ 125 & 1 & 2021 & Female & 2021.242 & 2110.115 & 88.8734279 & NA & NA & NA & 286 & NA & NA\ 126 & 1 & 2021 & Female & 2021.670 & 2095.168 & 73.4980571 & NA & NA & NA & 651 & NA & NA\ 127 & 1 & 2021 & Female & 2021.601 & 2084.514 & 62.9124332 & NA & NA & NA & 885 & NA & NA\ 128 & 1 & 2021 & Male & 2021.695 & 2108.862 & 87.1667308 & NA & NA & NA & 291 & NA & NA\ 129 & 1 & 2021 & Female & 2021.121 & 2074.812 & 53.6910876 & NA & NA & NA & 439 & NA & NA\ 130 & 1 & 2021 & Female & 2021.144 & 2043.571 & 22.4263448 & NA & NA & NA & 936 & NA & NA\ 131 & 1 & 2021 & Female & 2021.513 & 2094.464 & 72.9503108 & NA & NA & NA & 926 & NA & NA\ 132 & 1 & 2021 & Male & 2021.756 & 2104.789 & 83.0337269 & NA & NA & NA & 153 & NA & NA\ 133 & 1 & 2021 & Male & 2021.034 & 2088.508 & 67.4742359 & NA & NA & NA & 246 & NA & NA\ 134 & 1 & 2021 & Male & 2021.062 & 2106.181 & 85.1183506 & NA & NA & NA & 798 & NA & NA\ 135 & 1 & 2021 & Male & 2021.977 & 2101.957 & 79.9796254 & NA & NA & NA & 313 & NA & NA\ 136 & 1 & 2021 & Female & 2021.404 & 2108.822 & 87.4181420 & NA & NA & NA & 827 & NA & NA\ 137 & 1 & 2021 & Male & 2021.353 & 2089.395 & 68.0424510 & NA & NA & NA & 171 & NA & NA\ 138 & 1 & 2021 & Female & 2021.478 & 2076.592 & 55.1139726 & NA & NA & NA & 969 & NA & NA\ 139 & 1 & 2021 & Male & 2021.904 & 2113.177 & 91.2726552 & NA & NA & NA & 719 & NA & NA\ 140 & 1 & 2021 & Female & 2021.077 & 2112.826 & 91.7487558 & NA & NA & NA & 721 & NA & NA\ 141 & 1 & 2021 & Female & 2021.112 & 2087.354 & 66.2419629 & NA & NA & NA & 438 & NA & NA\ 142 & 1 & 2021 & Male & 2021.724 & 2095.618 & 73.8931953 & NA & NA & NA & 576 & NA & NA\ 143 & 1 & 2021 & Male & 2021.293 & 2081.982 & 60.6890878 & NA & NA & NA & 88 & NA & NA\ 144 & 1 & 2021 & Female & 2021.221 & 2105.351 & 84.1291475 & NA & NA & NA & 848 & NA & NA\ 145 & 1 & 2021 & Female & 2021.235 & 2100.147 & 78.9124027 & NA & NA & NA & 327 & NA & NA\ 146 & 1 & 2021 & Male & 2021.988 & 2105.758 & 83.7703943 & NA & NA & NA & 197 & NA & NA\ 147 & 1 & 2021 & Male & 2021.202 & 2105.254 & 84.0526884 & NA & NA & NA & 445 & NA & NA\ 148 & 1 & 2021 & Female & 2021.673 & 2108.113 & 86.4400617 & NA & NA & NA & 781 & NA & NA\ 149 & 1 & 2021 & Male & 2021.194 & 2105.901 & 84.7065594 & NA & NA & NA & 170 & NA & NA\ 150 & 1 & 2021 & Male & 2021.153 & 2109.172 & 88.0194023 & NA & NA & NA & 702 & NA & NA\ 151 & 1 & 2021 & Female & 2021.444 & 2118.876 & 97.4315081 & NA & NA & NA & 618 & NA & NA\ 152 & 1 & 2021 & Male & 2021.710 & 2082.653 & 60.9427567 & NA & NA & NA & 861 & NA & NA\ 153 & 1 & 2021 & Female & 2021.978 & 2113.547 & 91.5686748 & NA & NA & NA & 193 & NA & NA\ 154 & 1 & 2021 & Female & 2021.748 & 2095.621 & 73.8722953 & NA & NA & NA & 316 & NA & NA\ 155 & 1 & 2021 & Male & 2021.457 & 2089.214 & 67.7568458 & NA & NA & NA & 216 & NA & NA\ 156 & 1 & 2021 & Male & 2021.092 & 2111.429 & 90.3375470 & NA & NA & NA & 918 & NA & NA\ 157 & 1 & 2021 & Female & 2021.681 & 2112.994 & 91.3135658 & NA & NA & NA & 570 & NA & NA\ 158 & 1 & 2021 & Female & 2021.220 & 2092.708 & 71.4873979 & NA & NA & NA & 596 & NA & NA\ 159 & 1 & 2021 & Male & 2021.675 & 2127.161 & 105.4860315 & NA & NA & NA & 282 & NA & NA\ 160 & 1 & 2021 & Female & 2021.798 & 2122.515 & 100.7167470 & NA & NA & NA & 916 & NA & NA\ 161 & 1 & 2021 & Female & 2021.069 & 2106.139 & 85.0693854 & NA & NA & NA & 751 & NA & NA\ 162 & 1 & 2021 & Male & 2021.030 & 2100.998 & 79.9676063 & NA & NA & NA & 645 & NA & NA\ 163 & 1 & 2021 & Female & 2021.826 & 2105.049 & 83.2228445 & NA & NA & NA & 309 & NA & NA\ 164 & 1 & 2021 & Male & 2021.697 & 2091.347 & 69.6501537 & NA & NA & NA & 398 & NA & NA\ 165 & 1 & 2021 & Male & 2021.382 & 2089.341 & 67.9593193 & NA & NA & NA & 175 & NA & NA\ 166 & 1 & 2021 & Female & 2021.468 & 2109.864 & 88.3959457 & NA & NA & NA & 913 & NA & NA\ 167 & 1 & 2021 & Female & 2021.158 & 2102.662 & 81.5036753 & NA & NA & NA & 401 & NA & NA\ 168 & 1 & 2021 & Male & 2021.826 & 2114.993 & 93.1669974 & NA & NA & NA & 988 & NA & NA\ 169 & 1 & 2021 & Male & 2021.447 & 2077.838 & 56.3907693 & NA & NA & NA & 118 & NA & NA\ 170 & 1 & 2021 & Female & 2021.132 & 2103.003 & 81.8708535 & NA & NA & NA & 498 & NA & NA\ 171 & 1 & 2021 & Female & 2021.293 & 2113.774 & 92.4811811 & NA & NA & NA & 833 & NA & NA\ 172 & 1 & 2021 & Male & 2021.635 & 2088.371 & 66.7352237 & NA & NA & NA & 799 & NA & NA\ 173 & 1 & 2021 & Female & 2021.250 & 2110.876 & 89.6255155 & NA & NA & NA & 76 & NA & NA\ 174 & 1 & 2021 & Male & 2021.916 & 2083.731 & 61.8141896 & NA & NA & NA & 489 & NA & NA\ 175 & 1 & 2021 & Female & 2021.050 & 2111.097 & 90.0473406 & NA & NA & NA & 555 & NA & NA\ 176 & 1 & 2021 & Male & 2021.157 & 2070.398 & 49.2403553 & NA & NA & NA & 911 & NA & NA\ 177 & 1 & 2021 & Male & 2021.243 & 2116.783 & 95.5404685 & NA & NA & NA & 217 & NA & NA\ 178 & 1 & 2021 & Male & 2021.154 & 2103.786 & 82.6320312 & NA & NA & NA & 448 & NA & NA\ 179 & 1 & 2021 & Female & 2021.606 & 2100.092 & 78.4864745 & NA & NA & NA & 972 & NA & NA\ 180 & 1 & 2021 & Female & 2021.576 & 2114.287 & 92.7103344 & NA & NA & NA & 546 & NA & NA\ 181 & 1 & 2021 & Female & 2021.224 & 2116.450 & 95.2252485 & NA & NA & NA & 191 & NA & NA\ 182 & 1 & 2021 & Female & 2021.944 & 2076.194 & 54.2496315 & NA & NA & NA & 991 & NA & NA\ 183 & 1 & 2021 & Female & 2021.570 & 2106.369 & 84.7995265 & NA & NA & NA & 633 & NA & NA\ 184 & 1 & 2021 & Female & 2021.475 & 2106.899 & 85.4241546 & NA & NA & NA & 870 & NA & NA\ 185 & 1 & 2021 & Female & 2021.945 & 2078.405 & 56.4607011 & NA & NA & NA & 602 & NA & NA\ 186 & 1 & 2021 & Female & 2021.655 & 2125.380 & 103.7250978 & NA & NA & NA & 224 & NA & NA\ 187 & 1 & 2021 & Male & 2021.051 & 2121.422 & 100.3702469 & NA & NA & NA & 293 & NA & NA\ 188 & 1 & 2021 & Female & 2021.414 & 2092.869 & 71.4541559 & NA & NA & NA & 337 & NA & NA\ 189 & 1 & 2021 & Female & 2021.144 & 2069.031 & 47.8868427 & NA & NA & NA & 532 & NA & NA\ 190 & 1 & 2021 & Female & 2021.801 & 2100.474 & 78.6732841 & NA & NA & NA & 936 & NA & NA\ 191 & 1 & 2021 & Male & 2021.404 & 2094.098 & 72.6948567 & NA & NA & NA & 627 & NA & NA\ 192 & 1 & 2021 & Male & 2021.775 & 2097.563 & 75.7873478 & NA & NA & NA & 924 & NA & NA\ 193 & 1 & 2021 & Male & 2021.909 & 2080.860 & 58.9511612 & NA & NA & NA & 445 & NA & NA\ 194 & 1 & 2021 & Female & 2021.475 & 2101.916 & 80.4404375 & NA & NA & NA & 964 & NA & NA\ 195 & 1 & 2021 & Female & 2021.942 & 2110.925 & 88.9832783 & NA & NA & NA & 486 & NA & NA\ 196 & 1 & 2021 & Male & 2021.833 & 2114.688 & 92.8556335 & NA & NA & NA & 127 & NA & NA\ 197 & 1 & 2021 & Female & 2021.172 & 2092.339 & 71.1672828 & NA & NA & NA & 644 & NA & NA\ 198 & 1 & 2021 & Female & 2021.954 & 2113.035 & 91.0811137 & NA & NA & NA & 507 & NA & NA\ 199 & 1 & 2021 & Male & 2021.677 & 2115.161 & 93.4835134 & NA & NA & NA & 605 & NA & NA\ 200 & 1 & 2021 & Male & 2021.136 & 2071.910 & 50.7736541 & NA & NA & NA & 841 & NA & NA\ 201 & 1 & 2021 & Female & 2021.839 & 2107.260 & 85.4211477 & NA & NA & NA & 629 & NA & NA\ 202 & 1 & 2021 & Male & 2021.337 & 2110.659 & 89.3217780 & NA & NA & NA & 803 & NA & NA\ 203 & 1 & 2021 & Female & 2021.647 & 2112.641 & 90.9935244 & NA & NA & NA & 466 & NA & NA\ 204 & 1 & 2021 & Female & 2021.408 & 2108.752 & 87.3445853 & NA & NA & NA & 871 & NA & NA\ 205 & 1 & 2021 & Female & 2021.321 & 2114.284 & 92.9623145 & NA & NA & NA & 292 & NA & NA\ 206 & 1 & 2021 & Female & 2021.272 & 2096.701 & 75.4291888 & NA & NA & NA & 844 & NA & NA\ 207 & 1 & 2021 & Female & 2021.866 & 2100.838 & 78.9713591 & NA & NA & NA & 289 & NA & NA\ 208 & 1 & 2021 & Male & 2021.764 & 2094.685 & 72.9213837 & NA & NA & NA & 577 & NA & NA\ 209 & 1 & 2021 & Female & 2021.262 & 2102.839 & 81.5774009 & NA & NA & NA & 652 & NA & NA\ 210 & 1 & 2021 & Male & 2021.029 & 2089.468 & 68.4384443 & NA & NA & NA & 930 & NA & NA\ 211 & 1 & 2021 & Male & 2021.346 & 2061.795 & 40.4496741 & NA & NA & NA & 949 & NA & NA\ 212 & 1 & 2021 & Female & 2021.015 & 2089.811 & 68.7962670 & NA & NA & NA & 747 & NA & NA\ 213 & 1 & 2021 & Male & 2021.984 & 2074.089 & 52.1047820 & NA & NA & NA & 903 & NA & NA\ 214 & 1 & 2021 & Female & 2021.285 & 2107.222 & 85.9375852 & NA & NA & NA & 278 & NA & NA\ 215 & 1 & 2021 & Male & 2021.926 & 2106.703 & 84.7765621 & NA & NA & NA & 967 & NA & NA\ 216 & 1 & 2021 & Female & 2021.024 & 2107.687 & 86.6637126 & NA & NA & NA & 18 & NA & NA\ 217 & 1 & 2021 & Female & 2021.803 & 2117.801 & 95.9978134 & NA & NA & NA & 846 & NA & NA\ 218 & 1 & 2021 & Male & 2021.139 & 2087.601 & 66.4617508 & NA & NA & NA & 465 & NA & NA\ 219 & 1 & 2021 & Male & 2021.964 & 2105.090 & 83.1256764 & NA & NA & NA & 749 & NA & NA\ 220 & 1 & 2021 & Female & 2021.992 & 2106.168 & 84.1758423 & NA & NA & NA & 229 & NA & NA\ 221 & 1 & 2021 & Male & 2021.310 & 2088.048 & 66.7385941 & NA & NA & NA & 553 & NA & NA\ 222 & 1 & 2021 & Female & 2021.703 & 2104.896 & 83.1931562 & NA & NA & NA & 395 & NA & NA\ 223 & 1 & 2021 & Female & 2021.518 & 2090.919 & 69.4012561 & NA & NA & NA & 431 & NA & NA\ 224 & 1 & 2021 & Male & 2021.495 & 2109.118 & 87.6228815 & NA & NA & NA & 663 & NA & NA\ 225 & 1 & 2021 & Male & 2021.964 & 2099.552 & 77.5885552 & NA & NA & NA & 692 & NA & NA\ 226 & 1 & 2021 & Male & 2021.317 & 2114.487 & 93.1699662 & NA & NA & NA & 126 & NA & NA\ 227 & 1 & 2021 & Male & 2021.171 & 2098.696 & 77.5255186 & NA & NA & NA & 804 & NA & NA\ 228 & 1 & 2021 & Male & 2021.513 & 2087.078 & 65.5644490 & NA & NA & NA & 988 & NA & NA\ 229 & 1 & 2021 & Male & 2021.453 & 2097.022 & 75.5693808 & NA & NA & NA & 686 & NA & NA\ 230 & 1 & 2021 & Female & 2021.821 & 2110.032 & 88.2115414 & NA & NA & NA & 948 & NA & NA\ 231 & 1 & 2021 & Male & 2021.391 & 2117.536 & 96.1450000 & NA & NA & NA & 352 & NA & NA\ 232 & 1 & 2021 & Male & 2021.380 & 2082.179 & 60.7996555 & NA & NA & NA & 754 & NA & NA\ 233 & 1 & 2021 & Female & 2021.762 & 2092.155 & 70.3937050 & NA & NA & NA & 877 & NA & NA\ 234 & 1 & 2021 & Female & 2021.218 & 2109.190 & 87.9724339 & NA & NA & NA & 405 & NA & NA\ 235 & 1 & 2021 & Female & 2021.792 & 2075.983 & 54.1911734 & NA & NA & NA & 431 & NA & NA\ 236 & 1 & 2021 & Male & 2021.703 & 2098.189 & 76.4869327 & NA & NA & NA & 621 & NA & NA\ 237 & 1 & 2021 & Female & 2021.284 & 2106.834 & 85.5501151 & NA & NA & NA & 773 & NA & NA\ 238 & 1 & 2021 & Female & 2021.442 & 2100.984 & 79.5420588 & NA & NA & NA & 533 & NA & NA\ 239 & 1 & 2021 & Female & 2021.864 & 2118.288 & 96.4245378 & NA & NA & NA & 672 & NA & NA\ 240 & 1 & 2021 & Female & 2021.587 & 2121.614 & 100.0268848 & NA & NA & NA & 584 & NA & NA\ 241 & 1 & 2021 & Male & 2021.449 & 2092.721 & 71.2725746 & NA & NA & NA & 994 & NA & NA\ 242 & 1 & 2021 & Male & 2021.922 & 2105.499 & 83.5767029 & NA & NA & NA & 131 & NA & NA\ 243 & 1 & 2021 & Female & 2021.380 & 2092.054 & 70.6744100 & NA & NA & NA & 594 & NA & NA\ 244 & 1 & 2021 & Female & 2021.969 & 2105.559 & 83.5902749 & NA & NA & NA & 493 & NA & NA\ 245 & 1 & 2021 & Male & 2021.754 & 2091.374 & 69.6200648 & NA & NA & NA & 723 & NA & NA\ 246 & 1 & 2021 & Female & 2021.646 & 2098.207 & 76.5616743 & NA & NA & NA & 133 & NA & NA\ 247 & 1 & 2021 & Female & 2021.444 & 2103.154 & 81.7092925 & NA & NA & NA & 891 & NA & NA\ 248 & 1 & 2021 & Female & 2021.152 & 2109.724 & 88.5724604 & NA & NA & NA & 530 & NA & NA\ 249 & 1 & 2021 & Male & 2021.157 & 2092.103 & 70.9460931 & NA & NA & NA & 658 & NA & NA\ 250 & 1 & 2021 & Female & 2021.240 & 2113.216 & 91.9761680 & NA & NA & NA & 807 & NA & NA\ 251 & 1 & 2021 & Female & 2021.299 & 2106.354 & 85.0547578 & NA & NA & NA & 260 & NA & NA\ 252 & 1 & 2021 & Male & 2021.601 & 2103.326 & 81.7248673 & NA & NA & NA & 545 & NA & NA\ 253 & 1 & 2021 & Female & 2021.849 & 2089.621 & 67.7719259 & NA & NA & NA & 951 & NA & NA\ 254 & 1 & 2021 & Female & 2021.985 & 2119.881 & 97.8959717 & NA & NA & NA & 832 & NA & NA\ 255 & 1 & 2021 & Male & 2021.826 & 2086.758 & 64.9320179 & NA & NA & NA & 859 & NA & NA\ 256 & 1 & 2021 & Male & 2021.487 & 2108.195 & 86.7080914 & NA & NA & NA & 344 & NA & NA\ 257 & 1 & 2021 & Female & 2021.539 & 2085.798 & 64.2588194 & NA & NA & NA & 705 & NA & NA\ 258 & 1 & 2021 & Female & 2021.393 & 2099.904 & 78.5115587 & NA & NA & NA & 507 & NA & NA\ 259 & 1 & 2021 & Female & 2021.104 & 2107.168 & 86.0639185 & NA & NA & NA & 509 & NA & NA\ 260 & 1 & 2021 & Male & 2021.489 & 2084.232 & 62.7429688 & NA & NA & NA & 918 & NA & NA\ 261 & 1 & 2021 & Female & 2021.711 & 2082.873 & 61.1624291 & NA & NA & NA & 965 & NA & NA\ 262 & 1 & 2021 & Female & 2021.354 & 2120.245 & 98.8910734 & NA & NA & NA & 488 & NA & NA\ 263 & 1 & 2021 & Male & 2021.838 & 2106.272 & 84.4342360 & NA & NA & NA & 540 & NA & NA\ 264 & 1 & 2021 & Male & 2021.290 & 2099.405 & 78.1143701 & NA & NA & NA & 779 & NA & NA\ 265 & 1 & 2021 & Female & 2021.816 & 2106.478 & 84.6622574 & NA & NA & NA & 913 & NA & NA\ 266 & 1 & 2021 & Female & 2021.362 & 2112.503 & 91.1411522 & NA & NA & NA & 907 & NA & NA\ 267 & 1 & 2021 & Female & 2021.047 & 2106.277 & 85.2300770 & NA & NA & NA & 357 & NA & NA\ 268 & 1 & 2021 & Male & 2021.293 & 2075.896 & 54.6027708 & NA & NA & NA & 471 & NA & NA\ 269 & 1 & 2021 & Female & 2021.350 & 2110.598 & 89.2487190 & NA & NA & NA & 986 & NA & NA\ 270 & 1 & 2021 & Female & 2021.798 & 2104.758 & 82.9595680 & NA & NA & NA & 426 & NA & NA\ 271 & 1 & 2021 & Female & 2021.329 & 2108.042 & 86.7123404 & NA & NA & NA & 962 & NA & NA\ 272 & 1 & 2021 & Female & 2021.267 & 2120.613 & 99.3464735 & NA & NA & NA & 295 & NA & NA\ 273 & 1 & 2021 & Male & 2021.725 & 2092.382 & 70.6576044 & NA & NA & NA & 304 & NA & NA\ 274 & 1 & 2021 & Male & 2021.744 & 2097.946 & 76.2018348 & NA & NA & NA & 48 & NA & NA\ 275 & 1 & 2021 & Female & 2021.693 & 2090.667 & 68.9745300 & NA & NA & NA & 938 & NA & NA\ 276 & 1 & 2021 & Male & 2021.583 & 2108.179 & 86.5954927 & NA & NA & NA & 471 & NA & NA\ 277 & 1 & 2021 & Female & 2021.888 & 2114.983 & 93.0950015 & NA & NA & NA & 808 & NA & NA\ 278 & 1 & 2021 & Male & 2021.548 & 2114.330 & 92.7813276 & NA & NA & NA & 22 & NA & NA\ 279 & 1 & 2021 & Female & 2021.030 & 2102.724 & 81.6939399 & NA & NA & NA & 636 & NA & NA\ 280 & 1 & 2021 & Male & 2021.381 & 2096.238 & 74.8565489 & NA & NA & NA & 994 & NA & NA\ 281 & 1 & 2021 & Female & 2021.569 & 2022.489 & 0.9195518 & NA & NA & NA & 438 & NA & NA\ 282 & 1 & 2021 & Female & 2021.194 & 2123.304 & 102.1105904 & NA & NA & NA & 735 & NA & NA\ 283 & 1 & 2021 & Female & 2021.755 & 2108.709 & 86.9540264 & NA & NA & NA & 730 & NA & NA\ 284 & 1 & 2021 & Female & 2021.354 & 2105.231 & 83.8774569 & NA & NA & NA & 870 & NA & NA\ 285 & 1 & 2021 & Male & 2021.816 & 2055.963 & 34.1470446 & NA & NA & NA & 450 & NA & NA\ 286 & 1 & 2021 & Male & 2021.776 & 2096.437 & 74.6614937 & NA & NA & NA & 900 & NA & NA\ 287 & 1 & 2021 & Male & 2021.180 & 2111.440 & 90.2602606 & NA & NA & NA & 482 & NA & NA\ 288 & 1 & 2021 & Male & 2021.673 & 2108.925 & 87.2517738 & NA & NA & NA & 577 & NA & NA\ 289 & 1 & 2021 & Male & 2021.087 & 2085.686 & 64.5989586 & NA & NA & NA & 928 & NA & NA\ 290 & 1 & 2021 & Male & 2021.117 & 2089.976 & 68.8589357 & NA & NA & NA & 889 & NA & NA\ 291 & 1 & 2021 & Female & 2021.810 & 2116.620 & 94.8096177 & NA & NA & NA & 643 & NA & NA\ 292 & 1 & 2021 & Male & 2021.360 & 2093.699 & 72.3388741 & NA & NA & NA & 205 & NA & NA\ 293 & 1 & 2021 & Female & 2021.120 & 2113.116 & 91.9957808 & NA & NA & NA & 895 & NA & NA\ 294 & 1 & 2021 & Male & 2021.417 & 2076.252 & 54.8351766 & NA & NA & NA & 935 & NA & NA\ 295 & 1 & 2021 & Male & 2021.774 & 2073.315 & 51.5402921 & NA & NA & NA & 272 & NA & NA\ 296 & 1 & 2021 & Male & 2021.094 & 2077.249 & 56.1549341 & NA & NA & NA & 820 & NA & NA\ 297 & 1 & 2021 & Male & 2021.209 & 2096.791 & 75.5823057 & NA & NA & NA & 728 & NA & NA\ 298 & 1 & 2021 & Female & 2021.103 & 2053.853 & 32.7504959 & NA & NA & NA & 652 & NA & NA\ 299 & 1 & 2021 & Male & 2021.402 & 2118.977 & 97.5746810 & NA & NA & NA & 785 & NA & NA\ 300 & 1 & 2021 & Male & 2021.966 & 2101.880 & 79.9143409 & NA & NA & NA & 239 & NA & NA\ 301 & 1 & 2021 & Female & 2021.347 & 2111.236 & 89.8889024 & NA & NA & NA & 936 & NA & NA\ 302 & 1 & 2021 & Female & 2021.799 & 2108.638 & 86.8392935 & NA & NA & NA & 776 & NA & NA\ 303 & 1 & 2021 & Male & 2021.128 & 2112.229 & 91.1009268 & NA & NA & NA & 886 & NA & NA\ 304 & 1 & 2021 & Female & 2021.120 & 2088.217 & 67.0970536 & NA & NA & NA & 963 & NA & NA\ 305 & 1 & 2021 & Male & 2021.234 & 2087.025 & 65.7906606 & NA & NA & NA & 121 & NA & NA\ 306 & 1 & 2021 & Male & 2021.489 & 2095.751 & 74.2621079 & NA & NA & NA & 95 & NA & NA\ 307 & 1 & 2021 & Male & 2021.595 & 2054.877 & 33.2819623 & NA & NA & NA & 631 & NA & NA\ 308 & 1 & 2021 & Male & 2021.785 & 2050.097 & 28.3117807 & NA & NA & NA & 939 & NA & NA\ 309 & 1 & 2021 & Male & 2021.079 & 2111.292 & 90.2126673 & NA & NA & NA & 163 & NA & NA\ 310 & 1 & 2021 & Female & 2021.715 & 2084.972 & 63.2578481 & NA & NA & NA & 922 & NA & NA\ 311 & 1 & 2021 & Male & 2021.366 & 2101.323 & 79.9570871 & NA & NA & NA & 356 & NA & NA\ 312 & 1 & 2021 & Male & 2021.189 & 2087.641 & 66.4521818 & NA & NA & NA & 523 & NA & NA\ 313 & 1 & 2021 & Female & 2021.391 & 2105.267 & 83.8754131 & NA & NA & NA & 587 & NA & NA\ 314 & 1 & 2021 & Female & 2021.961 & 2111.413 & 89.4522560 & NA & NA & NA & 479 & NA & NA\ 315 & 1 & 2021 & Male & 2021.869 & 2082.910 & 61.0414624 & NA & NA & NA & 385 & NA & NA\ 316 & 1 & 2021 & Male & 2021.746 & 2101.220 & 79.4741197 & NA & NA & NA & 154 & NA & NA\ 317 & 1 & 2021 & Male & 2021.627 & 2082.852 & 61.2251634 & NA & NA & NA & 518 & NA & NA\ 318 & 1 & 2021 & Female & 2021.023 & 2072.934 & 51.9114938 & NA & NA & NA & 946 & NA & NA\ 319 & 1 & 2021 & Female & 2021.909 & 2113.043 & 91.1342406 & NA & NA & NA & 916 & NA & NA\ 320 & 1 & 2021 & Male & 2021.552 & 2106.478 & 84.9264091 & NA & NA & NA & 700 & NA & NA\ 321 & 1 & 2021 & Female & 2021.072 & 2101.575 & 80.5030323 & NA & NA & NA & 611 & NA & NA\ 322 & 1 & 2021 & Male & 2021.709 & 2074.079 & 52.3705935 & NA & NA & NA & 742 & NA & NA\ 323 & 1 & 2021 & Female & 2021.092 & 2110.156 & 89.0640154 & NA & NA & NA & 812 & NA & NA\ 324 & 1 & 2021 & Female & 2021.415 & 2096.503 & 75.0881178 & NA & NA & NA & 470 & NA & NA\ 325 & 1 & 2021 & Male & 2021.518 & 2051.733 & 30.2155699 & NA & NA & NA & 556 & NA & NA\ 326 & 1 & 2021 & Female & 2021.593 & 2098.598 & 77.0048216 & NA & NA & NA & 642 & NA & NA\ 327 & 1 & 2021 & Male & 2021.439 & 2085.900 & 64.4609407 & NA & NA & NA & 145 & NA & NA\ 328 & 1 & 2021 & Female & 2021.846 & 2116.858 & 95.0121319 & NA & NA & NA & 622 & NA & NA\ 329 & 1 & 2021 & Female & 2021.799 & 2103.351 & 81.5518706 & NA & NA & NA & 436 & NA & NA\ 330 & 1 & 2021 & Male & 2021.761 & 2104.209 & 82.4484688 & NA & NA & NA & 593 & NA & NA\ 331 & 1 & 2021 & Male & 2021.528 & 2100.969 & 79.4411005 & NA & NA & NA & 635 & NA & NA\ 332 & 1 & 2021 & Male & 2021.425 & 2117.406 & 95.9809804 & NA & NA & NA & 853 & NA & NA\ 333 & 1 & 2021 & Male & 2021.496 & 2070.044 & 48.5479142 & NA & NA & NA & 604 & NA & NA\ 334 & 1 & 2021 & Female & 2021.070 & 2107.559 & 86.4890659 & NA & NA & NA & 56 & NA & NA\ 335 & 1 & 2021 & Female & 2021.719 & 2101.786 & 80.0662353 & NA & NA & NA & 363 & NA & NA\ 336 & 1 & 2021 & Male & 2021.418 & 2113.610 & 92.1926323 & NA & NA & NA & 646 & NA & NA\ 337 & 1 & 2021 & Male & 2021.714 & 2056.114 & 34.3996067 & NA & NA & NA & 866 & NA & NA\ 338 & 1 & 2021 & Female & 2021.751 & 2110.266 & 88.5155862 & NA & NA & NA & 497 & NA & NA\ 339 & 1 & 2021 & Male & 2021.524 & 2088.578 & 67.0541060 & NA & NA & NA & 342 & NA & NA\ 340 & 1 & 2021 & Male & 2021.515 & 2077.936 & 56.4212475 & NA & NA & NA & 335 & NA & NA\ 341 & 1 & 2021 & Female & 2021.106 & 2113.273 & 92.1668732 & NA & NA & NA & 660 & NA & NA\ 342 & 1 & 2021 & Female & 2021.437 & 2073.300 & 51.8629541 & NA & NA & NA & 463 & NA & NA\ 343 & 1 & 2021 & Female & 2021.753 & 2100.618 & 78.8649041 & NA & NA & NA & 851 & NA & NA\ 344 & 1 & 2021 & Female & 2021.336 & 2109.865 & 88.5294548 & NA & NA & NA & 575 & NA & NA\ 345 & 1 & 2021 & Female & 2021.937 & 2062.507 & 40.5695415 & NA & NA & NA & 639 & NA & NA\ 346 & 1 & 2021 & Female & 2021.638 & 2091.923 & 70.2850658 & NA & NA & NA & 920 & NA & NA\ 347 & 1 & 2021 & Female & 2021.016 & 2087.593 & 66.5764806 & NA & NA & NA & 1 & NA & NA\ 348 & 1 & 2021 & Male & 2021.802 & 2121.100 & 99.2976054 & NA & NA & NA & 760 & NA & NA\ 349 & 1 & 2021 & Female & 2021.715 & 2109.189 & 87.4734137 & NA & NA & NA & 906 & NA & NA\ 350 & 1 & 2021 & Male & 2021.494 & 2106.921 & 85.4270646 & NA & NA & NA & 954 & NA & NA\ 351 & 1 & 2021 & Female & 2021.820 & 2114.311 & 92.4906048 & NA & NA & NA & 533 & NA & NA\ 352 & 1 & 2021 & Female & 2021.139 & 2109.712 & 88.5736911 & NA & NA & NA & 725 & NA & NA\ 353 & 1 & 2021 & Male & 2021.064 & 2103.595 & 82.5317726 & NA & NA & NA & 750 & NA & NA\ 354 & 1 & 2021 & Female & 2021.145 & 2096.186 & 75.0411552 & NA & NA & NA & 644 & NA & NA\ 355 & 1 & 2021 & Female & 2021.280 & 2096.575 & 75.2955384 & NA & NA & NA & 421 & NA & NA\ 356 & 1 & 2021 & Female & 2021.444 & 2107.949 & 86.5053303 & NA & NA & NA & 619 & NA & NA\ 357 & 1 & 2021 & Male & 2021.265 & 2104.322 & 83.0568317 & NA & NA & NA & 267 & NA & NA\ 358 & 1 & 2021 & Male & 2021.290 & 2116.585 & 95.2952920 & NA & NA & NA & 719 & NA & NA\ 359 & 1 & 2021 & Female & 2021.442 & 2079.132 & 57.6897303 & NA & NA & NA & 558 & NA & NA\ 360 & 1 & 2021 & Female & 2021.953 & 2108.048 & 86.0954568 & NA & NA & NA & 873 & NA & NA\ 361 & 1 & 2021 & Female & 2021.989 & 2055.985 & 33.9956958 & NA & NA & NA & 647 & NA & NA\ 362 & 1 & 2021 & Male & 2021.600 & 2091.340 & 69.7407667 & NA & NA & NA & 958 & NA & NA\ 363 & 1 & 2021 & Male & 2021.646 & 2097.444 & 75.7978576 & NA & NA & NA & 335 & NA & NA\ 364 & 1 & 2021 & Male & 2021.310 & 2099.318 & 78.0084504 & NA & NA & NA & 682 & NA & NA\ 365 & 1 & 2021 & Male & 2021.715 & 2022.007 & 0.2911991 & NA & NA & NA & 718 & NA & NA\ 366 & 1 & 2021 & Female & 2021.430 & 2116.702 & 95.2716827 & NA & NA & NA & 296 & NA & NA\ 367 & 1 & 2021 & Female & 2021.278 & 2089.276 & 67.9979627 & NA & NA & NA & 898 & NA & NA\ 368 & 1 & 2021 & Female & 2021.814 & 2098.230 & 76.4156591 & NA & NA & NA & 505 & NA & NA\ 369 & 1 & 2021 & Male & 2021.640 & 2100.015 & 78.3747190 & NA & NA & NA & 17 & NA & NA\ 370 & 1 & 2021 & Female & 2021.642 & 2126.247 & 104.6048025 & NA & NA & NA & 773 & NA & NA\ 371 & 1 & 2021 & Female & 2021.027 & 2112.268 & 91.2410475 & NA & NA & NA & 766 & NA & NA\ 372 & 1 & 2021 & Male & 2021.591 & 2078.010 & 56.4189829 & NA & NA & NA & 714 & NA & NA\ 373 & 1 & 2021 & Female & 2021.434 & 2087.110 & 65.6756398 & NA & NA & NA & 791 & NA & NA\ 374 & 1 & 2021 & Female & 2021.769 & 2101.171 & 79.4024071 & NA & NA & NA & 402 & NA & NA\ 375 & 1 & 2021 & Female & 2021.580 & 2114.482 & 92.9019060 & NA & NA & NA & 386 & NA & NA\ 376 & 1 & 2021 & Male & 2021.021 & 2118.891 & 97.8699941 & NA & NA & NA & 585 & NA & NA\ 377 & 1 & 2021 & Female & 2021.453 & 2115.665 & 94.2123996 & NA & NA & NA & 717 & NA & NA\ 378 & 1 & 2021 & Female & 2021.106 & 2118.225 & 97.1196978 & NA & NA & NA & 904 & NA & NA\ 379 & 1 & 2021 & Male & 2021.397 & 2100.543 & 79.1467144 & NA & NA & NA & 837 & NA & NA\ 380 & 1 & 2021 & Female & 2021.655 & 2102.068 & 80.4131418 & NA & NA & NA & 434 & NA & NA\ 381 & 1 & 2021 & Female & 2021.746 & 2110.424 & 88.6775473 & NA & NA & NA & 200 & NA & NA\ 382 & 1 & 2021 & Female & 2021.052 & 2070.114 & 49.0613661 & NA & NA & NA & 824 & NA & NA\ 383 & 1 & 2021 & Female & 2021.308 & 2101.026 & 79.7178273 & NA & NA & NA & 851 & NA & NA\ 384 & 1 & 2021 & Female & 2021.326 & 2085.395 & 64.0686333 & NA & NA & NA & 503 & NA & NA\ 385 & 1 & 2021 & Female & 2021.133 & 2086.508 & 65.3744461 & NA & NA & NA & 464 & NA & NA\ 386 & 1 & 2021 & Male & 2021.206 & 2111.626 & 90.4198870 & NA & NA & NA & 723 & NA & NA\ 387 & 1 & 2021 & Male & 2021.108 & 2111.152 & 90.0434958 & NA & NA & NA & 452 & NA & NA\ 388 & 1 & 2021 & Male & 2021.740 & 2103.586 & 81.8456358 & NA & NA & NA & 761 & NA & NA\ 389 & 1 & 2021 & Female & 2021.262 & 2105.123 & 83.8607680 & NA & NA & NA & 922 & NA & NA\ 390 & 1 & 2021 & Female & 2021.843 & 2115.671 & 93.8275859 & NA & NA & NA & 507 & NA & NA\ 391 & 1 & 2021 & Male & 2021.112 & 2128.385 & 107.2730867 & NA & NA & NA & 830 & NA & NA\ 392 & 1 & 2021 & Male & 2021.294 & 2107.255 & 85.9615094 & NA & NA & NA & 838 & NA & NA\ 393 & 1 & 2021 & Male & 2021.363 & 2047.142 & 25.7788973 & NA & NA & NA & 988 & NA & NA\ 394 & 1 & 2021 & Male & 2021.941 & 2110.019 & 88.0784663 & NA & NA & NA & 992 & NA & NA\ 395 & 1 & 2021 & Male & 2021.335 & 2097.163 & 75.8280917 & NA & NA & NA & 222 & NA & NA\ 396 & 1 & 2021 & Male & 2021.923 & 2103.187 & 81.2645836 & NA & NA & NA & 414 & NA & NA\ 397 & 1 & 2021 & Male & 2021.066 & 2103.454 & 82.3877943 & NA & NA & NA & 537 & NA & NA\ 398 & 1 & 2021 & Female & 2021.846 & 2088.961 & 67.1154681 & NA & NA & NA & 164 & NA & NA\ 399 & 1 & 2021 & Female & 2021.292 & 2084.050 & 62.7572215 & NA & NA & NA & 58 & NA & NA\ 400 & 1 & 2021 & Male & 2021.276 & 2097.283 & 76.0069318 & NA & NA & NA & 430 & NA & NA\ 401 & 1 & 2021 & Male & 2021.913 & 2116.765 & 94.8518398 & NA & NA & NA & 167 & NA & NA\ 402 & 1 & 2021 & Male & 2021.257 & 2095.471 & 74.2144125 & NA & NA & NA & 865 & NA & NA\ 403 & 1 & 2021 & Female & 2021.708 & 2113.009 & 91.3014245 & NA & NA & NA & 916 & NA & NA\ 404 & 1 & 2021 & Male & 2021.132 & 2109.705 & 88.5730313 & NA & NA & NA & 534 & NA & NA\ 405 & 1 & 2021 & Male & 2021.393 & 2100.222 & 78.8293189 & NA & NA & NA & 994 & NA & NA\ 406 & 1 & 2021 & Female & 2021.461 & 2114.431 & 92.9696021 & NA & NA & NA & 720 & NA & NA\ 407 & 1 & 2021 & Female & 2021.505 & 2104.830 & 83.3253439 & NA & NA & NA & 642 & NA & NA\ 408 & 1 & 2021 & Male & 2021.082 & 2062.942 & 41.8597826 & NA & NA & NA & 377 & NA & NA\ 409 & 1 & 2021 & Female & 2021.834 & 2115.117 & 93.2825837 & NA & NA & NA & 926 & NA & NA\ 410 & 1 & 2021 & Male & 2021.945 & 2101.728 & 79.7826481 & NA & NA & NA & 467 & NA & NA\ 411 & 1 & 2021 & Male & 2021.548 & 2112.679 & 91.1302857 & NA & NA & NA & 450 & NA & NA\ 412 & 1 & 2021 & Female & 2021.718 & 2070.926 & 49.2084124 & NA & NA & NA & 812 & NA & NA\ 413 & 1 & 2021 & Female & 2021.367 & 2107.139 & 85.7712304 & NA & NA & NA & 826 & NA & NA\ 414 & 1 & 2021 & Female & 2021.822 & 2086.125 & 64.3039108 & NA & NA & NA & 624 & NA & NA\ 415 & 1 & 2021 & Female & 2021.733 & 2104.616 & 82.8836027 & NA & NA & NA & 142 & NA & NA\ 416 & 1 & 2021 & Male & 2021.820 & 2054.822 & 33.0028371 & NA & NA & NA & 585 & NA & NA\ 417 & 1 & 2021 & Male & 2021.732 & 2100.350 & 78.6175037 & NA & NA & NA & 813 & NA & NA\ 418 & 1 & 2021 & Female & 2021.991 & 2092.967 & 70.9755819 & NA & NA & NA & 96 & NA & NA\ 419 & 1 & 2021 & Male & 2021.057 & 2058.534 & 37.4765344 & NA & NA & NA & 349 & NA & NA\ 420 & 1 & 2021 & Male & 2021.694 & 2102.514 & 80.8197029 & NA & NA & NA & 646 & NA & NA\ 421 & 1 & 2021 & Male & 2021.853 & 2112.994 & 91.1418115 & NA & NA & NA & 355 & NA & NA\ 422 & 1 & 2021 & Male & 2021.628 & 2091.256 & 69.6279049 & NA & NA & NA & 728 & NA & NA\ 423 & 1 & 2021 & Female & 2021.520 & 2094.719 & 73.1985664 & NA & NA & NA & 869 & NA & NA\ 424 & 1 & 2021 & Female & 2021.681 & 2096.022 & 74.3414664 & NA & NA & NA & 981 & NA & NA\ 425 & 1 & 2021 & Male & 2021.952 & 2086.869 & 64.9174731 & NA & NA & NA & 577 & NA & NA\ 426 & 1 & 2021 & Male & 2021.315 & 2114.648 & 93.3329480 & NA & NA & NA & 270 & NA & NA\ 427 & 1 & 2021 & Female & 2021.657 & 2113.426 & 91.7683953 & NA & NA & NA & 800 & NA & NA\ 428 & 1 & 2021 & Male & 2021.673 & 2118.346 & 96.6731655 & NA & NA & NA & 896 & NA & NA\ 429 & 1 & 2021 & Female & 2021.348 & 2116.777 & 95.4283860 & NA & NA & NA & 951 & NA & NA\ 430 & 1 & 2021 & Female & 2021.604 & 2111.709 & 90.1052799 & NA & NA & NA & 915 & NA & NA\ 431 & 1 & 2021 & Male & 2021.759 & 2073.929 & 52.1699721 & NA & NA & NA & 223 & NA & NA\ 432 & 1 & 2021 & Male & 2021.480 & 2082.857 & 61.3767435 & NA & NA & NA & 960 & NA & NA\ 433 & 1 & 2021 & Male & 2021.819 & 2114.913 & 93.0937672 & NA & NA & NA & 892 & NA & NA\ 434 & 1 & 2021 & Male & 2021.173 & 2111.554 & 90.3809886 & NA & NA & NA & 956 & NA & NA\ 435 & 1 & 2021 & Male & 2021.008 & 2098.218 & 77.2099985 & NA & NA & NA & 837 & NA & NA\ 436 & 1 & 2021 & Male & 2021.463 & 2088.768 & 67.3049090 & NA & NA & NA & 329 & NA & NA\ 437 & 1 & 2021 & Male & 2021.623 & 2108.193 & 86.5697401 & NA & NA & NA & 313 & NA & NA\ 438 & 1 & 2021 & Male & 2021.202 & 2109.899 & 88.6969944 & NA & NA & NA & 281 & NA & NA\ 439 & 1 & 2021 & Male & 2021.408 & 2100.860 & 79.4513566 & NA & NA & NA & 621 & NA & NA\ 440 & 1 & 2021 & Female & 2021.634 & 2113.844 & 92.2102453 & NA & NA & NA & 868 & NA & NA\ 441 & 1 & 2021 & Female & 2021.983 & 2120.725 & 98.7422433 & NA & NA & NA & 709 & NA & NA\ 442 & 1 & 2021 & Female & 2021.596 & 2112.181 & 90.5849418 & NA & NA & NA & 951 & NA & NA\ 443 & 1 & 2021 & Female & 2021.119 & 2057.209 & 36.0902686 & NA & NA & NA & 589 & NA & NA\ 444 & 1 & 2021 & Female & 2021.989 & 2102.262 & 80.2726794 & NA & NA & NA & 5 & NA & NA\ 445 & 1 & 2021 & Female & 2021.039 & 2110.469 & 89.4305313 & NA & NA & NA & 147 & NA & NA\ 446 & 1 & 2021 & Male & 2021.489 & 2112.440 & 90.9510613 & NA & NA & NA & 896 & NA & NA\ 447 & 1 & 2021 & Male & 2021.066 & 2083.614 & 62.5482596 & NA & NA & NA & 960 & NA & NA\ 448 & 1 & 2021 & Female & 2021.511 & 2085.189 & 63.6781600 & NA & NA & NA & 740 & NA & NA\ 449 & 1 & 2021 & Male & 2021.341 & 2104.820 & 83.4791117 & NA & NA & NA & 842 & NA & NA\ 450 & 1 & 2021 & Female & 2021.996 & 2117.747 & 95.7509367 & NA & NA & NA & 845 & NA & NA\ 451 & 1 & 2021 & Male & 2021.447 & 2077.285 & 55.8375954 & NA & NA & NA & 839 & NA & NA\ 452 & 1 & 2021 & Female & 2021.884 & 2115.314 & 93.4304718 & NA & NA & NA & 387 & NA & NA\ 453 & 1 & 2021 & Male & 2021.246 & 2117.579 & 96.3329687 & NA & NA & NA & 528 & NA & NA\ 454 & 1 & 2021 & Male & 2021.505 & 2095.675 & 74.1695163 & NA & NA & NA & 839 & NA & NA\ 455 & 1 & 2021 & Male & 2021.772 & 2099.075 & 77.3028674 & NA & NA & NA & 934 & NA & NA\ 456 & 1 & 2021 & Male & 2021.571 & 2103.238 & 81.6676043 & NA & NA & NA & 681 & NA & NA\ 457 & 1 & 2021 & Male & 2021.845 & 2059.297 & 37.4524177 & NA & NA & NA & 908 & NA & NA\ 458 & 1 & 2021 & Male & 2021.353 & 2113.060 & 91.7078249 & NA & NA & NA & 687 & NA & NA\ 459 & 1 & 2021 & Male & 2021.488 & 2090.790 & 69.3019612 & NA & NA & NA & 692 & NA & NA\ 460 & 1 & 2021 & Male & 2021.199 & 2112.513 & 91.3144955 & NA & NA & NA & 838 & NA & NA\ 461 & 1 & 2021 & Male & 2021.099 & 2109.249 & 88.1496307 & NA & NA & NA & 743 & NA & NA\ 462 & 1 & 2021 & Male & 2021.402 & 2104.960 & 83.5575799 & NA & NA & NA & 953 & NA & NA\ 463 & 1 & 2021 & Male & 2021.824 & 2118.350 & 96.5256636 & NA & NA & NA & 478 & NA & NA\ 464 & 1 & 2021 & Male & 2021.422 & 2104.456 & 83.0343084 & NA & NA & NA & 385 & NA & NA\ 465 & 1 & 2021 & Female & 2021.083 & 2103.726 & 82.6426782 & NA & NA & NA & 543 & NA & NA\ 466 & 1 & 2021 & Male & 2021.151 & 2084.907 & 63.7561299 & NA & NA & NA & 825 & NA & NA\ 467 & 1 & 2021 & Female & 2021.978 & 2113.354 & 91.3757405 & NA & NA & NA & 572 & NA & NA\ 468 & 1 & 2021 & Male & 2021.759 & 2097.720 & 75.9601696 & NA & NA & NA & 958 & NA & NA\ 469 & 1 & 2021 & Female & 2021.546 & 2094.146 & 72.5997198 & NA & NA & NA & 296 & NA & NA\ 470 & 1 & 2021 & Male & 2021.966 & 2084.897 & 62.9303685 & NA & NA & NA & 939 & NA & NA\ 471 & 1 & 2021 & Female & 2021.064 & 2106.272 & 85.2079263 & NA & NA & NA & 268 & NA & NA\ 472 & 1 & 2021 & Female & 2021.391 & 2120.501 & 99.1098368 & NA & NA & NA & 831 & NA & NA\ 473 & 1 & 2021 & Male & 2021.268 & 2098.252 & 76.9840159 & NA & NA & NA & 608 & NA & NA\ 474 & 1 & 2021 & Male & 2021.995 & 2105.922 & 83.9264055 & NA & NA & NA & 853 & NA & NA\ 475 & 1 & 2021 & Female & 2021.112 & 2110.928 & 89.8157390 & NA & NA & NA & 509 & NA & NA\ 476 & 1 & 2021 & Male & 2021.033 & 2108.370 & 87.3372246 & NA & NA & NA & 988 & NA & NA\ 477 & 1 & 2021 & Female & 2021.501 & 2114.030 & 92.5298309 & NA & NA & NA & 507 & NA & NA\ 478 & 1 & 2021 & Female & 2021.354 & 2108.427 & 87.0733313 & NA & NA & NA & 623 & NA & NA\ 479 & 1 & 2021 & Male & 2021.691 & 2120.238 & 98.5470051 & NA & NA & NA & 592 & NA & NA\ 480 & 1 & 2021 & Female & 2021.658 & 2095.313 & 73.6552175 & NA & NA & NA & 362 & NA & NA\ 481 & 1 & 2021 & Male & 2021.962 & 2111.936 & 89.9734161 & NA & NA & NA & 921 & NA & NA\ 482 & 1 & 2021 & Female & 2021.421 & 2112.419 & 90.9986251 & NA & NA & NA & 287 & NA & NA\ 483 & 1 & 2021 & Female & 2021.073 & 2098.327 & 77.2542770 & NA & NA & NA & 597 & NA & NA\ 484 & 1 & 2021 & Female & 2021.537 & 2112.437 & 90.8999034 & NA & NA & NA & 915 & NA & NA\ 485 & 1 & 2021 & Male & 2021.144 & 2091.280 & 70.1356658 & NA & NA & NA & 598 & NA & NA\ 486 & 1 & 2021 & Male & 2021.170 & 2107.502 & 86.3323382 & NA & NA & NA & 989 & NA & NA\ 487 & 1 & 2021 & Female & 2021.599 & 2111.153 & 89.5541957 & NA & NA & NA & 737 & NA & NA\ 488 & 1 & 2021 & Male & 2021.658 & 2115.366 & 93.7078472 & NA & NA & NA & 552 & NA & NA\ 489 & 1 & 2021 & Female & 2021.535 & 2110.607 & 89.0716398 & NA & NA & NA & 174 & NA & NA\ 490 & 1 & 2021 & Female & 2021.410 & 2045.410 & 24.0000855 & NA & NA & NA & 435 & NA & NA\ 491 & 1 & 2021 & Female & 2021.997 & 2113.472 & 91.4745300 & NA & NA & NA & 4 & NA & NA\ 492 & 1 & 2021 & Female & 2021.694 & 2112.206 & 90.5119370 & NA & NA & NA & 961 & NA & NA\ 493 & 1 & 2021 & Male & 2021.493 & 2107.283 & 85.7896580 & NA & NA & NA & 36 & NA & NA\ 494 & 1 & 2021 & Male & 2021.811 & 2100.925 & 79.1139767 & NA & NA & NA & 780 & NA & NA\ 495 & 1 & 2021 & Male & 2021.951 & 2091.280 & 69.3290180 & NA & NA & NA & 855 & NA & NA\ 496 & 1 & 2021 & Female & 2021.236 & 2114.757 & 93.5200781 & NA & NA & NA & 987 & NA & NA\ 497 & 1 & 2021 & Male & 2021.540 & 2070.018 & 48.4781459 & NA & NA & NA & 861 & NA & NA\ 498 & 1 & 2021 & Male & 2021.809 & 2029.908 & 8.0991121 & NA & NA & NA & 170 & NA & NA\ 499 & 1 & 2021 & Female & 2021.220 & 2113.467 & 92.2472708 & NA & NA & NA & 824 & NA & NA\ 500 & 1 & 2021 & Male & 2021.323 & 2107.146 & 85.8235710 & NA & NA & NA & 742 & NA & NA\ 501 & 1 & 2021 & Male & 2021.789 & 2098.216 & 76.4270859 & NA & NA & NA & 565 & NA & NA\ 502 & 1 & 2021 & Female & 2021.011 & 2081.161 & 60.1498294 & NA & NA & NA & 200 & NA & NA\ 503 & 1 & 2021 & Male & 2021.258 & 2080.390 & 59.1321875 & NA & NA & NA & 19 & NA & NA\ 504 & 1 & 2021 & Male & 2021.849 & 2115.822 & 93.9737232 & NA & NA & NA & 752 & NA & NA\ 505 & 1 & 2021 & Male & 2021.029 & 2102.594 & 81.5654270 & NA & NA & NA & 669 & NA & NA\ 506 & 1 & 2021 & Male & 2021.315 & 2096.670 & 75.3546313 & NA & NA & NA & 983 & NA & NA\ 507 & 1 & 2021 & Male & 2021.550 & 2095.354 & 73.8039220 & NA & NA & NA & 1000 & NA & NA\ 508 & 1 & 2021 & Female & 2021.972 & 2114.387 & 92.4151675 & NA & NA & NA & 697 & NA & NA\ 509 & 1 & 2021 & Male & 2021.406 & 2113.738 & 92.3321194 & NA & NA & NA & 817 & NA & NA\ 510 & 1 & 2021 & Female & 2021.676 & 2116.027 & 94.3513406 & NA & NA & NA & 18 & NA & NA\ 511 & 1 & 2021 & Male & 2021.432 & 2089.895 & 68.4634108 & NA & NA & NA & 834 & NA & NA\ 512 & 1 & 2021 & Male & 2021.939 & 2082.857 & 60.9183362 & NA & NA & NA & 571 & NA & NA\ 513 & 1 & 2021 & Female & 2021.615 & 2100.784 & 79.1693921 & NA & NA & NA & 449 & NA & NA\ 514 & 1 & 2021 & Female & 2021.965 & 2114.667 & 92.7015772 & NA & NA & NA & 90 & NA & NA\ 515 & 1 & 2021 & Female & 2021.624 & 2069.177 & 47.5534220 & NA & NA & NA & 561 & NA & NA\ 516 & 1 & 2021 & Female & 2021.650 & 2120.969 & 99.3188113 & NA & NA & NA & 959 & NA & NA\ 517 & 1 & 2021 & Male & 2021.219 & 2109.006 & 87.7864274 & NA & NA & NA & 544 & NA & NA\ 518 & 1 & 2021 & Female & 2021.390 & 2114.841 & 93.4516720 & NA & NA & NA & 594 & NA & NA\ 519 & 1 & 2021 & Male & 2021.561 & 2076.849 & 55.2878748 & NA & NA & NA & 534 & NA & NA\ 520 & 1 & 2021 & Female & 2021.774 & 2106.293 & 84.5189954 & NA & NA & NA & 533 & NA & NA\ 521 & 1 & 2021 & Female & 2021.805 & 2068.563 & 46.7579144 & NA & NA & NA & 823 & NA & NA\ 522 & 1 & 2021 & Female & 2021.305 & 2110.090 & 88.7850739 & NA & NA & NA & 938 & NA & NA\ 523 & 1 & 2021 & Female & 2021.747 & 2087.489 & 65.7420410 & NA & NA & NA & 312 & NA & NA\ 524 & 1 & 2021 & Female & 2021.537 & 2106.883 & 85.3466888 & NA & NA & NA & 729 & NA & NA\ 525 & 1 & 2021 & Male & 2021.585 & 2101.895 & 80.3108239 & NA & NA & NA & 595 & NA & NA\ 526 & 1 & 2021 & Female & 2021.578 & 2067.216 & 45.6389158 & NA & NA & NA & 116 & NA & NA\ 527 & 1 & 2021 & Female & 2021.183 & 2099.437 & 78.2539052 & NA & NA & NA & 640 & NA & NA\ 528 & 1 & 2021 & Female & 2021.995 & 2113.979 & 91.9846164 & NA & NA & NA & 453 & NA & NA\ 529 & 1 & 2021 & Male & 2021.768 & 2088.195 & 66.4273126 & NA & NA & NA & 787 & NA & NA\ 530 & 1 & 2021 & Male & 2021.055 & 2096.783 & 75.7287089 & NA & NA & NA & 719 & NA & NA\ 531 & 1 & 2021 & Male & 2021.453 & 2100.777 & 79.3245949 & NA & NA & NA & 884 & NA & NA\ 532 & 1 & 2021 & Male & 2021.013 & 2103.962 & 82.9483062 & NA & NA & NA & 539 & NA & NA\ 533 & 1 & 2021 & Male & 2021.474 & 2096.820 & 75.3462779 & NA & NA & NA & 539 & NA & NA\ 534 & 1 & 2021 & Female & 2021.217 & 2113.543 & 92.3264170 & NA & NA & NA & 519 & NA & NA\ 535 & 1 & 2021 & Male & 2021.247 & 2106.890 & 85.6432499 & NA & NA & NA & 882 & NA & NA\ 536 & 1 & 2021 & Male & 2021.101 & 2107.537 & 86.4359433 & NA & NA & NA & 971 & NA & NA\ 537 & 1 & 2021 & Female & 2021.289 & 2113.497 & 92.2084229 & NA & NA & NA & 397 & NA & NA\ 538 & 1 & 2021 & Male & 2021.794 & 2100.594 & 78.7997530 & NA & NA & NA & 979 & NA & NA\ 539 & 1 & 2021 & Female & 2021.107 & 2092.493 & 71.3864183 & NA & NA & NA & 532 & NA & NA\ 540 & 1 & 2021 & Female & 2021.356 & 2085.855 & 64.4982939 & NA & NA & NA & 353 & NA & NA\ 541 & 1 & 2021 & Female & 2021.315 & 2057.133 & 35.8177803 & NA & NA & NA & 703 & NA & NA\ 542 & 1 & 2021 & Male & 2021.213 & 2064.394 & 43.1812097 & NA & NA & NA & 923 & NA & NA\ 543 & 1 & 2021 & Male & 2021.530 & 2114.012 & 92.4820115 & NA & NA & NA & 465 & NA & NA\ 544 & 1 & 2021 & Female & 2021.475 & 2109.833 & 88.3582162 & NA & NA & NA & 996 & NA & NA\ 545 & 1 & 2021 & Female & 2021.333 & 2099.431 & 78.0980382 & NA & NA & NA & 578 & NA & NA\ 546 & 1 & 2021 & Male & 2021.250 & 2108.274 & 87.0237697 & NA & NA & NA & 646 & NA & NA\ 547 & 1 & 2021 & Female & 2021.452 & 2093.471 & 72.0190644 & NA & NA & NA & 6 & NA & NA\ 548 & 1 & 2021 & Female & 2021.099 & 2095.741 & 74.6422522 & NA & NA & NA & 914 & NA & NA\ 549 & 1 & 2021 & Female & 2021.658 & 2104.136 & 82.4782233 & NA & NA & NA & 191 & NA & NA\ 550 & 1 & 2021 & Female & 2021.584 & 2055.613 & 34.0288801 & NA & NA & NA & 636 & NA & NA\ 551 & 1 & 2021 & Male & 2021.985 & 2104.819 & 82.8333311 & NA & NA & NA & 882 & NA & NA\ 552 & 1 & 2021 & Female & 2021.553 & 2090.389 & 68.8360196 & NA & NA & NA & 488 & NA & NA\ 553 & 1 & 2021 & Female & 2021.521 & 2081.392 & 59.8709545 & NA & NA & NA & 221 & NA & NA\ 554 & 1 & 2021 & Male & 2021.540 & 2021.722 & 0.1816484 & NA & NA & NA & 971 & NA & NA\ 555 & 1 & 2021 & Male & 2021.074 & 2097.378 & 76.3039493 & NA & NA & NA & 82 & NA & NA\ 556 & 1 & 2021 & Female & 2021.302 & 2112.335 & 91.0325291 & NA & NA & NA & 690 & NA & NA\ 557 & 1 & 2021 & Male & 2021.719 & 2107.367 & 85.6482914 & NA & NA & NA & 562 & NA & NA\ 558 & 1 & 2021 & Male & 2021.053 & 2092.437 & 71.3837527 & NA & NA & NA & 667 & NA & NA\ 559 & 1 & 2021 & Male & 2021.525 & 2097.545 & 76.0196352 & NA & NA & NA & 867 & NA & NA\ 560 & 1 & 2021 & Female & 2021.038 & 2114.238 & 93.2002897 & NA & NA & NA & 985 & NA & NA\ 561 & 1 & 2021 & Male & 2021.711 & 2079.955 & 58.2433728 & NA & NA & NA & 515 & NA & NA\ 562 & 1 & 2021 & Female & 2021.009 & 2084.856 & 63.8469869 & NA & NA & NA & 883 & NA & NA\ 563 & 1 & 2021 & Male & 2021.373 & 2107.260 & 85.8868823 & NA & NA & NA & 923 & NA & NA\ 564 & 1 & 2021 & Female & 2021.321 & 2107.218 & 85.8975627 & NA & NA & NA & 941 & NA & NA\ 565 & 1 & 2021 & Female & 2021.355 & 2107.523 & 86.1681007 & NA & NA & NA & 876 & NA & NA\ 566 & 1 & 2021 & Male & 2021.949 & 2079.471 & 57.5221762 & NA & NA & NA & 111 & NA & NA\ 567 & 1 & 2021 & Female & 2021.473 & 2109.132 & 87.6591401 & NA & NA & NA & 890 & NA & NA\ 568 & 1 & 2021 & Male & 2021.727 & 2110.225 & 88.4981274 & NA & NA & NA & 768 & NA & NA\ 569 & 1 & 2021 & Male & 2021.578 & 2106.294 & 84.7154786 & NA & NA & NA & 698 & NA & NA\ 570 & 1 & 2021 & Male & 2021.579 & 2095.350 & 73.7703294 & NA & NA & NA & 893 & NA & NA\ 571 & 1 & 2021 & Female & 2021.957 & 2084.028 & 62.0711839 & NA & NA & NA & 913 & NA & NA\ 572 & 1 & 2021 & Male & 2021.561 & 2126.221 & 104.6599413 & NA & NA & NA & 608 & NA & NA\ 573 & 1 & 2021 & Male & 2021.191 & 2110.350 & 89.1586364 & NA & NA & NA & 988 & NA & NA\ 574 & 1 & 2021 & Female & 2021.011 & 2085.448 & 64.4373148 & NA & NA & NA & 619 & NA & NA\ 575 & 1 & 2021 & Male & 2021.263 & 2088.120 & 66.8566922 & NA & NA & NA & 344 & NA & NA\ 576 & 1 & 2021 & Female & 2021.708 & 2106.375 & 84.6672934 & NA & NA & NA & 142 & NA & NA\ 577 & 1 & 2021 & Female & 2021.803 & 2115.668 & 93.8650646 & NA & NA & NA & 640 & NA & NA\ 578 & 1 & 2021 & Male & 2021.860 & 2118.259 & 96.3989769 & NA & NA & NA & 545 & NA & NA\ 579 & 1 & 2021 & Male & 2021.115 & 2104.411 & 83.2959630 & NA & NA & NA & 931 & NA & NA\ 580 & 1 & 2021 & Female & 2021.776 & 2109.004 & 87.2285648 & NA & NA & NA & 985 & NA & NA\ 581 & 1 & 2021 & Male & 2021.532 & 2102.507 & 80.9754356 & NA & NA & NA & 645 & NA & NA\ 582 & 1 & 2021 & Male & 2021.432 & 2092.751 & 71.3197933 & NA & NA & NA & 726 & NA & NA\ 583 & 1 & 2021 & Female & 2021.739 & 2112.122 & 90.3836595 & NA & NA & NA & 102 & NA & NA\ 584 & 1 & 2021 & Male & 2021.471 & 2095.288 & 73.8167904 & NA & NA & NA & 266 & NA & NA\ 585 & 1 & 2021 & Female & 2021.173 & 2111.982 & 90.8092065 & NA & NA & NA & 589 & NA & NA\ 586 & 1 & 2021 & Female & 2021.913 & 2040.480 & 18.5672625 & NA & NA & NA & 927 & NA & NA\ 587 & 1 & 2021 & Male & 2021.068 & 2088.527 & 67.4596327 & NA & NA & NA & 313 & NA & NA\ 588 & 1 & 2021 & Female & 2021.162 & 2094.758 & 73.5967604 & NA & NA & NA & 568 & NA & NA\ 589 & 1 & 2021 & Male & 2021.995 & 2111.739 & 89.7437635 & NA & NA & NA & 443 & NA & NA\ 590 & 1 & 2021 & Male & 2021.100 & 2102.940 & 81.8393845 & NA & NA & NA & 971 & NA & NA\ 591 & 1 & 2021 & Male & 2021.590 & 2108.906 & 87.3156957 & NA & NA & NA & 843 & NA & NA\ 592 & 1 & 2021 & Female & 2021.562 & 2101.215 & 79.6530344 & NA & NA & NA & 671 & NA & NA\ 593 & 1 & 2021 & Female & 2021.388 & 2062.376 & 40.9873459 & NA & NA & NA & 330 & NA & NA\ 594 & 1 & 2021 & Male & 2021.197 & 2080.788 & 59.5907505 & NA & NA & NA & 518 & NA & NA\ 595 & 1 & 2021 & Female & 2021.214 & 2097.081 & 75.8674091 & NA & NA & NA & 962 & NA & NA\ 596 & 1 & 2021 & Male & 2021.202 & 2118.813 & 97.6106101 & NA & NA & NA & 158 & NA & NA\ 597 & 1 & 2021 & Male & 2021.598 & 2070.269 & 48.6705165 & NA & NA & NA & 741 & NA & NA\ 598 & 1 & 2021 & Female & 2021.540 & 2080.837 & 59.2973453 & NA & NA & NA & 735 & NA & NA\ 599 & 1 & 2021 & Female & 2021.683 & 2115.624 & 93.9405455 & NA & NA & NA & 55 & NA & NA\ 600 & 1 & 2021 & Female & 2021.259 & 2118.462 & 97.2027069 & NA & NA & NA & 766 & NA & NA\ 601 & 1 & 2021 & Male & 2021.161 & 2085.553 & 64.3922127 & NA & NA & NA & 770 & NA & NA\ 602 & 1 & 2021 & Male & 2021.228 & 2076.243 & 55.0156205 & NA & NA & NA & 628 & NA & NA\ 603 & 1 & 2021 & Female & 2021.973 & 2091.960 & 69.9866474 & NA & NA & NA & 982 & NA & NA\ 604 & 1 & 2021 & Female & 2021.086 & 2078.608 & 57.5215956 & NA & NA & NA & 333 & NA & NA\ 605 & 1 & 2021 & Female & 2021.984 & 2108.326 & 86.3419518 & NA & NA & NA & 822 & NA & NA\ 606 & 1 & 2021 & Male & 2021.026 & 2110.818 & 89.7919878 & NA & NA & NA & 828 & NA & NA\ 607 & 1 & 2021 & Male & 2021.363 & 2108.354 & 86.9908547 & NA & NA & NA & 696 & NA & NA\ 608 & 1 & 2021 & Female & 2021.821 & 2090.329 & 68.5080271 & NA & NA & NA & 572 & NA & NA\ 609 & 1 & 2021 & Female & 2021.745 & 2117.609 & 95.8643849 & NA & NA & NA & 984 & NA & NA\ 610 & 1 & 2021 & Female & 2021.303 & 2084.373 & 63.0698191 & NA & NA & NA & 957 & NA & NA\ 611 & 1 & 2021 & Male & 2021.336 & 2107.154 & 85.8181457 & NA & NA & NA & 950 & NA & NA\ 612 & 1 & 2021 & Female & 2021.299 & 2102.462 & 81.1635469 & NA & NA & NA & 897 & NA & NA\ 613 & 1 & 2021 & Male & 2021.629 & 2085.036 & 63.4066095 & NA & NA & NA & 183 & NA & NA\ 614 & 1 & 2021 & Female & 2021.262 & 2102.485 & 81.2225952 & NA & NA & NA & 640 & NA & NA\ 615 & 1 & 2021 & Male & 2021.383 & 2103.260 & 81.8764292 & NA & NA & NA & 894 & NA & NA\ 616 & 1 & 2021 & Male & 2021.795 & 2095.397 & 73.6017935 & NA & NA & NA & 966 & NA & NA\ 617 & 1 & 2021 & Female & 2021.010 & 2107.755 & 86.7454843 & NA & NA & NA & 809 & NA & NA\ 618 & 1 & 2021 & Male & 2021.827 & 2091.404 & 69.5767450 & NA & NA & NA & 151 & NA & NA\ 619 & 1 & 2021 & Male & 2021.231 & 2089.759 & 68.5279219 & NA & NA & NA & 356 & NA & NA\ 620 & 1 & 2021 & Female & 2021.077 & 2107.580 & 86.5035919 & NA & NA & NA & 922 & NA & NA\ 621 & 1 & 2021 & Female & 2021.179 & 2097.116 & 75.9376739 & NA & NA & NA & 660 & NA & NA\ 622 & 1 & 2021 & Male & 2021.934 & 2115.095 & 93.1610881 & NA & NA & NA & 887 & NA & NA\ 623 & 1 & 2021 & Male & 2021.481 & 2087.536 & 66.0554170 & NA & NA & NA & 910 & NA & NA\ 624 & 1 & 2021 & Male & 2021.932 & 2108.008 & 86.0759104 & NA & NA & NA & 414 & NA & NA\ 625 & 1 & 2021 & Female & 2021.955 & 2113.934 & 91.9788836 & NA & NA & NA & 709 & NA & NA\ 626 & 1 & 2021 & Female & 2021.912 & 2099.761 & 77.8488285 & NA & NA & NA & 721 & NA & NA\ 627 & 1 & 2021 & Female & 2021.367 & 2106.322 & 84.9551479 & NA & NA & NA & 929 & NA & NA\ 628 & 1 & 2021 & Female & 2021.651 & 2116.850 & 95.1997904 & NA & NA & NA & 637 & NA & NA\ 629 & 1 & 2021 & Male & 2021.632 & 2098.183 & 76.5508756 & NA & NA & NA & 676 & NA & NA\ 630 & 1 & 2021 & Female & 2021.426 & 2126.517 & 105.0910185 & NA & NA & NA & 735 & NA & NA\ 631 & 1 & 2021 & Female & 2021.657 & 2113.010 & 91.3525734 & NA & NA & NA & 307 & NA & NA\ 632 & 1 & 2021 & Female & 2021.488 & 2113.678 & 92.1903436 & NA & NA & NA & 652 & NA & NA\ 633 & 1 & 2021 & Male & 2021.047 & 2083.741 & 62.6943886 & NA & NA & NA & 183 & NA & NA\ 634 & 1 & 2021 & Male & 2021.323 & 2112.273 & 90.9502779 & NA & NA & NA & 837 & NA & NA\ 635 & 1 & 2021 & Female & 2021.496 & 2075.203 & 53.7069206 & NA & NA & NA & 822 & NA & NA\ 636 & 1 & 2021 & Male & 2021.263 & 2084.680 & 63.4168231 & NA & NA & NA & 279 & NA & NA\ 637 & 1 & 2021 & Male & 2021.203 & 2109.819 & 88.6165033 & NA & NA & NA & 943 & NA & NA\ 638 & 1 & 2021 & Male & 2021.489 & 2105.600 & 84.1103212 & NA & NA & NA & 352 & NA & NA\ 639 & 1 & 2021 & Male & 2021.484 & 2084.813 & 63.3287899 & NA & NA & NA & 743 & NA & NA\ 640 & 1 & 2021 & Male & 2021.711 & 2096.869 & 75.1574459 & NA & NA & NA & 577 & NA & NA\ 641 & 1 & 2021 & Male & 2021.621 & 2109.320 & 87.6991678 & NA & NA & NA & 852 & NA & NA\ 642 & 1 & 2021 & Male & 2021.338 & 2098.789 & 77.4502083 & NA & NA & NA & 835 & NA & NA\ 643 & 1 & 2021 & Male & 2021.018 & 2108.322 & 87.3034748 & NA & NA & NA & 713 & NA & NA\ 644 & 1 & 2021 & Male & 2021.125 & 2114.193 & 93.0678784 & NA & NA & NA & 947 & NA & NA\ 645 & 1 & 2021 & Female & 2021.010 & 2097.278 & 76.2675190 & NA & NA & NA & 162 & NA & NA\ 646 & 1 & 2021 & Female & 2021.185 & 2102.679 & 81.4943379 & NA & NA & NA & 546 & NA & NA\ 647 & 1 & 2021 & Male & 2021.183 & 2060.196 & 39.0131072 & NA & NA & NA & 612 & NA & NA\ 648 & 1 & 2021 & Female & 2021.789 & 2084.016 & 62.2267541 & NA & NA & NA & 932 & NA & NA\ 649 & 1 & 2021 & Female & 2021.555 & 2089.847 & 68.2924267 & NA & NA & NA & 980 & NA & NA\ 650 & 1 & 2021 & Male & 2021.483 & 2097.446 & 75.9624187 & NA & NA & NA & 852 & NA & NA\ 651 & 1 & 2021 & Male & 2021.601 & 2106.927 & 85.3258912 & NA & NA & NA & 126 & NA & NA\ 652 & 1 & 2021 & Male & 2021.410 & 2116.165 & 94.7548875 & NA & NA & NA & 429 & NA & NA\ 653 & 1 & 2021 & Male & 2021.167 & 2106.199 & 85.0326725 & NA & NA & NA & 140 & NA & NA\ 654 & 1 & 2021 & Male & 2021.204 & 2114.920 & 93.7153935 & NA & NA & NA & 544 & NA & NA\ 655 & 1 & 2021 & Male & 2021.163 & 2117.470 & 96.3069337 & NA & NA & NA & 140 & NA & NA\ 656 & 1 & 2021 & Female & 2021.468 & 2093.515 & 72.0474925 & NA & NA & NA & 876 & NA & NA\ 657 & 1 & 2021 & Female & 2021.231 & 2099.215 & 77.9838120 & NA & NA & NA & 942 & NA & NA\ 658 & 1 & 2021 & Female & 2021.167 & 2108.107 & 86.9400903 & NA & NA & NA & 675 & NA & NA\ 659 & 1 & 2021 & Female & 2021.919 & 2116.714 & 94.7951760 & NA & NA & NA & 46 & NA & NA\ 660 & 1 & 2021 & Male & 2021.431 & 2104.923 & 83.4927353 & NA & NA & NA & 621 & NA & NA\ 661 & 1 & 2021 & Male & 2021.144 & 2081.826 & 60.6822917 & NA & NA & NA & 798 & NA & NA\ 662 & 1 & 2021 & Female & 2021.083 & 2038.664 & 17.5808543 & NA & NA & NA & 814 & NA & NA\ 663 & 1 & 2021 & Female & 2021.472 & 2113.852 & 92.3799811 & NA & NA & NA & 224 & NA & NA\ 664 & 1 & 2021 & Female & 2021.271 & 2114.795 & 93.5240002 & NA & NA & NA & 59 & NA & NA\ 665 & 1 & 2021 & Female & 2021.080 & 2101.967 & 80.8863123 & NA & NA & NA & 764 & NA & NA\ 666 & 1 & 2021 & Female & 2021.938 & 2106.875 & 84.9373540 & NA & NA & NA & 771 & NA & NA\ 667 & 1 & 2021 & Female & 2021.692 & 2113.099 & 91.4073092 & NA & NA & NA & 772 & NA & NA\ 668 & 1 & 2021 & Female & 2021.924 & 2103.433 & 81.5091306 & NA & NA & NA & 772 & NA & NA\ 669 & 1 & 2021 & Female & 2021.510 & 2083.260 & 61.7507992 & NA & NA & NA & 997 & NA & NA\ 670 & 1 & 2021 & Male & 2021.353 & 2109.827 & 88.4744878 & NA & NA & NA & 790 & NA & NA\ 671 & 1 & 2021 & Male & 2021.374 & 2110.040 & 88.6658872 & NA & NA & NA & 973 & NA & NA\ 672 & 1 & 2021 & Male & 2021.489 & 2100.150 & 78.6610710 & NA & NA & NA & 239 & NA & NA\ 673 & 1 & 2021 & Male & 2021.755 & 2113.739 & 91.9842216 & NA & NA & NA & 998 & NA & NA\ 674 & 1 & 2021 & Female & 2021.735 & 2101.105 & 79.3705230 & NA & NA & NA & 11 & NA & NA\ 675 & 1 & 2021 & Male & 2021.181 & 2102.337 & 81.1565045 & NA & NA & NA & 711 & NA & NA\ 676 & 1 & 2021 & Female & 2021.694 & 2122.087 & 100.3928886 & NA & NA & NA & 756 & NA & NA\ 677 & 1 & 2021 & Female & 2021.774 & 2087.414 & 65.6402619 & NA & NA & NA & 815 & NA & NA\ 678 & 1 & 2021 & Male & 2021.928 & 2097.518 & 75.5899758 & NA & NA & NA & 105 & NA & NA\ 679 & 1 & 2021 & Female & 2021.197 & 2112.942 & 91.7448685 & NA & NA & NA & 982 & NA & NA\ 680 & 1 & 2021 & Male & 2021.962 & 2115.940 & 93.9784249 & NA & NA & NA & 763 & NA & NA\ 681 & 1 & 2021 & Female & 2021.141 & 2122.745 & 101.6038126 & NA & NA & NA & 977 & NA & NA\ 682 & 1 & 2021 & Female & 2021.535 & 2103.842 & 82.3074411 & NA & NA & NA & 364 & NA & NA\ 683 & 1 & 2021 & Male & 2021.364 & 2109.212 & 87.8481355 & NA & NA & NA & 691 & NA & NA\ 684 & 1 & 2021 & Female & 2021.501 & 2105.538 & 84.0363302 & NA & NA & NA & 970 & NA & NA\ 685 & 1 & 2021 & Male & 2021.416 & 2078.032 & 56.6158283 & NA & NA & NA & 872 & NA & NA\ 686 & 1 & 2021 & Female & 2021.490 & 2112.407 & 90.9176476 & NA & NA & NA & 818 & NA & NA\ 687 & 1 & 2021 & Female & 2021.094 & 2099.347 & 78.2524283 & NA & NA & NA & 458 & NA & NA\ 688 & 1 & 2021 & Male & 2021.163 & 2089.087 & 67.9242164 & NA & NA & NA & 998 & NA & NA\ 689 & 1 & 2021 & Female & 2021.459 & 2125.824 & 104.3644067 & NA & NA & NA & 597 & NA & NA\ 690 & 1 & 2021 & Male & 2021.628 & 2098.314 & 76.6853157 & NA & NA & NA & 556 & NA & NA\ 691 & 1 & 2021 & Female & 2021.237 & 2109.525 & 88.2880258 & NA & NA & NA & 683 & NA & NA\ 692 & 1 & 2021 & Female & 2021.823 & 2116.779 & 94.9557409 & NA & NA & NA & 459 & NA & NA\ 693 & 1 & 2021 & Female & 2021.607 & 2105.760 & 84.1524047 & NA & NA & NA & 984 & NA & NA\ 694 & 1 & 2021 & Female & 2021.130 & 2111.750 & 90.6196910 & NA & NA & NA & 1 & NA & NA\ 695 & 1 & 2021 & Female & 2021.536 & 2063.048 & 41.5121780 & NA & NA & NA & 976 & NA & NA\ 696 & 1 & 2021 & Female & 2021.513 & 2086.230 & 64.7175650 & NA & NA & NA & 730 & NA & NA\ 697 & 1 & 2021 & Male & 2021.873 & 2110.120 & 88.2469282 & NA & NA & NA & 508 & NA & NA\ 698 & 1 & 2021 & Female & 2021.081 & 2098.538 & 77.4566220 & NA & NA & NA & 569 & NA & NA\ 699 & 1 & 2021 & Male & 2021.040 & 2104.966 & 83.9250759 & NA & NA & NA & 88 & NA & NA\ 700 & 1 & 2021 & Female & 2021.591 & 2109.737 & 88.1468346 & NA & NA & NA & 12 & NA & NA\ 701 & 1 & 2021 & Male & 2021.408 & 2066.331 & 44.9234752 & NA & NA & NA & 247 & NA & NA\ 702 & 1 & 2021 & Female & 2021.716 & 2114.457 & 92.7407741 & NA & NA & NA & 67 & NA & NA\ 703 & 1 & 2021 & Male & 2021.063 & 2095.868 & 74.8052394 & NA & NA & NA & 955 & NA & NA\ 704 & 1 & 2021 & Male & 2021.932 & 2091.997 & 70.0651989 & NA & NA & NA & 736 & NA & NA\ 705 & 1 & 2021 & Male & 2021.329 & 2098.119 & 76.7894858 & NA & NA & NA & 713 & NA & NA\ 706 & 1 & 2021 & Male & 2021.810 & 2057.962 & 36.1521051 & NA & NA & NA & 803 & NA & NA\ 707 & 1 & 2021 & Male & 2021.878 & 2113.307 & 91.4292786 & NA & NA & NA & 988 & NA & NA\ 708 & 1 & 2021 & Female & 2021.010 & 2097.896 & 76.8861586 & NA & NA & NA & 991 & NA & NA\ 709 & 1 & 2021 & Male & 2021.972 & 2081.147 & 59.1752489 & NA & NA & NA & 878 & NA & NA\ 710 & 1 & 2021 & Female & 2021.407 & 2101.741 & 80.3335612 & NA & NA & NA & 732 & NA & NA\ 711 & 1 & 2021 & Female & 2021.676 & 2108.927 & 87.2511273 & NA & NA & NA & 675 & NA & NA\ 712 & 1 & 2021 & Male & 2021.636 & 2082.647 & 61.0118270 & NA & NA & NA & 679 & NA & NA\ 713 & 1 & 2021 & Female & 2021.253 & 2092.080 & 70.8268353 & NA & NA & NA & 643 & NA & NA\ 714 & 1 & 2021 & Female & 2021.325 & 2119.370 & 98.0457457 & NA & NA & NA & 372 & NA & NA\ 715 & 1 & 2021 & Female & 2021.301 & 2039.011 & 17.7097850 & NA & NA & NA & 59 & NA & NA\ 716 & 1 & 2021 & Male & 2021.025 & 2090.823 & 69.7981171 & NA & NA & NA & 928 & NA & NA\ 717 & 1 & 2021 & Male & 2021.747 & 2053.954 & 32.2062882 & NA & NA & NA & 377 & NA & NA\ 718 & 1 & 2021 & Female & 2021.003 & 2122.842 & 101.8383304 & NA & NA & NA & 103 & NA & NA\ 719 & 1 & 2021 & Female & 2021.636 & 2082.128 & 60.4921327 & NA & NA & NA & 530 & NA & NA\ 720 & 1 & 2021 & Male & 2021.094 & 2065.331 & 44.2371198 & NA & NA & NA & 880 & NA & NA\ 721 & 1 & 2021 & Male & 2021.124 & 2089.364 & 68.2394819 & NA & NA & NA & 140 & NA & NA\ 722 & 1 & 2021 & Female & 2021.689 & 2089.705 & 68.0155711 & NA & NA & NA & 746 & NA & NA\ 723 & 1 & 2021 & Female & 2021.091 & 2105.156 & 84.0650329 & NA & NA & NA & 176 & NA & NA\ 724 & 1 & 2021 & Female & 2021.184 & 2107.906 & 86.7225685 & NA & NA & NA & 975 & NA & NA\ 725 & 1 & 2021 & Male & 2021.790 & 2064.770 & 42.9796492 & NA & NA & NA & 352 & NA & NA\ 726 & 1 & 2021 & Female & 2021.918 & 2083.023 & 61.1050540 & NA & NA & NA & 829 & NA & NA\ 727 & 1 & 2021 & Female & 2021.687 & 2105.443 & 83.7557525 & NA & NA & NA & 66 & NA & NA\ 728 & 1 & 2021 & Female & 2021.228 & 2102.323 & 81.0946675 & NA & NA & NA & 422 & NA & NA\ 729 & 1 & 2021 & Male & 2021.480 & 2106.066 & 84.5855075 & NA & NA & NA & 524 & NA & NA\ 730 & 1 & 2021 & Male & 2021.734 & 2049.792 & 28.0581260 & NA & NA & NA & 779 & NA & NA\ 731 & 1 & 2021 & Male & 2021.732 & 2082.664 & 60.9320958 & NA & NA & NA & 857 & NA & NA\ 732 & 1 & 2021 & Male & 2021.336 & 2107.569 & 86.2335538 & NA & NA & NA & 974 & NA & NA\ 733 & 1 & 2021 & Female & 2021.844 & 2117.861 & 96.0164078 & NA & NA & NA & 350 & NA & NA\ 734 & 1 & 2021 & Male & 2021.186 & 2067.910 & 46.7233731 & NA & NA & NA & 863 & NA & NA\ 735 & 1 & 2021 & Male & 2021.957 & 2067.595 & 45.6375171 & NA & NA & NA & 598 & NA & NA\ 736 & 1 & 2021 & Female & 2021.369 & 2102.680 & 81.3101455 & NA & NA & NA & 213 & NA & NA\ 737 & 1 & 2021 & Male & 2021.580 & 2096.409 & 74.8293767 & NA & NA & NA & 487 & NA & NA\ 738 & 1 & 2021 & Female & 2021.802 & 2095.505 & 73.7026630 & NA & NA & NA & 982 & NA & NA\ 739 & 1 & 2021 & Female & 2021.758 & 2105.503 & 83.7442825 & NA & NA & NA & 213 & NA & NA\ 740 & 1 & 2021 & Male & 2021.195 & 2085.970 & 64.7745971 & NA & NA & NA & 863 & NA & NA\ 741 & 1 & 2021 & Female & 2021.862 & 2091.558 & 69.6961258 & NA & NA & NA & 597 & NA & NA\ 742 & 1 & 2021 & Female & 2021.517 & 2115.571 & 94.0540013 & NA & NA & NA & 500 & NA & NA\ 743 & 1 & 2021 & Female & 2021.549 & 2118.496 & 96.9471348 & NA & NA & NA & 296 & NA & NA\ 744 & 1 & 2021 & Female & 2021.868 & 2106.974 & 85.1055381 & NA & NA & NA & 996 & NA & NA\ 745 & 1 & 2021 & Male & 2021.372 & 2084.037 & 62.6644854 & NA & NA & NA & 656 & NA & NA\ 746 & 1 & 2021 & Male & 2021.728 & 2099.565 & 77.8371663 & NA & NA & NA & 722 & NA & NA\ 747 & 1 & 2021 & Male & 2021.596 & 2098.634 & 77.0375545 & NA & NA & NA & 212 & NA & NA\ 748 & 1 & 2021 & Female & 2021.907 & 2112.271 & 90.3634357 & NA & NA & NA & 394 & NA & NA\ 749 & 1 & 2021 & Female & 2021.707 & 2098.171 & 76.4643782 & NA & NA & NA & 219 & NA & NA\ 750 & 1 & 2021 & Female & 2021.079 & 2086.560 & 65.4807782 & NA & NA & NA & 353 & NA & NA\ 751 & 1 & 2021 & Male & 2021.524 & 2089.933 & 68.4084158 & NA & NA & NA & 161 & NA & NA\ 752 & 1 & 2021 & Female & 2021.530 & 2106.500 & 84.9708349 & NA & NA & NA & 504 & NA & NA\ 753 & 1 & 2021 & Female & 2021.552 & 2092.768 & 71.2156846 & NA & NA & NA & 2 & NA & NA\ 754 & 1 & 2021 & Female & 2021.039 & 2115.690 & 94.6513581 & NA & NA & NA & 758 & NA & NA\ 755 & 1 & 2021 & Male & 2021.559 & 2051.708 & 30.1488805 & NA & NA & NA & 677 & NA & NA\ 756 & 1 & 2021 & Male & 2021.690 & 2098.173 & 76.4836484 & NA & NA & NA & 676 & NA & NA\ 757 & 1 & 2021 & Male & 2021.976 & 2115.175 & 93.1987747 & NA & NA & NA & 836 & NA & NA\ 758 & 1 & 2021 & Male & 2021.214 & 2109.386 & 88.1720894 & NA & NA & NA & 754 & NA & NA\ 759 & 1 & 2021 & Male & 2021.555 & 2110.326 & 88.7709415 & NA & NA & NA & 902 & NA & NA\ 760 & 1 & 2021 & Female & 2021.165 & 2107.068 & 85.9031181 & NA & NA & NA & 348 & NA & NA\ 761 & 1 & 2021 & Female & 2021.959 & 2113.427 & 91.4674970 & NA & NA & NA & 388 & NA & NA\ 762 & 1 & 2021 & Female & 2021.988 & 2118.461 & 96.4731912 & NA & NA & NA & 849 & NA & NA\ 763 & 1 & 2021 & Female & 2021.842 & 2106.170 & 84.3279340 & NA & NA & NA & 977 & NA & NA\ 764 & 1 & 2021 & Male & 2021.078 & 2105.469 & 84.3912543 & NA & NA & NA & 930 & NA & NA\ 765 & 1 & 2021 & Male & 2021.532 & 2096.210 & 74.6782803 & NA & NA & NA & 790 & NA & NA\ 766 & 1 & 2021 & Male & 2021.518 & 2096.526 & 75.0081260 & NA & NA & NA & 10 & NA & NA\ 767 & 1 & 2021 & Female & 2021.286 & 2116.587 & 95.3015273 & NA & NA & NA & 985 & NA & NA\ 768 & 1 & 2021 & Female & 2021.460 & 2084.414 & 62.9541283 & NA & NA & NA & 568 & NA & NA\ 769 & 1 & 2021 & Male & 2021.459 & 2115.441 & 93.9819757 & NA & NA & NA & 816 & NA & NA\ 770 & 1 & 2021 & Female & 2021.512 & 2088.424 & 66.9116434 & NA & NA & NA & 824 & NA & NA\ 771 & 1 & 2021 & Male & 2021.382 & 2126.355 & 104.9727879 & NA & NA & NA & 854 & NA & NA\ 772 & 1 & 2021 & Male & 2021.983 & 2105.667 & 83.6845303 & NA & NA & NA & 999 & NA & NA\ 773 & 1 & 2021 & Male & 2021.562 & 2100.550 & 78.9873299 & NA & NA & NA & 988 & NA & NA\ 774 & 1 & 2021 & Female & 2021.439 & 2103.320 & 81.8804107 & NA & NA & NA & 961 & NA & NA\ 775 & 1 & 2021 & Female & 2021.730 & 2101.378 & 79.6483911 & NA & NA & NA & 940 & NA & NA\ 776 & 1 & 2021 & Male & 2021.528 & 2115.399 & 93.8710989 & NA & NA & NA & 945 & NA & NA\ 777 & 1 & 2021 & Male & 2021.873 & 2061.811 & 39.9388762 & NA & NA & NA & 7 & NA & NA\ 778 & 1 & 2021 & Male & 2021.616 & 2097.834 & 76.2186354 & NA & NA & NA & 49 & NA & NA\ 779 & 1 & 2021 & Female & 2021.045 & 2104.165 & 83.1206167 & NA & NA & NA & 730 & NA & NA\ 780 & 1 & 2021 & Female & 2021.213 & 2116.002 & 94.7897036 & NA & NA & NA & 964 & NA & NA\ 781 & 1 & 2021 & Male & 2021.264 & 2107.661 & 86.3969052 & NA & NA & NA & 148 & NA & NA\ 782 & 1 & 2021 & Female & 2021.658 & 2111.412 & 89.7538035 & NA & NA & NA & 821 & NA & NA\ 783 & 1 & 2021 & Male & 2021.160 & 2111.085 & 89.9254918 & NA & NA & NA & 138 & NA & NA\ 784 & 1 & 2021 & Female & 2021.474 & 2113.253 & 91.7783851 & NA & NA & NA & 823 & NA & NA\ 785 & 1 & 2021 & Female & 2021.256 & 2113.273 & 92.0170105 & NA & NA & NA & 806 & NA & NA\ 786 & 1 & 2021 & Female & 2021.964 & 2116.435 & 94.4709192 & NA & NA & NA & 497 & NA & NA\ 787 & 1 & 2021 & Female & 2021.696 & 2108.404 & 86.7078762 & NA & NA & NA & 529 & NA & NA\ 788 & 1 & 2021 & Male & 2021.314 & 2097.374 & 76.0598030 & NA & NA & NA & 830 & NA & NA\ 789 & 1 & 2021 & Female & 2021.380 & 2118.011 & 96.6304171 & NA & NA & NA & 70 & NA & NA\ 790 & 1 & 2021 & Female & 2021.043 & 2115.862 & 94.8192725 & NA & NA & NA & 670 & NA & NA\ 791 & 1 & 2021 & Male & 2021.996 & 2098.834 & 76.8383122 & NA & NA & NA & 373 & NA & NA\ 792 & 1 & 2021 & Female & 2021.028 & 2102.001 & 80.9731262 & NA & NA & NA & 890 & NA & NA\ 793 & 1 & 2021 & Male & 2021.036 & 2094.970 & 73.9344020 & NA & NA & NA & 47 & NA & NA\ 794 & 1 & 2021 & Female & 2021.680 & 2022.499 & 0.8190703 & NA & NA & NA & 772 & NA & NA\ 795 & 1 & 2021 & Female & 2021.941 & 2119.846 & 97.9046036 & NA & NA & NA & 810 & NA & NA\ 796 & 1 & 2021 & Male & 2021.906 & 2069.863 & 47.9565066 & NA & NA & NA & 931 & NA & NA\ 797 & 1 & 2021 & Female & 2021.730 & 2092.513 & 70.7828854 & NA & NA & NA & 807 & NA & NA\ 798 & 1 & 2021 & Female & 2021.863 & 2119.875 & 98.0124599 & NA & NA & NA & 661 & NA & NA\ 799 & 1 & 2021 & Female & 2021.081 & 2103.108 & 82.0274716 & NA & NA & NA & 829 & NA & NA\ 800 & 1 & 2021 & Male & 2021.164 & 2096.126 & 74.9625568 & NA & NA & NA & 427 & NA & NA\ 801 & 1 & 2021 & Male & 2021.112 & 2100.833 & 79.7215500 & NA & NA & NA & 17 & NA & NA\ 802 & 1 & 2021 & Female & 2021.690 & 2110.013 & 88.3228593 & NA & NA & NA & 108 & NA & NA\ 803 & 1 & 2021 & Female & 2021.669 & 2111.143 & 89.4738602 & NA & NA & NA & 202 & NA & NA\ 804 & 1 & 2021 & Female & 2021.365 & 2116.095 & 94.7300967 & NA & NA & NA & 104 & NA & NA\ 805 & 1 & 2021 & Female & 2021.226 & 2122.072 & 100.8458183 & NA & NA & NA & 985 & NA & NA\ 806 & 1 & 2021 & Male & 2021.464 & 2114.378 & 92.9140737 & NA & NA & NA & 785 & NA & NA\ 807 & 1 & 2021 & Male & 2021.132 & 2110.468 & 89.3351137 & NA & NA & NA & 250 & NA & NA\ 808 & 1 & 2021 & Male & 2021.825 & 2104.492 & 82.6673844 & NA & NA & NA & 843 & NA & NA\ 809 & 1 & 2021 & Male & 2021.004 & 2108.159 & 87.1551987 & NA & NA & NA & 310 & NA & NA\ 810 & 1 & 2021 & Male & 2021.915 & 2104.968 & 83.0530053 & NA & NA & NA & 795 & NA & NA\ 811 & 1 & 2021 & Female & 2021.198 & 2108.368 & 87.1705583 & NA & NA & NA & 941 & NA & NA\ 812 & 1 & 2021 & Male & 2021.635 & 2094.726 & 73.0916546 & NA & NA & NA & 412 & NA & NA\ 813 & 1 & 2021 & Female & 2021.610 & 2063.888 & 42.2784756 & NA & NA & NA & 417 & NA & NA\ 814 & 1 & 2021 & Male & 2021.998 & 2089.000 & 67.0015442 & NA & NA & NA & 20 & NA & NA\ 815 & 1 & 2021 & Male & 2021.839 & 2118.429 & 96.5899672 & NA & NA & NA & 902 & NA & NA\ 816 & 1 & 2021 & Female & 2021.489 & 2093.019 & 71.5306341 & NA & NA & NA & 559 & NA & NA\ 817 & 1 & 2021 & Female & 2021.472 & 2115.203 & 93.7306894 & NA & NA & NA & 509 & NA & NA\ 818 & 1 & 2021 & Male & 2021.066 & 2081.912 & 60.8459038 & NA & NA & NA & 886 & NA & NA\ 819 & 1 & 2021 & Female & 2021.299 & 2072.427 & 51.1281518 & NA & NA & NA & 1 & NA & NA\ 820 & 1 & 2021 & Female & 2021.231 & 2119.100 & 97.8696829 & NA & NA & NA & 296 & NA & NA\ 821 & 1 & 2021 & Male & 2021.406 & 2082.772 & 61.3663179 & NA & NA & NA & 782 & NA & NA\ 822 & 1 & 2021 & Male & 2021.757 & 2081.772 & 60.0148756 & NA & NA & NA & 635 & NA & NA\ 823 & 1 & 2021 & Male & 2021.285 & 2097.739 & 76.4544411 & NA & NA & NA & 784 & NA & NA\ 824 & 1 & 2021 & Male & 2021.071 & 2102.353 & 81.2826034 & NA & NA & NA & 95 & NA & NA\ 825 & 1 & 2021 & Female & 2021.346 & 2090.046 & 68.7003812 & NA & NA & NA & 466 & NA & NA\ 826 & 1 & 2021 & Male & 2021.950 & 2102.690 & 80.7393864 & NA & NA & NA & 413 & NA & NA\ 827 & 1 & 2021 & Male & 2021.170 & 2089.359 & 68.1890640 & NA & NA & NA & 41 & NA & NA\ 828 & 1 & 2021 & Female & 2021.938 & 2083.828 & 61.8899672 & NA & NA & NA & 606 & NA & NA\ 829 & 1 & 2021 & Male & 2021.406 & 2106.442 & 85.0353254 & NA & NA & NA & 995 & NA & NA\ 830 & 1 & 2021 & Female & 2021.195 & 2096.190 & 74.9954832 & NA & NA & NA & 391 & NA & NA\ 831 & 1 & 2021 & Male & 2021.129 & 2106.076 & 84.9471147 & NA & NA & NA & 472 & NA & NA\ 832 & 1 & 2021 & Male & 2021.277 & 2091.013 & 69.7364925 & NA & NA & NA & 254 & NA & NA\ 833 & 1 & 2021 & Male & 2021.136 & 2097.525 & 76.3886356 & NA & NA & NA & 967 & NA & NA\ 834 & 1 & 2021 & Female & 2021.944 & 2117.927 & 95.9825231 & NA & NA & NA & 511 & NA & NA\ 835 & 1 & 2021 & Female & 2021.439 & 2091.234 & 69.7943000 & NA & NA & NA & 642 & NA & NA\ 836 & 1 & 2021 & Female & 2021.550 & 2116.264 & 94.7132299 & NA & NA & NA & 862 & NA & NA\ 837 & 1 & 2021 & Female & 2021.488 & 2112.039 & 90.5504440 & NA & NA & NA & 435 & NA & NA\ 838 & 1 & 2021 & Female & 2021.465 & 2111.177 & 89.7118766 & NA & NA & NA & 392 & NA & NA\ 839 & 1 & 2021 & Female & 2021.717 & 2108.895 & 87.1783662 & NA & NA & NA & 454 & NA & NA\ 840 & 1 & 2021 & Female & 2021.020 & 2104.921 & 83.9006576 & NA & NA & NA & 913 & NA & NA\ 841 & 1 & 2021 & Female & 2021.253 & 2024.083 & 2.8304939 & NA & NA & NA & 200 & NA & NA\ 842 & 1 & 2021 & Female & 2021.657 & 2102.641 & 80.9832189 & NA & NA & NA & 847 & NA & NA\ 843 & 1 & 2021 & Female & 2021.701 & 2094.386 & 72.6843352 & NA & NA & NA & 591 & NA & NA\ 844 & 1 & 2021 & Male & 2021.585 & 2105.474 & 83.8887315 & NA & NA & NA & 206 & NA & NA\ 845 & 1 & 2021 & Male & 2021.572 & 2086.551 & 64.9791838 & NA & NA & NA & 450 & NA & NA\ 846 & 1 & 2021 & Male & 2021.343 & 2099.747 & 78.4035657 & NA & NA & NA & 681 & NA & NA\ 847 & 1 & 2021 & Male & 2021.401 & 2048.672 & 27.2712612 & NA & NA & NA & 842 & NA & NA\ 848 & 1 & 2021 & Male & 2021.857 & 2090.504 & 68.6465958 & NA & NA & NA & 144 & NA & NA\ 849 & 1 & 2021 & Male & 2021.572 & 2086.934 & 65.3619639 & NA & NA & NA & 857 & NA & NA\ 850 & 1 & 2021 & Female & 2021.437 & 2107.058 & 85.6206447 & NA & NA & NA & 210 & NA & NA\ 851 & 1 & 2021 & Male & 2021.573 & 2069.797 & 48.2238446 & NA & NA & NA & 343 & NA & NA\ 852 & 1 & 2021 & Female & 2021.438 & 2115.753 & 94.3141043 & NA & NA & NA & 641 & NA & NA\ 853 & 1 & 2021 & Female & 2021.775 & 2093.678 & 71.9037538 & NA & NA & NA & 332 & NA & NA\ 854 & 1 & 2021 & Female & 2021.191 & 2111.917 & 90.7261488 & NA & NA & NA & 771 & NA & NA\ 855 & 1 & 2021 & Female & 2021.281 & 2119.607 & 98.3261855 & NA & NA & NA & 495 & NA & NA\ 856 & 1 & 2021 & Male & 2021.493 & 2097.019 & 75.5253028 & NA & NA & NA & 87 & NA & NA\ 857 & 1 & 2021 & Female & 2021.936 & 2093.393 & 71.4568265 & NA & NA & NA & 978 & NA & NA\ 858 & 1 & 2021 & Female & 2021.051 & 2067.881 & 46.8298848 & NA & NA & NA & 864 & NA & NA\ 859 & 1 & 2021 & Female & 2021.852 & 2105.005 & 83.1527043 & NA & NA & NA & 113 & NA & NA\ 860 & 1 & 2021 & Male & 2021.272 & 2047.972 & 26.7005302 & NA & NA & NA & 516 & NA & NA\ 861 & 1 & 2021 & Female & 2021.496 & 2072.177 & 50.6813001 & NA & NA & NA & 497 & NA & NA\ 862 & 1 & 2021 & Male & 2021.980 & 2107.037 & 85.0570436 & NA & NA & NA & 836 & NA & NA\ 863 & 1 & 2021 & Female & 2021.184 & 2111.050 & 89.8659861 & NA & NA & NA & 740 & NA & NA\ 864 & 1 & 2021 & Male & 2021.689 & 2109.675 & 87.9863857 & NA & NA & NA & 908 & NA & NA\ 865 & 1 & 2021 & Female & 2021.409 & 2104.131 & 82.7221973 & NA & NA & NA & 402 & NA & NA\ 866 & 1 & 2021 & Female & 2021.982 & 2100.711 & 78.7289987 & NA & NA & NA & 337 & NA & NA\ 867 & 1 & 2021 & Female & 2021.667 & 2091.245 & 69.5785794 & NA & NA & NA & 932 & NA & NA\ 868 & 1 & 2021 & Male & 2021.274 & 2097.069 & 75.7942893 & NA & NA & NA & 903 & NA & NA\ 869 & 1 & 2021 & Male & 2021.450 & 2093.974 & 72.5244799 & NA & NA & NA & 95 & NA & NA\ 870 & 1 & 2021 & Male & 2021.821 & 2101.622 & 79.8012848 & NA & NA & NA & 974 & NA & NA\ 871 & 1 & 2021 & Male & 2021.924 & 2105.537 & 83.6124420 & NA & NA & NA & 204 & NA & NA\ 872 & 1 & 2021 & Female & 2021.228 & 2085.268 & 64.0399334 & NA & NA & NA & 685 & NA & NA\ 873 & 1 & 2021 & Male & 2021.623 & 2077.596 & 55.9733493 & NA & NA & NA & 937 & NA & NA\ 874 & 1 & 2021 & Male & 2021.570 & 2095.324 & 73.7541111 & NA & NA & NA & 95 & NA & NA\ 875 & 1 & 2021 & Female & 2021.420 & 2104.847 & 83.4271811 & NA & NA & NA & 67 & NA & NA\ 876 & 1 & 2021 & Male & 2021.849 & 2100.263 & 78.4148078 & NA & NA & NA & 656 & NA & NA\ 877 & 1 & 2021 & Male & 2021.835 & 2098.491 & 76.6564370 & NA & NA & NA & 955 & NA & NA\ 878 & 1 & 2021 & Female & 2021.898 & 2109.275 & 87.3770745 & NA & NA & NA & 982 & NA & NA\ 879 & 1 & 2021 & Male & 2021.731 & 2063.182 & 41.4506594 & NA & NA & NA & 51 & NA & NA\ 880 & 1 & 2021 & Female & 2021.514 & 2115.433 & 93.9194327 & NA & NA & NA & 720 & NA & NA\ 881 & 1 & 2021 & Male & 2021.246 & 2104.151 & 82.9050184 & NA & NA & NA & 22 & NA & NA\ 882 & 1 & 2021 & Female & 2021.703 & 2112.545 & 90.8417049 & NA & NA & NA & 535 & NA & NA\ 883 & 1 & 2021 & Male & 2021.452 & 2096.295 & 74.8431128 & NA & NA & NA & 562 & NA & NA\ 884 & 1 & 2021 & Female & 2021.292 & 2108.043 & 86.7508163 & NA & NA & NA & 531 & NA & NA\ 885 & 1 & 2021 & Male & 2021.071 & 2048.525 & 27.4539621 & NA & NA & NA & 127 & NA & NA\ 886 & 1 & 2021 & Female & 2021.293 & 2088.641 & 67.3477547 & NA & NA & NA & 818 & NA & NA\ 887 & 1 & 2021 & Female & 2021.367 & 2111.450 & 90.0831143 & NA & NA & NA & 622 & NA & NA\ 888 & 1 & 2021 & Male & 2021.485 & 2095.242 & 73.7576319 & NA & NA & NA & 77 & NA & NA\ 889 & 1 & 2021 & Female & 2021.955 & 2092.251 & 70.2958223 & NA & NA & NA & 290 & NA & NA\ 890 & 1 & 2021 & Male & 2021.871 & 2086.502 & 64.6312781 & NA & NA & NA & 567 & NA & NA\ 891 & 1 & 2021 & Male & 2021.805 & 2094.543 & 72.7384659 & NA & NA & NA & 247 & NA & NA\ 892 & 1 & 2021 & Female & 2021.088 & 2114.719 & 93.6305833 & NA & NA & NA & 942 & NA & NA\ 893 & 1 & 2021 & Female & 2021.094 & 2108.730 & 87.6367934 & NA & NA & NA & 570 & NA & NA\ 894 & 1 & 2021 & Female & 2021.235 & 2114.835 & 93.6002237 & NA & NA & NA & 80 & NA & NA\ 895 & 1 & 2021 & Male & 2021.818 & 2044.543 & 22.7249888 & NA & NA & NA & 293 & NA & NA\ 896 & 1 & 2021 & Female & 2021.371 & 2091.187 & 69.8166848 & NA & NA & NA & 428 & NA & NA\ 897 & 1 & 2021 & Male & 2021.984 & 2071.854 & 49.8706437 & NA & NA & NA & 612 & NA & NA\ 898 & 1 & 2021 & Male & 2021.671 & 2113.480 & 91.8088195 & NA & NA & NA & 367 & NA & NA\ 899 & 1 & 2021 & Female & 2021.431 & 2067.061 & 45.6296996 & NA & NA & NA & 3 & NA & NA\ 900 & 1 & 2021 & Female & 2021.165 & 2109.990 & 88.8248656 & NA & NA & NA & 286 & NA & NA\ 901 & 1 & 2021 & Male & 2021.287 & 2092.282 & 70.9946726 & NA & NA & NA & 49 & NA & NA\ 902 & 1 & 2021 & Female & 2021.070 & 2113.031 & 91.9608208 & NA & NA & NA & 815 & NA & NA\ 903 & 1 & 2021 & Female & 2021.678 & 2111.811 & 90.1336812 & NA & NA & NA & 213 & NA & NA\ 904 & 1 & 2021 & Male & 2021.805 & 2113.475 & 91.6696733 & NA & NA & NA & 122 & NA & NA\ 905 & 1 & 2021 & Male & 2021.739 & 2104.999 & 83.2602115 & NA & NA & NA & 424 & NA & NA\ 906 & 1 & 2021 & Male & 2021.276 & 2096.354 & 75.0778463 & NA & NA & NA & 349 & NA & NA\ 907 & 1 & 2021 & Male & 2021.120 & 2079.744 & 58.6234696 & NA & NA & NA & 266 & NA & NA\ 908 & 1 & 2021 & Female & 2021.188 & 2088.288 & 67.1000654 & NA & NA & NA & 457 & NA & NA\ 909 & 1 & 2021 & Male & 2021.710 & 2075.969 & 54.2580846 & NA & NA & NA & 20 & NA & NA\ 910 & 1 & 2021 & Female & 2021.997 & 2108.108 & 86.1113273 & NA & NA & NA & 963 & NA & NA\ 911 & 1 & 2021 & Female & 2021.075 & 2086.466 & 65.3910567 & NA & NA & NA & 176 & NA & NA\ 912 & 1 & 2021 & Female & 2021.705 & 2106.253 & 84.5478785 & NA & NA & NA & 78 & NA & NA\ 913 & 1 & 2021 & Male & 2021.598 & 2072.832 & 51.2347184 & NA & NA & NA & 998 & NA & NA\ 914 & 1 & 2021 & Male & 2021.810 & 2104.299 & 82.4887931 & NA & NA & NA & 548 & NA & NA\ 915 & 1 & 2021 & Male & 2021.860 & 2111.904 & 90.0442832 & NA & NA & NA & 586 & NA & NA\ 916 & 1 & 2021 & Male & 2021.992 & 2090.524 & 68.5313716 & NA & NA & NA & 319 & NA & NA\ 917 & 1 & 2021 & Male & 2021.447 & 2083.480 & 62.0334341 & NA & NA & NA & 564 & NA & NA\ 918 & 1 & 2021 & Female & 2021.981 & 2079.063 & 57.0815428 & NA & NA & NA & 933 & NA & NA\ 919 & 1 & 2021 & Male & 2021.103 & 2108.341 & 87.2379454 & NA & NA & NA & 19 & NA & NA\ 920 & 1 & 2021 & Male & 2021.407 & 2105.817 & 84.4096539 & NA & NA & NA & 10 & NA & NA\ 921 & 1 & 2021 & Female & 2021.817 & 2107.854 & 86.0372765 & NA & NA & NA & 933 & NA & NA\ 922 & 1 & 2021 & Male & 2021.450 & 2082.579 & 61.1290869 & NA & NA & NA & 310 & NA & NA\ 923 & 1 & 2021 & Female & 2021.136 & 2099.397 & 78.2601668 & NA & NA & NA & 542 & NA & NA\ 924 & 1 & 2021 & Female & 2021.824 & 2105.691 & 83.8675456 & NA & NA & NA & 115 & NA & NA\ 925 & 1 & 2021 & Male & 2021.365 & 2097.700 & 76.3350202 & NA & NA & NA & 124 & NA & NA\ 926 & 1 & 2021 & Male & 2021.218 & 2103.392 & 82.1739951 & NA & NA & NA & 131 & NA & NA\ 927 & 1 & 2021 & Male & 2021.822 & 2112.912 & 91.0905125 & NA & NA & NA & 586 & NA & NA\ 928 & 1 & 2021 & Female & 2021.503 & 2083.162 & 61.6588201 & NA & NA & NA & 289 & NA & NA\ 929 & 1 & 2021 & Male & 2021.198 & 2106.644 & 85.4463965 & NA & NA & NA & 627 & NA & NA\ 930 & 1 & 2021 & Female & 2021.217 & 2110.647 & 89.4297288 & NA & NA & NA & 210 & NA & NA\ 931 & 1 & 2021 & Female & 2021.302 & 2108.572 & 87.2703441 & NA & NA & NA & 579 & NA & NA\ 932 & 1 & 2021 & Male & 2021.314 & 2075.721 & 54.4070392 & NA & NA & NA & 867 & NA & NA\ 933 & 1 & 2021 & Male & 2021.937 & 2100.589 & 78.6527566 & NA & NA & NA & 918 & NA & NA\ 934 & 1 & 2021 & Female & 2021.979 & 2099.264 & 77.2844053 & NA & NA & NA & 455 & NA & NA\ 935 & 1 & 2021 & Female & 2021.968 & 2111.297 & 89.3292075 & NA & NA & NA & 970 & NA & NA\ 936 & 1 & 2021 & Male & 2021.018 & 2096.968 & 75.9505449 & NA & NA & NA & 130 & NA & NA\ 937 & 1 & 2021 & Female & 2021.242 & 2076.969 & 55.7268858 & NA & NA & NA & 873 & NA & NA\ 938 & 1 & 2021 & Male & 2021.768 & 2099.824 & 78.0556123 & NA & NA & NA & 275 & NA & NA\ 939 & 1 & 2021 & Female & 2021.591 & 2059.315 & 37.7236933 & NA & NA & NA & 470 & NA & NA\ 940 & 1 & 2021 & Male & 2021.479 & 2091.525 & 70.0457938 & NA & NA & NA & 775 & NA & NA\ 941 & 1 & 2021 & Male & 2021.202 & 2096.193 & 74.9911191 & NA & NA & NA & 564 & NA & NA\ 942 & 1 & 2021 & Male & 2021.980 & 2101.228 & 79.2483523 & NA & NA & NA & 657 & NA & NA\ 943 & 1 & 2021 & Female & 2021.907 & 2108.211 & 86.3040646 & NA & NA & NA & 637 & NA & NA\ 944 & 1 & 2021 & Female & 2021.758 & 2094.140 & 72.3825665 & NA & NA & NA & 4 & NA & NA\ 945 & 1 & 2021 & Female & 2021.435 & 2109.502 & 88.0672391 & NA & NA & NA & 776 & NA & NA\ 946 & 1 & 2021 & Male & 2021.434 & 2112.245 & 90.8108848 & NA & NA & NA & 318 & NA & NA\ 947 & 1 & 2021 & Female & 2021.670 & 2067.040 & 45.3698122 & NA & NA & NA & 644 & NA & NA\ 948 & 1 & 2021 & Male & 2021.225 & 2106.464 & 85.2393674 & NA & NA & NA & 992 & NA & NA\ 949 & 1 & 2021 & Female & 2021.336 & 2108.445 & 87.1087802 & NA & NA & NA & 26 & NA & NA\ 950 & 1 & 2021 & Female & 2021.541 & 2112.636 & 91.0944800 & NA & NA & NA & 611 & NA & NA\ 951 & 1 & 2021 & Male & 2021.872 & 2115.003 & 93.1315273 & NA & NA & NA & 429 & NA & NA\ 952 & 1 & 2021 & Female & 2021.655 & 2084.230 & 62.5747665 & NA & NA & NA & 53 & NA & NA\ 953 & 1 & 2021 & Female & 2021.593 & 2083.428 & 61.8348315 & NA & NA & NA & 772 & NA & NA\ 954 & 1 & 2021 & Female & 2021.174 & 2111.596 & 90.4224706 & NA & NA & NA & 350 & NA & NA\ 955 & 1 & 2021 & Female & 2021.301 & 2106.469 & 85.1685809 & NA & NA & NA & 703 & NA & NA\ 956 & 1 & 2021 & Female & 2021.121 & 2108.049 & 86.9287376 & NA & NA & NA & 434 & NA & NA\ 957 & 1 & 2021 & Male & 2021.100 & 2083.951 & 62.8507052 & NA & NA & NA & 610 & NA & NA\ 958 & 1 & 2021 & Female & 2021.697 & 2101.168 & 79.4710639 & NA & NA & NA & 362 & NA & NA\ 959 & 1 & 2021 & Male & 2021.000 & 2093.275 & 72.2745400 & NA & NA & NA & 516 & NA & NA\ 960 & 1 & 2021 & Female & 2021.446 & 2101.892 & 80.4465298 & NA & NA & NA & 432 & NA & NA\ 961 & 1 & 2021 & Male & 2021.866 & 2089.335 & 67.4689155 & NA & NA & NA & 774 & NA & NA\ 962 & 1 & 2021 & Male & 2021.121 & 2106.158 & 85.0367461 & NA & NA & NA & 271 & NA & NA\ 963 & 1 & 2021 & Male & 2021.720 & 2093.800 & 72.0797417 & NA & NA & NA & 910 & NA & NA\ 964 & 1 & 2021 & Male & 2021.004 & 2109.657 & 88.6532202 & NA & NA & NA & 194 & NA & NA\ 965 & 1 & 2021 & Male & 2021.817 & 2114.813 & 92.9961520 & NA & NA & NA & 261 & NA & NA\ 966 & 1 & 2021 & Female & 2021.889 & 2103.385 & 81.4957421 & NA & NA & NA & 991 & NA & NA\ 967 & 1 & 2021 & Female & 2021.201 & 2089.265 & 68.0640818 & NA & NA & NA & 833 & NA & NA\ 968 & 1 & 2021 & Female & 2021.445 & 2110.231 & 88.7864460 & NA & NA & NA & 997 & NA & NA\ 969 & 1 & 2021 & Male & 2021.536 & 2113.275 & 91.7383059 & NA & NA & NA & 138 & NA & NA\ 970 & 1 & 2021 & Male & 2021.733 & 2105.739 & 84.0056323 & NA & NA & NA & 935 & NA & NA\ 971 & 1 & 2021 & Female & 2021.329 & 2115.912 & 94.5833311 & NA & NA & NA & 42 & NA & NA\ 972 & 1 & 2021 & Male & 2021.577 & 2100.562 & 78.9852575 & NA & NA & NA & 106 & NA & NA\ 973 & 1 & 2021 & Female & 2021.213 & 2107.380 & 86.1673771 & NA & NA & NA & 671 & NA & NA\ 974 & 1 & 2021 & Female & 2021.393 & 2060.546 & 39.1533912 & NA & NA & NA & 732 & NA & NA\ 975 & 1 & 2021 & Male & 2021.839 & 2087.779 & 65.9397824 & NA & NA & NA & 724 & NA & NA\ 976 & 1 & 2021 & Male & 2021.877 & 2022.482 & 0.6051585 & NA & NA & NA & 68 & NA & NA\ 977 & 1 & 2021 & Male & 2021.330 & 2107.412 & 86.0819244 & NA & NA & NA & 681 & NA & NA\ 978 & 1 & 2021 & Male & 2021.902 & 2075.081 & 53.1792516 & NA & NA & NA & 857 & NA & NA\ 979 & 1 & 2021 & Female & 2021.028 & 2105.830 & 84.8019038 & NA & NA & NA & 538 & NA & NA\ 980 & 1 & 2021 & Male & 2021.707 & 2109.638 & 87.9308368 & NA & NA & NA & 649 & NA & NA\ 981 & 1 & 2021 & Male & 2021.203 & 2090.573 & 69.3705650 & NA & NA & NA & 424 & NA & NA\ 982 & 1 & 2021 & Male & 2021.500 & 2111.692 & 90.1919869 & NA & NA & NA & 679 & NA & NA\ 983 & 1 & 2021 & Female & 2021.823 & 2106.184 & 84.3611769 & NA & NA & NA & 506 & NA & NA\ 984 & 1 & 2021 & Male & 2021.402 & 2086.563 & 65.1602434 & NA & NA & NA & 609 & NA & NA\ 985 & 1 & 2021 & Male & 2021.002 & 2111.047 & 90.0442797 & NA & NA & NA & 580 & NA & NA\ 986 & 1 & 2021 & Male & 2021.216 & 2112.056 & 90.8406220 & NA & NA & NA & 269 & NA & NA\ 987 & 1 & 2021 & Male & 2021.424 & 2089.115 & 67.6907264 & NA & NA & NA & 496 & NA & NA\ 988 & 1 & 2021 & Female & 2021.344 & 2120.179 & 98.8344907 & NA & NA & NA & 773 & NA & NA\ 989 & 1 & 2021 & Female & 2021.248 & 2101.685 & 80.4370953 & NA & NA & NA & 101 & NA & NA\ 990 & 1 & 2021 & Female & 2021.401 & 2092.180 & 70.7794318 & NA & NA & NA & 829 & NA & NA\ 991 & 1 & 2021 & Male & 2021.144 & 2112.597 & 91.4529957 & NA & NA & NA & 966 & NA & NA\ 992 & 1 & 2021 & Female & 2021.292 & 2119.169 & 97.8772642 & NA & NA & NA & 394 & NA & NA\ 993 & 1 & 2021 & Female & 2021.781 & 2118.205 & 96.4242570 & NA & NA & NA & 33 & NA & NA\ 994 & 1 & 2021 & Female & 2021.354 & 2114.577 & 93.2226196 & NA & NA & NA & 405 & NA & NA\ 995 & 1 & 2021 & Female & 2021.341 & 2111.354 & 90.0132855 & NA & NA & NA & 829 & NA & NA\ 996 & 1 & 2021 & Male & 2021.514 & 2109.066 & 87.5512791 & NA & NA & NA & 544 & NA & NA\ 997 & 1 & 2021 & Male & 2021.383 & 2110.425 & 89.0415598 & NA & NA & NA & 669 & NA & NA\ 998 & 1 & 2021 & Female & 2021.139 & 2107.447 & 86.3083863 & NA & NA & NA & 913 & NA & NA\ 999 & 1 & 2021 & Female & 2021.381 & 2100.019 & 78.6385886 & NA & NA & NA & 772 & NA & NA\ 1000 & 1 & 2021 & Female & 2021.688 & 2108.002 & 86.3139848 & NA & NA & NA & 507 & NA & NA\ \bottomrule \end{tabular} \end{table}
For women, ages at childbirth are determined by sampling from waiting time distributions with parameters equal to the fertility rates by age and parity. When a child is born, it receives a unique ID and a new individual data record is created. The children of the initial cohort constitute generation 2. The date of birth of a child is determined by the date of birth of the mother and her exact age at birth of the child. The ID of the mother is added to the child’s record and the child’s ID is added to the data record of the mother. The record linkages enable to track the descending line of offspring and ascending line of parentage. It significantly facilitates the study of genealogies and kinship networks. The new-born is also assigned a sex using the empirical sex ratio at birth. A partner is allocated by randomly drawing an ID of members of the same generation but of opposite sex. The lifespan and the fertility career of each member of the second generation is determined by sampling the appropriate probability distributions. The function \(Children()\) does the computations. The first argument is the individual data structure,$d$ in this illustration, and the second is the object with the transition rates. For instance,
dch1 <- VirtualPop::Children(dat0=d$d,rates=rates)
The object \(dch1\) has two components: \(data\) and \(dch\). The first components is comparable to the women’s file in demographic surveys and the second to the children’s file (see e.g. Demographic and Health Survey (DHS) [https://dhsprogram.com]). The object \(data\) is the input object \(d\) with, for each mother and father, information on number of children.
The second object \(dch\) is a data frame with individual records for the new-borns (second generation). It has the ID of the child, the generation, sex, date of birth, the birth order (variable \(jch\)), the ID of the mother, the ID of the father, and the date of death of the child. The ID of the father is the ID of the partner of the mother:
dch1$dch$IDfather <- dch1$data$IDpartner[dch1$dch$IDmother]
The first records are shown below.
out <- knitr::kable(head(dch1$dch),
caption = "Data for selected children of members of initial cohort",
format = 'latex', booktabs = T,linesep = "")
kableExtra::kable_styling(out,latex_options=c("scale_down","HOLD_position"))
\begin{table}[H] \centering \caption{\label{tab:unnamed-chunk-13}Data for selected children of members of initial cohort} \centering \resizebox{\ifdim\width>\linewidth\linewidth\else\width\fi}{!}{ \begin{tabular}[t]{rrrlrrrrrrlll} \toprule ID & gen & cohort & sex & bdated & ddated & x_D & IDmother & IDfather & jch & IDpartner & udates & nch\ \midrule 1001 & 2 & 2021 & Female & 2072.413 & 2120.195 & 47.78258 & 7 & 777 & 1 & NA & NA & NA\ 1002 & 2 & 2021 & Female & 2055.030 & 2128.164 & 73.13403 & 10 & 920 & 1 & NA & NA & NA\ 1003 & 2 & 2021 & Female & 2052.648 & 2138.819 & 86.17091 & 13 & 506 & 1 & NA & NA & NA\ 1004 & 2 & 2021 & Male & 2058.010 & 2126.523 & 68.51267 & 17 & 801 & 1 & NA & NA & NA\ 1005 & 2 & 2021 & Male & 2053.291 & 2109.777 & 56.48643 & 20 & 909 & 1 & NA & NA & NA\ 1006 & 2 & 2021 & Female & 2053.626 & 2136.002 & 82.37520 & 20 & 909 & 2 & NA & NA & NA\ \bottomrule \end{tabular}} \end{table}
The members of the second generation partner with individuals of the same generation. Partners are allocated randomly.
d2 <- VirtualPop::PartnerSearch (idego=dch1$dch$ID,d=dch1$dch)
The object \(d2\\)d$ is \(dch1\\)dch$ augmented by the IDs of partners. The data frame contains the data on the second generation in a format that is consistent with the data frame of the first generation, which facilitates merging the data frames. The Children() function is used repeatedly to obtain data on the third and higher generations:
dch2 <- VirtualPop::Children(dat0=d2$d,rates=rates)
PartnerSearch in the third generation is the outcome of a random search:
d3 <- VirtualPop::PartnerSearch (idego=dch2$dch$ID,d=dch2$dch)
dch3 <- VirtualPop::Children(dat0=d3$d,rates=rates)
d4 <- VirtualPop::PartnerSearch (idego=dch3$dch$ID,d=dch3$dch)
dch4 <- VirtualPop::Children(dat0=d4$d,rates=rates)
d4 <- dch4$data[,1:which (colnames(dch4$data)=="nch")]
The object \(d4\) has data on the fourth generation, including on the children of members of the fourth generation.
Data on the four generations are merged to a single data frame.
dLH2 <- rbind(dch1$data,dch2$data,dch3$data,dch4$data)
The data frame that results is similar to the \(dLH\) data object included in the VirtualPop package.