Final_Project
Rohan Royal
2023-12-04
About the Data
The data set contains over two decades of data on each player who has been part of an NBA teams’ roster. It captures demographic variables such as age, height, weight and place of birth, biographical details like the team played for, draft year and round. In addition, it has basic box score statistics such as games played, average number of points, rebounds, assists, etc.
The pull initially contained 52 rows of missing data. The gaps have been manually filled using data from Basketball Reference. I am not aware of any other data quality issues.
Data Dictionary
| Field | Description |
|---|---|
| unnamed | index |
| player_name | Name of the player |
| team_abbreviation | Abbreviated name of the team the player played for (at the end of the season) |
| age | Age of the player |
| player_height | Height of the player (in centimeters) |
| player_weight | Weight of the player (in kilograms) |
| college | Name of the college the player attended |
| country | Name of the country the player was born in (not necessarily the nationality) |
| draft_year | The year the player was drafted |
| draft_round | The draft round the player was picked |
| draft_number | The number at which the player was picked in his draft round |
| gp | Games played throughout the season |
| pts | Average number of points scored |
| rebs | Average number of rebounds grabbed |
| ast | Average number of assists distributed |
| net_rating | Team’s point differential per 100 possessions while the player is on the court |
| oreb_pct | Percentage of available offensive rebounds the player grabbed while he was on the floor |
| dreb_pct | Percentage of available defensive rebounds the player grabbed while he was on the floor |
| usg_pct | Percentage of team plays used by the player while he was on the floor |
| ts_pct | Measure of the player’s shooting efficiency that takes into account free throws, 2 and 3 point shots |
| ast_pct | Percentage of teammate field goals the player assisted while he was on the floor |
| season | NBA season |
Problem statement
This analysis’s main goal is to investigate and comprehend the dynamics of NBA players’ physical attributes and on-court performance over the course of several seasons, as well as the relationships between these variables and their draught positions. The study’s specific objectives are to assess the relationship between player height and draught position, track changes in average player height over the course of seasons, analyse the height distribution of NBA players, and identify top scorers and high-impact players. In order to shed light on how draught position and games played may affect a player’s physical characteristics, the study also aims to create a linear model that can predict player height.
Loading the libraries
Loading the necessary libraries to perform the analysis
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(ggplot2)## Warning: package 'ggplot2' was built under R version 4.3.2library(readr)## Warning: package 'readr' was built under R version 4.3.2Loading the data
Loading the necessary data to perform analysis
# Reading the data
data <- read.csv('C:/Users/rohan/OneDrive/Desktop/INTRO TO STATISTICS IN R/DATA SETS/Datasets/Data/Nba_all_seasons_1996_2021.csv')
# Print data shape
cat("Number of Rows:", nrow(data), "\nNumber of Columns:", ncol(data), "\n\n")## Number of Rows: 12305
## Number of Columns: 22# Print first 10 rows
head(data, 10)## X player_name team_abbreviation age player_height player_weight
## 1 0 Dennis Rodman CHI 36 198.12 99.79024
## 2 1 Dwayne Schintzius LAC 28 215.90 117.93392
## 3 2 Earl Cureton TOR 39 205.74 95.25432
## 4 3 Ed O'Bannon DAL 24 203.20 100.69742
## 5 4 Ed Pinckney MIA 34 205.74 108.86208
## 6 5 Eddie Johnson HOU 38 200.66 97.52228
## 7 6 Eddie Jones LAL 25 198.12 86.18248
## 8 7 Elden Campbell LAL 28 213.36 113.39800
## 9 8 Eldridge Recasner ATL 29 193.04 86.18248
## 10 9 Elliot Perry MIL 28 182.88 72.57472
## college country draft_year draft_round draft_number gp
## 1 Southeastern Oklahoma State USA 1986 2 27 55
## 2 Florida USA 1990 1 24 15
## 3 Detroit Mercy USA 1979 3 58 9
## 4 UCLA USA 1995 1 9 64
## 5 Villanova USA 1985 1 10 27
## 6 Illinois USA 1981 2 29 52
## 7 Temple USA 1994 1 10 80
## 8 Clemson USA 1990 1 27 77
## 9 Washington USA 1992 Undrafted Undrafted 71
## 10 Memphis USA 1991 2 37 82
## pts reb ast net_rating oreb_pct dreb_pct usg_pct ts_pct ast_pct season
## 1 5.7 16.1 3.1 16.1 0.186 0.323 0.100 0.479 0.113 1996-97
## 2 2.3 1.5 0.3 12.3 0.078 0.151 0.175 0.430 0.048 1996-97
## 3 0.8 1.0 0.4 -2.1 0.105 0.102 0.103 0.376 0.148 1996-97
## 4 3.7 2.3 0.6 -8.7 0.060 0.149 0.167 0.399 0.077 1996-97
## 5 2.4 2.4 0.2 -11.2 0.109 0.179 0.127 0.611 0.040 1996-97
## 6 8.2 2.7 1.0 4.1 0.034 0.126 0.220 0.541 0.102 1996-97
## 7 17.2 4.1 3.4 4.1 0.035 0.091 0.209 0.559 0.149 1996-97
## 8 14.9 8.0 1.6 3.3 0.095 0.183 0.222 0.520 0.087 1996-97
## 9 5.7 1.6 1.3 -0.3 0.036 0.076 0.172 0.539 0.141 1996-97
## 10 6.9 1.5 3.0 -1.2 0.018 0.081 0.177 0.557 0.262 1996-97# Check missing values
colSums(is.na(data))## X player_name team_abbreviation age
## 0 0 0 0
## player_height player_weight college country
## 0 0 0 0
## draft_year draft_round draft_number gp
## 0 0 0 0
## pts reb ast net_rating
## 0 0 0 0
## oreb_pct dreb_pct usg_pct ts_pct
## 0 0 0 0
## ast_pct season
## 0 0# Check data types
sapply(data, class)## X player_name team_abbreviation age
## "integer" "character" "character" "integer"
## player_height player_weight college country
## "numeric" "numeric" "character" "character"
## draft_year draft_round draft_number gp
## "character" "character" "character" "integer"
## pts reb ast net_rating
## "numeric" "numeric" "numeric" "numeric"
## oreb_pct dreb_pct usg_pct ts_pct
## "numeric" "numeric" "numeric" "numeric"
## ast_pct season
## "numeric" "character"Summary of the data
colnames(data)## [1] "X" "player_name" "team_abbreviation"
## [4] "age" "player_height" "player_weight"
## [7] "college" "country" "draft_year"
## [10] "draft_round" "draft_number" "gp"
## [13] "pts" "reb" "ast"
## [16] "net_rating" "oreb_pct" "dreb_pct"
## [19] "usg_pct" "ts_pct" "ast_pct"
## [22] "season"print("Summary")## [1] "Summary"summary(data[,colnames(data)])## X player_name team_abbreviation age
## Min. : 0 Length:12305 Length:12305 Min. :18.00
## 1st Qu.: 3076 Class :character Class :character 1st Qu.:24.00
## Median : 6152 Mode :character Mode :character Median :26.00
## Mean : 6152 Mean :27.08
## 3rd Qu.: 9228 3rd Qu.:30.00
## Max. :12304 Max. :44.00
## player_height player_weight college country
## Min. :160.0 Min. : 60.33 Length:12305 Length:12305
## 1st Qu.:193.0 1st Qu.: 90.72 Class :character Class :character
## Median :200.7 Median : 99.79 Mode :character Mode :character
## Mean :200.6 Mean :100.37
## 3rd Qu.:208.3 3rd Qu.:108.86
## Max. :231.1 Max. :163.29
## draft_year draft_round draft_number gp
## Length:12305 Length:12305 Length:12305 Min. : 1.00
## Class :character Class :character Class :character 1st Qu.:31.00
## Mode :character Mode :character Mode :character Median :57.00
## Mean :51.29
## 3rd Qu.:73.00
## Max. :85.00
## pts reb ast net_rating
## Min. : 0.000 Min. : 0.000 Min. : 0.000 Min. :-250.000
## 1st Qu.: 3.600 1st Qu.: 1.800 1st Qu.: 0.600 1st Qu.: -6.400
## Median : 6.700 Median : 3.000 Median : 1.200 Median : -1.300
## Mean : 8.173 Mean : 3.559 Mean : 1.814 Mean : -2.256
## 3rd Qu.:11.500 3rd Qu.: 4.700 3rd Qu.: 2.400 3rd Qu.: 3.200
## Max. :36.100 Max. :16.300 Max. :11.700 Max. : 300.000
## oreb_pct dreb_pct usg_pct ts_pct
## Min. :0.00000 Min. :0.000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.02100 1st Qu.:0.096 1st Qu.:0.1490 1st Qu.:0.4800
## Median :0.04100 Median :0.131 Median :0.1810 Median :0.5240
## Mean :0.05447 Mean :0.141 Mean :0.1849 Mean :0.5111
## 3rd Qu.:0.08400 3rd Qu.:0.180 3rd Qu.:0.2170 3rd Qu.:0.5610
## Max. :1.00000 Max. :1.000 Max. :1.0000 Max. :1.5000
## ast_pct season
## Min. :0.0000 Length:12305
## 1st Qu.:0.0660 Class :character
## Median :0.1030 Mode :character
## Mean :0.1314
## 3rd Qu.:0.1780
## Max. :1.0000Cleaning the data
# Function to replace undrafted numbers
undraft_number <- function(draft_number) {
undraft_number_dict <- c('Undrafted' = '61', '0' = '61')
if (draft_number %in% names(undraft_number_dict)) {
return(as.integer(undraft_number_dict[draft_number]))
} else {
return(as.integer(draft_number))
}
}
# Apply the function
players <- data
players$draft_number <- sapply(players$draft_number, undraft_number)
# Check data types again
sapply(players, class)## X player_name team_abbreviation age
## "integer" "character" "character" "integer"
## player_height player_weight college country
## "numeric" "numeric" "character" "character"
## draft_year draft_round draft_number gp
## "character" "character" "integer" "integer"
## pts reb ast net_rating
## "numeric" "numeric" "numeric" "numeric"
## oreb_pct dreb_pct usg_pct ts_pct
## "numeric" "numeric" "numeric" "numeric"
## ast_pct season
## "numeric" "character"# Dropping unnecessary columns
columns_to_drop <- c('Unnamed: 0', 'age', 'college', 'country',
'player_weight', 'draft_round', 'draft_year',
'oreb_pct', 'dreb_pct', 'ts_pct', 'ast_pct')
players <- players %>% select(-one_of(columns_to_drop))## Warning: Unknown columns: `Unnamed: 0`head(players, 10)## X player_name team_abbreviation player_height draft_number gp pts
## 1 0 Dennis Rodman CHI 198.12 27 55 5.7
## 2 1 Dwayne Schintzius LAC 215.90 24 15 2.3
## 3 2 Earl Cureton TOR 205.74 58 9 0.8
## 4 3 Ed O'Bannon DAL 203.20 9 64 3.7
## 5 4 Ed Pinckney MIA 205.74 10 27 2.4
## 6 5 Eddie Johnson HOU 200.66 29 52 8.2
## 7 6 Eddie Jones LAL 198.12 10 80 17.2
## 8 7 Elden Campbell LAL 213.36 27 77 14.9
## 9 8 Eldridge Recasner ATL 193.04 61 71 5.7
## 10 9 Elliot Perry MIL 182.88 37 82 6.9
## reb ast net_rating usg_pct season
## 1 16.1 3.1 16.1 0.100 1996-97
## 2 1.5 0.3 12.3 0.175 1996-97
## 3 1.0 0.4 -2.1 0.103 1996-97
## 4 2.3 0.6 -8.7 0.167 1996-97
## 5 2.4 0.2 -11.2 0.127 1996-97
## 6 2.7 1.0 4.1 0.220 1996-97
## 7 4.1 3.4 4.1 0.209 1996-97
## 8 8.0 1.6 3.3 0.222 1996-97
## 9 1.6 1.3 -0.3 0.172 1996-97
## 10 1.5 3.0 -1.2 0.177 1996-97Analysis
# Histogram for player height
ggplot(players, aes(x=player_height)) +
geom_histogram(bins=10, fill="blue", color="black") +
xlab("Player Height (cm)") +
ylab("Number of Players") +
ggtitle("NBA Player Height Distribution")
Interpretation
NBA Player Height Distribution :
This histogram shows the distribution of player heights in the NBA. The plot likely displays a bell-shaped curve, indicating a normal distribution of heights, with most players clustering around the average height.
Calculating the average height by season
# Calculate average height
average_height <- round(mean(players$player_height, na.rm=TRUE), 2)
cat('The league average height over last 30 years is', average_height, 'cm.\n')## The league average height over last 30 years is 200.61 cm.# Calculating the average player height per season
player_height_by_season <- players %>%
group_by(season) %>%
summarise(Player_Height = round(mean(player_height, na.rm = TRUE), 2)) %>%
arrange(season)
# Renaming the index
names(player_height_by_season)[names(player_height_by_season) == "season"] <- "Season"
# View the result
player_height_by_season## # A tibble: 26 × 2
## Season Player_Height
## <chr> <dbl>
## 1 1996-97 201.
## 2 1997-98 201.
## 3 1998-99 201.
## 4 1999-00 201.
## 5 2000-01 201.
## 6 2001-02 201.
## 7 2002-03 202.
## 8 2003-04 201.
## 9 2004-05 201.
## 10 2005-06 201.
## # ℹ 16 more rowsPlayer’s Average Height by Season:
The line plot with points displays the trend of average player height across different NBA seasons. A potential finding could be an increasing, decreasing, or stable trend in player height over the years. The presence of any such trend can indicate changes in the preferred physical attributes for NBA players over time.
ggplot(player_height_by_season, aes(x=Season, y=Player_Height)) +
geom_line() +
geom_point() + # Adding points to the line
theme_minimal() +
scale_x_discrete(breaks = function(x) x[seq(1, length(x), by = 5)]) + # Set breaks every 5 seasons
theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1)) + # Rotate x-axis labels for readability
labs(x = "Season", y = "Player Height (cm)", title = "Player's Average Height by Season") +
theme(plot.title = element_text(hjust = 0.5))## `geom_line()`: Each group consists of only one observation.
## ℹ Do you need to adjust the group aesthetic?
##
Player Height by Draft Position:
This plot examines whether there is a correlation between a player’s height and their draft position. It can reveal if taller players tend to be drafted earlier compared to shorter players, within the first 30 draft positions.
# Player height by draft position
player_height_by_draft_position <- players %>%
group_by(draft_number) %>%
summarise(Player_Height_cm = round(mean(player_height, na.rm=TRUE), 2)) %>%
arrange(draft_number) %>%
head(30)
# Line plot of player height by draft position
ggplot(player_height_by_draft_position, aes(x=draft_number, y=Player_Height_cm)) +
geom_line() +
ylab("Player Height (cm)") +
ggtitle("Player Height by Draft Position")
# Filter players with more than 60 games played
qualified_player <- filter(players, gp > 60)
# Get top 15 impact players based on net_rating
impact_player <- qualified_player %>%
select(player_name, net_rating, season, player_height, draft_number) %>%
arrange(desc(net_rating)) %>%
head(15)
# View the top 15 impact players
impact_player## player_name net_rating season player_height draft_number
## 1 Draymond Green 18.9 2015-16 200.66 35
## 2 JaVale McGee 18.7 2016-17 213.36 18
## 3 Stephen Curry 18.3 2015-16 190.50 7
## 4 Stephen Curry 17.2 2016-17 190.50 7
## 5 Kevin Garnett 17.0 2007-08 210.82 5
## 6 Stephen Curry 17.0 2014-15 190.50 7
## 7 Tim Duncan 16.7 2004-05 210.82 1
## 8 Manu Ginobili 16.6 2004-05 198.12 57
## 9 Andrew Bogut 16.6 2014-15 213.36 1
## 10 Draymond Green 16.5 2014-15 200.66 35
## 11 Kevin Durant 16.0 2016-17 205.74 2
## 12 Greg Ostertag 15.9 1996-97 218.44 28
## 13 Draymond Green 15.9 2016-17 200.66 35
## 14 Rudy Gobert 15.9 2020-21 215.90 27
## 15 Klay Thompson 15.8 2014-15 200.66 11# Summary Statistics
summary(impact_player$net_rating)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 15.80 15.95 16.60 16.87 17.10 18.90# Histogram of net_rating for the impact players
ggplot(impact_player, aes(x = net_rating)) +
geom_histogram(binwidth = 1, fill = "green", color = "black") +
xlab("Net Rating") +
ylab("Count") +
ggtitle("Distribution of Net Rating among Top 15 Impact Players")
## Distribution of Net Rating among Top 15 Impact Players:
This histogram will show how the net rating is distributed among the top 15 impact players. A higher frequency at higher net ratings would confirm that these players have significantly positive effects on their teams.
# Scatter plot of net_rating versus player height
ggplot(impact_player, aes(x = player_height, y = net_rating)) +
geom_point() +
geom_smooth(method = "lm", se = FALSE) + # Add a linear fit line without confidence interval
xlab("Player Height (cm)") +
ylab("Net Rating") +
ggtitle("Net Rating vs. Player Height among Top 15 Impact Players")## `geom_smooth()` using formula = 'y ~ x'
Net Rating vs. Player Height among Top 15 Impact Players:
The scatter plot might show if taller players tend to have a higher net rating. The linear regression line will help understand the trend. If the slope is positive, it suggests that taller players have higher net ratings, whereas a flat or negative slope would suggest little to no relationship or an inverse relationship, respectively.
# Scatter plot of net_rating versus draft_number
ggplot(impact_player, aes(x = draft_number, y = net_rating)) +
geom_point() +
geom_smooth(method = "lm", se = FALSE) +
xlab("Draft Number") +
ylab("Net Rating") +
ggtitle("Net Rating vs. Draft Number among Top 15 Impact Players")## `geom_smooth()` using formula = 'y ~ x'
Net Rating vs. Draft Number among Top 15 Impact Players:
This scatter plot will explore whether players drafted earlier (lower draft numbers) have higher net ratings. Similar to the height analysis, the slope of the linear regression line will indicate the direction of the relationship.
Key Takeaways:
Players with a higher net_rating are considered to have a greater positive impact on their team’s performance while on the court. Any strong patterns or correlations observed in these plots can provide insights into the characteristics of high-impact players. The EDA could reveal whether player height or draft number correlates with a player’s on-court impact, as measured by net_rating. If the sample of top 15 players is representative, these insights could guide team strategies in player development, drafting, and game strategy. Outliers or exceptions in these patterns could highlight unique players who bring exceptional value beyond what is typical for their height or draft status.
# Get top 15 scorers
top_scorer <- qualified_player %>%
select(player_name, pts, season, player_height) %>%
arrange(desc(pts)) %>%
head(15)
summary(top_scorer$pts)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 30.20 30.90 31.60 32.17 32.55 36.10# Plotting the distribution of points scored by the top scorers
ggplot(top_scorer, aes(x = pts)) +
geom_histogram(binwidth = 1, fill = "blue", color = "black") +
xlab("Points Scored") +
ylab("Frequency") +
ggtitle("Distribution of Points Scored by Top Scorers")
Histogram: Distribution of Points Scored by Top Scorers
This histogram shows the frequency distribution of average points scored by the top 15 scorers. The binwidth is set to 1, which means each bar represents a range of 1 point scored. If the distribution is normal, most players’ average points would cluster around the mean, with fewer players as you move away from the mean. If the distribution is skewed, it may suggest that a few players score significantly higher or lower than the rest of the group, which could point to standout performances or anomalies.
# Scatter plot of points scored versus player height
ggplot(top_scorer, aes(x = player_height, y = pts)) +
geom_point() +
geom_smooth(method = "lm") + # Adding a linear regression line
xlab("Player Height (cm)") +
ylab("Points Scored") +
ggtitle("Points Scored vs. Player Height Among Top Scorers")## `geom_smooth()` using formula = 'y ~ x'
Scatter Plot: Points Scored vs. Player Height Among Top Scorers
The scatter plot depicts each of the top 15 scorers’ average points against their height. The addition of a linear regression line (geom_smooth) helps to identify any trend or correlation between height and scoring ability. A positive slope would indicate that taller players tend to score more points on average, while a negative slope would suggest the opposite. A flat line would imply no correlation.
# Boxplot of points scored by player height
ggplot(top_scorer, aes(x = as.factor(player_height), y = pts)) +
geom_boxplot() +
xlab("Player Height (cm)") +
ylab("Points Scored") +
ggtitle("Boxplot of Points Scored by Player Height")
Boxplot: Points Scored by Player Height
The boxplot provides a visual summary of the distribution of points scored at different player heights. By using player_height as a factor, each unique height is considered a separate category, and the points scored are summarized for players at each height. This plot can show if there’s any noticeable difference in scoring ability across different heights, indicated by the median (the line within the box) and the spread (the size of the box and whiskers). Outliers, if any, will be displayed as individual points, indicating exceptional scorers that deviate from the typical range.
# View the top 15 scorers
top_scorer## player_name pts season player_height
## 1 James Harden 36.1 2018-19 195.58
## 2 Kobe Bryant 35.4 2005-06 198.12
## 3 James Harden 34.3 2019-20 195.58
## 4 Allen Iverson 33.0 2005-06 182.88
## 5 Tracy McGrady 32.1 2002-03 203.20
## 6 Kevin Durant 32.0 2013-14 205.74
## 7 Stephen Curry 32.0 2020-21 190.50
## 8 Kobe Bryant 31.6 2006-07 198.12
## 9 Russell Westbrook 31.6 2016-17 190.50
## 10 LeBron James 31.4 2005-06 203.20
## 11 Allen Iverson 31.1 2000-01 182.88
## 12 Allen Iverson 30.7 2004-05 182.88
## 13 Joel Embiid 30.6 2021-22 213.36
## 14 James Harden 30.4 2017-18 195.58
## 15 Dwyane Wade 30.2 2008-09 193.04Interpretation of the top 15 Scorers Table
Reviewing the actual top_scorer data frame will provide the names of the players, the exact points they scored, the seasons in which they scored those points, and their respective heights. It offers a chance to recognize patterns or anomalies within the top performers, such as if certain heights are more prevalent among the top scorers. ## Key Takeaways The distribution and relationship analysis may reveal whether height is a factor in scoring ability among the top scorers. The EDA can inform basketball analysts and enthusiasts if height plays a significant role in a player’s scoring potential. The insights derived could be used by coaches and team managers to strategize player positions and optimize team performance based on player physical attributes. Observations from the boxplot might inform draft picks and player training programs, especially if a certain height range is consistently associated with high scoring.
Creating Linear Model
# Filter players who played more than 60 games
qualified_players <- filter(players, gp > 60)
# Linear Model
model <- lm(player_height ~ draft_number + gp, data = qualified_players)
summary(model)##
## Call:
## lm(formula = player_height ~ draft_number + gp, data = qualified_players)
##
## Residuals:
## Min 1Q Median 3Q Max
## -41.655 -6.296 0.881 6.484 31.131
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 203.192840 1.326515 153.178 <2e-16 ***
## draft_number -0.087382 0.006190 -14.117 <2e-16 ***
## gp -0.007701 0.017723 -0.435 0.664
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 8.872 on 5673 degrees of freedom
## Multiple R-squared: 0.03398, Adjusted R-squared: 0.03364
## F-statistic: 99.78 on 2 and 5673 DF, p-value: < 2.2e-16predictions <- predict(model)
predictions## 1 2 3 4 5 6 7 8
## 201.9136 201.7030 200.2406 197.3158 199.3282 201.8057 201.3816 198.9195
## 9 10 11 12 13 14 15 16
## 201.4150 201.7646 200.5516 197.3851 199.3487 199.2278 202.3351 200.4796
## 17 18 19 20 21 22 23 24
## 201.6541 198.4544 202.0240 202.4455 198.1715 202.3736 201.0836 202.2273
## 25 26 27 28 29 30 31 32
## 201.3585 202.1064 198.7370 199.9399 198.3670 202.1707 197.3081 201.5486
## 33 34 35 36 37 38 39 40
## 202.3120 200.8265 197.2850 200.8676 198.5418 201.8031 202.0371 202.3866
## 41 42 43 44 45 46 47 48
## 201.6002 202.0883 198.4698 200.0092 202.2350 202.4894 199.8087 200.5516
## 49 50 51 52 53 54 55 56
## 201.6437 199.5261 200.1532 202.5048 201.5436 202.3146 199.3487 197.2773
## 57 58 59 60 61 62 63 64
## 201.3250 202.4224 200.8881 197.2311 201.0759 198.7293 197.3235 200.5027
## 65 66 67 68 69 70 71 72
## 200.5643 202.4020 202.4482 200.1659 200.5439 201.0682 201.8416 201.6079
## 73 74 75 76 77 78 79 80
## 202.5202 202.5098 200.3176 199.6751 197.9994 201.3277 201.8623 202.0371
## 81 82 83 84 85 86 87 88
## 198.6292 202.0910 199.4233 201.4920 201.4485 200.0427 198.5210 201.4408
## 89 90 91 92 93 94 95 96
## 201.7749 201.9574 201.7749 202.3866 202.5125 197.3466 197.2311 197.2927
## 97 98 99 100 101 102 103 104
## 198.8475 198.3259 198.8964 198.4544 198.6369 202.3608 202.2350 202.0602
## 105 106 107 108 109 110 111 112
## 199.9938 201.7903 202.2992 201.5590 197.3620 196.0154 200.6544 202.2812
## 113 114 115 116 117 118 119 120
## 201.9728 202.5510 200.3125 198.6342 202.3069 200.6259 197.8427 202.2195
## 121 122 123 124 125 126 127 128
## 197.3851 202.1245 200.0400 197.9736 202.3146 202.4559 201.0836 200.1378
## 129 130 131 132 133 134 135 136
## 200.6390 201.9085 199.9295 199.0299 202.3659 202.1245 201.6079 201.8365
## 137 138 139 140 141 142 143 144
## 201.9932 200.5104 200.9011 201.7826 200.9885 200.5978 200.1120 199.5954
## 145 146 147 148 149 150 151 152
## 201.6618 198.5468 198.5314 201.8931 200.1043 198.2050 201.5282 198.6111
## 153 154 155 156 157 158 159 160
## 202.0190 200.5670 201.7311 202.3659 200.2971 198.8270 201.3250 202.3274
## 161 162 163 164 165 166 167 168
## 198.1923 201.3816 202.2015 201.6310 201.4947 200.4642 201.0347 201.3457
## 169 170 171 172 173 174 175 176
## 201.8700 201.6541 202.0448 201.7826 201.1864 197.2103 202.1630 202.0421
## 177 178 179 180 181 182 183 184
## 201.6541 201.6591 201.5101 202.0113 202.5202 197.3235 200.4796 199.5311
## 185 186 187 188 189 190 191 192
## 200.5670 201.6876 201.8623 202.3866 202.1245 202.2504 199.0018 201.0116
## 193 194 195 196 197 198 199 200
## 202.4894 197.2696 201.1633 201.0963 200.0273 199.2871 202.1245 201.4254
## 201 202 203 204 205 206 207 208
## 197.2619 201.9882 199.7651 197.2388 200.7187 202.2992 199.5107 202.1322
## 209 210 211 212 213 214 215 216
## 200.5951 201.5436 201.3380 201.6437 201.7465 199.3513 201.8623 200.8007
## 217 218 219 220 221 222 223 224
## 201.7980 200.0427 202.5048 197.2311 201.4254 202.3531 201.3534 202.5329
## 225 226 227 228 229 230 231 232
## 188.6110 200.9885 200.4692 200.0323 197.2927 197.3158 198.4209 197.3466
## 233 234 235 236 237 238 239 240
## 197.2311 197.2619 201.4227 201.3611 198.9221 200.9885 198.4517 200.8188
## 241 242 243 244 245 246 247 248
## 188.6495 202.5329 201.3765 200.5231 200.7264 199.4668 199.9372 201.7877
## 249 250 251 252 253 254 255 256
## 200.2021 200.0889 201.8365 202.2992 201.9547 201.6745 201.6052 200.5412
## 257 258 259 260 261 262 263 264
## 202.2169 197.2388 200.7776 201.9008 201.4331 202.2631 199.3025 200.0889
## 265 266 267 268 269 270 271 272
## 200.9885 201.3019 197.2311 202.4971 201.0655 199.7959 202.2350 202.2504
## 273 274 275 276 277 278 279 280
## 202.5406 201.3123 202.1322 202.0498 201.7723 200.5747 202.5664 201.9728
## 281 282 283 284 285 286 287 288
## 201.4485 201.5128 201.6079 202.1245 202.5483 202.1707 202.1245 197.3620
## 289 290 291 292 293 294 295 296
## 198.9657 201.2018 202.2554 200.0889 201.9882 201.3457 202.4740 200.9885
## 297 298 299 300 301 302 303 304
## 200.4642 201.4639 197.2927 201.9136 200.9885 200.5516 200.0889 202.3223
## 305 306 307 308 309 310 311 312
## 201.0836 200.8137 201.6233 200.5516 200.9011 202.4482 200.4281 201.5282
## 313 314 315 316 317 318 319 320
## 201.8623 199.5261 198.5495 197.3620 202.2195 197.8504 200.5181 202.0525
## 321 322 323 324 325 326 327 328
## 201.8623 201.8211 200.9473 201.6772 202.4559 200.4642 201.9701 197.2619
## 329 330 331 332 333 334 335 336
## 201.6079 197.8220 200.8291 202.1938 201.2968 202.2118 200.6132 201.8596
## 337 338 339 340 341 342 343 344
## 200.1301 201.0913 202.5252 202.2992 197.8427 200.3279 201.4150 202.0344
## 345 346 347 348 349 350 351 352
## 201.7980 201.4562 201.4485 200.4692 201.4304 199.4310 201.7980 198.8424
## 353 354 355 356 357 358 359 360
## 202.3736 202.3608 198.4544 202.5587 200.2894 202.3146 201.5359 197.3389
## 361 362 363 364 365 366 367 368
## 201.4870 200.6544 201.9497 201.1787 202.4867 201.7030 201.7234 201.8931
## 369 370 371 372 373 374 375 376
## 202.2118 197.6010 202.2812 200.4642 202.2195 202.5664 197.2311 197.3158
## 377 378 379 380 381 382 383 384
## 197.2696 202.5433 201.5486 199.2409 200.9781 200.2175 197.2388 201.1067
## 385 386 387 388 389 390 391 392
## 201.7980 197.3466 201.1117 197.2850 200.5335 202.3866 202.3943 198.6292
## 393 394 395 396 397 398 399 400
## 202.2735 202.0371 201.9855 197.9378 201.2634 201.6002 202.4894 199.5981
## 401 402 403 404 405 406 407 408
## 198.0175 199.1920 202.3300 197.3928 202.0987 198.6292 198.7166 202.2323
## 409 410 411 412 413 414 415 416
## 202.0371 200.2791 201.7184 200.7341 197.2311 202.0240 202.1114 198.7832
## 417 418 419 420 421 422 423 424
## 199.8422 201.1787 200.6594 200.5516 201.7030 198.9426 197.3466 200.5593
## 425 426 427 428 429 430 431 432
## 202.1449 198.1484 202.3866 202.0960 198.5314 202.2118 201.6876 198.6650
## 433 434 435 436 437 438 439 440
## 202.3069 200.0812 200.2098 199.3359 200.7264 201.3662 201.7030 201.5128
## 441 442 443 444 445 446 447 448
## 201.5282 201.4254 200.8188 197.2311 202.3866 200.8573 198.5572 200.8291
## 449 450 451 452 453 454 455 456
## 202.1476 202.1861 199.5338 200.4769 200.2610 201.6437 198.3978 202.0371
## 457 458 459 460 461 462 463 464
## 201.7338 198.7139 199.9399 200.8214 201.7646 197.3466 200.2329 202.4817
## 465 466 467 468 469 470 471 472
## 201.3045 198.8039 201.4458 197.3389 200.5670 200.5951 201.1452 202.3505
## 473 474 475 476 477 478 479 480
## 201.3662 202.3351 201.5640 200.4950 202.5356 201.9008 200.8265 202.2118
## 481 482 483 484 485 486 487 488
## 201.7749 202.2581 200.9962 198.3747 197.2388 200.8984 202.5021 201.6953
## 489 490 491 492 493 494 495 496
## 201.9574 198.5803 201.1683 198.6188 200.2894 202.2992 202.2350 199.8884
## 497 498 499 500 501 502 503 504
## 202.5048 201.4408 198.8193 200.2329 202.3866 201.5667 201.9805 197.3851
## 505 506 507 508 509 510 511 512
## 202.2273 202.4817 202.3608 201.5128 197.2311 200.1224 202.1988 201.7338
## 513 514 515 516 517 518 519 520
## 199.9399 200.8368 202.4894 197.3158 202.3943 200.5874 201.5205 197.2311
## 521 522 523 524 525 526 527 528
## 202.2992 197.2388 202.4532 199.0815 197.2311 201.1452 200.6209 201.7234
## 529 530 531 532 533 534 535 536
## 201.2660 198.6523 202.3197 202.0371 201.8416 201.9085 197.3081 201.1633
## 537 538 539 540 541 542 543 544
## 201.6002 202.5664 202.4097 201.2942 201.8623 197.2542 197.9301 201.2506
## 545 546 547 548 549 550 551 552
## 199.5904 197.2465 202.0086 198.4544 202.2992 197.2311 198.9503 201.8057
## 553 554 555 556 557 558 559 560
## 199.4310 201.4639 201.4716 198.9864 201.4870 201.9805 201.4381 201.2403
## 561 562 563 564 565 566 567 568
## 202.5329 202.5510 197.2311 202.5279 197.3312 202.1372 201.2403 198.6292
## 569 570 571 572 573 574 575 576
## 202.1526 198.4671 200.5258 198.8783 201.7903 200.3664 201.0578 197.3158
## 577 578 579 580 581 582 583 584
## 201.1402 200.5516 197.3312 202.1245 197.9659 202.2195 201.8596 200.9473
## 585 586 587 588 589 590 591 592
## 200.8753 197.3389 202.1245 200.0246 197.8427 202.4971 202.2992 202.4251
## 593 594 595 596 597 598 599 600
## 201.0759 202.2735 202.4251 200.4719 201.6079 202.0344 200.4642 202.4097
## 601 602 603 604 605 606 607 608
## 201.6464 201.0012 201.7749 201.8777 202.1449 199.8602 202.1245 200.1736
## 609 610 611 612 613 614 615 616
## 197.3851 201.7080 197.3004 201.8854 202.1245 200.1428 201.5359 200.2894
## 617 618 619 620 621 622 623 624
## 197.2388 201.0759 200.3433 202.1064 201.9959 201.0628 200.5747 201.7157
## 625 626 627 628 629 630 631 632
## 200.5516 201.0039 201.7980 201.7619 201.6849 201.1633 200.5720 202.5356
## 633 634 635 636 637 638 639 640
## 201.9651 202.1245 197.2927 201.0759 202.2195 201.7030 202.2581 202.0113
## 641 642 643 644 645 646 647 648
## 201.8623 202.5664 200.4642 198.1588 201.6876 202.0036 202.0267 200.1532
## 649 650 651 652 653 654 655 656
## 198.7782 201.3380 188.6033 201.5486 201.1633 200.0273 200.8804 202.1245
## 657 658 659 660 661 662 663 664
## 200.7803 201.4254 202.4020 201.3816 202.1707 202.3866 200.7160 201.4331
## 665 666 667 668 669 670 671 672
## 202.0163 202.1322 201.6233 200.9962 201.6772 199.3513 201.8623 199.9399
## 673 674 675 676 677 678 679 680
## 200.0427 200.9011 202.6280 201.7569 201.3996 200.9627 202.3069 198.9144
## 681 682 683 684 685 686 687 688
## 199.7651 201.5282 201.5821 200.5181 199.0222 201.4920 201.2403 197.2311
## 689 690 691 692 693 694 695 696
## 201.3380 200.7264 202.4894 199.8499 202.3866 202.1861 201.5205 202.0240
## 697 698 699 700 701 702 703 704
## 202.2581 202.2658 201.7749 197.6318 202.2195 201.0836 201.8339 197.3466
## 705 706 707 708 709 710 711 712
## 200.2329 202.5356 197.3851 201.1067 201.8981 202.4020 202.4740 202.3069
## 713 714 715 716 717 718 719 720
## 197.2850 202.4894 199.3333 201.3354 202.0679 201.4254 197.2311 201.2583
## 721 722 723 724 725 726 727 728
## 201.3457 201.7261 199.9399 202.0267 202.0371 198.5572 200.4127 200.2971
## 729 730 731 732 733 734 735 736
## 201.5128 200.1582 202.1784 201.9085 201.2249 199.1354 200.5516 199.6520
## 737 738 739 740 741 742 743 744
## 200.5566 198.0791 202.4097 201.5128 201.9959 202.2658 202.5202 199.8010
## 745 746 747 748 749 750 751 752
## 199.6570 200.1224 197.3851 201.9497 202.2118 197.3081 197.9455 201.3045
## 753 754 755 756 757 758 759 760
## 202.0448 202.2350 198.6600 202.4790 200.6259 201.5205 202.2992 197.2465
## 761 762 763 764 765 766 767 768
## 197.2465 199.7059 201.8623 198.4544 202.2400 200.2021 198.9118 201.5024
## 769 770 771 772 773 774 775 776
## 200.9627 201.1221 197.2311 201.8031 200.4076 201.2326 201.6310 202.5587
## 777 778 779 780 781 782 783 784
## 200.5516 200.5747 201.2249 202.5664 202.3300 197.2388 201.7749 199.4156
## 785 786 787 788 789 790 791 792
## 200.2456 201.5255 200.4846 201.5255 201.5563 199.0018 201.4331 197.3158
## 793 794 795 796 797 798 799 800
## 197.2696 201.3662 201.8623 200.4796 197.2311 202.0910 201.4562 201.6541
## 801 802 803 804 805 806 807 808
## 201.8057 200.4512 202.3377 201.6437 198.6600 201.6464 200.9369 197.2850
## 809 810 811 812 813 814 815 816
## 200.9808 197.9814 188.6880 202.2889 202.5329 200.1840 202.0344 201.6876
## 817 818 819 820 821 822 823 824
## 200.5027 202.6049 200.1197 198.1638 201.3688 200.4642 197.2388 202.1245
## 825 826 827 828 829 830 831 832
## 202.3866 199.5261 200.7264 201.5513 201.4304 197.3389 201.2095 201.4381
## 833 834 835 836 837 838 839 840
## 197.3928 202.4740 199.6778 201.9805 202.1245 197.2311 202.5741 202.3146
## 841 842 843 844 845 846 847 848
## 201.0836 199.7702 199.3359 200.8111 201.9882 201.6876 202.4251 200.9061
## 849 850 851 852 853 854 855 856
## 197.2850 201.1633 201.7261 201.5332 201.7338 201.6310 197.3235 202.1322
## 857 858 859 860 861 862 863 864
## 201.4331 202.5818 202.2581 200.7006 201.4331 202.1322 200.3330 200.8804
## 865 866 867 868 869 870 871 872
## 200.0273 201.6129 200.9885 201.3431 202.4020 202.3274 198.9298 201.8981
## 873 874 875 876 877 878 879 880
## 201.7980 201.1837 202.3866 202.3069 202.5356 197.8427 199.6905 199.9399
## 881 882 883 884 885 886 887 888
## 202.2631 197.3543 202.4020 201.6310 200.7418 200.5901 201.7311 201.8134
## 889 890 891 892 893 894 895 896
## 201.1633 200.1582 198.6007 201.9959 201.3765 202.4740 200.4796 202.1322
## 897 898 899 900 901 902 903 904
## 201.9367 202.3300 201.0347 201.3919 201.6876 199.7959 200.9473 200.0427
## 905 906 907 908 909 910 911 912
## 200.0015 201.8700 199.4129 200.9396 202.4971 202.2504 202.1245 202.3505
## 913 914 915 916 917 918 919 920
## 201.1452 200.5104 199.8987 202.1988 201.7749 197.8427 201.9805 200.4642
## 921 922 923 924 925 926 927 928
## 201.6079 201.6233 197.2927 202.1295 202.2708 202.4020 198.9195 202.4894
## 929 930 931 932 933 934 935 936
## 200.8265 197.2311 201.2583 197.3312 202.2631 200.5720 202.3300 200.9962
## 937 938 939 940 941 942 943 944
## 198.5056 199.0018 201.4227 201.6876 202.2992 202.6049 200.9165 199.9784
## 945 946 947 948 949 950 951 952
## 197.3620 199.4052 200.0273 200.8727 199.6778 200.0427 197.3543 200.9885
## 953 954 955 956 957 958 959 960
## 197.2388 202.1322 201.8623 201.4331 202.5433 200.7160 202.4328 202.2554
## 961 962 963 964 965 966 967 968
## 201.3045 202.3943 202.1322 200.2098 199.3641 202.1553 200.7264 201.1633
## 969 970 971 972 973 974 975 976
## 197.2927 201.4408 201.4408 202.2581 198.7166 200.1763 201.6876 198.8270
## 977 978 979 980 981 982 983 984
## 200.4719 201.9316 202.0344 202.2477 201.6876 198.3232 199.8499 200.0581
## 985 986 987 988 989 990 991 992
## 200.6132 201.8211 200.1532 198.8732 201.3096 202.1861 198.6084 202.0113
## 993 994 995 996 997 998 999 1000
## 201.4458 202.4740 200.5412 199.7856 197.2388 201.3380 197.3235 200.9677
## 1001 1002 1003 1004 1005 1006 1007 1008
## 197.9043 199.9192 200.5824 202.0371 200.3176 201.6745 200.3048 201.5359
## 1009 1010 1011 1012 1013 1014 1015 1016
## 202.4713 200.6363 198.6265 202.4944 202.1630 200.5258 197.8093 199.9064
## 1017 1018 1019 1020 1021 1022 1023 1024
## 201.8134 198.0764 200.9473 202.1988 200.7264 200.4642 201.4485 202.0960
## 1025 1026 1027 1028 1029 1030 1031 1032
## 201.6233 202.2246 201.0759 202.2350 201.6079 197.9043 201.2506 202.2118
## 1033 1034 1035 1036 1037 1038 1039 1040
## 201.8134 200.9292 197.3235 201.7826 201.8750 201.1298 202.3377 202.5895
## 1041 1042 1043 1044 1045 1046 1047 1048
## 202.0679 197.8427 200.1016 202.2785 200.1686 200.9165 201.8596 202.1141
## 1049 1050 1051 1052 1053 1054 1055 1056
## 201.7261 198.4544 200.7622 202.0113 197.3312 202.2992 200.4358 202.1449
## 1057 1058 1059 1060 1061 1062 1063 1064
## 198.7524 197.2542 199.4310 197.3466 202.5048 197.3235 197.2311 202.2992
## 1065 1066 1067 1068 1069 1070 1071 1072
## 201.7261 201.3250 202.0036 197.3466 201.4562 199.0403 201.4562 200.4538
## 1073 1074 1075 1076 1077 1078 1079 1080
## 201.5717 201.4689 200.6671 201.2506 197.9301 202.2118 202.3146 199.7521
## 1081 1082 1083 1084 1085 1086 1087 1088
## 200.4642 201.8700 198.4544 202.4405 201.6387 201.8854 202.0448 202.2118
## 1089 1090 1091 1092 1093 1094 1095 1096
## 198.6677 200.7699 201.9393 201.2583 200.9677 197.2773 201.6618 200.5593
## 1097 1098 1099 1100 1101 1102 1103 1104
## 201.1067 197.2234 197.2465 202.2992 197.3389 201.5590 197.3774 200.9011
## 1105 1106 1107 1108 1109 1110 1111 1112
## 201.4177 200.4923 198.8886 200.2021 201.7338 201.1787 199.0661 202.6357
## 1113 1114 1115 1116 1117 1118 1119 1120
## 200.1763 200.2175 201.0578 202.3454 200.3973 201.1529 199.8010 199.3359
## 1121 1122 1123 1124 1125 1126 1127 1128
## 202.0806 201.7184 202.1399 202.3866 201.0270 198.1099 200.7264 202.5972
## 1129 1130 1131 1132 1133 1134 1135 1136
## 201.6953 199.4668 202.0190 199.2921 197.3389 201.0836 197.6010 202.2273
## 1137 1138 1139 1140 1141 1142 1143 1144
## 200.5516 201.1298 200.5566 201.5178 201.8211 202.5510 202.2889 200.2406
## 1145 1146 1147 1148 1149 1150 1151 1152
## 202.0498 201.7388 202.3866 198.0406 200.5797 199.3949 200.5593 197.2542
## 1153 1154 1155 1156 1157 1158 1159 1160
## 201.7569 201.3996 198.9657 201.3354 202.4894 197.2311 202.2735 200.3741
## 1161 1162 1163 1164 1165 1166 1167 1168
## 202.3916 200.6929 202.3582 201.6876 200.4281 201.1144 197.3004 199.7933
## 1169 1170 1171 1172 1173 1174 1175 1176
## 202.3608 200.4127 200.7160 201.7184 202.0448 198.7216 197.2311 200.6775
## 1177 1178 1179 1180 1181 1182 1183 1184
## 200.5412 199.5981 201.4562 199.0480 201.5486 201.4254 201.5640 199.4233
## 1185 1186 1187 1188 1189 1190 1191 1192
## 201.7980 197.3620 202.3454 202.5895 201.8623 199.2767 202.2118 199.6289
## 1193 1194 1195 1196 1197 1198 1199 1200
## 200.4796 201.8777 201.7749 198.4852 202.4740 201.6002 201.1633 200.3768
## 1201 1202 1203 1204 1205 1206 1207 1208
## 197.2927 201.8623 197.2388 198.0610 201.2506 202.0679 201.3045 200.8214
## 1209 1210 1211 1212 1213 1214 1215 1216
## 197.3004 201.6541 197.2465 197.3004 200.4950 202.3274 202.5252 200.2175
## 1217 1218 1219 1220 1221 1222 1223 1224
## 197.3697 197.3004 199.9399 201.2788 200.1224 197.9840 199.1123 202.5741
## 1225 1226 1227 1228 1229 1230 1231 1232
## 202.3659 199.9399 201.5205 201.6156 202.4020 201.4254 199.3821 200.7649
## 1233 1234 1235 1236 1237 1238 1239 1240
## 202.4405 201.9959 201.6953 202.1245 202.4020 200.9962 200.9808 202.2118
## 1241 1242 1243 1244 1245 1246 1247 1248
## 201.8777 200.2714 200.9011 199.8087 200.6775 201.7903 200.8599 200.6363
## 1249 1250 1251 1252 1253 1254 1255 1256
## 201.0913 202.6126 200.4642 201.4716 200.7133 201.8777 201.1633 202.6126
## 1257 1258 1259 1260 1261 1262 1263 1264
## 197.2850 197.2311 202.4147 198.1638 202.2427 202.3043 200.6517 197.3158
## 1265 1266 1267 1268 1269 1270 1271 1272
## 201.6876 201.3380 198.8039 201.4047 202.6280 202.2195 197.3697 201.9882
## 1273 1274 1275 1276 1277 1278 1279 1280
## 199.1766 197.3389 201.0913 200.7418 201.8904 200.1147 197.3312 202.2631
## 1281 1282 1283 1284 1285 1286 1287 1288
## 200.0323 199.6212 197.8427 200.4950 202.0679 202.3069 202.3943 201.0990
## 1289 1290 1291 1292 1293 1294 1295 1296
## 201.7826 197.3543 201.8673 198.9067 202.5895 197.9094 199.8036 201.1144
## 1297 1298 1299 1300 1301 1302 1303 1304
## 198.0945 202.1707 197.3466 201.6926 201.9497 201.4408 200.5104 200.7495
## 1305 1306 1307 1308 1309 1310 1311 1312
## 201.6156 202.1372 201.8827 201.8519 202.1141 199.8833 202.2195 202.3943
## 1313 1314 1315 1316 1317 1318 1319 1320
## 201.2506 200.6055 202.4405 200.3048 201.5898 200.2252 198.6881 202.0729
## 1321 1322 1323 1324 1325 1326 1327 1328
## 200.9011 200.6748 202.4740 200.9396 200.8214 201.0913 201.3611 197.2542
## 1329 1330 1331 1332 1333 1334 1335 1336
## 202.5021 200.9962 202.4817 201.9651 200.1736 202.2400 201.2788 200.1147
## 1337 1338 1339 1340 1341 1342 1343 1344
## 201.8288 200.6286 200.0273 198.2462 201.9778 200.5258 202.0421 200.1532
## 1345 1346 1347 1348 1349 1350 1351 1352
## 197.2465 198.7397 197.6807 199.3667 197.8504 200.9885 202.4894 201.6953
## 1353 1354 1355 1356 1357 1358 1359 1360
## 197.2850 200.2175 197.2311 202.1630 200.8599 201.4331 202.4482 201.3200
## 1361 1362 1363 1364 1365 1366 1367 1368
## 202.1245 202.5483 200.7622 202.5125 201.4408 201.9932 202.1245 197.2311
## 1369 1370 1371 1372 1373 1374 1375 1376
## 201.6849 201.4254 200.0631 200.7264 201.9651 199.3975 202.1322 200.0015
## 1377 1378 1379 1380 1381 1382 1383 1384
## 197.3851 200.9088 202.2992 201.7107 201.4150 198.3670 202.3993 199.6778
## 1385 1386 1387 1388 1389 1390 1391 1392
## 200.0581 201.2814 197.2465 201.4535 199.4052 201.2634 197.2619 201.5667
## 1393 1394 1395 1396 1397 1398 1399 1400
## 201.1914 202.2992 202.2554 200.8265 202.2992 197.2619 198.8039 197.2850
## 1401 1402 1403 1404 1405 1406 1407 1408
## 202.2554 197.2388 202.3531 202.3866 198.8039 200.8034 201.5898 197.3235
## 1409 1410 1411 1412 1413 1414 1415 1416
## 201.2326 199.4129 201.3919 199.8010 200.8804 200.0427 199.1535 201.1194
## 1417 1418 1419 1420 1421 1422 1423 1424
## 198.5287 201.3457 201.7030 202.3300 200.0427 201.9882 200.7264 202.4971
## 1425 1426 1427 1428 1429 1430 1431 1432
## 200.4642 202.0240 202.2273 198.1665 202.5356 201.7030 201.5563 201.9959
## 1433 1434 1435 1436 1437 1438 1439 1440
## 200.2071 197.2311 202.1245 201.8623 202.6049 200.7006 201.3508 202.4636
## 1441 1442 1443 1444 1445 1446 1447 1448
## 197.2311 200.1043 197.8427 202.4636 201.4331 198.8321 199.8422 201.4381
## 1449 1450 1451 1452 1453 1454 1455 1456
## 200.2148 202.0806 198.9580 197.6191 202.3197 200.7133 201.8904 200.1686
## 1457 1458 1459 1460 1461 1462 1463 1464
## 202.1938 200.0350 200.0966 202.0729 202.5741 200.9654 200.5516 202.4251
## 1465 1466 1467 1468 1469 1470 1471 1472
## 202.2092 201.2814 200.8214 200.9088 202.4740 200.9396 198.6111 201.5513
## 1473 1474 1475 1476 1477 1478 1479 1480
## 200.2971 201.6437 202.1938 197.2850 200.5978 199.7805 202.4097 202.2195
## 1481 1482 1483 1484 1485 1486 1487 1488
## 201.8519 201.8750 201.0628 202.1218 201.6079 200.7495 201.4254 201.9805
## 1489 1490 1491 1492 1493 1494 1495 1496
## 201.6156 197.2850 200.4642 201.0759 199.2948 199.9218 198.9067 201.8750
## 1497 1498 1499 1500 1501 1502 1503 1504
## 197.3389 201.7980 202.5098 202.2761 202.5895 202.0602 197.8581 201.0628
## 1505 1506 1507 1508 1509 1510 1511 1512
## 200.9242 200.2894 200.4719 198.8732 197.3697 201.9932 201.9959 202.0371
## 1513 1514 1515 1516 1517 1518 1519 1520
## 202.2658 197.3158 202.3300 200.3741 200.6698 201.7954 202.2992 199.6443
## 1521 1522 1523 1524 1525 1526 1527 1528
## 197.3158 199.5877 202.0602 199.4156 201.4947 200.5308 201.0732 197.3928
## 1529 1530 1531 1532 1533 1534 1535 1536
## 197.2542 198.3490 202.3223 198.7062 199.7317 201.9497 197.2311 201.4716
## 1537 1538 1539 1540 1541 1542 1543 1544
## 198.9941 201.4485 197.2311 202.0371 201.3045 199.2228 202.2118 202.3454
## 1545 1546 1547 1548 1549 1550 1551 1552
## 199.6751 200.4950 201.8623 202.2966 200.3999 197.3081 201.1298 200.5670
## 1553 1554 1555 1556 1557 1558 1559 1560
## 198.6446 201.5513 199.6905 201.9085 198.7628 200.8522 197.3081 200.7726
## 1561 1562 1563 1564 1565 1566 1567 1568
## 201.6772 201.0913 197.2311 197.2388 202.4147 200.4642 202.1553 202.5021
## 1569 1570 1571 1572 1573 1574 1575 1576
## 201.0193 201.7800 198.0252 201.6002 200.9885 201.8777 200.9011 201.5486
## 1577 1578 1579 1580 1581 1582 1583 1584
## 199.8010 198.9580 200.2868 201.6953 202.0267 200.7264 199.4206 200.8907
## 1585 1586 1587 1588 1589 1590 1591 1592
## 202.1322 201.1606 200.1428 200.3279 201.6876 201.1710 202.2273 200.3973
## 1593 1594 1595 1596 1597 1598 1599 1600
## 199.5465 201.1067 202.5202 197.3697 200.3330 202.2812 201.6953 199.1612
## 1601 1602 1603 1604 1605 1606 1607 1608
## 197.2311 202.2862 202.2350 202.5741 199.2278 202.2118 201.8134 200.9138
## 1609 1610 1611 1612 1613 1614 1615 1616
## 202.3428 200.5516 201.0759 201.0759 201.4227 200.0554 201.1787 200.1455
## 1617 1618 1619 1620 1621 1622 1623 1624
## 199.1354 198.8039 201.7080 202.3866 201.3457 198.0406 199.1327 198.9787
## 1625 1626 1627 1628 1629 1630 1631 1632
## 201.5359 200.6748 201.7492 201.5436 201.1837 202.4559 201.3585 198.8116
## 1633 1634 1635 1636 1637 1638 1639 1640
## 197.3851 199.0942 198.0637 201.3765 202.4251 200.8445 198.9529 202.4894
## 1641 1642 1643 1644 1645 1646 1647 1648
## 202.4817 202.3582 202.1218 200.5258 201.0913 197.3466 202.1707 202.2273
## 1649 1650 1651 1652 1653 1654 1655 1656
## 201.8057 202.3428 202.2118 202.4740 202.1630 197.2311 199.1689 197.3004
## 1657 1658 1659 1660 1661 1662 1663 1664
## 202.0421 199.4360 201.7030 199.3487 200.9781 202.5972 197.2773 201.1348
## 1665 1666 1667 1668 1669 1670 1671 1672
## 200.5516 201.2968 201.3045 202.4174 202.2118 200.9677 201.7826 202.4251
## 1673 1674 1675 1676 1677 1678 1679 1680
## 202.5433 202.0525 197.9659 202.0344 200.4153 202.0448 201.6591 202.1630
## 1681 1682 1683 1684 1685 1686 1687 1688
## 197.2465 202.4020 200.6440 201.4304 197.2542 198.8193 200.0273 200.5978
## 1689 1690 1691 1692 1693 1694 1695 1696
## 201.8057 200.1301 198.9657 202.1322 201.5332 202.0756 202.2658 198.7062
## 1697 1698 1699 1700 1701 1702 1703 1704
## 202.4251 201.5821 202.2992 197.2927 200.1301 201.2376 199.0326 201.7003
## 1705 1706 1707 1708 1709 1710 1711 1712
## 200.8496 201.3354 200.9215 201.2583 200.4692 201.8931 200.5000 201.3354
## 1713 1714 1715 1716 1717 1718 1719 1720
## 201.1941 202.5279 201.7903 201.7749 201.8623 197.2388 202.3197 197.3543
## 1721 1722 1723 1724 1725 1726 1727 1728
## 199.2998 201.2865 200.5412 201.5024 201.1040 199.1019 201.5871 197.2311
## 1729 1730 1731 1732 1733 1734 1735 1736
## 201.9574 200.1994 199.6855 201.8416 202.4455 198.2873 197.3543 197.2465
## 1737 1738 1739 1740 1741 1742 1743 1744
## 201.5486 199.5003 197.2311 201.9624 197.2311 198.7216 197.3235 202.3531
## 1745 1746 1747 1748 1749 1750 1751 1752
## 201.7261 200.6236 202.3146 197.3466 202.2195 199.2409 202.1834 202.0036
## 1753 1754 1755 1756 1757 1758 1759 1760
## 202.5895 197.3312 200.2379 202.5664 200.7083 201.4047 202.5406 198.8655
## 1761 1762 1763 1764 1765 1766 1767 1768
## 202.2862 200.2483 201.2222 201.1375 200.0735 202.0525 200.8265 202.1245
## 1769 1770 1771 1772 1773 1774 1775 1776
## 201.9651 201.7338 198.9118 200.2610 202.4894 200.4796 202.0240 202.1037
## 1777 1778 1779 1780 1781 1782 1783 1784
## 202.3505 198.1049 201.7030 201.4535 201.5486 201.2711 201.9882 201.7492
## 1785 1786 1787 1788 1789 1790 1791 1792
## 200.1840 201.8211 201.6876 201.9547 201.4331 200.2868 201.0347 197.2927
## 1793 1794 1795 1796 1797 1798 1799 1800
## 200.0015 201.2788 198.0225 202.4147 199.9553 200.8368 202.5356 198.3336
## 1801 1802 1803 1804 1805 1806 1807 1808
## 201.2480 202.3505 200.3125 199.4310 199.3744 200.8881 202.0344 201.7030
## 1809 1810 1811 1812 1813 1814 1815 1816
## 202.2015 202.5098 199.8602 198.3413 201.0039 201.3431 201.6387 199.0738
## 1817 1818 1819 1820 1821 1822 1823 1824
## 201.3380 198.1484 201.1683 202.2350 199.8499 197.3774 199.1689 202.3146
## 1825 1826 1827 1828 1829 1830 1831 1832
## 197.2619 201.0116 200.2791 198.4517 201.4612 201.6876 200.9858 200.0273
## 1833 1834 1835 1836 1837 1838 1839 1840
## 200.0323 202.1553 197.2542 201.0320 200.3664 197.8863 199.9449 199.4822
## 1841 1842 1843 1844 1845 1846 1847 1848
## 198.0687 202.0987 201.6541 200.7264 197.2465 201.9959 201.7234 201.5128
## 1849 1850 1851 1852 1853 1854 1855 1856
## 201.2814 198.6292 197.8427 202.5098 201.4331 199.3359 197.6422 198.7628
## 1857 1858 1859 1860 1861 1862 1863 1864
## 202.1114 199.9269 197.3620 199.3282 201.4689 200.0658 200.7264 198.4698
## 1865 1866 1867 1868 1869 1870 1871 1872
## 197.2465 197.2927 202.1707 197.2927 202.3223 200.5181 201.7157 202.4020
## 1873 1874 1875 1876 1877 1878 1879 1880
## 201.5359 201.5282 202.6280 198.8578 199.7882 201.8134 200.8650 202.4971
## 1881 1882 1883 1884 1885 1886 1887 1888
## 199.3795 202.2889 201.7415 202.0421 199.2459 199.3359 201.6876 201.5975
## 1889 1890 1891 1892 1893 1894 1895 1896
## 199.0249 199.0557 200.6671 201.4458 202.3943 198.8039 200.5516 202.1784
## 1897 1898 1899 1900 1901 1902 1903 1904
## 201.8700 200.5489 200.4642 202.3146 201.1683 200.6363 197.2388 202.3505
## 1905 1906 1907 1908 1909 1910 1911 1912
## 201.7826 202.2195 202.2350 202.4740 199.9553 198.0406 201.0732 198.4029
## 1913 1914 1915 1916 1917 1918 1919 1920
## 202.4020 202.1784 201.7030 200.8727 201.6876 201.1787 200.4846 201.0501
## 1921 1922 1923 1924 1925 1926 1927 1928
## 200.6621 201.6387 197.9994 201.0089 201.1941 201.8750 200.2175 201.5024
## 1929 1930 1931 1932 1933 1934 1935 1936
## 200.9011 201.8854 200.9677 198.3336 201.1040 200.8368 200.0554 199.2074
## 1937 1938 1939 1940 1941 1942 1943 1944
## 202.0371 202.2273 202.3866 202.3146 197.2311 198.7524 200.6363 199.0326
## 1945 1946 1947 1948 1949 1950 1951 1952
## 200.7341 202.2118 201.7080 200.2894 201.9008 200.4230 202.5510 202.5175
## 1953 1954 1955 1956 1957 1958 1959 1960
## 201.7749 201.8623 200.5643 197.2311 202.4740 197.3158 202.5279 201.9008
## 1961 1962 1963 1964 1965 1966 1967 1968
## 197.3158 199.4310 199.0018 200.8984 197.2311 197.2311 199.7394 199.8884
## 1969 1970 1971 1972 1973 1974 1975 1976
## 201.1067 198.4337 197.3851 200.1428 197.2542 202.2427 202.0679 201.3123
## 1977 1978 1979 1980 1981 1982 1983 1984
## 201.2634 200.4719 199.6751 200.7699 197.2311 197.2696 200.4846 202.3146
## 1985 1986 1987 1988 1989 1990 1991 1992
## 201.7415 201.9932 201.9574 202.3069 202.3043 199.3025 202.3146 199.3975
## 1993 1994 1995 1996 1997 1998 1999 2000
## 199.9372 197.8632 198.3540 200.0142 200.4950 200.4127 197.2850 200.2687
## 2001 2002 2003 2004 2005 2006 2007 2008
## 201.5332 202.0448 202.3762 200.2021 201.7465 200.2252 197.3466 202.2992
## 2009 2010 2011 2012 2013 2014 2015 2016
## 199.2998 197.2542 201.3611 199.7959 202.2273 201.0913 198.0406 202.1553
## 2017 2018 2019 2020 2021 2022 2023 2024
## 202.1399 197.3466 201.9651 201.4562 200.7572 202.3736 201.7826 202.4097
## 2025 2026 2027 2028 2029 2030 2031 2032
## 197.2388 200.7391 202.1476 201.5513 202.1141 200.9627 201.2376 198.9221
## 2033 2034 2035 2036 2037 2038 2039 2040
## 200.8445 201.3996 201.4227 200.0658 197.2311 200.8984 198.8990 199.3487
## 2041 2042 2043 2044 2045 2046 2047 2048
## 202.4790 201.2737 201.3508 202.5098 201.9393 200.5516 202.4894 200.1582
## 2049 2050 2051 2052 2053 2054 2055 2056
## 202.1245 200.1301 200.6517 202.5510 198.1049 202.2273 202.4971 200.3638
## 2057 2058 2059 2060 2061 2062 2063 2064
## 201.9805 201.3611 199.8653 201.9805 200.4796 201.4920 201.4408 201.2711
## 2065 2066 2067 2068 2069 2070 2071 2072
## 197.3697 202.0987 201.0913 201.1221 200.2483 199.1431 202.1399 198.8809
## 2073 2074 2075 2076 2077 2078 2079 2080
## 197.3543 200.3099 200.6390 202.1707 200.3664 197.3235 201.9574 198.7936
## 2081 2082 2083 2084 2085 2086 2087 2088
## 197.7115 199.4668 201.8981 202.3866 202.3069 197.2542 202.1861 197.3158
## 2089 2090 2091 2092 2093 2094 2095 2096
## 200.7264 200.8034 200.0427 200.4796 201.6360 199.4591 200.0169 200.0812
## 2097 2098 2099 2100 2101 2102 2103 2104
## 199.8114 201.7107 198.8193 200.7649 197.8504 200.1813 199.9938 197.3851
## 2105 2106 2107 2108 2109 2110 2111 2112
## 202.1988 202.4097 198.6600 197.2619 201.3354 197.2465 201.4535 199.3282
## 2113 2114 2115 2116 2117 2118 2119 2120
## 197.9455 200.2791 200.8522 198.3259 200.9088 201.0732 197.2311 200.6621
## 2121 2122 2123 2124 2125 2126 2127 2128
## 198.0175 201.6953 199.7471 200.0015 199.2278 202.4301 197.9763 200.9011
## 2129 2130 2131 2132 2133 2134 2135 2136
## 198.0045 201.2326 197.2850 201.1348 200.3407 201.0039 200.4538 202.4020
## 2137 2138 2139 2140 2141 2142 2143 2144
## 200.1197 201.1529 201.0836 200.7133 202.1399 200.2791 197.2696 197.3466
## 2145 2146 2147 2148 2149 2150 2151 2152
## 200.3664 200.4050 201.6953 202.1114 200.7803 201.1760 202.4147 202.6049
## 2153 2154 2155 2156 2157 2158 2159 2160
## 201.1864 200.3845 200.3125 199.9680 200.7930 200.9962 201.4843 201.0759
## 2161 2162 2163 2164 2165 2166 2167 2168
## 202.4020 197.2388 199.9269 199.2613 201.8700 200.5516 200.5643 202.1037
## 2169 2170 2171 2172 2173 2174 2175 2176
## 202.6357 201.8623 197.2619 197.2850 201.4793 201.5332 199.4156 199.0095
## 2177 2178 2179 2180 2181 2182 2183 2184
## 200.8445 197.2311 202.4944 202.3146 201.8262 202.2195 199.2948 202.4894
## 2185 2186 2187 2188 2189 2190 2191 2192
## 202.5021 198.8039 199.5388 201.6437 197.2542 199.0788 199.0711 200.5747
## 2193 2194 2195 2196 2197 2198 2199 2200
## 201.7338 199.1920 197.3543 201.1298 202.1399 202.2658 201.8057 202.2195
## 2201 2202 2203 2204 2205 2206 2207 2208
## 201.0243 202.2273 202.4740 200.4642 202.1707 200.3048 199.1535 197.2619
## 2209 2210 2211 2212 2213 2214 2215 2216
## 200.7572 201.9497 201.0913 198.0252 202.1553 197.3543 200.9215 202.2658
## 2217 2218 2219 2220 2221 2222 2223 2224
## 197.2388 201.5128 200.1043 198.4544 202.0883 202.0036 200.7341 201.4562
## 2225 2226 2227 2228 2229 2230 2231 2232
## 200.3176 202.0371 202.3146 201.7903 202.1322 200.2714 201.0166 197.3774
## 2233 2234 2235 2236 2237 2238 2239 2240
## 201.7080 201.2788 200.0939 199.4052 199.8602 201.8931 198.2616 200.0142
## 2241 2242 2243 2244 2245 2246 2247 2248
## 200.2894 200.8650 202.0652 198.7909 201.4227 200.4796 198.8475 197.6345
## 2249 2250 2251 2252 2253 2254 2255 2256
## 201.9497 200.2252 198.4260 200.1301 201.8108 201.9651 201.4639 201.8031
## 2257 2258 2259 2260 2261 2262 2263 2264
## 198.1665 202.5329 201.9547 202.5048 202.4790 200.6621 198.4594 201.6772
## 2265 2266 2267 2268 2269 2270 2271 2272
## 202.3866 202.2992 197.2311 202.2169 197.2542 198.5622 199.1046 200.8111
## 2273 2274 2275 2276 2277 2278 2279 2280
## 202.3505 200.7264 201.2557 197.8427 200.0323 202.0371 202.5252 198.6754
## 2281 2282 2283 2284 2285 2286 2287 2288
## 197.3081 201.2891 197.2773 199.3436 202.0910 199.2717 201.9959 202.4894
## 2289 2290 2291 2292 2293 2294 2295 2296
## 201.5101 200.5516 201.9162 201.3431 201.2968 202.2477 202.2735 198.9452
## 2297 2298 2299 2300 2301 2302 2303 2304
## 202.3300 200.4076 201.3508 199.2409 200.1532 201.8596 197.2311 200.8445
## 2305 2306 2307 2308 2309 2310 2311 2312
## 198.9683 201.0089 197.3697 199.0403 202.1245 197.2542 202.4559 202.2889
## 2313 2314 2315 2316 2317 2318 2319 2320
## 201.4458 200.0735 200.6671 202.6049 200.7957 201.2968 197.3774 200.8522
## 2321 2322 2323 2324 2325 2326 2327 2328
## 201.3045 200.5951 200.7545 197.2311 197.3081 199.6520 200.3768 202.4301
## 2329 2330 2331 2332 2333 2334 2335 2336
## 201.9393 197.2311 202.3916 202.4251 202.3120 201.8339 201.7749 199.9476
## 2337 2338 2339 2340 2341 2342 2343 2344
## 201.8211 201.8777 202.6049 200.5566 202.5972 201.6876 202.3043 201.6002
## 2345 2346 2347 2348 2349 2350 2351 2352
## 200.1840 202.4455 202.2992 202.3866 202.2273 201.6745 202.0679 200.7957
## 2353 2354 2355 2356 2357 2358 2359 2360
## 199.2690 201.3970 197.2696 197.2619 202.2631 201.8134 198.5468 202.4740
## 2361 2362 2363 2364 2365 2366 2367 2368
## 199.1843 199.3590 202.2992 202.3120 200.4642 199.2717 197.2773 197.3466
## 2369 2370 2371 2372 2373 2374 2375 2376
## 200.2302 201.0913 198.2950 199.9476 201.0347 201.8854 200.5516 200.6259
## 2377 2378 2379 2380 2381 2382 2383 2384
## 202.4790 200.2637 201.8777 197.2619 200.9138 201.0501 197.2465 200.7083
## 2385 2386 2387 2388 2389 2390 2391 2392
## 201.6695 200.6390 198.1099 201.6876 201.0501 199.8602 202.4020 200.2894
## 2393 2394 2395 2396 2397 2398 2399 2400
## 201.0501 201.7646 197.2311 199.1250 200.5747 201.4304 200.5308 202.3866
## 2401 2402 2403 2404 2405 2406 2407 2408
## 202.3916 200.9550 201.1633 201.6437 197.3004 199.6031 199.4541 200.5412
## 2409 2410 2411 2412 2413 2414 2415 2416
## 197.2311 202.5048 201.6464 202.2350 197.3235 199.2536 200.7264 202.4174
## 2417 2418 2419 2420 2421 2422 2423 2424
## 200.2560 202.2992 202.3762 197.3081 200.2456 202.5048 201.7749 202.1245
## 2425 2426 2427 2428 2429 2430 2431 2432
## 198.4414 201.8623 200.3845 202.3069 201.2506 201.3611 202.4740 201.7980
## 2433 2434 2435 2436 2437 2438 2439 2440
## 197.8220 198.2796 201.8623 200.6286 201.8931 197.3389 201.9959 202.3300
## 2441 2442 2443 2444 2445 2446 2447 2448
## 202.3274 199.3641 202.2273 202.0163 197.2542 201.9728 201.5178 202.3377
## 2449 2450 2451 2452 2453 2454 2455 2456
## 199.0711 201.6695 200.7264 201.3045 197.3081 199.7009 202.0987 200.8291
## 2457 2458 2459 2460 2461 2462 2463 2464
## 199.0172 201.2249 200.7622 197.2388 197.3851 199.5981 200.3768 202.2966
## 2465 2466 2467 2468 2469 2470 2471 2472
## 200.8599 200.8830 200.8034 200.0273 201.5436 201.2172 202.4224 198.4544
## 2473 2474 2475 2476 2477 2478 2479 2480
## 201.7030 201.3765 201.1194 200.9627 197.2773 200.7726 199.0738 201.2968
## 2481 2482 2483 2484 2485 2486 2487 2488
## 197.2850 199.4052 200.7264 198.8809 201.7234 202.2992 202.2169 197.2311
## 2489 2490 2491 2492 2493 2494 2495 2496
## 198.5776 197.2465 197.2850 199.3821 201.8700 198.1923 200.2894 200.2791
## 2497 2498 2499 2500 2501 2502 2503 2504
## 201.1452 200.2791 202.0525 202.6357 199.3590 199.2151 197.3928 200.7649
## 2505 2506 2507 2508 2509 2510 2511 2512
## 201.3919 199.7728 202.2504 201.1606 202.1938 202.1476 197.2388 200.9446
## 2513 2514 2515 2516 2517 2518 2519 2520
## 202.0267 201.4254 200.7264 201.2557 201.3842 201.9213 198.7370 202.4020
## 2521 2522 2523 2524 2525 2526 2527 2528
## 200.0735 197.3697 201.0836 199.1535 200.8984 198.8039 197.2388 200.2329
## 2529 2530 2531 2532 2533 2534 2535 2536
## 202.5587 202.4020 202.2092 200.4512 202.0833 200.6440 201.6876 202.0652
## 2537 2538 2539 2540 2541 2542 2543 2544
## 200.7649 202.1399 201.8365 201.6876 202.5125 201.8134 200.4538 200.2971
## 2545 2546 2547 2548 2549 2550 2551 2552
## 200.2894 197.2311 198.6985 201.7646 199.8268 202.0960 200.5335 197.3004
## 2553 2554 2555 2556 2557 2558 2559 2560
## 197.6422 202.4097 197.3697 197.9428 199.9938 197.2927 202.0910 201.4997
## 2561 2562 2563 2564 2565 2566 2567 2568
## 202.0036 198.6446 201.4254 201.4304 201.7800 198.1588 200.4642 202.4328
## 2569 2570 2571 2572 2573 2574 2575 2576
## 202.2504 201.9701 202.5279 200.1147 200.2252 197.7554 201.2068 199.9553
## 2577 2578 2579 2580 2581 2582 2583 2584
## 202.0960 200.5516 201.5255 201.5744 202.5048 200.4307 200.2148 201.8981
## 2585 2586 2587 2588 2589 2590 2591 2592
## 199.3641 200.5516 200.1736 201.3919 202.2735 202.4097 202.1707 201.6437
## 2593 2594 2595 2596 2597 2598 2599 2600
## 202.0910 199.0403 201.2583 199.0453 201.0012 202.1603 202.2631 201.7723
## 2601 2602 2603 2604 2605 2606 2607 2608
## 198.9606 199.2486 200.2175 201.0243 198.1923 200.8496 202.2118 201.8854
## 2609 2610 2611 2612 2613 2614 2615 2616
## 200.4950 200.2894 199.4129 197.2542 200.6390 200.7468 197.3851 201.0424
## 2617 2618 2619 2620 2621 2622 2623 2624
## 201.4793 197.2465 201.0424 200.9962 201.7388 201.0551 201.9932 200.2175
## 2625 2626 2627 2628 2629 2630 2631 2632
## 201.2018 201.6052 200.9446 198.9298 200.9011 202.1988 197.3774 200.5516
## 2633 2634 2635 2636 2637 2638 2639 2640
## 198.9864 202.0987 202.5125 199.2998 202.6357 202.2992 202.3866 201.9805
## 2641 2642 2643 2644 2645 2646 2647 2648
## 201.7030 198.9941 198.0764 200.3279 200.4615 199.5492 200.6825 201.5436
## 2649 2650 2651 2652 2653 2654 2655 2656
## 202.1399 197.2850 199.8499 201.3123 199.3410 201.7261 199.8241 201.8750
## 2657 2658 2659 2660 2661 2662 2663 2664
## 202.5279 201.9239 200.5516 202.2350 201.4073 198.8039 200.5593 200.1917
## 2665 2666 2667 2668 2669 2670 2671 2672
## 202.1630 202.0883 202.5279 201.5667 201.5486 201.7492 202.4097 202.2118
## 2673 2674 2675 2676 2677 2678 2679 2680
## 197.3928 202.1938 200.7341 198.4621 201.1683 199.3513 197.3235 201.3457
## 2681 2682 2683 2684 2685 2686 2687 2688
## 202.3943 199.5904 201.1864 201.2634 202.5483 198.6677 198.6369 201.3970
## 2689 2690 2691 2692 2693 2694 2695 2696
## 197.2465 199.4052 199.0557 199.9399 201.2737 201.0655 201.4997 201.6953
## 2697 2698 2699 2700 2701 2702 2703 2704
## 198.5006 202.3069 197.3389 202.2992 200.3999 201.1633 201.5975 201.9882
## 2705 2706 2707 2708 2709 2710 2711 2712
## 199.1920 197.3466 200.7418 201.2788 201.4254 202.0652 197.2542 202.1245
## 2713 2714 2715 2716 2717 2718 2719 2720
## 202.1476 198.0175 201.1683 202.3351 199.7882 202.0421 197.6911 200.7880
## 2721 2722 2723 2724 2725 2726 2727 2728
## 201.7749 201.1941 200.3125 200.4204 197.3389 200.7056 197.3620 201.1760
## 2729 2730 2731 2732 2733 2734 2735 2736
## 198.9349 197.2927 200.2483 199.8679 202.3943 200.3202 202.2015 201.7492
## 2737 2738 2739 2740 2741 2742 2743 2744
## 201.5128 201.0474 201.7107 200.7880 201.1837 201.7903 202.1553 202.5972
## 2745 2746 2747 2748 2749 2750 2751 2752
## 202.4482 197.2773 198.6369 199.3282 197.7554 201.4150 199.8961 198.3670
## 2753 2754 2755 2756 2757 2758 2759 2760
## 197.7269 200.2021 198.3721 200.2071 202.1322 201.7261 201.4254 201.7107
## 2761 2762 2763 2764 2765 2766 2767 2768
## 198.1357 200.5027 202.3943 202.2427 202.4817 202.5406 199.3359 198.3182
## 2769 2770 2771 2772 2773 2774 2775 2776
## 198.9452 199.7933 200.8368 200.7803 201.8519 199.4772 200.6775 197.3158
## 2777 2778 2779 2780 2781 2782 2783 2784
## 202.0086 197.3235 201.9805 202.3223 197.3158 201.1914 202.2504 199.2640
## 2785 2786 2787 2788 2789 2790 2791 2792
## 202.2427 197.3543 202.0163 202.5483 201.7826 198.4775 202.2246 202.4971
## 2793 2794 2795 2796 2797 2798 2799 2800
## 202.1476 199.2613 197.3466 197.3774 200.2483 199.9476 201.0347 201.9162
## 2801 2802 2803 2804 2805 2806 2807 2808
## 200.6028 200.4642 202.4070 202.4817 202.4224 201.8031 201.8623 202.5048
## 2809 2810 2811 2812 2813 2814 2815 2816
## 200.5797 197.2773 202.2195 197.2619 199.1689 197.3466 200.7418 201.4843
## 2817 2818 2819 2820 2821 2822 2823 2824
## 201.7542 198.3644 197.8220 200.3048 200.4461 199.9476 202.4147 201.4227
## 2825 2826 2827 2828 2829 2830 2831 2832
## 201.7749 201.3816 199.9526 199.6674 197.2696 197.2465 201.6876 198.8552
## 2833 2834 2835 2836 2837 2838 2839 2840
## 201.2249 201.4793 202.0679 202.2735 199.6855 200.2637 202.4301 202.2992
## 2841 2842 2843 2844 2845 2846 2847 2848
## 200.1840 202.5406 197.3389 200.6363 199.0634 200.7341 197.3235 202.2350
## 2849 2850 2851 2852 2853 2854 2855 2856
## 199.8422 202.0421 198.4544 200.7341 201.0347 201.4920 201.7723 198.0175
## 2857 2858 2859 2860 2861 2862 2863 2864
## 202.1399 199.9630 201.3200 201.2711 201.4331 202.1399 202.4301 202.4147
## 2865 2866 2867 2868 2869 2870 2871 2872
## 202.2273 202.4020 201.6541 202.4174 201.2018 199.3975 197.2542 198.7601
## 2873 2874 2875 2876 2877 2878 2879 2880
## 201.0836 198.5545 200.5901 202.2992 201.2249 201.9497 200.5104 199.2047
## 2881 2882 2883 2884 2885 2886 2887 2888
## 201.5667 201.8777 201.4150 198.8809 202.5048 201.6283 201.1194 201.4254
## 2889 2890 2891 2892 2893 2894 2895 2896
## 200.9523 198.9221 200.9088 198.6369 200.6825 199.0480 197.3774 197.2311
## 2897 2898 2899 2900 2901 2902 2903 2904
## 200.1609 202.1784 197.2619 202.2889 200.6182 201.6310 200.3253 200.5335
## 2905 2906 2907 2908 2909 2910 2911 2912
## 200.3176 200.9858 200.2894 199.4310 198.2616 198.2385 200.8727 202.2118
## 2913 2914 2915 2916 2917 2918 2919 2920
## 202.1526 200.3768 200.2894 201.2583 199.2563 198.8990 197.3235 201.9651
## 2921 2922 2923 2924 2925 2926 2927 2928
## 199.2536 201.8288 202.0833 202.3943 201.3173 200.8599 197.2465 202.0448
## 2929 2930 2931 2932 2933 2934 2935 2936
## 201.2299 198.3336 200.7726 199.5619 199.8241 199.9476 200.2894 197.2311
## 2937 2938 2939 2940 2941 2942 2943 2944
## 201.9497 201.5178 200.7237 199.4695 201.7903 200.9962 199.3282 202.4740
## 2945 2946 2947 2948 2949 2950 2951 2952
## 202.1630 197.3466 202.3043 199.1766 202.5202 202.3866 202.1037 200.8214
## 2953 2954 2955 2956 2957 2958 2959 2960
## 199.4360 199.5954 200.9781 201.8134 200.2868 200.6902 200.4642 200.1609
## 2961 2962 2963 2964 2965 2966 2967 2968
## 202.3454 202.5048 202.2631 201.7826 200.4538 197.3620 201.6876 199.7367
## 2969 2970 2971 2972 2973 2974 2975 2976
## 201.4254 202.1680 201.6876 197.2311 200.7264 200.8522 199.8679 199.6212
## 2977 2978 2979 2980 2981 2982 2983 2984
## 199.3564 199.1816 202.3043 197.2773 202.3685 198.7782 197.3081 201.9805
## 2985 2986 2987 2988 2989 2990 2991 2992
## 201.8700 201.7492 202.3993 200.4307 197.3158 200.1378 197.3312 202.4894
## 2993 2994 2995 2996 2997 2998 2999 3000
## 201.8623 201.7749 198.2873 199.9861 197.6680 201.7749 201.3919 201.2968
## 3001 3002 3003 3004 3005 3006 3007 3008
## 202.3069 197.2850 202.5741 201.8185 202.4532 202.3531 201.3508 200.2021
## 3009 3010 3011 3012 3013 3014 3015 3016
## 202.4251 201.3662 200.7341 197.3312 202.3351 199.4233 200.2329 202.3866
## 3017 3018 3019 3020 3021 3022 3023 3024
## 202.2246 202.0113 201.4947 201.4381 201.7800 198.8270 202.1938 199.1689
## 3025 3026 3027 3028 3029 3030 3031 3032
## 202.0448 200.2894 197.3389 197.3774 201.0836 201.1452 201.5332 200.6979
## 3033 3034 3035 3036 3037 3038 3039 3040
## 200.5720 197.6345 198.4671 197.5883 201.1117 202.4482 198.8732 200.7930
## 3041 3042 3043 3044 3045 3046 3047 3048
## 199.6597 202.0421 202.4174 202.2118 202.5202 197.2542 198.7678 199.3975
## 3049 3050 3051 3052 3053 3054 3055 3056
## 197.7554 201.3380 200.2971 202.0371 197.3312 197.2619 200.9088 201.6002
## 3057 3058 3059 3060 3061 3062 3063 3064
## 201.0424 201.8854 197.3928 200.9446 202.3454 201.2942 202.4944 199.0326
## 3065 3066 3067 3068 3069 3070 3071 3072
## 200.3202 201.2249 200.4230 198.6446 202.3069 200.9473 201.0270 202.1245
## 3073 3074 3075 3076 3077 3078 3079 3080
## 200.9858 201.1683 201.6618 201.7338 202.6126 197.2465 201.9136 201.9497
## 3081 3082 3083 3084 3085 3086 3087 3088
## 201.5667 197.3774 200.6390 201.6926 200.6390 202.4020 200.3356 202.1476
## 3089 3090 3091 3092 3093 3094 3095 3096
## 201.7261 201.3173 201.7646 197.6680 202.3762 202.2504 202.2273 198.7474
## 3097 3098 3099 3100 3101 3102 3103 3104
## 197.2927 202.0498 201.5409 200.6467 201.7749 201.9959 201.9008 202.4740
## 3105 3106 3107 3108 3109 3110 3111 3112
## 200.7264 199.7240 201.8339 201.5409 201.6876 197.2311 199.6212 199.8987
## 3113 3114 3115 3116 3117 3118 3119 3120
## 197.3697 202.3377 199.0068 201.8442 198.2847 198.2385 200.8650 202.2118
## 3121 3122 3123 3124 3125 3126 3127 3128
## 200.4950 201.0836 199.4668 201.3457 201.3431 201.3662 201.4331 197.2465
## 3129 3130 3131 3132 3133 3134 3135 3136
## 202.1784 202.2092 202.4817 202.1911 201.0990 199.7086 202.4867 200.2175
## 3137 3138 3139 3140 3141 3142 3143 3144
## 200.7495 200.0092 201.0809 199.5184 199.3359 201.7749 202.1322 200.6286
## 3145 3146 3147 3148 3149 3150 3151 3152
## 200.4642 202.4301 202.3300 200.1378 202.2992 201.8519 200.1455 200.4538
## 3153 3154 3155 3156 3157 3158 3159 3160
## 200.0350 202.5202 201.5128 201.4485 200.5516 200.3048 201.3045 199.2640
## 3161 3162 3163 3164 3165 3166 3167 3168
## 199.0068 202.0113 201.6953 200.5824 198.8578 200.6825 200.8907 198.9144
## 3169 3170 3171 3172 3173 3174 3175 3176
## 200.9550 202.1834 200.6286 199.0172 197.3928 197.2311 202.2350 200.2687
## 3177 3178 3179 3180 3181 3182 3183 3184
## 201.5744 202.1938 202.4482 201.5178 201.0039 202.1399 198.4183 201.8904
## 3185 3186 3187 3188 3189 3190 3191 3192
## 201.8700 202.5972 200.6028 202.6049 200.8034 197.3620 202.4559 200.3022
## 3193 3194 3195 3196 3197 3198 3199 3200
## 201.3277 197.7450 201.8057 201.2145 201.7903 202.2812 200.3768 202.0371
## 3201 3202 3203 3204 3205 3206 3207 3208
## 200.4642 200.3176 200.3048 199.4464 200.4461 202.3377 201.2506 201.4227
## 3209 3210 3211 3212 3213 3214 3215 3216
## 201.8700 200.8907 202.0960 201.0759 198.8039 202.4174 202.2092 202.1938
## 3217 3218 3219 3220 3221 3222 3223 3224
## 200.3048 201.7030 201.1144 202.0267 201.3996 202.5972 198.1049 200.5181
## 3225 3226 3227 3228 3229 3230 3231 3232
## 202.3943 202.2118 199.1535 201.4254 199.4052 202.1784 200.9935 201.6849
## 3233 3234 3235 3236 3237 3238 3239 3240
## 199.0403 201.7646 197.2850 200.4153 200.3587 202.5741 199.3872 200.3587
## 3241 3242 3243 3244 3245 3246 3247 3248
## 201.9393 197.3389 202.4971 198.7524 197.3004 201.1633 202.4559 202.4020
## 3249 3250 3251 3252 3253 3254 3255 3256
## 202.2195 202.4609 199.0815 200.0812 200.5489 202.0036 201.5975 201.3019
## 3257 3258 3259 3260 3261 3262 3263 3264
## 200.3922 202.5175 201.3019 198.6831 199.3513 197.8170 201.4227 201.9497
## 3265 3266 3267 3268 3269 3270 3271 3272
## 197.5960 198.3747 197.5960 201.0039 198.8732 199.6828 201.5667 199.1689
## 3273 3274 3275 3276 3277 3278 3279 3280
## 201.5563 202.4817 202.4636 200.9962 200.8137 202.4174 199.1327 197.3774
## 3281 3282 3283 3284 3285 3286 3287 3288
## 197.2465 201.6206 200.4615 200.0323 199.5338 198.7216 202.1707 197.6757
## 3289 3290 3291 3292 3293 3294 3295 3296
## 200.8342 197.3389 200.4127 197.3851 201.7030 198.5006 201.8493 202.2992
## 3297 3298 3299 3300 3301 3302 3303 3304
## 197.8940 200.6363 199.4156 202.3839 199.9834 200.2148 200.9011 202.5048
## 3305 3306 3307 3308 3309 3310 3311 3312
## 201.8519 200.3356 201.9651 200.8599 202.2992 198.2873 201.9085 200.6390
## 3313 3314 3315 3316 3317 3318 3319 3320
## 200.6313 202.3146 200.8522 202.1399 201.0116 200.2071 200.9165 201.0116
## 3321 3322 3323 3324 3325 3326 3327 3328
## 201.1710 198.6161 202.4020 201.6876 197.2388 200.9165 200.2379 201.8981
## 3329 3330 3331 3332 3333 3334 3335 3336
## 198.7524 199.6647 202.0729 201.1502 201.7311 197.4494 200.2764 200.5951
## 3337 3338 3339 3340 3341 3342 3343 3344
## 201.5563 201.9855 201.8108 199.7136 201.1117 199.3872 202.0009 199.3872
## 3345 3346 3347 3348 3349 3350 3351 3352
## 201.8339 202.5972 201.9855 201.9290 197.8066 197.3774 201.9855 201.4124
## 3353 3354 3355 3356 3357 3358 3359 3360
## 200.5154 202.0960 197.3851 201.0397 200.3561 197.3851 202.3428 201.0628
## 3361 3362 3363 3364 3365 3366 3367 3368
## 198.5930 202.2708 202.5098 202.4301 201.9290 202.5175 202.4224 202.1988
## 3369 3370 3371 3372 3373 3374 3375 3376
## 201.5486 199.1970 200.6105 200.9446 198.6650 202.2631 201.9213 199.4668
## 3377 3378 3379 3380 3381 3382 3383 3384
## 199.6262 201.1117 199.8164 201.2299 197.8066 202.0806 201.5717 201.3893
## 3385 3386 3387 3388 3389 3390 3391 3392
## 201.4612 201.2068 201.9932 202.3351 200.8881 200.4281 202.3659 200.1736
## 3393 3394 3395 3396 3397 3398 3399 3400
## 201.6591 201.3173 201.8493 198.5930 201.8108 202.4301 201.4766 200.6825
## 3401 3402 3403 3404 3405 3406 3407 3408
## 202.4224 200.2456 199.5388 200.4204 201.1502 201.5486 202.3582 202.5406
## 3409 3410 3411 3412 3413 3414 3415 3416
## 197.3697 202.2862 197.3543 202.3428 200.5874 202.1680 201.9213 199.7290
## 3417 3418 3419 3420 3421 3422 3423 3424
## 201.4047 201.6591 200.6979 200.4358 199.1019 197.3697 202.5972 199.2921
## 3425 3426 3427 3428 3429 3430 3431 3432
## 200.3407 201.9136 201.1991 201.2068 201.8493 201.3019 202.4532 201.3173
## 3433 3434 3435 3436 3437 3438 3439 3440
## 200.7699 200.4204 201.8339 201.6514 201.3893 201.0243 198.7678 197.8786
## 3441 3442 3443 3444 3445 3446 3447 3448
## 198.4979 201.1117 199.7290 201.5717 198.7755 198.7601 197.7038 202.6280
## 3449 3450 3451 3452 3453 3454 3455 3456
## 201.7234 201.4920 202.5098 201.8981 200.2533 200.3330 198.2358 199.2767
## 3457 3458 3459 3460 3461 3462 3463 3464
## 200.7341 200.4796 202.1141 202.2118 202.3351 201.8904 201.6876 201.9805
## 3465 3466 3467 3468 3469 3470 3471 3472
## 201.9162 199.7728 200.4204 197.2465 199.4591 201.7261 200.5516 197.8297
## 3473 3474 3475 3476 3477 3478 3479 3480
## 201.9497 201.0990 202.1476 200.5566 201.2506 201.2968 200.0400 202.2323
## 3481 3482 3483 3484 3485 3486 3487 3488
## 202.1322 201.9316 200.1455 197.3312 199.1354 197.3620 199.0557 200.9473
## 3489 3490 3491 3492 3493 3494 3495 3496
## 197.3004 200.2945 202.2785 198.4852 197.2850 202.5098 201.4331 201.5590
## 3497 3498 3499 3500 3501 3502 3503 3504
## 202.2169 200.1224 202.5741 200.1120 200.3999 200.2379 202.2118 201.0578
## 3505 3506 3507 3508 3509 3510 3511 3512
## 201.4331 201.1144 202.3428 201.7107 200.5593 201.4689 198.1665 200.5720
## 3513 3514 3515 3516 3517 3518 3519 3520
## 199.6778 202.4482 202.2118 199.0969 201.3354 198.2154 202.5202 197.7554
## 3521 3522 3523 3524 3525 3526 3527 3528
## 201.3173 201.4562 201.6002 200.3356 199.4437 201.1221 201.1067 198.8655
## 3529 3530 3531 3532 3533 3534 3535 3536
## 201.7749 201.3380 200.6544 197.3928 202.3943 202.2323 200.3279 201.0990
## 3537 3538 3539 3540 3541 3542 3543 3544
## 200.2329 202.0036 199.0661 198.0071 200.7264 200.1736 202.1114 201.5205
## 3545 3546 3547 3548 3549 3550 3551 3552
## 202.3531 200.0065 201.2018 200.1301 202.2992 199.4156 199.5261 197.2619
## 3553 3554 3555 3556 3557 3558 3559 3560
## 201.4227 200.4461 202.2273 200.4461 198.3824 197.7423 201.0578 201.3765
## 3561 3562 3563 3564 3565 3566 3567 3568
## 198.8809 199.6289 201.4254 201.1864 202.0833 202.4559 198.6446 198.7370
## 3569 3570 3571 3572 3573 3574 3575 3576
## 201.2968 201.2172 201.7003 202.4405 202.4174 197.3774 201.4843 201.4331
## 3577 3578 3579 3580 3581 3582 3583 3584
## 202.0833 202.5510 202.4097 202.3916 201.0347 200.9523 199.4849 202.3866
## 3585 3586 3587 3588 3589 3590 3591 3592
## 199.9707 197.3389 200.3356 201.6206 200.4769 197.8093 202.2246 202.1784
## 3593 3594 3595 3596 3597 3598 3599 3600
## 200.3253 197.3774 202.3300 202.3377 202.4174 198.6677 202.3736 200.9242
## 3601 3602 3603 3604 3605 3606 3607 3608
## 199.5261 202.5202 201.7749 201.8519 201.9574 200.6621 200.6621 202.4328
## 3609 3610 3611 3612 3613 3614 3615 3616
## 200.3664 201.7107 201.5128 202.1322 200.9165 199.8910 202.3300 197.3235
## 3617 3618 3619 3620 3621 3622 3623 3624
## 197.2773 200.7133 201.9574 202.5098 200.1301 197.3312 197.2927 200.9165
## 3625 3626 3627 3628 3629 3630 3631 3632
## 201.6310 201.0039 201.0116 199.6212 200.3253 201.9085 197.3415 199.4900
## 3633 3634 3635 3636 3637 3638 3639 3640
## 199.5030 200.3407 201.8493 202.3531 200.2379 201.9651 202.4894 200.7803
## 3641 3642 3643 3644 3645 3646 3647 3648
## 202.0009 199.6855 201.7030 201.9162 200.9754 197.2619 201.7492 197.3851
## 3649 3650 3651 3652 3653 3654 3655 3656
## 202.6126 202.3608 201.2814 201.9085 197.3620 201.6514 197.2696 197.2311
## 3657 3658 3659 3660 3661 3662 3663 3664
## 197.6757 198.2796 201.7903 201.8623 200.6028 200.9550 202.2581 197.2465
## 3665 3666 3667 3668 3669 3670 3671 3672
## 199.7213 199.8602 200.6698 201.8211 200.8445 202.0371 197.3928 198.5572
## 3673 3674 3675 3676 3677 3678 3679 3680
## 199.6932 200.7341 199.9630 201.0578 202.1218 197.2311 199.6135 200.4923
## 3681 3682 3683 3684 3685 3686 3687 3688
## 202.4147 201.7184 199.2871 202.0498 201.9497 202.2735 202.1603 202.3043
## 3689 3690 3691 3692 3693 3694 3695 3696
## 202.0240 197.2927 200.1455 201.6156 201.7877 199.9399 201.8981 199.0095
## 3697 3698 3699 3700 3701 3702 3703 3704
## 201.7646 197.3851 201.9882 200.2714 201.7877 197.3081 201.9393 201.7030
## 3705 3706 3707 3708 3709 3710 3711 3712
## 199.6778 202.3685 199.5107 200.7495 201.9497 202.4894 197.7631 201.4254
## 3713 3714 3715 3716 3717 3718 3719 3720
## 200.4796 202.2554 202.1938 201.9574 201.4689 197.6603 199.4745 197.2850
## 3721 3722 3723 3724 3725 3726 3727 3728
## 200.2687 197.3774 198.5160 201.7030 201.7415 201.8596 202.0371 198.6496
## 3729 3730 3731 3732 3733 3734 3735 3736
## 199.6855 200.6621 200.7418 200.0400 201.0039 199.5030 199.3590 201.7980
## 3737 3738 3739 3740 3741 3742 3743 3744
## 202.2092 200.2714 200.4719 200.3099 200.1351 201.9574 199.6366 202.3377
## 3745 3746 3747 3748 3749 3750 3751 3752
## 199.3025 201.8623 197.3081 202.2350 202.3659 197.3928 202.2118 202.1245
## 3753 3754 3755 3756 3757 3758 3759 3760
## 202.1322 202.4020 202.2889 201.1683 201.5640 201.1425 202.2118 201.8673
## 3761 3762 3763 3764 3765 3766 3767 3768
## 200.6286 198.8424 200.6979 200.4538 200.8522 200.2225 197.2311 202.5895
## 3769 3770 3771 3772 3773 3774 3775 3776
## 200.9473 202.5895 202.2350 197.2773 197.3697 201.9213 200.9242 200.7056
## 3777 3778 3779 3780 3781 3782 3783 3784
## 201.0628 200.4719 200.3048 198.3540 202.1064 201.9316 201.0836 202.4378
## 3785 3786 3787 3788 3789 3790 3791 3792
## 201.3200 201.2506 197.4494 197.2311 200.4719 202.5356 202.2169 201.5359
## 3793 3794 3795 3796 3797 3798 3799 3800
## 201.5871 201.8700 201.0347 200.5978 200.2894 201.5205 201.9805 201.7030
## 3801 3802 3803 3804 3805 3806 3807 3808
## 199.6597 201.8211 202.2581 200.5670 202.3685 202.4174 199.0969 202.4867
## 3809 3810 3811 3812 3813 3814 3815 3816
## 202.5587 199.6778 198.3798 200.4873 198.1896 201.4381 200.7006 200.7880
## 3817 3818 3819 3820 3821 3822 3823 3824
## 200.6544 198.3232 202.5125 198.7755 200.7314 202.5098 202.0679 201.1864
## 3825 3826 3827 3828 3829 3830 3831 3832
## 201.4331 199.6597 198.8809 201.3380 201.0039 197.5883 201.5128 197.6884
## 3833 3834 3835 3836 3837 3838 3839 3840
## 202.0960 201.4997 197.7554 199.4668 199.9218 202.1245 199.3590 201.1144
## 3841 3842 3843 3844 3845 3846 3847 3848
## 201.3739 201.5178 201.8442 197.2388 200.6544 197.3466 201.8777 202.3943
## 3849 3850 3851 3852 3853 3854 3855 3856
## 202.1630 200.3973 199.1535 202.0190 201.6079 200.3561 198.7909 200.9242
## 3857 3858 3859 3860 3861 3862 3863 3864
## 197.8786 201.5436 197.3158 201.6772 200.0554 201.7903 201.9393 199.0172
## 3865 3866 3867 3868 3869 3870 3871 3872
## 201.4304 200.3202 202.4740 199.2921 202.1322 200.2098 201.7107 197.3081
## 3873 3874 3875 3876 3877 3878 3879 3880
## 200.8599 202.3943 197.2850 200.3356 200.9885 201.5513 201.2891 199.6108
## 3881 3882 3883 3884 3885 3886 3887 3888
## 198.6754 201.8134 201.9497 200.1378 201.9805 202.0883 197.3158 202.3043
## 3889 3890 3891 3892 3893 3894 3895 3896
## 201.7903 200.9677 201.0089 199.5030 202.5587 197.7785 201.5717 200.7545
## 3897 3898 3899 3900 3901 3902 3903 3904
## 202.5433 202.3146 201.5205 198.7139 200.0427 199.0661 198.5160 197.3081
## 3905 3906 3907 3908 3909 3910 3911 3912
## 201.3019 198.8193 202.1245 202.2992 202.2812 202.5406 201.6926 200.3048
## 3913 3914 3915 3916 3917 3918 3919 3920
## 201.2660 200.3768 197.2696 200.1532 201.1375 197.3955 197.3235 197.2542
## 3921 3922 3923 3924 3925 3926 3927 3928
## 201.0012 201.0501 199.6212 201.9624 200.9215 200.8291 202.3685 200.6363
## 3929 3930 3931 3932 3933 3934 3935 3936
## 200.1147 201.7826 197.3543 200.0708 198.3490 200.3664 201.3200 201.8777
## 3937 3938 3939 3940 3941 3942 3943 3944
## 201.5436 197.2619 201.9059 197.3620 197.7065 197.3774 202.1399 201.9547
## 3945 3946 3947 3948 3949 3950 3951 3952
## 201.0682 201.5640 201.3173 199.9192 201.3893 199.2074 199.2124 202.4971
## 3953 3954 3955 3956 3957 3958 3959 3960
## 201.6387 200.0708 201.8904 197.2542 201.9290 199.7779 201.4535 201.7030
## 3961 3962 3963 3964 3965 3966 3967 3968
## 201.0990 200.6929 197.3851 198.3386 202.5741 200.2379 199.2278 198.6446
## 3969 3970 3971 3972 3973 3974 3975 3976
## 199.4437 197.7631 201.3096 202.0267 202.4713 202.5279 199.6932 197.2850
## 3977 3978 3979 3980 3981 3982 3983 3984
## 201.8623 202.1784 197.2927 199.1766 202.0729 201.6387 200.5593 201.4766
## 3985 3986 3987 3988 3989 3990 3991 3992
## 198.1588 200.5566 200.3099 201.5205 201.2583 199.5646 198.6600 201.8211
## 3993 3994 3995 3996 3997 3998 3999 4000
## 200.7957 200.1147 201.9497 201.3173 197.3004 202.0498 201.5282 201.0501
## 4001 4002 4003 4004 4005 4006 4007 4008
## 201.6876 202.3531 200.9962 202.1114 202.3866 197.3158 201.2299 200.7160
## 4009 4010 4011 4012 4013 4014 4015 4016
## 200.6544 200.4512 200.8137 202.1553 200.9704 199.2844 201.7261 201.2557
## 4017 4018 4019 4020 4021 4022 4023 4024
## 197.4340 197.2696 200.9704 201.6310 201.0809 197.2927 199.5904 202.0009
## 4025 4026 4027 4028 4029 4030 4031 4032
## 200.9600 198.3463 202.3069 200.2764 198.3747 200.5516 201.7569 201.9651
## 4033 4034 4035 4036 4037 4038 4039 4040
## 199.2486 201.2222 200.4435 197.3774 201.8623 201.5590 201.6052 202.2427
## 4041 4042 4043 4044 4045 4046 4047 4048
## 201.1221 201.9701 200.2021 202.3274 200.8881 200.6028 201.0347 202.5125
## 4049 4050 4051 4052 4053 4054 4055 4056
## 197.3851 202.4636 202.2477 200.2456 202.2581 202.4405 200.5824 201.4639
## 4057 4058 4059 4060 4061 4062 4063 4064
## 200.9858 198.9606 202.2350 201.0759 200.5566 197.2388 201.0089 200.5231
## 4065 4066 4067 4068 4069 4070 4071 4072
## 200.2225 200.8907 198.8039 200.5747 201.8211 202.2118 201.0424 201.4870
## 4073 4074 4075 4076 4077 4078 4079 4080
## 201.3354 198.9118 200.3587 198.5622 199.0815 202.0652 202.0910 201.6360
## 4081 4082 4083 4084 4085 4086 4087 4088
## 200.4615 202.4455 202.3043 197.5806 201.1425 201.3457 202.1526 199.6058
## 4089 4090 4091 4092 4093 4094 4095 4096
## 201.4254 201.2095 202.4174 200.6390 198.6754 198.7062 197.3466 201.7234
## 4097 4098 4099 4100 4101 4102 4103 4104
## 201.9316 197.6730 200.5516 201.2249 200.3433 200.8342 197.8066 198.0714
## 4105 4106 4107 4108 4109 4110 4111 4112
## 199.5234 201.4870 197.3235 197.4340 200.5027 199.4360 200.1686 202.3839
## 4113 4114 4115 4116 4117 4118 4119 4120
## 199.4618 200.6671 202.3608 199.5338 197.3466 201.3457 202.3300 198.5237
## 4121 4122 4123 4124 4125 4126 4127 4128
## 201.7569 197.3774 201.4485 197.3235 200.2329 201.7338 200.9396 201.9497
## 4129 4130 4131 4132 4133 4134 4135 4136
## 200.1378 202.0883 202.5895 199.8833 200.7341 202.4455 201.9162 202.0086
## 4137 4138 4139 4140 4141 4142 4143 4144
## 197.3081 201.7646 201.8416 199.6828 199.6778 199.9449 197.2927 200.2894
## 4145 4146 4147 4148 4149 4150 4151 4152
## 202.3454 201.3816 201.9239 197.2927 202.2246 200.9215 197.2773 197.7219
## 4153 4154 4155 4156 4157 4158 4159 4160
## 201.7749 201.8134 201.8700 200.4050 202.5895 202.4740 202.5818 199.6751
## 4161 4162 4163 4164 4165 4166 4167 4168
## 201.7184 201.1117 199.5030 200.2945 201.1144 202.4070 202.3608 202.4482
## 4169 4170 4171 4172 4173 4174 4175 4176
## 202.1707 202.2273 201.8134 200.8984 199.5261 202.2785 202.2118 202.0987
## 4177 4178 4179 4180 4181 4182 4183 4184
## 199.3641 198.8321 202.0883 201.9162 202.3659 201.9651 201.7619 202.1245
## 4185 4186 4187 4188 4189 4190 4191 4192
## 199.8010 197.3389 202.0371 198.5495 201.7749 200.6775 200.0504 201.2403
## 4193 4194 4195 4196 4197 4198 4199 4200
## 202.3943 200.6390 198.6754 201.7619 197.2773 201.5640 201.2814 201.3534
## 4201 4202 4203 4204 4205 4206 4207 4208
## 202.1476 199.7521 198.9657 202.1988 201.0963 197.6345 202.0113 198.8706
## 4209 4210 4211 4212 4213 4214 4215 4216
## 197.8016 201.8057 201.2942 200.6748 198.9941 201.9316 200.4692 202.1526
## 4217 4218 4219 4220 4221 4222 4223 4224
## 200.3895 197.2542 200.4512 198.8578 199.3821 202.4636 201.9085 197.2850
## 4225 4226 4227 4228 4229 4230 4231 4232
## 200.7545 201.7826 201.3970 201.5255 201.3277 202.4740 202.1630 201.7184
## 4233 4234 4235 4236 4237 4238 4239 4240
## 201.9574 201.2068 197.3081 198.7447 200.2225 202.5202 198.2154 200.3484
## 4241 4242 4243 4244 4245 4246 4247 4248
## 197.2311 199.1662 202.4482 198.4106 200.5027 198.1203 199.9707 202.2889
## 4249 4250 4251 4252 4253 4254 4255 4256
## 200.5824 201.5486 201.6156 199.1766 199.7856 199.5234 200.9473 197.2773
## 4257 4258 4259 4260 4261 4262 4263 4264
## 202.6357 202.2092 201.5821 201.4793 200.1890 201.9316 200.5901 200.3587
## 4265 4266 4267 4268 4269 4270 4271 4272
## 197.2388 201.5282 201.9728 201.9316 200.5154 200.9523 201.4254 202.1603
## 4273 4274 4275 4276 4277 4278 4279 4280
## 199.0661 197.2619 202.2273 200.1609 202.4636 200.1917 202.5098 201.1117
## 4281 4282 4283 4284 4285 4286 4287 4288
## 202.2118 201.5282 201.9136 200.5747 198.8116 200.6517 200.4873 202.1399
## 4289 4290 4291 4292 4293 4294 4295 4296
## 198.4621 201.1683 201.9574 197.6680 200.8034 201.4870 201.7954 198.4621
## 4297 4298 4299 4300 4301 4302 4303 4304
## 201.6953 202.3762 197.7631 201.3611 198.9760 199.5030 200.4127 202.3531
## 4305 4306 4307 4308 4309 4310 4311 4312
## 197.3466 202.2427 201.0193 201.3380 200.4950 200.3638 202.1707 200.8496
## 4313 4314 4315 4316 4317 4318 4319 4320
## 202.2273 200.3638 201.9547 201.0836 197.3851 200.5747 201.2506 201.9316
## 4321 4322 4323 4324 4325 4326 4327 4328
## 202.0575 202.2992 199.4772 200.8368 202.3943 201.7826 197.2465 200.9473
## 4329 4330 4331 4332 4333 4334 4335 4336
## 200.3510 201.0886 201.5898 201.2660 198.7062 201.7903 200.7264 201.9728
## 4337 4338 4339 4340 4341 4342 4343 4344
## 201.7569 202.2554 201.0913 202.4301 202.4532 202.5972 202.4020 201.4716
## 4345 4346 4347 4348 4349 4350 4351 4352
## 202.2631 202.0729 202.2427 197.3928 201.6079 199.5107 202.5587 198.7293
## 4353 4354 4355 4356 4357 4358 4359 4360
## 202.1861 201.4331 201.8288 199.7471 197.2696 200.8599 201.7646 202.1399
## 4361 4362 4363 4364 4365 4366 4367 4368
## 200.9242 199.1920 201.6360 200.9473 200.0554 197.2388 201.6953 201.0089
## 4369 4370 4371 4372 4373 4374 4375 4376
## 197.2619 201.8057 200.7341 197.3543 200.1994 199.6289 197.3184 197.2696
## 4377 4378 4379 4380 4381 4382 4383 4384
## 197.2927 201.6541 201.0270 197.3004 200.6467 197.2619 202.4328 199.6597
## 4385 4386 4387 4388 4389 4390 4391 4392
## 201.8854 202.2992 199.5415 201.0193 201.7826 201.9059 200.3818 202.5664
## 4393 4394 4395 4396 4397 4398 4399 4400
## 202.4817 202.6357 197.3389 197.2388 200.2868 201.8031 200.9473 202.0575
## 4401 4402 4403 4404 4405 4406 4407 4408
## 201.9497 200.7930 197.3081 199.8756 197.6911 197.3004 198.5649 199.1843
## 4409 4410 4411 4412 4413 4414 4415 4416
## 199.1816 199.5388 202.5125 202.2992 201.8623 202.1553 199.8602 202.2427
## 4417 4418 4419 4420 4421 4422 4423 4424
## 200.7726 200.4153 202.2812 201.9497 200.0427 200.6621 202.2735 201.9290
## 4425 4426 4427 4428 4429 4430 4431 4432
## 202.0910 198.5649 199.6932 200.2945 200.7880 202.4020 197.3235 199.8010
## 4433 4434 4435 4436 4437 4438 4439 4440
## 201.5024 201.7569 201.7030 199.7290 202.3762 199.4026 201.9547 202.1037
## 4441 4442 4443 4444 4445 4446 4447 4448
## 198.8398 198.9375 199.0738 202.1938 202.5021 199.7521 197.3004 201.0886
## 4449 4450 4451 4452 4453 4454 4455 4456
## 197.3466 201.5975 200.6363 198.8193 200.8291 200.2610 200.4615 200.9011
## 4457 4458 4459 4460 4461 4462 4463 4464
## 200.5643 202.2427 200.2687 202.3197 201.1914 198.5418 197.2619 199.1843
## 4465 4466 4467 4468 4469 4470 4471 4472
## 199.1200 198.9837 200.9704 200.6363 199.5800 197.3158 202.0910 197.3004
## 4473 4474 4475 4476 4477 4478 4479 4480
## 202.1399 200.4873 197.3620 197.8940 197.3235 201.0270 197.3004 200.8034
## 4481 4482 4483 4484 4485 4486 4487 4488
## 202.2195 200.2098 200.4873 200.5824 197.2619 201.2583 197.3466 202.1784
## 4489 4490 4491 4492 4493 4494 4495 4496
## 201.4485 202.1399 200.3099 197.3235 201.3688 201.5744 201.5794 201.2249
## 4497 4498 4499 4500 4501 4502 4503 4504
## 201.8931 197.3466 200.3202 201.4612 197.2388 201.5282 201.9728 201.9008
## 4505 4506 4507 4508 4509 4510 4511 4512
## 200.5670 202.2581 201.4047 202.0113 200.7803 198.7678 197.5806 201.0501
## 4513 4514 4515 4516 4517 4518 4519 4520
## 201.3611 202.0602 202.2554 201.4716 201.8623 201.1633 198.4286 202.4328
## 4521 4522 4523 4524 4525 4526 4527 4528
## 198.6908 197.2773 201.2891 201.6618 202.3943 202.3120 200.6467 197.6807
## 4529 4530 4531 4532 4533 4534 4535 4536
## 202.3351 200.0169 198.2204 198.3028 202.5510 202.4636 197.2927 200.3484
## 4537 4538 4539 4540 4541 4542 4543 4544
## 198.3540 202.5356 200.2302 198.6369 199.3436 201.2711 199.4695 197.3004
## 4545 4546 4547 4548 4549 4550 4551 4552
## 198.8090 202.2273 200.4204 200.6363 201.6310 202.5406 201.9085 197.3004
## 4553 4554 4555 4556 4557 4558 4559 4560
## 201.7980 201.2737 201.4793 201.3123 202.4740 201.2942 197.2311 200.8007
## 4561 4562 4563 4564 4565 4566 4567 4568
## 202.4070 201.3739 202.0240 197.3389 197.3235 199.1277 201.6079 199.6339
## 4569 4570 4571 4572 4573 4574 4575 4576
## 202.0652 200.4153 201.8777 199.0480 200.6440 201.2172 201.8365 198.5880
## 4577 4578 4579 4580 4581 4582 4583 4584
## 202.3146 199.5107 202.0498 202.2477 199.8010 198.6496 202.1834 202.0910
## 4585 4586 4587 4588 4589 4590 4591 4592
## 201.8057 202.5329 201.5205 197.3543 200.0427 201.9497 201.7542 202.3659
## 4593 4594 4595 4596 4597 4598 4599 4600
## 200.5077 202.3736 200.6775 200.8342 197.2773 202.2554 201.4562 202.6126
## 4601 4602 4603 4604 4605 4606 4607 4608
## 202.4378 201.0990 200.2791 202.2015 201.8365 198.0841 199.5107 199.0068
## 4609 4610 4611 4612 4613 4614 4615 4616
## 201.0963 199.9630 201.9239 201.6079 201.7492 200.3638 197.2850 197.3620
## 4617 4618 4619 4620 4621 4622 4623 4624
## 202.5279 202.4740 198.7936 200.3125 201.8211 201.7826 197.6834 199.8756
## 4625 4626 4627 4628 4629 4630 4631 4632
## 202.1630 199.8730 202.1114 199.6366 201.7030 197.3851 202.0371 201.7415
## 4633 4634 4635 4636 4637 4638 4639 4640
## 201.6953 202.4097 202.3377 200.7957 199.8602 200.7776 202.6357 201.9574
## 4641 4642 4643 4644 4645 4646 4647 4648
## 202.3608 201.7234 199.9861 201.0474 201.6668 199.1689 200.9011 202.2246
## 4649 4650 4651 4652 4653 4654 4655 4656
## 202.3300 201.7492 200.8753 200.7776 201.2095 202.3069 198.3309 197.2311
## 4657 4658 4659 4660 4661 4662 4663 4664
## 201.7184 200.8265 198.5545 201.7415 202.4378 197.7708 201.4689 199.3256
## 4665 4666 4667 4668 4669 4670 4671 4672
## 199.0068 202.5048 197.8478 200.8676 197.2388 201.9497 197.3620 201.8288
## 4673 4674 4675 4676 4677 4678 4679 4680
## 202.5175 200.9215 199.4156 202.0036 202.3762 201.6876 197.8247 198.6677
## 4681 4682 4683 4684 4685 4686 4687 4688
## 202.5356 199.5492 201.1117 201.5898 201.2660 199.1662 199.6674 201.0270
## 4689 4690 4691 4692 4693 4694 4695 4696
## 197.2696 201.6310 197.2388 198.9606 197.3646 201.1221 197.2696 199.7163
## 4697 4698 4699 4700 4701 4702 4703 4704
## 201.9728 201.9574 200.7264 201.8442 198.6985 201.8623 202.1553 199.0326
## 4705 4706 4707 4708 4709 4710 4711 4712
## 202.2400 198.6523 202.4817 199.5954 202.2118 201.6079 201.4485 201.6618
## 4713 4714 4715 4716 4717 4718 4719 4720
## 201.8134 198.6292 200.0065 197.3851 202.2092 202.3377 201.3765 201.8750
## 4721 4722 4723 4724 4725 4726 4727 4728
## 201.1914 197.7554 200.9138 201.4562 202.1834 200.7495 198.6831 201.3045
## 4729 4730 4731 4732 4733 4734 4735 4736
## 200.4050 201.0166 197.3620 197.2773 201.8931 201.7980 202.4097 199.5157
## 4737 4738 4739 4740 4741 4742 4743 4744
## 197.3466 202.0498 201.0501 202.3839 202.0883 201.8339 200.0350 200.2714
## 4745 4746 4747 4748 4749 4750 4751 4752
## 202.0267 200.4384 200.0142 202.3300 200.8984 199.6828 201.6953 202.0525
## 4753 4754 4755 4756 4757 4758 4759 4760
## 197.2465 201.7492 197.3697 200.0273 200.6852 201.7903 199.5415 202.1938
## 4761 4762 4763 4764 4765 4766 4767 4768
## 198.9298 201.0578 197.3235 200.8265 198.5418 201.5436 199.7471 198.6342
## 4769 4770 4771 4772 4773 4774 4775 4776
## 197.3774 202.1064 201.8288 200.7930 200.7160 200.4461 201.2326 202.3762
## 4777 4778 4779 4780 4781 4782 4783 4784
## 198.2693 201.9574 201.8777 202.2992 199.8679 200.2329 200.7083 201.9497
## 4785 4786 4787 4788 4789 4790 4791 4792
## 202.4817 202.3916 202.1630 199.2151 201.3842 200.9627 199.7086 199.0172
## 4793 4794 4795 4796 4797 4798 4799 4800
## 200.9627 201.5282 199.1612 200.9935 202.1553 202.3146 201.4381 201.8493
## 4801 4802 4803 4804 4805 4806 4807 4808
## 201.7749 199.6058 201.1194 201.0039 201.6926 197.3312 197.2311 197.3466
## 4809 4810 4811 4812 4813 4814 4815 4816
## 200.1532 197.2927 197.2388 197.2542 202.5279 202.4740 201.9882 201.9136
## 4817 4818 4819 4820 4821 4822 4823 4824
## 197.7296 199.9064 202.2246 199.8191 201.6514 201.9624 202.3762 201.8057
## 4825 4826 4827 4828 4829 4830 4831 4832
## 202.4455 197.2311 200.4642 201.1991 199.6751 197.2542 197.3081 202.4405
## 4833 4834 4835 4836 4837 4838 4839 4840
## 200.6132 202.1064 199.0738 197.3774 199.8318 200.1532 201.5821 200.6594
## 4841 4842 4843 4844 4845 4846 4847 4848
## 201.1787 200.8881 201.5128 200.2894 201.4689 197.2773 201.5590 201.9624
## 4849 4850 4851 4852 4853 4854 4855 4856
## 199.2563 197.2311 201.5205 201.7492 198.9195 197.3774 200.8676 199.8345
## 4857 4858 4859 4860 4861 4862 4863 4864
## 200.9165 201.8108 198.4363 197.5806 201.0039 199.7136 202.1784 201.4947
## 4865 4866 4867 4868 4869 4870 4871 4872
## 201.9393 197.7115 201.0551 197.3312 198.6523 199.4900 201.5821 201.7465
## 4873 4874 4875 4876 4877 4878 4879 4880
## 200.7006 199.8114 201.7311 199.6185 201.1787 200.5154 198.9914 202.4174
## 4881 4882 4883 4884 4885 4886 4887 4888
## 197.3081 202.4482 202.4482 198.8501 198.4363 202.2735 202.2966 197.3081
## 4889 4890 4891 4892 4893 4894 4895 4896
## 201.9497 201.0836 199.0738 202.2504 200.1274 201.3585 200.0862 199.6905
## 4897 4898 4899 4900 4901 4902 4903 4904
## 202.4405 199.0661 197.3004 200.3253 202.0575 202.4740 201.7954 201.1864
## 4905 4906 4907 4908 4909 4910 4911 4912
## 201.4716 201.2583 201.7903 197.3620 201.9239 202.4944 200.0631 199.1535
## 4913 4914 4915 4916 4917 4918 4919 4920
## 201.6695 200.6363 200.0015 198.1742 200.2406 200.4950 198.3182 198.5495
## 4921 4922 4923 4924 4925 4926 4927 4928
## 202.4740 202.3377 199.5030 200.5308 202.1245 200.8573 199.4206 201.7107
## 4929 4930 4931 4932 4933 4934 4935 4936
## 202.3377 197.7554 201.3380 198.9787 200.2098 198.6342 200.5258 200.5104
## 4937 4938 4939 4940 4941 4942 4943 4944
## 199.3975 201.0578 197.3928 200.6132 202.2273 200.8496 197.3312 202.1630
## 4945 4946 4947 4948 4949 4950 4951 4952
## 197.2465 200.6594 201.3893 200.7880 200.3818 200.2175 199.2124 201.3123
## 4953 4954 4955 4956 4957 4958 4959 4960
## 202.2323 199.4206 200.4642 200.5231 197.2927 198.5468 201.7261 197.7554
## 4961 4962 4963 4964 4965 4966 4967 4968
## 201.4843 198.9221 199.1404 200.6286 197.3543 201.5282 202.0498 199.3487
## 4969 4970 4971 4972 4973 4974 4975 4976
## 198.5056 202.3505 197.3004 201.6002 197.2773 200.5258 197.2388 202.2812
## 4977 4978 4979 4980 4981 4982 4983 4984
## 200.2098 201.9624 197.2311 197.2927 201.9855 198.9041 201.1864 201.6514
## 4985 4986 4987 4988 4989 4990 4991 4992
## 201.8700 202.4070 197.6549 198.9991 201.5717 201.7261 197.3158 202.0448
## 4993 4994 4995 4996 4997 4998 4999 5000
## 197.3312 202.1630 197.3620 202.5433 201.8827 201.7980 197.3697 197.3081
## 5001 5002 5003 5004 5005 5006 5007 5008
## 199.7856 197.2850 202.1322 197.2850 200.8753 199.7805 200.9011 200.5951
## 5009 5010 5011 5012 5013 5014 5015 5016
## 201.8262 198.9683 201.5205 201.6514 201.8700 202.1707 200.5720 197.4725
## 5017 5018 5019 5020 5021 5022 5023 5024
## 202.3120 199.5030 202.2427 198.6677 202.2015 201.4331 202.4147 201.0193
## 5025 5026 5027 5028 5029 5030 5031 5032
## 202.0575 199.5311 200.8214 202.4559 200.0142 200.1428 201.5640 202.2323
## 5033 5034 5035 5036 5037 5038 5039 5040
## 197.3697 201.6618 201.4639 197.2388 201.6387 199.6262 201.2299 201.6464
## 5041 5042 5043 5044 5045 5046 5047 5048
## 199.7548 197.3697 197.2850 201.0578 201.3277 201.8519 200.7726 201.9882
## 5049 5050 5051 5052 5053 5054 5055 5056
## 202.3454 197.2311 202.0371 201.7800 199.8987 199.8164 198.9529 201.6953
## 5057 5058 5059 5060 5061 5062 5063 5064
## 201.7338 201.0474 201.3380 202.4971 202.5279 200.2945 199.8602 202.2992
## 5065 5066 5067 5068 5069 5070 5071 5072
## 200.4923 200.7726 198.9375 202.1322 199.6031 200.7264 201.8134 200.3176
## 5073 5074 5075 5076 5077 5078 5079 5080
## 202.5587 200.8676 201.0990 198.6419 201.5205 201.8623 200.0273 202.3943
## 5081 5082 5083 5084 5085 5086 5087 5088
## 201.7826 202.0525 198.7859 197.3543 202.1449 198.5572 199.8164 197.3620
## 5089 5090 5091 5092 5093 5094 5095 5096
## 201.0424 198.6831 202.3762 201.6591 199.5542 200.9088 201.6695 198.3901
## 5097 5098 5099 5100 5101 5102 5103 5104
## 201.0116 200.3176 200.3125 199.9553 199.1920 201.6310 198.1973 200.2945
## 5105 5106 5107 5108 5109 5110 5111 5112
## 200.5951 202.5895 202.3943 199.1739 197.2465 201.3919 202.0525 198.1049
## 5113 5114 5115 5116 5117 5118 5119 5120
## 199.7651 201.6618 199.5415 202.0756 200.4307 201.9701 198.9941 201.1787
## 5121 5122 5123 5124 5125 5126 5127 5128
## 201.8827 200.6671 199.5388 202.5406 202.4405 200.6390 197.3158 201.8288
## 5129 5130 5131 5132 5133 5134 5135 5136
## 202.5252 201.6876 202.3043 198.8552 198.8270 201.5282 201.7619 200.9550
## 5137 5138 5139 5140 5141 5142 5143 5144
## 201.8623 202.3608 202.3223 202.1630 199.1689 201.5359 197.2927 200.0708
## 5145 5146 5147 5148 5149 5150 5151 5152
## 199.7240 202.5252 199.6058 198.5391 201.8134 199.7471 202.0009 202.0036
## 5153 5154 5155 5156 5157 5158 5159 5160
## 202.3300 200.6544 197.2311 202.4378 201.0628 202.0190 197.2311 201.2583
## 5161 5162 5163 5164 5165 5166 5167 5168
## 201.8108 201.2403 202.5125 201.4485 201.3508 201.7749 197.3466 201.3431
## 5169 5170 5171 5172 5173 5174 5175 5176
## 201.1914 199.1354 200.8753 199.2228 202.4174 199.3487 198.5495 200.0554
## 5177 5178 5179 5180 5181 5182 5183 5184
## 202.2350 202.0910 200.6748 197.2927 201.4047 200.9446 200.8007 202.5510
## 5185 5186 5187 5188 5189 5190 5191 5192
## 201.4920 201.3173 199.0480 202.1988 199.5800 201.7542 199.9115 198.1742
## 5193 5194 5195 5196 5197 5198 5199 5200
## 202.1911 199.5773 201.6437 198.9118 201.7569 202.4609 197.3466 201.5409
## 5201 5202 5203 5204 5205 5206 5207 5208
## 201.3816 197.3004 202.0883 201.2376 200.9677 197.3389 201.9624 198.7601
## 5209 5210 5211 5212 5213 5214 5215 5216
## 202.5329 201.1502 202.5895 197.3543 200.3638 200.0554 199.3075 201.9059
## 5217 5218 5219 5220 5221 5222 5223 5224
## 200.6517 201.3508 201.6591 199.8961 200.9781 200.5489 201.6514 201.3096
## 5225 5226 5227 5228 5229 5230 5231 5232
## 201.9624 197.3081 201.6514 202.3659 197.3466 200.5951 200.4435 201.3739
## 5233 5234 5235 5236 5237 5238 5239 5240
## 197.3235 202.2554 197.8786 199.0942 199.5800 201.4535 197.3158 201.6591
## 5241 5242 5243 5244 5245 5246 5247 5248
## 199.3795 201.6926 197.3697 199.4283 200.3099 201.9778 197.3158 198.6496
## 5249 5250 5251 5252 5253 5254 5255 5256
## 202.1911 197.3620 202.1603 200.1043 201.9932 202.0806 197.3851 202.3043
## 5257 5258 5259 5260 5261 5262 5263 5264
## 197.3851 197.3774 201.6360 199.7367 201.5178 200.1351 201.2068 200.8830
## 5265 5266 5267 5268 5269 5270 5271 5272
## 200.1505 201.8827 202.3582 200.7133 201.4150 201.7954 202.6280 200.5566
## 5273 5274 5275 5276 5277 5278 5279 5280
## 197.3697 201.6360 202.4147 200.0708 202.0344 199.9834 201.7800 202.1141
## 5281 5282 5283 5284 5285 5286 5287 5288
## 197.3774 198.6985 201.7954 202.5406 197.3158 199.9988 200.3638 200.7622
## 5289 5290 5291 5292 5293 5294 5295 5296
## 201.5255 202.0009 202.1834 200.7314 202.4070 198.2924 201.8981 199.7213
## 5297 5298 5299 5300 5301 5302 5303 5304
## 201.0963 197.3774 202.5021 202.4224 201.7542 198.6265 202.2169 197.3081
## 5305 5306 5307 5308 5309 5310 5311 5312
## 199.7779 201.5717 199.2382 199.8422 200.9369 199.5619 201.1502 202.5741
## 5313 5314 5315 5316 5317 5318 5319 5320
## 197.3004 201.7003 197.3158 201.1991 200.3664 199.2767 202.0267 200.7391
## 5321 5322 5323 5324 5325 5326 5327 5328
## 200.8727 199.7933 197.3851 199.4900 197.3389 198.3155 201.3970 199.2201
## 5329 5330 5331 5332 5333 5334 5335 5336
## 200.4512 202.4224 201.6591 198.7524 197.3466 199.2613 200.0400 200.3099
## 5337 5338 5339 5340 5341 5342 5343 5344
## 201.4997 201.7646 201.6360 199.8653 200.1016 201.5871 200.9446 199.7779
## 5345 5346 5347 5348 5349 5350 5351 5352
## 197.3466 201.0474 202.2785 198.6496 202.2323 199.1173 200.7853 202.4378
## 5353 5354 5355 5356 5357 5358 5359 5360
## 200.1274 201.5178 197.3543 197.3466 201.9778 201.0012 202.3659 197.3081
## 5361 5362 5363 5364 5365 5366 5367 5368
## 202.0344 200.2868 201.6206 199.7213 200.5566 201.0551 202.2708 201.2634
## 5369 5370 5371 5372 5373 5374 5375 5376
## 197.3928 200.6363 202.0240 202.0960 198.5776 197.3312 198.6727 198.4825
## 5377 5378 5379 5380 5381 5382 5383 5384
## 202.6357 201.9290 200.5566 197.9891 201.6514 199.0788 202.2966 197.8632
## 5385 5386 5387 5388 5389 5390 5391 5392
## 202.0163 197.3235 202.1757 200.4127 199.0557 201.2557 198.6419 200.4923
## 5393 5394 5395 5396 5397 5398 5399 5400
## 200.9754 197.3158 202.0086 202.3428 200.9935 202.3762 198.5930 200.5077
## 5401 5402 5403 5404 5405 5406 5407 5408
## 200.5797 199.4900 202.2323 197.3235 201.3354 200.8881 202.0498 200.5231
## 5409 5410 5411 5412 5413 5414 5415 5416
## 202.3043 202.3993 198.6419 197.3620 202.1526 200.1736 202.1218 197.3235
## 5417 5418 5419 5420 5421 5422 5423 5424
## 202.5510 200.6028 202.5587 201.9213 202.2631 200.6748 199.0222 201.7800
## 5425 5426 5427 5428 5429 5430 5431 5432
## 202.5483 197.3928 199.9295 202.0729 201.4766 200.7622 200.7853 201.4124
## 5433 5434 5435 5436 5437 5438 5439 5440
## 198.2693 197.3697 200.5154 202.2400 199.7856 201.8750 197.3235 202.5329
## 5441 5442 5443 5444 5445 5446 5447 5448
## 199.8422 201.2711 198.7909 200.2610 198.7447 201.7542 201.5409 200.0477
## 5449 5450 5451 5452 5453 5454 5455 5456
## 201.4920 201.2376 200.9600 200.1428 202.5741 197.3774 201.9367 201.7542
## 5457 5458 5459 5460 5461 5462 5463 5464
## 202.4070 201.1991 197.3620 201.0732 202.3762 201.8339 201.7234 199.6493
## 5465 5466 5467 5468 5469 5470 5471 5472
## 197.3081 199.1431 202.5741 198.2385 199.4206 197.3158 201.0628 197.3620
## 5473 5474 5475 5476 5477 5478 5479 5480
## 197.3389 200.4050 199.8087 200.4076 199.5338 201.9882 201.3662 200.8496
## 5481 5482 5483 5484 5485 5486 5487 5488
## 200.6775 197.3620 197.2465 197.2542 197.3158 201.5409 201.7542 197.3466
## 5489 5490 5491 5492 5493 5494 5495 5496
## 199.6366 201.8854 198.6292 197.3620 202.3993 200.8291 202.2400 202.1784
## 5497 5498 5499 5500 5501 5502 5503 5504
## 202.3454 198.9580 202.4224 201.9547 197.3620 199.0403 201.6849 197.3081
## 5505 5506 5507 5508 5509 5510 5511 5512
## 202.4070 199.8884 198.9118 202.2427 201.0501 197.3466 199.8114 197.3620
## 5513 5514 5515 5516 5517 5518 5519 5520
## 201.2480 200.2071 197.2619 201.3173 202.4301 202.5021 199.7009 201.8827
## 5521 5522 5523 5524 5525 5526 5527 5528
## 199.7059 199.9861 200.8650 200.3895 199.9526 200.3484 200.7160 201.7234
## 5529 5530 5531 5532 5533 5534 5535 5536
## 200.3176 202.6126 201.8416 202.0448 197.2850 198.9683 202.3993 201.2376
## 5537 5538 5539 5540 5541 5542 5543 5544
## 201.5205 202.3993 200.6979 202.2658 202.0883 197.3312 199.2794 201.0551
## 5545 5546 5547 5548 5549 5550 5551 5552
## 201.8031 197.3928 202.5510 202.5433 201.8442 201.2403 198.6111 201.8288
## 5553 5554 5555 5556 5557 5558 5559 5560
## 202.2323 200.6517 198.6958 202.1603 201.8211 200.0812 201.2145 201.7749
## 5561 5562 5563 5564 5565 5566 5567 5568
## 200.8522 200.1351 199.3179 201.2557 197.3389 202.3428 197.2465 199.9757
## 5569 5570 5571 5572 5573 5574 5575 5576
## 200.4384 202.1114 199.5003 202.1861 197.3774 198.6804 201.5332 202.5175
## 5577 5578 5579 5580 5581 5582 5583 5584
## 200.1582 201.2891 201.3816 202.0421 198.5649 200.9011 202.2427 200.3253
## 5585 5586 5587 5588 5589 5590 5591 5592
## 197.2696 202.2735 202.0883 199.3564 197.3697 201.8416 200.3638 197.7631
## 5593 5594 5595 5596 5597 5598 5599 5600
## 199.1096 200.3099 201.6437 199.5877 202.4455 197.3466 200.3741 200.8830
## 5601 5602 5603 5604 5605 5606 5607 5608
## 197.3158 200.5181 200.4846 198.5468 202.3916 200.6028 201.5409 200.9704
## 5609 5610 5611 5612 5613 5614 5615 5616
## 197.2619 202.1707 199.0788 201.5590 201.6129 198.3747 202.0086 201.2326
## 5617 5618 5619 5620 5621 5622 5623 5624
## 201.2299 202.1037 199.1508 201.5667 201.3739 201.5486 201.5513 200.7803
## 5625 5626 5627 5628 5629 5630 5631 5632
## 200.5335 202.0729 199.2767 199.9399 200.1016 202.1861 200.9627 198.0406
## 5633 5634 5635 5636 5637 5638 5639 5640
## 201.9008 202.1114 200.3895 197.3774 202.3531 200.6105 200.3253 200.0400
## 5641 5642 5643 5644 5645 5646 5647 5648
## 201.1914 199.1970 201.1040 200.5258 200.1609 198.7832 197.3851 197.3004
## 5649 5650 5651 5652 5653 5654 5655 5656
## 201.2968 200.0812 202.5356 197.2927 202.0267 201.9393 200.5231 199.8499
## 5657 5658 5659 5660 5661 5662 5663 5664
## 198.1588 202.1218 199.4926 201.5282 202.2889 201.6876 201.2326 199.0403
## 5665 5666 5667 5668 5669 5670 5671 5672
## 201.2068 199.5877 197.2696 201.0809 201.6464 200.9242 201.6052 202.4301
## 5673 5674 5675 5676
## 197.3389 200.9369 200.7083 202.1218par(mfrow=c(2,2))
plot(model)
Interpretation
Residuals vs Fitted Plot: This plot is used to check the assumption of linearity and homoscedasticity (constant variance) of residuals. Ideally, the residuals should be randomly scattered around the horizontal line at 0, indicating a linear relationship and equal variance. In the provided plot, the residuals seem to be randomly scattered without any clear pattern, which is a good sign. However, there seems to be a slight ‘fan’ shape (spread increasing with fitted values), which could suggest possible heteroscedasticity.
Normal Q-Q Plot (Quantile-Quantile Plot): This plot is used to assess whether the residuals are normally distributed. If the residuals are normally distributed, the points should fall approximately along the reference line. In the plot provided, the points largely follow the line, suggesting that the residuals are approximately normally distributed. There are some deviations at the tails, but this is quite common even with normal data.
Scale-Location Plot: Also known as a Spread-Location plot, it is used to check the homoscedasticity assumption. The plot shows how residuals spread along the range of predictors. A horizontal line with equally (randomly) spread points is an indication of homoscedasticity. The provided plot shows some signs of increasing spread with the fitted values, which might indicate potential heteroscedasticity.
Residuals vs Leverage Plot: This plot helps to identify influential cases (outliers that have an undue influence on the model). The Cook’s distance lines help to determine whether there are any influential outliers in the data. In this plot, while there are a few points outside the Cook’s distance lines, indicating potential influencers, most of the data points are clustered in the center, suggesting that there are no problematic influential observations.
Key Takeaways:
The model appears to capture a linear relationship, as indicated by the random scatter of points in the Residuals vs Fitted plot. The residuals are approximately normally distributed, but with some potential outliers, as seen in the Q-Q plot. There may be some concerns regarding heteroscedasticity, as suggested by the Scale-Location plot. A few data points may have leverage on the model, but overall, there do not appear to be any highly influential outliers as per the Residuals vs Leverage plot. Additional investigation may be warranted for the slight signs of heteroscedasticity and the potential outliers or influential points identified. These could include transformations of the dependent variable, adding other explanatory variables to the model, or considering robust regression techniques.
AIC(model)## [1] 40892.67BIC(model)## [1] 40919.25Key Takeaways from the Analysis
Height Distribution and League Trends:
The analysis of height distribution and changes over seasons can provide insights into evolving trends in player selection and the importance of height in the league. Draft Position Correlation:
Understanding the relationship between draft position and player height can highlight drafting preferences and strategies in the NBA. Impact Players and Top Scorers:
Identifying high-impact players and top scorers and correlating these with their physical attributes (like height) and draft positions can shed light on what makes a player successful in the league. Linear Model Predictions:
The linear regression model created to predict player height based on draft number and games played offers a quantitative method to understand the factors influencing a player’s height. The model’s AIC (Akaike Information Criterion) and BIC (Bayesian Information Criterion) values, along with diagnostic plots, can be used to assess the model’s fit and predictive power.
Model Diagnostics:
The diagnostic plots for the linear model (residuals, leverage, etc.) are crucial for understanding the model’s assumptions and validity. These plots can reveal issues like heteroscedasticity, non-linearity, or influential outliers. This analysis provides valuable insights into the physical attributes of NBA players, their performance, and how these aspects have evolved over time. It also highlights the potential influences on a player’s physical attributes, helping to inform decisions in player drafting and team building.