Introduction to R

Jürgen Wilbert

University of Münster

2024-12-17

Todays goals

  • Introduction to the idea of Data Science

  • Getting an overview of the content of this seminar

  • Installing R on your computer

  • Installing R-Studio on your computer

  • Overview of R-Studio

What is R?

  • A tool for statistical computation (like SPSS, Mplus, STATA …)
  • A programming language
  • An idea and a community that shares common ideas about science

Statements

  • Science should be truthful
  • Science should be diligent
  • Science should be transparent
  • Science should be reproducible
  • Science should be communicated
  • Science should be accessible
  • Science should be open

R (and R studio)

  • Science should be truthful
  • Science should be diligent
  • Science should be transparent
  • Science should be reproducible
  • Science should be communicated
  • Science should be accessible
  • Science should be open

What R can do

Statistical analyses

  • Descriptive stats
  • Modeling
  • Inferential stats
  • Manage and organize data
  • Large data (large scale / big data / EEG / fMRT)
  • Small data (experimental data / questionnaire data / single-case data)

Present data

  • Visualize data and results
  • Keep a notebook of your research and analyses
  • Write reports, including stats
  • Write presentations
  • Write books
  • Build interactive websites
  • Connect with various other software and internet tools

Schedule

# Topic
1 Installation R, R Studio, and other software
2 Basics of R: Logic and syntax
3 Basics of R: Subsetting
4 Markdown
5 Data manipulation with tidyverse
6 Basic statistics
7 Data visualizazion with ggplot2
8 Regression analyses with R

Installation of R and R-Studio

Installing R

R homepage: https://www.r-project.org/

Installing R-Studio

https://www.rstudio.com/products/rstudio/download/

Download RStudio-Desktop for free

Installing R tools (windows only)

  • Windows user have to install additional programs that allow for compiling R packages.
  • This is necessary when you want to install certain extensions to R (packages).
  • You can install it from here: https://cran.r-project.org/bin/windows/Rtools/
    • Choose the version that corresponds to the version of R that you installed previously.
  • Linux or MacOs users have this software already installed.

Install Quarto

  • Quarto is a program that allows for publishing documents that contain Output (tabels, plots etc.) created with R.

  • You can install it from here: https://quarto.org/

R for Data science

R for Data Science is a terrific book and completely free!

Goals

  • Basic concepts of the R language
  • Object types: numbers, logic values, characters
  • object structures: vectors, factors, data frames, lists

Basic concepts

Functions

  • With a function you command the computer to do something.
  • functions have a function name (e.g., mean, sqrt).
  • functions take arguments to specify what to do.
  • arguments have argument names as well.
  • functions always consist of a function name followed by brackets.

function_name(argument_name_1 = value, argument_2 = value, ...)

Examples

sqrt() calculates the square root

sqrt(x = 16)
[1] 4

You can omit the argument name if it is the first argument

sqrt(16)
[1] 4

Even without arguments you still need the brackets

date()
[1] "Tue Dec 17 15:33:30 2024"

Comments

It is a good practice to add comments and notes to your code.
Everything that is written behind a # will not executed as code.
If you want a comment to span across several line, you have to begin each line with a # symbol.

# This is a comment
# across multiple lines

Within RStudio, you can use comments to create headers to navigate through your code by ending a comment line with four - signs:

# section 2 ----

You can jump through your code by the list a the bottom of your source panel or, after activating the outline panel, at the right of your source panel:

Help files

# Function
help("sqrt")

# Short cut
?sqrt

… or use the bottom-right help panel in R Studio

Task

Take a look at the mean() function (hint: use the help() function):
What arguments could be specified?

:-)

help("mean")
?mean

Operations

Operations are a special kind of functions that have a shortcut.

# function `assign` and the short cut
assign(x = "y", value = 10)

y <- 10

.

# function `+`
"+"(e1 = 10, e2 = 10)

10 + 10

.

# function `print`
print(x = y)

y

Objects

Objects have an object name and contain data.
The data are assigned to an object with the <- or = operator.

x <- 10

You can see the value(s) of an object with the print() function, or by just typing the object name:

print(x)
x

Objects can be used for operators and arguments in functions:

x <- 16
y <- 13

x * y
sqrt(x)

You can write the return values of a function into a new object:

z <- sqrt(x)
z

And you can combine these:

exp(z) + sqrt(y)

Task

Assign the values 40 and 24 to the variables a and b.
Calculate the square root of the sum of a and b.

:-)

Task - solution

Assign the values 40 and 24 to the variables a and b.
Calculate the square root of the sum of a and b.

a <- 40
b <- 24
sqrt(a + b)
[1] 8

Data classes

Data types

The data of objects can be numbers, text or TRUE/FALSE values. These are called data types

  • Numeric: e.g. Integer or decimal numbers 1, 1.35
  • Character: Always between ” ” or ’ ’ signs: "A", 'House'
  • Logical: TRUE, FALSE
x <- 10
y <- "Hello world!"
z <- FALSE

Data structures

Data are organized in structures:

  • Vectors: A series of elements of the same data type.
  • List: A series of elements, each element can be of any data type or data structure.
  • Data Frames: A list with one vector for each element and all vectors of the same length
  • Matrix: A two dimensional table with values of the same data type.
  • Array: Like a matrix but with more dimensions.

Data structures

Data are organized in structures:

  • Vectors: A series of elements of the same data type.
  • List: A series of elements, each element can be of any data type or data structure.
  • Data Frames: A list with one vector for each element and all vectors of the same length.
  • Matrix: A two dimensional table with values of the same data type.
  • Array: Like a matrix but with more dimensions.

Vectors

How to build a vector

You create a vector with the c() function:

c(2, 4, 6, 3, 7)
[1] 2 4 6 3 7
y <- c(2, 4, 6, 3, 7)
y
[1] 2 4 6 3 7

The colon : operator creates a numerical sequence:

1:10
 [1]  1  2  3  4  5  6  7  8  9 10

This is a shortcut for seq(1, 10)

You can build a vector of any data type:

firstname <- c("Dustin", "Mike", "Will")
curly <- c(TRUE, FALSE, FALSE)
age <- c(9, 11, 10)

But do not mix data types in a vector. You will get an error or they are internally changed to fit one data type:

age <- c("quite young", 10, 12, "very old")
age
[1] "quite young" "10"          "12"          "very old"

Here 10 and 12 are changed to a character data type "10" and "12".

Task

Create a vector (named friends comprising four names of your friends.

:-)

Task - solution

Create a vector (named friends comprising four names of your friends.

friends <- c("Matthias", "Markus", "Thomas", "Christian")

Combining vectors to new vectors

When an object is a vector it can be reused within the c() function to build a new vector:

x <- c(3, 5, 7)
c(x, 5, 8, 9)
[1] 3 5 7 5 8 9

Combining vectors to new vectors

Be careful not to confuse an object name with a character:

x <- c("A", "B", "C")
c("x", "D", "E", "F")
[1] "x" "D" "E" "F"
c(x, "D", "E", "F")
[1] "A" "B" "C" "D" "E" "F"
c(A, B, C)
Error in eval(expr, envir, enclos): object 'A' not found

Task

Create two vectors
x <- c("I", "am", "a") and
y <- "person!"

Now create a new vector by reusing x and y that looks like this when printed:

[1] "I" "Am" "a" "cool" "person!"

:-)

Task - solution

x <- c("I", "am", "a")
y <- "person!"
c(x, "cool", y)
[1] "I"       "am"      "a"       "cool"    "person!"

Use the paste() function to create a single string.
The argument collapse defines a character string to set between elements:

paste(c(x, "cool", y), collapse = " ")
[1] "I am a cool person!"

Missing values

A missing value is represented with NA (Not Available).

age <- c(9, NA, 11)
name <- c("Tick", "Trick", NA)
age
[1]  9 NA 11
name
[1] "Tick"  "Trick" NA

Task

  1. Create a vector with the values
    2, 5, 7, 4, 7, 2, 6.
  2. Create a vector with the values
    2, NA, 7, 4, NA, 2, 6.

Calculate the mean of these two vectors.
Note: Use the mean() function to calculate the mean.
Note: Read through ?mean if you encounter problems.

:-)

Task - solution

x1 <- c(2, 5, 7, 4, 7, 2, 6)
x2 <- c(2, NA, 7, 4, NA, 2, 6)

mean(x1)
[1] 4.714286
mean(x2)
[1] NA
mean(x2, na.rm = TRUE)
[1] 4.2

Named vectors

A named vector is a vector with a name for each element:

age <- c(James = 34, Hella = 30, Armin = 43)
age
James Hella Armin 
   34    30    43 
glasses <- c(James = TRUE, Hella = FALSE, Armin = TRUE)
glasses
James Hella Armin 
 TRUE FALSE  TRUE

You get and set the names of a named object with the names() argument:

names(age)
[1] "James" "Hella" "Armin"
names(age) <- c("Judith", "Jerom", "Klaus")
age
Judith  Jerom  Klaus 
    34     30     43

Converting vectors

the as functions convert vectors between data types:

as.character(1:5)
[1] "1" "2" "3" "4" "5"
as.numeric(c(FALSE, TRUE, FALSE))
[1] 0 1 0
as.logical(c(0,1,0,1,1))
[1] FALSE  TRUE FALSE  TRUE  TRUE
as.numeric(c("4711", "0814", "007"))
[1] 4711  814    7

But unexpected results may occure:

as.numeric(c("1", "2", "3.1", "3,2"))
[1] 1.0 2.0 3.1  NA
as.logical(c(1,0,1,0,1,3))
[1]  TRUE FALSE  TRUE FALSE  TRUE  TRUE

Factors

A factor

A factor is a vector with labels for vector levels.
A factor is created with the factor() function.
The levels argument defines the possible factor levels.
The labels argument defines the corresponding labels.

Example:

sen <- factor(
  c(1, 0, 1, 0, 0, 0), 
  levels =  c(0, 1, 2), 
  labels = c("Without_SEN", "With_SEN", "unclear")
)
sen
[1] With_SEN    Without_SEN With_SEN    Without_SEN Without_SEN Without_SEN
Levels: Without_SEN With_SEN unclear

Task

Build a factor for gender with the labels male, female, non-binary. Include a vector for six fictitious gender values.

:-)

Task - solution

Build a factor for gender with the labels male, female, non-binary. Include a vector for six fictitious gender values.

gender <- factor(
  c(1, 3, 2, 1, 2, 1), 
  levels = 1:3, 
  labels = c("male", "female", "non-binary")
)
gender
[1] male       non-binary female     male       female     male      
Levels: male female non-binary

Data frames

How to build a data frame

Data frames are the standard object for storing research data. They contain variables (columns) and cases (rows). A data frame is created with the data.frame() function.

# For better convenience I have inserted additional linebreaks and spaces
study <- data.frame(
  sen    = c(0, 1, 0, 1, 0, 1),
  gender = c("M", "M", "F", "M", "F", "F"),
  age    = c(12, 13, 11, 10, 11, 14),
  IQ     = c(90, 85, 90, 87, 99, 89)
)
study
sen gender age IQ
0 M 12 90
1 M 13 85
0 F 11 90
1 M 10 87
0 F 11 99
1 F 14 89

Extracting a variable from a data frame

Variables within a data frame are extracted with double square brackets.

study[["sen"]]
[1] 0 1 0 1 0 1
study[["IQ"]]
[1] 90 85 90 87 99 89

An alternative approach is to use the $ sign:

study$sen
[1] 0 1 0 1 0 1

Lists

How to construct a list

Lists are the most versatile data structures in R and are very important for understanding R.

A list is a series of elements with arbitrary data types and structures. A list is constructed with the list() function

list(1:3, "Hallo!", TRUE)
[[1]]
[1] 1 2 3

[[2]]
[1] "Hallo!"

[[3]]
[1] TRUE

It is best to name list elements:

my_list <- list(
  numbers = 1:3,  
  string = "Hallo!", 
  logical = TRUE
)
my_list
$numbers
[1] 1 2 3

$string
[1] "Hallo!"

$logical
[1] TRUE

Extracting list elements

You can extract a list element with [[ or $ signs:

my_list[["numbers"]]
[1] 1 2 3
my_list[[1]]
[1] 1 2 3
my_list$numbers
[1] 1 2 3

lists can be very complex with lists nested in lists:

complex_list <- list(
  list = list(A = 1, B = 1:3),
  list_in_list = list(C = list(D = 4), E = 5)
)
complex_list
$list
$list$A
[1] 1

$list$B
[1] 1 2 3


$list_in_list
$list_in_list$C
$list_in_list$C$D
[1] 4


$list_in_list$E
[1] 5

The str() function returns the structure of an R object

str(complex_list)
List of 2
 $ list        :List of 2
  ..$ A: num 1
  ..$ B: int [1:3] 1 2 3
 $ list_in_list:List of 2
  ..$ C:List of 1
  .. ..$ D: num 4
  ..$ E: num 5

Subsetting

Selecting elements of a data structure.

Selecting elements with square brackets

By providing a number within square brackets, the respective element is selected from a vector:

names <- c("Sheldon", "Leonard", "Penny", "Amy")
names[1]
[1] "Sheldon"

When you provide a vector of numbers, multiple elements are selected

names[c(1,4)]
[1] "Sheldon" "Amy"

You can even change the order or repeat elements:

names[c(4, 1, 1)]
[1] "Amy"     "Sheldon" "Sheldon"

With negative numbers, columns are dropped:

names[-1]
[1] "Leonard" "Penny"   "Amy"    
names[c(-1, -3)]
[1] "Leonard" "Amy"

Task

Take the vector
names <- c("Sheldon", "Leonard", "Penny", "Amy")
and reorder it to get the following result:
[1] "Sheldon" "Amy" "Sheldon" "Amy" "Leonard" "Penny"

:-)

Task - solution

Take the vector
names <- c("Sheldon", "Leonard", "Penny", "Amy")
and reorder it to get the following result:
[1] "Sheldon" "Amy" "Sheldon" "Amy" "Leonard" "Penny"

x <- c(1, 4, 1, 4, 2, 3)
new_order <- names[x]
new_order
[1] "Sheldon" "Amy"     "Sheldon" "Amy"     "Leonard" "Penny"

Subsetting data frames

Firstly, we create an example data frame:

study <- data.frame(
  sen    = c(0, 1, 0, 1, 0, 1),
  gender = c("M", "M", "F", "M", "F", "F"),
  age    = c(12, 13, 11, 10, 11, 14),
  IQ     = c(90, 85, 90, 87, 99, 89)
)
study
sen gender age IQ
0 M 12 90
1 M 13 85
0 F 11 90
1 M 10 87
0 F 11 99
1 F 14 89

Square brackets select a column of a data frame either by a number the column name:

study[3]
age
12
13
11
10
11
14 
study["age"]
age
12
13
11
10
11
14

The subsetted object is a data frame with one column.
This is different from extracting a variable with $ or [[ signs:

study[["age"]]
[1] 12 13 11 10 11 14
study$age
[1] 12 13 11 10 11 14

which returns a vector (!)

While this works:

median(study[["age"]])
[1] 11.5

this throws an error:

median(study["age"])
Error in median.default(study["age"]) : need numeric data

Providing a vector will select multiple columns:

study[c(1,3)]
sen age
0 12
1 13
0 11
1 10
0 11
1 14 
study[c("sen", "age")]
sen age
0 12
1 13
0 11
1 10
0 11
1 14

Extraction and subsetting

The extraction of a vector and the selection of elements can be combined:

age <- study[["age"]]
age[c(2,4)]
[1] 13 10

Or within one step:

study$age[c(2,4)]
[1] 13 10
study[["age"]][c(2,4)]
[1] 13 10

Selecting rows and columns

Specific cases are selected within square brackets: object_name[rows, columns].

study[5, ]  # filter a row
sen gender age IQ
5 0 F 11 99 
study[c(2, 6), ] # filter two rows
sen gender age IQ
2 1 M 13 85
6 1 F 14 89 
study[c(2, 6), "IQ"]
[1] 85 89
study[c(2, 6), c("sen", "IQ")]
sen IQ
2 1 85
6 1 89

You could also use numbers to address the columns:

study[, 2]
[1] "M" "M" "F" "M" "F" "F"
study[c(2, 6), c(1, 3)]
sen age
2 1 13
6 1 14

Task

Please create a new data frame (study2) comprising the gender and age variables for the cases 1, 3, and 5 of the study data frame.

:-)

Task - solution

Please create a new data frame (study2) comprising the gender and age variables for the cases 1, 3, and 5 of the study data frame.

study2 <- study[c(1, 3, 5), c("gender", "age")]
study2
gender age
1 M 12
3 F 11
5 F 11

Sophisticated subsetting

Subsetting becomes most powerful when it is combined with conditional selections.

For example:

  • Select all students with special educational needs.
  • Select all male students between the age of 6 and 10

To apply such selections, we have to know about relational and logical operators.

Relational operators

Relational operators compare two values and return a logical value (TRUE or FALSE)

Operator Relation Example
== is identical x == y
!= is not identical x != y
> is greater x > y
>= is greater or identical x >= y
< is less x < y
<= is less or identical x <= y

Examples

7 > 2
[1] TRUE
7 <=  10
[1] TRUE
5 == 4
[1] FALSE
5 != 6
[1] TRUE

Relational vectors and characters

Only == and != can be applied to non numerical objects:

"Hamster" == "Mouse"
[1] FALSE
"Hamster" != "Mouse"
[1] TRUE

Relational operators and vectors

age <- c(12, 4, 3, 8, 4, 2, 1)
age < 5
[1] FALSE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE

This behavior is called recycling as is implemented in many (but not all!) R functions.

recycling: An operation is applied to each element of a vector and a vector is returned.

age age < 5
12 FALSE
4 TRUE
3 TRUE
8 FALSE
4 TRUE
2 TRUE
1 TRUE

Using logical vectors to select values

When you put a logical vector within square brackets [ ] after an object, all elements of that object with a TRUE in the logical vector are selected:

age <- c(12, 4, 3, 8)
x <- age > 5
x
[1]  TRUE FALSE FALSE  TRUE
age[x]
[1] 12  8

Using logical vectors to select values

age <- c(12, 4, 3, 8)
x <- age > 5
age[x]
age x <- age > 5 Select? Result
12 TRUE select 12
4 FALSE drop
3 FALSE drop
8 TRUE select 8

Task

Create a new vector friends <- c(4, 5, 6, 3, 7, 2, 3).
Show all values of that vector >= 4.

:-)

Task - solution

Create a new vector friends <- c(4, 5, 6, 3, 7, 2, 3).
Show all values of that vector >= 4.

friends <- c(4, 5, 6, 3, 7, 2, 3)
friends[friends >= 4]
[1] 4 5 6 7

which()

The which() functions gives the indices of the elements that are TRUE.
It takes a logical vector as an argument.

x <- c(TRUE, FALSE, FALSE, TRUE)
which(x)
[1] 1 4

which() can handle missing values:

x <- c(TRUE, FALSE, NA, FALSE, TRUE, NA)
which(x)
[1] 1 5
age <- c(12, 4, 3, 8)
x <- age < 5
x
[1] FALSE  TRUE  TRUE FALSE
which(x)
[1] 2 3
age <- c(12, 4, 3, 8)
x <- age < 5
x
which(x)
age[which(x)]
Index age x <- age < 5 which(x) age[which(x)]
1 12 FALSE
2 4 TRUE 2 4
3 3 TRUE 3 3
4 8 FALSE

Why use which?

age = c(NA, 12, 4, 3, NA, 8, 7, 4, 3, 6, 4, 3)
x <- age < 6
x
 [1]    NA FALSE  TRUE  TRUE    NA FALSE FALSE  TRUE  TRUE FALSE  TRUE  TRUE
age[x]
[1] NA  4  3 NA  4  3  4  3
mean(age[x])
[1] NA
mean(age[which(x)])
[1] 3.5

Task

Create a vector x <- c(1, 4, 5, 3, 4, 5) and identify:
1. Which elements are larger or equal than three?
2. Create a new vector from x containing all elements that are not four. Note: Use the which() function for this task.

:-)

Task - solution

Create a vector x <- c(1, 4, 5, 3, 4, 5) and identify:
1. Which elements are larger or equal than three?
2. Create a new vector from x containing all elements that are not four. Note: Use the which() function for this task.

x <- c(1, 4, 5, 3, 4, 5)
which(x >= 3)
[1] 2 3 4 5 6
y <- x[which(x != 4)]
y
[1] 1 5 3 5

Selecting cases with logical vectors

Logical vectors can also be appplied to data frames for selecting cases.

Let us take an example data frame:

study <- data.frame(
  sen    = c(0, 1, 0, 1, 0, 1),
  gender = c("M", "M", "F", "M", "F", "F"),
  age    = c(12, 13, 11, 10, 11, 14),
  IQ     = c(90, 85, 90, 87, 99, 89)
)

Select with bracket subsetting or the which() function:

study_no_sen <- study[study[["sen"]] == 0, ]
study_no_sen
sen gender age IQ
1 0 M 12 90
3 0 F 11 90
5 0 F 11 99 
# Or using the which() function
filter <- which(study[["sen"]] == 0)
study_no_sen <- study[filter, ]

Task

Calculate the mean of IQ for students with and without sen.

:-)

Task - solution

Calculate the mean of IQ for students with and without sen.

filter <- which(study[["sen"]] == 0)
mean(study[["IQ"]][filter])
[1] 93
filter <- which(study[["sen"]] == 1)
mean(study[["IQ"]][filter])
[1] 87

Logical Operations

Logical operations are applied to logical values.

Operator Operation Example Results
! Not ! x TRUE when x = FALSE and FALSE when x = TRUE
& AND x & y TRUE when x and y are TRUE else FALSE
| OR x | y TRUE when x or y is TRUE else FALSE

Note: To get the | sign:
On a german Mac keyboard press: option + 7
On a german Windows keyboard press: AltGr + <

Example

x <- TRUE
y <- FALSE


!x
[1] FALSE
!y
[1] TRUE
x & y
[1] FALSE
x | y
[1] TRUE

Logical Operator with vectors

When applied to vectors, logical operations result in a new vector.
Operations are applied to each element one by one.

x <- c(TRUE, FALSE, TRUE,  FALSE)
y <- c(TRUE, FALSE, FALSE, TRUE)
!x
[1] FALSE  TRUE FALSE  TRUE
x & y
[1]  TRUE FALSE FALSE FALSE
x | y
[1]  TRUE FALSE  TRUE  TRUE

Task

Create two vectors:

glasses <- c(TRUE, TRUE, FALSE, TRUE, FALSE)  
hyperintelligent <- c(TRUE, FALSE, FALSE, TRUE, FALSE)

Determine for each element whether glasses and hyperintelligent are TRUE at the same time.

:-)

Task - solutions

Create two vectors:

glasses <- c(TRUE, TRUE, FALSE, TRUE, FALSE)  
hyperintelligent <- c(TRUE, FALSE, FALSE, TRUE, FALSE)

Determine for each element whether glasses and hyperintelligent are TRUE at the same time.

glasses <- c(TRUE, TRUE, FALSE, TRUE, FALSE)
hyperintelligent <- c(TRUE, FALSE, FALSE, TRUE, FALSE)
glasses & hyperintelligent
[1]  TRUE FALSE FALSE  TRUE FALSE
glasses hyperintelligent glasses & hyperintelligent
TRUE TRUE TRUE
TRUE FALSE FALSE
FALSE FALSE FALSE
TRUE TRUE TRUE
FALSE FALSE FALSE

sum() and mean() with logical vectors:

When a logical vector is applied to a numeric function (e.g. mean() or sum()), TRUE is counted as 1 and FALSE as 0:

sum() then gives the number of elements that are TRUE.
mean() gives the proportion of elements that are TRUE.

# e.g.:
sum(c(TRUE, FALSE, TRUE))
[1] 2
mean(c(TRUE, FALSE, TRUE, FALSE))
[1] 0.5

Task

Take the data from the last example and calculate the sum and proportion of cases that wear glasses and are hyperintelligent.

glasses <- c(TRUE, TRUE, FALSE, TRUE, FALSE)
hyperintelligent <- c(TRUE, FALSE, FALSE, TRUE, FALSE)

:-)

Task - solutions

Take the data from the last example and calculate the sum and proportion of cases that wear glasses and are hyperintelligent.

sum(glasses & hyperintelligent)
[1] 2
mean(glasses & hyperintelligent)
[1] 0.4

Combining logical and relational operators

age <- c(12, 4, 3, 8, 4, 2, 1, 7, 4)
gender <- c(0, 1, 0, 1, 0, 0, 0, 0, 1)
age > 4
[1]  TRUE FALSE FALSE  TRUE FALSE FALSE FALSE  TRUE FALSE
gender == 0
[1]  TRUE FALSE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE FALSE
age > 4 & gender == 0
[1]  TRUE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE

Task

Create a vector
income <- c(5000, 4000, 3000, 2000, 1000) and a vector
happiness <- c(20, 35, 30, 10, 50).

  1. Use relational and logical operations to determine for each element whether the income is larger than 2500 and at the same time happiness is above 25.

  2. Calculate the proportion.

:-)

Task - solution

  1. Use relational and logical operations to determine for each element whether the income is larger than 2500 and at the same time happiness is above 25.

  2. Calculate the proportion.

income <- c(5000, 4000, 3000, 2000, 1000)
happiness <- c(20, 35, 30, 10, 50)
income > 2500 & happiness > 25
income happiness income > 2500 happiness > 25 income > 2500 &
happiness > 25
5000 20 TRUE FALSE FALSE
4000 35 TRUE TRUE TRUE
3000 30 TRUE TRUE TRUE
2000 10 FALSE FALSE FALSE
1000 50 FALSE TRUE FALSE

… and the proportion

mean(income > 2500 & happiness > 25)
[1] 0.4

Subsetting data frames with logical and relational operators

study
sen gender age IQ
0 M 12 90
1 M 13 85
0 F 11 90
1 M 10 87
0 F 11 99
1 F 14 89 
filter <- study[["sen"]] == 1 & study[["gender"]] == "M"
study[filter, ]
sen gender age IQ
2 1 M 13 85
4 1 M 10 87

Task

Use the ChickWeight data frame for the following task.
The data set is already included in R.

  1. Look into the data set with ?ChickWeight.
  2. Get all variable names of the data frame with the names() function (names(ChickWeight)).
  3. Select cases from ChickWeight with Diet == 1 and Time < 16.
  4. For these cases, calculate the correlation between weight and Time. Note: Use the cor() function (e.g., cor(x, y))
  5. Repeat steps 3 and 4 for Diet == 4.
  6. What can you see?

:-)

filter <- ChickWeight[["Diet"]] ==  1 & ChickWeight[["Time"]] < 16
diet1 <- ChickWeight[filter,]
cor(diet1[["weight"]], diet1[["Time"]])
[1] 0.8109772


filter <- ChickWeight[["Diet"]] ==  4 & ChickWeight[["Time"]] < 16
diet4 <- ChickWeight[filter,]
cor(diet4[["weight"]], diet4[["Time"]])
[1] 0.9720822

The correlation is larger for Diet 4. This suggests that Diet 4 has a stronger impact an the chicken’s weight.

The subset() function

R comes with a function to make subsetting a bit more straight forward.

subset() has the main arguments:

  • x : A data.frame
  • subset : A logical vector for filtering rows
  • select : expression, indicating columns to select from a data frame

and returns a data.frame.

subset(study, gender == "F" & IQ > 89, c(sen, gender, IQ))
sen gender IQ
3 0 F 90
5 0 F 99

Variable names must be provided without quotes and without the name of the data.frame.

Task

Take the mtcars dataset and filter cases (here: car models) with 6 cylinders (variable cyl) and automatic transmission (value 1 in variable am).
Select the variables mpg, am, gear, cyl.
Use the subset function.

:-)

Task - solutions

Take the mtcars dataset and filter cases (here: car models) with 6 cylinders (variable cyl) and automatic transmission (value 1 in variable am).
Select the variables mpg, am, gear, cyl.
Use the subset function.

subset(mtcars, cyl == 6 & am == 1, c(mpg, am, gear, cyl))
mpg am gear cyl
Mazda RX4 21.0 1 4 6
Mazda RX4 Wag 21.0 1 4 6
Ferrari Dino 19.7 1 5 6

So many ways of subsetting … an overview

Subset a data frame (and get a new data frame)

mtcars[mtcars[["cyl"]] == 6 & mtcars[["am"]] == 1, 
       c("mpg", "am", "gear", "cyl")]

mtcars[mtcars$cyl == 6 & mtcars$am == 1, c("mpg", "am", "gear", "cyl")]

subset(mtcars, cyl == 6 & am == 1, c(mpg, am, gear, cyl))

with(mtcars, 
  mtcars[cyl == 6 & am == 1, c("mpg", "am", "gear", "cyl")]
)

So many ways of subsetting … an overview

Extract a variable from a data frame (and get a numeric or character vector)

mtcars[["mpg"]][mtcars[["cyl"]] == 6 & mtcars[["am"]] == 1]

mtcars$mpg[mtcars$cyl == 6 & mtcars$am == 1]

subset(mtcars, cyl == 6 & am == 1, mpg, drop = TRUE)

with(mtcars, mpg[cyl == 6 & am == 1])

Odd behaviour:

For base R data frames this creates a vector:

mtcars[mtcars[["cyl"]] == 6 & mtcars[["am"]] == 1, "mpg"]
[1] 21.0 21.0 19.7

This should have resulted in a data frame with one variable but is automatically reduced to a vector.
Add drop = FALSE to get standard behavior.

mtcars[mtcars[["cyl"]] == 6 & mtcars[["am"]] == 1, "mpg", drop = FALSE]
mpg
Mazda RX4 21.0
Mazda RX4 Wag 21.0
Ferrari Dino 19.7

Some modern implementations of data frames (like tibbles) changed this behavior.

Extending R

libraries, packages, and repositories

  • A “fresh” R installation already contains hundreds of functions.
  • Functions are organized in libraries.
  • Libraries address a certain topic or area (e.g., graphics, a specific statstical method)
  • A package is a ‘container’ for distributing and sharing libraries.
  • You can add additional packages to extend you R installation.
  • Additional packages are provided in repositories or in seperate files.
  • Repositories are online data storages.
  • The most important repository for R is CRAN (The Comprehensive R Archive Network)

Installing and activating new packages

  • You find a list of all CRAN packages on https://cran.r-project.org/ Packages
  • You get an overview of all functions within a package with the help() or short ? function.
  • You can directly install a package from CRAN with the install.packages() function.

After successful installation, add on packages have to be activated and loaded into memory in each R sesssion with the library() function.
Note: You only install once, but you use library() each time you restart R or R Studio.

Task

Install the packages psych and tidyverse.
Then activate both packages:

library(tidyverse)  
library(psych)
install.packages(c("psych", "tidyverse"))

R Studio projects

R-Studio projects

As soon as you have more than one source file and/or external data, it makes sense to start a project instead of just using single source files.

  • A project is a feature of R Studio, not of R.
  • A project always hosted in a folder on your harddrive.
  • All scripts, data, and other files are stored in that folder.
  • When later opening a project, the working directory is directly set to the folder location.

Working directory: The place on your harddrive R will save and load data from by default (i.e. when no other place is explicitly set). Use the getwd() and setwd() functions to get and set the working directory.

Starting an R-Studio project

You can start a project from R studio through:

  1. File New Project …
  2. Now choose whether you already have a folder you like to start a project in or you create a new empty folder for an R project.
  3. Choose New R Project as the project type.
  4. Choose a directory name and start the project.

Task

  • Create a new R project with a name of your choice (e.g. ‘R_course’).
  • Copy all your R scripts related to this R course into that new project folder.
  • Close and reopen R Studio
  • Open the project through:
    • File Recent projects
    • Or the project menue in the upper right corner of R Studio

External data

Importing a data set from Excel

  • The read_excel() function from the readxl package (included in tidyverse) is used to import files created by Microsoft Excel.
  • Alternatively: R Studio provided an easy way to import data:
    File Import Dataset From Excel
  • But if you want to have a full script that runs by itself, I recommend to use the R functions.
  • Store your data within your R project folder.
  • If you do not install it there, you need to know the folder location to load it into R.

Example

library(readxl)
dat <- read_xlsx("cars.xlsx")
names(dat) # this function shows the variable names of a data frame 
 [1] "mpg"  "cyl"  "disp" "hp"   "drat" "wt"   "qsec" "vs"   "am"   "gear"
[11] "carb"
mpg cyl disp hp drat wt qsec vs am gear carb
21.0 6 160.0 110 3.90 2.620 16.46 0 1 4 4
21.0 6 160.0 110 3.90 2.875 17.02 0 1 4 4
22.8 4 108.0 93 3.85 2.320 18.61 1 1 4 1
21.4 6 258.0 110 3.08 3.215 19.44 1 0 3 1
18.7 8 360.0 175 3.15 3.440 17.02 0 0 3 2
18.1 6 225.0 105 2.76 3.460 20.22 1 0 3 1
14.3 8 360.0 245 3.21 3.570 15.84 0 0 3 4
24.4 4 146.7 62 3.69 3.190 20.00 1 0 4 2
22.8 4 140.8 95 3.92 3.150 22.90 1 0 4 2
19.2 6 167.6 123 3.92 3.440 18.30 1 0 4 4
17.8 6 167.6 123 3.92 3.440 18.90 1 0 4 4
16.4 8 275.8 180 3.07 4.070 17.40 0 0 3 3
17.3 8 275.8 180 3.07 3.730 17.60 0 0 3 3
15.2 8 275.8 180 3.07 3.780 18.00 0 0 3 3
10.4 8 472.0 205 2.93 5.250 17.98 0 0 3 4
10.4 8 460.0 215 3.00 5.424 17.82 0 0 3 4
14.7 8 440.0 230 3.23 5.345 17.42 0 0 3 4
32.4 4 78.7 66 4.08 2.200 19.47 1 1 4 1
30.4 4 75.7 52 4.93 1.615 18.52 1 1 4 2
33.9 4 71.1 65 4.22 1.835 19.90 1 1 4 1
21.5 4 120.1 97 3.70 2.465 20.01 1 0 3 1
15.5 8 318.0 150 2.76 3.520 16.87 0 0 3 2
15.2 8 304.0 150 3.15 3.435 17.30 0 0 3 2
13.3 8 350.0 245 3.73 3.840 15.41 0 0 3 4
19.2 8 400.0 175 3.08 3.845 17.05 0 0 3 2
27.3 4 79.0 66 4.08 1.935 18.90 1 1 4 1
26.0 4 120.3 91 4.43 2.140 16.70 0 1 5 2
30.4 4 95.1 113 3.77 1.513 16.90 1 1 5 2
15.8 8 351.0 264 4.22 3.170 14.50 0 1 5 4
19.7 6 145.0 175 3.62 2.770 15.50 0 1 5 6
15.0 8 301.0 335 3.54 3.570 14.60 0 1 5 8
21.4 4 121.0 109 4.11 2.780 18.60 1 1 4 2

Task

  • Download the Excel file “cars.xlsx” from the moodle course.
  • Save it in your project directory.
  • Import the data set and assign it to an object dat.
  • Apply the View() function to see the dataset.

Note: View() opens a new tab in RStudio with the content of a data frame (e.g. View(dat)).

Task

  • Calculate the mean of mpg (miles per gallon) for cars with 4, 6, and 8 cylinders (variable cly).

:-)

Task - solution

  • Calculate the mean of mpg (miles per gallon) for cars with 4, 6, and 8 cylinders (variable cly).
mean(dat$mpg[dat$cyl == 4])
mean(dat$mpg[dat$cyl == 6])
mean(dat$mpg[dat$cyl == 8])
[1] 26.66364
[1] 19.74286
[1] 15.1

Create a new variable in a dataset with missing values

Please copy this syntax into R-Studio and execute:

study <- data.frame(
  sen    = factor(c(0, 1, 0, 1, 0, 1), labels = c("no sen", "sen"), levels = 0:1),
  gender = factor(c(1,2,2,1,2,1), labels = c("Male", "Female"), levels = 1:2),
  age  = c(150, 156, 138, 126, 136, 162),
  IQ     = c(90, 85, 90, 87, 99, 89),
  Q1     = c(1, 5, 3, 4, 2, 3),
  Q2     = c(2, 5, 3, 4, 5, 2),
  Q3     = c(1, 5, 3, 5, 2, 1)
)

Create a new variable in a dataset

With missing values:

study$Q4 <- NA

With specific values:

study$Q5 <- c(5, 1, 4, 2, 1, 3)
study
sen gender age IQ Q1 Q2 Q3 Q4 Q5
no sen Male 150 90 1 2 1 NA 5
sen Female 156 85 5 5 5 NA 1
no sen Female 138 90 3 3 3 NA 4
sen Male 126 87 4 4 5 NA 2
no sen Female 136 99 2 5 2 NA 1
sen Male 162 89 3 2 1 NA 3

Create new variables from existing ones

study$age2 <- study$age / 12
study
sen gender age IQ Q1 Q2 Q3 Q4 Q5 age2
no sen Male 150 90 1 2 1 NA 5 12.50000
sen Female 156 85 5 5 5 NA 1 13.00000
no sen Female 138 90 3 3 3 NA 4 11.50000
sen Male 126 87 4 4 5 NA 2 10.50000
no sen Female 136 99 2 5 2 NA 1 11.33333
sen Male 162 89 3 2 1 NA 3 13.50000

Drop a variable

study$age2 <- NULL
study
sen gender age IQ Q1 Q2 Q3 Q4 Q5
no sen Male 150 90 1 2 1 NA 5
sen Female 156 85 5 5 5 NA 1
no sen Female 138 90 3 3 3 NA 4
sen Male 126 87 4 4 5 NA 2
no sen Female 136 99 2 5 2 NA 1
sen Male 162 89 3 2 1 NA 3 
# or: study <- subset(study, select = -age2)
# or: study <- study[, -10]

Task

Create a new variable Q_sum_1_3 as the sum of Q1 to Q3.

:-)

study$Q_sum_1_3 <- with(study, Q1 + Q2 + Q3)

# or:

study$Q_sum_1_3 <- study$Q1 + study$Q2 + study$Q3
study
sen gender age IQ Q1 Q2 Q3 Q4 Q5 Q_sum_1_3
no sen Male 150 90 1 2 1 NA 5 4
sen Female 156 85 5 5 5 NA 1 15
no sen Female 138 90 3 3 3 NA 4 9
sen Male 126 87 4 4 5 NA 2 13
no sen Female 136 99 2 5 2 NA 1 9
sen Male 162 89 3 2 1 NA 3 6

Task

Create the variables age_year and age_month where both variables do not have decimals

(tip: trunc function or the %% modulo operator and the integer division %/% operator. Use the help function if needed)

:-)

study$age_year <- trunc(study$age /12)
study$age_month <- study$age - (study$age_year * 12)

# or

study$age_year <- study$age %/% 12
study$age_month <- study$age %% 12

study
sen gender age IQ Q1 Q2 Q3 Q4 Q5 Q_sum_1_3 age_year age_month
no sen Male 150 90 1 2 1 NA 5 4 12 6
sen Female 156 85 5 5 5 NA 1 15 13 0
no sen Female 138 90 3 3 3 NA 4 9 11 6
sen Male 126 87 4 4 5 NA 2 13 10 6
no sen Female 136 99 2 5 2 NA 1 9 11 4
sen Male 162 89 3 2 1 NA 3 6 13 6

The apply function

The apply function applies a function to every row or column of a data frame.

  1. The first argument is the data frame object.

  2. The second argument is the margin (1 for rows and 2 for columns).

  3. The third argument is a function name (e.g. mean).

  4. Further arguments are arguments to the function provided in 3.

# An example:
study$Q_sum_1_2 <- apply(study[, c("Q1", "Q2")], 1, sum)
study
sen gender age IQ Q1 Q2 Q3 Q4 Q5 Q_sum_1_3 age_year age_month Q_sum_1_2
no sen Male 150 90 1 2 1 NA 5 4 12 6 3
sen Female 156 85 5 5 5 NA 1 15 13 0 10
no sen Female 138 90 3 3 3 NA 4 9 11 6 6
sen Male 126 87 4 4 5 NA 2 13 10 6 8
no sen Female 136 99 2 5 2 NA 1 9 11 4 7
sen Male 162 89 3 2 1 NA 3 6 13 6 5

Task

Create a new variable Q_sum with the sum of Q1 to Q5 (sums should be build when NAs are in the data)

study$Q_sum <- apply(subset(study, select = Q1:Q5), 1, sum, na.rm = TRUE)

Goals

  • You know what mardown is.
  • You know what you can do with Rmarkdown.
  • You can create your own Rmarkdown files.

Markdown and Rmarkdown

What is markdown?

  • It is a very simple document markup language. That is, it is a way to format a text.
  • Similar but much simpler than html, or rtf.
  • E.g. putting an asterisk around the text will make it italic and two asterisks bold:
    *example* becomes example
    **another example** becomes another example
  • markdown was developed in 2004 by John Gruber as an easy way to create texts on websites.

  • Texts in mardown are rendered (translated) to other markup languages before they are turned to webpages or documents.
  • The idea is: You type a text with basic format tags and later let the computer render it to a more complex format.
  • Due to its simplicity, markdown can be converted to html, latex, docx, rtf, ect. files.
  • Markdown is widely applied on various sites (e.g., GitHub, Reddit, Diaspora, OpenStreetMap, sourceForge).

A text like this:

# Chaper 1

> If something is true, no amount of wishful thinking will change it *-Richard Dawkins*

We will discuss the following ideas:

1. The meaning of **life**
2. The end of **suffering**
3. The **noble eightfold path**

| Sanskrit| Meaning |
|---------|---------|
| dukkha  | suffering is an innate characteristic of existence. |
| samudaya| together with *dukkha* arises *taṇhā* (craving). |
| nirodha | *dukkha* can be ended or contained by letting go of this *taṇhā.* |
| magga   | The *noble eightfold path* leads to the confinement. |

Tabel 1: [The four noble truths](https://en.wikipedia.org/wiki/Four_Noble_Truths)

Three outputs:

Rmarkdown

  • Rmarkdown is an extension to markdown.
  • Specifically developed to combine data analyses (scripts and output) within a document.
  • Think of it as an integration of a text-processing program and R code.
  • You can write a text and implement tables, plots, figures etc. analysed with R.

Why use Rmarkdown?

  • Rmarkdown helps to make your research:
    • Transparent
    • Reproducible
    • Organized
    • Communicatable

Why use Rmarkdown?

  • You can create individualized reports
    • E.g. results with a standard text for each participant in a study comprising her own data
    • E.g. individual analyses for each single school or classroom but with a common text.
    • You can even adapt text blocks depending on parameters and specific results (e.g. skip certain passages for special schools but not for primary schools)

Task

Before we go on, you have to start your first Rmarkdown document:

  • Create a new source file in R. Choose “Text File” as the format.
    File New File Text File
  • Save it under the name “first_mardown.Rmd”
    (you can name it as you like as long as it ends with “.Rmd”).
  • Now, at the lower right corner of your source panel you should find as an indicator of the file type.
  • Also, at the top of the source file you should find

Basic markdown formating

Basic markdown: header

  • Normally written text appears as unformatted text.
  • You can format text into a header with the # symbol:
# A level one header
## A level two header
### A level three header
#### A level four header

Basic markdown: Emphasise

  • Italic text is put between * symbols (or _).
  • Bold text between ** symbols.
  • Italic and bold text between *** symbols.

This is *italic* this is **bold**, and ***this is both!!!***.

This is italic this is bold, and this is both!!!.

Basic markdown: Lists

An unordered list:

- Helmut
- Gerhard
- Angela

An ordered list:

1. Bush
2. Obama
3. Trump

Combined:
  
1. Sour
  - Lime
  - Envy
2. Sweet
  - Honey
  - love

Rmarkdown

Chunks

  • Chunks are portions of R code within a markdown file.
  • A chunk for R has the following structure:

```{r}
# Here comes the R code
```

  • An empty chunk can be inserted directly through the Insert button.

Chunk Options

  • Chunk options specify the “behaviour” of a chunk.
  • They are put behind the leading “r” and are separated by “,”.

e.g.:

```{r echo = FALSE}
# Here comes the R code
```

  • echo = FALSE suppresses the inclusion of the original R code and only output is reported.
  • include = FALSE executes the R code but does not report anything
  • message = FALSE excludes additional messages given by a function.
  • warning = FALSE exclude warnings created by a function.

YAML (YAML is not a markup language)

  • Through YAML you can set several document parameters.
  • YAML is like a document header at the beginning of an Rmarkdown file. It is put between leading and ending “—”.
---
  
---

Some possible parameters:

  • title: “My first document”
  • author: “Jürgen Wilbert”
  • date: 12.12.2019
  • abstract: This is an interesting paper

Additional ressources for Rmarkdown

Task

  • Download the Rmarkdown silly example from the R moodle course.
  • Save it to your project folder.
  • Open it in RStudio.
  • Knit an html and Word Docx file from it.
  • Read through the code and make sure you understand all of it :-)

Goals

  • You know what tidyverse is.
  • Basic knowledge on the pipe %>% operator.

Tidyverse

Tidyverse is a collection of R packages developed for data science

  • It is continuously developed and heavily promoted by RStudio.
  • The core idea is to implement (more) functional programming into R.
  • All packages share an underlying design philosophy, grammar, and data structure.
  • Although tidyverse is loved by many, there are also critics to it worth reading.
  • Tidyverse can be installed through R (install.packages(“tidyverse”)).

Pipes: %>%

An Example:

%>% takes the return of a function and pipes it to the next function.

# Without pipes (nested option):
kable(round(describe(select(dat, "iq", "age")), 2))

# or a second, better, alternative:
newdat <- select(dat, "iq", "age")
newdat <- describe(newdat)
newdat <- round(newdat, 2)
kable(newdat)


# And with pipes it looks like:
dat %>%
  select("iq", "age") %>%
  describe() %>%
  round(2) %>%
  kable()

Task

  • Take the mtcars data set (included in base R).
  • Apply the describe() function from the psych library (make sure you have installed psych).
  • Round the values to the first decimal (Note: round() is your friend here).
  • Use pipes %>% to do this all.
  • … and don’t forget to activate the tidyverse library :-)

:-)

library(psych)
library(tidyverse)

mtcars %>%
  describe() %>%
  round(1)
vars n mean sd median trimmed mad min max range skew kurtosis se
mpg 1 32 20.1 6.0 19.2 19.7 5.4 10.4 33.9 23.5 0.6 -0.4 1.1
cyl 2 32 6.2 1.8 6.0 6.2 3.0 4.0 8.0 4.0 -0.2 -1.8 0.3
disp 3 32 230.7 123.9 196.3 222.5 140.5 71.1 472.0 400.9 0.4 -1.2 21.9
hp 4 32 146.7 68.6 123.0 141.2 77.1 52.0 335.0 283.0 0.7 -0.1 12.1
drat 5 32 3.6 0.5 3.7 3.6 0.7 2.8 4.9 2.2 0.3 -0.7 0.1
wt 6 32 3.2 1.0 3.3 3.2 0.8 1.5 5.4 3.9 0.4 0.0 0.2
qsec 7 32 17.8 1.8 17.7 17.8 1.4 14.5 22.9 8.4 0.4 0.3 0.3
vs 8 32 0.4 0.5 0.0 0.4 0.0 0.0 1.0 1.0 0.2 -2.0 0.1
am 9 32 0.4 0.5 0.0 0.4 0.0 0.0 1.0 1.0 0.4 -1.9 0.1
gear 10 32 3.7 0.7 4.0 3.6 1.5 3.0 5.0 2.0 0.5 -1.1 0.1
carb 11 32 2.8 1.6 2.0 2.7 1.5 1.0 8.0 7.0 1.1 1.3 0.3

dyplyr

  • dplyr is a package tailed towards data manipulation.
  • filter() picks cases based on their values.
  • select() picks variables based on their names.
  • mutate() adds and creates new variables
  • summarise() reduces multiple values down to a single summary.
  • group_by() allows to perform any operation by grouping variables.
  • arrange() changes the ordering of the rows.

filter() picks cases based on their values

filter(.data, ...)

# Without %>%:
filter(mtcars, disp > 350 & mpg < 11)

# with %>%
mtcars %>%
  filter(disp > 350 & mpg < 11)

Note: You don’t have to provide the name of a data object within the dplyr function!

not: filter(mtcars, mtcars$disp > 350 & mtcars$mpg < 11)

but: filter(mtcars, disp > 350 & mpg < 11)

Task

  • Take the starwars database.
  • Filter all cases with brown hair color and female gender (Hint: variables hair_color and sex)

:-)

library(tidyverse)
starwars %>%
  filter(hair_color == "brown" & sex == "female")
name height mass hair_color skin_color eye_color birth_year sex gender homeworld species films vehicles starships
Leia Organa 150 49 brown light brown 19 female feminine Alderaan Human A New Hope , The Empire Strikes Back, Return of the Jedi , Revenge of the Sith , The Force Awakens Imperial Speeder Bike
Beru Whitesun Lars 165 75 brown light blue 47 female feminine Tatooine Human A New Hope , Attack of the Clones, Revenge of the Sith
Padmé Amidala 185 45 brown light brown 46 female feminine Naboo Human The Phantom Menace , Attack of the Clones, Revenge of the Sith Naboo fighter , H-type Nubian yacht, Naboo star skiff
Dormé 165 NA brown light brown NA female feminine Naboo Human Attack of the Clones
Rey NA NA brown light hazel NA female feminine NA Human The Force Awakens

select() picks variables based on their names

select(.data, ...)

# Either column numbers or column names
mtcars %>% select(1, 3, carb)

# Use the `:` symbol for ranges
mtcars %>% select(1:3, am:carb)

# use `-` to drop variables and keep the others
mtcars %>% select(-am, -(disp:drat))

# use `!` to select all variables not the ones defined
mtcars %>% select(!(1:3))

Task

  • Take the starwars database.
  • Filter for Human and select the variables name, height, and mass (Hint: variable species)

:-)

starwars %>% 
  filter(species == "Human") %>% 
  select(name:mass)
name height mass
Luke Skywalker 172 77.0
Darth Vader 202 136.0
Leia Organa 150 49.0
Owen Lars 178 120.0
Beru Whitesun Lars 165 75.0
Biggs Darklighter 183 84.0
Obi-Wan Kenobi 182 77.0
Anakin Skywalker 188 84.0
Wilhuff Tarkin 180 NA
Han Solo 180 80.0
Wedge Antilles 170 77.0
Palpatine 170 75.0
Boba Fett 183 78.2
Lando Calrissian 177 79.0
Lobot 175 79.0
Mon Mothma 150 NA
Arvel Crynyd NA NA
Qui-Gon Jinn 193 89.0
Finis Valorum 170 NA
Padmé Amidala 185 45.0
Ric Olié 183 NA
Quarsh Panaka 183 NA
Shmi Skywalker 163 NA
Mace Windu 188 84.0
Cliegg Lars 183 NA
Dormé 165 NA
Dooku 193 80.0
Bail Prestor Organa 191 NA
Jango Fett 183 79.0
Jocasta Nu 167 NA
Raymus Antilles 188 79.0
Finn NA NA
Rey NA NA
Poe Dameron NA NA
Captain Phasma NA NA

Help functions to select variables

  • contains(): selects all variables which names contain a certain string.
  • starts_with(): selects all variables which start with a certain string.
  • ends_with(): selects all variables which end with a certain string.
  • num_range(): selects variables with a certain prefix within a certain range
mtcars %>% select(starts_with("d")) %>% slice(1:2)
mtcars %>% select(!ends_with("b")) %>% slice(1:2)
mtcars %>% select(contains("ra")) %>% slice(1:2)
billboard %>% select(num_range("wk", 10:15))

relocate() to rearrange columns

The relocate() function helps to rearrange the columns of a data frame

starwars %>% 
  relocate(name, birth_year, sex)
name birth_year sex height mass hair_color skin_color eye_color gender homeworld species films vehicles starships
Luke Skywalker 19.0 male 172 77.0 blond fair blue masculine Tatooine Human A New Hope , The Empire Strikes Back, Return of the Jedi , Revenge of the Sith , The Force Awakens Snowspeeder , Imperial Speeder Bike X-wing , Imperial shuttle
C-3PO 112.0 none 167 75.0 NA gold yellow masculine Tatooine Droid A New Hope , The Empire Strikes Back, Return of the Jedi , The Phantom Menace , Attack of the Clones , Revenge of the Sith
R2-D2 33.0 none 96 32.0 NA white, blue red masculine Naboo Droid A New Hope , The Empire Strikes Back, Return of the Jedi , The Phantom Menace , Attack of the Clones , Revenge of the Sith , The Force Awakens
Darth Vader 41.9 male 202 136.0 none white yellow masculine Tatooine Human A New Hope , The Empire Strikes Back, Return of the Jedi , Revenge of the Sith TIE Advanced x1
Leia Organa 19.0 female 150 49.0 brown light brown feminine Alderaan Human A New Hope , The Empire Strikes Back, Return of the Jedi , Revenge of the Sith , The Force Awakens Imperial Speeder Bike
Owen Lars 52.0 male 178 120.0 brown, grey light blue masculine Tatooine Human A New Hope , Attack of the Clones, Revenge of the Sith
Beru Whitesun Lars 47.0 female 165 75.0 brown light blue feminine Tatooine Human A New Hope , Attack of the Clones, Revenge of the Sith
R5-D4 NA none 97 32.0 NA white, red red masculine Tatooine Droid A New Hope
Biggs Darklighter 24.0 male 183 84.0 black light brown masculine Tatooine Human A New Hope X-wing
Obi-Wan Kenobi 57.0 male 182 77.0 auburn, white fair blue-gray masculine Stewjon Human A New Hope , The Empire Strikes Back, Return of the Jedi , The Phantom Menace , Attack of the Clones , Revenge of the Sith Tribubble bongo Jedi starfighter , Trade Federation cruiser, Naboo star skiff , Jedi Interceptor , Belbullab-22 starfighter
Anakin Skywalker 41.9 male 188 84.0 blond fair blue masculine Tatooine Human The Phantom Menace , Attack of the Clones, Revenge of the Sith Zephyr-G swoop bike, XJ-6 airspeeder Naboo fighter , Trade Federation cruiser, Jedi Interceptor
Wilhuff Tarkin 64.0 male 180 NA auburn, grey fair blue masculine Eriadu Human A New Hope , Revenge of the Sith
Chewbacca 200.0 male 228 112.0 brown unknown blue masculine Kashyyyk Wookiee A New Hope , The Empire Strikes Back, Return of the Jedi , Revenge of the Sith , The Force Awakens AT-ST Millennium Falcon, Imperial shuttle
Han Solo 29.0 male 180 80.0 brown fair brown masculine Corellia Human A New Hope , The Empire Strikes Back, Return of the Jedi , The Force Awakens Millennium Falcon, Imperial shuttle
Greedo 44.0 male 173 74.0 NA green black masculine Rodia Rodian A New Hope
Jabba Desilijic Tiure 600.0 hermaphroditic 175 1358.0 NA green-tan, brown orange masculine Nal Hutta Hutt A New Hope , Return of the Jedi, The Phantom Menace
Wedge Antilles 21.0 male 170 77.0 brown fair hazel masculine Corellia Human A New Hope , The Empire Strikes Back, Return of the Jedi Snowspeeder X-wing
Jek Tono Porkins NA NA 180 110.0 brown fair blue NA Bestine IV NA A New Hope X-wing
Yoda 896.0 male 66 17.0 white green brown masculine NA Yoda’s species The Empire Strikes Back, Return of the Jedi , The Phantom Menace , Attack of the Clones , Revenge of the Sith
Palpatine 82.0 male 170 75.0 grey pale yellow masculine Naboo Human The Empire Strikes Back, Return of the Jedi , The Phantom Menace , Attack of the Clones , Revenge of the Sith
Boba Fett 31.5 male 183 78.2 black fair brown masculine Kamino Human The Empire Strikes Back, Return of the Jedi , Attack of the Clones Slave 1
IG-88 15.0 none 200 140.0 none metal red masculine NA Droid The Empire Strikes Back
Bossk 53.0 male 190 113.0 none green red masculine Trandosha Trandoshan The Empire Strikes Back
Lando Calrissian 31.0 male 177 79.0 black dark brown masculine Socorro Human The Empire Strikes Back, Return of the Jedi Millennium Falcon
Lobot 37.0 male 175 79.0 none light blue masculine Bespin Human The Empire Strikes Back
Ackbar 41.0 male 180 83.0 none brown mottle orange masculine Mon Cala Mon Calamari Return of the Jedi, The Force Awakens
Mon Mothma 48.0 female 150 NA auburn fair blue feminine Chandrila Human Return of the Jedi
Arvel Crynyd NA male NA NA brown fair brown masculine NA Human Return of the Jedi A-wing
Wicket Systri Warrick 8.0 male 88 20.0 brown brown brown masculine Endor Ewok Return of the Jedi
Nien Nunb NA male 160 68.0 none grey black masculine Sullust Sullustan Return of the Jedi Millennium Falcon
Qui-Gon Jinn 92.0 male 193 89.0 brown fair blue masculine NA Human The Phantom Menace Tribubble bongo
Nute Gunray NA male 191 90.0 none mottled green red masculine Cato Neimoidia Neimodian The Phantom Menace , Attack of the Clones, Revenge of the Sith
Finis Valorum 91.0 male 170 NA blond fair blue masculine Coruscant Human The Phantom Menace
Padmé Amidala 46.0 female 185 45.0 brown light brown feminine Naboo Human The Phantom Menace , Attack of the Clones, Revenge of the Sith Naboo fighter , H-type Nubian yacht, Naboo star skiff
Jar Jar Binks 52.0 male 196 66.0 none orange orange masculine Naboo Gungan The Phantom Menace , Attack of the Clones
Roos Tarpals NA male 224 82.0 none grey orange masculine Naboo Gungan The Phantom Menace
Rugor Nass NA male 206 NA none green orange masculine Naboo Gungan The Phantom Menace
Ric Olié NA male 183 NA brown fair blue masculine Naboo Human The Phantom Menace Naboo Royal Starship
Watto NA male 137 NA black blue, grey yellow masculine Toydaria Toydarian The Phantom Menace , Attack of the Clones
Sebulba NA male 112 40.0 none grey, red orange masculine Malastare Dug The Phantom Menace
Quarsh Panaka 62.0 male 183 NA black dark brown masculine Naboo Human The Phantom Menace
Shmi Skywalker 72.0 female 163 NA black fair brown feminine Tatooine Human The Phantom Menace , Attack of the Clones
Darth Maul 54.0 male 175 80.0 none red yellow masculine Dathomir Zabrak The Phantom Menace Sith speeder Scimitar
Bib Fortuna NA male 180 NA none pale pink masculine Ryloth Twi’lek Return of the Jedi
Ayla Secura 48.0 female 178 55.0 none blue hazel feminine Ryloth Twi’lek The Phantom Menace , Attack of the Clones, Revenge of the Sith
Ratts Tyerel NA male 79 15.0 none grey, blue unknown masculine Aleen Minor Aleena The Phantom Menace
Dud Bolt NA male 94 45.0 none blue, grey yellow masculine Vulpter Vulptereen The Phantom Menace
Gasgano NA male 122 NA none white, blue black masculine Troiken Xexto The Phantom Menace
Ben Quadinaros NA male 163 65.0 none grey, green, yellow orange masculine Tund Toong The Phantom Menace
Mace Windu 72.0 male 188 84.0 none dark brown masculine Haruun Kal Human The Phantom Menace , Attack of the Clones, Revenge of the Sith
Ki-Adi-Mundi 92.0 male 198 82.0 white pale yellow masculine Cerea Cerean The Phantom Menace , Attack of the Clones, Revenge of the Sith
Kit Fisto NA male 196 87.0 none green black masculine Glee Anselm Nautolan The Phantom Menace , Attack of the Clones, Revenge of the Sith
Eeth Koth NA male 171 NA black brown brown masculine Iridonia Zabrak The Phantom Menace , Revenge of the Sith
Adi Gallia NA female 184 50.0 none dark blue feminine Coruscant Tholothian The Phantom Menace , Revenge of the Sith
Saesee Tiin NA male 188 NA none pale orange masculine Iktotch Iktotchi The Phantom Menace , Revenge of the Sith
Yarael Poof NA male 264 NA none white yellow masculine Quermia Quermian The Phantom Menace
Plo Koon 22.0 male 188 80.0 none orange black masculine Dorin Kel Dor The Phantom Menace , Attack of the Clones, Revenge of the Sith Jedi starfighter
Mas Amedda NA male 196 NA none blue blue masculine Champala Chagrian The Phantom Menace , Attack of the Clones
Gregar Typho NA NA 185 85.0 black dark brown NA Naboo NA Attack of the Clones Naboo fighter
Cordé NA NA 157 NA brown light brown NA Naboo NA Attack of the Clones
Cliegg Lars 82.0 male 183 NA brown fair blue masculine Tatooine Human Attack of the Clones
Poggle the Lesser NA male 183 80.0 none green yellow masculine Geonosis Geonosian Attack of the Clones, Revenge of the Sith
Luminara Unduli 58.0 female 170 56.2 black yellow blue feminine Mirial Mirialan Attack of the Clones, Revenge of the Sith
Barriss Offee 40.0 female 166 50.0 black yellow blue feminine Mirial Mirialan Attack of the Clones
Dormé NA female 165 NA brown light brown feminine Naboo Human Attack of the Clones
Dooku 102.0 male 193 80.0 white fair brown masculine Serenno Human Attack of the Clones, Revenge of the Sith Flitknot speeder
Bail Prestor Organa 67.0 male 191 NA black tan brown masculine Alderaan Human Attack of the Clones, Revenge of the Sith
Jango Fett 66.0 male 183 79.0 black tan brown masculine Concord Dawn Human Attack of the Clones
Zam Wesell NA female 168 55.0 blonde fair, green, yellow yellow feminine Zolan Clawdite Attack of the Clones Koro-2 Exodrive airspeeder
Dexter Jettster NA male 198 102.0 none brown yellow masculine Ojom Besalisk Attack of the Clones
Lama Su NA male 229 88.0 none grey black masculine Kamino Kaminoan Attack of the Clones
Taun We NA female 213 NA none grey black feminine Kamino Kaminoan Attack of the Clones
Jocasta Nu NA female 167 NA white fair blue feminine Coruscant Human Attack of the Clones
R4-P17 NA none 96 NA none silver, red red, blue feminine NA Droid Attack of the Clones, Revenge of the Sith
Wat Tambor NA male 193 48.0 none green, grey unknown masculine Skako Skakoan Attack of the Clones
San Hill NA male 191 NA none grey gold masculine Muunilinst Muun Attack of the Clones
Shaak Ti NA female 178 57.0 none red, blue, white black feminine Shili Togruta Attack of the Clones, Revenge of the Sith
Grievous NA male 216 159.0 none brown, white green, yellow masculine Kalee Kaleesh Revenge of the Sith Tsmeu-6 personal wheel bike Belbullab-22 starfighter
Tarfful NA male 234 136.0 brown brown blue masculine Kashyyyk Wookiee Revenge of the Sith
Raymus Antilles NA male 188 79.0 brown light brown masculine Alderaan Human A New Hope , Revenge of the Sith
Sly Moore NA NA 178 48.0 none pale white NA Umbara NA Attack of the Clones, Revenge of the Sith
Tion Medon NA male 206 80.0 none grey black masculine Utapau Pau’an Revenge of the Sith
Finn NA male NA NA black dark dark masculine NA Human The Force Awakens
Rey NA female NA NA brown light hazel feminine NA Human The Force Awakens
Poe Dameron NA male NA NA brown light brown masculine NA Human The Force Awakens X-wing
BB8 NA none NA NA none none black masculine NA Droid The Force Awakens
Captain Phasma NA female NA NA none none unknown feminine NA Human The Force Awakens

mutate() adds new variables that are functions of existing variables

mutate(.data, ...)

mtcars %>%
  mutate(
    efficiency = mpg / disp,
    effect = round(hp / mpg * 100)
  )
mpg cyl disp hp drat wt qsec vs am gear carb efficiency effect
Mazda RX4 21.0 6 160.0 110 3.90 2.620 16.46 0 1 4 4 0.1312500 524
Mazda RX4 Wag 21.0 6 160.0 110 3.90 2.875 17.02 0 1 4 4 0.1312500 524
Datsun 710 22.8 4 108.0 93 3.85 2.320 18.61 1 1 4 1 0.2111111 408
Hornet 4 Drive 21.4 6 258.0 110 3.08 3.215 19.44 1 0 3 1 0.0829457 514
Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 17.02 0 0 3 2 0.0519444 936
Valiant 18.1 6 225.0 105 2.76 3.460 20.22 1 0 3 1 0.0804444 580
Duster 360 14.3 8 360.0 245 3.21 3.570 15.84 0 0 3 4 0.0397222 1713
Merc 240D 24.4 4 146.7 62 3.69 3.190 20.00 1 0 4 2 0.1663258 254
Merc 230 22.8 4 140.8 95 3.92 3.150 22.90 1 0 4 2 0.1619318 417
Merc 280 19.2 6 167.6 123 3.92 3.440 18.30 1 0 4 4 0.1145585 641
Merc 280C 17.8 6 167.6 123 3.92 3.440 18.90 1 0 4 4 0.1062053 691
Merc 450SE 16.4 8 275.8 180 3.07 4.070 17.40 0 0 3 3 0.0594634 1098
Merc 450SL 17.3 8 275.8 180 3.07 3.730 17.60 0 0 3 3 0.0627266 1040
Merc 450SLC 15.2 8 275.8 180 3.07 3.780 18.00 0 0 3 3 0.0551124 1184
Cadillac Fleetwood 10.4 8 472.0 205 2.93 5.250 17.98 0 0 3 4 0.0220339 1971
Lincoln Continental 10.4 8 460.0 215 3.00 5.424 17.82 0 0 3 4 0.0226087 2067
Chrysler Imperial 14.7 8 440.0 230 3.23 5.345 17.42 0 0 3 4 0.0334091 1565
Fiat 128 32.4 4 78.7 66 4.08 2.200 19.47 1 1 4 1 0.4116900 204
Honda Civic 30.4 4 75.7 52 4.93 1.615 18.52 1 1 4 2 0.4015852 171
Toyota Corolla 33.9 4 71.1 65 4.22 1.835 19.90 1 1 4 1 0.4767932 192
Toyota Corona 21.5 4 120.1 97 3.70 2.465 20.01 1 0 3 1 0.1790175 451
Dodge Challenger 15.5 8 318.0 150 2.76 3.520 16.87 0 0 3 2 0.0487421 968
AMC Javelin 15.2 8 304.0 150 3.15 3.435 17.30 0 0 3 2 0.0500000 987
Camaro Z28 13.3 8 350.0 245 3.73 3.840 15.41 0 0 3 4 0.0380000 1842
Pontiac Firebird 19.2 8 400.0 175 3.08 3.845 17.05 0 0 3 2 0.0480000 911
Fiat X1-9 27.3 4 79.0 66 4.08 1.935 18.90 1 1 4 1 0.3455696 242
Porsche 914-2 26.0 4 120.3 91 4.43 2.140 16.70 0 1 5 2 0.2161264 350
Lotus Europa 30.4 4 95.1 113 3.77 1.513 16.90 1 1 5 2 0.3196635 372
Ford Pantera L 15.8 8 351.0 264 4.22 3.170 14.50 0 1 5 4 0.0450142 1671
Ferrari Dino 19.7 6 145.0 175 3.62 2.770 15.50 0 1 5 6 0.1358621 888
Maserati Bora 15.0 8 301.0 335 3.54 3.570 14.60 0 1 5 8 0.0498339 2233
Volvo 142E 21.4 4 121.0 109 4.11 2.780 18.60 1 1 4 2 0.1768595 509

Task

  • Take the starwars database.
  • Create a new variable with the body mass index bmi. Hint: bmi = kg / m²
  • Filter all humans with an bmi >= 26.
  • Select name, bmi, height, and mass

:-)

starwars %>%
  mutate(bmi = mass/ (height/100)^2) %>%
  filter(bmi >= 26 & species == "Human") %>%
  select(name, bmi, height, mass)
name bmi height mass
Luke Skywalker 26.02758 172 77
Darth Vader 33.33007 202 136
Owen Lars 37.87401 178 120
Beru Whitesun Lars 27.54821 165 75
Wedge Antilles 26.64360 170 77

summarise() reduces multiple values down to a single summary.

mtcars %>%
  summarise(
    mean_mpg = mean(mpg),
    sd_mpg = sd(mpg),
    n = n()
  )
mean_mpg sd_mpg n
20.09062 6.026948 32

Task

  • Take the starwars database.
  • Filter Humans
  • Calculate the mean and the median for height and mass (Note: don’t forget to remove NA values: na.rm = TRUE)

:-)

starwars %>%
  filter(species == "Human") %>%
  summarise(
    mean_height = mean(height, na.rm = TRUE),
    median_height = median(height, na.rm = TRUE),
    mean_mass = mean(mass, na.rm = TRUE),
    median_mass = median(mass, na.rm = TRUE)
  )
mean_height median_height mean_mass median_mass
178 181 81.31 79

group_by() allows to perform any operation by grouping variables.

mtcars %>% group_by(cyl) %>%
  summarise(
    mean_mpg = mean(mpg),
    sd_mpg = sd(mpg),
    n = n()
  )
cyl mean_mpg sd_mpg n
4 26.66364 4.509828 11
6 19.74286 1.453567 7
8 15.10000 2.560048 14 
mtcars %>% group_by(cyl, am) %>%
  summarise(
    mean_mpg = mean(mpg),
    sd_mpg = sd(mpg),
    n = n()
  )
cyl am mean_mpg sd_mpg n
4 0 22.90000 1.4525839 3
4 1 28.07500 4.4838599 8
6 0 19.12500 1.6317169 4
6 1 20.56667 0.7505553 3
8 0 15.05000 2.7743959 12
8 1 15.40000 0.5656854 2

Task

  • Take the starwars database.
  • Group by sex
  • Calculate the median for height and mass
  • And the number of cases per group (Hint: n())

:-)

starwars %>%
  group_by(sex) %>%
  summarise(
    median_height = median(height, na.rm = TRUE),
    median_mass = median(mass, na.rm = TRUE),
    n = n()
  )
sex median_height median_mass n
female 167.5 55.0 16
hermaphroditic 175.0 1358.0 1
male 183.0 80.0 60
none 97.0 53.5 6
NA 179.0 85.0 4

arrange() changes the ordering of the rows

arrange(.data, ...)

dat <- data.frame(age = c(5,5,6,7,6), sen = c(0, 1, 1, 0, 0), points = c(34, 55, 22, 11, 9))
dat %>%
  arrange(sen, age)
age sen points
5 0 34
6 0 9
7 0 11
5 1 55
6 1 22

desc() specifies a variable to be arranged descending

dat %>%
  arrange(sen, desc(points))
age sen points
5 0 34
7 0 11
6 0 9
5 1 55
6 1 22

Task

  • Take the starwars database.
  • Calculate the bmi.
  • Summarize the median of the bmi grouped by species.
  • round the bmi to one decimal.
  • Also calculate the n for each group.
  • Only show cases with n > 2.
  • Arrange the resulting table. Sort by n in descending order.

:-)

starwars %>% 
  mutate(bmi = mass / (height / 100)^2) %>% 
  group_by(species) %>% 
  summarise(
    mean_bmi = median(bmi, na.rm = TRUE) %>% round(1), 
    n = n()
  ) %>%
  filter(n >2) %>%
  arrange(desc(n))
species mean_bmi n
Human 24.3 35
Droid 34.4 6
NA 24.8 4
Gungan 16.8 3

From wide to long

pivot_longer()

  • cols: The columns to be aggregated into a new variable].
  • names_to: The name of the new variable containing the names of the aggregated columns.
  • values_to: The name of the variable containing the values of the aggregated columns.

Wide format:

player year1 year2
A 12 22
B 15 29
C 19 18
D 19 12

Long format:

pivot_longer(
  df, 
  cols = 2:3, 
  names_to = 'year', 
  values_to = 'points'
)
player year points
A year1 12
A year2 22
B year1 15
B year2 29
C year1 19
C year2 18
D year1 19
D year2 12

Task

Take the billboard dataset (package tidyverse/tidyr). It looks like this:

artist track date.entered wk1 wk2 wk3 wk4 wk5 wk6 wk7 wk8 wk9 wk10 wk11 wk12 wk13 wk14 wk15 wk16 wk17 wk18 wk19 wk20 wk21 wk22 wk23 wk24 wk25 wk26 wk27 wk28 wk29 wk30 wk31 wk32 wk33 wk34 wk35 wk36 wk37 wk38 wk39 wk40 wk41 wk42 wk43 wk44 wk45 wk46 wk47 wk48 wk49 wk50 wk51 wk52 wk53 wk54 wk55 wk56 wk57 wk58 wk59 wk60 wk61 wk62 wk63 wk64 wk65 wk66 wk67 wk68 wk69 wk70 wk71 wk72 wk73 wk74 wk75 wk76
2 Pac Baby Don’t Cry (Keep… 2000-02-26 87 82 72 77 87 94 99 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
2Ge+her The Hardest Part Of … 2000-09-02 91 87 92 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
3 Doors Down Kryptonite 2000-04-08 81 70 68 67 66 57 54 53 51 51 51 51 47 44 38 28 22 18 18 14 12 7 6 6 6 5 5 4 4 4 4 3 3 3 4 5 5 9 9 15 14 13 14 16 17 21 22 24 28 33 42 42 49 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
3 Doors Down Loser 2000-10-21 76 76 72 69 67 65 55 59 62 61 61 59 61 66 72 76 75 67 73 70 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
504 Boyz Wobble Wobble 2000-04-15 57 34 25 17 17 31 36 49 53 57 64 70 75 76 78 85 92 96 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
98^0 Give Me Just One Nig… 2000-08-19 51 39 34 26 26 19 2 2 3 6 7 22 29 36 47 67 66 84 93 94 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
A*Teens Dancing Queen 2000-07-08 97 97 96 95 100 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
Aaliyah I Don’t Wanna 2000-01-29 84 62 51 41 38 35 35 38 38 36 37 37 38 49 61 63 62 67 83 86 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
Aaliyah Try Again 2000-03-18 59 53 38 28 21 18 16 14 12 10 9 8 6 1 2 2 2 2 3 4 5 5 6 9 13 14 16 23 22 33 36 43 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
Adams, Yolanda Open My Heart 2000-08-26 76 76 74 69 68 67 61 58 57 59 66 68 61 67 59 63 67 71 79 89 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA

Use the pivot_longer() function to create a dataset that looks like this:

artist track date.entered week position
2 Pac Baby Don’t Cry (Keep… 2000-02-26 wk1 87
2 Pac Baby Don’t Cry (Keep… 2000-02-26 wk2 82
2 Pac Baby Don’t Cry (Keep… 2000-02-26 wk3 72
2 Pac Baby Don’t Cry (Keep… 2000-02-26 wk4 77
2 Pac Baby Don’t Cry (Keep… 2000-02-26 wk5 87
2 Pac Baby Don’t Cry (Keep… 2000-02-26 wk6 94
2 Pac Baby Don’t Cry (Keep… 2000-02-26 wk7 99
2Ge+her The Hardest Part Of … 2000-09-02 wk1 91
2Ge+her The Hardest Part Of … 2000-09-02 wk2 87
2Ge+her The Hardest Part Of … 2000-09-02 wk3 92
3 Doors Down Kryptonite 2000-04-08 wk1 81
3 Doors Down Kryptonite 2000-04-08 wk2 70
3 Doors Down Kryptonite 2000-04-08 wk3 68
3 Doors Down Kryptonite 2000-04-08 wk4 67
3 Doors Down Kryptonite 2000-04-08 wk5 66
3 Doors Down Kryptonite 2000-04-08 wk6 57
3 Doors Down Kryptonite 2000-04-08 wk7 54
3 Doors Down Kryptonite 2000-04-08 wk8 53
3 Doors Down Kryptonite 2000-04-08 wk9 51
3 Doors Down Kryptonite 2000-04-08 wk10 51 

billboard %>%
  pivot_longer(starts_with("wk"), names_to = "week", 
               values_to = "position", values_drop_na = TRUE)
artist track date.entered week position
2 Pac Baby Don’t Cry (Keep… 2000-02-26 wk1 87
2 Pac Baby Don’t Cry (Keep… 2000-02-26 wk2 82
2 Pac Baby Don’t Cry (Keep… 2000-02-26 wk3 72
2 Pac Baby Don’t Cry (Keep… 2000-02-26 wk4 77
2 Pac Baby Don’t Cry (Keep… 2000-02-26 wk5 87
2 Pac Baby Don’t Cry (Keep… 2000-02-26 wk6 94
2 Pac Baby Don’t Cry (Keep… 2000-02-26 wk7 99
2Ge+her The Hardest Part Of … 2000-09-02 wk1 91
2Ge+her The Hardest Part Of … 2000-09-02 wk2 87
2Ge+her The Hardest Part Of … 2000-09-02 wk3 92
3 Doors Down Kryptonite 2000-04-08 wk1 81
3 Doors Down Kryptonite 2000-04-08 wk2 70
3 Doors Down Kryptonite 2000-04-08 wk3 68
3 Doors Down Kryptonite 2000-04-08 wk4 67
3 Doors Down Kryptonite 2000-04-08 wk5 66
3 Doors Down Kryptonite 2000-04-08 wk6 57
3 Doors Down Kryptonite 2000-04-08 wk7 54
3 Doors Down Kryptonite 2000-04-08 wk8 53
3 Doors Down Kryptonite 2000-04-08 wk9 51
3 Doors Down Kryptonite 2000-04-08 wk10 51
3 Doors Down Kryptonite 2000-04-08 wk11 51
3 Doors Down Kryptonite 2000-04-08 wk12 51
3 Doors Down Kryptonite 2000-04-08 wk13 47
3 Doors Down Kryptonite 2000-04-08 wk14 44
3 Doors Down Kryptonite 2000-04-08 wk15 38
3 Doors Down Kryptonite 2000-04-08 wk16 28
3 Doors Down Kryptonite 2000-04-08 wk17 22
3 Doors Down Kryptonite 2000-04-08 wk18 18
3 Doors Down Kryptonite 2000-04-08 wk19 18
3 Doors Down Kryptonite 2000-04-08 wk20 14
3 Doors Down Kryptonite 2000-04-08 wk21 12
3 Doors Down Kryptonite 2000-04-08 wk22 7
3 Doors Down Kryptonite 2000-04-08 wk23 6
3 Doors Down Kryptonite 2000-04-08 wk24 6
3 Doors Down Kryptonite 2000-04-08 wk25 6
3 Doors Down Kryptonite 2000-04-08 wk26 5
3 Doors Down Kryptonite 2000-04-08 wk27 5
3 Doors Down Kryptonite 2000-04-08 wk28 4
3 Doors Down Kryptonite 2000-04-08 wk29 4
3 Doors Down Kryptonite 2000-04-08 wk30 4
3 Doors Down Kryptonite 2000-04-08 wk31 4
3 Doors Down Kryptonite 2000-04-08 wk32 3
3 Doors Down Kryptonite 2000-04-08 wk33 3
3 Doors Down Kryptonite 2000-04-08 wk34 3
3 Doors Down Kryptonite 2000-04-08 wk35 4
3 Doors Down Kryptonite 2000-04-08 wk36 5
3 Doors Down Kryptonite 2000-04-08 wk37 5
3 Doors Down Kryptonite 2000-04-08 wk38 9
3 Doors Down Kryptonite 2000-04-08 wk39 9
3 Doors Down Kryptonite 2000-04-08 wk40 15
3 Doors Down Kryptonite 2000-04-08 wk41 14
3 Doors Down Kryptonite 2000-04-08 wk42 13
3 Doors Down Kryptonite 2000-04-08 wk43 14
3 Doors Down Kryptonite 2000-04-08 wk44 16
3 Doors Down Kryptonite 2000-04-08 wk45 17
3 Doors Down Kryptonite 2000-04-08 wk46 21
3 Doors Down Kryptonite 2000-04-08 wk47 22
3 Doors Down Kryptonite 2000-04-08 wk48 24
3 Doors Down Kryptonite 2000-04-08 wk49 28
3 Doors Down Kryptonite 2000-04-08 wk50 33
3 Doors Down Kryptonite 2000-04-08 wk51 42
3 Doors Down Kryptonite 2000-04-08 wk52 42
3 Doors Down Kryptonite 2000-04-08 wk53 49
3 Doors Down Loser 2000-10-21 wk1 76
3 Doors Down Loser 2000-10-21 wk2 76
3 Doors Down Loser 2000-10-21 wk3 72
3 Doors Down Loser 2000-10-21 wk4 69
3 Doors Down Loser 2000-10-21 wk5 67
3 Doors Down Loser 2000-10-21 wk6 65
3 Doors Down Loser 2000-10-21 wk7 55
3 Doors Down Loser 2000-10-21 wk8 59
3 Doors Down Loser 2000-10-21 wk9 62
3 Doors Down Loser 2000-10-21 wk10 61
3 Doors Down Loser 2000-10-21 wk11 61
3 Doors Down Loser 2000-10-21 wk12 59
3 Doors Down Loser 2000-10-21 wk13 61
3 Doors Down Loser 2000-10-21 wk14 66
3 Doors Down Loser 2000-10-21 wk15 72
3 Doors Down Loser 2000-10-21 wk16 76
3 Doors Down Loser 2000-10-21 wk17 75
3 Doors Down Loser 2000-10-21 wk18 67
3 Doors Down Loser 2000-10-21 wk19 73
3 Doors Down Loser 2000-10-21 wk20 70
504 Boyz Wobble Wobble 2000-04-15 wk1 57
504 Boyz Wobble Wobble 2000-04-15 wk2 34
504 Boyz Wobble Wobble 2000-04-15 wk3 25
504 Boyz Wobble Wobble 2000-04-15 wk4 17
504 Boyz Wobble Wobble 2000-04-15 wk5 17
504 Boyz Wobble Wobble 2000-04-15 wk6 31
504 Boyz Wobble Wobble 2000-04-15 wk7 36
504 Boyz Wobble Wobble 2000-04-15 wk8 49
504 Boyz Wobble Wobble 2000-04-15 wk9 53
504 Boyz Wobble Wobble 2000-04-15 wk10 57
504 Boyz Wobble Wobble 2000-04-15 wk11 64
504 Boyz Wobble Wobble 2000-04-15 wk12 70
504 Boyz Wobble Wobble 2000-04-15 wk13 75
504 Boyz Wobble Wobble 2000-04-15 wk14 76
504 Boyz Wobble Wobble 2000-04-15 wk15 78
504 Boyz Wobble Wobble 2000-04-15 wk16 85
504 Boyz Wobble Wobble 2000-04-15 wk17 92
504 Boyz Wobble Wobble 2000-04-15 wk18 96
98^0 Give Me Just One Nig… 2000-08-19 wk1 51
98^0 Give Me Just One Nig… 2000-08-19 wk2 39
98^0 Give Me Just One Nig… 2000-08-19 wk3 34
98^0 Give Me Just One Nig… 2000-08-19 wk4 26
98^0 Give Me Just One Nig… 2000-08-19 wk5 26
98^0 Give Me Just One Nig… 2000-08-19 wk6 19
98^0 Give Me Just One Nig… 2000-08-19 wk7 2
98^0 Give Me Just One Nig… 2000-08-19 wk8 2
98^0 Give Me Just One Nig… 2000-08-19 wk9 3
98^0 Give Me Just One Nig… 2000-08-19 wk10 6
98^0 Give Me Just One Nig… 2000-08-19 wk11 7
98^0 Give Me Just One Nig… 2000-08-19 wk12 22
98^0 Give Me Just One Nig… 2000-08-19 wk13 29
98^0 Give Me Just One Nig… 2000-08-19 wk14 36
98^0 Give Me Just One Nig… 2000-08-19 wk15 47
98^0 Give Me Just One Nig… 2000-08-19 wk16 67
98^0 Give Me Just One Nig… 2000-08-19 wk17 66
98^0 Give Me Just One Nig… 2000-08-19 wk18 84
98^0 Give Me Just One Nig… 2000-08-19 wk19 93
98^0 Give Me Just One Nig… 2000-08-19 wk20 94
A*Teens Dancing Queen 2000-07-08 wk1 97
A*Teens Dancing Queen 2000-07-08 wk2 97
A*Teens Dancing Queen 2000-07-08 wk3 96
A*Teens Dancing Queen 2000-07-08 wk4 95
A*Teens Dancing Queen 2000-07-08 wk5 100
Aaliyah I Don’t Wanna 2000-01-29 wk1 84
Aaliyah I Don’t Wanna 2000-01-29 wk2 62
Aaliyah I Don’t Wanna 2000-01-29 wk3 51
Aaliyah I Don’t Wanna 2000-01-29 wk4 41
Aaliyah I Don’t Wanna 2000-01-29 wk5 38
Aaliyah I Don’t Wanna 2000-01-29 wk6 35
Aaliyah I Don’t Wanna 2000-01-29 wk7 35
Aaliyah I Don’t Wanna 2000-01-29 wk8 38
Aaliyah I Don’t Wanna 2000-01-29 wk9 38
Aaliyah I Don’t Wanna 2000-01-29 wk10 36
Aaliyah I Don’t Wanna 2000-01-29 wk11 37
Aaliyah I Don’t Wanna 2000-01-29 wk12 37
Aaliyah I Don’t Wanna 2000-01-29 wk13 38
Aaliyah I Don’t Wanna 2000-01-29 wk14 49
Aaliyah I Don’t Wanna 2000-01-29 wk15 61
Aaliyah I Don’t Wanna 2000-01-29 wk16 63
Aaliyah I Don’t Wanna 2000-01-29 wk17 62
Aaliyah I Don’t Wanna 2000-01-29 wk18 67
Aaliyah I Don’t Wanna 2000-01-29 wk19 83
Aaliyah I Don’t Wanna 2000-01-29 wk20 86
Aaliyah Try Again 2000-03-18 wk1 59
Aaliyah Try Again 2000-03-18 wk2 53
Aaliyah Try Again 2000-03-18 wk3 38
Aaliyah Try Again 2000-03-18 wk4 28
Aaliyah Try Again 2000-03-18 wk5 21
Aaliyah Try Again 2000-03-18 wk6 18
Aaliyah Try Again 2000-03-18 wk7 16
Aaliyah Try Again 2000-03-18 wk8 14
Aaliyah Try Again 2000-03-18 wk9 12
Aaliyah Try Again 2000-03-18 wk10 10
Aaliyah Try Again 2000-03-18 wk11 9
Aaliyah Try Again 2000-03-18 wk12 8
Aaliyah Try Again 2000-03-18 wk13 6
Aaliyah Try Again 2000-03-18 wk14 1
Aaliyah Try Again 2000-03-18 wk15 2
Aaliyah Try Again 2000-03-18 wk16 2
Aaliyah Try Again 2000-03-18 wk17 2
Aaliyah Try Again 2000-03-18 wk18 2
Aaliyah Try Again 2000-03-18 wk19 3
Aaliyah Try Again 2000-03-18 wk20 4
Aaliyah Try Again 2000-03-18 wk21 5
Aaliyah Try Again 2000-03-18 wk22 5
Aaliyah Try Again 2000-03-18 wk23 6
Aaliyah Try Again 2000-03-18 wk24 9
Aaliyah Try Again 2000-03-18 wk25 13
Aaliyah Try Again 2000-03-18 wk26 14
Aaliyah Try Again 2000-03-18 wk27 16
Aaliyah Try Again 2000-03-18 wk28 23
Aaliyah Try Again 2000-03-18 wk29 22
Aaliyah Try Again 2000-03-18 wk30 33
Aaliyah Try Again 2000-03-18 wk31 36
Aaliyah Try Again 2000-03-18 wk32 43
Adams, Yolanda Open My Heart 2000-08-26 wk1 76
Adams, Yolanda Open My Heart 2000-08-26 wk2 76
Adams, Yolanda Open My Heart 2000-08-26 wk3 74
Adams, Yolanda Open My Heart 2000-08-26 wk4 69
Adams, Yolanda Open My Heart 2000-08-26 wk5 68
Adams, Yolanda Open My Heart 2000-08-26 wk6 67
Adams, Yolanda Open My Heart 2000-08-26 wk7 61
Adams, Yolanda Open My Heart 2000-08-26 wk8 58
Adams, Yolanda Open My Heart 2000-08-26 wk9 57
Adams, Yolanda Open My Heart 2000-08-26 wk10 59
Adams, Yolanda Open My Heart 2000-08-26 wk11 66
Adams, Yolanda Open My Heart 2000-08-26 wk12 68
Adams, Yolanda Open My Heart 2000-08-26 wk13 61
Adams, Yolanda Open My Heart 2000-08-26 wk14 67
Adams, Yolanda Open My Heart 2000-08-26 wk15 59
Adams, Yolanda Open My Heart 2000-08-26 wk16 63
Adams, Yolanda Open My Heart 2000-08-26 wk17 67
Adams, Yolanda Open My Heart 2000-08-26 wk18 71
Adams, Yolanda Open My Heart 2000-08-26 wk19 79
Adams, Yolanda Open My Heart 2000-08-26 wk20 89
Adkins, Trace More 2000-04-29 wk1 84
Adkins, Trace More 2000-04-29 wk2 84
Adkins, Trace More 2000-04-29 wk3 75
Adkins, Trace More 2000-04-29 wk4 73
Adkins, Trace More 2000-04-29 wk5 73
Adkins, Trace More 2000-04-29 wk6 69
Adkins, Trace More 2000-04-29 wk7 68
Adkins, Trace More 2000-04-29 wk8 65
Adkins, Trace More 2000-04-29 wk9 73
Adkins, Trace More 2000-04-29 wk10 83
Adkins, Trace More 2000-04-29 wk11 92
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk1 57
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk2 47
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk3 45
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk4 29
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk5 23
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk6 18
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk7 11
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk8 9
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk9 9
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk10 11
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk11 1
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk12 1
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk13 1
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk14 1
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk15 4
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk16 8
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk17 12
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk18 22
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk19 23
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk20 43
Aguilera, Christina Come On Over Baby (A… 2000-08-05 wk21 44
Aguilera, Christina I Turn To You 2000-04-15 wk1 50
Aguilera, Christina I Turn To You 2000-04-15 wk2 39
Aguilera, Christina I Turn To You 2000-04-15 wk3 30
Aguilera, Christina I Turn To You 2000-04-15 wk4 28
Aguilera, Christina I Turn To You 2000-04-15 wk5 21
Aguilera, Christina I Turn To You 2000-04-15 wk6 19
Aguilera, Christina I Turn To You 2000-04-15 wk7 20
Aguilera, Christina I Turn To You 2000-04-15 wk8 17
Aguilera, Christina I Turn To You 2000-04-15 wk9 17
Aguilera, Christina I Turn To You 2000-04-15 wk10 17
Aguilera, Christina I Turn To You 2000-04-15 wk11 17
Aguilera, Christina I Turn To You 2000-04-15 wk12 3
Aguilera, Christina I Turn To You 2000-04-15 wk13 3
Aguilera, Christina I Turn To You 2000-04-15 wk14 7
Aguilera, Christina I Turn To You 2000-04-15 wk15 10
Aguilera, Christina I Turn To You 2000-04-15 wk16 17
Aguilera, Christina I Turn To You 2000-04-15 wk17 25
Aguilera, Christina I Turn To You 2000-04-15 wk18 29
Aguilera, Christina I Turn To You 2000-04-15 wk19 29
Aguilera, Christina I Turn To You 2000-04-15 wk20 40
Aguilera, Christina I Turn To You 2000-04-15 wk21 43
Aguilera, Christina I Turn To You 2000-04-15 wk22 50
Aguilera, Christina What A Girl Wants 1999-11-27 wk1 71
Aguilera, Christina What A Girl Wants 1999-11-27 wk2 51
Aguilera, Christina What A Girl Wants 1999-11-27 wk3 28
Aguilera, Christina What A Girl Wants 1999-11-27 wk4 18
Aguilera, Christina What A Girl Wants 1999-11-27 wk5 13
Aguilera, Christina What A Girl Wants 1999-11-27 wk6 13
Aguilera, Christina What A Girl Wants 1999-11-27 wk7 11
Aguilera, Christina What A Girl Wants 1999-11-27 wk8 1
Aguilera, Christina What A Girl Wants 1999-11-27 wk9 1
Aguilera, Christina What A Girl Wants 1999-11-27 wk10 2
Aguilera, Christina What A Girl Wants 1999-11-27 wk11 2
Aguilera, Christina What A Girl Wants 1999-11-27 wk12 3
Aguilera, Christina What A Girl Wants 1999-11-27 wk13 3
Aguilera, Christina What A Girl Wants 1999-11-27 wk14 4
Aguilera, Christina What A Girl Wants 1999-11-27 wk15 12
Aguilera, Christina What A Girl Wants 1999-11-27 wk16 11
Aguilera, Christina What A Girl Wants 1999-11-27 wk17 13
Aguilera, Christina What A Girl Wants 1999-11-27 wk18 15
Aguilera, Christina What A Girl Wants 1999-11-27 wk19 18
Aguilera, Christina What A Girl Wants 1999-11-27 wk20 20
Aguilera, Christina What A Girl Wants 1999-11-27 wk21 30
Aguilera, Christina What A Girl Wants 1999-11-27 wk22 40
Aguilera, Christina What A Girl Wants 1999-11-27 wk23 39
Aguilera, Christina What A Girl Wants 1999-11-27 wk24 44
Alice Deejay Better Off Alone 2000-04-08 wk1 79
Alice Deejay Better Off Alone 2000-04-08 wk2 65
Alice Deejay Better Off Alone 2000-04-08 wk3 53
Alice Deejay Better Off Alone 2000-04-08 wk4 48
Alice Deejay Better Off Alone 2000-04-08 wk5 45
Alice Deejay Better Off Alone 2000-04-08 wk6 36
Alice Deejay Better Off Alone 2000-04-08 wk7 34
Alice Deejay Better Off Alone 2000-04-08 wk8 29
Alice Deejay Better Off Alone 2000-04-08 wk9 27
Alice Deejay Better Off Alone 2000-04-08 wk10 30
Alice Deejay Better Off Alone 2000-04-08 wk11 36
Alice Deejay Better Off Alone 2000-04-08 wk12 37
Alice Deejay Better Off Alone 2000-04-08 wk13 39
Alice Deejay Better Off Alone 2000-04-08 wk14 49
Alice Deejay Better Off Alone 2000-04-08 wk15 57
Alice Deejay Better Off Alone 2000-04-08 wk16 63
Alice Deejay Better Off Alone 2000-04-08 wk17 65
Alice Deejay Better Off Alone 2000-04-08 wk18 68
Alice Deejay Better Off Alone 2000-04-08 wk19 79
Alice Deejay Better Off Alone 2000-04-08 wk20 86
Allan, Gary Smoke Rings In The D… 2000-01-22 wk1 80
Allan, Gary Smoke Rings In The D… 2000-01-22 wk2 78
Allan, Gary Smoke Rings In The D… 2000-01-22 wk3 76
Allan, Gary Smoke Rings In The D… 2000-01-22 wk4 77
Allan, Gary Smoke Rings In The D… 2000-01-22 wk5 92
Amber Sexual 1999-07-17 wk1 99
Amber Sexual 1999-07-17 wk2 99
Amber Sexual 1999-07-17 wk3 96
Amber Sexual 1999-07-17 wk4 96
Amber Sexual 1999-07-17 wk5 100
Amber Sexual 1999-07-17 wk6 93
Amber Sexual 1999-07-17 wk7 93
Amber Sexual 1999-07-17 wk8 96
Amber Sexual 1999-07-17 wk11 99
Amber Sexual 1999-07-17 wk13 96
Amber Sexual 1999-07-17 wk14 96
Amber Sexual 1999-07-17 wk15 99
Amber Sexual 1999-07-17 wk16 98
Amber Sexual 1999-07-17 wk17 98
Amber Sexual 1999-07-17 wk19 95
Amber Sexual 1999-07-17 wk20 88
Amber Sexual 1999-07-17 wk21 88
Amber Sexual 1999-07-17 wk22 79
Amber Sexual 1999-07-17 wk23 76
Amber Sexual 1999-07-17 wk24 69
Amber Sexual 1999-07-17 wk25 69
Amber Sexual 1999-07-17 wk26 59
Amber Sexual 1999-07-17 wk27 58
Amber Sexual 1999-07-17 wk28 58
Amber Sexual 1999-07-17 wk29 49
Amber Sexual 1999-07-17 wk30 44
Amber Sexual 1999-07-17 wk31 42
Amber Sexual 1999-07-17 wk32 46
Amber Sexual 1999-07-17 wk33 50
Anastacia I’m Outta Love 2000-04-01 wk1 92
Anastacia I’m Outta Love 2000-04-01 wk4 95
Anastacia I’m Outta Love 2000-04-01 wk12 97
Anthony, Marc My Baby You 2000-09-16 wk1 82
Anthony, Marc My Baby You 2000-09-16 wk2 76
Anthony, Marc My Baby You 2000-09-16 wk3 76
Anthony, Marc My Baby You 2000-09-16 wk4 70
Anthony, Marc My Baby You 2000-09-16 wk5 82
Anthony, Marc My Baby You 2000-09-16 wk6 81
Anthony, Marc My Baby You 2000-09-16 wk7 74
Anthony, Marc My Baby You 2000-09-16 wk8 80
Anthony, Marc My Baby You 2000-09-16 wk9 76
Anthony, Marc My Baby You 2000-09-16 wk10 76
Anthony, Marc My Baby You 2000-09-16 wk11 73
Anthony, Marc My Baby You 2000-09-16 wk12 74
Anthony, Marc My Baby You 2000-09-16 wk13 87
Anthony, Marc My Baby You 2000-09-16 wk14 83
Anthony, Marc My Baby You 2000-09-16 wk15 89
Anthony, Marc My Baby You 2000-09-16 wk16 93
Anthony, Marc My Baby You 2000-09-16 wk17 94
Anthony, Marc My Baby You 2000-09-16 wk18 94
Anthony, Marc My Baby You 2000-09-16 wk19 91
Anthony, Marc My Baby You 2000-09-16 wk20 90
Anthony, Marc You Sang To Me 2000-02-26 wk1 77
Anthony, Marc You Sang To Me 2000-02-26 wk2 54
Anthony, Marc You Sang To Me 2000-02-26 wk3 50
Anthony, Marc You Sang To Me 2000-02-26 wk4 43
Anthony, Marc You Sang To Me 2000-02-26 wk5 30
Anthony, Marc You Sang To Me 2000-02-26 wk6 27
Anthony, Marc You Sang To Me 2000-02-26 wk7 21
Anthony, Marc You Sang To Me 2000-02-26 wk8 18
Anthony, Marc You Sang To Me 2000-02-26 wk9 15
Anthony, Marc You Sang To Me 2000-02-26 wk10 13
Anthony, Marc You Sang To Me 2000-02-26 wk11 13
Anthony, Marc You Sang To Me 2000-02-26 wk12 13
Anthony, Marc You Sang To Me 2000-02-26 wk13 13
Anthony, Marc You Sang To Me 2000-02-26 wk14 5
Anthony, Marc You Sang To Me 2000-02-26 wk15 2
Anthony, Marc You Sang To Me 2000-02-26 wk16 2
Anthony, Marc You Sang To Me 2000-02-26 wk17 5
Anthony, Marc You Sang To Me 2000-02-26 wk18 7
Anthony, Marc You Sang To Me 2000-02-26 wk19 9
Anthony, Marc You Sang To Me 2000-02-26 wk20 12
Anthony, Marc You Sang To Me 2000-02-26 wk21 12
Anthony, Marc You Sang To Me 2000-02-26 wk22 16
Anthony, Marc You Sang To Me 2000-02-26 wk23 20
Anthony, Marc You Sang To Me 2000-02-26 wk24 20
Anthony, Marc You Sang To Me 2000-02-26 wk25 22
Anthony, Marc You Sang To Me 2000-02-26 wk26 25
Anthony, Marc You Sang To Me 2000-02-26 wk27 26
Anthony, Marc You Sang To Me 2000-02-26 wk28 29
Anthony, Marc You Sang To Me 2000-02-26 wk29 35
Anthony, Marc You Sang To Me 2000-02-26 wk30 33
Anthony, Marc You Sang To Me 2000-02-26 wk31 40
Anthony, Marc You Sang To Me 2000-02-26 wk32 44
Avant My First Love 2000-11-04 wk1 70
Avant My First Love 2000-11-04 wk2 62
Avant My First Love 2000-11-04 wk3 56
Avant My First Love 2000-11-04 wk4 43
Avant My First Love 2000-11-04 wk5 39
Avant My First Love 2000-11-04 wk6 33
Avant My First Love 2000-11-04 wk7 26
Avant My First Love 2000-11-04 wk8 26
Avant My First Love 2000-11-04 wk9 26
Avant My First Love 2000-11-04 wk10 31
Avant My First Love 2000-11-04 wk11 32
Avant My First Love 2000-11-04 wk12 31
Avant My First Love 2000-11-04 wk13 38
Avant My First Love 2000-11-04 wk14 38
Avant My First Love 2000-11-04 wk15 52
Avant My First Love 2000-11-04 wk16 57
Avant My First Love 2000-11-04 wk17 64
Avant My First Love 2000-11-04 wk18 73
Avant My First Love 2000-11-04 wk19 81
Avant My First Love 2000-11-04 wk20 79
Avant Separated 2000-04-29 wk1 62
Avant Separated 2000-04-29 wk2 32
Avant Separated 2000-04-29 wk3 30
Avant Separated 2000-04-29 wk4 23
Avant Separated 2000-04-29 wk5 26
Avant Separated 2000-04-29 wk6 30
Avant Separated 2000-04-29 wk7 35
Avant Separated 2000-04-29 wk8 32
Avant Separated 2000-04-29 wk9 32
Avant Separated 2000-04-29 wk10 25
Avant Separated 2000-04-29 wk11 23
Avant Separated 2000-04-29 wk12 28
Avant Separated 2000-04-29 wk13 27
Avant Separated 2000-04-29 wk14 29
Avant Separated 2000-04-29 wk15 27
Avant Separated 2000-04-29 wk16 31
Avant Separated 2000-04-29 wk17 31
Avant Separated 2000-04-29 wk18 33
Avant Separated 2000-04-29 wk19 40
Avant Separated 2000-04-29 wk20 51
BBMak Back Here 2000-04-29 wk1 99
BBMak Back Here 2000-04-29 wk2 86
BBMak Back Here 2000-04-29 wk3 60
BBMak Back Here 2000-04-29 wk4 52
BBMak Back Here 2000-04-29 wk5 38
BBMak Back Here 2000-04-29 wk6 34
BBMak Back Here 2000-04-29 wk7 28
BBMak Back Here 2000-04-29 wk8 21
BBMak Back Here 2000-04-29 wk9 18
BBMak Back Here 2000-04-29 wk10 18
BBMak Back Here 2000-04-29 wk11 19
BBMak Back Here 2000-04-29 wk12 15
BBMak Back Here 2000-04-29 wk13 18
BBMak Back Here 2000-04-29 wk14 13
BBMak Back Here 2000-04-29 wk15 16
BBMak Back Here 2000-04-29 wk16 15
BBMak Back Here 2000-04-29 wk17 16
BBMak Back Here 2000-04-29 wk18 16
BBMak Back Here 2000-04-29 wk19 17
BBMak Back Here 2000-04-29 wk20 15
BBMak Back Here 2000-04-29 wk21 18
BBMak Back Here 2000-04-29 wk22 17
BBMak Back Here 2000-04-29 wk23 16
BBMak Back Here 2000-04-29 wk24 22
BBMak Back Here 2000-04-29 wk25 24
BBMak Back Here 2000-04-29 wk26 30
BBMak Back Here 2000-04-29 wk27 36
BBMak Back Here 2000-04-29 wk28 37
BBMak Back Here 2000-04-29 wk29 42
BBMak Back Here 2000-04-29 wk30 45
BBMak Back Here 2000-04-29 wk31 49
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk1 39
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk2 25
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk3 24
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk4 15
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk5 12
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk6 12
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk7 10
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk8 9
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk9 10
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk10 12
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk11 17
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk12 19
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk13 29
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk14 26
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk15 24
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk16 31
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk17 52
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk18 63
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk19 62
Backstreet Boys, The Shape Of My Heart 2000-10-14 wk20 70
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk1 74
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk2 62
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk3 55
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk4 25
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk5 16
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk6 14
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk7 12
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk8 10
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk9 12
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk10 9
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk11 7
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk12 6
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk13 6
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk14 6
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk15 8
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk16 9
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk17 13
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk18 19
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk19 23
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk20 26
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk21 32
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk22 34
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk23 45
Backstreet Boys, The Show Me The Meaning … 2000-01-01 wk24 47
Backstreet Boys, The The One 2000-05-27 wk1 58
Backstreet Boys, The The One 2000-05-27 wk2 50
Backstreet Boys, The The One 2000-05-27 wk3 43
Backstreet Boys, The The One 2000-05-27 wk4 37
Backstreet Boys, The The One 2000-05-27 wk5 31
Backstreet Boys, The The One 2000-05-27 wk6 30
Backstreet Boys, The The One 2000-05-27 wk7 39
Backstreet Boys, The The One 2000-05-27 wk8 47
Backstreet Boys, The The One 2000-05-27 wk9 55
Backstreet Boys, The The One 2000-05-27 wk10 61
Backstreet Boys, The The One 2000-05-27 wk11 76
Backstreet Boys, The The One 2000-05-27 wk12 90
Backstreet Boys, The The One 2000-05-27 wk13 93
Backstreet Boys, The The One 2000-05-27 wk14 93
Backstreet Boys, The The One 2000-05-27 wk15 100
Badu, Erkyah Bag Lady 2000-08-19 wk1 67
Badu, Erkyah Bag Lady 2000-08-19 wk2 53
Badu, Erkyah Bag Lady 2000-08-19 wk3 42
Badu, Erkyah Bag Lady 2000-08-19 wk4 41
Badu, Erkyah Bag Lady 2000-08-19 wk5 48
Badu, Erkyah Bag Lady 2000-08-19 wk6 42
Badu, Erkyah Bag Lady 2000-08-19 wk7 34
Badu, Erkyah Bag Lady 2000-08-19 wk8 6
Badu, Erkyah Bag Lady 2000-08-19 wk9 9
Badu, Erkyah Bag Lady 2000-08-19 wk10 9
Badu, Erkyah Bag Lady 2000-08-19 wk11 8
Badu, Erkyah Bag Lady 2000-08-19 wk12 11
Badu, Erkyah Bag Lady 2000-08-19 wk13 15
Badu, Erkyah Bag Lady 2000-08-19 wk14 21
Badu, Erkyah Bag Lady 2000-08-19 wk15 26
Badu, Erkyah Bag Lady 2000-08-19 wk16 29
Badu, Erkyah Bag Lady 2000-08-19 wk17 26
Badu, Erkyah Bag Lady 2000-08-19 wk18 38
Badu, Erkyah Bag Lady 2000-08-19 wk19 56
Badu, Erkyah Bag Lady 2000-08-19 wk20 66
Baha Men Who Let The Dogs Out 2000-07-22 wk1 99
Baha Men Who Let The Dogs Out 2000-07-22 wk2 92
Baha Men Who Let The Dogs Out 2000-07-22 wk3 85
Baha Men Who Let The Dogs Out 2000-07-22 wk4 76
Baha Men Who Let The Dogs Out 2000-07-22 wk5 65
Baha Men Who Let The Dogs Out 2000-07-22 wk6 54
Baha Men Who Let The Dogs Out 2000-07-22 wk7 61
Baha Men Who Let The Dogs Out 2000-07-22 wk8 58
Baha Men Who Let The Dogs Out 2000-07-22 wk9 54
Baha Men Who Let The Dogs Out 2000-07-22 wk10 54
Baha Men Who Let The Dogs Out 2000-07-22 wk11 53
Baha Men Who Let The Dogs Out 2000-07-22 wk12 53
Baha Men Who Let The Dogs Out 2000-07-22 wk13 43
Baha Men Who Let The Dogs Out 2000-07-22 wk14 40
Baha Men Who Let The Dogs Out 2000-07-22 wk15 44
Baha Men Who Let The Dogs Out 2000-07-22 wk16 41
Baha Men Who Let The Dogs Out 2000-07-22 wk17 51
Baha Men Who Let The Dogs Out 2000-07-22 wk18 65
Baha Men Who Let The Dogs Out 2000-07-22 wk19 78
Baha Men Who Let The Dogs Out 2000-07-22 wk20 84
Barenaked Ladies Pinch Me 2000-09-09 wk1 77
Barenaked Ladies Pinch Me 2000-09-09 wk2 76
Barenaked Ladies Pinch Me 2000-09-09 wk3 69
Barenaked Ladies Pinch Me 2000-09-09 wk4 45
Barenaked Ladies Pinch Me 2000-09-09 wk5 51
Barenaked Ladies Pinch Me 2000-09-09 wk6 37
Barenaked Ladies Pinch Me 2000-09-09 wk7 33
Barenaked Ladies Pinch Me 2000-09-09 wk8 29
Barenaked Ladies Pinch Me 2000-09-09 wk9 26
Barenaked Ladies Pinch Me 2000-09-09 wk10 25
Barenaked Ladies Pinch Me 2000-09-09 wk11 16
Barenaked Ladies Pinch Me 2000-09-09 wk12 15
Barenaked Ladies Pinch Me 2000-09-09 wk13 15
Barenaked Ladies Pinch Me 2000-09-09 wk14 19
Barenaked Ladies Pinch Me 2000-09-09 wk15 19
Barenaked Ladies Pinch Me 2000-09-09 wk16 20
Barenaked Ladies Pinch Me 2000-09-09 wk17 22
Barenaked Ladies Pinch Me 2000-09-09 wk18 20
Barenaked Ladies Pinch Me 2000-09-09 wk19 21
Barenaked Ladies Pinch Me 2000-09-09 wk20 34
Barenaked Ladies Pinch Me 2000-09-09 wk21 44
Beenie Man Girls Dem Sugar 2000-10-21 wk1 72
Beenie Man Girls Dem Sugar 2000-10-21 wk2 72
Beenie Man Girls Dem Sugar 2000-10-21 wk3 63
Beenie Man Girls Dem Sugar 2000-10-21 wk4 56
Beenie Man Girls Dem Sugar 2000-10-21 wk5 62
Beenie Man Girls Dem Sugar 2000-10-21 wk6 63
Beenie Man Girls Dem Sugar 2000-10-21 wk7 54
Beenie Man Girls Dem Sugar 2000-10-21 wk8 60
Beenie Man Girls Dem Sugar 2000-10-21 wk9 69
Beenie Man Girls Dem Sugar 2000-10-21 wk10 75
Beenie Man Girls Dem Sugar 2000-10-21 wk11 84
Beenie Man Girls Dem Sugar 2000-10-21 wk12 92
Beenie Man Girls Dem Sugar 2000-10-21 wk13 85
Beenie Man Girls Dem Sugar 2000-10-21 wk14 84
Beenie Man Girls Dem Sugar 2000-10-21 wk15 95
Before Dark Monica 2000-05-20 wk1 95
Before Dark Monica 2000-05-20 wk2 87
Before Dark Monica 2000-05-20 wk3 80
Before Dark Monica 2000-05-20 wk4 80
Before Dark Monica 2000-05-20 wk5 77
Before Dark Monica 2000-05-20 wk6 87
Before Dark Monica 2000-05-20 wk7 91
Before Dark Monica 2000-05-20 wk8 91
Before Dark Monica 2000-05-20 wk9 100
Bega, Lou Tricky Tricky 2000-01-29 wk1 75
Bega, Lou Tricky Tricky 2000-01-29 wk2 74
Bega, Lou Tricky Tricky 2000-01-29 wk3 87
Big Punisher It’s So Hard 2000-04-22 wk1 96
Big Punisher It’s So Hard 2000-04-22 wk2 87
Big Punisher It’s So Hard 2000-04-22 wk3 75
Big Punisher It’s So Hard 2000-04-22 wk4 79
Big Punisher It’s So Hard 2000-04-22 wk5 81
Big Punisher It’s So Hard 2000-04-22 wk6 81
Big Punisher It’s So Hard 2000-04-22 wk7 76
Big Punisher It’s So Hard 2000-04-22 wk8 76
Big Punisher It’s So Hard 2000-04-22 wk9 78
Big Punisher It’s So Hard 2000-04-22 wk10 84
Big Punisher It’s So Hard 2000-04-22 wk11 90
Big Punisher It’s So Hard 2000-04-22 wk12 88
Big Punisher It’s So Hard 2000-04-22 wk13 94
Big Punisher It’s So Hard 2000-04-22 wk14 98
Big Punisher It’s So Hard 2000-04-22 wk15 100
Black Rob Whoa! 2000-03-04 wk1 78
Black Rob Whoa! 2000-03-04 wk2 59
Black Rob Whoa! 2000-03-04 wk3 53
Black Rob Whoa! 2000-03-04 wk4 52
Black Rob Whoa! 2000-03-04 wk5 47
Black Rob Whoa! 2000-03-04 wk6 46
Black Rob Whoa! 2000-03-04 wk7 43
Black Rob Whoa! 2000-03-04 wk8 47
Black Rob Whoa! 2000-03-04 wk9 47
Black Rob Whoa! 2000-03-04 wk10 58
Black Rob Whoa! 2000-03-04 wk11 54
Black Rob Whoa! 2000-03-04 wk12 57
Black Rob Whoa! 2000-03-04 wk13 70
Black Rob Whoa! 2000-03-04 wk14 85
Black Rob Whoa! 2000-03-04 wk15 84
Black Rob Whoa! 2000-03-04 wk16 93
Black Rob Whoa! 2000-03-04 wk17 97
Black, Clint Been There 2000-02-19 wk1 87
Black, Clint Been There 2000-02-19 wk2 73
Black, Clint Been There 2000-02-19 wk3 62
Black, Clint Been There 2000-02-19 wk4 58
Black, Clint Been There 2000-02-19 wk5 58
Black, Clint Been There 2000-02-19 wk6 57
Black, Clint Been There 2000-02-19 wk7 51
Black, Clint Been There 2000-02-19 wk8 47
Black, Clint Been There 2000-02-19 wk9 44
Black, Clint Been There 2000-02-19 wk10 44
Black, Clint Been There 2000-02-19 wk11 44
Black, Clint Been There 2000-02-19 wk12 55
Black, Clint Been There 2000-02-19 wk13 53
Black, Clint Been There 2000-02-19 wk14 53
Black, Clint Been There 2000-02-19 wk15 63
Black, Clint Been There 2000-02-19 wk16 84
Black, Clint Been There 2000-02-19 wk17 85
Black, Clint Been There 2000-02-19 wk18 87
Black, Clint Been There 2000-02-19 wk19 95
Black, Clint Been There 2000-02-19 wk20 100
Blaque Bring It All To Me 1999-10-23 wk1 73
Blaque Bring It All To Me 1999-10-23 wk2 63
Blaque Bring It All To Me 1999-10-23 wk3 50
Blaque Bring It All To Me 1999-10-23 wk4 42
Blaque Bring It All To Me 1999-10-23 wk5 24
Blaque Bring It All To Me 1999-10-23 wk6 19
Blaque Bring It All To Me 1999-10-23 wk7 17
Blaque Bring It All To Me 1999-10-23 wk8 14
Blaque Bring It All To Me 1999-10-23 wk9 11
Blaque Bring It All To Me 1999-10-23 wk10 9
Blaque Bring It All To Me 1999-10-23 wk11 9
Blaque Bring It All To Me 1999-10-23 wk12 9
Blaque Bring It All To Me 1999-10-23 wk13 10
Blaque Bring It All To Me 1999-10-23 wk14 5
Blaque Bring It All To Me 1999-10-23 wk15 5
Blaque Bring It All To Me 1999-10-23 wk16 6
Blaque Bring It All To Me 1999-10-23 wk17 8
Blaque Bring It All To Me 1999-10-23 wk18 9
Blaque Bring It All To Me 1999-10-23 wk19 15
Blaque Bring It All To Me 1999-10-23 wk20 15
Blaque Bring It All To Me 1999-10-23 wk21 18
Blaque Bring It All To Me 1999-10-23 wk22 17
Blaque Bring It All To Me 1999-10-23 wk23 18
Blaque Bring It All To Me 1999-10-23 wk24 19
Blaque Bring It All To Me 1999-10-23 wk25 19
Blaque Bring It All To Me 1999-10-23 wk26 22
Blaque Bring It All To Me 1999-10-23 wk27 26
Blaque Bring It All To Me 1999-10-23 wk28 32
Blaque Bring It All To Me 1999-10-23 wk29 42
Blige, Mary J. Deep Inside 1999-11-13 wk1 83
Blige, Mary J. Deep Inside 1999-11-13 wk2 80
Blige, Mary J. Deep Inside 1999-11-13 wk3 80
Blige, Mary J. Deep Inside 1999-11-13 wk4 75
Blige, Mary J. Deep Inside 1999-11-13 wk5 75
Blige, Mary J. Deep Inside 1999-11-13 wk6 73
Blige, Mary J. Deep Inside 1999-11-13 wk7 64
Blige, Mary J. Deep Inside 1999-11-13 wk8 64
Blige, Mary J. Deep Inside 1999-11-13 wk9 65
Blige, Mary J. Deep Inside 1999-11-13 wk10 67
Blige, Mary J. Deep Inside 1999-11-13 wk11 63
Blige, Mary J. Deep Inside 1999-11-13 wk12 67
Blige, Mary J. Deep Inside 1999-11-13 wk13 75
Blige, Mary J. Deep Inside 1999-11-13 wk14 85
Blige, Mary J. Deep Inside 1999-11-13 wk15 94
Blige, Mary J. Give Me You 2000-04-15 wk1 97
Blige, Mary J. Give Me You 2000-04-15 wk2 94
Blige, Mary J. Give Me You 2000-04-15 wk3 77
Blige, Mary J. Give Me You 2000-04-15 wk4 76
Blige, Mary J. Give Me You 2000-04-15 wk5 68
Blige, Mary J. Give Me You 2000-04-15 wk6 77
Blige, Mary J. Give Me You 2000-04-15 wk7 89
Blige, Mary J. Give Me You 2000-04-15 wk8 90
Blige, Mary J. Give Me You 2000-04-15 wk10 100
Blink-182 All The Small Things 1999-12-04 wk1 89
Blink-182 All The Small Things 1999-12-04 wk2 76
Blink-182 All The Small Things 1999-12-04 wk3 69
Blink-182 All The Small Things 1999-12-04 wk4 59
Blink-182 All The Small Things 1999-12-04 wk5 59
Blink-182 All The Small Things 1999-12-04 wk6 51
Blink-182 All The Small Things 1999-12-04 wk7 50
Blink-182 All The Small Things 1999-12-04 wk8 35
Blink-182 All The Small Things 1999-12-04 wk9 26
Blink-182 All The Small Things 1999-12-04 wk10 15
Blink-182 All The Small Things 1999-12-04 wk11 7
Blink-182 All The Small Things 1999-12-04 wk12 6
Blink-182 All The Small Things 1999-12-04 wk13 8
Blink-182 All The Small Things 1999-12-04 wk14 8
Blink-182 All The Small Things 1999-12-04 wk15 9
Blink-182 All The Small Things 1999-12-04 wk16 11
Blink-182 All The Small Things 1999-12-04 wk17 14
Blink-182 All The Small Things 1999-12-04 wk18 16
Blink-182 All The Small Things 1999-12-04 wk19 18
Blink-182 All The Small Things 1999-12-04 wk20 23
Blink-182 All The Small Things 1999-12-04 wk21 33
Blink-182 All The Small Things 1999-12-04 wk22 41
Blink-182 All The Small Things 1999-12-04 wk23 43
Bloodhound Gang The Bad Touch 2000-03-18 wk1 70
Bloodhound Gang The Bad Touch 2000-03-18 wk2 62
Bloodhound Gang The Bad Touch 2000-03-18 wk3 55
Bloodhound Gang The Bad Touch 2000-03-18 wk4 55
Bloodhound Gang The Bad Touch 2000-03-18 wk5 52
Bloodhound Gang The Bad Touch 2000-03-18 wk6 57
Bloodhound Gang The Bad Touch 2000-03-18 wk7 72
Bloodhound Gang The Bad Touch 2000-03-18 wk8 80
Bloodhound Gang The Bad Touch 2000-03-18 wk9 82
Bloodhound Gang The Bad Touch 2000-03-18 wk10 92
Bloodhound Gang The Bad Touch 2000-03-18 wk11 96
Bloodhound Gang The Bad Touch 2000-03-18 wk12 98
Bon Jovi It’s My Life 2000-08-12 wk1 64
Bon Jovi It’s My Life 2000-08-12 wk2 58
Bon Jovi It’s My Life 2000-08-12 wk3 51
Bon Jovi It’s My Life 2000-08-12 wk4 51
Bon Jovi It’s My Life 2000-08-12 wk5 48
Bon Jovi It’s My Life 2000-08-12 wk6 45
Bon Jovi It’s My Life 2000-08-12 wk7 36
Bon Jovi It’s My Life 2000-08-12 wk8 33
Bon Jovi It’s My Life 2000-08-12 wk9 34
Bon Jovi It’s My Life 2000-08-12 wk10 34
Bon Jovi It’s My Life 2000-08-12 wk11 35
Bon Jovi It’s My Life 2000-08-12 wk12 34
Bon Jovi It’s My Life 2000-08-12 wk13 39
Bon Jovi It’s My Life 2000-08-12 wk14 44
Bon Jovi It’s My Life 2000-08-12 wk15 51
Bon Jovi It’s My Life 2000-08-12 wk16 58
Bon Jovi It’s My Life 2000-08-12 wk17 61
Bon Jovi It’s My Life 2000-08-12 wk18 84
Bon Jovi It’s My Life 2000-08-12 wk19 85
Bon Jovi It’s My Life 2000-08-12 wk20 87
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk1 63
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk2 55
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk3 48
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk4 39
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk5 35
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk6 24
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk7 3
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk8 2
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk9 2
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk10 4
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk11 4
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk12 5
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk13 11
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk14 12
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk15 16
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk16 15
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk17 14
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk18 14
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk19 12
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk20 10
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk21 11
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk22 13
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk23 13
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk24 13
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk25 15
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk26 16
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk27 14
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk28 13
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk29 17
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk30 19
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk31 23
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk32 29
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk33 37
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk34 33
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk35 34
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk36 41
Braxton, Toni He Wasn’t Man Enough 2000-03-18 wk37 48
Braxton, Toni Just Be A Man About … 2000-07-29 wk1 76
Braxton, Toni Just Be A Man About … 2000-07-29 wk2 69
Braxton, Toni Just Be A Man About … 2000-07-29 wk3 51
Braxton, Toni Just Be A Man About … 2000-07-29 wk4 42
Braxton, Toni Just Be A Man About … 2000-07-29 wk5 37
Braxton, Toni Just Be A Man About … 2000-07-29 wk6 32
Braxton, Toni Just Be A Man About … 2000-07-29 wk7 32
Braxton, Toni Just Be A Man About … 2000-07-29 wk8 34
Braxton, Toni Just Be A Man About … 2000-07-29 wk9 34
Braxton, Toni Just Be A Man About … 2000-07-29 wk10 38
Braxton, Toni Just Be A Man About … 2000-07-29 wk11 50
Braxton, Toni Just Be A Man About … 2000-07-29 wk12 53
Braxton, Toni Just Be A Man About … 2000-07-29 wk13 53
Braxton, Toni Just Be A Man About … 2000-07-29 wk14 63
Braxton, Toni Just Be A Man About … 2000-07-29 wk15 65
Braxton, Toni Just Be A Man About … 2000-07-29 wk16 72
Braxton, Toni Just Be A Man About … 2000-07-29 wk17 79
Braxton, Toni Just Be A Man About … 2000-07-29 wk18 84
Braxton, Toni Just Be A Man About … 2000-07-29 wk19 89
Braxton, Toni Just Be A Man About … 2000-07-29 wk20 90
Braxton, Toni Spanish Guitar 2000-12-02 wk1 98
Braxton, Toni Spanish Guitar 2000-12-02 wk2 98
Braxton, Toni Spanish Guitar 2000-12-02 wk3 98
Brock, Chad A Country Boy Can Su… 2000-01-01 wk1 93
Brock, Chad A Country Boy Can Su… 2000-01-01 wk2 75
Brock, Chad A Country Boy Can Su… 2000-01-01 wk3 92
Brock, Chad Yes! 2000-04-08 wk1 90
Brock, Chad Yes! 2000-04-08 wk2 77
Brock, Chad Yes! 2000-04-08 wk3 66
Brock, Chad Yes! 2000-04-08 wk4 61
Brock, Chad Yes! 2000-04-08 wk5 59
Brock, Chad Yes! 2000-04-08 wk6 47
Brock, Chad Yes! 2000-04-08 wk7 39
Brock, Chad Yes! 2000-04-08 wk8 33
Brock, Chad Yes! 2000-04-08 wk9 32
Brock, Chad Yes! 2000-04-08 wk10 31
Brock, Chad Yes! 2000-04-08 wk11 28
Brock, Chad Yes! 2000-04-08 wk12 27
Brock, Chad Yes! 2000-04-08 wk13 22
Brock, Chad Yes! 2000-04-08 wk14 27
Brock, Chad Yes! 2000-04-08 wk15 31
Brock, Chad Yes! 2000-04-08 wk16 39
Brock, Chad Yes! 2000-04-08 wk17 45
Brock, Chad Yes! 2000-04-08 wk18 50
Brock, Chad Yes! 2000-04-08 wk19 53
Brock, Chad Yes! 2000-04-08 wk20 59
Brooks & Dunn You’ll Always Be Lov… 2000-06-10 wk1 95
Brooks & Dunn You’ll Always Be Lov… 2000-06-10 wk2 85
Brooks & Dunn You’ll Always Be Lov… 2000-06-10 wk3 85
Brooks & Dunn You’ll Always Be Lov… 2000-06-10 wk4 85
Brooks & Dunn You’ll Always Be Lov… 2000-06-10 wk5 83
Brooks & Dunn You’ll Always Be Lov… 2000-06-10 wk6 83
Brooks & Dunn You’ll Always Be Lov… 2000-06-10 wk7 82
Brooks & Dunn You’ll Always Be Lov… 2000-06-10 wk8 74
Brooks & Dunn You’ll Always Be Lov… 2000-06-10 wk9 74
Brooks & Dunn You’ll Always Be Lov… 2000-06-10 wk10 68
Brooks & Dunn You’ll Always Be Lov… 2000-06-10 wk11 62
Brooks & Dunn You’ll Always Be Lov… 2000-06-10 wk12 56
Brooks & Dunn You’ll Always Be Lov… 2000-06-10 wk13 56
Brooks & Dunn You’ll Always Be Lov… 2000-06-10 wk14 55
Brooks & Dunn You’ll Always Be Lov… 2000-06-10 wk15 62
Brooks & Dunn You’ll Always Be Lov… 2000-06-10 wk16 71
Brooks & Dunn You’ll Always Be Lov… 2000-06-10 wk17 86
Brooks & Dunn You’ll Always Be Lov… 2000-06-10 wk18 100
Brooks & Dunn You’ll Always Be Lov… 2000-06-10 wk19 98
Brooks, Garth Do What You Gotta Do 2000-02-19 wk1 86
Brooks, Garth Do What You Gotta Do 2000-02-19 wk2 81
Brooks, Garth Do What You Gotta Do 2000-02-19 wk3 72
Brooks, Garth Do What You Gotta Do 2000-02-19 wk4 70
Brooks, Garth Do What You Gotta Do 2000-02-19 wk5 69
Brooks, Garth Do What You Gotta Do 2000-02-19 wk6 77
Byrd, Tracy Put Your Hand In Min… 2000-01-29 wk1 81
Byrd, Tracy Put Your Hand In Min… 2000-01-29 wk2 77
Byrd, Tracy Put Your Hand In Min… 2000-01-29 wk3 76
Byrd, Tracy Put Your Hand In Min… 2000-01-29 wk4 76
Byrd, Tracy Put Your Hand In Min… 2000-01-29 wk5 86
Byrd, Tracy Put Your Hand In Min… 2000-01-29 wk6 88
Byrd, Tracy Put Your Hand In Min… 2000-01-29 wk7 92
Byrd, Tracy Put Your Hand In Min… 2000-01-29 wk8 99
Cagle, Chris My Love Goes On And … 2000-10-21 wk1 99
Cagle, Chris My Love Goes On And … 2000-10-21 wk2 94
Cagle, Chris My Love Goes On And … 2000-10-21 wk3 94
Cagle, Chris My Love Goes On And … 2000-10-21 wk4 87
Cagle, Chris My Love Goes On And … 2000-10-21 wk5 84
Cagle, Chris My Love Goes On And … 2000-10-21 wk6 83
Cagle, Chris My Love Goes On And … 2000-10-21 wk7 76
Cagle, Chris My Love Goes On And … 2000-10-21 wk8 76
Cagle, Chris My Love Goes On And … 2000-10-21 wk9 79
Cagle, Chris My Love Goes On And … 2000-10-21 wk10 83
Cagle, Chris My Love Goes On And … 2000-10-21 wk11 91
Cam’ron What Means The World… 2000-10-14 wk1 94
Cam’ron What Means The World… 2000-10-14 wk2 94
Cam’ron What Means The World… 2000-10-14 wk3 96
Cam’ron What Means The World… 2000-10-14 wk4 91
Cam’ron What Means The World… 2000-10-14 wk5 84
Cam’ron What Means The World… 2000-10-14 wk6 83
Cam’ron What Means The World… 2000-10-14 wk7 88
Cam’ron What Means The World… 2000-10-14 wk8 87
Cam’ron What Means The World… 2000-10-14 wk9 95
Cam’ron What Means The World… 2000-10-14 wk10 92
Carey, Mariah Crybaby 2000-06-24 wk1 28
Carey, Mariah Crybaby 2000-06-24 wk2 34
Carey, Mariah Crybaby 2000-06-24 wk3 48
Carey, Mariah Crybaby 2000-06-24 wk4 62
Carey, Mariah Crybaby 2000-06-24 wk5 77
Carey, Mariah Crybaby 2000-06-24 wk6 90
Carey, Mariah Crybaby 2000-06-24 wk7 95
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk1 82
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk2 68
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk3 50
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk4 50
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk5 41
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk6 37
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk7 26
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk8 22
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk9 22
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk10 2
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk11 1
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk12 2
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk13 4
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk14 13
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk15 21
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk16 28
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk17 43
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk18 57
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk19 82
Carey, Mariah Thank God I Found Yo… 1999-12-11 wk20 89
Carter, Aaron Aaron’s Party (Come … 2000-08-26 wk1 99
Carter, Aaron Aaron’s Party (Come … 2000-08-26 wk2 75
Carter, Aaron Aaron’s Party (Come … 2000-08-26 wk3 57
Carter, Aaron Aaron’s Party (Come … 2000-08-26 wk4 35
Carter, Aaron Aaron’s Party (Come … 2000-08-26 wk5 35
Carter, Aaron Aaron’s Party (Come … 2000-08-26 wk6 37
Carter, Aaron Aaron’s Party (Come … 2000-08-26 wk7 43
Carter, Aaron Aaron’s Party (Come … 2000-08-26 wk8 79
Carter, Aaron Aaron’s Party (Come … 2000-08-26 wk9 51
Carter, Aaron Aaron’s Party (Come … 2000-08-26 wk10 55
Carter, Aaron Aaron’s Party (Come … 2000-08-26 wk11 67
Carter, Aaron Aaron’s Party (Come … 2000-08-26 wk12 83
Carter, Aaron Aaron’s Party (Come … 2000-08-26 wk13 86
Carter, Aaron Aaron’s Party (Come … 2000-08-26 wk14 92
Carter, Aaron Aaron’s Party (Come … 2000-08-26 wk15 100
Carter, Torrey Take That 2000-06-24 wk1 94
Carter, Torrey Take That 2000-06-24 wk2 88
Carter, Torrey Take That 2000-06-24 wk3 86
Carter, Torrey Take That 2000-06-24 wk4 91
Carter, Torrey Take That 2000-06-24 wk5 89
Carter, Torrey Take That 2000-06-24 wk6 87
Carter, Torrey Take That 2000-06-24 wk7 99
Changing Faces That Other Woman 2000-09-30 wk1 80
Changing Faces That Other Woman 2000-09-30 wk2 72
Changing Faces That Other Woman 2000-09-30 wk3 66
Changing Faces That Other Woman 2000-09-30 wk4 66
Changing Faces That Other Woman 2000-09-30 wk5 64
Changing Faces That Other Woman 2000-09-30 wk6 76
Changing Faces That Other Woman 2000-09-30 wk7 65
Changing Faces That Other Woman 2000-09-30 wk8 66
Changing Faces That Other Woman 2000-09-30 wk9 75
Changing Faces That Other Woman 2000-09-30 wk10 85
Changing Faces That Other Woman 2000-09-30 wk11 97
Chesney, Kenny I Lost It 2000-10-21 wk1 75
Chesney, Kenny I Lost It 2000-10-21 wk2 67
Chesney, Kenny I Lost It 2000-10-21 wk3 61
Chesney, Kenny I Lost It 2000-10-21 wk4 58
Chesney, Kenny I Lost It 2000-10-21 wk5 58
Chesney, Kenny I Lost It 2000-10-21 wk6 53
Chesney, Kenny I Lost It 2000-10-21 wk7 47
Chesney, Kenny I Lost It 2000-10-21 wk8 47
Chesney, Kenny I Lost It 2000-10-21 wk9 40
Chesney, Kenny I Lost It 2000-10-21 wk10 34
Chesney, Kenny I Lost It 2000-10-21 wk11 36
Chesney, Kenny I Lost It 2000-10-21 wk12 45
Chesney, Kenny I Lost It 2000-10-21 wk13 42
Chesney, Kenny I Lost It 2000-10-21 wk14 45
Chesney, Kenny I Lost It 2000-10-21 wk15 60
Chesney, Kenny I Lost It 2000-10-21 wk16 70
Chesney, Kenny I Lost It 2000-10-21 wk17 82
Chesney, Kenny I Lost It 2000-10-21 wk18 88
Chesney, Kenny I Lost It 2000-10-21 wk19 89
Chesney, Kenny I Lost It 2000-10-21 wk20 92
Chesney, Kenny What I Need To Do 2000-04-01 wk1 79
Chesney, Kenny What I Need To Do 2000-04-01 wk2 74
Chesney, Kenny What I Need To Do 2000-04-01 wk3 68
Chesney, Kenny What I Need To Do 2000-04-01 wk4 72
Chesney, Kenny What I Need To Do 2000-04-01 wk5 69
Chesney, Kenny What I Need To Do 2000-04-01 wk6 69
Chesney, Kenny What I Need To Do 2000-04-01 wk7 62
Chesney, Kenny What I Need To Do 2000-04-01 wk8 58
Chesney, Kenny What I Need To Do 2000-04-01 wk9 57
Chesney, Kenny What I Need To Do 2000-04-01 wk10 57
Chesney, Kenny What I Need To Do 2000-04-01 wk11 56
Chesney, Kenny What I Need To Do 2000-04-01 wk12 56
Chesney, Kenny What I Need To Do 2000-04-01 wk13 56
Chesney, Kenny What I Need To Do 2000-04-01 wk14 72
Chesney, Kenny What I Need To Do 2000-04-01 wk15 80
Chesney, Kenny What I Need To Do 2000-04-01 wk16 93
Chesney, Kenny What I Need To Do 2000-04-01 wk17 95
Clark Family Experience Meanwhile Back At Th… 2000-11-18 wk1 87
Clark Family Experience Meanwhile Back At Th… 2000-11-18 wk2 86
Clark Family Experience Meanwhile Back At Th… 2000-11-18 wk3 81
Clark Family Experience Meanwhile Back At Th… 2000-11-18 wk4 92
Clark Family Experience Meanwhile Back At Th… 2000-11-18 wk5 80
Clark Family Experience Meanwhile Back At Th… 2000-11-18 wk6 80
Clark Family Experience Meanwhile Back At Th… 2000-11-18 wk7 82
Clark Family Experience Meanwhile Back At Th… 2000-11-18 wk8 84
Clark Family Experience Meanwhile Back At Th… 2000-11-18 wk9 82
Clark Family Experience Meanwhile Back At Th… 2000-11-18 wk10 81
Clark Family Experience Meanwhile Back At Th… 2000-11-18 wk11 85
Clark Family Experience Meanwhile Back At Th… 2000-11-18 wk12 91
Clark, Terri A Little Gasoline 2000-12-16 wk1 75
Clark, Terri A Little Gasoline 2000-12-16 wk2 82
Clark, Terri A Little Gasoline 2000-12-16 wk3 88
Clark, Terri A Little Gasoline 2000-12-16 wk4 96
Clark, Terri A Little Gasoline 2000-12-16 wk5 99
Clark, Terri A Little Gasoline 2000-12-16 wk6 99
Common The Light 2000-08-05 wk1 75
Common The Light 2000-08-05 wk2 55
Common The Light 2000-08-05 wk3 53
Common The Light 2000-08-05 wk4 49
Common The Light 2000-08-05 wk5 46
Common The Light 2000-08-05 wk6 44
Common The Light 2000-08-05 wk7 49
Common The Light 2000-08-05 wk8 51
Common The Light 2000-08-05 wk9 51
Common The Light 2000-08-05 wk10 56
Common The Light 2000-08-05 wk11 52
Common The Light 2000-08-05 wk12 56
Common The Light 2000-08-05 wk13 70
Common The Light 2000-08-05 wk14 82
Common The Light 2000-08-05 wk15 86
Common The Light 2000-08-05 wk16 89
Common The Light 2000-08-05 wk17 93
Common The Light 2000-08-05 wk18 93
Common The Light 2000-08-05 wk19 99
Counting Crows Hanginaround 1999-11-06 wk1 84
Counting Crows Hanginaround 1999-11-06 wk2 70
Counting Crows Hanginaround 1999-11-06 wk3 66
Counting Crows Hanginaround 1999-11-06 wk4 60
Counting Crows Hanginaround 1999-11-06 wk5 46
Counting Crows Hanginaround 1999-11-06 wk6 37
Counting Crows Hanginaround 1999-11-06 wk7 35
Counting Crows Hanginaround 1999-11-06 wk8 35
Counting Crows Hanginaround 1999-11-06 wk9 35
Counting Crows Hanginaround 1999-11-06 wk10 32
Counting Crows Hanginaround 1999-11-06 wk11 29
Counting Crows Hanginaround 1999-11-06 wk12 29
Counting Crows Hanginaround 1999-11-06 wk13 28
Counting Crows Hanginaround 1999-11-06 wk14 32
Counting Crows Hanginaround 1999-11-06 wk15 38
Counting Crows Hanginaround 1999-11-06 wk16 48
Counting Crows Hanginaround 1999-11-06 wk17 56
Counting Crows Hanginaround 1999-11-06 wk18 59
Counting Crows Hanginaround 1999-11-06 wk19 61
Counting Crows Hanginaround 1999-11-06 wk20 66
Creed Higher 1999-09-11 wk1 81
Creed Higher 1999-09-11 wk2 77
Creed Higher 1999-09-11 wk3 73
Creed Higher 1999-09-11 wk4 63
Creed Higher 1999-09-11 wk5 61
Creed Higher 1999-09-11 wk6 58
Creed Higher 1999-09-11 wk7 56
Creed Higher 1999-09-11 wk8 52
Creed Higher 1999-09-11 wk9 56
Creed Higher 1999-09-11 wk10 57
Creed Higher 1999-09-11 wk11 57
Creed Higher 1999-09-11 wk12 57
Creed Higher 1999-09-11 wk13 57
Creed Higher 1999-09-11 wk14 57
Creed Higher 1999-09-11 wk15 60
Creed Higher 1999-09-11 wk16 61
Creed Higher 1999-09-11 wk17 61
Creed Higher 1999-09-11 wk18 57
Creed Higher 1999-09-11 wk19 60
Creed Higher 1999-09-11 wk20 61
Creed Higher 1999-09-11 wk29 43
Creed Higher 1999-09-11 wk30 41
Creed Higher 1999-09-11 wk31 34
Creed Higher 1999-09-11 wk32 28
Creed Higher 1999-09-11 wk33 25
Creed Higher 1999-09-11 wk34 23
Creed Higher 1999-09-11 wk35 22
Creed Higher 1999-09-11 wk36 16
Creed Higher 1999-09-11 wk37 16
Creed Higher 1999-09-11 wk38 18
Creed Higher 1999-09-11 wk39 14
Creed Higher 1999-09-11 wk40 13
Creed Higher 1999-09-11 wk41 13
Creed Higher 1999-09-11 wk42 11
Creed Higher 1999-09-11 wk43 11
Creed Higher 1999-09-11 wk44 9
Creed Higher 1999-09-11 wk45 9
Creed Higher 1999-09-11 wk46 7
Creed Higher 1999-09-11 wk47 7
Creed Higher 1999-09-11 wk48 9
Creed Higher 1999-09-11 wk49 9
Creed Higher 1999-09-11 wk50 12
Creed Higher 1999-09-11 wk51 14
Creed Higher 1999-09-11 wk52 16
Creed Higher 1999-09-11 wk53 17
Creed Higher 1999-09-11 wk54 17
Creed Higher 1999-09-11 wk55 21
Creed Higher 1999-09-11 wk56 26
Creed Higher 1999-09-11 wk57 29
Creed Higher 1999-09-11 wk58 32
Creed Higher 1999-09-11 wk59 39
Creed Higher 1999-09-11 wk60 39
Creed Higher 1999-09-11 wk61 43
Creed Higher 1999-09-11 wk62 47
Creed Higher 1999-09-11 wk63 50
Creed Higher 1999-09-11 wk64 50
Creed Higher 1999-09-11 wk65 49
Creed With Arms Wide Open 2000-05-13 wk1 84
Creed With Arms Wide Open 2000-05-13 wk2 78
Creed With Arms Wide Open 2000-05-13 wk3 76
Creed With Arms Wide Open 2000-05-13 wk4 74
Creed With Arms Wide Open 2000-05-13 wk5 70
Creed With Arms Wide Open 2000-05-13 wk6 68
Creed With Arms Wide Open 2000-05-13 wk7 74
Creed With Arms Wide Open 2000-05-13 wk8 75
Creed With Arms Wide Open 2000-05-13 wk9 69
Creed With Arms Wide Open 2000-05-13 wk10 74
Creed With Arms Wide Open 2000-05-13 wk11 70
Creed With Arms Wide Open 2000-05-13 wk12 79
Creed With Arms Wide Open 2000-05-13 wk13 84
Creed With Arms Wide Open 2000-05-13 wk14 86
Creed With Arms Wide Open 2000-05-13 wk15 76
Creed With Arms Wide Open 2000-05-13 wk16 62
Creed With Arms Wide Open 2000-05-13 wk17 45
Creed With Arms Wide Open 2000-05-13 wk18 29
Creed With Arms Wide Open 2000-05-13 wk19 19
Creed With Arms Wide Open 2000-05-13 wk20 11
Creed With Arms Wide Open 2000-05-13 wk21 10
Creed With Arms Wide Open 2000-05-13 wk22 7
Creed With Arms Wide Open 2000-05-13 wk23 5
Creed With Arms Wide Open 2000-05-13 wk24 3
Creed With Arms Wide Open 2000-05-13 wk25 3
Creed With Arms Wide Open 2000-05-13 wk26 3
Creed With Arms Wide Open 2000-05-13 wk27 1
Creed With Arms Wide Open 2000-05-13 wk28 2
Creed With Arms Wide Open 2000-05-13 wk29 2
Creed With Arms Wide Open 2000-05-13 wk30 3
Creed With Arms Wide Open 2000-05-13 wk31 3
Creed With Arms Wide Open 2000-05-13 wk32 3
Creed With Arms Wide Open 2000-05-13 wk33 4
Creed With Arms Wide Open 2000-05-13 wk34 5
Creed With Arms Wide Open 2000-05-13 wk35 5
Creed With Arms Wide Open 2000-05-13 wk36 5
Creed With Arms Wide Open 2000-05-13 wk37 5
Creed With Arms Wide Open 2000-05-13 wk38 9
Creed With Arms Wide Open 2000-05-13 wk39 12
Creed With Arms Wide Open 2000-05-13 wk40 13
Creed With Arms Wide Open 2000-05-13 wk41 13
Creed With Arms Wide Open 2000-05-13 wk42 17
Creed With Arms Wide Open 2000-05-13 wk43 22
Creed With Arms Wide Open 2000-05-13 wk44 26
Creed With Arms Wide Open 2000-05-13 wk45 28
Creed With Arms Wide Open 2000-05-13 wk46 37
Creed With Arms Wide Open 2000-05-13 wk47 41
Cyrus, Billy Ray You Won’t Be Lonely … 2000-09-23 wk1 97
Cyrus, Billy Ray You Won’t Be Lonely … 2000-09-23 wk2 97
Cyrus, Billy Ray You Won’t Be Lonely … 2000-09-23 wk3 97
Cyrus, Billy Ray You Won’t Be Lonely … 2000-09-23 wk4 92
Cyrus, Billy Ray You Won’t Be Lonely … 2000-09-23 wk5 91
Cyrus, Billy Ray You Won’t Be Lonely … 2000-09-23 wk6 88
Cyrus, Billy Ray You Won’t Be Lonely … 2000-09-23 wk7 85
Cyrus, Billy Ray You Won’t Be Lonely … 2000-09-23 wk8 80
Cyrus, Billy Ray You Won’t Be Lonely … 2000-09-23 wk9 82
Cyrus, Billy Ray You Won’t Be Lonely … 2000-09-23 wk10 80
Cyrus, Billy Ray You Won’t Be Lonely … 2000-09-23 wk11 80
Cyrus, Billy Ray You Won’t Be Lonely … 2000-09-23 wk12 89
Cyrus, Billy Ray You Won’t Be Lonely … 2000-09-23 wk13 95
D’Angelo Left & Right 1999-12-11 wk1 93
D’Angelo Left & Right 1999-12-11 wk2 77
D’Angelo Left & Right 1999-12-11 wk3 75
D’Angelo Left & Right 1999-12-11 wk4 70
D’Angelo Left & Right 1999-12-11 wk5 91
D’Angelo Untitled (How Does I… 2000-01-22 wk1 77
D’Angelo Untitled (How Does I… 2000-01-22 wk2 56
D’Angelo Untitled (How Does I… 2000-01-22 wk3 35
D’Angelo Untitled (How Does I… 2000-01-22 wk4 26
D’Angelo Untitled (How Does I… 2000-01-22 wk5 25
D’Angelo Untitled (How Does I… 2000-01-22 wk6 25
D’Angelo Untitled (How Does I… 2000-01-22 wk7 28
D’Angelo Untitled (How Does I… 2000-01-22 wk8 28
D’Angelo Untitled (How Does I… 2000-01-22 wk9 31
D’Angelo Untitled (How Does I… 2000-01-22 wk10 35
D’Angelo Untitled (How Does I… 2000-01-22 wk11 39
D’Angelo Untitled (How Does I… 2000-01-22 wk12 44
D’Angelo Untitled (How Does I… 2000-01-22 wk13 51
D’Angelo Untitled (How Does I… 2000-01-22 wk14 60
D’Angelo Untitled (How Does I… 2000-01-22 wk15 73
D’Angelo Untitled (How Does I… 2000-01-22 wk16 79
D’Angelo Untitled (How Does I… 2000-01-22 wk17 94
DMX Party Up (Up In Here… 2000-02-26 wk1 88
DMX Party Up (Up In Here… 2000-02-26 wk2 74
DMX Party Up (Up In Here… 2000-02-26 wk3 62
DMX Party Up (Up In Here… 2000-02-26 wk4 56
DMX Party Up (Up In Here… 2000-02-26 wk5 49
DMX Party Up (Up In Here… 2000-02-26 wk6 44
DMX Party Up (Up In Here… 2000-02-26 wk7 38
DMX Party Up (Up In Here… 2000-02-26 wk8 32
DMX Party Up (Up In Here… 2000-02-26 wk9 27
DMX Party Up (Up In Here… 2000-02-26 wk10 27
DMX Party Up (Up In Here… 2000-02-26 wk11 27
DMX Party Up (Up In Here… 2000-02-26 wk12 27
DMX Party Up (Up In Here… 2000-02-26 wk13 27
DMX Party Up (Up In Here… 2000-02-26 wk14 28
DMX Party Up (Up In Here… 2000-02-26 wk15 28
DMX Party Up (Up In Here… 2000-02-26 wk16 33
DMX Party Up (Up In Here… 2000-02-26 wk17 35
DMX Party Up (Up In Here… 2000-02-26 wk18 42
DMX Party Up (Up In Here… 2000-02-26 wk19 44
DMX Party Up (Up In Here… 2000-02-26 wk20 46
DMX Party Up (Up In Here… 2000-02-26 wk21 43
DMX What You Want 2000-07-01 wk1 98
DMX What You Want 2000-07-01 wk2 95
DMX What You Want 2000-07-01 wk3 95
DMX What You Want 2000-07-01 wk4 87
DMX What You Want 2000-07-01 wk5 86
DMX What You Want 2000-07-01 wk6 79
DMX What You Want 2000-07-01 wk7 62
DMX What You Want 2000-07-01 wk8 60
DMX What You Want 2000-07-01 wk9 58
DMX What You Want 2000-07-01 wk10 57
DMX What You Want 2000-07-01 wk11 52
DMX What You Want 2000-07-01 wk12 55
DMX What You Want 2000-07-01 wk13 49
DMX What You Want 2000-07-01 wk14 57
DMX What You Want 2000-07-01 wk15 62
DMX What You Want 2000-07-01 wk16 65
DMX What You Want 2000-07-01 wk17 87
DMX What You Want 2000-07-01 wk18 89
DMX What You Want 2000-07-01 wk19 99
DMX What You Want 2000-07-01 wk20 100
DMX What’s My Name 2000-01-15 wk1 98
DMX What’s My Name 2000-01-15 wk2 76
DMX What’s My Name 2000-01-15 wk3 69
DMX What’s My Name 2000-01-15 wk4 69
DMX What’s My Name 2000-01-15 wk5 67
DMX What’s My Name 2000-01-15 wk6 73
DMX What’s My Name 2000-01-15 wk7 76
DMX What’s My Name 2000-01-15 wk8 90
DMX What’s My Name 2000-01-15 wk9 90
DMX What’s My Name 2000-01-15 wk10 94
DMX What’s My Name 2000-01-15 wk11 100
Da Brat That’s What I’m Look… 2000-02-26 wk1 93
Da Brat That’s What I’m Look… 2000-02-26 wk2 73
Da Brat That’s What I’m Look… 2000-02-26 wk3 60
Da Brat That’s What I’m Look… 2000-02-26 wk4 60
Da Brat That’s What I’m Look… 2000-02-26 wk5 60
Da Brat That’s What I’m Look… 2000-02-26 wk6 60
Da Brat That’s What I’m Look… 2000-02-26 wk7 63
Da Brat That’s What I’m Look… 2000-02-26 wk8 56
Da Brat That’s What I’m Look… 2000-02-26 wk9 58
Da Brat That’s What I’m Look… 2000-02-26 wk10 70
Da Brat That’s What I’m Look… 2000-02-26 wk11 71
Da Brat That’s What I’m Look… 2000-02-26 wk12 72
Da Brat That’s What I’m Look… 2000-02-26 wk13 90
Da Brat That’s What I’m Look… 2000-02-26 wk14 94
Da Brat That’s What I’m Look… 2000-02-26 wk15 94
Da Brat That’s What I’m Look… 2000-02-26 wk16 94
Da Brat That’s What I’m Look… 2000-02-26 wk17 94
Da Brat That’s What I’m Look… 2000-02-26 wk18 100
Da Brat What’Chu Like 2000-06-03 wk1 71
Da Brat What’Chu Like 2000-06-03 wk2 65
Da Brat What’Chu Like 2000-06-03 wk3 54
Da Brat What’Chu Like 2000-06-03 wk4 54
Da Brat What’Chu Like 2000-06-03 wk5 51
Da Brat What’Chu Like 2000-06-03 wk6 41
Da Brat What’Chu Like 2000-06-03 wk7 41
Da Brat What’Chu Like 2000-06-03 wk8 33
Da Brat What’Chu Like 2000-06-03 wk9 28
Da Brat What’Chu Like 2000-06-03 wk10 31
Da Brat What’Chu Like 2000-06-03 wk11 26
Da Brat What’Chu Like 2000-06-03 wk12 28
Da Brat What’Chu Like 2000-06-03 wk13 36
Da Brat What’Chu Like 2000-06-03 wk14 39
Da Brat What’Chu Like 2000-06-03 wk15 49
Da Brat What’Chu Like 2000-06-03 wk16 58
Da Brat What’Chu Like 2000-06-03 wk17 62
Da Brat What’Chu Like 2000-06-03 wk18 65
Da Brat What’Chu Like 2000-06-03 wk19 68
Da Brat What’Chu Like 2000-06-03 wk20 68
Davidson, Clay Unconditional 2000-03-25 wk1 97
Davidson, Clay Unconditional 2000-03-25 wk2 97
Davidson, Clay Unconditional 2000-03-25 wk3 97
Davidson, Clay Unconditional 2000-03-25 wk4 90
Davidson, Clay Unconditional 2000-03-25 wk5 83
Davidson, Clay Unconditional 2000-03-25 wk6 78
Davidson, Clay Unconditional 2000-03-25 wk7 74
Davidson, Clay Unconditional 2000-03-25 wk8 69
Davidson, Clay Unconditional 2000-03-25 wk9 60
Davidson, Clay Unconditional 2000-03-25 wk10 56
Davidson, Clay Unconditional 2000-03-25 wk11 54
Davidson, Clay Unconditional 2000-03-25 wk12 50
Davidson, Clay Unconditional 2000-03-25 wk13 49
Davidson, Clay Unconditional 2000-03-25 wk14 55
Davidson, Clay Unconditional 2000-03-25 wk15 52
Davidson, Clay Unconditional 2000-03-25 wk16 51
Davidson, Clay Unconditional 2000-03-25 wk17 51
Davidson, Clay Unconditional 2000-03-25 wk18 62
Davidson, Clay Unconditional 2000-03-25 wk19 63
Davidson, Clay Unconditional 2000-03-25 wk20 83
De La Soul All Good? 2000-12-23 wk1 96
De La Soul All Good? 2000-12-23 wk2 96
De La Soul All Good? 2000-12-23 wk3 100
Destiny’s Child Independent Women Pa… 2000-09-23 wk1 78
Destiny’s Child Independent Women Pa… 2000-09-23 wk2 63
Destiny’s Child Independent Women Pa… 2000-09-23 wk3 49
Destiny’s Child Independent Women Pa… 2000-09-23 wk4 33
Destiny’s Child Independent Women Pa… 2000-09-23 wk5 23
Destiny’s Child Independent Women Pa… 2000-09-23 wk6 15
Destiny’s Child Independent Women Pa… 2000-09-23 wk7 7
Destiny’s Child Independent Women Pa… 2000-09-23 wk8 5
Destiny’s Child Independent Women Pa… 2000-09-23 wk9 1
Destiny’s Child Independent Women Pa… 2000-09-23 wk10 1
Destiny’s Child Independent Women Pa… 2000-09-23 wk11 1
Destiny’s Child Independent Women Pa… 2000-09-23 wk12 1
Destiny’s Child Independent Women Pa… 2000-09-23 wk13 1
Destiny’s Child Independent Women Pa… 2000-09-23 wk14 1
Destiny’s Child Independent Women Pa… 2000-09-23 wk15 1
Destiny’s Child Independent Women Pa… 2000-09-23 wk16 1
Destiny’s Child Independent Women Pa… 2000-09-23 wk17 1
Destiny’s Child Independent Women Pa… 2000-09-23 wk18 1
Destiny’s Child Independent Women Pa… 2000-09-23 wk19 1
Destiny’s Child Independent Women Pa… 2000-09-23 wk20 2
Destiny’s Child Independent Women Pa… 2000-09-23 wk21 3
Destiny’s Child Independent Women Pa… 2000-09-23 wk22 7
Destiny’s Child Independent Women Pa… 2000-09-23 wk23 10
Destiny’s Child Independent Women Pa… 2000-09-23 wk24 12
Destiny’s Child Independent Women Pa… 2000-09-23 wk25 15
Destiny’s Child Independent Women Pa… 2000-09-23 wk26 22
Destiny’s Child Independent Women Pa… 2000-09-23 wk27 29
Destiny’s Child Independent Women Pa… 2000-09-23 wk28 31
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk1 74
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk2 71
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk3 65
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk4 62
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk5 57
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk6 50
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk7 40
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk8 37
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk9 22
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk10 18
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk11 13
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk12 8
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk13 6
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk14 4
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk15 3
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk16 4
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk17 3
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk18 3
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk19 3
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk20 3
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk21 4
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk22 4
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk23 6
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk24 7
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk25 6
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk26 8
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk27 10
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk28 15
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk29 24
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk30 30
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk31 35
Destiny’s Child Jumpin’ Jumpin’ 2000-05-13 wk32 39
Destiny’s Child Say My Name 1999-12-25 wk1 83
Destiny’s Child Say My Name 1999-12-25 wk2 83
Destiny’s Child Say My Name 1999-12-25 wk3 44
Destiny’s Child Say My Name 1999-12-25 wk4 38
Destiny’s Child Say My Name 1999-12-25 wk5 16
Destiny’s Child Say My Name 1999-12-25 wk6 13
Destiny’s Child Say My Name 1999-12-25 wk7 16
Destiny’s Child Say My Name 1999-12-25 wk8 16
Destiny’s Child Say My Name 1999-12-25 wk9 16
Destiny’s Child Say My Name 1999-12-25 wk10 18
Destiny’s Child Say My Name 1999-12-25 wk11 17
Destiny’s Child Say My Name 1999-12-25 wk12 14
Destiny’s Child Say My Name 1999-12-25 wk13 1
Destiny’s Child Say My Name 1999-12-25 wk14 1
Destiny’s Child Say My Name 1999-12-25 wk15 1
Destiny’s Child Say My Name 1999-12-25 wk16 2
Destiny’s Child Say My Name 1999-12-25 wk17 2
Destiny’s Child Say My Name 1999-12-25 wk18 3
Destiny’s Child Say My Name 1999-12-25 wk19 5
Destiny’s Child Say My Name 1999-12-25 wk20 5
Destiny’s Child Say My Name 1999-12-25 wk21 5
Destiny’s Child Say My Name 1999-12-25 wk22 7
Destiny’s Child Say My Name 1999-12-25 wk23 10
Destiny’s Child Say My Name 1999-12-25 wk24 13
Destiny’s Child Say My Name 1999-12-25 wk25 14
Destiny’s Child Say My Name 1999-12-25 wk26 18
Destiny’s Child Say My Name 1999-12-25 wk27 23
Destiny’s Child Say My Name 1999-12-25 wk28 23
Destiny’s Child Say My Name 1999-12-25 wk29 34
Destiny’s Child Say My Name 1999-12-25 wk30 37
Destiny’s Child Say My Name 1999-12-25 wk31 43
Destiny’s Child Say My Name 1999-12-25 wk32 47
Diffie, Joe It’s Always Somethin… 2000-08-12 wk1 81
Diffie, Joe It’s Always Somethin… 2000-08-12 wk2 78
Diffie, Joe It’s Always Somethin… 2000-08-12 wk3 67
Diffie, Joe It’s Always Somethin… 2000-08-12 wk4 63
Diffie, Joe It’s Always Somethin… 2000-08-12 wk5 60
Diffie, Joe It’s Always Somethin… 2000-08-12 wk6 57
Diffie, Joe It’s Always Somethin… 2000-08-12 wk7 63
Diffie, Joe It’s Always Somethin… 2000-08-12 wk8 69
Diffie, Joe It’s Always Somethin… 2000-08-12 wk9 78
Diffie, Joe It’s Always Somethin… 2000-08-12 wk10 85
Diffie, Joe It’s Always Somethin… 2000-08-12 wk11 92
Diffie, Joe It’s Always Somethin… 2000-08-12 wk12 92
Diffie, Joe It’s Always Somethin… 2000-08-12 wk14 99
Diffie, Joe It’s Always Somethin… 2000-08-12 wk15 100
Diffie, Joe The Quittin’ Kind 2000-01-01 wk1 98
Diffie, Joe The Quittin’ Kind 2000-01-01 wk2 100
Diffie, Joe The Quittin’ Kind 2000-01-01 wk3 100
Diffie, Joe The Quittin’ Kind 2000-01-01 wk4 90
Diffie, Joe The Quittin’ Kind 2000-01-01 wk5 93
Diffie, Joe The Quittin’ Kind 2000-01-01 wk6 94
Dion, Celine That’s The Way It Is 1999-11-13 wk1 74
Dion, Celine That’s The Way It Is 1999-11-13 wk2 68
Dion, Celine That’s The Way It Is 1999-11-13 wk3 65
Dion, Celine That’s The Way It Is 1999-11-13 wk4 49
Dion, Celine That’s The Way It Is 1999-11-13 wk5 44
Dion, Celine That’s The Way It Is 1999-11-13 wk6 34
Dion, Celine That’s The Way It Is 1999-11-13 wk7 30
Dion, Celine That’s The Way It Is 1999-11-13 wk8 30
Dion, Celine That’s The Way It Is 1999-11-13 wk9 17
Dion, Celine That’s The Way It Is 1999-11-13 wk10 14
Dion, Celine That’s The Way It Is 1999-11-13 wk11 11
Dion, Celine That’s The Way It Is 1999-11-13 wk12 8
Dion, Celine That’s The Way It Is 1999-11-13 wk13 9
Dion, Celine That’s The Way It Is 1999-11-13 wk14 10
Dion, Celine That’s The Way It Is 1999-11-13 wk15 11
Dion, Celine That’s The Way It Is 1999-11-13 wk16 11
Dion, Celine That’s The Way It Is 1999-11-13 wk17 6
Dion, Celine That’s The Way It Is 1999-11-13 wk18 8
Dion, Celine That’s The Way It Is 1999-11-13 wk19 7
Dion, Celine That’s The Way It Is 1999-11-13 wk20 7
Dion, Celine That’s The Way It Is 1999-11-13 wk21 9
Dion, Celine That’s The Way It Is 1999-11-13 wk22 10
Dion, Celine That’s The Way It Is 1999-11-13 wk23 14
Dion, Celine That’s The Way It Is 1999-11-13 wk24 16
Dion, Celine That’s The Way It Is 1999-11-13 wk25 26
Dion, Celine That’s The Way It Is 1999-11-13 wk26 31
Dion, Celine That’s The Way It Is 1999-11-13 wk27 35
Dion, Celine That’s The Way It Is 1999-11-13 wk28 42
Dixie Chicks, The Cold Day In July 2000-06-24 wk1 80
Dixie Chicks, The Cold Day In July 2000-06-24 wk2 79
Dixie Chicks, The Cold Day In July 2000-06-24 wk3 76
Dixie Chicks, The Cold Day In July 2000-06-24 wk4 72
Dixie Chicks, The Cold Day In July 2000-06-24 wk5 68
Dixie Chicks, The Cold Day In July 2000-06-24 wk6 68
Dixie Chicks, The Cold Day In July 2000-06-24 wk7 65
Dixie Chicks, The Cold Day In July 2000-06-24 wk8 70
Dixie Chicks, The Cold Day In July 2000-06-24 wk9 84
Dixie Chicks, The Cold Day In July 2000-06-24 wk10 91
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk1 79
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk2 72
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk3 70
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk4 61
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk5 52
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk6 52
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk7 52
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk8 39
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk9 31
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk10 27
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk11 27
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk12 27
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk13 31
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk14 37
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk15 40
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk16 47
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk17 51
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk18 56
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk19 59
Dixie Chicks, The Cowboy Take Me Away 1999-11-27 wk20 59
Dixie Chicks, The Goodbye Earl 2000-03-18 wk1 40
Dixie Chicks, The Goodbye Earl 2000-03-18 wk2 29
Dixie Chicks, The Goodbye Earl 2000-03-18 wk3 24
Dixie Chicks, The Goodbye Earl 2000-03-18 wk4 24
Dixie Chicks, The Goodbye Earl 2000-03-18 wk5 20
Dixie Chicks, The Goodbye Earl 2000-03-18 wk6 20
Dixie Chicks, The Goodbye Earl 2000-03-18 wk7 20
Dixie Chicks, The Goodbye Earl 2000-03-18 wk8 19
Dixie Chicks, The Goodbye Earl 2000-03-18 wk9 38
Dixie Chicks, The Goodbye Earl 2000-03-18 wk10 61
Dixie Chicks, The Goodbye Earl 2000-03-18 wk11 86
Dixie Chicks, The Goodbye Earl 2000-03-18 wk12 88
Dixie Chicks, The Goodbye Earl 2000-03-18 wk13 96
Dixie Chicks, The Goodbye Earl 2000-03-18 wk14 96
Dixie Chicks, The Goodbye Earl 2000-03-18 wk15 98
Dixie Chicks, The Without You 2000-10-07 wk1 80
Dixie Chicks, The Without You 2000-10-07 wk2 70
Dixie Chicks, The Without You 2000-10-07 wk3 63
Dixie Chicks, The Without You 2000-10-07 wk4 56
Dixie Chicks, The Without You 2000-10-07 wk5 50
Dixie Chicks, The Without You 2000-10-07 wk6 49
Dixie Chicks, The Without You 2000-10-07 wk7 48
Dixie Chicks, The Without You 2000-10-07 wk8 46
Dixie Chicks, The Without You 2000-10-07 wk9 41
Dixie Chicks, The Without You 2000-10-07 wk10 40
Dixie Chicks, The Without You 2000-10-07 wk11 35
Dixie Chicks, The Without You 2000-10-07 wk12 31
Dixie Chicks, The Without You 2000-10-07 wk13 33
Dixie Chicks, The Without You 2000-10-07 wk14 44
Dixie Chicks, The Without You 2000-10-07 wk15 36
Dixie Chicks, The Without You 2000-10-07 wk16 35
Dixie Chicks, The Without You 2000-10-07 wk17 37
Dixie Chicks, The Without You 2000-10-07 wk18 43
Dixie Chicks, The Without You 2000-10-07 wk19 51
Dixie Chicks, The Without You 2000-10-07 wk20 54
Dr. Dre Forgot About Dre 2000-01-22 wk1 75
Dr. Dre Forgot About Dre 2000-01-22 wk2 55
Dr. Dre Forgot About Dre 2000-01-22 wk3 47
Dr. Dre Forgot About Dre 2000-01-22 wk4 36
Dr. Dre Forgot About Dre 2000-01-22 wk5 36
Dr. Dre Forgot About Dre 2000-01-22 wk6 30
Dr. Dre Forgot About Dre 2000-01-22 wk7 30
Dr. Dre Forgot About Dre 2000-01-22 wk8 31
Dr. Dre Forgot About Dre 2000-01-22 wk9 26
Dr. Dre Forgot About Dre 2000-01-22 wk10 25
Dr. Dre Forgot About Dre 2000-01-22 wk11 25
Dr. Dre Forgot About Dre 2000-01-22 wk12 26
Dr. Dre Forgot About Dre 2000-01-22 wk13 26
Dr. Dre Forgot About Dre 2000-01-22 wk14 28
Dr. Dre Forgot About Dre 2000-01-22 wk15 34
Dr. Dre Forgot About Dre 2000-01-22 wk16 47
Dr. Dre Forgot About Dre 2000-01-22 wk17 58
Dr. Dre Forgot About Dre 2000-01-22 wk18 68
Dr. Dre Forgot About Dre 2000-01-22 wk19 80
Dr. Dre Forgot About Dre 2000-01-22 wk20 82
Dr. Dre The Next Episode 2000-05-27 wk1 78
Dr. Dre The Next Episode 2000-05-27 wk2 67
Dr. Dre The Next Episode 2000-05-27 wk3 58
Dr. Dre The Next Episode 2000-05-27 wk4 53
Dr. Dre The Next Episode 2000-05-27 wk5 46
Dr. Dre The Next Episode 2000-05-27 wk6 41
Dr. Dre The Next Episode 2000-05-27 wk7 32
Dr. Dre The Next Episode 2000-05-27 wk8 27
Dr. Dre The Next Episode 2000-05-27 wk9 26
Dr. Dre The Next Episode 2000-05-27 wk10 23
Dr. Dre The Next Episode 2000-05-27 wk11 26
Dr. Dre The Next Episode 2000-05-27 wk12 27
Dr. Dre The Next Episode 2000-05-27 wk13 32
Dr. Dre The Next Episode 2000-05-27 wk14 32
Dr. Dre The Next Episode 2000-05-27 wk15 44
Dr. Dre The Next Episode 2000-05-27 wk16 46
Dr. Dre The Next Episode 2000-05-27 wk17 47
Dr. Dre The Next Episode 2000-05-27 wk18 50
Dr. Dre The Next Episode 2000-05-27 wk19 52
Dr. Dre The Next Episode 2000-05-27 wk20 58
Drama Left, Right, Left 2000-02-12 wk1 100
Drama Left, Right, Left 2000-02-12 wk2 98
Drama Left, Right, Left 2000-02-12 wk3 89
Drama Left, Right, Left 2000-02-12 wk4 80
Drama Left, Right, Left 2000-02-12 wk5 75
Drama Left, Right, Left 2000-02-12 wk6 73
Drama Left, Right, Left 2000-02-12 wk7 80
Drama Left, Right, Left 2000-02-12 wk8 86
Drama Left, Right, Left 2000-02-12 wk9 91
Drama Left, Right, Left 2000-02-12 wk10 96
Drama Left, Right, Left 2000-02-12 wk11 100
Drama Left, Right, Left 2000-02-12 wk12 98
Drama Left, Right, Left 2000-02-12 wk13 96
Dream He Loves U Not 2000-09-30 wk1 99
Dream He Loves U Not 2000-09-30 wk2 92
Dream He Loves U Not 2000-09-30 wk3 81
Dream He Loves U Not 2000-09-30 wk4 59
Dream He Loves U Not 2000-09-30 wk5 47
Dream He Loves U Not 2000-09-30 wk6 42
Dream He Loves U Not 2000-09-30 wk7 32
Dream He Loves U Not 2000-09-30 wk8 27
Dream He Loves U Not 2000-09-30 wk9 18
Dream He Loves U Not 2000-09-30 wk10 18
Dream He Loves U Not 2000-09-30 wk11 11
Dream He Loves U Not 2000-09-30 wk12 8
Dream He Loves U Not 2000-09-30 wk13 5
Dream He Loves U Not 2000-09-30 wk14 2
Dream He Loves U Not 2000-09-30 wk15 2
Dream He Loves U Not 2000-09-30 wk16 3
Dream He Loves U Not 2000-09-30 wk17 3
Dream He Loves U Not 2000-09-30 wk18 3
Dream He Loves U Not 2000-09-30 wk19 7
Dream He Loves U Not 2000-09-30 wk20 9
Dream He Loves U Not 2000-09-30 wk21 10
Dream He Loves U Not 2000-09-30 wk22 11
Dream He Loves U Not 2000-09-30 wk23 10
Dream He Loves U Not 2000-09-30 wk24 19
Dream He Loves U Not 2000-09-30 wk25 23
Dream He Loves U Not 2000-09-30 wk26 28
Dream He Loves U Not 2000-09-30 wk27 38
Dream He Loves U Not 2000-09-30 wk28 46
Eastsidaz, The G’D Up 2000-01-08 wk1 77
Eastsidaz, The G’D Up 2000-01-08 wk2 77
Eastsidaz, The G’D Up 2000-01-08 wk3 89
Eastsidaz, The G’D Up 2000-01-08 wk4 64
Eastsidaz, The G’D Up 2000-01-08 wk5 57
Eastsidaz, The G’D Up 2000-01-08 wk6 47
Eastsidaz, The G’D Up 2000-01-08 wk7 47
Eastsidaz, The G’D Up 2000-01-08 wk8 55
Eastsidaz, The G’D Up 2000-01-08 wk9 65
Eastsidaz, The G’D Up 2000-01-08 wk10 69
Eastsidaz, The G’D Up 2000-01-08 wk11 83
Eastsidaz, The G’D Up 2000-01-08 wk12 82
Eastsidaz, The G’D Up 2000-01-08 wk13 90
Eastsidaz, The G’D Up 2000-01-08 wk14 94
Eastsidaz, The Got Beef 2000-07-01 wk1 99
Eastsidaz, The Got Beef 2000-07-01 wk2 99
Eiffel 65 Blue 1999-12-11 wk1 67
Eiffel 65 Blue 1999-12-11 wk2 29
Eiffel 65 Blue 1999-12-11 wk3 16
Eiffel 65 Blue 1999-12-11 wk4 16
Eiffel 65 Blue 1999-12-11 wk5 13
Eiffel 65 Blue 1999-12-11 wk6 11
Eiffel 65 Blue 1999-12-11 wk7 9
Eiffel 65 Blue 1999-12-11 wk8 6
Eiffel 65 Blue 1999-12-11 wk9 7
Eiffel 65 Blue 1999-12-11 wk10 9
Eiffel 65 Blue 1999-12-11 wk11 13
Eiffel 65 Blue 1999-12-11 wk12 19
Eiffel 65 Blue 1999-12-11 wk13 21
Eiffel 65 Blue 1999-12-11 wk14 24
Eiffel 65 Blue 1999-12-11 wk15 32
Eiffel 65 Blue 1999-12-11 wk16 42
Eiffel 65 Blue 1999-12-11 wk17 56
Eiffel 65 Blue 1999-12-11 wk18 60
Eiffel 65 Blue 1999-12-11 wk19 76
Eiffel 65 Blue 1999-12-11 wk20 88
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk1 36
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk2 21
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk3 13
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk4 9
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk5 7
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk6 7
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk7 5
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk8 7
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk9 7
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk10 7
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk11 8
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk12 11
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk13 7
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk14 10
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk15 11
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk16 12
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk17 15
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk18 17
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk19 23
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk20 30
Elliott, Missy “Misdemeanor” Hot Boyz 1999-11-27 wk21 38
Eminem Stan 2000-11-04 wk1 78
Eminem Stan 2000-11-04 wk2 67
Eminem Stan 2000-11-04 wk3 57
Eminem Stan 2000-11-04 wk4 57
Eminem Stan 2000-11-04 wk5 51
Eminem Stan 2000-11-04 wk6 51
Eminem Stan 2000-11-04 wk7 51
Eminem Stan 2000-11-04 wk8 57
Eminem Stan 2000-11-04 wk9 55
Eminem Stan 2000-11-04 wk10 70
Eminem Stan 2000-11-04 wk11 69
Eminem Stan 2000-11-04 wk12 77
Eminem Stan 2000-11-04 wk13 88
Eminem Stan 2000-11-04 wk14 93
Eminem Stan 2000-11-04 wk15 100
Eminem The Real Slim Shady 2000-05-06 wk1 70
Eminem The Real Slim Shady 2000-05-06 wk2 32
Eminem The Real Slim Shady 2000-05-06 wk3 20
Eminem The Real Slim Shady 2000-05-06 wk4 16
Eminem The Real Slim Shady 2000-05-06 wk5 11
Eminem The Real Slim Shady 2000-05-06 wk6 7
Eminem The Real Slim Shady 2000-05-06 wk7 6
Eminem The Real Slim Shady 2000-05-06 wk8 4
Eminem The Real Slim Shady 2000-05-06 wk9 5
Eminem The Real Slim Shady 2000-05-06 wk10 4
Eminem The Real Slim Shady 2000-05-06 wk11 8
Eminem The Real Slim Shady 2000-05-06 wk12 9
Eminem The Real Slim Shady 2000-05-06 wk13 16
Eminem The Real Slim Shady 2000-05-06 wk14 30
Eminem The Real Slim Shady 2000-05-06 wk15 49
Eminem The Real Slim Shady 2000-05-06 wk16 68
Eminem The Real Slim Shady 2000-05-06 wk17 83
Eminem The Real Slim Shady 2000-05-06 wk18 88
Eminem The Real Slim Shady 2000-05-06 wk19 98
Eminem The Way I Am 2000-08-26 wk1 87
Eminem The Way I Am 2000-08-26 wk2 74
Eminem The Way I Am 2000-08-26 wk3 59
Eminem The Way I Am 2000-08-26 wk4 65
Eminem The Way I Am 2000-08-26 wk5 59
Eminem The Way I Am 2000-08-26 wk6 58
Eminem The Way I Am 2000-08-26 wk7 59
Eminem The Way I Am 2000-08-26 wk8 62
Eminem The Way I Am 2000-08-26 wk9 89
Eminem The Way I Am 2000-08-26 wk10 86
En Vogue Riddle 2000-06-17 wk1 92
En Vogue Riddle 2000-06-17 wk2 92
En Vogue Riddle 2000-06-17 wk3 97
En Vogue Riddle 2000-06-17 wk4 100
Estefan, Gloria No Me Dejes De Quere… 2000-06-10 wk1 77
Evans, Sara Born To Fly 2000-10-21 wk1 77
Evans, Sara Born To Fly 2000-10-21 wk2 71
Evans, Sara Born To Fly 2000-10-21 wk3 64
Evans, Sara Born To Fly 2000-10-21 wk4 57
Evans, Sara Born To Fly 2000-10-21 wk5 55
Evans, Sara Born To Fly 2000-10-21 wk6 51
Evans, Sara Born To Fly 2000-10-21 wk7 46
Evans, Sara Born To Fly 2000-10-21 wk8 44
Evans, Sara Born To Fly 2000-10-21 wk9 36
Evans, Sara Born To Fly 2000-10-21 wk10 39
Evans, Sara Born To Fly 2000-10-21 wk11 34
Evans, Sara Born To Fly 2000-10-21 wk12 46
Evans, Sara Born To Fly 2000-10-21 wk13 44
Evans, Sara Born To Fly 2000-10-21 wk14 36
Evans, Sara Born To Fly 2000-10-21 wk15 42
Evans, Sara Born To Fly 2000-10-21 wk16 53
Evans, Sara Born To Fly 2000-10-21 wk17 58
Evans, Sara Born To Fly 2000-10-21 wk18 74
Evans, Sara Born To Fly 2000-10-21 wk19 81
Evans, Sara Born To Fly 2000-10-21 wk20 86
Eve Got It All 2000-07-15 wk1 89
Eve Got It All 2000-07-15 wk2 88
Eve Got It All 2000-07-15 wk3 88
Eve Got It All 2000-07-15 wk4 91
Eve Got It All 2000-07-15 wk5 95
Eve Love Is Blind 2000-01-08 wk1 94
Eve Love Is Blind 2000-01-08 wk2 91
Eve Love Is Blind 2000-01-08 wk3 57
Eve Love Is Blind 2000-01-08 wk4 46
Eve Love Is Blind 2000-01-08 wk5 46
Eve Love Is Blind 2000-01-08 wk6 40
Eve Love Is Blind 2000-01-08 wk7 34
Eve Love Is Blind 2000-01-08 wk8 39
Eve Love Is Blind 2000-01-08 wk9 42
Eve Love Is Blind 2000-01-08 wk10 46
Eve Love Is Blind 2000-01-08 wk11 50
Eve Love Is Blind 2000-01-08 wk12 59
Eve Love Is Blind 2000-01-08 wk13 66
Eve Love Is Blind 2000-01-08 wk14 78
Eve Love Is Blind 2000-01-08 wk15 87
Eve Love Is Blind 2000-01-08 wk16 99
Everclear Wonderful 2000-07-08 wk1 77
Everclear Wonderful 2000-07-08 wk2 69
Everclear Wonderful 2000-07-08 wk3 53
Everclear Wonderful 2000-07-08 wk4 37
Everclear Wonderful 2000-07-08 wk5 33
Everclear Wonderful 2000-07-08 wk6 25
Everclear Wonderful 2000-07-08 wk7 24
Everclear Wonderful 2000-07-08 wk8 23
Everclear Wonderful 2000-07-08 wk9 22
Everclear Wonderful 2000-07-08 wk10 25
Everclear Wonderful 2000-07-08 wk11 28
Everclear Wonderful 2000-07-08 wk12 25
Everclear Wonderful 2000-07-08 wk13 11
Everclear Wonderful 2000-07-08 wk14 13
Everclear Wonderful 2000-07-08 wk15 13
Everclear Wonderful 2000-07-08 wk16 11
Everclear Wonderful 2000-07-08 wk17 18
Everclear Wonderful 2000-07-08 wk18 28
Everclear Wonderful 2000-07-08 wk19 36
Everclear Wonderful 2000-07-08 wk20 39
Everclear Wonderful 2000-07-08 wk21 45
Fabian, Lara I Will Love Again 2000-06-10 wk1 91
Fabian, Lara I Will Love Again 2000-06-10 wk2 80
Fabian, Lara I Will Love Again 2000-06-10 wk3 75
Fabian, Lara I Will Love Again 2000-06-10 wk4 61
Fabian, Lara I Will Love Again 2000-06-10 wk5 60
Fabian, Lara I Will Love Again 2000-06-10 wk6 52
Fabian, Lara I Will Love Again 2000-06-10 wk7 45
Fabian, Lara I Will Love Again 2000-06-10 wk8 40
Fabian, Lara I Will Love Again 2000-06-10 wk9 36
Fabian, Lara I Will Love Again 2000-06-10 wk10 32
Fabian, Lara I Will Love Again 2000-06-10 wk11 37
Fabian, Lara I Will Love Again 2000-06-10 wk12 45
Fabian, Lara I Will Love Again 2000-06-10 wk13 68
Fabian, Lara I Will Love Again 2000-06-10 wk14 80
Fabian, Lara I Will Love Again 2000-06-10 wk15 80
Fabian, Lara I Will Love Again 2000-06-10 wk16 89
Fabian, Lara I Will Love Again 2000-06-10 wk17 96
Fatboy Slim The Rockafeller Skan… 1999-11-13 wk1 94
Fatboy Slim The Rockafeller Skan… 1999-11-13 wk2 94
Fatboy Slim The Rockafeller Skan… 1999-11-13 wk3 94
Fatboy Slim The Rockafeller Skan… 1999-11-13 wk4 87
Fatboy Slim The Rockafeller Skan… 1999-11-13 wk5 77
Fatboy Slim The Rockafeller Skan… 1999-11-13 wk6 77
Fatboy Slim The Rockafeller Skan… 1999-11-13 wk7 83
Fatboy Slim The Rockafeller Skan… 1999-11-13 wk8 82
Fatboy Slim The Rockafeller Skan… 1999-11-13 wk9 82
Fatboy Slim The Rockafeller Skan… 1999-11-13 wk10 92
Fatboy Slim The Rockafeller Skan… 1999-11-13 wk11 76
Fatboy Slim The Rockafeller Skan… 1999-11-13 wk12 95
Filter Take A Picture 1999-11-27 wk1 91
Filter Take A Picture 1999-11-27 wk2 74
Filter Take A Picture 1999-11-27 wk3 64
Filter Take A Picture 1999-11-27 wk4 52
Filter Take A Picture 1999-11-27 wk5 38
Filter Take A Picture 1999-11-27 wk6 38
Filter Take A Picture 1999-11-27 wk7 34
Filter Take A Picture 1999-11-27 wk8 31
Filter Take A Picture 1999-11-27 wk9 21
Filter Take A Picture 1999-11-27 wk10 19
Filter Take A Picture 1999-11-27 wk11 12
Filter Take A Picture 1999-11-27 wk12 13
Filter Take A Picture 1999-11-27 wk13 15
Filter Take A Picture 1999-11-27 wk14 20
Filter Take A Picture 1999-11-27 wk15 19
Filter Take A Picture 1999-11-27 wk16 22
Filter Take A Picture 1999-11-27 wk17 23
Filter Take A Picture 1999-11-27 wk18 24
Filter Take A Picture 1999-11-27 wk19 31
Filter Take A Picture 1999-11-27 wk20 42
Foo Fighters Learn To Fly 1999-10-16 wk1 80
Foo Fighters Learn To Fly 1999-10-16 wk2 69
Foo Fighters Learn To Fly 1999-10-16 wk3 68
Foo Fighters Learn To Fly 1999-10-16 wk4 63
Foo Fighters Learn To Fly 1999-10-16 wk5 60
Foo Fighters Learn To Fly 1999-10-16 wk6 52
Foo Fighters Learn To Fly 1999-10-16 wk7 42
Foo Fighters Learn To Fly 1999-10-16 wk8 32
Foo Fighters Learn To Fly 1999-10-16 wk9 30
Foo Fighters Learn To Fly 1999-10-16 wk10 25
Foo Fighters Learn To Fly 1999-10-16 wk11 22
Foo Fighters Learn To Fly 1999-10-16 wk12 22
Foo Fighters Learn To Fly 1999-10-16 wk13 26
Foo Fighters Learn To Fly 1999-10-16 wk14 20
Foo Fighters Learn To Fly 1999-10-16 wk15 19
Foo Fighters Learn To Fly 1999-10-16 wk16 20
Foo Fighters Learn To Fly 1999-10-16 wk17 26
Foo Fighters Learn To Fly 1999-10-16 wk18 30
Foo Fighters Learn To Fly 1999-10-16 wk19 35
Foo Fighters Learn To Fly 1999-10-16 wk20 42
Foo Fighters Learn To Fly 1999-10-16 wk21 50
Fragma Toca’s Miracle 2000-10-28 wk1 99
Funkmaster Flex Do You 2000-11-11 wk1 92
Funkmaster Flex Do You 2000-11-11 wk2 92
Funkmaster Flex Do You 2000-11-11 wk3 95
Funkmaster Flex Do You 2000-11-11 wk4 91
Funkmaster Flex Do You 2000-11-11 wk5 91
Funkmaster Flex Do You 2000-11-11 wk6 94
Funkmaster Flex Do You 2000-11-11 wk7 100
Ghostface Killah Cherchez LaGhost 2000-08-05 wk1 98
Gill, Vince Feels Like Love 2000-09-02 wk1 82
Gill, Vince Feels Like Love 2000-09-02 wk2 76
Gill, Vince Feels Like Love 2000-09-02 wk3 74
Gill, Vince Feels Like Love 2000-09-02 wk4 73
Gill, Vince Feels Like Love 2000-09-02 wk5 73
Gill, Vince Feels Like Love 2000-09-02 wk6 65
Gill, Vince Feels Like Love 2000-09-02 wk7 59
Gill, Vince Feels Like Love 2000-09-02 wk8 58
Gill, Vince Feels Like Love 2000-09-02 wk9 54
Gill, Vince Feels Like Love 2000-09-02 wk10 54
Gill, Vince Feels Like Love 2000-09-02 wk11 53
Gill, Vince Feels Like Love 2000-09-02 wk12 52
Gill, Vince Feels Like Love 2000-09-02 wk13 55
Gill, Vince Feels Like Love 2000-09-02 wk14 52
Gill, Vince Feels Like Love 2000-09-02 wk15 57
Gill, Vince Feels Like Love 2000-09-02 wk16 76
Gill, Vince Feels Like Love 2000-09-02 wk17 91
Gill, Vince Feels Like Love 2000-09-02 wk18 99
Gill, Vince Feels Like Love 2000-09-02 wk20 91
Gill, Vince Feels Like Love 2000-09-02 wk21 89
Gilman, Billy One Voice 2000-06-17 wk1 86
Gilman, Billy One Voice 2000-06-17 wk2 86
Gilman, Billy One Voice 2000-06-17 wk3 82
Gilman, Billy One Voice 2000-06-17 wk4 72
Gilman, Billy One Voice 2000-06-17 wk5 65
Gilman, Billy One Voice 2000-06-17 wk6 56
Gilman, Billy One Voice 2000-06-17 wk7 56
Gilman, Billy One Voice 2000-06-17 wk8 55
Gilman, Billy One Voice 2000-06-17 wk9 44
Gilman, Billy One Voice 2000-06-17 wk10 44
Gilman, Billy One Voice 2000-06-17 wk11 43
Gilman, Billy One Voice 2000-06-17 wk12 38
Gilman, Billy One Voice 2000-06-17 wk13 40
Gilman, Billy One Voice 2000-06-17 wk14 44
Gilman, Billy One Voice 2000-06-17 wk15 61
Gilman, Billy One Voice 2000-06-17 wk16 77
Gilman, Billy One Voice 2000-06-17 wk17 85
Gilman, Billy One Voice 2000-06-17 wk18 95
Gilman, Billy One Voice 2000-06-17 wk19 97
Ginuwine None Of Ur Friends B… 1999-12-11 wk1 94
Ginuwine None Of Ur Friends B… 1999-12-11 wk2 84
Ginuwine None Of Ur Friends B… 1999-12-11 wk3 71
Ginuwine None Of Ur Friends B… 1999-12-11 wk4 71
Ginuwine None Of Ur Friends B… 1999-12-11 wk5 60
Ginuwine None Of Ur Friends B… 1999-12-11 wk6 63
Ginuwine None Of Ur Friends B… 1999-12-11 wk7 48
Ginuwine None Of Ur Friends B… 1999-12-11 wk8 48
Ginuwine None Of Ur Friends B… 1999-12-11 wk9 48
Ginuwine None Of Ur Friends B… 1999-12-11 wk10 55
Ginuwine None Of Ur Friends B… 1999-12-11 wk11 64
Ginuwine None Of Ur Friends B… 1999-12-11 wk12 71
Ginuwine None Of Ur Friends B… 1999-12-11 wk13 85
Ginuwine None Of Ur Friends B… 1999-12-11 wk14 85
Ginuwine None Of Ur Friends B… 1999-12-11 wk15 92
Ginuwine The Best Man I Can B… 2000-01-08 wk1 97
Ginuwine The Best Man I Can B… 2000-01-08 wk2 97
Ginuwine The Best Man I Can B… 2000-01-08 wk3 83
Ginuwine The Best Man I Can B… 2000-01-08 wk4 94
Ginuwine The Best Man I Can B… 2000-01-08 wk5 84
Ginuwine The Best Man I Can B… 2000-01-08 wk6 88
Ginuwine The Best Man I Can B… 2000-01-08 wk7 85
Ginuwine The Best Man I Can B… 2000-01-08 wk8 82
Ginuwine The Best Man I Can B… 2000-01-08 wk9 77
Ginuwine The Best Man I Can B… 2000-01-08 wk10 77
Ginuwine The Best Man I Can B… 2000-01-08 wk11 85
Ginuwine The Best Man I Can B… 2000-01-08 wk12 89
Goo Goo Dolls Broadway 2000-04-22 wk1 74
Goo Goo Dolls Broadway 2000-04-22 wk2 58
Goo Goo Dolls Broadway 2000-04-22 wk3 53
Goo Goo Dolls Broadway 2000-04-22 wk4 42
Goo Goo Dolls Broadway 2000-04-22 wk5 35
Goo Goo Dolls Broadway 2000-04-22 wk6 31
Goo Goo Dolls Broadway 2000-04-22 wk7 29
Goo Goo Dolls Broadway 2000-04-22 wk8 25
Goo Goo Dolls Broadway 2000-04-22 wk9 29
Goo Goo Dolls Broadway 2000-04-22 wk10 26
Goo Goo Dolls Broadway 2000-04-22 wk11 24
Goo Goo Dolls Broadway 2000-04-22 wk12 33
Goo Goo Dolls Broadway 2000-04-22 wk13 46
Goo Goo Dolls Broadway 2000-04-22 wk14 48
Goo Goo Dolls Broadway 2000-04-22 wk15 57
Goo Goo Dolls Broadway 2000-04-22 wk16 62
Goo Goo Dolls Broadway 2000-04-22 wk17 74
Goo Goo Dolls Broadway 2000-04-22 wk18 82
Goo Goo Dolls Broadway 2000-04-22 wk19 85
Goo Goo Dolls Broadway 2000-04-22 wk20 87
Gray, Macy I Try 2000-02-19 wk1 68
Gray, Macy I Try 2000-02-19 wk2 51
Gray, Macy I Try 2000-02-19 wk3 47
Gray, Macy I Try 2000-02-19 wk4 36
Gray, Macy I Try 2000-02-19 wk5 30
Gray, Macy I Try 2000-02-19 wk6 20
Gray, Macy I Try 2000-02-19 wk7 15
Gray, Macy I Try 2000-02-19 wk8 12
Gray, Macy I Try 2000-02-19 wk9 8
Gray, Macy I Try 2000-02-19 wk10 7
Gray, Macy I Try 2000-02-19 wk11 7
Gray, Macy I Try 2000-02-19 wk12 7
Gray, Macy I Try 2000-02-19 wk13 6
Gray, Macy I Try 2000-02-19 wk14 5
Gray, Macy I Try 2000-02-19 wk15 6
Gray, Macy I Try 2000-02-19 wk16 9
Gray, Macy I Try 2000-02-19 wk17 10
Gray, Macy I Try 2000-02-19 wk18 11
Gray, Macy I Try 2000-02-19 wk19 14
Gray, Macy I Try 2000-02-19 wk20 16
Gray, Macy I Try 2000-02-19 wk21 16
Gray, Macy I Try 2000-02-19 wk22 16
Gray, Macy I Try 2000-02-19 wk23 21
Gray, Macy I Try 2000-02-19 wk24 27
Gray, Macy I Try 2000-02-19 wk25 34
Gray, Macy I Try 2000-02-19 wk26 40
Gray, Macy I Try 2000-02-19 wk27 46
Griggs, Andy She’s More 2000-03-11 wk1 81
Griggs, Andy She’s More 2000-03-11 wk2 76
Griggs, Andy She’s More 2000-03-11 wk3 69
Griggs, Andy She’s More 2000-03-11 wk4 67
Griggs, Andy She’s More 2000-03-11 wk5 62
Griggs, Andy She’s More 2000-03-11 wk6 55
Griggs, Andy She’s More 2000-03-11 wk7 52
Griggs, Andy She’s More 2000-03-11 wk8 51
Griggs, Andy She’s More 2000-03-11 wk9 51
Griggs, Andy She’s More 2000-03-11 wk10 48
Griggs, Andy She’s More 2000-03-11 wk11 47
Griggs, Andy She’s More 2000-03-11 wk12 43
Griggs, Andy She’s More 2000-03-11 wk13 42
Griggs, Andy She’s More 2000-03-11 wk14 37
Griggs, Andy She’s More 2000-03-11 wk15 41
Griggs, Andy She’s More 2000-03-11 wk16 50
Griggs, Andy She’s More 2000-03-11 wk17 69
Griggs, Andy She’s More 2000-03-11 wk18 73
Griggs, Andy She’s More 2000-03-11 wk19 77
Griggs, Andy She’s More 2000-03-11 wk20 85
Guy Dancin’ 1999-12-18 wk1 46
Guy Dancin’ 1999-12-18 wk2 29
Guy Dancin’ 1999-12-18 wk3 19
Guy Dancin’ 1999-12-18 wk4 22
Guy Dancin’ 1999-12-18 wk5 36
Guy Dancin’ 1999-12-18 wk6 44
Guy Dancin’ 1999-12-18 wk7 58
Guy Dancin’ 1999-12-18 wk8 58
Guy Dancin’ 1999-12-18 wk9 68
Guy Dancin’ 1999-12-18 wk10 75
Guy Dancin’ 1999-12-18 wk11 94
Hanson This Time Around 2000-04-22 wk1 22
Hanson This Time Around 2000-04-22 wk2 22
Hanson This Time Around 2000-04-22 wk3 20
Hanson This Time Around 2000-04-22 wk4 45
Hanson This Time Around 2000-04-22 wk5 87
Hanson This Time Around 2000-04-22 wk6 71
Hanson This Time Around 2000-04-22 wk7 95
Hart, Beth L.A. Song 1999-11-27 wk1 99
Hart, Beth L.A. Song 1999-11-27 wk2 100
Hart, Beth L.A. Song 1999-11-27 wk3 98
Hart, Beth L.A. Song 1999-11-27 wk4 99
Hart, Beth L.A. Song 1999-11-27 wk5 99
Hart, Beth L.A. Song 1999-11-27 wk6 99
Hart, Beth L.A. Song 1999-11-27 wk7 98
Hart, Beth L.A. Song 1999-11-27 wk8 90
Hart, Beth L.A. Song 1999-11-27 wk9 99
Hart, Beth L.A. Song 1999-11-27 wk10 97
Hart, Beth L.A. Song 1999-11-27 wk11 91
Hart, Beth L.A. Song 1999-11-27 wk12 97
Heatherly, Eric Flowers On The Wall 2000-04-29 wk1 95
Heatherly, Eric Flowers On The Wall 2000-04-29 wk2 88
Heatherly, Eric Flowers On The Wall 2000-04-29 wk3 88
Heatherly, Eric Flowers On The Wall 2000-04-29 wk4 82
Heatherly, Eric Flowers On The Wall 2000-04-29 wk5 82
Heatherly, Eric Flowers On The Wall 2000-04-29 wk6 77
Heatherly, Eric Flowers On The Wall 2000-04-29 wk7 72
Heatherly, Eric Flowers On The Wall 2000-04-29 wk8 67
Heatherly, Eric Flowers On The Wall 2000-04-29 wk9 65
Heatherly, Eric Flowers On The Wall 2000-04-29 wk10 65
Heatherly, Eric Flowers On The Wall 2000-04-29 wk11 65
Heatherly, Eric Flowers On The Wall 2000-04-29 wk12 60
Heatherly, Eric Flowers On The Wall 2000-04-29 wk13 60
Heatherly, Eric Flowers On The Wall 2000-04-29 wk14 53
Heatherly, Eric Flowers On The Wall 2000-04-29 wk15 51
Heatherly, Eric Flowers On The Wall 2000-04-29 wk16 50
Heatherly, Eric Flowers On The Wall 2000-04-29 wk17 57
Heatherly, Eric Flowers On The Wall 2000-04-29 wk18 77
Heatherly, Eric Flowers On The Wall 2000-04-29 wk19 83
Heatherly, Eric Flowers On The Wall 2000-04-29 wk20 89
Henley, Don Taking You Home 2000-06-24 wk1 79
Henley, Don Taking You Home 2000-06-24 wk2 77
Henley, Don Taking You Home 2000-06-24 wk3 74
Henley, Don Taking You Home 2000-06-24 wk4 73
Henley, Don Taking You Home 2000-06-24 wk5 66
Henley, Don Taking You Home 2000-06-24 wk6 62
Henley, Don Taking You Home 2000-06-24 wk7 58
Henley, Don Taking You Home 2000-06-24 wk8 58
Henley, Don Taking You Home 2000-06-24 wk9 61
Henley, Don Taking You Home 2000-06-24 wk10 68
Henley, Don Taking You Home 2000-06-24 wk11 71
Henley, Don Taking You Home 2000-06-24 wk12 71
Henley, Don Taking You Home 2000-06-24 wk13 79
Henley, Don Taking You Home 2000-06-24 wk14 83
Henley, Don Taking You Home 2000-06-24 wk15 85
Henley, Don Taking You Home 2000-06-24 wk16 87
Henley, Don Taking You Home 2000-06-24 wk17 83
Henley, Don Taking You Home 2000-06-24 wk18 90
Henley, Don Taking You Home 2000-06-24 wk19 87
Henley, Don Taking You Home 2000-06-24 wk20 87
Herndon, Ty No Mercy 2000-03-18 wk1 100
Herndon, Ty No Mercy 2000-03-18 wk2 99
Herndon, Ty No Mercy 2000-03-18 wk3 99
Herndon, Ty No Mercy 2000-03-18 wk6 98
Herndon, Ty No Mercy 2000-03-18 wk7 94
Herndon, Ty No Mercy 2000-03-18 wk8 92
Herndon, Ty No Mercy 2000-03-18 wk9 95
Herndon, Ty No Mercy 2000-03-18 wk10 96
Hill, Faith Breathe 1999-11-06 wk1 81
Hill, Faith Breathe 1999-11-06 wk2 68
Hill, Faith Breathe 1999-11-06 wk3 62
Hill, Faith Breathe 1999-11-06 wk4 51
Hill, Faith Breathe 1999-11-06 wk5 42
Hill, Faith Breathe 1999-11-06 wk6 35
Hill, Faith Breathe 1999-11-06 wk7 28
Hill, Faith Breathe 1999-11-06 wk8 28
Hill, Faith Breathe 1999-11-06 wk9 28
Hill, Faith Breathe 1999-11-06 wk10 43
Hill, Faith Breathe 1999-11-06 wk11 30
Hill, Faith Breathe 1999-11-06 wk12 23
Hill, Faith Breathe 1999-11-06 wk13 23
Hill, Faith Breathe 1999-11-06 wk14 21
Hill, Faith Breathe 1999-11-06 wk15 21
Hill, Faith Breathe 1999-11-06 wk16 21
Hill, Faith Breathe 1999-11-06 wk17 5
Hill, Faith Breathe 1999-11-06 wk18 3
Hill, Faith Breathe 1999-11-06 wk19 3
Hill, Faith Breathe 1999-11-06 wk20 4
Hill, Faith Breathe 1999-11-06 wk21 4
Hill, Faith Breathe 1999-11-06 wk22 3
Hill, Faith Breathe 1999-11-06 wk23 3
Hill, Faith Breathe 1999-11-06 wk24 3
Hill, Faith Breathe 1999-11-06 wk25 2
Hill, Faith Breathe 1999-11-06 wk26 2
Hill, Faith Breathe 1999-11-06 wk27 3
Hill, Faith Breathe 1999-11-06 wk28 3
Hill, Faith Breathe 1999-11-06 wk29 2
Hill, Faith Breathe 1999-11-06 wk30 2
Hill, Faith Breathe 1999-11-06 wk31 3
Hill, Faith Breathe 1999-11-06 wk32 4
Hill, Faith Breathe 1999-11-06 wk33 2
Hill, Faith Breathe 1999-11-06 wk34 5
Hill, Faith Breathe 1999-11-06 wk35 8
Hill, Faith Breathe 1999-11-06 wk36 11
Hill, Faith Breathe 1999-11-06 wk37 13
Hill, Faith Breathe 1999-11-06 wk38 14
Hill, Faith Breathe 1999-11-06 wk39 18
Hill, Faith Breathe 1999-11-06 wk40 22
Hill, Faith Breathe 1999-11-06 wk41 23
Hill, Faith Breathe 1999-11-06 wk42 22
Hill, Faith Breathe 1999-11-06 wk43 24
Hill, Faith Breathe 1999-11-06 wk44 30
Hill, Faith Breathe 1999-11-06 wk45 31
Hill, Faith Breathe 1999-11-06 wk46 31
Hill, Faith Breathe 1999-11-06 wk47 38
Hill, Faith Breathe 1999-11-06 wk48 39
Hill, Faith Breathe 1999-11-06 wk49 42
Hill, Faith Breathe 1999-11-06 wk50 49
Hill, Faith Breathe 1999-11-06 wk51 49
Hill, Faith Breathe 1999-11-06 wk52 48
Hill, Faith Breathe 1999-11-06 wk53 47
Hill, Faith Let’s Make Love 2000-08-12 wk1 83
Hill, Faith Let’s Make Love 2000-08-12 wk2 83
Hill, Faith Let’s Make Love 2000-08-12 wk3 73
Hill, Faith Let’s Make Love 2000-08-12 wk4 73
Hill, Faith Let’s Make Love 2000-08-12 wk5 67
Hill, Faith Let’s Make Love 2000-08-12 wk6 60
Hill, Faith Let’s Make Love 2000-08-12 wk7 60
Hill, Faith Let’s Make Love 2000-08-12 wk8 60
Hill, Faith Let’s Make Love 2000-08-12 wk9 57
Hill, Faith Let’s Make Love 2000-08-12 wk10 55
Hill, Faith Let’s Make Love 2000-08-12 wk11 54
Hill, Faith Let’s Make Love 2000-08-12 wk12 69
Hill, Faith Let’s Make Love 2000-08-12 wk13 88
Hill, Faith Let’s Make Love 2000-08-12 wk14 91
Hoku Another Dumb Blonde 2000-02-19 wk1 69
Hoku Another Dumb Blonde 2000-02-19 wk2 49
Hoku Another Dumb Blonde 2000-02-19 wk3 49
Hoku Another Dumb Blonde 2000-02-19 wk4 34
Hoku Another Dumb Blonde 2000-02-19 wk5 34
Hoku Another Dumb Blonde 2000-02-19 wk6 34
Hoku Another Dumb Blonde 2000-02-19 wk7 30
Hoku Another Dumb Blonde 2000-02-19 wk8 27
Hoku Another Dumb Blonde 2000-02-19 wk9 36
Hoku Another Dumb Blonde 2000-02-19 wk10 41
Hoku Another Dumb Blonde 2000-02-19 wk11 53
Hoku Another Dumb Blonde 2000-02-19 wk12 56
Hoku Another Dumb Blonde 2000-02-19 wk13 80
Hoku Another Dumb Blonde 2000-02-19 wk14 100
Hollister, Dave Can’t Stay 2000-03-25 wk1 84
Hollister, Dave Can’t Stay 2000-03-25 wk2 84
Hollister, Dave Can’t Stay 2000-03-25 wk3 93
Hollister, Dave Can’t Stay 2000-03-25 wk4 98
Hot Boys I Need A Hot Girl 2000-02-19 wk1 77
Hot Boys I Need A Hot Girl 2000-02-19 wk2 75
Hot Boys I Need A Hot Girl 2000-02-19 wk3 71
Hot Boys I Need A Hot Girl 2000-02-19 wk4 65
Hot Boys I Need A Hot Girl 2000-02-19 wk5 65
Hot Boys I Need A Hot Girl 2000-02-19 wk6 70
Hot Boys I Need A Hot Girl 2000-02-19 wk7 69
Hot Boys I Need A Hot Girl 2000-02-19 wk8 77
Hot Boys I Need A Hot Girl 2000-02-19 wk9 79
Hot Boys I Need A Hot Girl 2000-02-19 wk10 90
Hot Boys I Need A Hot Girl 2000-02-19 wk11 92
Hot Boys I Need A Hot Girl 2000-02-19 wk12 95
Hot Boys I Need A Hot Girl 2000-02-19 wk13 100
Houston, Whitney Could I Have This Ki… 2000-06-17 wk1 74
Houston, Whitney Could I Have This Ki… 2000-06-17 wk2 68
Houston, Whitney Could I Have This Ki… 2000-06-17 wk3 68
Houston, Whitney Could I Have This Ki… 2000-06-17 wk4 67
Houston, Whitney Could I Have This Ki… 2000-06-17 wk5 59
Houston, Whitney Could I Have This Ki… 2000-06-17 wk6 59
Houston, Whitney Could I Have This Ki… 2000-06-17 wk7 60
Houston, Whitney Could I Have This Ki… 2000-06-17 wk8 52
Houston, Whitney Could I Have This Ki… 2000-06-17 wk9 54
Houston, Whitney Could I Have This Ki… 2000-06-17 wk10 56
Houston, Whitney Could I Have This Ki… 2000-06-17 wk11 59
Houston, Whitney Could I Have This Ki… 2000-06-17 wk12 70
Houston, Whitney Could I Have This Ki… 2000-06-17 wk13 69
Houston, Whitney Could I Have This Ki… 2000-06-17 wk14 81
Houston, Whitney Could I Have This Ki… 2000-06-17 wk15 87
Houston, Whitney Could I Have This Ki… 2000-06-17 wk16 95
Houston, Whitney Could I Have This Ki… 2000-06-17 wk17 98
Houston, Whitney Could I Have This Ki… 2000-06-17 wk18 100
Houston, Whitney Could I Have This Ki… 2000-06-17 wk20 97
Houston, Whitney I Learned From The B… 2000-02-19 wk1 83
Houston, Whitney I Learned From The B… 2000-02-19 wk2 83
Houston, Whitney I Learned From The B… 2000-02-19 wk3 83
Houston, Whitney I Learned From The B… 2000-02-19 wk4 40
Houston, Whitney I Learned From The B… 2000-02-19 wk5 28
Houston, Whitney I Learned From The B… 2000-02-19 wk6 27
Houston, Whitney I Learned From The B… 2000-02-19 wk7 28
Houston, Whitney I Learned From The B… 2000-02-19 wk8 36
Houston, Whitney I Learned From The B… 2000-02-19 wk9 53
Houston, Whitney I Learned From The B… 2000-02-19 wk10 73
Houston, Whitney I Learned From The B… 2000-02-19 wk11 82
Houston, Whitney My Love Is Your Love 1999-09-04 wk1 81
Houston, Whitney My Love Is Your Love 1999-09-04 wk2 68
Houston, Whitney My Love Is Your Love 1999-09-04 wk3 44
Houston, Whitney My Love Is Your Love 1999-09-04 wk4 16
Houston, Whitney My Love Is Your Love 1999-09-04 wk5 11
Houston, Whitney My Love Is Your Love 1999-09-04 wk6 9
Houston, Whitney My Love Is Your Love 1999-09-04 wk7 8
Houston, Whitney My Love Is Your Love 1999-09-04 wk8 7
Houston, Whitney My Love Is Your Love 1999-09-04 wk9 8
Houston, Whitney My Love Is Your Love 1999-09-04 wk10 7
Houston, Whitney My Love Is Your Love 1999-09-04 wk11 8
Houston, Whitney My Love Is Your Love 1999-09-04 wk12 8
Houston, Whitney My Love Is Your Love 1999-09-04 wk13 6
Houston, Whitney My Love Is Your Love 1999-09-04 wk14 6
Houston, Whitney My Love Is Your Love 1999-09-04 wk15 5
Houston, Whitney My Love Is Your Love 1999-09-04 wk16 5
Houston, Whitney My Love Is Your Love 1999-09-04 wk17 5
Houston, Whitney My Love Is Your Love 1999-09-04 wk18 5
Houston, Whitney My Love Is Your Love 1999-09-04 wk19 4
Houston, Whitney My Love Is Your Love 1999-09-04 wk20 6
Houston, Whitney My Love Is Your Love 1999-09-04 wk21 10
Houston, Whitney My Love Is Your Love 1999-09-04 wk22 10
Houston, Whitney My Love Is Your Love 1999-09-04 wk23 11
Houston, Whitney My Love Is Your Love 1999-09-04 wk24 20
Houston, Whitney My Love Is Your Love 1999-09-04 wk25 22
Houston, Whitney My Love Is Your Love 1999-09-04 wk26 27
Houston, Whitney My Love Is Your Love 1999-09-04 wk27 34
Houston, Whitney My Love Is Your Love 1999-09-04 wk28 49
Houston, Whitney Same Script, Differe… 2000-06-17 wk1 71
Houston, Whitney Same Script, Differe… 2000-06-17 wk2 71
Houston, Whitney Same Script, Differe… 2000-06-17 wk3 71
Houston, Whitney Same Script, Differe… 2000-06-17 wk4 71
Houston, Whitney Same Script, Differe… 2000-06-17 wk5 70
Houston, Whitney Same Script, Differe… 2000-06-17 wk6 75
Houston, Whitney Same Script, Differe… 2000-06-17 wk7 77
Houston, Whitney Same Script, Differe… 2000-06-17 wk8 88
Houston, Whitney Same Script, Differe… 2000-06-17 wk9 91
IMx Stay The Night 1999-10-09 wk1 84
IMx Stay The Night 1999-10-09 wk2 61
IMx Stay The Night 1999-10-09 wk3 45
IMx Stay The Night 1999-10-09 wk4 43
IMx Stay The Night 1999-10-09 wk5 40
IMx Stay The Night 1999-10-09 wk6 38
IMx Stay The Night 1999-10-09 wk7 36
IMx Stay The Night 1999-10-09 wk8 31
IMx Stay The Night 1999-10-09 wk9 34
IMx Stay The Night 1999-10-09 wk10 34
IMx Stay The Night 1999-10-09 wk11 40
IMx Stay The Night 1999-10-09 wk12 36
IMx Stay The Night 1999-10-09 wk13 36
IMx Stay The Night 1999-10-09 wk14 23
IMx Stay The Night 1999-10-09 wk15 41
IMx Stay The Night 1999-10-09 wk16 62
IMx Stay The Night 1999-10-09 wk17 70
IMx Stay The Night 1999-10-09 wk18 71
IMx Stay The Night 1999-10-09 wk19 79
IMx Stay The Night 1999-10-09 wk20 78
Ice Cube You Can Do It 1999-12-04 wk1 86
Ice Cube You Can Do It 1999-12-04 wk2 66
Ice Cube You Can Do It 1999-12-04 wk3 50
Ice Cube You Can Do It 1999-12-04 wk4 42
Ice Cube You Can Do It 1999-12-04 wk5 42
Ice Cube You Can Do It 1999-12-04 wk6 40
Ice Cube You Can Do It 1999-12-04 wk7 35
Ice Cube You Can Do It 1999-12-04 wk8 46
Ice Cube You Can Do It 1999-12-04 wk9 45
Ice Cube You Can Do It 1999-12-04 wk10 54
Ice Cube You Can Do It 1999-12-04 wk11 73
Ice Cube You Can Do It 1999-12-04 wk12 89
Ideal Whatever 2000-06-10 wk1 75
Ideal Whatever 2000-06-10 wk2 75
Ideal Whatever 2000-06-10 wk3 67
Ideal Whatever 2000-06-10 wk4 73
Ideal Whatever 2000-06-10 wk5 64
Ideal Whatever 2000-06-10 wk6 56
Ideal Whatever 2000-06-10 wk7 54
Ideal Whatever 2000-06-10 wk8 54
Ideal Whatever 2000-06-10 wk9 54
Ideal Whatever 2000-06-10 wk10 48
Ideal Whatever 2000-06-10 wk11 47
Ideal Whatever 2000-06-10 wk12 50
Ideal Whatever 2000-06-10 wk13 60
Ideal Whatever 2000-06-10 wk14 68
Ideal Whatever 2000-06-10 wk15 73
Ideal Whatever 2000-06-10 wk16 81
Ideal Whatever 2000-06-10 wk17 92
Ideal Whatever 2000-06-10 wk18 90
Iglesias, Enrique Be With You 2000-04-01 wk1 63
Iglesias, Enrique Be With You 2000-04-01 wk2 45
Iglesias, Enrique Be With You 2000-04-01 wk3 34
Iglesias, Enrique Be With You 2000-04-01 wk4 23
Iglesias, Enrique Be With You 2000-04-01 wk5 17
Iglesias, Enrique Be With You 2000-04-01 wk6 12
Iglesias, Enrique Be With You 2000-04-01 wk7 9
Iglesias, Enrique Be With You 2000-04-01 wk8 8
Iglesias, Enrique Be With You 2000-04-01 wk9 8
Iglesias, Enrique Be With You 2000-04-01 wk10 6
Iglesias, Enrique Be With You 2000-04-01 wk11 5
Iglesias, Enrique Be With You 2000-04-01 wk12 4
Iglesias, Enrique Be With You 2000-04-01 wk13 1
Iglesias, Enrique Be With You 2000-04-01 wk14 1
Iglesias, Enrique Be With You 2000-04-01 wk15 1
Iglesias, Enrique Be With You 2000-04-01 wk16 3
Iglesias, Enrique Be With You 2000-04-01 wk17 11
Iglesias, Enrique Be With You 2000-04-01 wk18 14
Iglesias, Enrique Be With You 2000-04-01 wk19 24
Iglesias, Enrique Be With You 2000-04-01 wk20 28
Iglesias, Enrique Rhythm Divine 1999-12-04 wk1 90
Iglesias, Enrique Rhythm Divine 1999-12-04 wk2 84
Iglesias, Enrique Rhythm Divine 1999-12-04 wk3 79
Iglesias, Enrique Rhythm Divine 1999-12-04 wk4 67
Iglesias, Enrique Rhythm Divine 1999-12-04 wk5 67
Iglesias, Enrique Rhythm Divine 1999-12-04 wk6 39
Iglesias, Enrique Rhythm Divine 1999-12-04 wk7 33
Iglesias, Enrique Rhythm Divine 1999-12-04 wk8 32
Iglesias, Enrique Rhythm Divine 1999-12-04 wk9 38
Iglesias, Enrique Rhythm Divine 1999-12-04 wk10 38
Iglesias, Enrique Rhythm Divine 1999-12-04 wk11 49
Iglesias, Enrique Rhythm Divine 1999-12-04 wk12 51
Iglesias, Enrique Rhythm Divine 1999-12-04 wk13 61
Iglesias, Enrique Rhythm Divine 1999-12-04 wk14 61
Iglesias, Enrique Rhythm Divine 1999-12-04 wk15 66
Iglesias, Enrique Rhythm Divine 1999-12-04 wk16 88
Iglesias, Enrique Rhythm Divine 1999-12-04 wk17 96
J-Shin One Night Stand 1999-12-25 wk1 96
J-Shin One Night Stand 1999-12-25 wk2 96
J-Shin One Night Stand 1999-12-25 wk3 69
J-Shin One Night Stand 1999-12-25 wk4 74
J-Shin One Night Stand 1999-12-25 wk5 72
J-Shin One Night Stand 1999-12-25 wk6 62
J-Shin One Night Stand 1999-12-25 wk7 49
J-Shin One Night Stand 1999-12-25 wk8 45
J-Shin One Night Stand 1999-12-25 wk9 38
J-Shin One Night Stand 1999-12-25 wk10 34
J-Shin One Night Stand 1999-12-25 wk11 38
J-Shin One Night Stand 1999-12-25 wk12 45
J-Shin One Night Stand 1999-12-25 wk13 47
J-Shin One Night Stand 1999-12-25 wk14 58
J-Shin One Night Stand 1999-12-25 wk15 68
J-Shin One Night Stand 1999-12-25 wk16 88
J-Shin One Night Stand 1999-12-25 wk17 99
Ja Rule Between Me And You 2000-09-16 wk1 85
Ja Rule Between Me And You 2000-09-16 wk2 74
Ja Rule Between Me And You 2000-09-16 wk3 61
Ja Rule Between Me And You 2000-09-16 wk4 37
Ja Rule Between Me And You 2000-09-16 wk5 27
Ja Rule Between Me And You 2000-09-16 wk6 22
Ja Rule Between Me And You 2000-09-16 wk7 22
Ja Rule Between Me And You 2000-09-16 wk8 16
Ja Rule Between Me And You 2000-09-16 wk9 14
Ja Rule Between Me And You 2000-09-16 wk10 11
Ja Rule Between Me And You 2000-09-16 wk11 11
Ja Rule Between Me And You 2000-09-16 wk12 14
Ja Rule Between Me And You 2000-09-16 wk13 17
Ja Rule Between Me And You 2000-09-16 wk14 18
Ja Rule Between Me And You 2000-09-16 wk15 18
Ja Rule Between Me And You 2000-09-16 wk16 21
Ja Rule Between Me And You 2000-09-16 wk17 30
Ja Rule Between Me And You 2000-09-16 wk18 30
Ja Rule Between Me And You 2000-09-16 wk19 42
Ja Rule Between Me And You 2000-09-16 wk20 53
Jackson, Alan It Must Be Love 2000-06-24 wk1 76
Jackson, Alan It Must Be Love 2000-06-24 wk2 74
Jackson, Alan It Must Be Love 2000-06-24 wk3 68
Jackson, Alan It Must Be Love 2000-06-24 wk4 63
Jackson, Alan It Must Be Love 2000-06-24 wk5 57
Jackson, Alan It Must Be Love 2000-06-24 wk6 49
Jackson, Alan It Must Be Love 2000-06-24 wk7 44
Jackson, Alan It Must Be Love 2000-06-24 wk8 39
Jackson, Alan It Must Be Love 2000-06-24 wk9 39
Jackson, Alan It Must Be Love 2000-06-24 wk10 38
Jackson, Alan It Must Be Love 2000-06-24 wk11 37
Jackson, Alan It Must Be Love 2000-06-24 wk12 37
Jackson, Alan It Must Be Love 2000-06-24 wk13 40
Jackson, Alan It Must Be Love 2000-06-24 wk14 47
Jackson, Alan It Must Be Love 2000-06-24 wk15 62
Jackson, Alan It Must Be Love 2000-06-24 wk16 64
Jackson, Alan It Must Be Love 2000-06-24 wk17 75
Jackson, Alan It Must Be Love 2000-06-24 wk18 80
Jackson, Alan It Must Be Love 2000-06-24 wk19 84
Jackson, Alan It Must Be Love 2000-06-24 wk20 89
Jackson, Alan Pop A Top 1999-11-13 wk1 79
Jackson, Alan Pop A Top 1999-11-13 wk2 73
Jackson, Alan Pop A Top 1999-11-13 wk3 70
Jackson, Alan Pop A Top 1999-11-13 wk4 64
Jackson, Alan Pop A Top 1999-11-13 wk5 63
Jackson, Alan Pop A Top 1999-11-13 wk6 57
Jackson, Alan Pop A Top 1999-11-13 wk7 55
Jackson, Alan Pop A Top 1999-11-13 wk8 55
Jackson, Alan Pop A Top 1999-11-13 wk9 63
Jackson, Alan Pop A Top 1999-11-13 wk10 52
Jackson, Alan Pop A Top 1999-11-13 wk11 43
Jackson, Alan Pop A Top 1999-11-13 wk12 47
Jackson, Alan Pop A Top 1999-11-13 wk13 55
Jackson, Alan Pop A Top 1999-11-13 wk14 78
Jackson, Alan Pop A Top 1999-11-13 wk15 95
Jackson, Alan Pop A Top 1999-11-13 wk16 100
Jackson, Alan Pop A Top 1999-11-13 wk18 100
Jackson, Alan www.memory 2000-11-04 wk1 75
Jackson, Alan www.memory 2000-11-04 wk2 59
Jackson, Alan www.memory 2000-11-04 wk3 59
Jackson, Alan www.memory 2000-11-04 wk4 54
Jackson, Alan www.memory 2000-11-04 wk5 50
Jackson, Alan www.memory 2000-11-04 wk6 49
Jackson, Alan www.memory 2000-11-04 wk7 47
Jackson, Alan www.memory 2000-11-04 wk8 45
Jackson, Alan www.memory 2000-11-04 wk9 49
Jackson, Alan www.memory 2000-11-04 wk10 69
Jackson, Alan www.memory 2000-11-04 wk11 63
Jackson, Alan www.memory 2000-11-04 wk12 67
Jackson, Alan www.memory 2000-11-04 wk13 77
Jackson, Alan www.memory 2000-11-04 wk14 89
Jackson, Alan www.memory 2000-11-04 wk15 99
Jagged Edge He Can’t Love U 1999-12-11 wk1 54
Jagged Edge He Can’t Love U 1999-12-11 wk2 32
Jagged Edge He Can’t Love U 1999-12-11 wk3 17
Jagged Edge He Can’t Love U 1999-12-11 wk4 17
Jagged Edge He Can’t Love U 1999-12-11 wk5 15
Jagged Edge He Can’t Love U 1999-12-11 wk6 18
Jagged Edge He Can’t Love U 1999-12-11 wk7 18
Jagged Edge He Can’t Love U 1999-12-11 wk8 18
Jagged Edge He Can’t Love U 1999-12-11 wk9 18
Jagged Edge He Can’t Love U 1999-12-11 wk10 25
Jagged Edge He Can’t Love U 1999-12-11 wk11 24
Jagged Edge He Can’t Love U 1999-12-11 wk12 24
Jagged Edge He Can’t Love U 1999-12-11 wk13 26
Jagged Edge He Can’t Love U 1999-12-11 wk14 33
Jagged Edge He Can’t Love U 1999-12-11 wk15 44
Jagged Edge He Can’t Love U 1999-12-11 wk16 51
Jagged Edge He Can’t Love U 1999-12-11 wk17 53
Jagged Edge He Can’t Love U 1999-12-11 wk18 65
Jagged Edge He Can’t Love U 1999-12-11 wk19 69
Jagged Edge He Can’t Love U 1999-12-11 wk20 77
Jagged Edge Let’s Get Married 2000-05-06 wk1 77
Jagged Edge Let’s Get Married 2000-05-06 wk2 66
Jagged Edge Let’s Get Married 2000-05-06 wk3 55
Jagged Edge Let’s Get Married 2000-05-06 wk4 45
Jagged Edge Let’s Get Married 2000-05-06 wk5 38
Jagged Edge Let’s Get Married 2000-05-06 wk6 42
Jagged Edge Let’s Get Married 2000-05-06 wk7 33
Jagged Edge Let’s Get Married 2000-05-06 wk8 29
Jagged Edge Let’s Get Married 2000-05-06 wk9 28
Jagged Edge Let’s Get Married 2000-05-06 wk10 26
Jagged Edge Let’s Get Married 2000-05-06 wk11 23
Jagged Edge Let’s Get Married 2000-05-06 wk12 15
Jagged Edge Let’s Get Married 2000-05-06 wk13 11
Jagged Edge Let’s Get Married 2000-05-06 wk14 14
Jagged Edge Let’s Get Married 2000-05-06 wk15 14
Jagged Edge Let’s Get Married 2000-05-06 wk16 17
Jagged Edge Let’s Get Married 2000-05-06 wk17 20
Jagged Edge Let’s Get Married 2000-05-06 wk18 20
Jagged Edge Let’s Get Married 2000-05-06 wk19 21
Jagged Edge Let’s Get Married 2000-05-06 wk20 23
Jagged Edge Let’s Get Married 2000-05-06 wk21 24
Jagged Edge Let’s Get Married 2000-05-06 wk22 29
Jagged Edge Let’s Get Married 2000-05-06 wk23 36
Jagged Edge Let’s Get Married 2000-05-06 wk24 47
Janet Doesn’t Really Matte… 2000-06-17 wk1 59
Janet Doesn’t Really Matte… 2000-06-17 wk2 52
Janet Doesn’t Really Matte… 2000-06-17 wk3 43
Janet Doesn’t Really Matte… 2000-06-17 wk4 30
Janet Doesn’t Really Matte… 2000-06-17 wk5 29
Janet Doesn’t Really Matte… 2000-06-17 wk6 22
Janet Doesn’t Really Matte… 2000-06-17 wk7 15
Janet Doesn’t Really Matte… 2000-06-17 wk8 10
Janet Doesn’t Really Matte… 2000-06-17 wk9 10
Janet Doesn’t Really Matte… 2000-06-17 wk10 5
Janet Doesn’t Really Matte… 2000-06-17 wk11 1
Janet Doesn’t Really Matte… 2000-06-17 wk12 1
Janet Doesn’t Really Matte… 2000-06-17 wk13 1
Janet Doesn’t Really Matte… 2000-06-17 wk14 2
Janet Doesn’t Really Matte… 2000-06-17 wk15 2
Janet Doesn’t Really Matte… 2000-06-17 wk16 3
Janet Doesn’t Really Matte… 2000-06-17 wk17 3
Janet Doesn’t Really Matte… 2000-06-17 wk18 7
Janet Doesn’t Really Matte… 2000-06-17 wk19 8
Janet Doesn’t Really Matte… 2000-06-17 wk20 20
Janet Doesn’t Really Matte… 2000-06-17 wk21 25
Janet Doesn’t Really Matte… 2000-06-17 wk22 37
Janet Doesn’t Really Matte… 2000-06-17 wk23 40
Janet Doesn’t Really Matte… 2000-06-17 wk24 41
Jay-Z Anything 2000-02-26 wk1 72
Jay-Z Anything 2000-02-26 wk2 58
Jay-Z Anything 2000-02-26 wk3 55
Jay-Z Anything 2000-02-26 wk4 55
Jay-Z Anything 2000-02-26 wk5 63
Jay-Z Anything 2000-02-26 wk6 74
Jay-Z Anything 2000-02-26 wk7 86
Jay-Z Anything 2000-02-26 wk8 92
Jay-Z Big Pimpin’ 2000-04-22 wk1 69
Jay-Z Big Pimpin’ 2000-04-22 wk2 52
Jay-Z Big Pimpin’ 2000-04-22 wk3 39
Jay-Z Big Pimpin’ 2000-04-22 wk4 33
Jay-Z Big Pimpin’ 2000-04-22 wk5 28
Jay-Z Big Pimpin’ 2000-04-22 wk6 25
Jay-Z Big Pimpin’ 2000-04-22 wk7 25
Jay-Z Big Pimpin’ 2000-04-22 wk8 23
Jay-Z Big Pimpin’ 2000-04-22 wk9 20
Jay-Z Big Pimpin’ 2000-04-22 wk10 19
Jay-Z Big Pimpin’ 2000-04-22 wk11 21
Jay-Z Big Pimpin’ 2000-04-22 wk12 18
Jay-Z Big Pimpin’ 2000-04-22 wk13 20
Jay-Z Big Pimpin’ 2000-04-22 wk14 20
Jay-Z Big Pimpin’ 2000-04-22 wk15 26
Jay-Z Big Pimpin’ 2000-04-22 wk16 29
Jay-Z Big Pimpin’ 2000-04-22 wk17 35
Jay-Z Big Pimpin’ 2000-04-22 wk18 33
Jay-Z Big Pimpin’ 2000-04-22 wk19 41
Jay-Z Big Pimpin’ 2000-04-22 wk20 50
Jay-Z Do It Again (Put Ya … 2000-01-15 wk1 95
Jay-Z Do It Again (Put Ya … 2000-01-15 wk2 68
Jay-Z Do It Again (Put Ya … 2000-01-15 wk3 65
Jay-Z Do It Again (Put Ya … 2000-01-15 wk4 65
Jay-Z Do It Again (Put Ya … 2000-01-15 wk5 74
Jay-Z Do It Again (Put Ya … 2000-01-15 wk6 84
Jay-Z Do It Again (Put Ya … 2000-01-15 wk7 92
Jay-Z Do It Again (Put Ya … 2000-01-15 wk8 96
Jay-Z Do It Again (Put Ya … 2000-01-15 wk9 95
Jay-Z Hey Papi 2000-08-12 wk1 98
Jay-Z Hey Papi 2000-08-12 wk2 100
Jay-Z Hey Papi 2000-08-12 wk3 98
Jay-Z Hey Papi 2000-08-12 wk4 94
Jay-Z Hey Papi 2000-08-12 wk5 83
Jay-Z Hey Papi 2000-08-12 wk6 83
Jay-Z Hey Papi 2000-08-12 wk7 80
Jay-Z Hey Papi 2000-08-12 wk8 78
Jay-Z Hey Papi 2000-08-12 wk9 76
Jay-Z Hey Papi 2000-08-12 wk10 77
Jay-Z Hey Papi 2000-08-12 wk11 85
Jay-Z Hey Papi 2000-08-12 wk12 91
Jay-Z Hey Papi 2000-08-12 wk13 93
Jay-Z Hey Papi 2000-08-12 wk14 88
Jay-Z Hey Papi 2000-08-12 wk15 94
Jay-Z I Just Wanna Love U … 2000-10-28 wk1 58
Jay-Z I Just Wanna Love U … 2000-10-28 wk2 45
Jay-Z I Just Wanna Love U … 2000-10-28 wk3 35
Jay-Z I Just Wanna Love U … 2000-10-28 wk4 26
Jay-Z I Just Wanna Love U … 2000-10-28 wk5 23
Jay-Z I Just Wanna Love U … 2000-10-28 wk6 19
Jay-Z I Just Wanna Love U … 2000-10-28 wk7 14
Jay-Z I Just Wanna Love U … 2000-10-28 wk8 14
Jay-Z I Just Wanna Love U … 2000-10-28 wk9 13
Jay-Z I Just Wanna Love U … 2000-10-28 wk10 11
Jay-Z I Just Wanna Love U … 2000-10-28 wk11 12
Jay-Z I Just Wanna Love U … 2000-10-28 wk12 12
Jay-Z I Just Wanna Love U … 2000-10-28 wk13 12
Jay-Z I Just Wanna Love U … 2000-10-28 wk14 15
Jay-Z I Just Wanna Love U … 2000-10-28 wk15 15
Jay-Z I Just Wanna Love U … 2000-10-28 wk16 19
Jay-Z I Just Wanna Love U … 2000-10-28 wk17 24
Jay-Z I Just Wanna Love U … 2000-10-28 wk18 28
Jay-Z I Just Wanna Love U … 2000-10-28 wk19 29
Jay-Z I Just Wanna Love U … 2000-10-28 wk20 30
Jay-Z I Just Wanna Love U … 2000-10-28 wk21 40
Jean, Wyclef 911 2000-10-07 wk1 77
Jean, Wyclef 911 2000-10-07 wk2 74
Jean, Wyclef 911 2000-10-07 wk3 64
Jean, Wyclef 911 2000-10-07 wk4 61
Jean, Wyclef 911 2000-10-07 wk5 53
Jean, Wyclef 911 2000-10-07 wk6 48
Jean, Wyclef 911 2000-10-07 wk7 43
Jean, Wyclef 911 2000-10-07 wk8 38
Jean, Wyclef 911 2000-10-07 wk9 42
Jean, Wyclef 911 2000-10-07 wk10 38
Jean, Wyclef 911 2000-10-07 wk11 44
Jean, Wyclef 911 2000-10-07 wk12 49
Jean, Wyclef 911 2000-10-07 wk13 53
Jean, Wyclef 911 2000-10-07 wk14 61
Jean, Wyclef 911 2000-10-07 wk15 66
Jean, Wyclef 911 2000-10-07 wk16 68
Jean, Wyclef 911 2000-10-07 wk17 80
Jean, Wyclef 911 2000-10-07 wk18 85
Jean, Wyclef 911 2000-10-07 wk19 96
Joe I Wanna Know 2000-01-01 wk1 94
Joe I Wanna Know 2000-01-01 wk2 86
Joe I Wanna Know 2000-01-01 wk3 69
Joe I Wanna Know 2000-01-01 wk4 50
Joe I Wanna Know 2000-01-01 wk5 41
Joe I Wanna Know 2000-01-01 wk6 33
Joe I Wanna Know 2000-01-01 wk7 32
Joe I Wanna Know 2000-01-01 wk8 28
Joe I Wanna Know 2000-01-01 wk9 28
Joe I Wanna Know 2000-01-01 wk10 27
Joe I Wanna Know 2000-01-01 wk11 27
Joe I Wanna Know 2000-01-01 wk12 25
Joe I Wanna Know 2000-01-01 wk13 23
Joe I Wanna Know 2000-01-01 wk14 20
Joe I Wanna Know 2000-01-01 wk15 17
Joe I Wanna Know 2000-01-01 wk16 15
Joe I Wanna Know 2000-01-01 wk17 14
Joe I Wanna Know 2000-01-01 wk18 11
Joe I Wanna Know 2000-01-01 wk19 11
Joe I Wanna Know 2000-01-01 wk20 14
Joe I Wanna Know 2000-01-01 wk21 11
Joe I Wanna Know 2000-01-01 wk22 11
Joe I Wanna Know 2000-01-01 wk23 10
Joe I Wanna Know 2000-01-01 wk24 12
Joe I Wanna Know 2000-01-01 wk25 10
Joe I Wanna Know 2000-01-01 wk26 6
Joe I Wanna Know 2000-01-01 wk27 4
Joe I Wanna Know 2000-01-01 wk28 5
Joe I Wanna Know 2000-01-01 wk29 4
Joe I Wanna Know 2000-01-01 wk30 5
Joe I Wanna Know 2000-01-01 wk31 5
Joe I Wanna Know 2000-01-01 wk32 7
Joe I Wanna Know 2000-01-01 wk33 6
Joe I Wanna Know 2000-01-01 wk34 8
Joe I Wanna Know 2000-01-01 wk35 5
Joe I Wanna Know 2000-01-01 wk36 6
Joe I Wanna Know 2000-01-01 wk37 9
Joe I Wanna Know 2000-01-01 wk38 9
Joe I Wanna Know 2000-01-01 wk39 8
Joe I Wanna Know 2000-01-01 wk40 14
Joe I Wanna Know 2000-01-01 wk41 16
Joe I Wanna Know 2000-01-01 wk42 20
Joe I Wanna Know 2000-01-01 wk43 32
Joe I Wanna Know 2000-01-01 wk44 45
Joe Treat Her Like A Lad… 2000-08-05 wk1 77
Joe Treat Her Like A Lad… 2000-08-05 wk2 75
Joe Treat Her Like A Lad… 2000-08-05 wk3 63
Joe Treat Her Like A Lad… 2000-08-05 wk4 63
Joe Treat Her Like A Lad… 2000-08-05 wk5 69
Joe Treat Her Like A Lad… 2000-08-05 wk6 64
Joe Treat Her Like A Lad… 2000-08-05 wk7 68
Joe Treat Her Like A Lad… 2000-08-05 wk8 67
Joe Treat Her Like A Lad… 2000-08-05 wk9 72
Joe Treat Her Like A Lad… 2000-08-05 wk10 79
Joe Treat Her Like A Lad… 2000-08-05 wk11 78
Joe Treat Her Like A Lad… 2000-08-05 wk12 84
Joe Treat Her Like A Lad… 2000-08-05 wk13 85
Joe Treat Her Like A Lad… 2000-08-05 wk14 90
Joe Treat Her Like A Lad… 2000-08-05 wk15 89
Joe Treat Her Like A Lad… 2000-08-05 wk16 99
Joe Treat Her Like A Lad… 2000-08-05 wk17 100
John, Elton Someday Out Of The B… 2000-04-22 wk1 56
John, Elton Someday Out Of The B… 2000-04-22 wk2 56
John, Elton Someday Out Of The B… 2000-04-22 wk3 49
John, Elton Someday Out Of The B… 2000-04-22 wk4 59
John, Elton Someday Out Of The B… 2000-04-22 wk5 67
John, Elton Someday Out Of The B… 2000-04-22 wk6 60
John, Elton Someday Out Of The B… 2000-04-22 wk7 64
John, Elton Someday Out Of The B… 2000-04-22 wk8 73
John, Elton Someday Out Of The B… 2000-04-22 wk9 81
John, Elton Someday Out Of The B… 2000-04-22 wk10 90
John, Elton Someday Out Of The B… 2000-04-22 wk11 93
John, Elton Someday Out Of The B… 2000-04-22 wk12 89
John, Elton Someday Out Of The B… 2000-04-22 wk13 98
John, Elton Someday Out Of The B… 2000-04-22 wk14 94
John, Elton Someday Out Of The B… 2000-04-22 wk15 99
Jones, Donell Where I Wanna Be 2000-04-22 wk1 81
Jones, Donell Where I Wanna Be 2000-04-22 wk2 71
Jones, Donell Where I Wanna Be 2000-04-22 wk3 65
Jones, Donell Where I Wanna Be 2000-04-22 wk4 50
Jones, Donell Where I Wanna Be 2000-04-22 wk5 41
Jones, Donell Where I Wanna Be 2000-04-22 wk6 41
Jones, Donell Where I Wanna Be 2000-04-22 wk7 36
Jones, Donell Where I Wanna Be 2000-04-22 wk8 41
Jones, Donell Where I Wanna Be 2000-04-22 wk9 38
Jones, Donell Where I Wanna Be 2000-04-22 wk10 35
Jones, Donell Where I Wanna Be 2000-04-22 wk11 33
Jones, Donell Where I Wanna Be 2000-04-22 wk12 29
Jones, Donell Where I Wanna Be 2000-04-22 wk13 36
Jones, Donell Where I Wanna Be 2000-04-22 wk14 34
Jones, Donell Where I Wanna Be 2000-04-22 wk15 34
Jones, Donell Where I Wanna Be 2000-04-22 wk16 40
Jones, Donell Where I Wanna Be 2000-04-22 wk17 42
Jones, Donell Where I Wanna Be 2000-04-22 wk18 49
Jones, Donell Where I Wanna Be 2000-04-22 wk19 55
Jones, Donell Where I Wanna Be 2000-04-22 wk20 62
Jordan, Montell Get It On.. Tonite 1999-10-23 wk1 92
Jordan, Montell Get It On.. Tonite 1999-10-23 wk2 80
Jordan, Montell Get It On.. Tonite 1999-10-23 wk3 72
Jordan, Montell Get It On.. Tonite 1999-10-23 wk4 69
Jordan, Montell Get It On.. Tonite 1999-10-23 wk5 67
Jordan, Montell Get It On.. Tonite 1999-10-23 wk6 61
Jordan, Montell Get It On.. Tonite 1999-10-23 wk7 54
Jordan, Montell Get It On.. Tonite 1999-10-23 wk8 43
Jordan, Montell Get It On.. Tonite 1999-10-23 wk9 38
Jordan, Montell Get It On.. Tonite 1999-10-23 wk10 24
Jordan, Montell Get It On.. Tonite 1999-10-23 wk11 24
Jordan, Montell Get It On.. Tonite 1999-10-23 wk12 20
Jordan, Montell Get It On.. Tonite 1999-10-23 wk13 19
Jordan, Montell Get It On.. Tonite 1999-10-23 wk14 15
Jordan, Montell Get It On.. Tonite 1999-10-23 wk15 15
Jordan, Montell Get It On.. Tonite 1999-10-23 wk16 5
Jordan, Montell Get It On.. Tonite 1999-10-23 wk17 4
Jordan, Montell Get It On.. Tonite 1999-10-23 wk18 4
Jordan, Montell Get It On.. Tonite 1999-10-23 wk19 7
Jordan, Montell Get It On.. Tonite 1999-10-23 wk20 10
Jordan, Montell Get It On.. Tonite 1999-10-23 wk21 5
Jordan, Montell Get It On.. Tonite 1999-10-23 wk22 9
Jordan, Montell Get It On.. Tonite 1999-10-23 wk23 9
Jordan, Montell Get It On.. Tonite 1999-10-23 wk24 7
Jordan, Montell Get It On.. Tonite 1999-10-23 wk25 9
Jordan, Montell Get It On.. Tonite 1999-10-23 wk26 10
Jordan, Montell Get It On.. Tonite 1999-10-23 wk27 10
Jordan, Montell Get It On.. Tonite 1999-10-23 wk28 15
Jordan, Montell Get It On.. Tonite 1999-10-23 wk29 18
Jordan, Montell Get It On.. Tonite 1999-10-23 wk30 23
Jordan, Montell Get It On.. Tonite 1999-10-23 wk31 30
Jordan, Montell Get It On.. Tonite 1999-10-23 wk32 42
Juvenile U Understand 2000-02-05 wk1 85
Juvenile U Understand 2000-02-05 wk2 83
Juvenile U Understand 2000-02-05 wk3 100
Juvenile U Understand 2000-02-05 wk4 98
Juvenile U Understand 2000-02-05 wk5 97
Juvenile U Understand 2000-02-05 wk6 96
Kandi Don’t Think I’m Not 2000-08-05 wk1 66
Kandi Don’t Think I’m Not 2000-08-05 wk2 66
Kandi Don’t Think I’m Not 2000-08-05 wk3 66
Kandi Don’t Think I’m Not 2000-08-05 wk4 61
Kandi Don’t Think I’m Not 2000-08-05 wk5 49
Kandi Don’t Think I’m Not 2000-08-05 wk6 42
Kandi Don’t Think I’m Not 2000-08-05 wk7 36
Kandi Don’t Think I’m Not 2000-08-05 wk8 33
Kandi Don’t Think I’m Not 2000-08-05 wk9 28
Kandi Don’t Think I’m Not 2000-08-05 wk10 24
Kandi Don’t Think I’m Not 2000-08-05 wk11 26
Kandi Don’t Think I’m Not 2000-08-05 wk12 26
Kandi Don’t Think I’m Not 2000-08-05 wk13 28
Kandi Don’t Think I’m Not 2000-08-05 wk14 29
Kandi Don’t Think I’m Not 2000-08-05 wk15 27
Kandi Don’t Think I’m Not 2000-08-05 wk16 31
Kandi Don’t Think I’m Not 2000-08-05 wk17 31
Kandi Don’t Think I’m Not 2000-08-05 wk18 26
Kandi Don’t Think I’m Not 2000-08-05 wk19 25
Kandi Don’t Think I’m Not 2000-08-05 wk20 25
Kandi Don’t Think I’m Not 2000-08-05 wk21 30
Kandi Don’t Think I’m Not 2000-08-05 wk22 40
Kandi Don’t Think I’m Not 2000-08-05 wk23 36
Kandi Don’t Think I’m Not 2000-08-05 wk24 41
Keith, Toby Country Comes To Tow… 2000-08-05 wk1 82
Keith, Toby Country Comes To Tow… 2000-08-05 wk2 78
Keith, Toby Country Comes To Tow… 2000-08-05 wk3 75
Keith, Toby Country Comes To Tow… 2000-08-05 wk4 69
Keith, Toby Country Comes To Tow… 2000-08-05 wk5 66
Keith, Toby Country Comes To Tow… 2000-08-05 wk6 62
Keith, Toby Country Comes To Tow… 2000-08-05 wk7 59
Keith, Toby Country Comes To Tow… 2000-08-05 wk8 58
Keith, Toby Country Comes To Tow… 2000-08-05 wk9 55
Keith, Toby Country Comes To Tow… 2000-08-05 wk10 55
Keith, Toby Country Comes To Tow… 2000-08-05 wk11 54
Keith, Toby Country Comes To Tow… 2000-08-05 wk12 62
Keith, Toby Country Comes To Tow… 2000-08-05 wk13 81
Keith, Toby Country Comes To Tow… 2000-08-05 wk14 95
Keith, Toby Country Comes To Tow… 2000-08-05 wk15 93
Keith, Toby How Do You Like Me N… 2000-01-29 wk1 77
Keith, Toby How Do You Like Me N… 2000-01-29 wk2 72
Keith, Toby How Do You Like Me N… 2000-01-29 wk3 59
Keith, Toby How Do You Like Me N… 2000-01-29 wk4 53
Keith, Toby How Do You Like Me N… 2000-01-29 wk5 45
Keith, Toby How Do You Like Me N… 2000-01-29 wk6 43
Keith, Toby How Do You Like Me N… 2000-01-29 wk7 41
Keith, Toby How Do You Like Me N… 2000-01-29 wk8 36
Keith, Toby How Do You Like Me N… 2000-01-29 wk9 36
Keith, Toby How Do You Like Me N… 2000-01-29 wk10 32
Keith, Toby How Do You Like Me N… 2000-01-29 wk11 31
Keith, Toby How Do You Like Me N… 2000-01-29 wk12 31
Keith, Toby How Do You Like Me N… 2000-01-29 wk13 35
Keith, Toby How Do You Like Me N… 2000-01-29 wk14 35
Keith, Toby How Do You Like Me N… 2000-01-29 wk15 38
Keith, Toby How Do You Like Me N… 2000-01-29 wk16 43
Keith, Toby How Do You Like Me N… 2000-01-29 wk17 45
Keith, Toby How Do You Like Me N… 2000-01-29 wk18 51
Keith, Toby How Do You Like Me N… 2000-01-29 wk19 52
Keith, Toby How Do You Like Me N… 2000-01-29 wk20 54
Kelis Caught Out There 1999-12-04 wk1 84
Kelis Caught Out There 1999-12-04 wk2 68
Kelis Caught Out There 1999-12-04 wk3 67
Kelis Caught Out There 1999-12-04 wk4 63
Kelis Caught Out There 1999-12-04 wk5 63
Kelis Caught Out There 1999-12-04 wk6 54
Kelis Caught Out There 1999-12-04 wk7 56
Kelis Caught Out There 1999-12-04 wk8 59
Kelis Caught Out There 1999-12-04 wk9 68
Kelis Caught Out There 1999-12-04 wk10 67
Kelis Caught Out There 1999-12-04 wk11 75
Kelis Caught Out There 1999-12-04 wk12 90
Kenny G Auld Lang Syne (The … 1999-12-25 wk1 89
Kenny G Auld Lang Syne (The … 1999-12-25 wk2 89
Kenny G Auld Lang Syne (The … 1999-12-25 wk3 7
Kenny G Auld Lang Syne (The … 1999-12-25 wk4 8
Kenny G Auld Lang Syne (The … 1999-12-25 wk5 66
Kid Rock Only God Knows Why 2000-02-19 wk1 63
Kid Rock Only God Knows Why 2000-02-19 wk2 47
Kid Rock Only God Knows Why 2000-02-19 wk3 46
Kid Rock Only God Knows Why 2000-02-19 wk4 39
Kid Rock Only God Knows Why 2000-02-19 wk5 35
Kid Rock Only God Knows Why 2000-02-19 wk6 26
Kid Rock Only God Knows Why 2000-02-19 wk7 26
Kid Rock Only God Knows Why 2000-02-19 wk8 23
Kid Rock Only God Knows Why 2000-02-19 wk9 19
Kid Rock Only God Knows Why 2000-02-19 wk10 19
Kid Rock Only God Knows Why 2000-02-19 wk11 21
Kid Rock Only God Knows Why 2000-02-19 wk12 25
Kid Rock Only God Knows Why 2000-02-19 wk13 25
Kid Rock Only God Knows Why 2000-02-19 wk14 29
Kid Rock Only God Knows Why 2000-02-19 wk15 32
Kid Rock Only God Knows Why 2000-02-19 wk16 44
Kid Rock Only God Knows Why 2000-02-19 wk17 52
Kid Rock Only God Knows Why 2000-02-19 wk18 62
Kid Rock Only God Knows Why 2000-02-19 wk19 69
Kid Rock Only God Knows Why 2000-02-19 wk20 78
Kravitz, Lenny I Belong To You 2000-03-25 wk1 78
Kravitz, Lenny I Belong To You 2000-03-25 wk2 77
Kravitz, Lenny I Belong To You 2000-03-25 wk3 71
Kravitz, Lenny I Belong To You 2000-03-25 wk4 71
Kravitz, Lenny I Belong To You 2000-03-25 wk5 71
Kravitz, Lenny I Belong To You 2000-03-25 wk6 83
Kravitz, Lenny I Belong To You 2000-03-25 wk7 90
Kravitz, Lenny I Belong To You 2000-03-25 wk8 90
Kravitz, Lenny I Belong To You 2000-03-25 wk9 93
Kumbia Kings U Don’t Love Me 2000-03-04 wk1 81
Kumbia Kings U Don’t Love Me 2000-03-04 wk2 64
Kumbia Kings U Don’t Love Me 2000-03-04 wk3 62
Kumbia Kings U Don’t Love Me 2000-03-04 wk4 67
Kumbia Kings U Don’t Love Me 2000-03-04 wk5 70
Kumbia Kings U Don’t Love Me 2000-03-04 wk6 70
Kumbia Kings U Don’t Love Me 2000-03-04 wk7 75
Kumbia Kings U Don’t Love Me 2000-03-04 wk8 87
Kumbia Kings U Don’t Love Me 2000-03-04 wk9 89
Kumbia Kings U Don’t Love Me 2000-03-04 wk10 100
LFO I Don’t Wanna Kiss Y… 2000-04-15 wk1 63
LFO I Don’t Wanna Kiss Y… 2000-04-15 wk2 61
LFO I Don’t Wanna Kiss Y… 2000-04-15 wk3 68
LFO I Don’t Wanna Kiss Y… 2000-04-15 wk4 73
LFO I Don’t Wanna Kiss Y… 2000-04-15 wk5 91
LFO West Side Story 2000-08-05 wk1 96
LFO West Side Story 2000-08-05 wk2 84
LFO West Side Story 2000-08-05 wk3 88
LFO West Side Story 2000-08-05 wk4 96
LL Cool J Imagine That 2000-08-12 wk1 99
LL Cool J Imagine That 2000-08-12 wk2 98
Larrieux, Amel Get Up 2000-03-04 wk1 100
Larrieux, Amel Get Up 2000-03-04 wk2 97
Larrieux, Amel Get Up 2000-03-04 wk3 97
Lawrence, Tracy Lessons Learned 2000-01-29 wk1 80
Lawrence, Tracy Lessons Learned 2000-01-29 wk2 73
Lawrence, Tracy Lessons Learned 2000-01-29 wk3 61
Lawrence, Tracy Lessons Learned 2000-01-29 wk4 61
Lawrence, Tracy Lessons Learned 2000-01-29 wk5 48
Lawrence, Tracy Lessons Learned 2000-01-29 wk6 48
Lawrence, Tracy Lessons Learned 2000-01-29 wk7 48
Lawrence, Tracy Lessons Learned 2000-01-29 wk8 48
Lawrence, Tracy Lessons Learned 2000-01-29 wk9 44
Lawrence, Tracy Lessons Learned 2000-01-29 wk10 42
Lawrence, Tracy Lessons Learned 2000-01-29 wk11 40
Lawrence, Tracy Lessons Learned 2000-01-29 wk12 40
Lawrence, Tracy Lessons Learned 2000-01-29 wk13 50
Lawrence, Tracy Lessons Learned 2000-01-29 wk14 66
Lawrence, Tracy Lessons Learned 2000-01-29 wk15 81
Lawrence, Tracy Lessons Learned 2000-01-29 wk16 93
Lawrence, Tracy Lessons Learned 2000-01-29 wk17 94
Lawrence, Tracy Lessons Learned 2000-01-29 wk18 99
Lawrence, Tracy Lessons Learned 2000-01-29 wk19 99
Lawrence, Tracy Lessons Learned 2000-01-29 wk20 100
Levert, Gerald Baby U Are 2000-08-19 wk1 96
Levert, Gerald Baby U Are 2000-08-19 wk2 89
Levert, Gerald Baby U Are 2000-08-19 wk3 92
Levert, Gerald Baby U Are 2000-08-19 wk4 96
Levert, Gerald Baby U Are 2000-08-19 wk5 96
Levert, Gerald Mr. Too Damn Good 2000-03-18 wk1 84
Levert, Gerald Mr. Too Damn Good 2000-03-18 wk2 83
Levert, Gerald Mr. Too Damn Good 2000-03-18 wk3 83
Levert, Gerald Mr. Too Damn Good 2000-03-18 wk4 76
Levert, Gerald Mr. Too Damn Good 2000-03-18 wk5 86
Levert, Gerald Mr. Too Damn Good 2000-03-18 wk6 86
Levert, Gerald Mr. Too Damn Good 2000-03-18 wk7 88
Levert, Gerald Mr. Too Damn Good 2000-03-18 wk8 97
Lil Bow Wow Bounce With Me 2000-08-19 wk1 48
Lil Bow Wow Bounce With Me 2000-08-19 wk2 35
Lil Bow Wow Bounce With Me 2000-08-19 wk3 24
Lil Bow Wow Bounce With Me 2000-08-19 wk4 24
Lil Bow Wow Bounce With Me 2000-08-19 wk5 20
Lil Bow Wow Bounce With Me 2000-08-19 wk6 20
Lil Bow Wow Bounce With Me 2000-08-19 wk7 20
Lil Bow Wow Bounce With Me 2000-08-19 wk8 20
Lil Bow Wow Bounce With Me 2000-08-19 wk9 22
Lil Bow Wow Bounce With Me 2000-08-19 wk10 27
Lil Bow Wow Bounce With Me 2000-08-19 wk11 27
Lil Bow Wow Bounce With Me 2000-08-19 wk12 36
Lil Bow Wow Bounce With Me 2000-08-19 wk13 40
Lil Bow Wow Bounce With Me 2000-08-19 wk14 53
Lil Bow Wow Bounce With Me 2000-08-19 wk15 61
Lil Bow Wow Bounce With Me 2000-08-19 wk16 69
Lil Bow Wow Bounce With Me 2000-08-19 wk17 80
Lil Bow Wow Bounce With Me 2000-08-19 wk18 90
Lil Bow Wow Bounce With Me 2000-08-19 wk19 99
Lil Bow Wow Bounce With Me 2000-08-19 wk22 100
Lil Wayne Tha Block Is Hot 1999-12-04 wk1 99
Lil Wayne Tha Block Is Hot 1999-12-04 wk2 89
Lil Wayne Tha Block Is Hot 1999-12-04 wk3 92
Lil Wayne Tha Block Is Hot 1999-12-04 wk4 84
Lil Wayne Tha Block Is Hot 1999-12-04 wk5 84
Lil Wayne Tha Block Is Hot 1999-12-04 wk6 72
Lil Wayne Tha Block Is Hot 1999-12-04 wk7 81
Lil Wayne Tha Block Is Hot 1999-12-04 wk8 81
Lil Wayne Tha Block Is Hot 1999-12-04 wk9 86
Lil Wayne Tha Block Is Hot 1999-12-04 wk10 87
Lil Wayne Tha Block Is Hot 1999-12-04 wk11 95
Lil’ Kim How Many Licks? 2000-11-25 wk1 79
Lil’ Kim How Many Licks? 2000-11-25 wk2 75
Lil’ Kim How Many Licks? 2000-11-25 wk3 77
Lil’ Kim How Many Licks? 2000-11-25 wk4 86
Lil’ Kim How Many Licks? 2000-11-25 wk5 86
Lil’ Kim How Many Licks? 2000-11-25 wk6 89
Lil’ Kim How Many Licks? 2000-11-25 wk9 96
Lil’ Kim How Many Licks? 2000-11-25 wk10 96
Lil’ Kim How Many Licks? 2000-11-25 wk11 96
Lil’ Kim No Matter What They … 2000-07-15 wk1 80
Lil’ Kim No Matter What They … 2000-07-15 wk2 72
Lil’ Kim No Matter What They … 2000-07-15 wk3 67
Lil’ Kim No Matter What They … 2000-07-15 wk4 60
Lil’ Kim No Matter What They … 2000-07-15 wk5 65
Lil’ Kim No Matter What They … 2000-07-15 wk6 73
Lil’ Kim No Matter What They … 2000-07-15 wk7 81
Lil’ Kim No Matter What They … 2000-07-15 wk8 86
Lil’ Kim No Matter What They … 2000-07-15 wk9 90
Lil’ Kim No Matter What They … 2000-07-15 wk10 97
Lil’ Mo Ta Da 2000-08-12 wk1 100
Lil’ Mo Ta Da 2000-08-12 wk2 99
Lil’ Mo Ta Da 2000-08-12 wk3 97
Lil’ Mo Ta Da 2000-08-12 wk4 97
Lil’ Mo Ta Da 2000-08-12 wk5 100
Lil’ Mo Ta Da 2000-08-12 wk6 95
Lil’ Mo Ta Da 2000-08-12 wk7 99
Lil’ Zane Callin’ Me 2000-07-29 wk1 83
Lil’ Zane Callin’ Me 2000-07-29 wk2 89
Lil’ Zane Callin’ Me 2000-07-29 wk3 57
Lil’ Zane Callin’ Me 2000-07-29 wk4 40
Lil’ Zane Callin’ Me 2000-07-29 wk5 34
Lil’ Zane Callin’ Me 2000-07-29 wk6 21
Lil’ Zane Callin’ Me 2000-07-29 wk7 33
Lil’ Zane Callin’ Me 2000-07-29 wk8 46
Lil’ Zane Callin’ Me 2000-07-29 wk9 45
Lil’ Zane Callin’ Me 2000-07-29 wk10 59
Lil’ Zane Callin’ Me 2000-07-29 wk11 67
Lil’ Zane Callin’ Me 2000-07-29 wk12 84
Lil’ Zane Callin’ Me 2000-07-29 wk13 95
Limp Bizkit N 2 Gether Now 1999-12-04 wk1 94
Limp Bizkit N 2 Gether Now 1999-12-04 wk2 88
Limp Bizkit N 2 Gether Now 1999-12-04 wk3 85
Limp Bizkit N 2 Gether Now 1999-12-04 wk4 78
Limp Bizkit N 2 Gether Now 1999-12-04 wk5 78
Limp Bizkit N 2 Gether Now 1999-12-04 wk6 73
Limp Bizkit N 2 Gether Now 1999-12-04 wk7 84
Limp Bizkit N 2 Gether Now 1999-12-04 wk8 86
Limp Bizkit N 2 Gether Now 1999-12-04 wk9 90
Limp Bizkit N 2 Gether Now 1999-12-04 wk10 97
Limp Bizkit N 2 Gether Now 1999-12-04 wk11 96
Limp Bizkit Re-Arranged 1999-12-04 wk1 91
Limp Bizkit Re-Arranged 1999-12-04 wk2 91
Limp Bizkit Re-Arranged 1999-12-04 wk3 90
Limp Bizkit Re-Arranged 1999-12-04 wk4 95
Limp Bizkit Re-Arranged 1999-12-04 wk5 95
Limp Bizkit Re-Arranged 1999-12-04 wk6 99
Limp Bizkit Re-Arranged 1999-12-04 wk7 96
Limp Bizkit Re-Arranged 1999-12-04 wk8 96
Limp Bizkit Re-Arranged 1999-12-04 wk9 92
Limp Bizkit Re-Arranged 1999-12-04 wk10 88
Limp Bizkit Re-Arranged 1999-12-04 wk11 89
Limp Bizkit Re-Arranged 1999-12-04 wk12 93
Limp Bizkit Re-Arranged 1999-12-04 wk13 91
Limp Bizkit Re-Arranged 1999-12-04 wk14 91
Limp Bizkit Re-Arranged 1999-12-04 wk15 89
Limp Bizkit Re-Arranged 1999-12-04 wk16 90
Limp Bizkit Re-Arranged 1999-12-04 wk17 93
Limp Bizkit Re-Arranged 1999-12-04 wk18 100
Limp Bizkit Rollin’ 2000-11-11 wk1 77
Limp Bizkit Rollin’ 2000-11-11 wk2 73
Limp Bizkit Rollin’ 2000-11-11 wk3 72
Limp Bizkit Rollin’ 2000-11-11 wk4 66
Limp Bizkit Rollin’ 2000-11-11 wk5 65
Limp Bizkit Rollin’ 2000-11-11 wk6 65
Limp Bizkit Rollin’ 2000-11-11 wk7 67
Limp Bizkit Rollin’ 2000-11-11 wk8 73
Limp Bizkit Rollin’ 2000-11-11 wk9 74
Limp Bizkit Rollin’ 2000-11-11 wk10 78
Limp Bizkit Rollin’ 2000-11-11 wk11 80
Limp Bizkit Rollin’ 2000-11-11 wk12 86
Limp Bizkit Rollin’ 2000-11-11 wk13 86
Limp Bizkit Rollin’ 2000-11-11 wk14 91
Limp Bizkit Rollin’ 2000-11-11 wk15 93
Limp Bizkit Rollin’ 2000-11-11 wk16 96
Limp Bizkit Rollin’ 2000-11-11 wk17 100
Lonestar Amazed 1999-06-05 wk1 81
Lonestar Amazed 1999-06-05 wk2 54
Lonestar Amazed 1999-06-05 wk3 44
Lonestar Amazed 1999-06-05 wk4 39
Lonestar Amazed 1999-06-05 wk5 38
Lonestar Amazed 1999-06-05 wk6 33
Lonestar Amazed 1999-06-05 wk7 29
Lonestar Amazed 1999-06-05 wk8 29
Lonestar Amazed 1999-06-05 wk9 32
Lonestar Amazed 1999-06-05 wk10 27
Lonestar Amazed 1999-06-05 wk11 26
Lonestar Amazed 1999-06-05 wk12 24
Lonestar Amazed 1999-06-05 wk13 27
Lonestar Amazed 1999-06-05 wk14 32
Lonestar Amazed 1999-06-05 wk15 33
Lonestar Amazed 1999-06-05 wk16 35
Lonestar Amazed 1999-06-05 wk17 35
Lonestar Amazed 1999-06-05 wk18 40
Lonestar Amazed 1999-06-05 wk19 43
Lonestar Amazed 1999-06-05 wk20 50
Lonestar Amazed 1999-06-05 wk30 45
Lonestar Amazed 1999-06-05 wk31 45
Lonestar Amazed 1999-06-05 wk32 45
Lonestar Amazed 1999-06-05 wk33 23
Lonestar Amazed 1999-06-05 wk34 17
Lonestar Amazed 1999-06-05 wk35 14
Lonestar Amazed 1999-06-05 wk36 17
Lonestar Amazed 1999-06-05 wk37 18
Lonestar Amazed 1999-06-05 wk38 18
Lonestar Amazed 1999-06-05 wk39 3
Lonestar Amazed 1999-06-05 wk40 1
Lonestar Amazed 1999-06-05 wk41 1
Lonestar Amazed 1999-06-05 wk42 2
Lonestar Amazed 1999-06-05 wk43 3
Lonestar Amazed 1999-06-05 wk44 4
Lonestar Amazed 1999-06-05 wk45 4
Lonestar Amazed 1999-06-05 wk46 5
Lonestar Amazed 1999-06-05 wk47 6
Lonestar Amazed 1999-06-05 wk48 8
Lonestar Amazed 1999-06-05 wk49 9
Lonestar Amazed 1999-06-05 wk50 10
Lonestar Amazed 1999-06-05 wk51 12
Lonestar Amazed 1999-06-05 wk52 15
Lonestar Amazed 1999-06-05 wk53 20
Lonestar Amazed 1999-06-05 wk54 22
Lonestar Amazed 1999-06-05 wk55 22
Lonestar Amazed 1999-06-05 wk56 25
Lonestar Amazed 1999-06-05 wk57 26
Lonestar Amazed 1999-06-05 wk58 31
Lonestar Amazed 1999-06-05 wk59 32
Lonestar Amazed 1999-06-05 wk60 37
Lonestar Amazed 1999-06-05 wk61 42
Lonestar Amazed 1999-06-05 wk62 42
Lonestar Amazed 1999-06-05 wk63 45
Lonestar Amazed 1999-06-05 wk64 50
Lonestar Smile 1999-12-18 wk1 89
Lonestar Smile 1999-12-18 wk2 80
Lonestar Smile 1999-12-18 wk3 80
Lonestar Smile 1999-12-18 wk4 80
Lonestar Smile 1999-12-18 wk5 65
Lonestar Smile 1999-12-18 wk6 47
Lonestar Smile 1999-12-18 wk7 44
Lonestar Smile 1999-12-18 wk8 42
Lonestar Smile 1999-12-18 wk9 39
Lonestar Smile 1999-12-18 wk10 39
Lonestar Smile 1999-12-18 wk11 43
Lonestar Smile 1999-12-18 wk12 41
Lonestar Smile 1999-12-18 wk13 43
Lonestar Smile 1999-12-18 wk14 45
Lonestar Smile 1999-12-18 wk15 50
Lonestar Smile 1999-12-18 wk16 58
Lonestar Smile 1999-12-18 wk17 67
Lonestar Smile 1999-12-18 wk18 78
Lonestar Smile 1999-12-18 wk19 85
Lonestar Smile 1999-12-18 wk20 91
Lonestar What About Now 2000-06-10 wk1 78
Lonestar What About Now 2000-06-10 wk2 72
Lonestar What About Now 2000-06-10 wk3 66
Lonestar What About Now 2000-06-10 wk4 64
Lonestar What About Now 2000-06-10 wk5 56
Lonestar What About Now 2000-06-10 wk6 50
Lonestar What About Now 2000-06-10 wk7 47
Lonestar What About Now 2000-06-10 wk8 39
Lonestar What About Now 2000-06-10 wk9 37
Lonestar What About Now 2000-06-10 wk10 34
Lonestar What About Now 2000-06-10 wk11 30
Lonestar What About Now 2000-06-10 wk12 30
Lonestar What About Now 2000-06-10 wk13 35
Lonestar What About Now 2000-06-10 wk14 36
Lonestar What About Now 2000-06-10 wk15 37
Lonestar What About Now 2000-06-10 wk16 43
Lonestar What About Now 2000-06-10 wk17 54
Lonestar What About Now 2000-06-10 wk18 60
Lonestar What About Now 2000-06-10 wk19 61
Lonestar What About Now 2000-06-10 wk20 69
Lopez, Jennifer Feelin’ Good 2000-02-19 wk1 79
Lopez, Jennifer Feelin’ Good 2000-02-19 wk2 79
Lopez, Jennifer Feelin’ Good 2000-02-19 wk3 66
Lopez, Jennifer Feelin’ Good 2000-02-19 wk4 54
Lopez, Jennifer Feelin’ Good 2000-02-19 wk5 54
Lopez, Jennifer Feelin’ Good 2000-02-19 wk6 54
Lopez, Jennifer Feelin’ Good 2000-02-19 wk7 54
Lopez, Jennifer Feelin’ Good 2000-02-19 wk8 51
Lopez, Jennifer Feelin’ Good 2000-02-19 wk9 61
Lopez, Jennifer Feelin’ Good 2000-02-19 wk10 79
Lopez, Jennifer Feelin’ Good 2000-02-19 wk11 96
Lopez, Jennifer Feelin’ Good 2000-02-19 wk14 64
Lopez, Jennifer Feelin’ Good 2000-02-19 wk15 74
Lopez, Jennifer Feelin’ Good 2000-02-19 wk16 73
Lopez, Jennifer Feelin’ Good 2000-02-19 wk17 79
Lopez, Jennifer Feelin’ Good 2000-02-19 wk18 82
Lopez, Jennifer Feelin’ Good 2000-02-19 wk19 96
Loveless, Patty That’s The Kind Of M… 2000-09-16 wk1 98
Loveless, Patty That’s The Kind Of M… 2000-09-16 wk2 93
Loveless, Patty That’s The Kind Of M… 2000-09-16 wk3 93
Loveless, Patty That’s The Kind Of M… 2000-09-16 wk4 93
Loveless, Patty That’s The Kind Of M… 2000-09-16 wk5 88
Loveless, Patty That’s The Kind Of M… 2000-09-16 wk6 88
Loveless, Patty That’s The Kind Of M… 2000-09-16 wk7 82
Loveless, Patty That’s The Kind Of M… 2000-09-16 wk8 81
Loveless, Patty That’s The Kind Of M… 2000-09-16 wk9 73
Loveless, Patty That’s The Kind Of M… 2000-09-16 wk10 71
Loveless, Patty That’s The Kind Of M… 2000-09-16 wk11 71
Loveless, Patty That’s The Kind Of M… 2000-09-16 wk12 72
Loveless, Patty That’s The Kind Of M… 2000-09-16 wk13 85
Loveless, Patty That’s The Kind Of M… 2000-09-16 wk14 91
Lox Ryde or Die, Chick 2000-03-18 wk1 86
Lox Ryde or Die, Chick 2000-03-18 wk2 73
Lox Ryde or Die, Chick 2000-03-18 wk3 80
Lox Ryde or Die, Chick 2000-03-18 wk4 84
Lox Ryde or Die, Chick 2000-03-18 wk5 91
Lox Ryde or Die, Chick 2000-03-18 wk6 97
Lox Ryde or Die, Chick 2000-03-18 wk7 97
Lucy Pearl Dance Tonight 2000-05-20 wk1 80
Lucy Pearl Dance Tonight 2000-05-20 wk2 75
Lucy Pearl Dance Tonight 2000-05-20 wk3 63
Lucy Pearl Dance Tonight 2000-05-20 wk4 59
Lucy Pearl Dance Tonight 2000-05-20 wk5 55
Lucy Pearl Dance Tonight 2000-05-20 wk6 49
Lucy Pearl Dance Tonight 2000-05-20 wk7 42
Lucy Pearl Dance Tonight 2000-05-20 wk8 42
Lucy Pearl Dance Tonight 2000-05-20 wk9 40
Lucy Pearl Dance Tonight 2000-05-20 wk10 40
Lucy Pearl Dance Tonight 2000-05-20 wk11 36
Lucy Pearl Dance Tonight 2000-05-20 wk12 43
Lucy Pearl Dance Tonight 2000-05-20 wk13 46
Lucy Pearl Dance Tonight 2000-05-20 wk14 54
Lucy Pearl Dance Tonight 2000-05-20 wk15 72
Lucy Pearl Dance Tonight 2000-05-20 wk16 84
Lucy Pearl Dance Tonight 2000-05-20 wk17 84
Lucy Pearl Dance Tonight 2000-05-20 wk18 86
Lucy Pearl Dance Tonight 2000-05-20 wk19 92
Ludacris What’s Your Fantasy 2000-09-30 wk1 89
Ludacris What’s Your Fantasy 2000-09-30 wk2 83
Ludacris What’s Your Fantasy 2000-09-30 wk3 63
Ludacris What’s Your Fantasy 2000-09-30 wk4 55
Ludacris What’s Your Fantasy 2000-09-30 wk5 49
Ludacris What’s Your Fantasy 2000-09-30 wk6 40
Ludacris What’s Your Fantasy 2000-09-30 wk7 33
Ludacris What’s Your Fantasy 2000-09-30 wk8 32
Ludacris What’s Your Fantasy 2000-09-30 wk9 30
Ludacris What’s Your Fantasy 2000-09-30 wk10 25
Ludacris What’s Your Fantasy 2000-09-30 wk11 22
Ludacris What’s Your Fantasy 2000-09-30 wk12 21
Ludacris What’s Your Fantasy 2000-09-30 wk13 24
Ludacris What’s Your Fantasy 2000-09-30 wk14 24
Ludacris What’s Your Fantasy 2000-09-30 wk15 24
Ludacris What’s Your Fantasy 2000-09-30 wk16 27
Ludacris What’s Your Fantasy 2000-09-30 wk17 25
Ludacris What’s Your Fantasy 2000-09-30 wk18 34
Ludacris What’s Your Fantasy 2000-09-30 wk19 32
Ludacris What’s Your Fantasy 2000-09-30 wk20 35
Ludacris What’s Your Fantasy 2000-09-30 wk21 41
Ludacris What’s Your Fantasy 2000-09-30 wk22 47
M2M Don’t Say You Love M… 1999-11-20 wk1 72
M2M Don’t Say You Love M… 1999-11-20 wk2 53
M2M Don’t Say You Love M… 1999-11-20 wk3 62
M2M Don’t Say You Love M… 1999-11-20 wk4 46
M2M Don’t Say You Love M… 1999-11-20 wk5 54
M2M Don’t Say You Love M… 1999-11-20 wk6 44
M2M Don’t Say You Love M… 1999-11-20 wk7 44
M2M Don’t Say You Love M… 1999-11-20 wk8 21
M2M Don’t Say You Love M… 1999-11-20 wk9 64
M2M Don’t Say You Love M… 1999-11-20 wk10 92
M2M Don’t Say You Love M… 1999-11-20 wk11 98
M2M Don’t Say You Love M… 1999-11-20 wk12 98
M2M Mirror Mirror 2000-04-01 wk1 87
M2M Mirror Mirror 2000-04-01 wk2 87
M2M Mirror Mirror 2000-04-01 wk3 94
M2M Mirror Mirror 2000-04-01 wk4 91
M2M Mirror Mirror 2000-04-01 wk5 75
M2M Mirror Mirror 2000-04-01 wk6 68
M2M Mirror Mirror 2000-04-01 wk7 65
M2M Mirror Mirror 2000-04-01 wk8 86
M2M Mirror Mirror 2000-04-01 wk9 62
M2M Mirror Mirror 2000-04-01 wk10 70
M2M Mirror Mirror 2000-04-01 wk11 74
M2M Mirror Mirror 2000-04-01 wk12 70
M2M Mirror Mirror 2000-04-01 wk13 70
M2M Mirror Mirror 2000-04-01 wk14 80
M2M Mirror Mirror 2000-04-01 wk15 82
M2M Mirror Mirror 2000-04-01 wk16 87
M2M Mirror Mirror 2000-04-01 wk17 90
M2M Mirror Mirror 2000-04-01 wk18 96
Madison Avenue Don’t Call Me Baby 2000-07-08 wk1 98
Madison Avenue Don’t Call Me Baby 2000-07-08 wk2 96
Madison Avenue Don’t Call Me Baby 2000-07-08 wk3 93
Madison Avenue Don’t Call Me Baby 2000-07-08 wk4 93
Madison Avenue Don’t Call Me Baby 2000-07-08 wk5 93
Madison Avenue Don’t Call Me Baby 2000-07-08 wk6 92
Madison Avenue Don’t Call Me Baby 2000-07-08 wk7 92
Madison Avenue Don’t Call Me Baby 2000-07-08 wk8 92
Madison Avenue Don’t Call Me Baby 2000-07-08 wk9 90
Madison Avenue Don’t Call Me Baby 2000-07-08 wk10 92
Madison Avenue Don’t Call Me Baby 2000-07-08 wk11 88
Madison Avenue Don’t Call Me Baby 2000-07-08 wk12 88
Madison Avenue Don’t Call Me Baby 2000-07-08 wk13 88
Madison Avenue Don’t Call Me Baby 2000-07-08 wk14 95
Madison Avenue Don’t Call Me Baby 2000-07-08 wk15 93
Madison Avenue Don’t Call Me Baby 2000-07-08 wk16 98
Madison Avenue Don’t Call Me Baby 2000-07-08 wk17 93
Madison Avenue Don’t Call Me Baby 2000-07-08 wk18 92
Madison Avenue Don’t Call Me Baby 2000-07-08 wk19 90
Madison Avenue Don’t Call Me Baby 2000-07-08 wk20 97
Madonna American Pie 2000-02-19 wk1 43
Madonna American Pie 2000-02-19 wk2 35
Madonna American Pie 2000-02-19 wk3 29
Madonna American Pie 2000-02-19 wk4 29
Madonna American Pie 2000-02-19 wk5 33
Madonna American Pie 2000-02-19 wk6 32
Madonna American Pie 2000-02-19 wk7 40
Madonna American Pie 2000-02-19 wk8 58
Madonna American Pie 2000-02-19 wk9 88
Madonna Music 2000-08-12 wk1 41
Madonna Music 2000-08-12 wk2 23
Madonna Music 2000-08-12 wk3 18
Madonna Music 2000-08-12 wk4 14
Madonna Music 2000-08-12 wk5 2
Madonna Music 2000-08-12 wk6 1
Madonna Music 2000-08-12 wk7 1
Madonna Music 2000-08-12 wk8 1
Madonna Music 2000-08-12 wk9 1
Madonna Music 2000-08-12 wk10 2
Madonna Music 2000-08-12 wk11 2
Madonna Music 2000-08-12 wk12 2
Madonna Music 2000-08-12 wk13 2
Madonna Music 2000-08-12 wk14 2
Madonna Music 2000-08-12 wk15 4
Madonna Music 2000-08-12 wk16 8
Madonna Music 2000-08-12 wk17 11
Madonna Music 2000-08-12 wk18 16
Madonna Music 2000-08-12 wk19 20
Madonna Music 2000-08-12 wk20 25
Madonna Music 2000-08-12 wk21 27
Madonna Music 2000-08-12 wk22 27
Madonna Music 2000-08-12 wk23 29
Madonna Music 2000-08-12 wk24 44
Martin, Ricky Private Emotion 2000-03-11 wk1 76
Martin, Ricky Private Emotion 2000-03-11 wk2 67
Martin, Ricky Private Emotion 2000-03-11 wk3 71
Martin, Ricky Private Emotion 2000-03-11 wk4 78
Martin, Ricky Private Emotion 2000-03-11 wk5 89
Martin, Ricky Shake Your Bon-Bon 1999-11-20 wk1 74
Martin, Ricky Shake Your Bon-Bon 1999-11-20 wk2 66
Martin, Ricky Shake Your Bon-Bon 1999-11-20 wk3 52
Martin, Ricky Shake Your Bon-Bon 1999-11-20 wk4 39
Martin, Ricky Shake Your Bon-Bon 1999-11-20 wk5 39
Martin, Ricky Shake Your Bon-Bon 1999-11-20 wk6 39
Martin, Ricky Shake Your Bon-Bon 1999-11-20 wk7 39
Martin, Ricky Shake Your Bon-Bon 1999-11-20 wk8 46
Martin, Ricky Shake Your Bon-Bon 1999-11-20 wk9 47
Martin, Ricky Shake Your Bon-Bon 1999-11-20 wk10 54
Martin, Ricky Shake Your Bon-Bon 1999-11-20 wk11 91
Martin, Ricky Shake Your Bon-Bon 1999-11-20 wk12 28
Martin, Ricky Shake Your Bon-Bon 1999-11-20 wk13 22
Martin, Ricky Shake Your Bon-Bon 1999-11-20 wk14 33
Martin, Ricky Shake Your Bon-Bon 1999-11-20 wk15 46
Martin, Ricky Shake Your Bon-Bon 1999-11-20 wk16 70
Martin, Ricky Shake Your Bon-Bon 1999-11-20 wk17 87
Martin, Ricky Shake Your Bon-Bon 1999-11-20 wk18 93
Martin, Ricky She Bangs 2000-10-07 wk1 38
Martin, Ricky She Bangs 2000-10-07 wk2 28
Martin, Ricky She Bangs 2000-10-07 wk3 21
Martin, Ricky She Bangs 2000-10-07 wk4 21
Martin, Ricky She Bangs 2000-10-07 wk5 18
Martin, Ricky She Bangs 2000-10-07 wk6 16
Martin, Ricky She Bangs 2000-10-07 wk7 13
Martin, Ricky She Bangs 2000-10-07 wk8 13
Martin, Ricky She Bangs 2000-10-07 wk9 12
Martin, Ricky She Bangs 2000-10-07 wk10 20
Martin, Ricky She Bangs 2000-10-07 wk11 22
Martin, Ricky She Bangs 2000-10-07 wk12 29
Martin, Ricky She Bangs 2000-10-07 wk13 43
Martin, Ricky She Bangs 2000-10-07 wk14 54
Martin, Ricky She Bangs 2000-10-07 wk15 55
Martin, Ricky She Bangs 2000-10-07 wk16 73
Martin, Ricky She Bangs 2000-10-07 wk17 92
Martin, Ricky She Bangs 2000-10-07 wk18 100
Mary Mary Shackles (Praise You… 2000-03-25 wk1 90
Mary Mary Shackles (Praise You… 2000-03-25 wk2 76
Mary Mary Shackles (Praise You… 2000-03-25 wk3 72
Mary Mary Shackles (Praise You… 2000-03-25 wk4 54
Mary Mary Shackles (Praise You… 2000-03-25 wk5 43
Mary Mary Shackles (Praise You… 2000-03-25 wk6 37
Mary Mary Shackles (Praise You… 2000-03-25 wk7 34
Mary Mary Shackles (Praise You… 2000-03-25 wk8 28
Mary Mary Shackles (Praise You… 2000-03-25 wk9 33
Mary Mary Shackles (Praise You… 2000-03-25 wk10 30
Mary Mary Shackles (Praise You… 2000-03-25 wk11 31
Mary Mary Shackles (Praise You… 2000-03-25 wk12 39
Mary Mary Shackles (Praise You… 2000-03-25 wk13 43
Mary Mary Shackles (Praise You… 2000-03-25 wk14 53
Mary Mary Shackles (Praise You… 2000-03-25 wk15 60
Mary Mary Shackles (Praise You… 2000-03-25 wk16 70
Mary Mary Shackles (Praise You… 2000-03-25 wk17 71
Mary Mary Shackles (Praise You… 2000-03-25 wk18 76
Mary Mary Shackles (Praise You… 2000-03-25 wk19 84
Mary Mary Shackles (Praise You… 2000-03-25 wk20 94
Master P Souljas 2000-11-18 wk1 98
McBride, Martina Love’s The Only Hous… 2000-02-05 wk1 79
McBride, Martina Love’s The Only Hous… 2000-02-05 wk2 69
McBride, Martina Love’s The Only Hous… 2000-02-05 wk3 65
McBride, Martina Love’s The Only Hous… 2000-02-05 wk4 58
McBride, Martina Love’s The Only Hous… 2000-02-05 wk5 53
McBride, Martina Love’s The Only Hous… 2000-02-05 wk6 52
McBride, Martina Love’s The Only Hous… 2000-02-05 wk7 52
McBride, Martina Love’s The Only Hous… 2000-02-05 wk8 48
McBride, Martina Love’s The Only Hous… 2000-02-05 wk9 45
McBride, Martina Love’s The Only Hous… 2000-02-05 wk10 43
McBride, Martina Love’s The Only Hous… 2000-02-05 wk11 42
McBride, Martina Love’s The Only Hous… 2000-02-05 wk12 42
McBride, Martina Love’s The Only Hous… 2000-02-05 wk13 50
McBride, Martina Love’s The Only Hous… 2000-02-05 wk14 60
McBride, Martina Love’s The Only Hous… 2000-02-05 wk15 64
McBride, Martina Love’s The Only Hous… 2000-02-05 wk16 75
McBride, Martina Love’s The Only Hous… 2000-02-05 wk17 91
McBride, Martina Love’s The Only Hous… 2000-02-05 wk18 93
McBride, Martina Love’s The Only Hous… 2000-02-05 wk19 92
McBride, Martina Love’s The Only Hous… 2000-02-05 wk20 90
McBride, Martina There You Are 2000-09-09 wk1 79
McBride, Martina There You Are 2000-09-09 wk2 75
McBride, Martina There You Are 2000-09-09 wk3 75
McBride, Martina There You Are 2000-09-09 wk4 75
McBride, Martina There You Are 2000-09-09 wk5 73
McBride, Martina There You Are 2000-09-09 wk6 64
McBride, Martina There You Are 2000-09-09 wk7 60
McBride, Martina There You Are 2000-09-09 wk8 60
McBride, Martina There You Are 2000-09-09 wk9 60
McBride, Martina There You Are 2000-09-09 wk10 63
McBride, Martina There You Are 2000-09-09 wk11 63
McBride, Martina There You Are 2000-09-09 wk12 82
McBride, Martina There You Are 2000-09-09 wk13 92
McEntire, Reba I’ll Be 2000-05-13 wk1 89
McEntire, Reba I’ll Be 2000-05-13 wk2 79
McEntire, Reba I’ll Be 2000-05-13 wk3 79
McEntire, Reba I’ll Be 2000-05-13 wk4 72
McEntire, Reba I’ll Be 2000-05-13 wk5 69
McEntire, Reba I’ll Be 2000-05-13 wk6 64
McEntire, Reba I’ll Be 2000-05-13 wk7 61
McEntire, Reba I’ll Be 2000-05-13 wk8 57
McEntire, Reba I’ll Be 2000-05-13 wk9 55
McEntire, Reba I’ll Be 2000-05-13 wk10 55
McEntire, Reba I’ll Be 2000-05-13 wk11 52
McEntire, Reba I’ll Be 2000-05-13 wk12 51
McEntire, Reba I’ll Be 2000-05-13 wk13 53
McEntire, Reba I’ll Be 2000-05-13 wk14 60
McEntire, Reba I’ll Be 2000-05-13 wk15 81
McEntire, Reba I’ll Be 2000-05-13 wk16 84
McEntire, Reba I’ll Be 2000-05-13 wk17 93
McEntire, Reba I’ll Be 2000-05-13 wk18 91
McEntire, Reba I’ll Be 2000-05-13 wk19 94
McEntire, Reba I’ll Be 2000-05-13 wk20 100
McEntire, Reba What Do You Say 1999-10-30 wk1 88
McEntire, Reba What Do You Say 1999-10-30 wk2 76
McEntire, Reba What Do You Say 1999-10-30 wk3 71
McEntire, Reba What Do You Say 1999-10-30 wk4 71
McEntire, Reba What Do You Say 1999-10-30 wk5 69
McEntire, Reba What Do You Say 1999-10-30 wk6 63
McEntire, Reba What Do You Say 1999-10-30 wk7 56
McEntire, Reba What Do You Say 1999-10-30 wk8 51
McEntire, Reba What Do You Say 1999-10-30 wk9 46
McEntire, Reba What Do You Say 1999-10-30 wk10 46
McEntire, Reba What Do You Say 1999-10-30 wk11 53
McEntire, Reba What Do You Say 1999-10-30 wk12 43
McEntire, Reba What Do You Say 1999-10-30 wk13 33
McEntire, Reba What Do You Say 1999-10-30 wk14 31
McEntire, Reba What Do You Say 1999-10-30 wk15 34
McEntire, Reba What Do You Say 1999-10-30 wk16 41
McEntire, Reba What Do You Say 1999-10-30 wk17 50
McEntire, Reba What Do You Say 1999-10-30 wk18 60
McEntire, Reba What Do You Say 1999-10-30 wk19 68
McEntire, Reba What Do You Say 1999-10-30 wk20 71
McGraw, Tim My Best Friend 1999-11-27 wk1 85
McGraw, Tim My Best Friend 1999-11-27 wk2 76
McGraw, Tim My Best Friend 1999-11-27 wk3 71
McGraw, Tim My Best Friend 1999-11-27 wk4 64
McGraw, Tim My Best Friend 1999-11-27 wk5 54
McGraw, Tim My Best Friend 1999-11-27 wk6 54
McGraw, Tim My Best Friend 1999-11-27 wk7 55
McGraw, Tim My Best Friend 1999-11-27 wk8 46
McGraw, Tim My Best Friend 1999-11-27 wk9 38
McGraw, Tim My Best Friend 1999-11-27 wk10 29
McGraw, Tim My Best Friend 1999-11-27 wk11 29
McGraw, Tim My Best Friend 1999-11-27 wk12 33
McGraw, Tim My Best Friend 1999-11-27 wk13 32
McGraw, Tim My Best Friend 1999-11-27 wk14 31
McGraw, Tim My Best Friend 1999-11-27 wk15 36
McGraw, Tim My Best Friend 1999-11-27 wk16 38
McGraw, Tim My Best Friend 1999-11-27 wk17 39
McGraw, Tim My Best Friend 1999-11-27 wk18 41
McGraw, Tim My Best Friend 1999-11-27 wk19 46
McGraw, Tim My Best Friend 1999-11-27 wk20 49
McGraw, Tim My Best Friend 1999-11-27 wk21 48
McGraw, Tim My Next Thirty Years 2000-10-21 wk1 73
McGraw, Tim My Next Thirty Years 2000-10-21 wk2 62
McGraw, Tim My Next Thirty Years 2000-10-21 wk3 56
McGraw, Tim My Next Thirty Years 2000-10-21 wk4 52
McGraw, Tim My Next Thirty Years 2000-10-21 wk5 46
McGraw, Tim My Next Thirty Years 2000-10-21 wk6 40
McGraw, Tim My Next Thirty Years 2000-10-21 wk7 36
McGraw, Tim My Next Thirty Years 2000-10-21 wk8 31
McGraw, Tim My Next Thirty Years 2000-10-21 wk9 27
McGraw, Tim My Next Thirty Years 2000-10-21 wk10 27
McGraw, Tim My Next Thirty Years 2000-10-21 wk11 28
McGraw, Tim My Next Thirty Years 2000-10-21 wk12 40
McGraw, Tim My Next Thirty Years 2000-10-21 wk13 33
McGraw, Tim My Next Thirty Years 2000-10-21 wk14 33
McGraw, Tim My Next Thirty Years 2000-10-21 wk15 39
McGraw, Tim My Next Thirty Years 2000-10-21 wk16 40
McGraw, Tim My Next Thirty Years 2000-10-21 wk17 48
McGraw, Tim My Next Thirty Years 2000-10-21 wk18 53
McGraw, Tim My Next Thirty Years 2000-10-21 wk19 58
McGraw, Tim My Next Thirty Years 2000-10-21 wk20 62
McGraw, Tim Some Things Never Ch… 2000-05-13 wk1 76
McGraw, Tim Some Things Never Ch… 2000-05-13 wk2 66
McGraw, Tim Some Things Never Ch… 2000-05-13 wk3 66
McGraw, Tim Some Things Never Ch… 2000-05-13 wk4 65
McGraw, Tim Some Things Never Ch… 2000-05-13 wk5 63
McGraw, Tim Some Things Never Ch… 2000-05-13 wk6 60
McGraw, Tim Some Things Never Ch… 2000-05-13 wk7 60
McGraw, Tim Some Things Never Ch… 2000-05-13 wk8 58
McGraw, Tim Some Things Never Ch… 2000-05-13 wk9 58
McGraw, Tim Some Things Never Ch… 2000-05-13 wk10 58
McGraw, Tim Some Things Never Ch… 2000-05-13 wk11 58
McGraw, Tim Some Things Never Ch… 2000-05-13 wk12 59
McGraw, Tim Some Things Never Ch… 2000-05-13 wk13 70
McGraw, Tim Some Things Never Ch… 2000-05-13 wk14 93
McKnight, Brian Stay Or Let It Go 2000-02-26 wk1 95
McKnight, Brian Stay Or Let It Go 2000-02-26 wk2 92
McKnight, Brian Stay Or Let It Go 2000-02-26 wk3 82
McKnight, Brian Stay Or Let It Go 2000-02-26 wk4 78
McKnight, Brian Stay Or Let It Go 2000-02-26 wk5 76
McKnight, Brian Stay Or Let It Go 2000-02-26 wk6 88
McKnight, Brian Stay Or Let It Go 2000-02-26 wk7 100
McKnight, Brian Stay Or Let It Go 2000-02-26 wk8 93
Messina, Jo Dee Because You Love Me 2000-01-29 wk1 83
Messina, Jo Dee Because You Love Me 2000-01-29 wk2 78
Messina, Jo Dee Because You Love Me 2000-01-29 wk3 71
Messina, Jo Dee Because You Love Me 2000-01-29 wk4 71
Messina, Jo Dee Because You Love Me 2000-01-29 wk5 66
Messina, Jo Dee Because You Love Me 2000-01-29 wk6 55
Messina, Jo Dee Because You Love Me 2000-01-29 wk7 53
Messina, Jo Dee Because You Love Me 2000-01-29 wk8 57
Messina, Jo Dee Because You Love Me 2000-01-29 wk9 61
Messina, Jo Dee Because You Love Me 2000-01-29 wk10 61
Messina, Jo Dee Because You Love Me 2000-01-29 wk11 61
Messina, Jo Dee Because You Love Me 2000-01-29 wk12 72
Messina, Jo Dee Because You Love Me 2000-01-29 wk13 93
Messina, Jo Dee That’s The Way 2000-06-24 wk1 78
Messina, Jo Dee That’s The Way 2000-06-24 wk2 67
Messina, Jo Dee That’s The Way 2000-06-24 wk3 63
Messina, Jo Dee That’s The Way 2000-06-24 wk4 54
Messina, Jo Dee That’s The Way 2000-06-24 wk5 50
Messina, Jo Dee That’s The Way 2000-06-24 wk6 44
Messina, Jo Dee That’s The Way 2000-06-24 wk7 38
Messina, Jo Dee That’s The Way 2000-06-24 wk8 30
Messina, Jo Dee That’s The Way 2000-06-24 wk9 27
Messina, Jo Dee That’s The Way 2000-06-24 wk10 25
Messina, Jo Dee That’s The Way 2000-06-24 wk11 31
Messina, Jo Dee That’s The Way 2000-06-24 wk12 28
Messina, Jo Dee That’s The Way 2000-06-24 wk13 30
Messina, Jo Dee That’s The Way 2000-06-24 wk14 28
Messina, Jo Dee That’s The Way 2000-06-24 wk15 32
Messina, Jo Dee That’s The Way 2000-06-24 wk16 35
Messina, Jo Dee That’s The Way 2000-06-24 wk17 48
Messina, Jo Dee That’s The Way 2000-06-24 wk18 46
Messina, Jo Dee That’s The Way 2000-06-24 wk19 51
Messina, Jo Dee That’s The Way 2000-06-24 wk20 59
Metallica I Disappear 2000-05-13 wk1 86
Metallica I Disappear 2000-05-13 wk2 84
Metallica I Disappear 2000-05-13 wk3 88
Metallica I Disappear 2000-05-13 wk4 81
Metallica I Disappear 2000-05-13 wk5 81
Metallica I Disappear 2000-05-13 wk6 76
Metallica I Disappear 2000-05-13 wk7 81
Metallica I Disappear 2000-05-13 wk8 81
Metallica I Disappear 2000-05-13 wk9 78
Metallica I Disappear 2000-05-13 wk10 84
Metallica I Disappear 2000-05-13 wk11 83
Metallica I Disappear 2000-05-13 wk12 82
Metallica I Disappear 2000-05-13 wk13 87
Metallica I Disappear 2000-05-13 wk14 88
Metallica I Disappear 2000-05-13 wk15 91
Metallica I Disappear 2000-05-13 wk16 94
Metallica I Disappear 2000-05-13 wk17 98
Metallica I Disappear 2000-05-13 wk18 95
Metallica I Disappear 2000-05-13 wk19 89
Metallica I Disappear 2000-05-13 wk20 95
Metallica No Leaf Clover (Live… 2000-02-12 wk1 86
Metallica No Leaf Clover (Live… 2000-02-12 wk2 81
Metallica No Leaf Clover (Live… 2000-02-12 wk3 78
Metallica No Leaf Clover (Live… 2000-02-12 wk4 76
Metallica No Leaf Clover (Live… 2000-02-12 wk5 74
Metallica No Leaf Clover (Live… 2000-02-12 wk6 80
Metallica No Leaf Clover (Live… 2000-02-12 wk7 86
Metallica No Leaf Clover (Live… 2000-02-12 wk8 93
Metallica No Leaf Clover (Live… 2000-02-12 wk9 95
Metallica No Leaf Clover (Live… 2000-02-12 wk10 95
Montgomery Gentry Daddy Won’t Sell The… 2000-03-04 wk1 87
Montgomery Gentry Daddy Won’t Sell The… 2000-03-04 wk2 83
Montgomery Gentry Daddy Won’t Sell The… 2000-03-04 wk3 81
Montgomery Gentry Daddy Won’t Sell The… 2000-03-04 wk4 79
Montgomery Gentry Daddy Won’t Sell The… 2000-03-04 wk5 81
Montgomery Gentry Daddy Won’t Sell The… 2000-03-04 wk6 96
Montgomery, John Michael The Little Girl 2000-09-09 wk1 81
Montgomery, John Michael The Little Girl 2000-09-09 wk2 67
Montgomery, John Michael The Little Girl 2000-09-09 wk3 64
Montgomery, John Michael The Little Girl 2000-09-09 wk4 56
Montgomery, John Michael The Little Girl 2000-09-09 wk5 45
Montgomery, John Michael The Little Girl 2000-09-09 wk6 41
Montgomery, John Michael The Little Girl 2000-09-09 wk7 41
Montgomery, John Michael The Little Girl 2000-09-09 wk8 35
Montgomery, John Michael The Little Girl 2000-09-09 wk9 35
Montgomery, John Michael The Little Girl 2000-09-09 wk10 38
Montgomery, John Michael The Little Girl 2000-09-09 wk11 37
Montgomery, John Michael The Little Girl 2000-09-09 wk12 42
Montgomery, John Michael The Little Girl 2000-09-09 wk13 45
Montgomery, John Michael The Little Girl 2000-09-09 wk14 50
Montgomery, John Michael The Little Girl 2000-09-09 wk15 57
Montgomery, John Michael The Little Girl 2000-09-09 wk16 63
Montgomery, John Michael The Little Girl 2000-09-09 wk17 62
Montgomery, John Michael The Little Girl 2000-09-09 wk18 83
Montgomery, John Michael The Little Girl 2000-09-09 wk19 74
Montgomery, John Michael The Little Girl 2000-09-09 wk20 74
Moore, Chante Straight Up 2000-10-28 wk1 98
Moore, Chante Straight Up 2000-10-28 wk2 98
Moore, Chante Straight Up 2000-10-28 wk3 97
Moore, Chante Straight Up 2000-10-28 wk4 90
Moore, Chante Straight Up 2000-10-28 wk5 85
Moore, Chante Straight Up 2000-10-28 wk6 83
Moore, Chante Straight Up 2000-10-28 wk7 83
Moore, Chante Straight Up 2000-10-28 wk8 97
Moore, Chante Straight Up 2000-10-28 wk9 98
Moore, Mandy I Wanna Be With You 2000-06-17 wk1 69
Moore, Mandy I Wanna Be With You 2000-06-17 wk2 63
Moore, Mandy I Wanna Be With You 2000-06-17 wk3 54
Moore, Mandy I Wanna Be With You 2000-06-17 wk4 50
Moore, Mandy I Wanna Be With You 2000-06-17 wk5 45
Moore, Mandy I Wanna Be With You 2000-06-17 wk6 42
Moore, Mandy I Wanna Be With You 2000-06-17 wk7 31
Moore, Mandy I Wanna Be With You 2000-06-17 wk8 28
Moore, Mandy I Wanna Be With You 2000-06-17 wk9 24
Moore, Mandy I Wanna Be With You 2000-06-17 wk10 34
Moore, Mandy I Wanna Be With You 2000-06-17 wk11 42
Moore, Mandy I Wanna Be With You 2000-06-17 wk12 53
Moore, Mandy I Wanna Be With You 2000-06-17 wk13 65
Moore, Mandy I Wanna Be With You 2000-06-17 wk14 66
Moore, Mandy I Wanna Be With You 2000-06-17 wk15 77
Moore, Mandy I Wanna Be With You 2000-06-17 wk16 94
Moore, Mandy I Wanna Be With You 2000-06-17 wk17 99
Moore, Mandy I Wanna Be With You 2000-06-17 wk22 93
Moore, Mandy I Wanna Be With You 2000-06-17 wk23 91
Moore, Mandy I Wanna Be With You 2000-06-17 wk24 91
Moore, Mandy I Wanna Be With You 2000-06-17 wk25 90
Moore, Mandy I Wanna Be With You 2000-06-17 wk26 89
Moore, Mandy I Wanna Be With You 2000-06-17 wk27 86
Mumba, Samantha Gotta Tell You 2000-09-09 wk1 85
Mumba, Samantha Gotta Tell You 2000-09-09 wk2 72
Mumba, Samantha Gotta Tell You 2000-09-09 wk3 65
Mumba, Samantha Gotta Tell You 2000-09-09 wk4 49
Mumba, Samantha Gotta Tell You 2000-09-09 wk5 39
Mumba, Samantha Gotta Tell You 2000-09-09 wk6 25
Mumba, Samantha Gotta Tell You 2000-09-09 wk7 20
Mumba, Samantha Gotta Tell You 2000-09-09 wk8 10
Mumba, Samantha Gotta Tell You 2000-09-09 wk9 9
Mumba, Samantha Gotta Tell You 2000-09-09 wk10 8
Mumba, Samantha Gotta Tell You 2000-09-09 wk11 6
Mumba, Samantha Gotta Tell You 2000-09-09 wk12 5
Mumba, Samantha Gotta Tell You 2000-09-09 wk13 7
Mumba, Samantha Gotta Tell You 2000-09-09 wk14 4
Mumba, Samantha Gotta Tell You 2000-09-09 wk15 6
Mumba, Samantha Gotta Tell You 2000-09-09 wk16 7
Mumba, Samantha Gotta Tell You 2000-09-09 wk17 13
Mumba, Samantha Gotta Tell You 2000-09-09 wk18 17
Mumba, Samantha Gotta Tell You 2000-09-09 wk19 17
Mumba, Samantha Gotta Tell You 2000-09-09 wk20 23
Mumba, Samantha Gotta Tell You 2000-09-09 wk21 29
Mumba, Samantha Gotta Tell You 2000-09-09 wk22 36
Musiq Just Friends 2000-10-14 wk1 89
Musiq Just Friends 2000-10-14 wk2 83
Musiq Just Friends 2000-10-14 wk3 65
Musiq Just Friends 2000-10-14 wk4 55
Musiq Just Friends 2000-10-14 wk5 54
Musiq Just Friends 2000-10-14 wk6 54
Musiq Just Friends 2000-10-14 wk7 52
Musiq Just Friends 2000-10-14 wk8 44
Musiq Just Friends 2000-10-14 wk9 41
Musiq Just Friends 2000-10-14 wk10 34
Musiq Just Friends 2000-10-14 wk11 32
Musiq Just Friends 2000-10-14 wk12 31
Musiq Just Friends 2000-10-14 wk13 35
Musiq Just Friends 2000-10-14 wk14 34
Musiq Just Friends 2000-10-14 wk15 41
Musiq Just Friends 2000-10-14 wk16 41
Musiq Just Friends 2000-10-14 wk17 48
Musiq Just Friends 2000-10-14 wk18 54
Musiq Just Friends 2000-10-14 wk19 58
Musiq Just Friends 2000-10-14 wk20 68
Mya Case Of The Ex (What… 2000-08-19 wk1 72
Mya Case Of The Ex (What… 2000-08-19 wk2 57
Mya Case Of The Ex (What… 2000-08-19 wk3 52
Mya Case Of The Ex (What… 2000-08-19 wk4 47
Mya Case Of The Ex (What… 2000-08-19 wk5 42
Mya Case Of The Ex (What… 2000-08-19 wk6 31
Mya Case Of The Ex (What… 2000-08-19 wk7 24
Mya Case Of The Ex (What… 2000-08-19 wk8 18
Mya Case Of The Ex (What… 2000-08-19 wk9 17
Mya Case Of The Ex (What… 2000-08-19 wk10 17
Mya Case Of The Ex (What… 2000-08-19 wk11 17
Mya Case Of The Ex (What… 2000-08-19 wk12 10
Mya Case Of The Ex (What… 2000-08-19 wk13 9
Mya Case Of The Ex (What… 2000-08-19 wk14 9
Mya Case Of The Ex (What… 2000-08-19 wk15 7
Mya Case Of The Ex (What… 2000-08-19 wk16 2
Mya Case Of The Ex (What… 2000-08-19 wk17 2
Mya Case Of The Ex (What… 2000-08-19 wk18 2
Mya Case Of The Ex (What… 2000-08-19 wk19 3
Mya Case Of The Ex (What… 2000-08-19 wk20 4
Mya Case Of The Ex (What… 2000-08-19 wk21 4
Mya Case Of The Ex (What… 2000-08-19 wk22 4
Mya Case Of The Ex (What… 2000-08-19 wk23 4
Mya Case Of The Ex (What… 2000-08-19 wk24 8
Mya Case Of The Ex (What… 2000-08-19 wk25 11
Mya Case Of The Ex (What… 2000-08-19 wk26 15
Mya Case Of The Ex (What… 2000-08-19 wk27 19
Mya Case Of The Ex (What… 2000-08-19 wk28 24
Mya Case Of The Ex (What… 2000-08-19 wk29 23
Mya Case Of The Ex (What… 2000-08-19 wk30 35
Mya The Best Of Me 2000-04-15 wk1 85
Mya The Best Of Me 2000-04-15 wk2 70
Mya The Best Of Me 2000-04-15 wk3 65
Mya The Best Of Me 2000-04-15 wk4 62
Mya The Best Of Me 2000-04-15 wk5 55
Mya The Best Of Me 2000-04-15 wk6 50
Mya The Best Of Me 2000-04-15 wk7 50
Mya The Best Of Me 2000-04-15 wk8 56
Mya The Best Of Me 2000-04-15 wk9 61
Mya The Best Of Me 2000-04-15 wk10 61
Mya The Best Of Me 2000-04-15 wk11 72
Mya The Best Of Me 2000-04-15 wk12 84
Mya The Best Of Me 2000-04-15 wk13 81
Mya The Best Of Me 2000-04-15 wk14 86
Mya The Best Of Me 2000-04-15 wk15 86
Mya The Best Of Me 2000-04-15 wk16 94
Mya The Best Of Me 2000-04-15 wk17 97
Mystikal Shake Ya Ass 2000-08-12 wk1 97
Mystikal Shake Ya Ass 2000-08-12 wk2 90
Mystikal Shake Ya Ass 2000-08-12 wk3 65
Mystikal Shake Ya Ass 2000-08-12 wk4 41
Mystikal Shake Ya Ass 2000-08-12 wk5 34
Mystikal Shake Ya Ass 2000-08-12 wk6 25
Mystikal Shake Ya Ass 2000-08-12 wk7 22
Mystikal Shake Ya Ass 2000-08-12 wk8 15
Mystikal Shake Ya Ass 2000-08-12 wk9 15
Mystikal Shake Ya Ass 2000-08-12 wk10 14
Mystikal Shake Ya Ass 2000-08-12 wk11 14
Mystikal Shake Ya Ass 2000-08-12 wk12 13
Mystikal Shake Ya Ass 2000-08-12 wk13 13
Mystikal Shake Ya Ass 2000-08-12 wk14 13
Mystikal Shake Ya Ass 2000-08-12 wk15 17
Mystikal Shake Ya Ass 2000-08-12 wk16 19
Mystikal Shake Ya Ass 2000-08-12 wk17 24
Mystikal Shake Ya Ass 2000-08-12 wk18 30
Mystikal Shake Ya Ass 2000-08-12 wk19 42
Mystikal Shake Ya Ass 2000-08-12 wk20 58
N’Sync Bye Bye Bye 2000-01-29 wk1 42
N’Sync Bye Bye Bye 2000-01-29 wk2 20
N’Sync Bye Bye Bye 2000-01-29 wk3 19
N’Sync Bye Bye Bye 2000-01-29 wk4 14
N’Sync Bye Bye Bye 2000-01-29 wk5 13
N’Sync Bye Bye Bye 2000-01-29 wk6 7
N’Sync Bye Bye Bye 2000-01-29 wk7 6
N’Sync Bye Bye Bye 2000-01-29 wk8 5
N’Sync Bye Bye Bye 2000-01-29 wk9 5
N’Sync Bye Bye Bye 2000-01-29 wk10 5
N’Sync Bye Bye Bye 2000-01-29 wk11 5
N’Sync Bye Bye Bye 2000-01-29 wk12 4
N’Sync Bye Bye Bye 2000-01-29 wk13 4
N’Sync Bye Bye Bye 2000-01-29 wk14 6
N’Sync Bye Bye Bye 2000-01-29 wk15 6
N’Sync Bye Bye Bye 2000-01-29 wk16 7
N’Sync Bye Bye Bye 2000-01-29 wk17 9
N’Sync Bye Bye Bye 2000-01-29 wk18 12
N’Sync Bye Bye Bye 2000-01-29 wk19 18
N’Sync Bye Bye Bye 2000-01-29 wk20 20
N’Sync Bye Bye Bye 2000-01-29 wk21 27
N’Sync Bye Bye Bye 2000-01-29 wk22 34
N’Sync Bye Bye Bye 2000-01-29 wk23 40
N’Sync It’s Gonna Be Me 2000-05-06 wk1 82
N’Sync It’s Gonna Be Me 2000-05-06 wk2 70
N’Sync It’s Gonna Be Me 2000-05-06 wk3 51
N’Sync It’s Gonna Be Me 2000-05-06 wk4 39
N’Sync It’s Gonna Be Me 2000-05-06 wk5 26
N’Sync It’s Gonna Be Me 2000-05-06 wk6 19
N’Sync It’s Gonna Be Me 2000-05-06 wk7 15
N’Sync It’s Gonna Be Me 2000-05-06 wk8 9
N’Sync It’s Gonna Be Me 2000-05-06 wk9 7
N’Sync It’s Gonna Be Me 2000-05-06 wk10 7
N’Sync It’s Gonna Be Me 2000-05-06 wk11 5
N’Sync It’s Gonna Be Me 2000-05-06 wk12 4
N’Sync It’s Gonna Be Me 2000-05-06 wk13 1
N’Sync It’s Gonna Be Me 2000-05-06 wk14 1
N’Sync It’s Gonna Be Me 2000-05-06 wk15 3
N’Sync It’s Gonna Be Me 2000-05-06 wk16 4
N’Sync It’s Gonna Be Me 2000-05-06 wk17 6
N’Sync It’s Gonna Be Me 2000-05-06 wk18 10
N’Sync It’s Gonna Be Me 2000-05-06 wk19 13
N’Sync It’s Gonna Be Me 2000-05-06 wk20 15
N’Sync It’s Gonna Be Me 2000-05-06 wk21 18
N’Sync It’s Gonna Be Me 2000-05-06 wk22 23
N’Sync It’s Gonna Be Me 2000-05-06 wk23 28
N’Sync It’s Gonna Be Me 2000-05-06 wk24 38
N’Sync It’s Gonna Be Me 2000-05-06 wk25 48
N’Sync This I Promise You 2000-09-30 wk1 68
N’Sync This I Promise You 2000-09-30 wk2 31
N’Sync This I Promise You 2000-09-30 wk3 19
N’Sync This I Promise You 2000-09-30 wk4 15
N’Sync This I Promise You 2000-09-30 wk5 11
N’Sync This I Promise You 2000-09-30 wk6 6
N’Sync This I Promise You 2000-09-30 wk7 7
N’Sync This I Promise You 2000-09-30 wk8 7
N’Sync This I Promise You 2000-09-30 wk9 6
N’Sync This I Promise You 2000-09-30 wk10 5
N’Sync This I Promise You 2000-09-30 wk11 6
N’Sync This I Promise You 2000-09-30 wk12 7
N’Sync This I Promise You 2000-09-30 wk13 10
N’Sync This I Promise You 2000-09-30 wk14 12
N’Sync This I Promise You 2000-09-30 wk15 11
N’Sync This I Promise You 2000-09-30 wk16 9
N’Sync This I Promise You 2000-09-30 wk17 11
N’Sync This I Promise You 2000-09-30 wk18 12
N’Sync This I Promise You 2000-09-30 wk19 20
N’Sync This I Promise You 2000-09-30 wk20 22
N’Sync This I Promise You 2000-09-30 wk21 26
N’Sync This I Promise You 2000-09-30 wk22 30
N’Sync This I Promise You 2000-09-30 wk23 30
N’Sync This I Promise You 2000-09-30 wk24 39
N’Sync This I Promise You 2000-09-30 wk25 41
N’Sync This I Promise You 2000-09-30 wk26 49
Nas You Owe Me 2000-03-25 wk1 74
Nas You Owe Me 2000-03-25 wk2 72
Nas You Owe Me 2000-03-25 wk3 68
Nas You Owe Me 2000-03-25 wk4 59
Nas You Owe Me 2000-03-25 wk5 59
Nas You Owe Me 2000-03-25 wk6 59
Nas You Owe Me 2000-03-25 wk7 67
Nas You Owe Me 2000-03-25 wk8 67
Nas You Owe Me 2000-03-25 wk9 63
Nas You Owe Me 2000-03-25 wk10 69
Nas You Owe Me 2000-03-25 wk11 75
Nas You Owe Me 2000-03-25 wk12 82
Nas You Owe Me 2000-03-25 wk13 79
Nas You Owe Me 2000-03-25 wk14 88
Nas You Owe Me 2000-03-25 wk15 95
Nas You Owe Me 2000-03-25 wk16 96
Nelly (Hot S**t) Country G… 2000-04-29 wk1 100
Nelly (Hot S**t) Country G… 2000-04-29 wk2 99
Nelly (Hot S**t) Country G… 2000-04-29 wk3 96
Nelly (Hot S**t) Country G… 2000-04-29 wk4 76
Nelly (Hot S**t) Country G… 2000-04-29 wk5 55
Nelly (Hot S**t) Country G… 2000-04-29 wk6 37
Nelly (Hot S**t) Country G… 2000-04-29 wk7 24
Nelly (Hot S**t) Country G… 2000-04-29 wk8 24
Nelly (Hot S**t) Country G… 2000-04-29 wk9 30
Nelly (Hot S**t) Country G… 2000-04-29 wk10 36
Nelly (Hot S**t) Country G… 2000-04-29 wk11 37
Nelly (Hot S**t) Country G… 2000-04-29 wk12 30
Nelly (Hot S**t) Country G… 2000-04-29 wk13 23
Nelly (Hot S**t) Country G… 2000-04-29 wk14 21
Nelly (Hot S**t) Country G… 2000-04-29 wk15 17
Nelly (Hot S**t) Country G… 2000-04-29 wk16 17
Nelly (Hot S**t) Country G… 2000-04-29 wk17 15
Nelly (Hot S**t) Country G… 2000-04-29 wk18 11
Nelly (Hot S**t) Country G… 2000-04-29 wk19 11
Nelly (Hot S**t) Country G… 2000-04-29 wk20 10
Nelly (Hot S**t) Country G… 2000-04-29 wk21 7
Nelly (Hot S**t) Country G… 2000-04-29 wk22 7
Nelly (Hot S**t) Country G… 2000-04-29 wk23 8
Nelly (Hot S**t) Country G… 2000-04-29 wk24 10
Nelly (Hot S**t) Country G… 2000-04-29 wk25 11
Nelly (Hot S**t) Country G… 2000-04-29 wk26 12
Nelly (Hot S**t) Country G… 2000-04-29 wk27 12
Nelly (Hot S**t) Country G… 2000-04-29 wk28 17
Nelly (Hot S**t) Country G… 2000-04-29 wk29 19
Nelly (Hot S**t) Country G… 2000-04-29 wk30 23
Nelly (Hot S**t) Country G… 2000-04-29 wk31 33
Nelly (Hot S**t) Country G… 2000-04-29 wk32 37
Nelly (Hot S**t) Country G… 2000-04-29 wk33 36
Nelly (Hot S**t) Country G… 2000-04-29 wk34 49
Next Wifey 2000-05-27 wk1 85
Next Wifey 2000-05-27 wk2 61
Next Wifey 2000-05-27 wk3 46
Next Wifey 2000-05-27 wk4 40
Next Wifey 2000-05-27 wk5 36
Next Wifey 2000-05-27 wk6 31
Next Wifey 2000-05-27 wk7 25
Next Wifey 2000-05-27 wk8 22
Next Wifey 2000-05-27 wk9 25
Next Wifey 2000-05-27 wk10 24
Next Wifey 2000-05-27 wk11 21
Next Wifey 2000-05-27 wk12 20
Next Wifey 2000-05-27 wk13 19
Next Wifey 2000-05-27 wk14 19
Next Wifey 2000-05-27 wk15 8
Next Wifey 2000-05-27 wk16 7
Next Wifey 2000-05-27 wk17 10
Next Wifey 2000-05-27 wk18 12
Next Wifey 2000-05-27 wk19 21
Next Wifey 2000-05-27 wk20 25
Next Wifey 2000-05-27 wk21 35
Nine Days Absolutely (Story Of… 2000-05-06 wk1 85
Nine Days Absolutely (Story Of… 2000-05-06 wk2 71
Nine Days Absolutely (Story Of… 2000-05-06 wk3 59
Nine Days Absolutely (Story Of… 2000-05-06 wk4 52
Nine Days Absolutely (Story Of… 2000-05-06 wk5 39
Nine Days Absolutely (Story Of… 2000-05-06 wk6 34
Nine Days Absolutely (Story Of… 2000-05-06 wk7 26
Nine Days Absolutely (Story Of… 2000-05-06 wk8 20
Nine Days Absolutely (Story Of… 2000-05-06 wk9 17
Nine Days Absolutely (Story Of… 2000-05-06 wk10 13
Nine Days Absolutely (Story Of… 2000-05-06 wk11 11
Nine Days Absolutely (Story Of… 2000-05-06 wk12 6
Nine Days Absolutely (Story Of… 2000-05-06 wk13 6
Nine Days Absolutely (Story Of… 2000-05-06 wk14 8
Nine Days Absolutely (Story Of… 2000-05-06 wk15 8
Nine Days Absolutely (Story Of… 2000-05-06 wk16 7
Nine Days Absolutely (Story Of… 2000-05-06 wk17 8
Nine Days Absolutely (Story Of… 2000-05-06 wk18 9
Nine Days Absolutely (Story Of… 2000-05-06 wk19 11
Nine Days Absolutely (Story Of… 2000-05-06 wk20 12
Nine Days Absolutely (Story Of… 2000-05-06 wk21 14
Nine Days Absolutely (Story Of… 2000-05-06 wk22 18
Nine Days Absolutely (Story Of… 2000-05-06 wk23 26
Nine Days Absolutely (Story Of… 2000-05-06 wk24 30
Nine Days Absolutely (Story Of… 2000-05-06 wk25 36
Nine Days Absolutely (Story Of… 2000-05-06 wk26 41
Nine Days Absolutely (Story Of… 2000-05-06 wk27 48
Nine Days If I Am 2000-12-02 wk1 68
Nine Days If I Am 2000-12-02 wk2 68
Nine Days If I Am 2000-12-02 wk3 81
Nine Days If I Am 2000-12-02 wk4 94
Nine Days If I Am 2000-12-02 wk5 100
No Doubt Simple Kind Of Life 2000-07-01 wk1 50
No Doubt Simple Kind Of Life 2000-07-01 wk2 40
No Doubt Simple Kind Of Life 2000-07-01 wk3 39
No Doubt Simple Kind Of Life 2000-07-01 wk4 38
No Doubt Simple Kind Of Life 2000-07-01 wk5 38
No Doubt Simple Kind Of Life 2000-07-01 wk6 48
No Doubt Simple Kind Of Life 2000-07-01 wk7 52
No Doubt Simple Kind Of Life 2000-07-01 wk8 55
No Doubt Simple Kind Of Life 2000-07-01 wk9 80
No Doubt Simple Kind Of Life 2000-07-01 wk10 85
No Doubt Simple Kind Of Life 2000-07-01 wk11 88
No Doubt Simple Kind Of Life 2000-07-01 wk12 100
No Doubt Simple Kind Of Life 2000-07-01 wk13 98
Nu Flavor 3 Little Words 2000-06-03 wk1 97
Nu Flavor 3 Little Words 2000-06-03 wk2 97
Nu Flavor 3 Little Words 2000-06-03 wk3 89
Nu Flavor 3 Little Words 2000-06-03 wk4 89
Nu Flavor 3 Little Words 2000-06-03 wk5 94
Nu Flavor 3 Little Words 2000-06-03 wk6 90
Nu Flavor 3 Little Words 2000-06-03 wk7 99
Nu Flavor 3 Little Words 2000-06-03 wk8 97
Nu Flavor 3 Little Words 2000-06-03 wk9 98
Offspring, The Original Prankster 2000-11-25 wk1 74
Offspring, The Original Prankster 2000-11-25 wk2 71
Offspring, The Original Prankster 2000-11-25 wk3 70
Offspring, The Original Prankster 2000-11-25 wk4 70
Offspring, The Original Prankster 2000-11-25 wk5 77
Offspring, The Original Prankster 2000-11-25 wk6 78
Offspring, The Original Prankster 2000-11-25 wk7 91
Offspring, The Original Prankster 2000-11-25 wk8 89
Offspring, The Original Prankster 2000-11-25 wk9 92
Paisley, Brad Me Neither 2000-05-13 wk1 87
Paisley, Brad Me Neither 2000-05-13 wk2 85
Paisley, Brad Me Neither 2000-05-13 wk3 90
Paisley, Brad Me Neither 2000-05-13 wk4 92
Paisley, Brad We Danced 2000-10-14 wk1 71
Paisley, Brad We Danced 2000-10-14 wk2 68
Paisley, Brad We Danced 2000-10-14 wk3 52
Paisley, Brad We Danced 2000-10-14 wk4 52
Paisley, Brad We Danced 2000-10-14 wk5 45
Paisley, Brad We Danced 2000-10-14 wk6 42
Paisley, Brad We Danced 2000-10-14 wk7 39
Paisley, Brad We Danced 2000-10-14 wk8 34
Paisley, Brad We Danced 2000-10-14 wk9 34
Paisley, Brad We Danced 2000-10-14 wk10 29
Paisley, Brad We Danced 2000-10-14 wk11 36
Paisley, Brad We Danced 2000-10-14 wk12 42
Paisley, Brad We Danced 2000-10-14 wk13 55
Paisley, Brad We Danced 2000-10-14 wk14 53
Paisley, Brad We Danced 2000-10-14 wk15 57
Paisley, Brad We Danced 2000-10-14 wk16 64
Paisley, Brad We Danced 2000-10-14 wk17 72
Paisley, Brad We Danced 2000-10-14 wk18 84
Paisley, Brad We Danced 2000-10-14 wk19 83
Paisley, Brad We Danced 2000-10-14 wk20 86
Papa Roach Last Resort 2000-07-29 wk1 75
Papa Roach Last Resort 2000-07-29 wk2 71
Papa Roach Last Resort 2000-07-29 wk3 69
Papa Roach Last Resort 2000-07-29 wk4 69
Papa Roach Last Resort 2000-07-29 wk5 66
Papa Roach Last Resort 2000-07-29 wk6 64
Papa Roach Last Resort 2000-07-29 wk7 61
Papa Roach Last Resort 2000-07-29 wk8 61
Papa Roach Last Resort 2000-07-29 wk9 66
Papa Roach Last Resort 2000-07-29 wk10 64
Papa Roach Last Resort 2000-07-29 wk11 63
Papa Roach Last Resort 2000-07-29 wk12 60
Papa Roach Last Resort 2000-07-29 wk13 65
Papa Roach Last Resort 2000-07-29 wk14 66
Papa Roach Last Resort 2000-07-29 wk15 62
Papa Roach Last Resort 2000-07-29 wk16 66
Papa Roach Last Resort 2000-07-29 wk17 64
Papa Roach Last Resort 2000-07-29 wk18 64
Papa Roach Last Resort 2000-07-29 wk19 57
Papa Roach Last Resort 2000-07-29 wk20 72
Pearl Jam Nothing As It Seems 2000-05-13 wk1 49
Pearl Jam Nothing As It Seems 2000-05-13 wk2 70
Pearl Jam Nothing As It Seems 2000-05-13 wk3 84
Pearl Jam Nothing As It Seems 2000-05-13 wk4 89
Pearl Jam Nothing As It Seems 2000-05-13 wk5 93
Pearl Jam Nothing As It Seems 2000-05-13 wk6 91
Pink Most Girls 2000-08-12 wk1 85
Pink Most Girls 2000-08-12 wk2 70
Pink Most Girls 2000-08-12 wk3 52
Pink Most Girls 2000-08-12 wk4 36
Pink Most Girls 2000-08-12 wk5 27
Pink Most Girls 2000-08-12 wk6 21
Pink Most Girls 2000-08-12 wk7 15
Pink Most Girls 2000-08-12 wk8 13
Pink Most Girls 2000-08-12 wk9 12
Pink Most Girls 2000-08-12 wk10 8
Pink Most Girls 2000-08-12 wk11 5
Pink Most Girls 2000-08-12 wk12 5
Pink Most Girls 2000-08-12 wk13 5
Pink Most Girls 2000-08-12 wk14 6
Pink Most Girls 2000-08-12 wk15 5
Pink Most Girls 2000-08-12 wk16 4
Pink Most Girls 2000-08-12 wk17 6
Pink Most Girls 2000-08-12 wk18 8
Pink Most Girls 2000-08-12 wk19 11
Pink Most Girls 2000-08-12 wk20 14
Pink Most Girls 2000-08-12 wk21 14
Pink Most Girls 2000-08-12 wk22 16
Pink Most Girls 2000-08-12 wk23 18
Pink Most Girls 2000-08-12 wk24 21
Pink Most Girls 2000-08-12 wk25 26
Pink Most Girls 2000-08-12 wk26 39
Pink Most Girls 2000-08-12 wk27 46
Pink There U Go 2000-03-04 wk1 25
Pink There U Go 2000-03-04 wk2 15
Pink There U Go 2000-03-04 wk3 12
Pink There U Go 2000-03-04 wk4 11
Pink There U Go 2000-03-04 wk5 11
Pink There U Go 2000-03-04 wk6 7
Pink There U Go 2000-03-04 wk7 7
Pink There U Go 2000-03-04 wk8 12
Pink There U Go 2000-03-04 wk9 14
Pink There U Go 2000-03-04 wk10 15
Pink There U Go 2000-03-04 wk11 15
Pink There U Go 2000-03-04 wk12 17
Pink There U Go 2000-03-04 wk13 19
Pink There U Go 2000-03-04 wk14 16
Pink There U Go 2000-03-04 wk15 15
Pink There U Go 2000-03-04 wk16 14
Pink There U Go 2000-03-04 wk17 12
Pink There U Go 2000-03-04 wk18 10
Pink There U Go 2000-03-04 wk19 10
Pink There U Go 2000-03-04 wk20 10
Pink There U Go 2000-03-04 wk21 8
Pink There U Go 2000-03-04 wk22 9
Pink There U Go 2000-03-04 wk23 12
Pink There U Go 2000-03-04 wk24 16
Pink There U Go 2000-03-04 wk25 20
Pink There U Go 2000-03-04 wk26 22
Pink There U Go 2000-03-04 wk27 33
Pink There U Go 2000-03-04 wk28 39
Pink There U Go 2000-03-04 wk29 39
Pink There U Go 2000-03-04 wk30 41
Pink There U Go 2000-03-04 wk31 46
Pink There U Go 2000-03-04 wk32 44
Price, Kelly As We Lay 2000-07-15 wk1 82
Price, Kelly As We Lay 2000-07-15 wk2 69
Price, Kelly As We Lay 2000-07-15 wk3 69
Price, Kelly As We Lay 2000-07-15 wk4 64
Price, Kelly As We Lay 2000-07-15 wk5 71
Price, Kelly As We Lay 2000-07-15 wk6 79
Price, Kelly As We Lay 2000-07-15 wk7 82
Price, Kelly As We Lay 2000-07-15 wk8 89
Price, Kelly Love Sets You Free 2000-05-13 wk1 92
Price, Kelly Love Sets You Free 2000-05-13 wk2 91
Price, Kelly Love Sets You Free 2000-05-13 wk3 98
Price, Kelly Love Sets You Free 2000-05-13 wk4 100
Price, Kelly You Should’ve Told M… 2000-09-23 wk1 91
Price, Kelly You Should’ve Told M… 2000-09-23 wk2 91
Price, Kelly You Should’ve Told M… 2000-09-23 wk3 91
Price, Kelly You Should’ve Told M… 2000-09-23 wk4 87
Price, Kelly You Should’ve Told M… 2000-09-23 wk5 86
Price, Kelly You Should’ve Told M… 2000-09-23 wk6 79
Price, Kelly You Should’ve Told M… 2000-09-23 wk7 79
Price, Kelly You Should’ve Told M… 2000-09-23 wk8 75
Price, Kelly You Should’ve Told M… 2000-09-23 wk9 70
Price, Kelly You Should’ve Told M… 2000-09-23 wk10 68
Price, Kelly You Should’ve Told M… 2000-09-23 wk11 64
Price, Kelly You Should’ve Told M… 2000-09-23 wk12 64
Price, Kelly You Should’ve Told M… 2000-09-23 wk13 68
Price, Kelly You Should’ve Told M… 2000-09-23 wk14 70
Price, Kelly You Should’ve Told M… 2000-09-23 wk15 74
Price, Kelly You Should’ve Told M… 2000-09-23 wk16 90
Price, Kelly You Should’ve Told M… 2000-09-23 wk17 86
Price, Kelly You Should’ve Told M… 2000-09-23 wk18 85
Price, Kelly You Should’ve Told M… 2000-09-23 wk19 93
Price, Kelly You Should’ve Told M… 2000-09-23 wk20 92
Profyle Liar 2000-09-16 wk1 52
Profyle Liar 2000-09-16 wk2 32
Profyle Liar 2000-09-16 wk3 25
Profyle Liar 2000-09-16 wk4 17
Profyle Liar 2000-09-16 wk5 16
Profyle Liar 2000-09-16 wk6 16
Profyle Liar 2000-09-16 wk7 14
Profyle Liar 2000-09-16 wk8 19
Profyle Liar 2000-09-16 wk9 24
Profyle Liar 2000-09-16 wk10 33
Profyle Liar 2000-09-16 wk11 35
Profyle Liar 2000-09-16 wk12 43
Profyle Liar 2000-09-16 wk13 54
Profyle Liar 2000-09-16 wk14 61
Profyle Liar 2000-09-16 wk15 69
Profyle Liar 2000-09-16 wk16 75
Profyle Liar 2000-09-16 wk17 86
Profyle Liar 2000-09-16 wk18 81
Profyle Liar 2000-09-16 wk19 94
Profyle Liar 2000-09-16 wk20 99
Puff Daddy Best Friend 2000-02-12 wk1 65
Puff Daddy Best Friend 2000-02-12 wk2 59
Puff Daddy Best Friend 2000-02-12 wk3 62
Puff Daddy Best Friend 2000-02-12 wk4 79
Puff Daddy Best Friend 2000-02-12 wk5 99
Q-Tip Breathe And Stop 2000-01-22 wk1 71
Q-Tip Breathe And Stop 2000-01-22 wk2 71
Q-Tip Breathe And Stop 2000-01-22 wk3 81
Q-Tip Breathe And Stop 2000-01-22 wk4 82
Q-Tip Breathe And Stop 2000-01-22 wk5 96
R.E.M. The Great Beyond 1999-12-25 wk1 79
R.E.M. The Great Beyond 1999-12-25 wk2 79
R.E.M. The Great Beyond 1999-12-25 wk3 70
R.E.M. The Great Beyond 1999-12-25 wk4 62
R.E.M. The Great Beyond 1999-12-25 wk5 60
R.E.M. The Great Beyond 1999-12-25 wk6 57
R.E.M. The Great Beyond 1999-12-25 wk7 61
R.E.M. The Great Beyond 1999-12-25 wk8 66
R.E.M. The Great Beyond 1999-12-25 wk9 60
R.E.M. The Great Beyond 1999-12-25 wk10 59
R.E.M. The Great Beyond 1999-12-25 wk11 60
R.E.M. The Great Beyond 1999-12-25 wk12 63
R.E.M. The Great Beyond 1999-12-25 wk13 79
R.E.M. The Great Beyond 1999-12-25 wk14 91
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk1 87
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk2 78
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk3 72
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk4 68
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk5 66
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk6 64
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk7 58
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk8 58
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk9 56
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk10 54
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk11 49
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk12 46
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk13 46
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk14 41
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk15 38
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk16 38
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk17 47
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk18 65
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk19 72
Rascal Flatts Prayin’ For Daylight 2000-05-06 wk20 77
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk1 91
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk2 85
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk3 75
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk4 73
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk5 67
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk6 63
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk7 63
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk8 63
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk9 56
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk10 49
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk11 48
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk12 46
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk13 44
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk14 44
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk15 43
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk16 45
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk17 53
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk18 66
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk19 73
Raye, Collin Couldn’t Last A Mome… 2000-03-18 wk20 89
Red Hot Chili Peppers Californication 2000-07-29 wk1 72
Red Hot Chili Peppers Californication 2000-07-29 wk2 72
Red Hot Chili Peppers Californication 2000-07-29 wk3 72
Red Hot Chili Peppers Californication 2000-07-29 wk4 77
Red Hot Chili Peppers Californication 2000-07-29 wk5 79
Red Hot Chili Peppers Californication 2000-07-29 wk6 77
Red Hot Chili Peppers Californication 2000-07-29 wk7 75
Red Hot Chili Peppers Californication 2000-07-29 wk8 84
Red Hot Chili Peppers Californication 2000-07-29 wk9 85
Red Hot Chili Peppers Californication 2000-07-29 wk10 79
Red Hot Chili Peppers Californication 2000-07-29 wk11 74
Red Hot Chili Peppers Californication 2000-07-29 wk12 69
Red Hot Chili Peppers Californication 2000-07-29 wk13 74
Red Hot Chili Peppers Californication 2000-07-29 wk14 75
Red Hot Chili Peppers Californication 2000-07-29 wk15 77
Red Hot Chili Peppers Californication 2000-07-29 wk16 71
Red Hot Chili Peppers Californication 2000-07-29 wk17 78
Red Hot Chili Peppers Californication 2000-07-29 wk18 89
Red Hot Chili Peppers Californication 2000-07-29 wk19 97
Red Hot Chili Peppers Otherside 2000-02-12 wk1 80
Red Hot Chili Peppers Otherside 2000-02-12 wk2 72
Red Hot Chili Peppers Otherside 2000-02-12 wk3 65
Red Hot Chili Peppers Otherside 2000-02-12 wk4 52
Red Hot Chili Peppers Otherside 2000-02-12 wk5 51
Red Hot Chili Peppers Otherside 2000-02-12 wk6 49
Red Hot Chili Peppers Otherside 2000-02-12 wk7 40
Red Hot Chili Peppers Otherside 2000-02-12 wk8 37
Red Hot Chili Peppers Otherside 2000-02-12 wk9 32
Red Hot Chili Peppers Otherside 2000-02-12 wk10 29
Red Hot Chili Peppers Otherside 2000-02-12 wk11 29
Red Hot Chili Peppers Otherside 2000-02-12 wk12 29
Red Hot Chili Peppers Otherside 2000-02-12 wk13 29
Red Hot Chili Peppers Otherside 2000-02-12 wk14 24
Red Hot Chili Peppers Otherside 2000-02-12 wk15 18
Red Hot Chili Peppers Otherside 2000-02-12 wk16 14
Red Hot Chili Peppers Otherside 2000-02-12 wk17 15
Red Hot Chili Peppers Otherside 2000-02-12 wk18 16
Red Hot Chili Peppers Otherside 2000-02-12 wk19 19
Red Hot Chili Peppers Otherside 2000-02-12 wk20 22
Red Hot Chili Peppers Otherside 2000-02-12 wk21 29
Red Hot Chili Peppers Otherside 2000-02-12 wk22 45
Rimes, LeAnn Big Deal 1999-10-16 wk1 71
Rimes, LeAnn Big Deal 1999-10-16 wk2 52
Rimes, LeAnn Big Deal 1999-10-16 wk3 51
Rimes, LeAnn Big Deal 1999-10-16 wk4 51
Rimes, LeAnn Big Deal 1999-10-16 wk5 51
Rimes, LeAnn Big Deal 1999-10-16 wk6 48
Rimes, LeAnn Big Deal 1999-10-16 wk7 41
Rimes, LeAnn Big Deal 1999-10-16 wk8 37
Rimes, LeAnn Big Deal 1999-10-16 wk9 29
Rimes, LeAnn Big Deal 1999-10-16 wk10 26
Rimes, LeAnn Big Deal 1999-10-16 wk11 26
Rimes, LeAnn Big Deal 1999-10-16 wk12 23
Rimes, LeAnn Big Deal 1999-10-16 wk13 30
Rimes, LeAnn Big Deal 1999-10-16 wk14 28
Rimes, LeAnn Big Deal 1999-10-16 wk15 27
Rimes, LeAnn Big Deal 1999-10-16 wk16 25
Rimes, LeAnn Big Deal 1999-10-16 wk17 31
Rimes, LeAnn Big Deal 1999-10-16 wk18 43
Rimes, LeAnn Big Deal 1999-10-16 wk19 56
Rimes, LeAnn Big Deal 1999-10-16 wk20 70
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk1 82
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk2 71
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk3 79
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk4 83
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk5 96
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk6 99
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk7 78
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk8 78
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk9 83
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk10 79
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk11 77
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk12 76
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk13 79
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk14 81
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk15 88
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk16 85
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk17 86
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk18 79
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk19 87
Rimes, LeAnn Can’t Fight The Moon… 2000-09-09 wk20 93
Rimes, LeAnn I Need You 2000-05-27 wk1 77
Rimes, LeAnn I Need You 2000-05-27 wk2 68
Rimes, LeAnn I Need You 2000-05-27 wk3 67
Rimes, LeAnn I Need You 2000-05-27 wk4 63
Rimes, LeAnn I Need You 2000-05-27 wk5 59
Rimes, LeAnn I Need You 2000-05-27 wk6 59
Rimes, LeAnn I Need You 2000-05-27 wk7 59
Rimes, LeAnn I Need You 2000-05-27 wk8 53
Rimes, LeAnn I Need You 2000-05-27 wk9 51
Rimes, LeAnn I Need You 2000-05-27 wk10 50
Rimes, LeAnn I Need You 2000-05-27 wk11 13
Rimes, LeAnn I Need You 2000-05-27 wk12 11
Rimes, LeAnn I Need You 2000-05-27 wk13 11
Rimes, LeAnn I Need You 2000-05-27 wk14 15
Rimes, LeAnn I Need You 2000-05-27 wk15 12
Rimes, LeAnn I Need You 2000-05-27 wk16 12
Rimes, LeAnn I Need You 2000-05-27 wk17 13
Rimes, LeAnn I Need You 2000-05-27 wk18 16
Rimes, LeAnn I Need You 2000-05-27 wk19 19
Rimes, LeAnn I Need You 2000-05-27 wk20 21
Rimes, LeAnn I Need You 2000-05-27 wk21 21
Rimes, LeAnn I Need You 2000-05-27 wk22 24
Rimes, LeAnn I Need You 2000-05-27 wk23 25
Rimes, LeAnn I Need You 2000-05-27 wk24 30
Rimes, LeAnn I Need You 2000-05-27 wk25 41
Rogers, Kenny Buy Me A Rose 2000-03-11 wk1 79
Rogers, Kenny Buy Me A Rose 2000-03-11 wk2 72
Rogers, Kenny Buy Me A Rose 2000-03-11 wk3 65
Rogers, Kenny Buy Me A Rose 2000-03-11 wk4 65
Rogers, Kenny Buy Me A Rose 2000-03-11 wk5 54
Rogers, Kenny Buy Me A Rose 2000-03-11 wk6 46
Rogers, Kenny Buy Me A Rose 2000-03-11 wk7 46
Rogers, Kenny Buy Me A Rose 2000-03-11 wk8 43
Rogers, Kenny Buy Me A Rose 2000-03-11 wk9 40
Rogers, Kenny Buy Me A Rose 2000-03-11 wk10 40
Rogers, Kenny Buy Me A Rose 2000-03-11 wk11 46
Rogers, Kenny Buy Me A Rose 2000-03-11 wk12 54
Rogers, Kenny Buy Me A Rose 2000-03-11 wk13 58
Rogers, Kenny Buy Me A Rose 2000-03-11 wk14 66
Rogers, Kenny Buy Me A Rose 2000-03-11 wk15 73
Rogers, Kenny Buy Me A Rose 2000-03-11 wk16 82
Rogers, Kenny Buy Me A Rose 2000-03-11 wk17 86
Rogers, Kenny Buy Me A Rose 2000-03-11 wk18 84
Rogers, Kenny Buy Me A Rose 2000-03-11 wk19 88
Rogers, Kenny Buy Me A Rose 2000-03-11 wk20 91
Ruff Endz No More 2000-07-01 wk1 76
Ruff Endz No More 2000-07-01 wk2 38
Ruff Endz No More 2000-07-01 wk3 19
Ruff Endz No More 2000-07-01 wk4 17
Ruff Endz No More 2000-07-01 wk5 12
Ruff Endz No More 2000-07-01 wk6 15
Ruff Endz No More 2000-07-01 wk7 12
Ruff Endz No More 2000-07-01 wk8 10
Ruff Endz No More 2000-07-01 wk9 7
Ruff Endz No More 2000-07-01 wk10 5
Ruff Endz No More 2000-07-01 wk11 8
Ruff Endz No More 2000-07-01 wk12 8
Ruff Endz No More 2000-07-01 wk13 10
Ruff Endz No More 2000-07-01 wk14 12
Ruff Endz No More 2000-07-01 wk15 14
Ruff Endz No More 2000-07-01 wk16 15
Ruff Endz No More 2000-07-01 wk17 19
Ruff Endz No More 2000-07-01 wk18 23
Ruff Endz No More 2000-07-01 wk19 21
Ruff Endz No More 2000-07-01 wk20 18
Ruff Endz No More 2000-07-01 wk21 19
Ruff Endz No More 2000-07-01 wk22 22
Ruff Endz No More 2000-07-01 wk23 23
Ruff Endz No More 2000-07-01 wk24 24
Ruff Endz No More 2000-07-01 wk25 33
Ruff Endz No More 2000-07-01 wk26 38
Sammie I Like It 2000-01-29 wk1 85
Sammie I Like It 2000-01-29 wk2 68
Sammie I Like It 2000-01-29 wk3 58
Sammie I Like It 2000-01-29 wk4 44
Sammie I Like It 2000-01-29 wk5 40
Sammie I Like It 2000-01-29 wk6 33
Sammie I Like It 2000-01-29 wk7 30
Sammie I Like It 2000-01-29 wk8 29
Sammie I Like It 2000-01-29 wk9 37
Sammie I Like It 2000-01-29 wk10 29
Sammie I Like It 2000-01-29 wk11 29
Sammie I Like It 2000-01-29 wk12 24
Sammie I Like It 2000-01-29 wk13 36
Sammie I Like It 2000-01-29 wk14 46
Sammie I Like It 2000-01-29 wk15 52
Sammie I Like It 2000-01-29 wk16 61
Sammie I Like It 2000-01-29 wk17 83
Sammie I Like It 2000-01-29 wk18 93
Sammie I Like It 2000-01-29 wk19 91
Sammie I Like It 2000-01-29 wk20 89
Santana Maria, Maria 2000-02-12 wk1 15
Santana Maria, Maria 2000-02-12 wk2 8
Santana Maria, Maria 2000-02-12 wk3 6
Santana Maria, Maria 2000-02-12 wk4 5
Santana Maria, Maria 2000-02-12 wk5 2
Santana Maria, Maria 2000-02-12 wk6 3
Santana Maria, Maria 2000-02-12 wk7 2
Santana Maria, Maria 2000-02-12 wk8 2
Santana Maria, Maria 2000-02-12 wk9 1
Santana Maria, Maria 2000-02-12 wk10 1
Santana Maria, Maria 2000-02-12 wk11 1
Santana Maria, Maria 2000-02-12 wk12 1
Santana Maria, Maria 2000-02-12 wk13 1
Santana Maria, Maria 2000-02-12 wk14 1
Santana Maria, Maria 2000-02-12 wk15 1
Santana Maria, Maria 2000-02-12 wk16 1
Santana Maria, Maria 2000-02-12 wk17 1
Santana Maria, Maria 2000-02-12 wk18 1
Santana Maria, Maria 2000-02-12 wk19 8
Santana Maria, Maria 2000-02-12 wk20 15
Santana Maria, Maria 2000-02-12 wk21 19
Santana Maria, Maria 2000-02-12 wk22 21
Santana Maria, Maria 2000-02-12 wk23 26
Santana Maria, Maria 2000-02-12 wk24 36
Santana Maria, Maria 2000-02-12 wk25 48
Santana Maria, Maria 2000-02-12 wk26 47
Savage Garden Crash And Burn 2000-04-08 wk1 75
Savage Garden Crash And Burn 2000-04-08 wk2 58
Savage Garden Crash And Burn 2000-04-08 wk3 51
Savage Garden Crash And Burn 2000-04-08 wk4 36
Savage Garden Crash And Burn 2000-04-08 wk5 33
Savage Garden Crash And Burn 2000-04-08 wk6 31
Savage Garden Crash And Burn 2000-04-08 wk7 26
Savage Garden Crash And Burn 2000-04-08 wk8 24
Savage Garden Crash And Burn 2000-04-08 wk9 24
Savage Garden Crash And Burn 2000-04-08 wk10 29
Savage Garden Crash And Burn 2000-04-08 wk11 34
Savage Garden Crash And Burn 2000-04-08 wk12 39
Savage Garden Crash And Burn 2000-04-08 wk13 46
Savage Garden Crash And Burn 2000-04-08 wk14 47
Savage Garden Crash And Burn 2000-04-08 wk15 48
Savage Garden Crash And Burn 2000-04-08 wk16 49
Savage Garden Crash And Burn 2000-04-08 wk17 58
Savage Garden Crash And Burn 2000-04-08 wk18 63
Savage Garden Crash And Burn 2000-04-08 wk19 73
Savage Garden Crash And Burn 2000-04-08 wk20 87
Savage Garden I Knew I Loved You 1999-10-23 wk1 71
Savage Garden I Knew I Loved You 1999-10-23 wk2 48
Savage Garden I Knew I Loved You 1999-10-23 wk3 43
Savage Garden I Knew I Loved You 1999-10-23 wk4 31
Savage Garden I Knew I Loved You 1999-10-23 wk5 20
Savage Garden I Knew I Loved You 1999-10-23 wk6 13
Savage Garden I Knew I Loved You 1999-10-23 wk7 7
Savage Garden I Knew I Loved You 1999-10-23 wk8 6
Savage Garden I Knew I Loved You 1999-10-23 wk9 4
Savage Garden I Knew I Loved You 1999-10-23 wk10 4
Savage Garden I Knew I Loved You 1999-10-23 wk11 4
Savage Garden I Knew I Loved You 1999-10-23 wk12 6
Savage Garden I Knew I Loved You 1999-10-23 wk13 4
Savage Garden I Knew I Loved You 1999-10-23 wk14 2
Savage Garden I Knew I Loved You 1999-10-23 wk15 1
Savage Garden I Knew I Loved You 1999-10-23 wk16 1
Savage Garden I Knew I Loved You 1999-10-23 wk17 1
Savage Garden I Knew I Loved You 1999-10-23 wk18 2
Savage Garden I Knew I Loved You 1999-10-23 wk19 1
Savage Garden I Knew I Loved You 1999-10-23 wk20 2
Savage Garden I Knew I Loved You 1999-10-23 wk21 4
Savage Garden I Knew I Loved You 1999-10-23 wk22 8
Savage Garden I Knew I Loved You 1999-10-23 wk23 8
Savage Garden I Knew I Loved You 1999-10-23 wk24 12
Savage Garden I Knew I Loved You 1999-10-23 wk25 14
Savage Garden I Knew I Loved You 1999-10-23 wk26 17
Savage Garden I Knew I Loved You 1999-10-23 wk27 21
Savage Garden I Knew I Loved You 1999-10-23 wk28 24
Savage Garden I Knew I Loved You 1999-10-23 wk29 30
Savage Garden I Knew I Loved You 1999-10-23 wk30 34
Savage Garden I Knew I Loved You 1999-10-23 wk31 37
Savage Garden I Knew I Loved You 1999-10-23 wk32 46
Savage Garden I Knew I Loved You 1999-10-23 wk33 47
SheDaisy Deck The Halls 1999-12-25 wk1 97
SheDaisy Deck The Halls 1999-12-25 wk2 61
SheDaisy I Will.. But 2000-07-15 wk1 78
SheDaisy I Will.. But 2000-07-15 wk2 74
SheDaisy I Will.. But 2000-07-15 wk3 70
SheDaisy I Will.. But 2000-07-15 wk4 61
SheDaisy I Will.. But 2000-07-15 wk5 59
SheDaisy I Will.. But 2000-07-15 wk6 52
SheDaisy I Will.. But 2000-07-15 wk7 48
SheDaisy I Will.. But 2000-07-15 wk8 47
SheDaisy I Will.. But 2000-07-15 wk9 45
SheDaisy I Will.. But 2000-07-15 wk10 43
SheDaisy I Will.. But 2000-07-15 wk11 44
SheDaisy I Will.. But 2000-07-15 wk12 43
SheDaisy I Will.. But 2000-07-15 wk13 52
SheDaisy I Will.. But 2000-07-15 wk14 56
SheDaisy I Will.. But 2000-07-15 wk15 70
SheDaisy I Will.. But 2000-07-15 wk16 80
SheDaisy I Will.. But 2000-07-15 wk17 86
SheDaisy I Will.. But 2000-07-15 wk18 81
SheDaisy I Will.. But 2000-07-15 wk19 85
SheDaisy I Will.. But 2000-07-15 wk20 87
SheDaisy This Woman Needs 2000-02-05 wk1 82
SheDaisy This Woman Needs 2000-02-05 wk2 70
SheDaisy This Woman Needs 2000-02-05 wk3 70
SheDaisy This Woman Needs 2000-02-05 wk4 67
SheDaisy This Woman Needs 2000-02-05 wk5 57
SheDaisy This Woman Needs 2000-02-05 wk6 57
SheDaisy This Woman Needs 2000-02-05 wk7 61
SheDaisy This Woman Needs 2000-02-05 wk8 68
SheDaisy This Woman Needs 2000-02-05 wk9 82
Sheist, Shade Where I Wanna Be 2000-11-11 wk1 96
Sheist, Shade Where I Wanna Be 2000-11-11 wk2 95
Sheist, Shade Where I Wanna Be 2000-11-11 wk3 99
Sheist, Shade Where I Wanna Be 2000-11-11 wk4 99
Sheist, Shade Where I Wanna Be 2000-11-11 wk5 100
Shyne Bad Boyz 2000-09-09 wk1 94
Shyne Bad Boyz 2000-09-09 wk2 87
Shyne Bad Boyz 2000-09-09 wk3 90
Shyne Bad Boyz 2000-09-09 wk4 90
Shyne Bad Boyz 2000-09-09 wk5 82
Shyne Bad Boyz 2000-09-09 wk6 67
Shyne Bad Boyz 2000-09-09 wk7 61
Shyne Bad Boyz 2000-09-09 wk8 57
Shyne Bad Boyz 2000-09-09 wk9 71
Shyne Bad Boyz 2000-09-09 wk10 78
Shyne Bad Boyz 2000-09-09 wk11 74
Shyne Bad Boyz 2000-09-09 wk12 81
Shyne Bad Boyz 2000-09-09 wk13 88
Shyne Bad Boyz 2000-09-09 wk14 96
Shyne Bad Boyz 2000-09-09 wk15 100
Simpson, Jessica I Think I’m In Love … 2000-07-01 wk1 63
Simpson, Jessica I Think I’m In Love … 2000-07-01 wk2 52
Simpson, Jessica I Think I’m In Love … 2000-07-01 wk3 44
Simpson, Jessica I Think I’m In Love … 2000-07-01 wk4 29
Simpson, Jessica I Think I’m In Love … 2000-07-01 wk5 25
Simpson, Jessica I Think I’m In Love … 2000-07-01 wk6 23
Simpson, Jessica I Think I’m In Love … 2000-07-01 wk7 21
Simpson, Jessica I Think I’m In Love … 2000-07-01 wk8 21
Simpson, Jessica I Think I’m In Love … 2000-07-01 wk9 21
Simpson, Jessica I Think I’m In Love … 2000-07-01 wk10 27
Simpson, Jessica I Think I’m In Love … 2000-07-01 wk11 38
Simpson, Jessica I Think I’m In Love … 2000-07-01 wk12 38
Simpson, Jessica I Think I’m In Love … 2000-07-01 wk13 57
Simpson, Jessica I Think I’m In Love … 2000-07-01 wk14 74
Simpson, Jessica I Think I’m In Love … 2000-07-01 wk15 89
Simpson, Jessica I Think I’m In Love … 2000-07-01 wk16 96
Simpson, Jessica Where You Are 2000-04-01 wk1 73
Simpson, Jessica Where You Are 2000-04-01 wk2 66
Simpson, Jessica Where You Are 2000-04-01 wk3 62
Simpson, Jessica Where You Are 2000-04-01 wk4 62
Simpson, Jessica Where You Are 2000-04-01 wk5 76
Simpson, Jessica Where You Are 2000-04-01 wk6 93
Sisqo Got To Get It 1999-11-20 wk1 92
Sisqo Got To Get It 1999-11-20 wk2 76
Sisqo Got To Get It 1999-11-20 wk3 73
Sisqo Got To Get It 1999-11-20 wk4 58
Sisqo Got To Get It 1999-11-20 wk5 48
Sisqo Got To Get It 1999-11-20 wk6 48
Sisqo Got To Get It 1999-11-20 wk7 48
Sisqo Got To Get It 1999-11-20 wk8 48
Sisqo Got To Get It 1999-11-20 wk9 49
Sisqo Got To Get It 1999-11-20 wk10 40
Sisqo Got To Get It 1999-11-20 wk11 43
Sisqo Got To Get It 1999-11-20 wk12 51
Sisqo Got To Get It 1999-11-20 wk13 50
Sisqo Got To Get It 1999-11-20 wk14 57
Sisqo Got To Get It 1999-11-20 wk15 63
Sisqo Got To Get It 1999-11-20 wk16 64
Sisqo Got To Get It 1999-11-20 wk17 68
Sisqo Got To Get It 1999-11-20 wk18 82
Sisqo Got To Get It 1999-11-20 wk19 88
Sisqo Got To Get It 1999-11-20 wk20 95
Sisqo Incomplete 2000-06-24 wk1 77
Sisqo Incomplete 2000-06-24 wk2 66
Sisqo Incomplete 2000-06-24 wk3 61
Sisqo Incomplete 2000-06-24 wk4 61
Sisqo Incomplete 2000-06-24 wk5 61
Sisqo Incomplete 2000-06-24 wk6 55
Sisqo Incomplete 2000-06-24 wk7 2
Sisqo Incomplete 2000-06-24 wk8 1
Sisqo Incomplete 2000-06-24 wk9 1
Sisqo Incomplete 2000-06-24 wk10 2
Sisqo Incomplete 2000-06-24 wk11 2
Sisqo Incomplete 2000-06-24 wk12 4
Sisqo Incomplete 2000-06-24 wk13 5
Sisqo Incomplete 2000-06-24 wk14 5
Sisqo Incomplete 2000-06-24 wk15 7
Sisqo Incomplete 2000-06-24 wk16 8
Sisqo Incomplete 2000-06-24 wk17 10
Sisqo Incomplete 2000-06-24 wk18 10
Sisqo Incomplete 2000-06-24 wk19 9
Sisqo Incomplete 2000-06-24 wk20 14
Sisqo Incomplete 2000-06-24 wk21 17
Sisqo Incomplete 2000-06-24 wk22 20
Sisqo Incomplete 2000-06-24 wk23 25
Sisqo Incomplete 2000-06-24 wk24 31
Sisqo Incomplete 2000-06-24 wk25 32
Sisqo Incomplete 2000-06-24 wk26 46
Sisqo Thong Song 2000-01-29 wk1 74
Sisqo Thong Song 2000-01-29 wk2 63
Sisqo Thong Song 2000-01-29 wk3 35
Sisqo Thong Song 2000-01-29 wk4 26
Sisqo Thong Song 2000-01-29 wk5 26
Sisqo Thong Song 2000-01-29 wk6 23
Sisqo Thong Song 2000-01-29 wk7 20
Sisqo Thong Song 2000-01-29 wk8 16
Sisqo Thong Song 2000-01-29 wk9 13
Sisqo Thong Song 2000-01-29 wk10 10
Sisqo Thong Song 2000-01-29 wk11 6
Sisqo Thong Song 2000-01-29 wk12 6
Sisqo Thong Song 2000-01-29 wk13 5
Sisqo Thong Song 2000-01-29 wk14 4
Sisqo Thong Song 2000-01-29 wk15 4
Sisqo Thong Song 2000-01-29 wk16 4
Sisqo Thong Song 2000-01-29 wk17 3
Sisqo Thong Song 2000-01-29 wk18 3
Sisqo Thong Song 2000-01-29 wk19 4
Sisqo Thong Song 2000-01-29 wk20 3
Sisqo Thong Song 2000-01-29 wk21 7
Sisqo Thong Song 2000-01-29 wk22 8
Sisqo Thong Song 2000-01-29 wk23 13
Sisqo Thong Song 2000-01-29 wk24 17
Sisqo Thong Song 2000-01-29 wk25 24
Sisqo Thong Song 2000-01-29 wk26 31
Sisqo Thong Song 2000-01-29 wk27 43
Sisqo Thong Song 2000-01-29 wk28 46
Sister Hazel Change Your Mind 2000-07-15 wk1 75
Sister Hazel Change Your Mind 2000-07-15 wk2 67
Sister Hazel Change Your Mind 2000-07-15 wk3 66
Sister Hazel Change Your Mind 2000-07-15 wk4 59
Sister Hazel Change Your Mind 2000-07-15 wk5 63
Sister Hazel Change Your Mind 2000-07-15 wk6 71
Sister Hazel Change Your Mind 2000-07-15 wk7 78
Sister Hazel Change Your Mind 2000-07-15 wk8 81
Sister Hazel Change Your Mind 2000-07-15 wk9 78
Sister Hazel Change Your Mind 2000-07-15 wk10 78
Sister Hazel Change Your Mind 2000-07-15 wk11 84
Sister Hazel Change Your Mind 2000-07-15 wk12 87
Sister Hazel Change Your Mind 2000-07-15 wk13 94
Sister Hazel Change Your Mind 2000-07-15 wk14 91
Sister Hazel Change Your Mind 2000-07-15 wk15 93
Sister Hazel Change Your Mind 2000-07-15 wk16 95
Sister Hazel Change Your Mind 2000-07-15 wk17 100
Sister Hazel Change Your Mind 2000-07-15 wk18 98
Sister Hazel Change Your Mind 2000-07-15 wk19 96
Sister Hazel Change Your Mind 2000-07-15 wk20 98
Smash Mouth Then The Morning Com… 1999-10-30 wk1 83
Smash Mouth Then The Morning Com… 1999-10-30 wk2 59
Smash Mouth Then The Morning Com… 1999-10-30 wk3 56
Smash Mouth Then The Morning Com… 1999-10-30 wk4 46
Smash Mouth Then The Morning Com… 1999-10-30 wk5 27
Smash Mouth Then The Morning Com… 1999-10-30 wk6 23
Smash Mouth Then The Morning Com… 1999-10-30 wk7 19
Smash Mouth Then The Morning Com… 1999-10-30 wk8 16
Smash Mouth Then The Morning Com… 1999-10-30 wk9 14
Smash Mouth Then The Morning Com… 1999-10-30 wk10 14
Smash Mouth Then The Morning Com… 1999-10-30 wk11 16
Smash Mouth Then The Morning Com… 1999-10-30 wk12 15
Smash Mouth Then The Morning Com… 1999-10-30 wk13 12
Smash Mouth Then The Morning Com… 1999-10-30 wk14 11
Smash Mouth Then The Morning Com… 1999-10-30 wk15 13
Smash Mouth Then The Morning Com… 1999-10-30 wk16 17
Smash Mouth Then The Morning Com… 1999-10-30 wk17 20
Smash Mouth Then The Morning Com… 1999-10-30 wk18 23
Smash Mouth Then The Morning Com… 1999-10-30 wk19 24
Smash Mouth Then The Morning Com… 1999-10-30 wk20 25
Smash Mouth Then The Morning Com… 1999-10-30 wk21 27
Smash Mouth Then The Morning Com… 1999-10-30 wk22 31
Smash Mouth Then The Morning Com… 1999-10-30 wk23 33
Smash Mouth Then The Morning Com… 1999-10-30 wk24 35
Smash Mouth Then The Morning Com… 1999-10-30 wk25 41
Smash Mouth Then The Morning Com… 1999-10-30 wk26 48
Smith, Will Freakin’ It 2000-02-12 wk1 99
Smith, Will Freakin’ It 2000-02-12 wk2 99
Smith, Will Freakin’ It 2000-02-12 wk3 99
Smith, Will Freakin’ It 2000-02-12 wk4 99
Son By Four A Puro Dolor (Purest… 2000-04-08 wk1 80
Son By Four A Puro Dolor (Purest… 2000-04-08 wk2 80
Son By Four A Puro Dolor (Purest… 2000-04-08 wk3 80
Son By Four A Puro Dolor (Purest… 2000-04-08 wk4 79
Son By Four A Puro Dolor (Purest… 2000-04-08 wk5 72
Son By Four A Puro Dolor (Purest… 2000-04-08 wk6 73
Son By Four A Puro Dolor (Purest… 2000-04-08 wk7 65
Son By Four A Puro Dolor (Purest… 2000-04-08 wk8 64
Son By Four A Puro Dolor (Purest… 2000-04-08 wk9 60
Son By Four A Puro Dolor (Purest… 2000-04-08 wk10 60
Son By Four A Puro Dolor (Purest… 2000-04-08 wk11 48
Son By Four A Puro Dolor (Purest… 2000-04-08 wk12 48
Son By Four A Puro Dolor (Purest… 2000-04-08 wk13 48
Son By Four A Puro Dolor (Purest… 2000-04-08 wk14 43
Son By Four A Puro Dolor (Purest… 2000-04-08 wk15 35
Son By Four A Puro Dolor (Purest… 2000-04-08 wk16 32
Son By Four A Puro Dolor (Purest… 2000-04-08 wk17 30
Son By Four A Puro Dolor (Purest… 2000-04-08 wk18 32
Son By Four A Puro Dolor (Purest… 2000-04-08 wk19 37
Son By Four A Puro Dolor (Purest… 2000-04-08 wk20 26
Son By Four A Puro Dolor (Purest… 2000-04-08 wk21 31
Son By Four A Puro Dolor (Purest… 2000-04-08 wk22 28
Son By Four A Puro Dolor (Purest… 2000-04-08 wk23 30
Son By Four A Puro Dolor (Purest… 2000-04-08 wk24 32
Son By Four A Puro Dolor (Purest… 2000-04-08 wk25 39
Son By Four A Puro Dolor (Purest… 2000-04-08 wk26 35
Sonique It Feels So Good 2000-01-22 wk1 67
Sonique It Feels So Good 2000-01-22 wk2 52
Sonique It Feels So Good 2000-01-22 wk3 30
Sonique It Feels So Good 2000-01-22 wk4 23
Sonique It Feels So Good 2000-01-22 wk5 19
Sonique It Feels So Good 2000-01-22 wk6 17
Sonique It Feels So Good 2000-01-22 wk7 16
Sonique It Feels So Good 2000-01-22 wk8 16
Sonique It Feels So Good 2000-01-22 wk9 14
Sonique It Feels So Good 2000-01-22 wk10 12
Sonique It Feels So Good 2000-01-22 wk11 13
Sonique It Feels So Good 2000-01-22 wk12 13
Sonique It Feels So Good 2000-01-22 wk13 11
Sonique It Feels So Good 2000-01-22 wk14 8
Sonique It Feels So Good 2000-01-22 wk15 10
Sonique It Feels So Good 2000-01-22 wk16 10
Sonique It Feels So Good 2000-01-22 wk17 11
Sonique It Feels So Good 2000-01-22 wk18 14
Sonique It Feels So Good 2000-01-22 wk19 17
Sonique It Feels So Good 2000-01-22 wk20 19
Sonique It Feels So Good 2000-01-22 wk21 21
Sonique It Feels So Good 2000-01-22 wk22 31
Sonique It Feels So Good 2000-01-22 wk23 38
Sonique It Feels So Good 2000-01-22 wk24 49
SoulDecision Faded 2000-07-08 wk1 94
SoulDecision Faded 2000-07-08 wk2 90
SoulDecision Faded 2000-07-08 wk3 81
SoulDecision Faded 2000-07-08 wk4 64
SoulDecision Faded 2000-07-08 wk5 56
SoulDecision Faded 2000-07-08 wk6 43
SoulDecision Faded 2000-07-08 wk7 35
SoulDecision Faded 2000-07-08 wk8 27
SoulDecision Faded 2000-07-08 wk9 25
SoulDecision Faded 2000-07-08 wk10 22
SoulDecision Faded 2000-07-08 wk11 22
SoulDecision Faded 2000-07-08 wk12 27
SoulDecision Faded 2000-07-08 wk13 27
SoulDecision Faded 2000-07-08 wk14 27
SoulDecision Faded 2000-07-08 wk15 31
SoulDecision Faded 2000-07-08 wk16 31
SoulDecision Faded 2000-07-08 wk17 30
SoulDecision Faded 2000-07-08 wk18 34
SoulDecision Faded 2000-07-08 wk19 31
SoulDecision Faded 2000-07-08 wk20 34
SoulDecision Faded 2000-07-08 wk21 34
SoulDecision Faded 2000-07-08 wk22 38
SoulDecision Faded 2000-07-08 wk23 45
SoulDecision Faded 2000-07-08 wk24 50
Spears, Britney From The Bottom Of M… 2000-01-29 wk1 76
Spears, Britney From The Bottom Of M… 2000-01-29 wk2 59
Spears, Britney From The Bottom Of M… 2000-01-29 wk3 52
Spears, Britney From The Bottom Of M… 2000-01-29 wk4 52
Spears, Britney From The Bottom Of M… 2000-01-29 wk5 14
Spears, Britney From The Bottom Of M… 2000-01-29 wk6 14
Spears, Britney From The Bottom Of M… 2000-01-29 wk7 17
Spears, Britney From The Bottom Of M… 2000-01-29 wk8 24
Spears, Britney From The Bottom Of M… 2000-01-29 wk9 33
Spears, Britney From The Bottom Of M… 2000-01-29 wk10 35
Spears, Britney From The Bottom Of M… 2000-01-29 wk11 41
Spears, Britney From The Bottom Of M… 2000-01-29 wk12 45
Spears, Britney From The Bottom Of M… 2000-01-29 wk13 54
Spears, Britney From The Bottom Of M… 2000-01-29 wk14 64
Spears, Britney From The Bottom Of M… 2000-01-29 wk15 64
Spears, Britney From The Bottom Of M… 2000-01-29 wk16 81
Spears, Britney From The Bottom Of M… 2000-01-29 wk17 97
Spears, Britney From The Bottom Of M… 2000-01-29 wk18 92
Spears, Britney From The Bottom Of M… 2000-01-29 wk19 86
Spears, Britney From The Bottom Of M… 2000-01-29 wk20 90
Spears, Britney Lucky 2000-08-12 wk1 61
Spears, Britney Lucky 2000-08-12 wk2 41
Spears, Britney Lucky 2000-08-12 wk3 28
Spears, Britney Lucky 2000-08-12 wk4 26
Spears, Britney Lucky 2000-08-12 wk5 23
Spears, Britney Lucky 2000-08-12 wk6 29
Spears, Britney Lucky 2000-08-12 wk7 30
Spears, Britney Lucky 2000-08-12 wk8 40
Spears, Britney Lucky 2000-08-12 wk9 66
Spears, Britney Lucky 2000-08-12 wk10 86
Spears, Britney Lucky 2000-08-12 wk11 100
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk1 67
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk2 38
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk3 26
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk4 19
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk5 15
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk6 13
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk7 12
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk8 9
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk9 9
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk10 10
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk11 14
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk12 15
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk13 17
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk14 24
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk15 35
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk16 49
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk17 77
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk18 85
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk19 90
Spears, Britney Oops!.. I Did It Aga… 2000-04-22 wk20 96
Spencer, Tracie Still In My Heart 2000-03-04 wk1 95
Spencer, Tracie Still In My Heart 2000-03-04 wk2 88
Spencer, Tracie Still In My Heart 2000-03-04 wk3 98
Splender I Think God Can Expl… 2000-06-10 wk1 71
Splender I Think God Can Expl… 2000-06-10 wk2 66
Splender I Think God Can Expl… 2000-06-10 wk3 62
Splender I Think God Can Expl… 2000-06-10 wk4 62
Splender I Think God Can Expl… 2000-06-10 wk5 62
Splender I Think God Can Expl… 2000-06-10 wk6 64
Splender I Think God Can Expl… 2000-06-10 wk7 65
Splender I Think God Can Expl… 2000-06-10 wk8 71
Splender I Think God Can Expl… 2000-06-10 wk9 81
Splender I Think God Can Expl… 2000-06-10 wk10 89
Splender I Think God Can Expl… 2000-06-10 wk11 95
Splender I Think God Can Expl… 2000-06-10 wk12 100
Sting Desert Rose 2000-05-13 wk1 98
Sting Desert Rose 2000-05-13 wk2 88
Sting Desert Rose 2000-05-13 wk3 72
Sting Desert Rose 2000-05-13 wk4 59
Sting Desert Rose 2000-05-13 wk5 55
Sting Desert Rose 2000-05-13 wk6 52
Sting Desert Rose 2000-05-13 wk7 45
Sting Desert Rose 2000-05-13 wk8 35
Sting Desert Rose 2000-05-13 wk9 24
Sting Desert Rose 2000-05-13 wk10 21
Sting Desert Rose 2000-05-13 wk11 19
Sting Desert Rose 2000-05-13 wk12 19
Sting Desert Rose 2000-05-13 wk13 19
Sting Desert Rose 2000-05-13 wk14 19
Sting Desert Rose 2000-05-13 wk15 18
Sting Desert Rose 2000-05-13 wk16 17
Sting Desert Rose 2000-05-13 wk17 19
Sting Desert Rose 2000-05-13 wk18 19
Sting Desert Rose 2000-05-13 wk19 24
Sting Desert Rose 2000-05-13 wk20 26
Sting Desert Rose 2000-05-13 wk21 30
Sting Desert Rose 2000-05-13 wk22 32
Sting Desert Rose 2000-05-13 wk23 42
Sting Desert Rose 2000-05-13 wk24 45
Sting Desert Rose 2000-05-13 wk25 42
Sting Desert Rose 2000-05-13 wk26 49
Stone Temple Pilots Sour Girl 2000-07-08 wk1 79
Stone Temple Pilots Sour Girl 2000-07-08 wk2 79
Stone Temple Pilots Sour Girl 2000-07-08 wk3 79
Stone Temple Pilots Sour Girl 2000-07-08 wk4 78
Stone Temple Pilots Sour Girl 2000-07-08 wk5 78
Stone Temple Pilots Sour Girl 2000-07-08 wk6 87
Stone Temple Pilots Sour Girl 2000-07-08 wk7 89
Stone Temple Pilots Sour Girl 2000-07-08 wk8 88
Stone Temple Pilots Sour Girl 2000-07-08 wk9 95
Stone Temple Pilots Sour Girl 2000-07-08 wk10 93
Stone Temple Pilots Sour Girl 2000-07-08 wk11 91
Stone Temple Pilots Sour Girl 2000-07-08 wk12 94
Stone Temple Pilots Sour Girl 2000-07-08 wk13 98
Stone, Angie No More Rain (In Thi… 1999-12-25 wk1 86
Stone, Angie No More Rain (In Thi… 1999-12-25 wk2 86
Stone, Angie No More Rain (In Thi… 1999-12-25 wk3 74
Stone, Angie No More Rain (In Thi… 1999-12-25 wk4 66
Stone, Angie No More Rain (In Thi… 1999-12-25 wk5 56
Stone, Angie No More Rain (In Thi… 1999-12-25 wk6 60
Stone, Angie No More Rain (In Thi… 1999-12-25 wk7 56
Stone, Angie No More Rain (In Thi… 1999-12-25 wk8 60
Stone, Angie No More Rain (In Thi… 1999-12-25 wk9 67
Stone, Angie No More Rain (In Thi… 1999-12-25 wk10 69
Stone, Angie No More Rain (In Thi… 1999-12-25 wk11 63
Stone, Angie No More Rain (In Thi… 1999-12-25 wk12 73
Stone, Angie No More Rain (In Thi… 1999-12-25 wk13 71
Stone, Angie No More Rain (In Thi… 1999-12-25 wk14 81
Stone, Angie No More Rain (In Thi… 1999-12-25 wk15 89
Stone, Angie No More Rain (In Thi… 1999-12-25 wk16 98
Stone, Angie No More Rain (In Thi… 1999-12-25 wk17 100
Strait, George Go On 2000-08-26 wk1 71
Strait, George Go On 2000-08-26 wk2 67
Strait, George Go On 2000-08-26 wk3 63
Strait, George Go On 2000-08-26 wk4 56
Strait, George Go On 2000-08-26 wk5 53
Strait, George Go On 2000-08-26 wk6 48
Strait, George Go On 2000-08-26 wk7 46
Strait, George Go On 2000-08-26 wk8 46
Strait, George Go On 2000-08-26 wk9 44
Strait, George Go On 2000-08-26 wk10 40
Strait, George Go On 2000-08-26 wk11 44
Strait, George Go On 2000-08-26 wk12 46
Strait, George Go On 2000-08-26 wk13 49
Strait, George Go On 2000-08-26 wk14 56
Strait, George Go On 2000-08-26 wk15 56
Strait, George Go On 2000-08-26 wk16 71
Strait, George Go On 2000-08-26 wk17 78
Strait, George Go On 2000-08-26 wk18 88
Strait, George Go On 2000-08-26 wk19 95
Strait, George Go On 2000-08-26 wk21 97
Strait, George The Best Day 2000-01-29 wk1 73
Strait, George The Best Day 2000-01-29 wk2 64
Strait, George The Best Day 2000-01-29 wk3 54
Strait, George The Best Day 2000-01-29 wk4 45
Strait, George The Best Day 2000-01-29 wk5 44
Strait, George The Best Day 2000-01-29 wk6 44
Strait, George The Best Day 2000-01-29 wk7 44
Strait, George The Best Day 2000-01-29 wk8 41
Strait, George The Best Day 2000-01-29 wk9 39
Strait, George The Best Day 2000-01-29 wk10 34
Strait, George The Best Day 2000-01-29 wk11 33
Strait, George The Best Day 2000-01-29 wk12 33
Strait, George The Best Day 2000-01-29 wk13 31
Strait, George The Best Day 2000-01-29 wk14 33
Strait, George The Best Day 2000-01-29 wk15 36
Strait, George The Best Day 2000-01-29 wk16 39
Strait, George The Best Day 2000-01-29 wk17 43
Strait, George The Best Day 2000-01-29 wk18 49
Strait, George The Best Day 2000-01-29 wk19 53
Strait, George The Best Day 2000-01-29 wk20 62
Sugar Ray Falls Apart 2000-01-15 wk1 70
Sugar Ray Falls Apart 2000-01-15 wk2 64
Sugar Ray Falls Apart 2000-01-15 wk3 54
Sugar Ray Falls Apart 2000-01-15 wk4 40
Sugar Ray Falls Apart 2000-01-15 wk5 34
Sugar Ray Falls Apart 2000-01-15 wk6 29
Sugar Ray Falls Apart 2000-01-15 wk7 29
Sugar Ray Falls Apart 2000-01-15 wk8 32
Sugar Ray Falls Apart 2000-01-15 wk9 32
Sugar Ray Falls Apart 2000-01-15 wk10 37
Sugar Ray Falls Apart 2000-01-15 wk11 47
Sugar Ray Falls Apart 2000-01-15 wk12 49
Sugar Ray Falls Apart 2000-01-15 wk13 52
Sugar Ray Falls Apart 2000-01-15 wk14 60
Sugar Ray Falls Apart 2000-01-15 wk15 76
Sugar Ray Falls Apart 2000-01-15 wk16 80
Sugar Ray Falls Apart 2000-01-15 wk17 89
Sugar Ray Falls Apart 2000-01-15 wk18 97
Sugar Ray Falls Apart 2000-01-15 wk19 98
Sugar Ray Falls Apart 2000-01-15 wk20 100
TLC Dear Lie 2000-02-12 wk1 63
TLC Dear Lie 2000-02-12 wk2 55
TLC Dear Lie 2000-02-12 wk3 52
TLC Dear Lie 2000-02-12 wk4 51
TLC Dear Lie 2000-02-12 wk5 56
TLC Dear Lie 2000-02-12 wk6 74
TLC Dear Lie 2000-02-12 wk7 92
Tamar If You Don’t Wanna L… 2000-03-25 wk1 98
Tamar If You Don’t Wanna L… 2000-03-25 wk2 98
Tamar If You Don’t Wanna L… 2000-03-25 wk3 92
Tamar If You Don’t Wanna L… 2000-03-25 wk4 89
Tamar If You Don’t Wanna L… 2000-03-25 wk5 92
Tamar If You Don’t Wanna L… 2000-03-25 wk6 93
Tamia Can’t Go For That 2000-09-16 wk1 90
Tamia Can’t Go For That 2000-09-16 wk2 86
Tamia Can’t Go For That 2000-09-16 wk3 84
Tamia Can’t Go For That 2000-09-16 wk4 88
Tamia Can’t Go For That 2000-09-16 wk5 97
Third Eye Blind Deep Inside Of You 2000-09-02 wk1 80
Third Eye Blind Deep Inside Of You 2000-09-02 wk2 73
Third Eye Blind Deep Inside Of You 2000-09-02 wk3 70
Third Eye Blind Deep Inside Of You 2000-09-02 wk4 70
Third Eye Blind Deep Inside Of You 2000-09-02 wk5 70
Third Eye Blind Deep Inside Of You 2000-09-02 wk6 69
Third Eye Blind Deep Inside Of You 2000-09-02 wk7 72
Third Eye Blind Deep Inside Of You 2000-09-02 wk8 79
Third Eye Blind Deep Inside Of You 2000-09-02 wk9 90
Third Eye Blind Deep Inside Of You 2000-09-02 wk10 97
Third Eye Blind Deep Inside Of You 2000-09-02 wk11 95
Third Eye Blind Deep Inside Of You 2000-09-02 wk12 93
Third Eye Blind Never Let You Go 2000-01-22 wk1 65
Third Eye Blind Never Let You Go 2000-01-22 wk2 32
Third Eye Blind Never Let You Go 2000-01-22 wk3 25
Third Eye Blind Never Let You Go 2000-01-22 wk4 24
Third Eye Blind Never Let You Go 2000-01-22 wk5 23
Third Eye Blind Never Let You Go 2000-01-22 wk6 22
Third Eye Blind Never Let You Go 2000-01-22 wk7 22
Third Eye Blind Never Let You Go 2000-01-22 wk8 21
Third Eye Blind Never Let You Go 2000-01-22 wk9 19
Third Eye Blind Never Let You Go 2000-01-22 wk10 16
Third Eye Blind Never Let You Go 2000-01-22 wk11 14
Third Eye Blind Never Let You Go 2000-01-22 wk12 16
Third Eye Blind Never Let You Go 2000-01-22 wk13 16
Third Eye Blind Never Let You Go 2000-01-22 wk14 17
Third Eye Blind Never Let You Go 2000-01-22 wk15 18
Third Eye Blind Never Let You Go 2000-01-22 wk16 21
Third Eye Blind Never Let You Go 2000-01-22 wk17 22
Third Eye Blind Never Let You Go 2000-01-22 wk18 25
Third Eye Blind Never Let You Go 2000-01-22 wk19 27
Third Eye Blind Never Let You Go 2000-01-22 wk20 33
Third Eye Blind Never Let You Go 2000-01-22 wk21 45
Third Eye Blind Never Let You Go 2000-01-22 wk22 46
Thomas, Carl Emotional 2000-11-25 wk1 77
Thomas, Carl Emotional 2000-11-25 wk2 63
Thomas, Carl Emotional 2000-11-25 wk3 61
Thomas, Carl Emotional 2000-11-25 wk4 58
Thomas, Carl Emotional 2000-11-25 wk5 54
Thomas, Carl Emotional 2000-11-25 wk6 47
Thomas, Carl Emotional 2000-11-25 wk7 53
Thomas, Carl Emotional 2000-11-25 wk8 52
Thomas, Carl Emotional 2000-11-25 wk9 49
Thomas, Carl Emotional 2000-11-25 wk10 52
Thomas, Carl Emotional 2000-11-25 wk11 60
Thomas, Carl Emotional 2000-11-25 wk12 62
Thomas, Carl Emotional 2000-11-25 wk13 69
Thomas, Carl Emotional 2000-11-25 wk14 69
Thomas, Carl Emotional 2000-11-25 wk15 63
Thomas, Carl Emotional 2000-11-25 wk16 76
Thomas, Carl Emotional 2000-11-25 wk17 87
Thomas, Carl Emotional 2000-11-25 wk18 82
Thomas, Carl Emotional 2000-11-25 wk19 91
Thomas, Carl Emotional 2000-11-25 wk20 99
Thomas, Carl I Wish 2000-03-25 wk1 75
Thomas, Carl I Wish 2000-03-25 wk2 64
Thomas, Carl I Wish 2000-03-25 wk3 48
Thomas, Carl I Wish 2000-03-25 wk4 39
Thomas, Carl I Wish 2000-03-25 wk5 32
Thomas, Carl I Wish 2000-03-25 wk6 28
Thomas, Carl I Wish 2000-03-25 wk7 24
Thomas, Carl I Wish 2000-03-25 wk8 20
Thomas, Carl I Wish 2000-03-25 wk9 22
Thomas, Carl I Wish 2000-03-25 wk10 21
Thomas, Carl I Wish 2000-03-25 wk11 22
Thomas, Carl I Wish 2000-03-25 wk12 26
Thomas, Carl I Wish 2000-03-25 wk13 23
Thomas, Carl I Wish 2000-03-25 wk14 24
Thomas, Carl I Wish 2000-03-25 wk15 27
Thomas, Carl I Wish 2000-03-25 wk16 28
Thomas, Carl I Wish 2000-03-25 wk17 42
Thomas, Carl I Wish 2000-03-25 wk18 44
Thomas, Carl I Wish 2000-03-25 wk19 52
Thomas, Carl I Wish 2000-03-25 wk20 67
Thomas, Carl Summer Rain 2000-09-23 wk1 82
Thomas, Carl Summer Rain 2000-09-23 wk2 82
Thomas, Carl Summer Rain 2000-09-23 wk3 86
Thomas, Carl Summer Rain 2000-09-23 wk4 80
Thomas, Carl Summer Rain 2000-09-23 wk5 82
Thomas, Carl Summer Rain 2000-09-23 wk6 83
Thomas, Carl Summer Rain 2000-09-23 wk7 84
Thomas, Carl Summer Rain 2000-09-23 wk8 82
Thomas, Carl Summer Rain 2000-09-23 wk9 88
Thomas, Carl Summer Rain 2000-09-23 wk10 94
Thomas, Carl Summer Rain 2000-09-23 wk11 95
Tippin, Aaron Kiss This 2000-08-26 wk1 74
Tippin, Aaron Kiss This 2000-08-26 wk2 72
Tippin, Aaron Kiss This 2000-08-26 wk3 66
Tippin, Aaron Kiss This 2000-08-26 wk4 53
Tippin, Aaron Kiss This 2000-08-26 wk5 52
Tippin, Aaron Kiss This 2000-08-26 wk6 47
Tippin, Aaron Kiss This 2000-08-26 wk7 47
Tippin, Aaron Kiss This 2000-08-26 wk8 45
Tippin, Aaron Kiss This 2000-08-26 wk9 42
Tippin, Aaron Kiss This 2000-08-26 wk10 46
Tippin, Aaron Kiss This 2000-08-26 wk11 51
Tippin, Aaron Kiss This 2000-08-26 wk12 60
Tippin, Aaron Kiss This 2000-08-26 wk13 68
Tippin, Aaron Kiss This 2000-08-26 wk14 69
Tippin, Aaron Kiss This 2000-08-26 wk15 78
Tippin, Aaron Kiss This 2000-08-26 wk16 94
Tippin, Aaron Kiss This 2000-08-26 wk17 87
Tippin, Aaron Kiss This 2000-08-26 wk18 92
Tippin, Aaron Kiss This 2000-08-26 wk19 97
Tippin, Aaron Kiss This 2000-08-26 wk20 99
Train Meet Virginia 1999-10-09 wk1 76
Train Meet Virginia 1999-10-09 wk2 67
Train Meet Virginia 1999-10-09 wk3 59
Train Meet Virginia 1999-10-09 wk4 54
Train Meet Virginia 1999-10-09 wk5 48
Train Meet Virginia 1999-10-09 wk6 45
Train Meet Virginia 1999-10-09 wk7 40
Train Meet Virginia 1999-10-09 wk8 32
Train Meet Virginia 1999-10-09 wk9 26
Train Meet Virginia 1999-10-09 wk10 24
Train Meet Virginia 1999-10-09 wk11 22
Train Meet Virginia 1999-10-09 wk12 21
Train Meet Virginia 1999-10-09 wk13 21
Train Meet Virginia 1999-10-09 wk14 24
Train Meet Virginia 1999-10-09 wk15 21
Train Meet Virginia 1999-10-09 wk16 20
Train Meet Virginia 1999-10-09 wk17 21
Train Meet Virginia 1999-10-09 wk18 24
Train Meet Virginia 1999-10-09 wk19 28
Train Meet Virginia 1999-10-09 wk20 30
Train Meet Virginia 1999-10-09 wk21 32
Train Meet Virginia 1999-10-09 wk22 37
Train Meet Virginia 1999-10-09 wk23 37
Train Meet Virginia 1999-10-09 wk24 42
Train Meet Virginia 1999-10-09 wk25 46
Train Meet Virginia 1999-10-09 wk26 50
Train Meet Virginia 1999-10-09 wk27 50
Trick Daddy Shut Up 2000-05-20 wk1 99
Trick Daddy Shut Up 2000-05-20 wk2 95
Trick Daddy Shut Up 2000-05-20 wk3 87
Trick Daddy Shut Up 2000-05-20 wk4 87
Trick Daddy Shut Up 2000-05-20 wk5 83
Trick Daddy Shut Up 2000-05-20 wk6 83
Trick Daddy Shut Up 2000-05-20 wk7 89
Trick Daddy Shut Up 2000-05-20 wk8 87
Trick Daddy Shut Up 2000-05-20 wk9 92
Trick Daddy Shut Up 2000-05-20 wk10 92
Trick Daddy Shut Up 2000-05-20 wk11 97
Trina Pull Over 2000-09-09 wk1 97
Trina Pull Over 2000-09-09 wk2 93
Trina Pull Over 2000-09-09 wk3 96
Trina Pull Over 2000-09-09 wk4 100
Tritt, Travis Best Of Intentions 2000-08-19 wk1 97
Tritt, Travis Best Of Intentions 2000-08-19 wk2 86
Tritt, Travis Best Of Intentions 2000-08-19 wk3 79
Tritt, Travis Best Of Intentions 2000-08-19 wk4 70
Tritt, Travis Best Of Intentions 2000-08-19 wk5 63
Tritt, Travis Best Of Intentions 2000-08-19 wk6 56
Tritt, Travis Best Of Intentions 2000-08-19 wk7 50
Tritt, Travis Best Of Intentions 2000-08-19 wk8 48
Tritt, Travis Best Of Intentions 2000-08-19 wk9 51
Tritt, Travis Best Of Intentions 2000-08-19 wk10 38
Tritt, Travis Best Of Intentions 2000-08-19 wk11 33
Tritt, Travis Best Of Intentions 2000-08-19 wk12 31
Tritt, Travis Best Of Intentions 2000-08-19 wk13 28
Tritt, Travis Best Of Intentions 2000-08-19 wk14 28
Tritt, Travis Best Of Intentions 2000-08-19 wk15 28
Tritt, Travis Best Of Intentions 2000-08-19 wk16 27
Tritt, Travis Best Of Intentions 2000-08-19 wk17 29
Tritt, Travis Best Of Intentions 2000-08-19 wk18 31
Tritt, Travis Best Of Intentions 2000-08-19 wk19 37
Tritt, Travis Best Of Intentions 2000-08-19 wk20 45
Tritt, Travis Best Of Intentions 2000-08-19 wk21 49
Tritt, Travis Best Of Intentions 2000-08-19 wk22 48
Tuesday I Know 2000-12-30 wk1 98
Tuesday I Know 2000-12-30 wk2 98
Urban, Keith Your Everything 2000-07-15 wk1 81
Urban, Keith Your Everything 2000-07-15 wk2 80
Urban, Keith Your Everything 2000-07-15 wk3 73
Urban, Keith Your Everything 2000-07-15 wk4 73
Urban, Keith Your Everything 2000-07-15 wk5 67
Urban, Keith Your Everything 2000-07-15 wk6 64
Urban, Keith Your Everything 2000-07-15 wk7 60
Urban, Keith Your Everything 2000-07-15 wk8 59
Urban, Keith Your Everything 2000-07-15 wk9 53
Urban, Keith Your Everything 2000-07-15 wk10 51
Urban, Keith Your Everything 2000-07-15 wk11 55
Urban, Keith Your Everything 2000-07-15 wk12 66
Urban, Keith Your Everything 2000-07-15 wk13 84
Urban, Keith Your Everything 2000-07-15 wk14 90
Urban, Keith Your Everything 2000-07-15 wk15 96
Urban, Keith Your Everything 2000-07-15 wk16 100
Usher Pop Ya Collar 2000-11-04 wk1 68
Usher Pop Ya Collar 2000-11-04 wk2 64
Usher Pop Ya Collar 2000-11-04 wk3 60
Usher Pop Ya Collar 2000-11-04 wk4 60
Usher Pop Ya Collar 2000-11-04 wk5 62
Usher Pop Ya Collar 2000-11-04 wk6 79
Usher Pop Ya Collar 2000-11-04 wk7 93
Vassar, Phil Carlene 2000-03-04 wk1 75
Vassar, Phil Carlene 2000-03-04 wk2 67
Vassar, Phil Carlene 2000-03-04 wk3 64
Vassar, Phil Carlene 2000-03-04 wk4 64
Vassar, Phil Carlene 2000-03-04 wk5 57
Vassar, Phil Carlene 2000-03-04 wk6 53
Vassar, Phil Carlene 2000-03-04 wk7 47
Vassar, Phil Carlene 2000-03-04 wk8 45
Vassar, Phil Carlene 2000-03-04 wk9 45
Vassar, Phil Carlene 2000-03-04 wk10 50
Vassar, Phil Carlene 2000-03-04 wk11 52
Vassar, Phil Carlene 2000-03-04 wk12 56
Vassar, Phil Carlene 2000-03-04 wk13 59
Vassar, Phil Carlene 2000-03-04 wk14 78
Vassar, Phil Carlene 2000-03-04 wk15 83
Vassar, Phil Carlene 2000-03-04 wk16 84
Vassar, Phil Carlene 2000-03-04 wk17 91
Vassar, Phil Carlene 2000-03-04 wk18 96
Vassar, Phil Carlene 2000-03-04 wk19 93
Vassar, Phil Just Another Day In … 2000-09-30 wk1 81
Vassar, Phil Just Another Day In … 2000-09-30 wk2 81
Vassar, Phil Just Another Day In … 2000-09-30 wk3 76
Vassar, Phil Just Another Day In … 2000-09-30 wk4 67
Vassar, Phil Just Another Day In … 2000-09-30 wk5 53
Vassar, Phil Just Another Day In … 2000-09-30 wk6 46
Vassar, Phil Just Another Day In … 2000-09-30 wk7 43
Vassar, Phil Just Another Day In … 2000-09-30 wk8 38
Vassar, Phil Just Another Day In … 2000-09-30 wk9 36
Vassar, Phil Just Another Day In … 2000-09-30 wk10 35
Vassar, Phil Just Another Day In … 2000-09-30 wk11 43
Vassar, Phil Just Another Day In … 2000-09-30 wk12 41
Vassar, Phil Just Another Day In … 2000-09-30 wk13 46
Vassar, Phil Just Another Day In … 2000-09-30 wk14 51
Vassar, Phil Just Another Day In … 2000-09-30 wk15 62
Vassar, Phil Just Another Day In … 2000-09-30 wk16 58
Vassar, Phil Just Another Day In … 2000-09-30 wk17 63
Vassar, Phil Just Another Day In … 2000-09-30 wk18 70
Vassar, Phil Just Another Day In … 2000-09-30 wk19 74
Vassar, Phil Just Another Day In … 2000-09-30 wk20 79
Vertical Horizon Everything You Want 2000-01-22 wk1 70
Vertical Horizon Everything You Want 2000-01-22 wk2 61
Vertical Horizon Everything You Want 2000-01-22 wk3 53
Vertical Horizon Everything You Want 2000-01-22 wk4 46
Vertical Horizon Everything You Want 2000-01-22 wk5 40
Vertical Horizon Everything You Want 2000-01-22 wk6 33
Vertical Horizon Everything You Want 2000-01-22 wk7 31
Vertical Horizon Everything You Want 2000-01-22 wk8 26
Vertical Horizon Everything You Want 2000-01-22 wk9 22
Vertical Horizon Everything You Want 2000-01-22 wk10 19
Vertical Horizon Everything You Want 2000-01-22 wk11 17
Vertical Horizon Everything You Want 2000-01-22 wk12 15
Vertical Horizon Everything You Want 2000-01-22 wk13 13
Vertical Horizon Everything You Want 2000-01-22 wk14 9
Vertical Horizon Everything You Want 2000-01-22 wk15 9
Vertical Horizon Everything You Want 2000-01-22 wk16 8
Vertical Horizon Everything You Want 2000-01-22 wk17 8
Vertical Horizon Everything You Want 2000-01-22 wk18 6
Vertical Horizon Everything You Want 2000-01-22 wk19 7
Vertical Horizon Everything You Want 2000-01-22 wk20 7
Vertical Horizon Everything You Want 2000-01-22 wk21 8
Vertical Horizon Everything You Want 2000-01-22 wk22 3
Vertical Horizon Everything You Want 2000-01-22 wk23 3
Vertical Horizon Everything You Want 2000-01-22 wk24 6
Vertical Horizon Everything You Want 2000-01-22 wk25 6
Vertical Horizon Everything You Want 2000-01-22 wk26 1
Vertical Horizon Everything You Want 2000-01-22 wk27 2
Vertical Horizon Everything You Want 2000-01-22 wk28 3
Vertical Horizon Everything You Want 2000-01-22 wk29 4
Vertical Horizon Everything You Want 2000-01-22 wk30 7
Vertical Horizon Everything You Want 2000-01-22 wk31 9
Vertical Horizon Everything You Want 2000-01-22 wk32 10
Vertical Horizon Everything You Want 2000-01-22 wk33 18
Vertical Horizon Everything You Want 2000-01-22 wk34 20
Vertical Horizon Everything You Want 2000-01-22 wk35 27
Vertical Horizon Everything You Want 2000-01-22 wk36 29
Vertical Horizon Everything You Want 2000-01-22 wk37 36
Vertical Horizon Everything You Want 2000-01-22 wk38 40
Vertical Horizon Everything You Want 2000-01-22 wk39 50
Vertical Horizon Everything You Want 2000-01-22 wk40 47
Vertical Horizon Everything You Want 2000-01-22 wk41 50
Vertical Horizon You’re A God 2000-08-26 wk1 64
Vertical Horizon You’re A God 2000-08-26 wk2 55
Vertical Horizon You’re A God 2000-08-26 wk3 43
Vertical Horizon You’re A God 2000-08-26 wk4 41
Vertical Horizon You’re A God 2000-08-26 wk5 37
Vertical Horizon You’re A God 2000-08-26 wk6 31
Vertical Horizon You’re A God 2000-08-26 wk7 30
Vertical Horizon You’re A God 2000-08-26 wk8 29
Vertical Horizon You’re A God 2000-08-26 wk9 28
Vertical Horizon You’re A God 2000-08-26 wk10 26
Vertical Horizon You’re A God 2000-08-26 wk11 23
Vertical Horizon You’re A God 2000-08-26 wk12 23
Vertical Horizon You’re A God 2000-08-26 wk13 25
Vertical Horizon You’re A God 2000-08-26 wk14 32
Vertical Horizon You’re A God 2000-08-26 wk15 32
Vertical Horizon You’re A God 2000-08-26 wk16 37
Vertical Horizon You’re A God 2000-08-26 wk17 37
Vertical Horizon You’re A God 2000-08-26 wk18 41
Vertical Horizon You’re A God 2000-08-26 wk19 46
Vertical Horizon You’re A God 2000-08-26 wk20 48
Vertical Horizon You’re A God 2000-08-26 wk21 49
Vitamin C Graduation (Friends … 2000-04-15 wk1 81
Vitamin C Graduation (Friends … 2000-04-15 wk2 64
Vitamin C Graduation (Friends … 2000-04-15 wk3 54
Vitamin C Graduation (Friends … 2000-04-15 wk4 54
Vitamin C Graduation (Friends … 2000-04-15 wk5 46
Vitamin C Graduation (Friends … 2000-04-15 wk6 40
Vitamin C Graduation (Friends … 2000-04-15 wk7 40
Vitamin C Graduation (Friends … 2000-04-15 wk8 40
Vitamin C Graduation (Friends … 2000-04-15 wk9 38
Vitamin C Graduation (Friends … 2000-04-15 wk10 42
Vitamin C Graduation (Friends … 2000-04-15 wk11 57
Vitamin C Graduation (Friends … 2000-04-15 wk12 87
Vitamin C The Itch 2000-12-02 wk1 86
Vitamin C The Itch 2000-12-02 wk2 48
Vitamin C The Itch 2000-12-02 wk3 45
Vitamin C The Itch 2000-12-02 wk4 52
Vitamin C The Itch 2000-12-02 wk5 57
Vitamin C The Itch 2000-12-02 wk6 58
Vitamin C The Itch 2000-12-02 wk7 76
Vitamin C The Itch 2000-12-02 wk8 95
Vitamin C The Itch 2000-12-02 wk9 100
Walker, Clay Live, Laugh, Love 1999-12-04 wk1 95
Walker, Clay Live, Laugh, Love 1999-12-04 wk2 95
Walker, Clay Live, Laugh, Love 1999-12-04 wk3 94
Walker, Clay Live, Laugh, Love 1999-12-04 wk4 94
Walker, Clay Live, Laugh, Love 1999-12-04 wk5 94
Walker, Clay Live, Laugh, Love 1999-12-04 wk6 95
Walker, Clay Live, Laugh, Love 1999-12-04 wk7 82
Walker, Clay Live, Laugh, Love 1999-12-04 wk8 74
Walker, Clay Live, Laugh, Love 1999-12-04 wk9 79
Walker, Clay Live, Laugh, Love 1999-12-04 wk10 92
Walker, Clay Live, Laugh, Love 1999-12-04 wk11 98
Walker, Clay The Chain Of Love 2000-04-15 wk1 73
Walker, Clay The Chain Of Love 2000-04-15 wk2 65
Walker, Clay The Chain Of Love 2000-04-15 wk3 57
Walker, Clay The Chain Of Love 2000-04-15 wk4 57
Walker, Clay The Chain Of Love 2000-04-15 wk5 51
Walker, Clay The Chain Of Love 2000-04-15 wk6 48
Walker, Clay The Chain Of Love 2000-04-15 wk7 44
Walker, Clay The Chain Of Love 2000-04-15 wk8 43
Walker, Clay The Chain Of Love 2000-04-15 wk9 40
Walker, Clay The Chain Of Love 2000-04-15 wk10 45
Walker, Clay The Chain Of Love 2000-04-15 wk11 44
Walker, Clay The Chain Of Love 2000-04-15 wk12 53
Walker, Clay The Chain Of Love 2000-04-15 wk13 57
Walker, Clay The Chain Of Love 2000-04-15 wk14 68
Walker, Clay The Chain Of Love 2000-04-15 wk15 71
Walker, Clay The Chain Of Love 2000-04-15 wk16 81
Walker, Clay The Chain Of Love 2000-04-15 wk17 90
Walker, Clay The Chain Of Love 2000-04-15 wk18 94
Walker, Clay The Chain Of Love 2000-04-15 wk19 94
Walker, Clay The Chain Of Love 2000-04-15 wk20 95
Wallflowers, The Sleepwalker 2000-10-28 wk1 73
Wallflowers, The Sleepwalker 2000-10-28 wk2 73
Wallflowers, The Sleepwalker 2000-10-28 wk3 74
Wallflowers, The Sleepwalker 2000-10-28 wk4 80
Wallflowers, The Sleepwalker 2000-10-28 wk5 90
Wallflowers, The Sleepwalker 2000-10-28 wk6 96
Westlife Swear It Again 2000-04-01 wk1 96
Westlife Swear It Again 2000-04-01 wk2 82
Westlife Swear It Again 2000-04-01 wk3 66
Westlife Swear It Again 2000-04-01 wk4 55
Westlife Swear It Again 2000-04-01 wk5 55
Westlife Swear It Again 2000-04-01 wk6 46
Westlife Swear It Again 2000-04-01 wk7 44
Westlife Swear It Again 2000-04-01 wk8 44
Westlife Swear It Again 2000-04-01 wk9 37
Westlife Swear It Again 2000-04-01 wk10 35
Westlife Swear It Again 2000-04-01 wk11 32
Westlife Swear It Again 2000-04-01 wk12 25
Westlife Swear It Again 2000-04-01 wk13 21
Westlife Swear It Again 2000-04-01 wk14 20
Westlife Swear It Again 2000-04-01 wk15 20
Westlife Swear It Again 2000-04-01 wk16 25
Westlife Swear It Again 2000-04-01 wk17 30
Westlife Swear It Again 2000-04-01 wk18 33
Westlife Swear It Again 2000-04-01 wk19 45
Westlife Swear It Again 2000-04-01 wk20 56
Williams, Robbie Angels 1999-11-20 wk1 85
Williams, Robbie Angels 1999-11-20 wk2 77
Williams, Robbie Angels 1999-11-20 wk3 69
Williams, Robbie Angels 1999-11-20 wk4 69
Williams, Robbie Angels 1999-11-20 wk5 62
Williams, Robbie Angels 1999-11-20 wk6 56
Williams, Robbie Angels 1999-11-20 wk7 56
Williams, Robbie Angels 1999-11-20 wk8 64
Williams, Robbie Angels 1999-11-20 wk9 54
Williams, Robbie Angels 1999-11-20 wk10 53
Williams, Robbie Angels 1999-11-20 wk11 72
Williams, Robbie Angels 1999-11-20 wk12 83
Williams, Robbie Angels 1999-11-20 wk13 81
Williams, Robbie Angels 1999-11-20 wk14 88
Williams, Robbie Angels 1999-11-20 wk15 96
Williams, Robbie Angels 1999-11-20 wk16 93
Williams, Robbie Angels 1999-11-20 wk17 91
Williams, Robbie Angels 1999-11-20 wk18 89
Williams, Robbie Angels 1999-11-20 wk19 95
Wills, Mark Back At One 2000-01-15 wk1 89
Wills, Mark Back At One 2000-01-15 wk2 55
Wills, Mark Back At One 2000-01-15 wk3 51
Wills, Mark Back At One 2000-01-15 wk4 43
Wills, Mark Back At One 2000-01-15 wk5 37
Wills, Mark Back At One 2000-01-15 wk6 37
Wills, Mark Back At One 2000-01-15 wk7 36
Wills, Mark Back At One 2000-01-15 wk8 39
Wills, Mark Back At One 2000-01-15 wk9 42
Wills, Mark Back At One 2000-01-15 wk10 46
Wills, Mark Back At One 2000-01-15 wk11 45
Wills, Mark Back At One 2000-01-15 wk12 52
Wills, Mark Back At One 2000-01-15 wk13 64
Wills, Mark Back At One 2000-01-15 wk14 74
Wills, Mark Back At One 2000-01-15 wk15 84
Wills, Mark Back At One 2000-01-15 wk16 90
Wills, Mark Back At One 2000-01-15 wk17 94
Wills, Mark Back At One 2000-01-15 wk18 99
Worley, Darryl When You Need My Lov… 2000-06-17 wk1 98
Worley, Darryl When You Need My Lov… 2000-06-17 wk2 88
Worley, Darryl When You Need My Lov… 2000-06-17 wk3 93
Worley, Darryl When You Need My Lov… 2000-06-17 wk4 92
Worley, Darryl When You Need My Lov… 2000-06-17 wk5 85
Worley, Darryl When You Need My Lov… 2000-06-17 wk6 85
Worley, Darryl When You Need My Lov… 2000-06-17 wk7 84
Worley, Darryl When You Need My Lov… 2000-06-17 wk8 80
Worley, Darryl When You Need My Lov… 2000-06-17 wk9 80
Worley, Darryl When You Need My Lov… 2000-06-17 wk10 80
Worley, Darryl When You Need My Lov… 2000-06-17 wk11 80
Worley, Darryl When You Need My Lov… 2000-06-17 wk12 75
Worley, Darryl When You Need My Lov… 2000-06-17 wk13 78
Worley, Darryl When You Need My Lov… 2000-06-17 wk14 86
Worley, Darryl When You Need My Lov… 2000-06-17 wk15 99
Wright, Chely It Was 2000-03-04 wk1 86
Wright, Chely It Was 2000-03-04 wk2 78
Wright, Chely It Was 2000-03-04 wk3 75
Wright, Chely It Was 2000-03-04 wk4 72
Wright, Chely It Was 2000-03-04 wk5 71
Wright, Chely It Was 2000-03-04 wk6 69
Wright, Chely It Was 2000-03-04 wk7 64
Wright, Chely It Was 2000-03-04 wk8 75
Wright, Chely It Was 2000-03-04 wk9 85
Wright, Chely It Was 2000-03-04 wk10 98
Yankee Grey Another Nine Minutes 2000-04-29 wk1 86
Yankee Grey Another Nine Minutes 2000-04-29 wk2 83
Yankee Grey Another Nine Minutes 2000-04-29 wk3 77
Yankee Grey Another Nine Minutes 2000-04-29 wk4 74
Yankee Grey Another Nine Minutes 2000-04-29 wk5 83
Yankee Grey Another Nine Minutes 2000-04-29 wk6 79
Yankee Grey Another Nine Minutes 2000-04-29 wk7 88
Yankee Grey Another Nine Minutes 2000-04-29 wk8 95
Yearwood, Trisha Real Live Woman 2000-04-01 wk1 85
Yearwood, Trisha Real Live Woman 2000-04-01 wk2 83
Yearwood, Trisha Real Live Woman 2000-04-01 wk3 83
Yearwood, Trisha Real Live Woman 2000-04-01 wk4 82
Yearwood, Trisha Real Live Woman 2000-04-01 wk5 81
Yearwood, Trisha Real Live Woman 2000-04-01 wk6 91
Ying Yang Twins Whistle While You Tw… 2000-03-18 wk1 95
Ying Yang Twins Whistle While You Tw… 2000-03-18 wk2 94
Ying Yang Twins Whistle While You Tw… 2000-03-18 wk3 91
Ying Yang Twins Whistle While You Tw… 2000-03-18 wk4 85
Ying Yang Twins Whistle While You Tw… 2000-03-18 wk5 84
Ying Yang Twins Whistle While You Tw… 2000-03-18 wk6 78
Ying Yang Twins Whistle While You Tw… 2000-03-18 wk7 74
Ying Yang Twins Whistle While You Tw… 2000-03-18 wk8 78
Ying Yang Twins Whistle While You Tw… 2000-03-18 wk9 85
Ying Yang Twins Whistle While You Tw… 2000-03-18 wk10 89
Ying Yang Twins Whistle While You Tw… 2000-03-18 wk11 97
Ying Yang Twins Whistle While You Tw… 2000-03-18 wk12 96
Ying Yang Twins Whistle While You Tw… 2000-03-18 wk13 99
Ying Yang Twins Whistle While You Tw… 2000-03-18 wk14 99
Zombie Nation Kernkraft 400 2000-09-02 wk1 99
Zombie Nation Kernkraft 400 2000-09-02 wk2 99
matchbox twenty Bent 2000-04-29 wk1 60
matchbox twenty Bent 2000-04-29 wk2 37
matchbox twenty Bent 2000-04-29 wk3 29
matchbox twenty Bent 2000-04-29 wk4 24
matchbox twenty Bent 2000-04-29 wk5 22
matchbox twenty Bent 2000-04-29 wk6 21
matchbox twenty Bent 2000-04-29 wk7 18
matchbox twenty Bent 2000-04-29 wk8 16
matchbox twenty Bent 2000-04-29 wk9 13
matchbox twenty Bent 2000-04-29 wk10 12
matchbox twenty Bent 2000-04-29 wk11 8
matchbox twenty Bent 2000-04-29 wk12 6
matchbox twenty Bent 2000-04-29 wk13 1
matchbox twenty Bent 2000-04-29 wk14 2
matchbox twenty Bent 2000-04-29 wk15 3
matchbox twenty Bent 2000-04-29 wk16 2
matchbox twenty Bent 2000-04-29 wk17 2
matchbox twenty Bent 2000-04-29 wk18 3
matchbox twenty Bent 2000-04-29 wk19 4
matchbox twenty Bent 2000-04-29 wk20 5
matchbox twenty Bent 2000-04-29 wk21 4
matchbox twenty Bent 2000-04-29 wk22 4
matchbox twenty Bent 2000-04-29 wk23 6
matchbox twenty Bent 2000-04-29 wk24 9
matchbox twenty Bent 2000-04-29 wk25 12
matchbox twenty Bent 2000-04-29 wk26 13
matchbox twenty Bent 2000-04-29 wk27 19
matchbox twenty Bent 2000-04-29 wk28 20
matchbox twenty Bent 2000-04-29 wk29 20
matchbox twenty Bent 2000-04-29 wk30 24
matchbox twenty Bent 2000-04-29 wk31 29
matchbox twenty Bent 2000-04-29 wk32 28
matchbox twenty Bent 2000-04-29 wk33 27
matchbox twenty Bent 2000-04-29 wk34 30
matchbox twenty Bent 2000-04-29 wk35 33
matchbox twenty Bent 2000-04-29 wk36 37
matchbox twenty Bent 2000-04-29 wk37 38
matchbox twenty Bent 2000-04-29 wk38 38
matchbox twenty Bent 2000-04-29 wk39 48

Wide format:

id dia sys anxious happy sad
1 150 105 3 2 3
2 142 91 4 4 4
3 114 79 2 4 1
4 140 98 1 1 4
5 126 85 3 5 5
6 147 101 2 1 1
7 149 93 5 5 4
8 128 83 4 5 4
9 136 88 3 4 2
10 128 81 1 3 1
11 148 100 2 2 5
12 151 102 3 2 2
13 130 97 5 5 3
14 135 88 4 5 2
15 135 87 1 2 3
16 122 84 2 3 4
17 156 99 3 2 2
18 124 91 4 5 3
19 141 90 3 3 4
20 120 79 3 5 1
21 130 84 1 3 2
22 146 97 5 4 4
23 136 86 2 3 1
24 177 118 5 1 1
25 112 75 2 5 2
26 123 88 1 2 3
27 135 85 1 2 1
28 101 78 1 4 1
29 115 71 2 5 3
30 120 76 2 5 3 
df %>%
  pivot_longer(cols = 2:3, 
               names_to = 'bp_type', 
               values_to = 'pressure') %>%
  pivot_longer(cols = c("anxious", "happy", "sad"), 
               names_to = 'emotion', 
               values_to = 'emotion_value')
id bp_type pressure emotion emotion_value
1 dia 150 anxious 3
1 dia 150 happy 2
1 dia 150 sad 3
1 sys 105 anxious 3
1 sys 105 happy 2
1 sys 105 sad 3
2 dia 142 anxious 4
2 dia 142 happy 4
2 dia 142 sad 4
2 sys 91 anxious 4
2 sys 91 happy 4
2 sys 91 sad 4
3 dia 114 anxious 2
3 dia 114 happy 4
3 dia 114 sad 1
3 sys 79 anxious 2
3 sys 79 happy 4
3 sys 79 sad 1
4 dia 140 anxious 1
4 dia 140 happy 1
4 dia 140 sad 4
4 sys 98 anxious 1
4 sys 98 happy 1
4 sys 98 sad 4
5 dia 126 anxious 3
5 dia 126 happy 5
5 dia 126 sad 5
5 sys 85 anxious 3
5 sys 85 happy 5
5 sys 85 sad 5
6 dia 147 anxious 2
6 dia 147 happy 1
6 dia 147 sad 1
6 sys 101 anxious 2
6 sys 101 happy 1
6 sys 101 sad 1
7 dia 149 anxious 5
7 dia 149 happy 5
7 dia 149 sad 4
7 sys 93 anxious 5
7 sys 93 happy 5
7 sys 93 sad 4
8 dia 128 anxious 4
8 dia 128 happy 5
8 dia 128 sad 4
8 sys 83 anxious 4
8 sys 83 happy 5
8 sys 83 sad 4
9 dia 136 anxious 3
9 dia 136 happy 4
9 dia 136 sad 2
9 sys 88 anxious 3
9 sys 88 happy 4
9 sys 88 sad 2
10 dia 128 anxious 1
10 dia 128 happy 3
10 dia 128 sad 1
10 sys 81 anxious 1
10 sys 81 happy 3
10 sys 81 sad 1
11 dia 148 anxious 2
11 dia 148 happy 2
11 dia 148 sad 5
11 sys 100 anxious 2
11 sys 100 happy 2
11 sys 100 sad 5
12 dia 151 anxious 3
12 dia 151 happy 2
12 dia 151 sad 2
12 sys 102 anxious 3
12 sys 102 happy 2
12 sys 102 sad 2
13 dia 130 anxious 5
13 dia 130 happy 5
13 dia 130 sad 3
13 sys 97 anxious 5
13 sys 97 happy 5
13 sys 97 sad 3
14 dia 135 anxious 4
14 dia 135 happy 5
14 dia 135 sad 2
14 sys 88 anxious 4
14 sys 88 happy 5
14 sys 88 sad 2
15 dia 135 anxious 1
15 dia 135 happy 2
15 dia 135 sad 3
15 sys 87 anxious 1
15 sys 87 happy 2
15 sys 87 sad 3
16 dia 122 anxious 2
16 dia 122 happy 3
16 dia 122 sad 4
16 sys 84 anxious 2
16 sys 84 happy 3
16 sys 84 sad 4
17 dia 156 anxious 3
17 dia 156 happy 2
17 dia 156 sad 2
17 sys 99 anxious 3
17 sys 99 happy 2
17 sys 99 sad 2
18 dia 124 anxious 4
18 dia 124 happy 5
18 dia 124 sad 3
18 sys 91 anxious 4
18 sys 91 happy 5
18 sys 91 sad 3
19 dia 141 anxious 3
19 dia 141 happy 3
19 dia 141 sad 4
19 sys 90 anxious 3
19 sys 90 happy 3
19 sys 90 sad 4
20 dia 120 anxious 3
20 dia 120 happy 5
20 dia 120 sad 1
20 sys 79 anxious 3
20 sys 79 happy 5
20 sys 79 sad 1
21 dia 130 anxious 1
21 dia 130 happy 3
21 dia 130 sad 2
21 sys 84 anxious 1
21 sys 84 happy 3
21 sys 84 sad 2
22 dia 146 anxious 5
22 dia 146 happy 4
22 dia 146 sad 4
22 sys 97 anxious 5
22 sys 97 happy 4
22 sys 97 sad 4
23 dia 136 anxious 2
23 dia 136 happy 3
23 dia 136 sad 1
23 sys 86 anxious 2
23 sys 86 happy 3
23 sys 86 sad 1
24 dia 177 anxious 5
24 dia 177 happy 1
24 dia 177 sad 1
24 sys 118 anxious 5
24 sys 118 happy 1
24 sys 118 sad 1
25 dia 112 anxious 2
25 dia 112 happy 5
25 dia 112 sad 2
25 sys 75 anxious 2
25 sys 75 happy 5
25 sys 75 sad 2
26 dia 123 anxious 1
26 dia 123 happy 2
26 dia 123 sad 3
26 sys 88 anxious 1
26 sys 88 happy 2
26 sys 88 sad 3
27 dia 135 anxious 1
27 dia 135 happy 2
27 dia 135 sad 1
27 sys 85 anxious 1
27 sys 85 happy 2
27 sys 85 sad 1
28 dia 101 anxious 1
28 dia 101 happy 4
28 dia 101 sad 1
28 sys 78 anxious 1
28 sys 78 happy 4
28 sys 78 sad 1
29 dia 115 anxious 2
29 dia 115 happy 5
29 dia 115 sad 3
29 sys 71 anxious 2
29 sys 71 happy 5
29 sys 71 sad 3
30 dia 120 anxious 2
30 dia 120 happy 5
30 dia 120 sad 3
30 sys 76 anxious 2
30 sys 76 happy 5
30 sys 76 sad 3

Task: Create this plot:

  • Load the dataset with:
download.file(
  "https://raw.githubusercontent.com/jazznbass/datasets/main/bp_example.csv", 
  destfile = "example.csv", method = "curl"
)
df <- read.csv("example.csv")
  • Turn the data frame into a long format as described on the previous slide.
  • use ggplot with aesthetics: x = emotion, y = pressure, color = bp_type, size = emotion_value.
  • Add a jitter geom with width 0.2.

Step 1:

df_long <- df %>%
  pivot_longer(cols = 2:3, 
               names_to = 'bp_type', 
               values_to = 'pressure') %>%
  pivot_longer(cols = c("anxious", "happy", "sad"), 
               names_to = 'emotion', 
               values_to = 'emotion_value')
df_long
id bp_type pressure emotion emotion_value
1 dia 150 anxious 3
1 dia 150 happy 2
1 dia 150 sad 3
1 sys 105 anxious 3
1 sys 105 happy 2
1 sys 105 sad 3
2 dia 142 anxious 4
2 dia 142 happy 4
2 dia 142 sad 4
2 sys 91 anxious 4
2 sys 91 happy 4
2 sys 91 sad 4
3 dia 114 anxious 2
3 dia 114 happy 4
3 dia 114 sad 1
3 sys 79 anxious 2
3 sys 79 happy 4
3 sys 79 sad 1
4 dia 140 anxious 1
4 dia 140 happy 1
4 dia 140 sad 4
4 sys 98 anxious 1
4 sys 98 happy 1
4 sys 98 sad 4
5 dia 126 anxious 3
5 dia 126 happy 5
5 dia 126 sad 5
5 sys 85 anxious 3
5 sys 85 happy 5
5 sys 85 sad 5
6 dia 147 anxious 2
6 dia 147 happy 1
6 dia 147 sad 1
6 sys 101 anxious 2
6 sys 101 happy 1
6 sys 101 sad 1
7 dia 149 anxious 5
7 dia 149 happy 5
7 dia 149 sad 4
7 sys 93 anxious 5
7 sys 93 happy 5
7 sys 93 sad 4
8 dia 128 anxious 4
8 dia 128 happy 5
8 dia 128 sad 4
8 sys 83 anxious 4
8 sys 83 happy 5
8 sys 83 sad 4
9 dia 136 anxious 3
9 dia 136 happy 4
9 dia 136 sad 2
9 sys 88 anxious 3
9 sys 88 happy 4
9 sys 88 sad 2
10 dia 128 anxious 1
10 dia 128 happy 3
10 dia 128 sad 1
10 sys 81 anxious 1
10 sys 81 happy 3
10 sys 81 sad 1
11 dia 148 anxious 2
11 dia 148 happy 2
11 dia 148 sad 5
11 sys 100 anxious 2
11 sys 100 happy 2
11 sys 100 sad 5
12 dia 151 anxious 3
12 dia 151 happy 2
12 dia 151 sad 2
12 sys 102 anxious 3
12 sys 102 happy 2
12 sys 102 sad 2
13 dia 130 anxious 5
13 dia 130 happy 5
13 dia 130 sad 3
13 sys 97 anxious 5
13 sys 97 happy 5
13 sys 97 sad 3
14 dia 135 anxious 4
14 dia 135 happy 5
14 dia 135 sad 2
14 sys 88 anxious 4
14 sys 88 happy 5
14 sys 88 sad 2
15 dia 135 anxious 1
15 dia 135 happy 2
15 dia 135 sad 3
15 sys 87 anxious 1
15 sys 87 happy 2
15 sys 87 sad 3
16 dia 122 anxious 2
16 dia 122 happy 3
16 dia 122 sad 4
16 sys 84 anxious 2
16 sys 84 happy 3
16 sys 84 sad 4
17 dia 156 anxious 3
17 dia 156 happy 2
17 dia 156 sad 2
17 sys 99 anxious 3
17 sys 99 happy 2
17 sys 99 sad 2
18 dia 124 anxious 4
18 dia 124 happy 5
18 dia 124 sad 3
18 sys 91 anxious 4
18 sys 91 happy 5
18 sys 91 sad 3
19 dia 141 anxious 3
19 dia 141 happy 3
19 dia 141 sad 4
19 sys 90 anxious 3
19 sys 90 happy 3
19 sys 90 sad 4
20 dia 120 anxious 3
20 dia 120 happy 5
20 dia 120 sad 1
20 sys 79 anxious 3
20 sys 79 happy 5
20 sys 79 sad 1
21 dia 130 anxious 1
21 dia 130 happy 3
21 dia 130 sad 2
21 sys 84 anxious 1
21 sys 84 happy 3
21 sys 84 sad 2
22 dia 146 anxious 5
22 dia 146 happy 4
22 dia 146 sad 4
22 sys 97 anxious 5
22 sys 97 happy 4
22 sys 97 sad 4
23 dia 136 anxious 2
23 dia 136 happy 3
23 dia 136 sad 1
23 sys 86 anxious 2
23 sys 86 happy 3
23 sys 86 sad 1
24 dia 177 anxious 5
24 dia 177 happy 1
24 dia 177 sad 1
24 sys 118 anxious 5
24 sys 118 happy 1
24 sys 118 sad 1
25 dia 112 anxious 2
25 dia 112 happy 5
25 dia 112 sad 2
25 sys 75 anxious 2
25 sys 75 happy 5
25 sys 75 sad 2
26 dia 123 anxious 1
26 dia 123 happy 2
26 dia 123 sad 3
26 sys 88 anxious 1
26 sys 88 happy 2
26 sys 88 sad 3
27 dia 135 anxious 1
27 dia 135 happy 2
27 dia 135 sad 1
27 sys 85 anxious 1
27 sys 85 happy 2
27 sys 85 sad 1
28 dia 101 anxious 1
28 dia 101 happy 4
28 dia 101 sad 1
28 sys 78 anxious 1
28 sys 78 happy 4
28 sys 78 sad 1
29 dia 115 anxious 2
29 dia 115 happy 5
29 dia 115 sad 3
29 sys 71 anxious 2
29 sys 71 happy 5
29 sys 71 sad 3
30 dia 120 anxious 2
30 dia 120 happy 5
30 dia 120 sad 3
30 sys 76 anxious 2
30 sys 76 happy 5
30 sys 76 sad 3

Step 2:

ggplot(df_long, 
  aes(x = emotion, y = pressure, 
      color = bp_type, size = emotion_value)) +
  geom_jitter(width = 0.2)

Complex example

We have such a dataframe:

religion <$10k $10-20k $20-30k $30-40k $40-50k $50-75k $75-100k $100-150k >150k Don’t know/refused
Agnostic 27 34 60 81 76 137 122 109 84 96
Atheist 12 27 37 52 35 70 73 59 74 76
Buddhist 27 21 30 34 33 58 62 39 53 54
Catholic 418 617 732 670 638 1116 949 792 633 1489
Don’t know/refused 15 14 15 11 10 35 21 17 18 116
Evangelical Prot 575 869 1064 982 881 1486 949 723 414 1529
Hindu 1 9 7 9 11 34 47 48 54 37
Historically Black Prot 228 244 236 238 197 223 131 81 78 339
Jehovah’s Witness 20 27 24 24 21 30 15 11 6 37
Jewish 19 19 25 25 30 95 69 87 151 162
Mainline Prot 289 495 619 655 651 1107 939 753 634 1328
Mormon 29 40 48 51 56 112 85 49 42 69
Muslim 6 7 9 10 9 23 16 8 6 22
Orthodox 13 17 23 32 32 47 38 42 46 73
Other Christian 9 7 11 13 13 14 18 14 12 18
Other Faiths 20 33 40 46 49 63 46 40 41 71
Other World Religions 5 2 3 4 2 7 3 4 4 8
Unaffiliated 217 299 374 365 341 528 407 321 258 597

We want such a plot:

Step 1: Turn the count values into percentages:

# with dplyr:
new_df <- relig_income %>% 
  rowwise() %>%
  mutate(total = sum(c_across(2:11))) %>%
  ungroup() %>%
  mutate(across(2:11, ~ . / total * 100)) %>%
  filter(total >= 500)
# with base R
new_df <- as.data.frame(relig_income)
new_df$total <- apply(new_df[, 2:11], 1, sum)
new_df <- new_df[new_df$total >= 500,]

for(i in 1:nrow(new_df))  
  new_df[i, 2:11] <- new_df[i, 2:11] / new_df$total[i] * 100
religion <$10k $10-20k $20-30k $30-40k $40-50k $50-75k $75-100k $100-150k >150k Don’t know/refused total
1 Agnostic 3.268765 4.116223 7.263922 9.806295 9.200969 16.58596 14.769976 13.196126 10.169491 11.62228 826
2 Atheist 2.330097 5.242718 7.184466 10.097087 6.796117 13.59223 14.174757 11.456311 14.368932 14.75728 515
4 Catholic 5.189968 7.660790 9.088652 8.318848 7.921530 13.85647 11.782965 9.833623 7.859449 18.48771 8054
6 Evangelical Prot 6.070524 9.174409 11.233108 10.367399 9.301098 15.68834 10.019003 7.633024 4.370777 16.14231 9472
8 Historically Black Prot 11.428571 12.230576 11.829574 11.929825 9.874687 11.17794 6.566416 4.060150 3.909774 16.99248 1995
10 Jewish 2.785924 2.785924 3.665689 3.665689 4.398827 13.92962 10.117302 12.756598 22.140763 23.75367 682
11 Mainline Prot 3.868809 6.626506 8.286479 8.768407 8.714859 14.81928 12.570281 10.080321 8.487282 17.77778 7470
12 Mormon 4.991394 6.884682 8.261618 8.777969 9.638554 19.27711 14.629948 8.433735 7.228916 11.87608 581
18 Unaffiliated 5.853790 8.065821 10.089021 9.846237 9.198813 14.24332 10.979228 8.659293 6.959806 16.10467 3707

Step 2: Turn data into long format:

# tidy R
new_long <- new_df %>%
  pivot_longer(col = 2:11, names_to = "income", values_to = "count")


#  base R:
new_long <- data.frame(
  religion = rep(NA, nrow(new_df) * 10), 
  income = rep(names(new_df)[2:11], nrow(new_df)), 
  count = rep(NA, nrow(new_df) * 10))

new_long$religion <- rep(new_df$religion, each = 10)

for(i in 1:nrow(new_df))
  new_long$count[((i-1)*10+1):((i-1)*10+10)] <- as.numeric(new_df[i, 2:11])
religion income count
Agnostic <$10k 3.268765
Agnostic $10-20k 4.116223
Agnostic $20-30k 7.263922
Agnostic $30-40k 9.806295
Agnostic $40-50k 9.200969
Agnostic $50-75k 16.585956
Agnostic $75-100k 14.769976
Agnostic $100-150k 13.196126
Agnostic >150k 10.169491
Agnostic Don’t know/refused 11.622276
Atheist <$10k 2.330097
Atheist $10-20k 5.242718
Atheist $20-30k 7.184466
Atheist $30-40k 10.097087
Atheist $40-50k 6.796117
Atheist $50-75k 13.592233
Atheist $75-100k 14.174757
Atheist $100-150k 11.456311
Atheist >150k 14.368932
Atheist Don’t know/refused 14.757282
Catholic <$10k 5.189968
Catholic $10-20k 7.660790
Catholic $20-30k 9.088652
Catholic $30-40k 8.318848
Catholic $40-50k 7.921530
Catholic $50-75k 13.856469
Catholic $75-100k 11.782965
Catholic $100-150k 9.833623
Catholic >150k 7.859449
Catholic Don’t know/refused 18.487708
Evangelical Prot <$10k 6.070524
Evangelical Prot $10-20k 9.174409
Evangelical Prot $20-30k 11.233108
Evangelical Prot $30-40k 10.367399
Evangelical Prot $40-50k 9.301098
Evangelical Prot $50-75k 15.688345
Evangelical Prot $75-100k 10.019003
Evangelical Prot $100-150k 7.633024
Evangelical Prot >150k 4.370777
Evangelical Prot Don’t know/refused 16.142314
Historically Black Prot <$10k 11.428571
Historically Black Prot $10-20k 12.230576
Historically Black Prot $20-30k 11.829574
Historically Black Prot $30-40k 11.929825
Historically Black Prot $40-50k 9.874687
Historically Black Prot $50-75k 11.177945
Historically Black Prot $75-100k 6.566416
Historically Black Prot $100-150k 4.060150
Historically Black Prot >150k 3.909774
Historically Black Prot Don’t know/refused 16.992481
Jewish <$10k 2.785924
Jewish $10-20k 2.785924
Jewish $20-30k 3.665689
Jewish $30-40k 3.665689
Jewish $40-50k 4.398827
Jewish $50-75k 13.929619
Jewish $75-100k 10.117302
Jewish $100-150k 12.756598
Jewish >150k 22.140763
Jewish Don’t know/refused 23.753666
Mainline Prot <$10k 3.868809
Mainline Prot $10-20k 6.626506
Mainline Prot $20-30k 8.286479
Mainline Prot $30-40k 8.768407
Mainline Prot $40-50k 8.714859
Mainline Prot $50-75k 14.819277
Mainline Prot $75-100k 12.570281
Mainline Prot $100-150k 10.080321
Mainline Prot >150k 8.487282
Mainline Prot Don’t know/refused 17.777778
Mormon <$10k 4.991394
Mormon $10-20k 6.884682
Mormon $20-30k 8.261618
Mormon $30-40k 8.777969
Mormon $40-50k 9.638554
Mormon $50-75k 19.277108
Mormon $75-100k 14.629948
Mormon $100-150k 8.433735
Mormon >150k 7.228916
Mormon Don’t know/refused 11.876076
Unaffiliated <$10k 5.853790
Unaffiliated $10-20k 8.065821
Unaffiliated $20-30k 10.089021
Unaffiliated $30-40k 9.846237
Unaffiliated $40-50k 9.198813
Unaffiliated $50-75k 14.243323
Unaffiliated $75-100k 10.979228
Unaffiliated $100-150k 8.659293
Unaffiliated >150k 6.959806
Unaffiliated Don’t know/refused 16.104667

Create the basic plot

new_long %>%
  ggplot(aes(x = income, y = count)) +
  geom_col() +
  facet_wrap(~religion)

Rotate the text and set a label

new_long %>%
  ggplot(aes(x = income, y = count)) +
  geom_col() +
  facet_wrap(~religion) + 
  theme(axis.text.x = element_text(angle = 45, size = 7, hjust = 1)) +
  ylab("%")

Reorder income

new_long %>%
  mutate(income = factor(income, levels = names(relig_income)[2:11])) %>%
  ggplot(aes(x = income, y = count)) +
  geom_col() +
  facet_wrap(~religion) + 
  theme(axis.text.x = element_text(angle = 45, size = 7, hjust = 1)) +
  ylab("%")

Set a nice theme

new_long %>%
  mutate(income = factor(income, levels = names(relig_income)[2:11])) %>%
  ggplot(aes(x = income, y = count)) +
  geom_col() +
  facet_wrap(~religion) + 
  theme_classic() + 
  theme(axis.text.x = element_text(angle = 45, size = 7, hjust = 1)) +
  ylab("%")

Join datasets

full_join()

Joins to datasets:

  • x and y: Two dataset objects.
  • by: A columnname by which the datasets are joined.

Example

df_student:

age sex T_score class_id
8 M 52 A
8 M 60 A
6 M 32 A
10 M 47 B
7 F 32 B
7 F 57 B
7 F 57 C
8 M 46 C
5 F 70 C
7 F 51 D
6 M 37 D
6 M 63 D

df_teacher:

class_id self_efficacy
A 48
B 66
C 30
D 41 
full_join(df_student, df_teacher, by = "class_id")
age sex T_score class_id self_efficacy
8 M 52 A 48
8 M 60 A 48
6 M 32 A 48
10 M 47 B 66
7 F 32 B 66
7 F 57 B 66
7 F 57 C 30
8 M 46 C 30
5 F 70 C 30
7 F 51 D 41
6 M 37 D 41
6 M 63 D 41

Example with duplicated names

df_student:

age sex T_score class_id
8 M 52 A
8 M 60 A
6 M 32 A
10 M 47 B
7 F 32 B
7 F 57 B
7 F 57 C
8 M 46 C
5 F 70 C
7 F 51 D
6 M 37 D
6 M 63 D

df_teacher:

class_id self_efficacy age sex
A 33 34 M
B 59 63 F
C 43 35 M
D 55 31 M 
full_join(df_student, df_teacher, by = "class_id")
age.x sex.x T_score class_id self_efficacy age.y sex.y
8 M 52 A 33 34 M
8 M 60 A 33 34 M
6 M 32 A 33 34 M
10 M 47 B 59 63 F
7 F 32 B 59 63 F
7 F 57 B 59 63 F
7 F 57 C 43 35 M
8 M 46 C 43 35 M
5 F 70 C 43 35 M
7 F 51 D 55 31 M
6 M 37 D 55 31 M
6 M 63 D 55 31 M

Example

full_join(df_student, df_teacher, by = "class_id", suffix = c("_student", "_teacher"))
age_student sex_student T_score class_id self_efficacy age_teacher sex_teacher
8 M 52 A 33 34 M
8 M 60 A 33 34 M
6 M 32 A 33 34 M
10 M 47 B 59 63 F
7 F 32 B 59 63 F
7 F 57 B 59 63 F
7 F 57 C 43 35 M
8 M 46 C 43 35 M
5 F 70 C 43 35 M
7 F 51 D 55 31 M
6 M 37 D 55 31 M
6 M 63 D 55 31 M

Task

  • Load the df_student and df_teacher dataset:
download.file("https://raw.githubusercontent.com/jazznbass/datasets/main/df_student.csv", 
    destfile = "students.csv", method = "curl")
download.file("https://raw.githubusercontent.com/jazznbass/datasets/main/df_teacher.csv", 
    destfile = "teachers.csv", method = "curl")

df_students <- read.csv("students.csv")
df_teachers <- read.csv("teachers.csv")
  • join the two datasets by class id.
  • add for each student the average age and the proportion of males of the students of his class.

Hint: use group_by and summarise to calculate average age and proportions of males.

Solution

df <- full_join(df_students, df_teachers, by = "class_id", suffix = c("_student", "_teacher"))
age_student sex_student T_score class_id self_efficacy age_teacher sex_teacher
9 M 60 class_1 31 29 F
9 M 53 class_1 31 29 F
6 M 70 class_1 31 29 F
10 M 53 class_1 31 29 F
7 F 38 class_1 31 29 F
6 F 49 class_1 31 29 F
9 F 57 class_1 31 29 F
7 F 60 class_1 31 29 F
6 F 34 class_1 31 29 F
5 M 33 class_1 31 29 F
5 M 65 class_1 31 29 F
10 F 52 class_1 31 29 F
9 M 59 class_1 31 29 F
5 F 56 class_1 31 29 F
7 M 53 class_1 31 29 F
6 F 42 class_1 31 29 F
8 F 33 class_1 31 29 F
5 M 45 class_1 31 29 F
10 F 69 class_1 31 29 F
9 M 32 class_1 31 29 F
9 M 52 class_2 67 50 F
7 M 68 class_2 67 50 F
7 F 44 class_2 67 50 F
6 M 35 class_2 67 50 F
6 M 44 class_2 67 50 F
6 F 35 class_2 67 50 F
10 F 33 class_2 67 50 F
7 F 55 class_2 67 50 F
6 M 65 class_2 67 50 F
9 F 58 class_2 67 50 F
7 M 60 class_2 67 50 F
9 F 44 class_2 67 50 F
6 F 42 class_2 67 50 F
7 F 57 class_2 67 50 F
5 M 56 class_2 67 50 F
6 F 65 class_2 67 50 F
5 M 64 class_2 67 50 F
7 M 43 class_2 67 50 F
6 M 54 class_2 67 50 F
8 F 59 class_2 67 50 F
7 F 33 class_3 32 25 F
10 M 48 class_3 32 25 F
6 F 32 class_3 32 25 F
5 M 53 class_3 32 25 F
8 F 40 class_3 32 25 F
10 F 63 class_3 32 25 F
7 F 33 class_3 32 25 F
6 F 37 class_3 32 25 F
7 F 56 class_3 32 25 F
6 F 30 class_3 32 25 F
10 M 53 class_3 32 25 F
8 M 63 class_3 32 25 F
8 M 47 class_3 32 25 F
8 F 35 class_3 32 25 F
10 F 53 class_3 32 25 F
6 F 56 class_3 32 25 F
10 M 60 class_3 32 25 F
8 M 39 class_3 32 25 F
9 M 49 class_3 32 25 F
10 F 48 class_3 32 25 F
7 M 31 class_4 35 39 F
10 F 42 class_4 35 39 F
8 M 53 class_4 35 39 F
8 M 44 class_4 35 39 F
6 M 31 class_4 35 39 F
7 F 34 class_4 35 39 F
8 M 36 class_4 35 39 F
10 M 43 class_4 35 39 F
6 F 41 class_4 35 39 F
10 F 61 class_4 35 39 F
5 F 61 class_4 35 39 F
8 F 52 class_4 35 39 F
10 M 55 class_4 35 39 F
8 M 45 class_4 35 39 F
10 M 39 class_4 35 39 F
7 F 38 class_4 35 39 F
5 F 63 class_4 35 39 F
8 F 40 class_4 35 39 F
7 M 39 class_4 35 39 F
10 F 63 class_4 35 39 F
9 F 42 class_5 60 29 M
8 M 45 class_5 60 29 M
7 F 47 class_5 60 29 M
5 M 45 class_5 60 29 M
5 F 69 class_5 60 29 M
6 M 68 class_5 60 29 M
7 F 55 class_5 60 29 M
10 M 56 class_5 60 29 M
6 F 64 class_5 60 29 M
8 M 30 class_5 60 29 M
5 M 65 class_5 60 29 M
7 F 64 class_5 60 29 M
5 F 64 class_5 60 29 M
8 M 50 class_5 60 29 M
8 F 63 class_5 60 29 M
7 M 70 class_5 60 29 M
10 F 38 class_5 60 29 M
9 M 38 class_5 60 29 M
10 M 46 class_5 60 29 M
5 M 48 class_5 60 29 M
5 F 64 class_6 37 30 F
9 F 65 class_6 37 30 F
9 M 41 class_6 37 30 F
5 M 70 class_6 37 30 F
7 M 62 class_6 37 30 F
9 M 39 class_6 37 30 F
7 M 60 class_6 37 30 F
6 M 53 class_6 37 30 F
7 F 64 class_6 37 30 F
9 M 68 class_6 37 30 F
6 M 35 class_6 37 30 F
6 F 44 class_6 37 30 F
7 M 40 class_6 37 30 F
6 F 61 class_6 37 30 F
7 F 59 class_6 37 30 F
6 M 35 class_6 37 30 F
7 M 46 class_6 37 30 F
6 F 56 class_6 37 30 F
9 M 62 class_6 37 30 F
5 M 53 class_6 37 30 F
6 M 35 class_7 61 26 F
8 F 69 class_7 61 26 F
9 M 57 class_7 61 26 F
9 M 60 class_7 61 26 F
7 M 34 class_7 61 26 F
8 M 42 class_7 61 26 F
9 M 31 class_7 61 26 F
5 F 37 class_7 61 26 F
8 M 69 class_7 61 26 F
10 F 68 class_7 61 26 F
6 F 40 class_7 61 26 F
9 F 65 class_7 61 26 F
5 F 57 class_7 61 26 F
6 M 66 class_7 61 26 F
7 F 33 class_7 61 26 F
6 F 59 class_7 61 26 F
8 F 40 class_7 61 26 F
6 M 44 class_7 61 26 F
8 M 60 class_7 61 26 F
9 F 62 class_7 61 26 F
9 M 41 class_8 43 44 F
7 M 70 class_8 43 44 F
8 M 52 class_8 43 44 F
5 F 68 class_8 43 44 F
10 M 34 class_8 43 44 F
8 F 43 class_8 43 44 F
6 F 51 class_8 43 44 F
8 F 51 class_8 43 44 F
10 F 61 class_8 43 44 F
10 F 32 class_8 43 44 F
7 F 68 class_8 43 44 F
8 M 63 class_8 43 44 F
8 F 31 class_8 43 44 F
10 M 60 class_8 43 44 F
8 F 55 class_8 43 44 F
7 M 46 class_8 43 44 F
9 F 36 class_8 43 44 F
9 F 33 class_8 43 44 F
7 F 30 class_8 43 44 F
9 M 67 class_8 43 44 F
8 F 62 class_9 44 28 M
10 M 49 class_9 44 28 M
7 M 63 class_9 44 28 M
6 M 40 class_9 44 28 M
8 F 59 class_9 44 28 M
8 M 36 class_9 44 28 M
7 M 39 class_9 44 28 M
5 F 54 class_9 44 28 M
6 F 46 class_9 44 28 M
6 F 61 class_9 44 28 M
10 M 53 class_9 44 28 M
8 F 30 class_9 44 28 M
10 M 59 class_9 44 28 M
8 M 37 class_9 44 28 M
8 M 66 class_9 44 28 M
8 F 38 class_9 44 28 M
10 M 55 class_9 44 28 M
8 M 62 class_9 44 28 M
7 M 52 class_9 44 28 M
5 M 42 class_9 44 28 M
10 M 60 class_10 55 29 M
9 M 52 class_10 55 29 M
7 F 50 class_10 55 29 M
7 F 39 class_10 55 29 M
8 F 49 class_10 55 29 M
8 F 30 class_10 55 29 M
9 M 33 class_10 55 29 M
7 F 54 class_10 55 29 M
6 F 35 class_10 55 29 M
6 M 69 class_10 55 29 M
8 M 37 class_10 55 29 M
9 F 66 class_10 55 29 M
10 F 50 class_10 55 29 M
10 M 57 class_10 55 29 M
7 F 41 class_10 55 29 M
7 F 65 class_10 55 29 M
6 F 53 class_10 55 29 M
5 M 39 class_10 55 29 M
7 M 65 class_10 55 29 M
10 M 59 class_10 55 29 M
7 F 47 class_11 51 27 M
9 M 51 class_11 51 27 M
6 F 69 class_11 51 27 M
8 M 68 class_11 51 27 M
8 F 38 class_11 51 27 M
8 F 61 class_11 51 27 M
10 F 65 class_11 51 27 M
7 F 46 class_11 51 27 M
8 F 65 class_11 51 27 M
8 M 68 class_11 51 27 M
10 F 43 class_11 51 27 M
7 M 57 class_11 51 27 M
10 M 41 class_11 51 27 M
7 M 62 class_11 51 27 M
9 F 68 class_11 51 27 M
7 M 34 class_11 51 27 M
8 F 48 class_11 51 27 M
9 M 55 class_11 51 27 M
9 F 60 class_11 51 27 M
8 F 54 class_11 51 27 M
5 F 57 class_12 53 47 F
5 M 52 class_12 53 47 F
5 M 64 class_12 53 47 F
8 M 56 class_12 53 47 F
7 F 62 class_12 53 47 F
10 F 68 class_12 53 47 F
5 M 56 class_12 53 47 F
9 F 33 class_12 53 47 F
5 F 44 class_12 53 47 F
8 F 51 class_12 53 47 F
10 F 63 class_12 53 47 F
7 F 54 class_12 53 47 F
10 M 60 class_12 53 47 F
7 M 62 class_12 53 47 F
10 F 68 class_12 53 47 F
10 M 67 class_12 53 47 F
8 F 63 class_12 53 47 F
6 M 65 class_12 53 47 F
9 F 51 class_12 53 47 F
7 M 30 class_12 53 47 F
6 F 59 class_13 64 42 F
9 M 30 class_13 64 42 F
10 M 31 class_13 64 42 F
6 M 41 class_13 64 42 F
7 F 40 class_13 64 42 F
5 M 37 class_13 64 42 F
7 F 70 class_13 64 42 F
6 M 59 class_13 64 42 F
5 F 50 class_13 64 42 F
5 M 34 class_13 64 42 F
10 M 50 class_13 64 42 F
9 F 56 class_13 64 42 F
6 F 59 class_13 64 42 F
5 F 33 class_13 64 42 F
8 M 58 class_13 64 42 F
5 F 39 class_13 64 42 F
5 M 68 class_13 64 42 F
8 F 56 class_13 64 42 F
6 F 43 class_13 64 42 F
8 M 60 class_13 64 42 F
9 F 33 class_14 32 33 M
7 M 43 class_14 32 33 M
9 M 49 class_14 32 33 M
6 M 37 class_14 32 33 M
7 F 58 class_14 32 33 M
6 F 45 class_14 32 33 M
7 F 54 class_14 32 33 M
8 M 37 class_14 32 33 M
9 F 63 class_14 32 33 M
7 F 46 class_14 32 33 M
10 M 63 class_14 32 33 M
10 M 54 class_14 32 33 M
8 F 38 class_14 32 33 M
7 F 67 class_14 32 33 M
5 M 61 class_14 32 33 M
9 M 32 class_14 32 33 M
6 M 40 class_14 32 33 M
8 F 34 class_14 32 33 M
10 F 38 class_14 32 33 M
7 F 52 class_14 32 33 M
9 M 57 class_15 43 38 M
7 F 59 class_15 43 38 M
10 F 63 class_15 43 38 M
7 F 41 class_15 43 38 M
6 M 57 class_15 43 38 M
7 F 49 class_15 43 38 M
10 F 34 class_15 43 38 M
6 M 35 class_15 43 38 M
5 M 49 class_15 43 38 M
6 M 59 class_15 43 38 M
6 F 37 class_15 43 38 M
6 F 34 class_15 43 38 M
8 M 48 class_15 43 38 M
8 F 52 class_15 43 38 M
10 M 49 class_15 43 38 M
10 F 68 class_15 43 38 M
6 M 39 class_15 43 38 M
5 M 31 class_15 43 38 M
6 F 67 class_15 43 38 M
9 F 36 class_15 43 38 M
7 M 31 class_16 59 40 M
8 F 65 class_16 59 40 M
9 M 51 class_16 59 40 M
5 M 49 class_16 59 40 M
8 F 40 class_16 59 40 M
8 M 66 class_16 59 40 M
6 F 39 class_16 59 40 M
9 F 47 class_16 59 40 M
7 F 48 class_16 59 40 M
5 M 54 class_16 59 40 M
7 F 68 class_16 59 40 M
7 M 60 class_16 59 40 M
5 F 52 class_16 59 40 M
5 F 46 class_16 59 40 M
8 M 63 class_16 59 40 M
5 F 51 class_16 59 40 M
10 M 43 class_16 59 40 M
10 M 36 class_16 59 40 M
7 M 43 class_16 59 40 M
10 M 68 class_16 59 40 M
8 F 50 class_17 34 28 F
5 F 63 class_17 34 28 F
5 M 50 class_17 34 28 F
7 M 44 class_17 34 28 F
8 F 33 class_17 34 28 F
5 M 57 class_17 34 28 F
10 F 52 class_17 34 28 F
6 M 36 class_17 34 28 F
7 F 46 class_17 34 28 F
7 F 55 class_17 34 28 F
7 M 39 class_17 34 28 F
6 M 37 class_17 34 28 F
5 M 68 class_17 34 28 F
5 M 39 class_17 34 28 F
9 F 63 class_17 34 28 F
7 M 67 class_17 34 28 F
10 M 40 class_17 34 28 F
7 M 69 class_17 34 28 F
8 M 50 class_17 34 28 F
8 F 33 class_17 34 28 F
6 F 39 class_18 38 61 M
6 F 45 class_18 38 61 M
10 M 65 class_18 38 61 M
6 M 51 class_18 38 61 M
7 F 30 class_18 38 61 M
7 F 68 class_18 38 61 M
6 F 63 class_18 38 61 M
5 M 53 class_18 38 61 M
7 F 54 class_18 38 61 M
6 F 44 class_18 38 61 M
8 M 70 class_18 38 61 M
10 M 68 class_18 38 61 M
9 M 58 class_18 38 61 M
8 M 59 class_18 38 61 M
9 M 40 class_18 38 61 M
5 M 62 class_18 38 61 M
8 F 57 class_18 38 61 M
6 F 70 class_18 38 61 M
6 M 49 class_18 38 61 M
5 F 49 class_18 38 61 M
7 M 48 class_19 36 46 M
5 M 66 class_19 36 46 M
8 F 42 class_19 36 46 M
5 M 65 class_19 36 46 M
5 F 57 class_19 36 46 M
10 F 50 class_19 36 46 M
5 F 34 class_19 36 46 M
9 F 70 class_19 36 46 M
8 F 57 class_19 36 46 M
10 F 41 class_19 36 46 M
10 F 65 class_19 36 46 M
10 M 69 class_19 36 46 M
9 F 50 class_19 36 46 M
10 M 58 class_19 36 46 M
8 M 55 class_19 36 46 M
7 F 67 class_19 36 46 M
9 M 64 class_19 36 46 M
6 F 64 class_19 36 46 M
7 F 34 class_19 36 46 M
8 M 54 class_19 36 46 M
10 F 68 class_20 47 49 M
9 F 34 class_20 47 49 M
6 F 37 class_20 47 49 M
8 F 54 class_20 47 49 M
7 M 39 class_20 47 49 M
6 F 59 class_20 47 49 M
5 M 43 class_20 47 49 M
10 F 44 class_20 47 49 M
9 F 70 class_20 47 49 M
9 F 57 class_20 47 49 M
7 F 42 class_20 47 49 M
10 M 57 class_20 47 49 M
5 M 32 class_20 47 49 M
6 M 38 class_20 47 49 M
7 M 49 class_20 47 49 M
5 F 45 class_20 47 49 M
9 M 39 class_20 47 49 M
8 M 47 class_20 47 49 M
10 F 66 class_20 47 49 M
8 M 54 class_20 47 49 M
8 F 30 class_21 34 37 F
5 M 36 class_21 34 37 F
8 F 64 class_21 34 37 F
7 F 56 class_21 34 37 F
8 M 54 class_21 34 37 F
9 M 66 class_21 34 37 F
10 F 48 class_21 34 37 F
9 M 54 class_21 34 37 F
6 M 40 class_21 34 37 F
8 M 49 class_21 34 37 F
10 M 46 class_21 34 37 F
6 F 40 class_21 34 37 F
5 M 67 class_21 34 37 F
7 M 51 class_21 34 37 F
10 M 39 class_21 34 37 F
8 M 40 class_21 34 37 F
7 F 41 class_21 34 37 F
9 M 50 class_21 34 37 F
6 F 63 class_21 34 37 F
6 F 62 class_21 34 37 F
6 M 57 class_22 64 63 F
8 F 35 class_22 64 63 F
10 F 57 class_22 64 63 F
10 F 43 class_22 64 63 F
8 F 64 class_22 64 63 F
9 F 46 class_22 64 63 F
8 M 60 class_22 64 63 F
6 F 65 class_22 64 63 F
9 M 36 class_22 64 63 F
6 M 31 class_22 64 63 F
6 F 38 class_22 64 63 F
10 M 42 class_22 64 63 F
8 F 67 class_22 64 63 F
10 M 49 class_22 64 63 F
5 M 43 class_22 64 63 F
9 M 50 class_22 64 63 F
6 F 52 class_22 64 63 F
8 M 63 class_22 64 63 F
5 M 33 class_22 64 63 F
8 F 41 class_22 64 63 F
6 F 68 class_23 48 26 F
7 M 64 class_23 48 26 F
10 M 55 class_23 48 26 F
10 F 38 class_23 48 26 F
5 F 54 class_23 48 26 F
9 F 45 class_23 48 26 F
7 M 41 class_23 48 26 F
9 F 40 class_23 48 26 F
5 M 31 class_23 48 26 F
6 F 52 class_23 48 26 F
10 M 42 class_23 48 26 F
5 F 61 class_23 48 26 F
7 M 42 class_23 48 26 F
6 F 58 class_23 48 26 F
10 M 57 class_23 48 26 F
5 M 68 class_23 48 26 F
9 M 69 class_23 48 26 F
8 M 32 class_23 48 26 F
7 F 62 class_23 48 26 F
9 M 59 class_23 48 26 F
8 F 63 class_24 53 31 F
5 F 49 class_24 53 31 F
10 F 53 class_24 53 31 F
8 M 58 class_24 53 31 F
5 M 70 class_24 53 31 F
10 M 45 class_24 53 31 F
9 F 34 class_24 53 31 F
8 F 47 class_24 53 31 F
6 M 35 class_24 53 31 F
5 F 54 class_24 53 31 F
7 F 40 class_24 53 31 F
5 M 63 class_24 53 31 F
6 M 65 class_24 53 31 F
9 F 37 class_24 53 31 F
6 M 33 class_24 53 31 F
9 M 52 class_24 53 31 F
8 M 39 class_24 53 31 F
8 F 51 class_24 53 31 F
6 F 45 class_24 53 31 F
8 F 62 class_24 53 31 F
8 M 46 class_25 65 26 F
10 M 62 class_25 65 26 F
10 F 59 class_25 65 26 F
8 F 63 class_25 65 26 F
8 F 42 class_25 65 26 F
6 M 31 class_25 65 26 F
7 M 58 class_25 65 26 F
10 F 30 class_25 65 26 F
5 F 60 class_25 65 26 F
6 F 37 class_25 65 26 F
5 M 47 class_25 65 26 F
6 F 55 class_25 65 26 F
6 F 49 class_25 65 26 F
9 F 70 class_25 65 26 F
6 F 40 class_25 65 26 F
8 F 32 class_25 65 26 F
9 M 55 class_25 65 26 F
9 M 50 class_25 65 26 F
6 M 64 class_25 65 26 F
9 M 52 class_25 65 26 F
9 F 36 class_26 32 41 F
6 F 35 class_26 32 41 F
6 M 55 class_26 32 41 F
7 F 51 class_26 32 41 F
5 F 35 class_26 32 41 F
8 F 59 class_26 32 41 F
6 F 32 class_26 32 41 F
8 M 52 class_26 32 41 F
10 F 32 class_26 32 41 F
7 F 46 class_26 32 41 F
8 M 48 class_26 32 41 F
8 F 66 class_26 32 41 F
9 F 70 class_26 32 41 F
5 M 58 class_26 32 41 F
5 M 52 class_26 32 41 F
6 M 67 class_26 32 41 F
6 F 41 class_26 32 41 F
6 F 44 class_26 32 41 F
8 M 33 class_26 32 41 F
6 M 54 class_26 32 41 F
9 F 37 class_27 44 50 F
10 M 41 class_27 44 50 F
8 F 68 class_27 44 50 F
7 M 45 class_27 44 50 F
7 M 30 class_27 44 50 F
8 F 47 class_27 44 50 F
5 M 64 class_27 44 50 F
5 F 68 class_27 44 50 F
8 M 46 class_27 44 50 F
9 M 54 class_27 44 50 F
5 F 57 class_27 44 50 F
7 M 37 class_27 44 50 F
9 M 32 class_27 44 50 F
5 M 60 class_27 44 50 F
9 F 68 class_27 44 50 F
9 M 37 class_27 44 50 F
7 M 63 class_27 44 50 F
9 F 68 class_27 44 50 F
6 M 30 class_27 44 50 F
10 M 49 class_27 44 50 F
9 F 59 class_28 61 26 M
10 F 60 class_28 61 26 M
6 M 53 class_28 61 26 M
6 M 69 class_28 61 26 M
5 F 50 class_28 61 26 M
7 M 62 class_28 61 26 M
5 F 41 class_28 61 26 M
8 F 56 class_28 61 26 M
6 M 66 class_28 61 26 M
10 M 69 class_28 61 26 M
6 M 48 class_28 61 26 M
7 F 35 class_28 61 26 M
9 F 32 class_28 61 26 M
7 F 64 class_28 61 26 M
7 M 39 class_28 61 26 M
10 F 32 class_28 61 26 M
6 F 38 class_28 61 26 M
7 M 40 class_28 61 26 M
9 M 68 class_28 61 26 M
8 F 34 class_28 61 26 M
10 M 48 class_29 39 43 F
6 M 51 class_29 39 43 F
6 M 44 class_29 39 43 F
7 F 44 class_29 39 43 F
10 M 42 class_29 39 43 F
9 F 42 class_29 39 43 F
5 F 34 class_29 39 43 F
10 F 42 class_29 39 43 F
7 F 40 class_29 39 43 F
7 F 50 class_29 39 43 F
7 F 60 class_29 39 43 F
7 M 34 class_29 39 43 F
6 M 62 class_29 39 43 F
9 F 55 class_29 39 43 F
9 M 44 class_29 39 43 F
8 F 47 class_29 39 43 F
10 M 64 class_29 39 43 F
5 M 55 class_29 39 43 F
7 F 54 class_29 39 43 F
7 M 62 class_29 39 43 F
8 F 56 class_30 31 32 F
7 F 61 class_30 31 32 F
5 F 42 class_30 31 32 F
9 F 61 class_30 31 32 F
7 M 32 class_30 31 32 F
6 F 44 class_30 31 32 F
8 M 64 class_30 31 32 F
6 M 30 class_30 31 32 F
5 F 42 class_30 31 32 F
8 M 34 class_30 31 32 F
8 F 59 class_30 31 32 F
5 M 49 class_30 31 32 F
10 M 56 class_30 31 32 F
6 M 38 class_30 31 32 F
9 F 42 class_30 31 32 F
5 F 30 class_30 31 32 F
8 M 47 class_30 31 32 F
6 F 53 class_30 31 32 F
6 M 55 class_30 31 32 F
6 F 45 class_30 31 32 F
8 F 59 class_31 56 25 M
6 F 31 class_31 56 25 M
7 F 43 class_31 56 25 M
10 M 34 class_31 56 25 M
6 M 57 class_31 56 25 M
9 M 30 class_31 56 25 M
7 F 50 class_31 56 25 M
9 M 43 class_31 56 25 M
7 F 37 class_31 56 25 M
5 M 61 class_31 56 25 M
9 M 59 class_31 56 25 M
8 M 68 class_31 56 25 M
10 F 41 class_31 56 25 M
7 M 47 class_31 56 25 M
5 F 53 class_31 56 25 M
8 M 44 class_31 56 25 M
8 F 33 class_31 56 25 M
6 M 61 class_31 56 25 M
8 F 65 class_31 56 25 M
10 F 52 class_31 56 25 M
8 F 34 class_32 64 39 M
10 F 54 class_32 64 39 M
5 F 64 class_32 64 39 M
5 M 57 class_32 64 39 M
9 F 40 class_32 64 39 M
9 M 70 class_32 64 39 M
10 F 36 class_32 64 39 M
9 F 43 class_32 64 39 M
10 M 42 class_32 64 39 M
9 M 70 class_32 64 39 M
9 M 30 class_32 64 39 M
8 F 30 class_32 64 39 M
6 F 63 class_32 64 39 M
5 M 69 class_32 64 39 M
8 M 66 class_32 64 39 M
9 F 33 class_32 64 39 M
5 M 34 class_32 64 39 M
10 F 69 class_32 64 39 M
10 M 45 class_32 64 39 M
6 M 51 class_32 64 39 M
10 F 46 class_33 56 34 M
6 M 63 class_33 56 34 M
6 F 54 class_33 56 34 M
5 M 55 class_33 56 34 M
9 M 57 class_33 56 34 M
9 M 54 class_33 56 34 M
8 M 32 class_33 56 34 M
5 F 56 class_33 56 34 M
7 M 40 class_33 56 34 M
8 F 53 class_33 56 34 M
7 F 57 class_33 56 34 M
7 M 32 class_33 56 34 M
8 F 43 class_33 56 34 M
6 F 33 class_33 56 34 M
9 M 42 class_33 56 34 M
5 F 61 class_33 56 34 M
9 F 45 class_33 56 34 M
6 F 46 class_33 56 34 M
5 M 63 class_33 56 34 M
9 M 38 class_33 56 34 M
6 F 31 class_34 54 39 F
8 F 37 class_34 54 39 F
6 M 57 class_34 54 39 F
10 M 59 class_34 54 39 F
9 M 40 class_34 54 39 F
8 M 49 class_34 54 39 F
7 M 62 class_34 54 39 F
7 F 41 class_34 54 39 F
6 M 57 class_34 54 39 F
8 M 52 class_34 54 39 F
10 F 52 class_34 54 39 F
7 M 30 class_34 54 39 F
9 M 51 class_34 54 39 F
8 M 53 class_34 54 39 F
10 M 36 class_34 54 39 F
7 F 54 class_34 54 39 F
9 M 67 class_34 54 39 F
9 M 52 class_34 54 39 F
5 M 63 class_34 54 39 F
5 F 41 class_34 54 39 F
8 M 58 class_35 44 47 M
8 M 38 class_35 44 47 M
7 F 32 class_35 44 47 M
10 F 62 class_35 44 47 M
6 F 68 class_35 44 47 M
6 M 69 class_35 44 47 M
6 M 35 class_35 44 47 M
7 M 65 class_35 44 47 M
9 F 47 class_35 44 47 M
6 F 60 class_35 44 47 M
9 F 70 class_35 44 47 M
8 F 30 class_35 44 47 M
10 F 38 class_35 44 47 M
6 M 40 class_35 44 47 M
7 M 37 class_35 44 47 M
10 M 35 class_35 44 47 M
9 M 45 class_35 44 47 M
8 M 59 class_35 44 47 M
9 F 56 class_35 44 47 M
7 M 67 class_35 44 47 M
9 F 66 class_36 61 65 M
7 F 38 class_36 61 65 M
10 F 57 class_36 61 65 M
9 M 37 class_36 61 65 M
7 M 55 class_36 61 65 M
6 F 59 class_36 61 65 M
10 M 30 class_36 61 65 M
6 M 38 class_36 61 65 M
10 F 50 class_36 61 65 M
10 F 41 class_36 61 65 M
10 F 45 class_36 61 65 M
5 M 44 class_36 61 65 M
7 M 70 class_36 61 65 M
6 F 44 class_36 61 65 M
6 F 60 class_36 61 65 M
7 F 31 class_36 61 65 M
10 M 68 class_36 61 65 M
10 M 69 class_36 61 65 M
7 M 43 class_36 61 65 M
9 F 50 class_36 61 65 M
9 M 36 class_37 32 26 M
5 F 65 class_37 32 26 M
10 M 47 class_37 32 26 M
5 M 43 class_37 32 26 M
7 M 42 class_37 32 26 M
9 M 32 class_37 32 26 M
5 F 41 class_37 32 26 M
7 M 65 class_37 32 26 M
6 M 50 class_37 32 26 M
9 F 62 class_37 32 26 M
9 M 50 class_37 32 26 M
5 M 69 class_37 32 26 M
8 M 50 class_37 32 26 M
9 F 56 class_37 32 26 M
7 F 50 class_37 32 26 M
7 M 67 class_37 32 26 M
9 F 57 class_37 32 26 M
7 M 50 class_37 32 26 M
9 M 33 class_37 32 26 M
10 F 30 class_37 32 26 M
5 M 65 class_38 66 58 F
9 M 49 class_38 66 58 F
10 F 60 class_38 66 58 F
7 F 38 class_38 66 58 F
8 F 57 class_38 66 58 F
5 M 37 class_38 66 58 F
10 M 55 class_38 66 58 F
9 M 38 class_38 66 58 F
9 F 64 class_38 66 58 F
7 M 45 class_38 66 58 F
5 M 32 class_38 66 58 F
6 M 52 class_38 66 58 F
8 M 44 class_38 66 58 F
8 M 32 class_38 66 58 F
6 M 33 class_38 66 58 F
10 F 34 class_38 66 58 F
9 M 55 class_38 66 58 F
7 M 55 class_38 66 58 F
5 M 35 class_38 66 58 F
6 F 63 class_38 66 58 F
6 F 38 class_39 41 54 F
5 M 62 class_39 41 54 F
7 M 64 class_39 41 54 F
5 M 62 class_39 41 54 F
5 M 48 class_39 41 54 F
8 M 70 class_39 41 54 F
5 M 48 class_39 41 54 F
7 M 34 class_39 41 54 F
10 M 45 class_39 41 54 F
5 M 42 class_39 41 54 F
5 M 30 class_39 41 54 F
8 M 38 class_39 41 54 F
5 F 69 class_39 41 54 F
10 F 42 class_39 41 54 F
7 F 66 class_39 41 54 F
5 M 34 class_39 41 54 F
7 F 57 class_39 41 54 F
6 M 60 class_39 41 54 F
7 M 54 class_39 41 54 F
9 M 63 class_39 41 54 F
8 F 59 class_40 41 63 M
10 F 49 class_40 41 63 M
5 M 45 class_40 41 63 M
8 M 41 class_40 41 63 M
10 F 65 class_40 41 63 M
5 M 59 class_40 41 63 M
8 F 53 class_40 41 63 M
9 M 66 class_40 41 63 M
5 M 36 class_40 41 63 M
9 F 31 class_40 41 63 M
10 M 40 class_40 41 63 M
8 F 46 class_40 41 63 M
10 F 64 class_40 41 63 M
10 M 51 class_40 41 63 M
7 F 52 class_40 41 63 M
6 F 65 class_40 41 63 M
7 F 31 class_40 41 63 M
6 M 38 class_40 41 63 M
10 F 55 class_40 41 63 M
7 F 40 class_40 41 63 M
10 F 52 class_41 36 51 F
7 M 69 class_41 36 51 F
7 F 55 class_41 36 51 F
8 F 46 class_41 36 51 F
7 M 34 class_41 36 51 F
5 F 68 class_41 36 51 F
9 M 55 class_41 36 51 F
6 M 41 class_41 36 51 F
7 M 69 class_41 36 51 F
8 F 38 class_41 36 51 F
6 F 43 class_41 36 51 F
5 M 69 class_41 36 51 F
8 M 40 class_41 36 51 F
8 M 34 class_41 36 51 F
8 F 69 class_41 36 51 F
7 M 68 class_41 36 51 F
5 M 42 class_41 36 51 F
5 F 62 class_41 36 51 F
10 M 66 class_41 36 51 F
9 M 67 class_41 36 51 F
9 M 31 class_42 44 50 F
8 F 62 class_42 44 50 F
8 M 43 class_42 44 50 F
10 M 64 class_42 44 50 F
7 F 48 class_42 44 50 F
9 F 46 class_42 44 50 F
10 F 50 class_42 44 50 F
6 M 30 class_42 44 50 F
9 M 68 class_42 44 50 F
8 F 68 class_42 44 50 F
6 M 41 class_42 44 50 F
9 M 68 class_42 44 50 F
5 M 70 class_42 44 50 F
8 F 61 class_42 44 50 F
6 F 33 class_42 44 50 F
9 M 68 class_42 44 50 F
5 M 37 class_42 44 50 F
7 F 64 class_42 44 50 F
6 F 50 class_42 44 50 F
10 M 45 class_42 44 50 F
10 F 42 class_43 35 39 M
8 F 63 class_43 35 39 M
6 F 40 class_43 35 39 M
9 F 60 class_43 35 39 M
5 M 69 class_43 35 39 M
10 M 39 class_43 35 39 M
8 M 66 class_43 35 39 M
5 F 30 class_43 35 39 M
5 F 67 class_43 35 39 M
8 M 31 class_43 35 39 M
5 M 57 class_43 35 39 M
5 M 38 class_43 35 39 M
5 M 37 class_43 35 39 M
10 F 57 class_43 35 39 M
7 M 65 class_43 35 39 M
10 M 59 class_43 35 39 M
6 M 36 class_43 35 39 M
10 F 30 class_43 35 39 M
6 M 33 class_43 35 39 M
6 F 36 class_43 35 39 M
10 F 58 class_44 45 36 M
9 M 30 class_44 45 36 M
8 F 45 class_44 45 36 M
7 F 60 class_44 45 36 M
10 M 55 class_44 45 36 M
10 F 62 class_44 45 36 M
10 F 40 class_44 45 36 M
7 M 47 class_44 45 36 M
7 F 53 class_44 45 36 M
8 F 38 class_44 45 36 M
9 M 47 class_44 45 36 M
10 M 46 class_44 45 36 M
5 F 57 class_44 45 36 M
8 F 38 class_44 45 36 M
10 F 35 class_44 45 36 M
6 F 61 class_44 45 36 M
8 F 44 class_44 45 36 M
10 M 68 class_44 45 36 M
10 M 30 class_44 45 36 M
7 F 64 class_44 45 36 M
10 F 61 class_45 38 61 M
7 M 60 class_45 38 61 M
10 F 42 class_45 38 61 M
10 F 66 class_45 38 61 M
8 F 59 class_45 38 61 M
8 M 42 class_45 38 61 M
6 M 55 class_45 38 61 M
5 F 66 class_45 38 61 M
6 M 39 class_45 38 61 M
10 M 68 class_45 38 61 M
6 M 68 class_45 38 61 M
8 F 41 class_45 38 61 M
7 M 51 class_45 38 61 M
8 F 49 class_45 38 61 M
8 M 33 class_45 38 61 M
10 F 44 class_45 38 61 M
5 F 42 class_45 38 61 M
8 M 36 class_45 38 61 M
8 M 34 class_45 38 61 M
7 M 49 class_45 38 61 M
6 M 60 class_46 37 56 M
5 M 59 class_46 37 56 M
6 F 62 class_46 37 56 M
10 M 64 class_46 37 56 M
6 F 51 class_46 37 56 M
6 M 40 class_46 37 56 M
7 F 51 class_46 37 56 M
6 F 39 class_46 37 56 M
5 F 53 class_46 37 56 M
6 M 58 class_46 37 56 M
8 M 32 class_46 37 56 M
7 M 67 class_46 37 56 M
7 F 64 class_46 37 56 M
10 M 38 class_46 37 56 M
5 F 38 class_46 37 56 M
8 M 31 class_46 37 56 M
9 F 57 class_46 37 56 M
9 M 43 class_46 37 56 M
7 F 57 class_46 37 56 M
6 M 49 class_46 37 56 M
8 M 63 class_47 44 60 F
9 F 62 class_47 44 60 F
6 F 37 class_47 44 60 F
5 F 41 class_47 44 60 F
8 F 55 class_47 44 60 F
6 F 33 class_47 44 60 F
5 F 55 class_47 44 60 F
8 M 38 class_47 44 60 F
9 M 41 class_47 44 60 F
8 M 48 class_47 44 60 F
8 F 65 class_47 44 60 F
7 F 64 class_47 44 60 F
6 F 58 class_47 44 60 F
9 M 70 class_47 44 60 F
9 M 62 class_47 44 60 F
8 M 47 class_47 44 60 F
9 M 54 class_47 44 60 F
9 M 61 class_47 44 60 F
9 F 69 class_47 44 60 F
7 F 68 class_47 44 60 F
5 M 54 class_48 59 50 M
6 M 60 class_48 59 50 M
9 F 42 class_48 59 50 M
9 F 35 class_48 59 50 M
7 F 31 class_48 59 50 M
9 M 59 class_48 59 50 M
9 M 32 class_48 59 50 M
6 M 62 class_48 59 50 M
10 M 40 class_48 59 50 M
8 M 62 class_48 59 50 M
8 M 37 class_48 59 50 M
7 F 60 class_48 59 50 M
5 F 37 class_48 59 50 M
8 F 66 class_48 59 50 M
6 M 43 class_48 59 50 M
5 F 54 class_48 59 50 M
7 M 47 class_48 59 50 M
10 M 66 class_48 59 50 M
5 M 58 class_48 59 50 M
10 F 49 class_48 59 50 M
6 M 31 class_49 59 40 F
5 M 42 class_49 59 40 F
9 M 67 class_49 59 40 F
5 M 54 class_49 59 40 F
7 F 63 class_49 59 40 F
8 F 33 class_49 59 40 F
10 M 60 class_49 59 40 F
5 F 56 class_49 59 40 F
8 F 57 class_49 59 40 F
10 F 43 class_49 59 40 F
7 M 34 class_49 59 40 F
6 F 40 class_49 59 40 F
7 M 49 class_49 59 40 F
10 F 56 class_49 59 40 F
10 M 53 class_49 59 40 F
9 M 60 class_49 59 40 F
8 M 30 class_49 59 40 F
6 F 43 class_49 59 40 F
7 F 68 class_49 59 40 F
10 F 64 class_49 59 40 F
5 F 61 class_50 39 38 F
8 M 66 class_50 39 38 F
6 F 44 class_50 39 38 F
8 F 70 class_50 39 38 F
10 F 47 class_50 39 38 F
6 M 65 class_50 39 38 F
9 F 50 class_50 39 38 F
9 F 58 class_50 39 38 F
7 M 35 class_50 39 38 F
5 F 53 class_50 39 38 F
6 F 55 class_50 39 38 F
9 F 44 class_50 39 38 F
6 F 69 class_50 39 38 F
10 M 35 class_50 39 38 F
8 F 30 class_50 39 38 F
8 F 53 class_50 39 38 F
7 F 55 class_50 39 38 F
5 M 57 class_50 39 38 F
5 F 33 class_50 39 38 F
9 F 65 class_50 39 38 F 
df_add <- df %>% 
  group_by(class_id) %>% 
  summarise(
    average_age = mean(age_student, na.rm = TRUE),
    prop_male = mean(sex_student == "M") * 100
  )
class_id average_age prop_male
class_1 7.40 50
class_10 7.80 45
class_11 8.15 40
class_12 7.55 45
class_13 6.80 50
class_14 7.75 45
class_15 7.35 45
class_16 7.30 55
class_17 7.00 60
class_18 7.00 50
class_19 7.80 40
class_2 6.95 50
class_20 7.70 45
class_21 7.60 60
class_22 7.75 50
class_23 7.50 55
class_24 7.30 45
class_25 7.55 45
class_26 6.95 40
class_27 7.60 65
class_28 7.40 45
class_29 7.60 50
class_3 7.95 40
class_30 6.90 45
class_31 7.65 50
class_32 8.00 50
class_33 7.20 50
class_34 7.70 70
class_35 7.80 55
class_36 8.05 45
class_37 7.60 65
class_38 7.45 70
class_39 6.60 75
class_4 7.90 50
class_40 7.90 40
class_41 7.25 60
class_42 7.75 55
class_43 7.20 55
class_44 8.45 35
class_45 7.75 55
class_46 6.95 55
class_47 7.65 45
class_48 7.45 60
class_49 7.65 50
class_5 7.25 55
class_50 7.30 25
class_6 6.90 65
class_7 7.45 50
class_8 8.15 40
class_9 7.65 65 

df <- full_join(df, df_add, by = "class_id")
age_student sex_student T_score class_id self_efficacy age_teacher sex_teacher average_age prop_male
9 M 60 class_1 31 29 F 7.40 50
9 M 53 class_1 31 29 F 7.40 50
6 M 70 class_1 31 29 F 7.40 50
10 M 53 class_1 31 29 F 7.40 50
7 F 38 class_1 31 29 F 7.40 50
6 F 49 class_1 31 29 F 7.40 50
9 F 57 class_1 31 29 F 7.40 50
7 F 60 class_1 31 29 F 7.40 50
6 F 34 class_1 31 29 F 7.40 50
5 M 33 class_1 31 29 F 7.40 50
5 M 65 class_1 31 29 F 7.40 50
10 F 52 class_1 31 29 F 7.40 50
9 M 59 class_1 31 29 F 7.40 50
5 F 56 class_1 31 29 F 7.40 50
7 M 53 class_1 31 29 F 7.40 50
6 F 42 class_1 31 29 F 7.40 50
8 F 33 class_1 31 29 F 7.40 50
5 M 45 class_1 31 29 F 7.40 50
10 F 69 class_1 31 29 F 7.40 50
9 M 32 class_1 31 29 F 7.40 50
9 M 52 class_2 67 50 F 6.95 50
7 M 68 class_2 67 50 F 6.95 50
7 F 44 class_2 67 50 F 6.95 50
6 M 35 class_2 67 50 F 6.95 50
6 M 44 class_2 67 50 F 6.95 50
6 F 35 class_2 67 50 F 6.95 50
10 F 33 class_2 67 50 F 6.95 50
7 F 55 class_2 67 50 F 6.95 50
6 M 65 class_2 67 50 F 6.95 50
9 F 58 class_2 67 50 F 6.95 50
7 M 60 class_2 67 50 F 6.95 50
9 F 44 class_2 67 50 F 6.95 50
6 F 42 class_2 67 50 F 6.95 50
7 F 57 class_2 67 50 F 6.95 50
5 M 56 class_2 67 50 F 6.95 50
6 F 65 class_2 67 50 F 6.95 50
5 M 64 class_2 67 50 F 6.95 50
7 M 43 class_2 67 50 F 6.95 50
6 M 54 class_2 67 50 F 6.95 50
8 F 59 class_2 67 50 F 6.95 50
7 F 33 class_3 32 25 F 7.95 40
10 M 48 class_3 32 25 F 7.95 40
6 F 32 class_3 32 25 F 7.95 40
5 M 53 class_3 32 25 F 7.95 40
8 F 40 class_3 32 25 F 7.95 40
10 F 63 class_3 32 25 F 7.95 40
7 F 33 class_3 32 25 F 7.95 40
6 F 37 class_3 32 25 F 7.95 40
7 F 56 class_3 32 25 F 7.95 40
6 F 30 class_3 32 25 F 7.95 40
10 M 53 class_3 32 25 F 7.95 40
8 M 63 class_3 32 25 F 7.95 40
8 M 47 class_3 32 25 F 7.95 40
8 F 35 class_3 32 25 F 7.95 40
10 F 53 class_3 32 25 F 7.95 40
6 F 56 class_3 32 25 F 7.95 40
10 M 60 class_3 32 25 F 7.95 40
8 M 39 class_3 32 25 F 7.95 40
9 M 49 class_3 32 25 F 7.95 40
10 F 48 class_3 32 25 F 7.95 40
7 M 31 class_4 35 39 F 7.90 50
10 F 42 class_4 35 39 F 7.90 50
8 M 53 class_4 35 39 F 7.90 50
8 M 44 class_4 35 39 F 7.90 50
6 M 31 class_4 35 39 F 7.90 50
7 F 34 class_4 35 39 F 7.90 50
8 M 36 class_4 35 39 F 7.90 50
10 M 43 class_4 35 39 F 7.90 50
6 F 41 class_4 35 39 F 7.90 50
10 F 61 class_4 35 39 F 7.90 50
5 F 61 class_4 35 39 F 7.90 50
8 F 52 class_4 35 39 F 7.90 50
10 M 55 class_4 35 39 F 7.90 50
8 M 45 class_4 35 39 F 7.90 50
10 M 39 class_4 35 39 F 7.90 50
7 F 38 class_4 35 39 F 7.90 50
5 F 63 class_4 35 39 F 7.90 50
8 F 40 class_4 35 39 F 7.90 50
7 M 39 class_4 35 39 F 7.90 50
10 F 63 class_4 35 39 F 7.90 50
9 F 42 class_5 60 29 M 7.25 55
8 M 45 class_5 60 29 M 7.25 55
7 F 47 class_5 60 29 M 7.25 55
5 M 45 class_5 60 29 M 7.25 55
5 F 69 class_5 60 29 M 7.25 55
6 M 68 class_5 60 29 M 7.25 55
7 F 55 class_5 60 29 M 7.25 55
10 M 56 class_5 60 29 M 7.25 55
6 F 64 class_5 60 29 M 7.25 55
8 M 30 class_5 60 29 M 7.25 55
5 M 65 class_5 60 29 M 7.25 55
7 F 64 class_5 60 29 M 7.25 55
5 F 64 class_5 60 29 M 7.25 55
8 M 50 class_5 60 29 M 7.25 55
8 F 63 class_5 60 29 M 7.25 55
7 M 70 class_5 60 29 M 7.25 55
10 F 38 class_5 60 29 M 7.25 55
9 M 38 class_5 60 29 M 7.25 55
10 M 46 class_5 60 29 M 7.25 55
5 M 48 class_5 60 29 M 7.25 55
5 F 64 class_6 37 30 F 6.90 65
9 F 65 class_6 37 30 F 6.90 65
9 M 41 class_6 37 30 F 6.90 65
5 M 70 class_6 37 30 F 6.90 65
7 M 62 class_6 37 30 F 6.90 65
9 M 39 class_6 37 30 F 6.90 65
7 M 60 class_6 37 30 F 6.90 65
6 M 53 class_6 37 30 F 6.90 65
7 F 64 class_6 37 30 F 6.90 65
9 M 68 class_6 37 30 F 6.90 65
6 M 35 class_6 37 30 F 6.90 65
6 F 44 class_6 37 30 F 6.90 65
7 M 40 class_6 37 30 F 6.90 65
6 F 61 class_6 37 30 F 6.90 65
7 F 59 class_6 37 30 F 6.90 65
6 M 35 class_6 37 30 F 6.90 65
7 M 46 class_6 37 30 F 6.90 65
6 F 56 class_6 37 30 F 6.90 65
9 M 62 class_6 37 30 F 6.90 65
5 M 53 class_6 37 30 F 6.90 65
6 M 35 class_7 61 26 F 7.45 50
8 F 69 class_7 61 26 F 7.45 50
9 M 57 class_7 61 26 F 7.45 50
9 M 60 class_7 61 26 F 7.45 50
7 M 34 class_7 61 26 F 7.45 50
8 M 42 class_7 61 26 F 7.45 50
9 M 31 class_7 61 26 F 7.45 50
5 F 37 class_7 61 26 F 7.45 50
8 M 69 class_7 61 26 F 7.45 50
10 F 68 class_7 61 26 F 7.45 50
6 F 40 class_7 61 26 F 7.45 50
9 F 65 class_7 61 26 F 7.45 50
5 F 57 class_7 61 26 F 7.45 50
6 M 66 class_7 61 26 F 7.45 50
7 F 33 class_7 61 26 F 7.45 50
6 F 59 class_7 61 26 F 7.45 50
8 F 40 class_7 61 26 F 7.45 50
6 M 44 class_7 61 26 F 7.45 50
8 M 60 class_7 61 26 F 7.45 50
9 F 62 class_7 61 26 F 7.45 50
9 M 41 class_8 43 44 F 8.15 40
7 M 70 class_8 43 44 F 8.15 40
8 M 52 class_8 43 44 F 8.15 40
5 F 68 class_8 43 44 F 8.15 40
10 M 34 class_8 43 44 F 8.15 40
8 F 43 class_8 43 44 F 8.15 40
6 F 51 class_8 43 44 F 8.15 40
8 F 51 class_8 43 44 F 8.15 40
10 F 61 class_8 43 44 F 8.15 40
10 F 32 class_8 43 44 F 8.15 40
7 F 68 class_8 43 44 F 8.15 40
8 M 63 class_8 43 44 F 8.15 40
8 F 31 class_8 43 44 F 8.15 40
10 M 60 class_8 43 44 F 8.15 40
8 F 55 class_8 43 44 F 8.15 40
7 M 46 class_8 43 44 F 8.15 40
9 F 36 class_8 43 44 F 8.15 40
9 F 33 class_8 43 44 F 8.15 40
7 F 30 class_8 43 44 F 8.15 40
9 M 67 class_8 43 44 F 8.15 40
8 F 62 class_9 44 28 M 7.65 65
10 M 49 class_9 44 28 M 7.65 65
7 M 63 class_9 44 28 M 7.65 65
6 M 40 class_9 44 28 M 7.65 65
8 F 59 class_9 44 28 M 7.65 65
8 M 36 class_9 44 28 M 7.65 65
7 M 39 class_9 44 28 M 7.65 65
5 F 54 class_9 44 28 M 7.65 65
6 F 46 class_9 44 28 M 7.65 65
6 F 61 class_9 44 28 M 7.65 65
10 M 53 class_9 44 28 M 7.65 65
8 F 30 class_9 44 28 M 7.65 65
10 M 59 class_9 44 28 M 7.65 65
8 M 37 class_9 44 28 M 7.65 65
8 M 66 class_9 44 28 M 7.65 65
8 F 38 class_9 44 28 M 7.65 65
10 M 55 class_9 44 28 M 7.65 65
8 M 62 class_9 44 28 M 7.65 65
7 M 52 class_9 44 28 M 7.65 65
5 M 42 class_9 44 28 M 7.65 65
10 M 60 class_10 55 29 M 7.80 45
9 M 52 class_10 55 29 M 7.80 45
7 F 50 class_10 55 29 M 7.80 45
7 F 39 class_10 55 29 M 7.80 45
8 F 49 class_10 55 29 M 7.80 45
8 F 30 class_10 55 29 M 7.80 45
9 M 33 class_10 55 29 M 7.80 45
7 F 54 class_10 55 29 M 7.80 45
6 F 35 class_10 55 29 M 7.80 45
6 M 69 class_10 55 29 M 7.80 45
8 M 37 class_10 55 29 M 7.80 45
9 F 66 class_10 55 29 M 7.80 45
10 F 50 class_10 55 29 M 7.80 45
10 M 57 class_10 55 29 M 7.80 45
7 F 41 class_10 55 29 M 7.80 45
7 F 65 class_10 55 29 M 7.80 45
6 F 53 class_10 55 29 M 7.80 45
5 M 39 class_10 55 29 M 7.80 45
7 M 65 class_10 55 29 M 7.80 45
10 M 59 class_10 55 29 M 7.80 45
7 F 47 class_11 51 27 M 8.15 40
9 M 51 class_11 51 27 M 8.15 40
6 F 69 class_11 51 27 M 8.15 40
8 M 68 class_11 51 27 M 8.15 40
8 F 38 class_11 51 27 M 8.15 40
8 F 61 class_11 51 27 M 8.15 40
10 F 65 class_11 51 27 M 8.15 40
7 F 46 class_11 51 27 M 8.15 40
8 F 65 class_11 51 27 M 8.15 40
8 M 68 class_11 51 27 M 8.15 40
10 F 43 class_11 51 27 M 8.15 40
7 M 57 class_11 51 27 M 8.15 40
10 M 41 class_11 51 27 M 8.15 40
7 M 62 class_11 51 27 M 8.15 40
9 F 68 class_11 51 27 M 8.15 40
7 M 34 class_11 51 27 M 8.15 40
8 F 48 class_11 51 27 M 8.15 40
9 M 55 class_11 51 27 M 8.15 40
9 F 60 class_11 51 27 M 8.15 40
8 F 54 class_11 51 27 M 8.15 40
5 F 57 class_12 53 47 F 7.55 45
5 M 52 class_12 53 47 F 7.55 45
5 M 64 class_12 53 47 F 7.55 45
8 M 56 class_12 53 47 F 7.55 45
7 F 62 class_12 53 47 F 7.55 45
10 F 68 class_12 53 47 F 7.55 45
5 M 56 class_12 53 47 F 7.55 45
9 F 33 class_12 53 47 F 7.55 45
5 F 44 class_12 53 47 F 7.55 45
8 F 51 class_12 53 47 F 7.55 45
10 F 63 class_12 53 47 F 7.55 45
7 F 54 class_12 53 47 F 7.55 45
10 M 60 class_12 53 47 F 7.55 45
7 M 62 class_12 53 47 F 7.55 45
10 F 68 class_12 53 47 F 7.55 45
10 M 67 class_12 53 47 F 7.55 45
8 F 63 class_12 53 47 F 7.55 45
6 M 65 class_12 53 47 F 7.55 45
9 F 51 class_12 53 47 F 7.55 45
7 M 30 class_12 53 47 F 7.55 45
6 F 59 class_13 64 42 F 6.80 50
9 M 30 class_13 64 42 F 6.80 50
10 M 31 class_13 64 42 F 6.80 50
6 M 41 class_13 64 42 F 6.80 50
7 F 40 class_13 64 42 F 6.80 50
5 M 37 class_13 64 42 F 6.80 50
7 F 70 class_13 64 42 F 6.80 50
6 M 59 class_13 64 42 F 6.80 50
5 F 50 class_13 64 42 F 6.80 50
5 M 34 class_13 64 42 F 6.80 50
10 M 50 class_13 64 42 F 6.80 50
9 F 56 class_13 64 42 F 6.80 50
6 F 59 class_13 64 42 F 6.80 50
5 F 33 class_13 64 42 F 6.80 50
8 M 58 class_13 64 42 F 6.80 50
5 F 39 class_13 64 42 F 6.80 50
5 M 68 class_13 64 42 F 6.80 50
8 F 56 class_13 64 42 F 6.80 50
6 F 43 class_13 64 42 F 6.80 50
8 M 60 class_13 64 42 F 6.80 50
9 F 33 class_14 32 33 M 7.75 45
7 M 43 class_14 32 33 M 7.75 45
9 M 49 class_14 32 33 M 7.75 45
6 M 37 class_14 32 33 M 7.75 45
7 F 58 class_14 32 33 M 7.75 45
6 F 45 class_14 32 33 M 7.75 45
7 F 54 class_14 32 33 M 7.75 45
8 M 37 class_14 32 33 M 7.75 45
9 F 63 class_14 32 33 M 7.75 45
7 F 46 class_14 32 33 M 7.75 45
10 M 63 class_14 32 33 M 7.75 45
10 M 54 class_14 32 33 M 7.75 45
8 F 38 class_14 32 33 M 7.75 45
7 F 67 class_14 32 33 M 7.75 45
5 M 61 class_14 32 33 M 7.75 45
9 M 32 class_14 32 33 M 7.75 45
6 M 40 class_14 32 33 M 7.75 45
8 F 34 class_14 32 33 M 7.75 45
10 F 38 class_14 32 33 M 7.75 45
7 F 52 class_14 32 33 M 7.75 45
9 M 57 class_15 43 38 M 7.35 45
7 F 59 class_15 43 38 M 7.35 45
10 F 63 class_15 43 38 M 7.35 45
7 F 41 class_15 43 38 M 7.35 45
6 M 57 class_15 43 38 M 7.35 45
7 F 49 class_15 43 38 M 7.35 45
10 F 34 class_15 43 38 M 7.35 45
6 M 35 class_15 43 38 M 7.35 45
5 M 49 class_15 43 38 M 7.35 45
6 M 59 class_15 43 38 M 7.35 45
6 F 37 class_15 43 38 M 7.35 45
6 F 34 class_15 43 38 M 7.35 45
8 M 48 class_15 43 38 M 7.35 45
8 F 52 class_15 43 38 M 7.35 45
10 M 49 class_15 43 38 M 7.35 45
10 F 68 class_15 43 38 M 7.35 45
6 M 39 class_15 43 38 M 7.35 45
5 M 31 class_15 43 38 M 7.35 45
6 F 67 class_15 43 38 M 7.35 45
9 F 36 class_15 43 38 M 7.35 45
7 M 31 class_16 59 40 M 7.30 55
8 F 65 class_16 59 40 M 7.30 55
9 M 51 class_16 59 40 M 7.30 55
5 M 49 class_16 59 40 M 7.30 55
8 F 40 class_16 59 40 M 7.30 55
8 M 66 class_16 59 40 M 7.30 55
6 F 39 class_16 59 40 M 7.30 55
9 F 47 class_16 59 40 M 7.30 55
7 F 48 class_16 59 40 M 7.30 55
5 M 54 class_16 59 40 M 7.30 55
7 F 68 class_16 59 40 M 7.30 55
7 M 60 class_16 59 40 M 7.30 55
5 F 52 class_16 59 40 M 7.30 55
5 F 46 class_16 59 40 M 7.30 55
8 M 63 class_16 59 40 M 7.30 55
5 F 51 class_16 59 40 M 7.30 55
10 M 43 class_16 59 40 M 7.30 55
10 M 36 class_16 59 40 M 7.30 55
7 M 43 class_16 59 40 M 7.30 55
10 M 68 class_16 59 40 M 7.30 55
8 F 50 class_17 34 28 F 7.00 60
5 F 63 class_17 34 28 F 7.00 60
5 M 50 class_17 34 28 F 7.00 60
7 M 44 class_17 34 28 F 7.00 60
8 F 33 class_17 34 28 F 7.00 60
5 M 57 class_17 34 28 F 7.00 60
10 F 52 class_17 34 28 F 7.00 60
6 M 36 class_17 34 28 F 7.00 60
7 F 46 class_17 34 28 F 7.00 60
7 F 55 class_17 34 28 F 7.00 60
7 M 39 class_17 34 28 F 7.00 60
6 M 37 class_17 34 28 F 7.00 60
5 M 68 class_17 34 28 F 7.00 60
5 M 39 class_17 34 28 F 7.00 60
9 F 63 class_17 34 28 F 7.00 60
7 M 67 class_17 34 28 F 7.00 60
10 M 40 class_17 34 28 F 7.00 60
7 M 69 class_17 34 28 F 7.00 60
8 M 50 class_17 34 28 F 7.00 60
8 F 33 class_17 34 28 F 7.00 60
6 F 39 class_18 38 61 M 7.00 50
6 F 45 class_18 38 61 M 7.00 50
10 M 65 class_18 38 61 M 7.00 50
6 M 51 class_18 38 61 M 7.00 50
7 F 30 class_18 38 61 M 7.00 50
7 F 68 class_18 38 61 M 7.00 50
6 F 63 class_18 38 61 M 7.00 50
5 M 53 class_18 38 61 M 7.00 50
7 F 54 class_18 38 61 M 7.00 50
6 F 44 class_18 38 61 M 7.00 50
8 M 70 class_18 38 61 M 7.00 50
10 M 68 class_18 38 61 M 7.00 50
9 M 58 class_18 38 61 M 7.00 50
8 M 59 class_18 38 61 M 7.00 50
9 M 40 class_18 38 61 M 7.00 50
5 M 62 class_18 38 61 M 7.00 50
8 F 57 class_18 38 61 M 7.00 50
6 F 70 class_18 38 61 M 7.00 50
6 M 49 class_18 38 61 M 7.00 50
5 F 49 class_18 38 61 M 7.00 50
7 M 48 class_19 36 46 M 7.80 40
5 M 66 class_19 36 46 M 7.80 40
8 F 42 class_19 36 46 M 7.80 40
5 M 65 class_19 36 46 M 7.80 40
5 F 57 class_19 36 46 M 7.80 40
10 F 50 class_19 36 46 M 7.80 40
5 F 34 class_19 36 46 M 7.80 40
9 F 70 class_19 36 46 M 7.80 40
8 F 57 class_19 36 46 M 7.80 40
10 F 41 class_19 36 46 M 7.80 40
10 F 65 class_19 36 46 M 7.80 40
10 M 69 class_19 36 46 M 7.80 40
9 F 50 class_19 36 46 M 7.80 40
10 M 58 class_19 36 46 M 7.80 40
8 M 55 class_19 36 46 M 7.80 40
7 F 67 class_19 36 46 M 7.80 40
9 M 64 class_19 36 46 M 7.80 40
6 F 64 class_19 36 46 M 7.80 40
7 F 34 class_19 36 46 M 7.80 40
8 M 54 class_19 36 46 M 7.80 40
10 F 68 class_20 47 49 M 7.70 45
9 F 34 class_20 47 49 M 7.70 45
6 F 37 class_20 47 49 M 7.70 45
8 F 54 class_20 47 49 M 7.70 45
7 M 39 class_20 47 49 M 7.70 45
6 F 59 class_20 47 49 M 7.70 45
5 M 43 class_20 47 49 M 7.70 45
10 F 44 class_20 47 49 M 7.70 45
9 F 70 class_20 47 49 M 7.70 45
9 F 57 class_20 47 49 M 7.70 45
7 F 42 class_20 47 49 M 7.70 45
10 M 57 class_20 47 49 M 7.70 45
5 M 32 class_20 47 49 M 7.70 45
6 M 38 class_20 47 49 M 7.70 45
7 M 49 class_20 47 49 M 7.70 45
5 F 45 class_20 47 49 M 7.70 45
9 M 39 class_20 47 49 M 7.70 45
8 M 47 class_20 47 49 M 7.70 45
10 F 66 class_20 47 49 M 7.70 45
8 M 54 class_20 47 49 M 7.70 45
8 F 30 class_21 34 37 F 7.60 60
5 M 36 class_21 34 37 F 7.60 60
8 F 64 class_21 34 37 F 7.60 60
7 F 56 class_21 34 37 F 7.60 60
8 M 54 class_21 34 37 F 7.60 60
9 M 66 class_21 34 37 F 7.60 60
10 F 48 class_21 34 37 F 7.60 60
9 M 54 class_21 34 37 F 7.60 60
6 M 40 class_21 34 37 F 7.60 60
8 M 49 class_21 34 37 F 7.60 60
10 M 46 class_21 34 37 F 7.60 60
6 F 40 class_21 34 37 F 7.60 60
5 M 67 class_21 34 37 F 7.60 60
7 M 51 class_21 34 37 F 7.60 60
10 M 39 class_21 34 37 F 7.60 60
8 M 40 class_21 34 37 F 7.60 60
7 F 41 class_21 34 37 F 7.60 60
9 M 50 class_21 34 37 F 7.60 60
6 F 63 class_21 34 37 F 7.60 60
6 F 62 class_21 34 37 F 7.60 60
6 M 57 class_22 64 63 F 7.75 50
8 F 35 class_22 64 63 F 7.75 50
10 F 57 class_22 64 63 F 7.75 50
10 F 43 class_22 64 63 F 7.75 50
8 F 64 class_22 64 63 F 7.75 50
9 F 46 class_22 64 63 F 7.75 50
8 M 60 class_22 64 63 F 7.75 50
6 F 65 class_22 64 63 F 7.75 50
9 M 36 class_22 64 63 F 7.75 50
6 M 31 class_22 64 63 F 7.75 50
6 F 38 class_22 64 63 F 7.75 50
10 M 42 class_22 64 63 F 7.75 50
8 F 67 class_22 64 63 F 7.75 50
10 M 49 class_22 64 63 F 7.75 50
5 M 43 class_22 64 63 F 7.75 50
9 M 50 class_22 64 63 F 7.75 50
6 F 52 class_22 64 63 F 7.75 50
8 M 63 class_22 64 63 F 7.75 50
5 M 33 class_22 64 63 F 7.75 50
8 F 41 class_22 64 63 F 7.75 50
6 F 68 class_23 48 26 F 7.50 55
7 M 64 class_23 48 26 F 7.50 55
10 M 55 class_23 48 26 F 7.50 55
10 F 38 class_23 48 26 F 7.50 55
5 F 54 class_23 48 26 F 7.50 55
9 F 45 class_23 48 26 F 7.50 55
7 M 41 class_23 48 26 F 7.50 55
9 F 40 class_23 48 26 F 7.50 55
5 M 31 class_23 48 26 F 7.50 55
6 F 52 class_23 48 26 F 7.50 55
10 M 42 class_23 48 26 F 7.50 55
5 F 61 class_23 48 26 F 7.50 55
7 M 42 class_23 48 26 F 7.50 55
6 F 58 class_23 48 26 F 7.50 55
10 M 57 class_23 48 26 F 7.50 55
5 M 68 class_23 48 26 F 7.50 55
9 M 69 class_23 48 26 F 7.50 55
8 M 32 class_23 48 26 F 7.50 55
7 F 62 class_23 48 26 F 7.50 55
9 M 59 class_23 48 26 F 7.50 55
8 F 63 class_24 53 31 F 7.30 45
5 F 49 class_24 53 31 F 7.30 45
10 F 53 class_24 53 31 F 7.30 45
8 M 58 class_24 53 31 F 7.30 45
5 M 70 class_24 53 31 F 7.30 45
10 M 45 class_24 53 31 F 7.30 45
9 F 34 class_24 53 31 F 7.30 45
8 F 47 class_24 53 31 F 7.30 45
6 M 35 class_24 53 31 F 7.30 45
5 F 54 class_24 53 31 F 7.30 45
7 F 40 class_24 53 31 F 7.30 45
5 M 63 class_24 53 31 F 7.30 45
6 M 65 class_24 53 31 F 7.30 45
9 F 37 class_24 53 31 F 7.30 45
6 M 33 class_24 53 31 F 7.30 45
9 M 52 class_24 53 31 F 7.30 45
8 M 39 class_24 53 31 F 7.30 45
8 F 51 class_24 53 31 F 7.30 45
6 F 45 class_24 53 31 F 7.30 45
8 F 62 class_24 53 31 F 7.30 45
8 M 46 class_25 65 26 F 7.55 45
10 M 62 class_25 65 26 F 7.55 45
10 F 59 class_25 65 26 F 7.55 45
8 F 63 class_25 65 26 F 7.55 45
8 F 42 class_25 65 26 F 7.55 45
6 M 31 class_25 65 26 F 7.55 45
7 M 58 class_25 65 26 F 7.55 45
10 F 30 class_25 65 26 F 7.55 45
5 F 60 class_25 65 26 F 7.55 45
6 F 37 class_25 65 26 F 7.55 45
5 M 47 class_25 65 26 F 7.55 45
6 F 55 class_25 65 26 F 7.55 45
6 F 49 class_25 65 26 F 7.55 45
9 F 70 class_25 65 26 F 7.55 45
6 F 40 class_25 65 26 F 7.55 45
8 F 32 class_25 65 26 F 7.55 45
9 M 55 class_25 65 26 F 7.55 45
9 M 50 class_25 65 26 F 7.55 45
6 M 64 class_25 65 26 F 7.55 45
9 M 52 class_25 65 26 F 7.55 45
9 F 36 class_26 32 41 F 6.95 40
6 F 35 class_26 32 41 F 6.95 40
6 M 55 class_26 32 41 F 6.95 40
7 F 51 class_26 32 41 F 6.95 40
5 F 35 class_26 32 41 F 6.95 40
8 F 59 class_26 32 41 F 6.95 40
6 F 32 class_26 32 41 F 6.95 40
8 M 52 class_26 32 41 F 6.95 40
10 F 32 class_26 32 41 F 6.95 40
7 F 46 class_26 32 41 F 6.95 40
8 M 48 class_26 32 41 F 6.95 40
8 F 66 class_26 32 41 F 6.95 40
9 F 70 class_26 32 41 F 6.95 40
5 M 58 class_26 32 41 F 6.95 40
5 M 52 class_26 32 41 F 6.95 40
6 M 67 class_26 32 41 F 6.95 40
6 F 41 class_26 32 41 F 6.95 40
6 F 44 class_26 32 41 F 6.95 40
8 M 33 class_26 32 41 F 6.95 40
6 M 54 class_26 32 41 F 6.95 40
9 F 37 class_27 44 50 F 7.60 65
10 M 41 class_27 44 50 F 7.60 65
8 F 68 class_27 44 50 F 7.60 65
7 M 45 class_27 44 50 F 7.60 65
7 M 30 class_27 44 50 F 7.60 65
8 F 47 class_27 44 50 F 7.60 65
5 M 64 class_27 44 50 F 7.60 65
5 F 68 class_27 44 50 F 7.60 65
8 M 46 class_27 44 50 F 7.60 65
9 M 54 class_27 44 50 F 7.60 65
5 F 57 class_27 44 50 F 7.60 65
7 M 37 class_27 44 50 F 7.60 65
9 M 32 class_27 44 50 F 7.60 65
5 M 60 class_27 44 50 F 7.60 65
9 F 68 class_27 44 50 F 7.60 65
9 M 37 class_27 44 50 F 7.60 65
7 M 63 class_27 44 50 F 7.60 65
9 F 68 class_27 44 50 F 7.60 65
6 M 30 class_27 44 50 F 7.60 65
10 M 49 class_27 44 50 F 7.60 65
9 F 59 class_28 61 26 M 7.40 45
10 F 60 class_28 61 26 M 7.40 45
6 M 53 class_28 61 26 M 7.40 45
6 M 69 class_28 61 26 M 7.40 45
5 F 50 class_28 61 26 M 7.40 45
7 M 62 class_28 61 26 M 7.40 45
5 F 41 class_28 61 26 M 7.40 45
8 F 56 class_28 61 26 M 7.40 45
6 M 66 class_28 61 26 M 7.40 45
10 M 69 class_28 61 26 M 7.40 45
6 M 48 class_28 61 26 M 7.40 45
7 F 35 class_28 61 26 M 7.40 45
9 F 32 class_28 61 26 M 7.40 45
7 F 64 class_28 61 26 M 7.40 45
7 M 39 class_28 61 26 M 7.40 45
10 F 32 class_28 61 26 M 7.40 45
6 F 38 class_28 61 26 M 7.40 45
7 M 40 class_28 61 26 M 7.40 45
9 M 68 class_28 61 26 M 7.40 45
8 F 34 class_28 61 26 M 7.40 45
10 M 48 class_29 39 43 F 7.60 50
6 M 51 class_29 39 43 F 7.60 50
6 M 44 class_29 39 43 F 7.60 50
7 F 44 class_29 39 43 F 7.60 50
10 M 42 class_29 39 43 F 7.60 50
9 F 42 class_29 39 43 F 7.60 50
5 F 34 class_29 39 43 F 7.60 50
10 F 42 class_29 39 43 F 7.60 50
7 F 40 class_29 39 43 F 7.60 50
7 F 50 class_29 39 43 F 7.60 50
7 F 60 class_29 39 43 F 7.60 50
7 M 34 class_29 39 43 F 7.60 50
6 M 62 class_29 39 43 F 7.60 50
9 F 55 class_29 39 43 F 7.60 50
9 M 44 class_29 39 43 F 7.60 50
8 F 47 class_29 39 43 F 7.60 50
10 M 64 class_29 39 43 F 7.60 50
5 M 55 class_29 39 43 F 7.60 50
7 F 54 class_29 39 43 F 7.60 50
7 M 62 class_29 39 43 F 7.60 50
8 F 56 class_30 31 32 F 6.90 45
7 F 61 class_30 31 32 F 6.90 45
5 F 42 class_30 31 32 F 6.90 45
9 F 61 class_30 31 32 F 6.90 45
7 M 32 class_30 31 32 F 6.90 45
6 F 44 class_30 31 32 F 6.90 45
8 M 64 class_30 31 32 F 6.90 45
6 M 30 class_30 31 32 F 6.90 45
5 F 42 class_30 31 32 F 6.90 45
8 M 34 class_30 31 32 F 6.90 45
8 F 59 class_30 31 32 F 6.90 45
5 M 49 class_30 31 32 F 6.90 45
10 M 56 class_30 31 32 F 6.90 45
6 M 38 class_30 31 32 F 6.90 45
9 F 42 class_30 31 32 F 6.90 45
5 F 30 class_30 31 32 F 6.90 45
8 M 47 class_30 31 32 F 6.90 45
6 F 53 class_30 31 32 F 6.90 45
6 M 55 class_30 31 32 F 6.90 45
6 F 45 class_30 31 32 F 6.90 45
8 F 59 class_31 56 25 M 7.65 50
6 F 31 class_31 56 25 M 7.65 50
7 F 43 class_31 56 25 M 7.65 50
10 M 34 class_31 56 25 M 7.65 50
6 M 57 class_31 56 25 M 7.65 50
9 M 30 class_31 56 25 M 7.65 50
7 F 50 class_31 56 25 M 7.65 50
9 M 43 class_31 56 25 M 7.65 50
7 F 37 class_31 56 25 M 7.65 50
5 M 61 class_31 56 25 M 7.65 50
9 M 59 class_31 56 25 M 7.65 50
8 M 68 class_31 56 25 M 7.65 50
10 F 41 class_31 56 25 M 7.65 50
7 M 47 class_31 56 25 M 7.65 50
5 F 53 class_31 56 25 M 7.65 50
8 M 44 class_31 56 25 M 7.65 50
8 F 33 class_31 56 25 M 7.65 50
6 M 61 class_31 56 25 M 7.65 50
8 F 65 class_31 56 25 M 7.65 50
10 F 52 class_31 56 25 M 7.65 50
8 F 34 class_32 64 39 M 8.00 50
10 F 54 class_32 64 39 M 8.00 50
5 F 64 class_32 64 39 M 8.00 50
5 M 57 class_32 64 39 M 8.00 50
9 F 40 class_32 64 39 M 8.00 50
9 M 70 class_32 64 39 M 8.00 50
10 F 36 class_32 64 39 M 8.00 50
9 F 43 class_32 64 39 M 8.00 50
10 M 42 class_32 64 39 M 8.00 50
9 M 70 class_32 64 39 M 8.00 50
9 M 30 class_32 64 39 M 8.00 50
8 F 30 class_32 64 39 M 8.00 50
6 F 63 class_32 64 39 M 8.00 50
5 M 69 class_32 64 39 M 8.00 50
8 M 66 class_32 64 39 M 8.00 50
9 F 33 class_32 64 39 M 8.00 50
5 M 34 class_32 64 39 M 8.00 50
10 F 69 class_32 64 39 M 8.00 50
10 M 45 class_32 64 39 M 8.00 50
6 M 51 class_32 64 39 M 8.00 50
10 F 46 class_33 56 34 M 7.20 50
6 M 63 class_33 56 34 M 7.20 50
6 F 54 class_33 56 34 M 7.20 50
5 M 55 class_33 56 34 M 7.20 50
9 M 57 class_33 56 34 M 7.20 50
9 M 54 class_33 56 34 M 7.20 50
8 M 32 class_33 56 34 M 7.20 50
5 F 56 class_33 56 34 M 7.20 50
7 M 40 class_33 56 34 M 7.20 50
8 F 53 class_33 56 34 M 7.20 50
7 F 57 class_33 56 34 M 7.20 50
7 M 32 class_33 56 34 M 7.20 50
8 F 43 class_33 56 34 M 7.20 50
6 F 33 class_33 56 34 M 7.20 50
9 M 42 class_33 56 34 M 7.20 50
5 F 61 class_33 56 34 M 7.20 50
9 F 45 class_33 56 34 M 7.20 50
6 F 46 class_33 56 34 M 7.20 50
5 M 63 class_33 56 34 M 7.20 50
9 M 38 class_33 56 34 M 7.20 50
6 F 31 class_34 54 39 F 7.70 70
8 F 37 class_34 54 39 F 7.70 70
6 M 57 class_34 54 39 F 7.70 70
10 M 59 class_34 54 39 F 7.70 70
9 M 40 class_34 54 39 F 7.70 70
8 M 49 class_34 54 39 F 7.70 70
7 M 62 class_34 54 39 F 7.70 70
7 F 41 class_34 54 39 F 7.70 70
6 M 57 class_34 54 39 F 7.70 70
8 M 52 class_34 54 39 F 7.70 70
10 F 52 class_34 54 39 F 7.70 70
7 M 30 class_34 54 39 F 7.70 70
9 M 51 class_34 54 39 F 7.70 70
8 M 53 class_34 54 39 F 7.70 70
10 M 36 class_34 54 39 F 7.70 70
7 F 54 class_34 54 39 F 7.70 70
9 M 67 class_34 54 39 F 7.70 70
9 M 52 class_34 54 39 F 7.70 70
5 M 63 class_34 54 39 F 7.70 70
5 F 41 class_34 54 39 F 7.70 70
8 M 58 class_35 44 47 M 7.80 55
8 M 38 class_35 44 47 M 7.80 55
7 F 32 class_35 44 47 M 7.80 55
10 F 62 class_35 44 47 M 7.80 55
6 F 68 class_35 44 47 M 7.80 55
6 M 69 class_35 44 47 M 7.80 55
6 M 35 class_35 44 47 M 7.80 55
7 M 65 class_35 44 47 M 7.80 55
9 F 47 class_35 44 47 M 7.80 55
6 F 60 class_35 44 47 M 7.80 55
9 F 70 class_35 44 47 M 7.80 55
8 F 30 class_35 44 47 M 7.80 55
10 F 38 class_35 44 47 M 7.80 55
6 M 40 class_35 44 47 M 7.80 55
7 M 37 class_35 44 47 M 7.80 55
10 M 35 class_35 44 47 M 7.80 55
9 M 45 class_35 44 47 M 7.80 55
8 M 59 class_35 44 47 M 7.80 55
9 F 56 class_35 44 47 M 7.80 55
7 M 67 class_35 44 47 M 7.80 55
9 F 66 class_36 61 65 M 8.05 45
7 F 38 class_36 61 65 M 8.05 45
10 F 57 class_36 61 65 M 8.05 45
9 M 37 class_36 61 65 M 8.05 45
7 M 55 class_36 61 65 M 8.05 45
6 F 59 class_36 61 65 M 8.05 45
10 M 30 class_36 61 65 M 8.05 45
6 M 38 class_36 61 65 M 8.05 45
10 F 50 class_36 61 65 M 8.05 45
10 F 41 class_36 61 65 M 8.05 45
10 F 45 class_36 61 65 M 8.05 45
5 M 44 class_36 61 65 M 8.05 45
7 M 70 class_36 61 65 M 8.05 45
6 F 44 class_36 61 65 M 8.05 45
6 F 60 class_36 61 65 M 8.05 45
7 F 31 class_36 61 65 M 8.05 45
10 M 68 class_36 61 65 M 8.05 45
10 M 69 class_36 61 65 M 8.05 45
7 M 43 class_36 61 65 M 8.05 45
9 F 50 class_36 61 65 M 8.05 45
9 M 36 class_37 32 26 M 7.60 65
5 F 65 class_37 32 26 M 7.60 65
10 M 47 class_37 32 26 M 7.60 65
5 M 43 class_37 32 26 M 7.60 65
7 M 42 class_37 32 26 M 7.60 65
9 M 32 class_37 32 26 M 7.60 65
5 F 41 class_37 32 26 M 7.60 65
7 M 65 class_37 32 26 M 7.60 65
6 M 50 class_37 32 26 M 7.60 65
9 F 62 class_37 32 26 M 7.60 65
9 M 50 class_37 32 26 M 7.60 65
5 M 69 class_37 32 26 M 7.60 65
8 M 50 class_37 32 26 M 7.60 65
9 F 56 class_37 32 26 M 7.60 65
7 F 50 class_37 32 26 M 7.60 65
7 M 67 class_37 32 26 M 7.60 65
9 F 57 class_37 32 26 M 7.60 65
7 M 50 class_37 32 26 M 7.60 65
9 M 33 class_37 32 26 M 7.60 65
10 F 30 class_37 32 26 M 7.60 65
5 M 65 class_38 66 58 F 7.45 70
9 M 49 class_38 66 58 F 7.45 70
10 F 60 class_38 66 58 F 7.45 70
7 F 38 class_38 66 58 F 7.45 70
8 F 57 class_38 66 58 F 7.45 70
5 M 37 class_38 66 58 F 7.45 70
10 M 55 class_38 66 58 F 7.45 70
9 M 38 class_38 66 58 F 7.45 70
9 F 64 class_38 66 58 F 7.45 70
7 M 45 class_38 66 58 F 7.45 70
5 M 32 class_38 66 58 F 7.45 70
6 M 52 class_38 66 58 F 7.45 70
8 M 44 class_38 66 58 F 7.45 70
8 M 32 class_38 66 58 F 7.45 70
6 M 33 class_38 66 58 F 7.45 70
10 F 34 class_38 66 58 F 7.45 70
9 M 55 class_38 66 58 F 7.45 70
7 M 55 class_38 66 58 F 7.45 70
5 M 35 class_38 66 58 F 7.45 70
6 F 63 class_38 66 58 F 7.45 70
6 F 38 class_39 41 54 F 6.60 75
5 M 62 class_39 41 54 F 6.60 75
7 M 64 class_39 41 54 F 6.60 75
5 M 62 class_39 41 54 F 6.60 75
5 M 48 class_39 41 54 F 6.60 75
8 M 70 class_39 41 54 F 6.60 75
5 M 48 class_39 41 54 F 6.60 75
7 M 34 class_39 41 54 F 6.60 75
10 M 45 class_39 41 54 F 6.60 75
5 M 42 class_39 41 54 F 6.60 75
5 M 30 class_39 41 54 F 6.60 75
8 M 38 class_39 41 54 F 6.60 75
5 F 69 class_39 41 54 F 6.60 75
10 F 42 class_39 41 54 F 6.60 75
7 F 66 class_39 41 54 F 6.60 75
5 M 34 class_39 41 54 F 6.60 75
7 F 57 class_39 41 54 F 6.60 75
6 M 60 class_39 41 54 F 6.60 75
7 M 54 class_39 41 54 F 6.60 75
9 M 63 class_39 41 54 F 6.60 75
8 F 59 class_40 41 63 M 7.90 40
10 F 49 class_40 41 63 M 7.90 40
5 M 45 class_40 41 63 M 7.90 40
8 M 41 class_40 41 63 M 7.90 40
10 F 65 class_40 41 63 M 7.90 40
5 M 59 class_40 41 63 M 7.90 40
8 F 53 class_40 41 63 M 7.90 40
9 M 66 class_40 41 63 M 7.90 40
5 M 36 class_40 41 63 M 7.90 40
9 F 31 class_40 41 63 M 7.90 40
10 M 40 class_40 41 63 M 7.90 40
8 F 46 class_40 41 63 M 7.90 40
10 F 64 class_40 41 63 M 7.90 40
10 M 51 class_40 41 63 M 7.90 40
7 F 52 class_40 41 63 M 7.90 40
6 F 65 class_40 41 63 M 7.90 40
7 F 31 class_40 41 63 M 7.90 40
6 M 38 class_40 41 63 M 7.90 40
10 F 55 class_40 41 63 M 7.90 40
7 F 40 class_40 41 63 M 7.90 40
10 F 52 class_41 36 51 F 7.25 60
7 M 69 class_41 36 51 F 7.25 60
7 F 55 class_41 36 51 F 7.25 60
8 F 46 class_41 36 51 F 7.25 60
7 M 34 class_41 36 51 F 7.25 60
5 F 68 class_41 36 51 F 7.25 60
9 M 55 class_41 36 51 F 7.25 60
6 M 41 class_41 36 51 F 7.25 60
7 M 69 class_41 36 51 F 7.25 60
8 F 38 class_41 36 51 F 7.25 60
6 F 43 class_41 36 51 F 7.25 60
5 M 69 class_41 36 51 F 7.25 60
8 M 40 class_41 36 51 F 7.25 60
8 M 34 class_41 36 51 F 7.25 60
8 F 69 class_41 36 51 F 7.25 60
7 M 68 class_41 36 51 F 7.25 60
5 M 42 class_41 36 51 F 7.25 60
5 F 62 class_41 36 51 F 7.25 60
10 M 66 class_41 36 51 F 7.25 60
9 M 67 class_41 36 51 F 7.25 60
9 M 31 class_42 44 50 F 7.75 55
8 F 62 class_42 44 50 F 7.75 55
8 M 43 class_42 44 50 F 7.75 55
10 M 64 class_42 44 50 F 7.75 55
7 F 48 class_42 44 50 F 7.75 55
9 F 46 class_42 44 50 F 7.75 55
10 F 50 class_42 44 50 F 7.75 55
6 M 30 class_42 44 50 F 7.75 55
9 M 68 class_42 44 50 F 7.75 55
8 F 68 class_42 44 50 F 7.75 55
6 M 41 class_42 44 50 F 7.75 55
9 M 68 class_42 44 50 F 7.75 55
5 M 70 class_42 44 50 F 7.75 55
8 F 61 class_42 44 50 F 7.75 55
6 F 33 class_42 44 50 F 7.75 55
9 M 68 class_42 44 50 F 7.75 55
5 M 37 class_42 44 50 F 7.75 55
7 F 64 class_42 44 50 F 7.75 55
6 F 50 class_42 44 50 F 7.75 55
10 M 45 class_42 44 50 F 7.75 55
10 F 42 class_43 35 39 M 7.20 55
8 F 63 class_43 35 39 M 7.20 55
6 F 40 class_43 35 39 M 7.20 55
9 F 60 class_43 35 39 M 7.20 55
5 M 69 class_43 35 39 M 7.20 55
10 M 39 class_43 35 39 M 7.20 55
8 M 66 class_43 35 39 M 7.20 55
5 F 30 class_43 35 39 M 7.20 55
5 F 67 class_43 35 39 M 7.20 55
8 M 31 class_43 35 39 M 7.20 55
5 M 57 class_43 35 39 M 7.20 55
5 M 38 class_43 35 39 M 7.20 55
5 M 37 class_43 35 39 M 7.20 55
10 F 57 class_43 35 39 M 7.20 55
7 M 65 class_43 35 39 M 7.20 55
10 M 59 class_43 35 39 M 7.20 55
6 M 36 class_43 35 39 M 7.20 55
10 F 30 class_43 35 39 M 7.20 55
6 M 33 class_43 35 39 M 7.20 55
6 F 36 class_43 35 39 M 7.20 55
10 F 58 class_44 45 36 M 8.45 35
9 M 30 class_44 45 36 M 8.45 35
8 F 45 class_44 45 36 M 8.45 35
7 F 60 class_44 45 36 M 8.45 35
10 M 55 class_44 45 36 M 8.45 35
10 F 62 class_44 45 36 M 8.45 35
10 F 40 class_44 45 36 M 8.45 35
7 M 47 class_44 45 36 M 8.45 35
7 F 53 class_44 45 36 M 8.45 35
8 F 38 class_44 45 36 M 8.45 35
9 M 47 class_44 45 36 M 8.45 35
10 M 46 class_44 45 36 M 8.45 35
5 F 57 class_44 45 36 M 8.45 35
8 F 38 class_44 45 36 M 8.45 35
10 F 35 class_44 45 36 M 8.45 35
6 F 61 class_44 45 36 M 8.45 35
8 F 44 class_44 45 36 M 8.45 35
10 M 68 class_44 45 36 M 8.45 35
10 M 30 class_44 45 36 M 8.45 35
7 F 64 class_44 45 36 M 8.45 35
10 F 61 class_45 38 61 M 7.75 55
7 M 60 class_45 38 61 M 7.75 55
10 F 42 class_45 38 61 M 7.75 55
10 F 66 class_45 38 61 M 7.75 55
8 F 59 class_45 38 61 M 7.75 55
8 M 42 class_45 38 61 M 7.75 55
6 M 55 class_45 38 61 M 7.75 55
5 F 66 class_45 38 61 M 7.75 55
6 M 39 class_45 38 61 M 7.75 55
10 M 68 class_45 38 61 M 7.75 55
6 M 68 class_45 38 61 M 7.75 55
8 F 41 class_45 38 61 M 7.75 55
7 M 51 class_45 38 61 M 7.75 55
8 F 49 class_45 38 61 M 7.75 55
8 M 33 class_45 38 61 M 7.75 55
10 F 44 class_45 38 61 M 7.75 55
5 F 42 class_45 38 61 M 7.75 55
8 M 36 class_45 38 61 M 7.75 55
8 M 34 class_45 38 61 M 7.75 55
7 M 49 class_45 38 61 M 7.75 55
6 M 60 class_46 37 56 M 6.95 55
5 M 59 class_46 37 56 M 6.95 55
6 F 62 class_46 37 56 M 6.95 55
10 M 64 class_46 37 56 M 6.95 55
6 F 51 class_46 37 56 M 6.95 55
6 M 40 class_46 37 56 M 6.95 55
7 F 51 class_46 37 56 M 6.95 55
6 F 39 class_46 37 56 M 6.95 55
5 F 53 class_46 37 56 M 6.95 55
6 M 58 class_46 37 56 M 6.95 55
8 M 32 class_46 37 56 M 6.95 55
7 M 67 class_46 37 56 M 6.95 55
7 F 64 class_46 37 56 M 6.95 55
10 M 38 class_46 37 56 M 6.95 55
5 F 38 class_46 37 56 M 6.95 55
8 M 31 class_46 37 56 M 6.95 55
9 F 57 class_46 37 56 M 6.95 55
9 M 43 class_46 37 56 M 6.95 55
7 F 57 class_46 37 56 M 6.95 55
6 M 49 class_46 37 56 M 6.95 55
8 M 63 class_47 44 60 F 7.65 45
9 F 62 class_47 44 60 F 7.65 45
6 F 37 class_47 44 60 F 7.65 45
5 F 41 class_47 44 60 F 7.65 45
8 F 55 class_47 44 60 F 7.65 45
6 F 33 class_47 44 60 F 7.65 45
5 F 55 class_47 44 60 F 7.65 45
8 M 38 class_47 44 60 F 7.65 45
9 M 41 class_47 44 60 F 7.65 45
8 M 48 class_47 44 60 F 7.65 45
8 F 65 class_47 44 60 F 7.65 45
7 F 64 class_47 44 60 F 7.65 45
6 F 58 class_47 44 60 F 7.65 45
9 M 70 class_47 44 60 F 7.65 45
9 M 62 class_47 44 60 F 7.65 45
8 M 47 class_47 44 60 F 7.65 45
9 M 54 class_47 44 60 F 7.65 45
9 M 61 class_47 44 60 F 7.65 45
9 F 69 class_47 44 60 F 7.65 45
7 F 68 class_47 44 60 F 7.65 45
5 M 54 class_48 59 50 M 7.45 60
6 M 60 class_48 59 50 M 7.45 60
9 F 42 class_48 59 50 M 7.45 60
9 F 35 class_48 59 50 M 7.45 60
7 F 31 class_48 59 50 M 7.45 60
9 M 59 class_48 59 50 M 7.45 60
9 M 32 class_48 59 50 M 7.45 60
6 M 62 class_48 59 50 M 7.45 60
10 M 40 class_48 59 50 M 7.45 60
8 M 62 class_48 59 50 M 7.45 60
8 M 37 class_48 59 50 M 7.45 60
7 F 60 class_48 59 50 M 7.45 60
5 F 37 class_48 59 50 M 7.45 60
8 F 66 class_48 59 50 M 7.45 60
6 M 43 class_48 59 50 M 7.45 60
5 F 54 class_48 59 50 M 7.45 60
7 M 47 class_48 59 50 M 7.45 60
10 M 66 class_48 59 50 M 7.45 60
5 M 58 class_48 59 50 M 7.45 60
10 F 49 class_48 59 50 M 7.45 60
6 M 31 class_49 59 40 F 7.65 50
5 M 42 class_49 59 40 F 7.65 50
9 M 67 class_49 59 40 F 7.65 50
5 M 54 class_49 59 40 F 7.65 50
7 F 63 class_49 59 40 F 7.65 50
8 F 33 class_49 59 40 F 7.65 50
10 M 60 class_49 59 40 F 7.65 50
5 F 56 class_49 59 40 F 7.65 50
8 F 57 class_49 59 40 F 7.65 50
10 F 43 class_49 59 40 F 7.65 50
7 M 34 class_49 59 40 F 7.65 50
6 F 40 class_49 59 40 F 7.65 50
7 M 49 class_49 59 40 F 7.65 50
10 F 56 class_49 59 40 F 7.65 50
10 M 53 class_49 59 40 F 7.65 50
9 M 60 class_49 59 40 F 7.65 50
8 M 30 class_49 59 40 F 7.65 50
6 F 43 class_49 59 40 F 7.65 50
7 F 68 class_49 59 40 F 7.65 50
10 F 64 class_49 59 40 F 7.65 50
5 F 61 class_50 39 38 F 7.30 25
8 M 66 class_50 39 38 F 7.30 25
6 F 44 class_50 39 38 F 7.30 25
8 F 70 class_50 39 38 F 7.30 25
10 F 47 class_50 39 38 F 7.30 25
6 M 65 class_50 39 38 F 7.30 25
9 F 50 class_50 39 38 F 7.30 25
9 F 58 class_50 39 38 F 7.30 25
7 M 35 class_50 39 38 F 7.30 25
5 F 53 class_50 39 38 F 7.30 25
6 F 55 class_50 39 38 F 7.30 25
9 F 44 class_50 39 38 F 7.30 25
6 F 69 class_50 39 38 F 7.30 25
10 M 35 class_50 39 38 F 7.30 25
8 F 30 class_50 39 38 F 7.30 25
8 F 53 class_50 39 38 F 7.30 25
7 F 55 class_50 39 38 F 7.30 25
5 M 57 class_50 39 38 F 7.30 25
5 F 33 class_50 39 38 F 7.30 25
9 F 65 class_50 39 38 F 7.30 25

Goals

  • You know some functions for basic statistical analyses.
  • You can create contingency tables.
  • You learn to integrate filtering, selecting, grouping, and subsetting of data frames with functions for statistical analyses.

Descriptive statistics

Some basic statistical functions

  • min(), max(): Minimum and maximum
  • mean(), median(): Mean and median
  • sd(), var(): Standard deviation and variance
  • mad(): Median absolute deviation
  • quantile(): Percentile / quantile

Task

  • Take the mtcars dataset
  • Create a new variable lpk (liters per 100km) from mpg
    (Formula: lpk = 282.5 / mpg)
  • Calculate grouped by cylinders (cyl): mean, sd, median, mad, min, max of lpk
  • Round all values by one decimal
  • Hint: Use the tidyverse or dplyr library

:-)

mtcars %>% 
  mutate(lpk = 282.5 / mpg) %>% 
  group_by(cyl) %>% 
  summarise(
    mean = mean(lpk),
    sd = sd(lpk),
    median = median(lpk),
    mad = mad(lpk),
    min = min(lpk),
    max = max(lpk)
  ) %>%
  round(1)
cyl mean sd median mad min max
4 10.9 1.8 10.9 2.3 8.3 13.2
6 14.4 1.1 14.3 1.3 13.2 15.9
8 19.3 3.8 18.6 1.9 14.7 27.2

What is happening here?

mtcars <- mutate(mtcars, 
  transmission = factor(am, labels = c("Manual", "Automatic"))
)

Now, lets calculate the stats for the transmission type:

mtcars %>% 
  mutate(lpk = 282.5 / mpg) %>% 
  group_by(transmission) %>% 
  summarise(
    mean = mean(lpk),
    sd = sd(lpk),
    median = median(lpk),
    mad = mad(lpk),
    min = min(lpk),
    max = max(lpk)
  )
transmission mean sd median mad min max
Manual 17.35861 4.339156 16.32948 3.344815 11.577869 27.16346
Automatic 12.33851 3.341021 12.39035 3.028011 8.333333 18.83333

… and round the results

mtcars %>% 
  mutate(lpk = 282.5 / mpg) %>% 
  group_by(transmission) %>% 
  summarise(
    mean = mean(lpk),
    sd = sd(lpk),
    median = median(lpk),
    mad = mad(lpk),
    min = min(lpk),
    max = max(lpk)
  ) %>%
  round(1)
Error in Math.data.frame(list(transmission = 1:2, mean = c(17.3586131968484, : 
non-numeric-alike variable(s) in data frame: transmission

ups :-( … what went wrong?

Solution: only round variables that are numeric:

  • is.numeric() returns a TRUE or FALSE for a vector (is.numeric(1:5); is.numeric(c("A", "B")))
  • across() specifies for mutate()which variable to select.

mutate(across(.cols, .fns, ... )):

  • .cols := columns so select
  • .fns := a function to apply
  • … := arguments to that function

mtcars %>% 
  mutate(lpk = 282.5 / mpg) %>% 
  group_by(transmission) %>% 
  summarise(
    mean = mean(lpk),
    sd = sd(lpk),
    median = median(lpk),
    mad = mad(lpk),
    min = min(lpk),
    max = max(lpk)
  ) %>%
  mutate(across(where(is.numeric), round, 1))
transmission mean sd median mad min max
Manual 17.4 4.3 16.3 3.3 11.6 27.2
Automatic 12.3 3.3 12.4 3.0 8.3 18.8

Tables

Tables in base R

  • table(): Shows frequencies of nominal scaled variables.
  • prop.table(): Calculates proportions from frequency tables.
  • addmargins(): Adds margins to tables.

Example one dimensional

tab <- table(mtcars$cyl) # frequencies
tab

 4  6  8 
11  7 14 
prop.table(tab) # proportions

      4       6       8 
0.34375 0.21875 0.43750 
prop.table(tab) * 100 # percentages 

     4      6      8 
34.375 21.875 43.750

Example two dimensional

tab <- table(mtcars$cyl, mtcars$am)
tab
   
     0  1
  4  3  8
  6  4  3
  8 12  2
prop.table(tab) * 100
   
         0      1
  4  9.375 25.000
  6 12.500  9.375
  8 37.500  6.250

Example two dimensional with percentages by rows and columns

tab <- table(mtcars$cyl, mtcars$am)
prop.table(tab, margin = 1) * 100  # sum of each row is 100%
   
           0        1
  4 27.27273 72.72727
  6 57.14286 42.85714
  8 85.71429 14.28571
prop.table(tab, margin = 2) * 100 # sum of each column is 100%
   
           0        1
  4 15.78947 61.53846
  6 21.05263 23.07692
  8 63.15789 15.38462

Example with added margins

tab <- table(mtcars$cyl, mtcars$am)
tab <- prop.table(tab, margin = 2) * 100
addmargins(tab)
     
              0         1       Sum
  4    15.78947  61.53846  77.32794
  6    21.05263  23.07692  44.12955
  8    63.15789  15.38462  78.54251
  Sum 100.00000 100.00000 200.00000

Task

  • Take the heights dataset from the dslabs library.
  • Create a cross table depicting: The percentage of females and males that are above and below a height of 170 cm.

library(dslabs)

heights$category[heights$height * 2.54 <= 170] <- "% <= 170 cm"
heights$category[heights$height * 2.54 > 170] <- "% > 170 cm"

tab <- table(heights$sex, heights$category)
tab <- prop.table(tab, margin = 1) * 100
tab <- round(tab, 1)
tab
        
         % <= 170 cm % > 170 cm
  Female        71.0       29.0
  Male          19.8       80.2

Tables with dplyr

mtcars %>% 
  group_by(cyl, am) %>% 
  summarise(n = n())
cyl am n
4 0 3
4 1 8
6 0 4
6 1 3
8 0 12
8 1 2

Shortcut for simple count tables

# Because it is shorter, I don't use pipes here (but I could!)
count(mtcars, cyl)
cyl n
4 11
6 7
8 14 
count(mtcars, cyl, am)
cyl am n
4 0 3
4 1 8
6 0 4
6 1 3
8 0 12
8 1 2

Tables with dplyr: pivot_wider()

pivot_wider():
creates separate variables from the levels of a factor variable and the values of a second variable

mtcars %>% count(cyl, am)
cyl am n
4 0 3
4 1 8
6 0 4
6 1 3
8 0 12
8 1 2 
mtcars %>% count(cyl, am) %>%
  pivot_wider(names_from = "am", values_from = "n")
cyl 0 1
4 3 8
6 4 3
8 12 2

Tables with dplyr: A bit nicer!

mtcars %>% 
  mutate(am = factor(am, labels = c("Manual", "Automatic"))) %>%
  count(cyl, am) %>% 
  pivot_wider(names_from = "am", values_from = "n") %>%
  rename("Cylinders" = "cyl")
Cylinders Manual Automatic
4 3 8
6 4 3
8 12 2

Task

Recreate the previous task. This time using dplyr:

  • Take the heights dataset from the dslabs library.
  • Create a cross table depicting: The percentage of females and males that are above and below a height of 170 cm.

This is a hard task …

Hint 1: ifelse(height * 2.54 <= 170, "size_a", "size_b")
Hint 2:
size_a / (size_a + size_b) * 100
size_b / (size_a + size_b) * 100
are the row proportions.

library(dslabs)

heights %>%
  mutate(category = ifelse(height * 2.54 <= 170, "size_a", "size_b")) %>% 
  count(sex, category) %>%
  pivot_wider(names_from = "category", values_from = "n") %>%
  mutate(
    "% <= 170" = size_a / (size_a + size_b) * 100,
    "% > 170" = size_b / (size_a + size_b) * 100,
    across(where(is.numeric), round, 1)
  ) %>%
  select(1, 4, 5)
sex % <= 170 % > 170
Female 71.0 29.0
Male 19.8 80.2

Tables with dplyr: For values of a third variable

mtcars %>% 
  mutate(am = factor(am, labels = c("Manual", "Automatic"))) %>%
  group_by(cyl, am) %>% 
  summarise(
    n = n(), 
    M = mean(mpg), 
    SD = sd(mpg)
  )
cyl am n M SD
4 Manual 3 22.90000 1.4525839
4 Automatic 8 28.07500 4.4838599
6 Manual 4 19.12500 1.6317169
6 Automatic 3 20.56667 0.7505553
8 Manual 12 15.05000 2.7743959
8 Automatic 2 15.40000 0.5656854

pivot_wider() can take values from several variables:

mtcars %>% 
  mutate(am = factor(am, labels = c("Manual", "Automatic"))) %>%
  group_by(cyl, am) %>% 
  summarise(n = n(), M = mean(mpg), SD = sd(mpg)) %>%
  pivot_wider(names_from = "am", values_from = c("n", "M", "SD")) %>%
  round(1)
cyl n_Manual n_Automatic M_Manual M_Automatic SD_Manual SD_Automatic
4 3 8 22.9 28.1 1.5 4.5
6 4 3 19.1 20.6 1.6 0.8
8 12 2 15.1 15.4 2.8 0.6

Set argument names_vary = "slowest" for a different ordering of variables:

mtcars %>% 
  mutate(am = factor(am, labels = c("Manual", "Automatic"))) %>%
  group_by(cyl, am) %>% 
  summarise(n = n(), M = mean(mpg), SD = sd(mpg)) %>%
  pivot_wider(names_from = "am", values_from = c("n", "M", "SD"), names_vary = "slowest") %>%
  round(1)
cyl n_Manual M_Manual SD_Manual n_Automatic M_Automatic SD_Automatic
4 3 22.9 1.5 8 28.1 4.5
6 4 19.1 1.6 3 20.6 0.8
8 12 15.1 2.8 2 15.4 0.6

Task

  • Take the storms dataset and calculate n and mean of the wind speed (wind) by month (month) and storm classification (status) in a crosstable.

storms %>% 
  group_by(month, status) %>%
  summarise(
    n = n(),
    M = mean(wind, na.rm = TRUE)
  ) %>%
  pivot_wider(names_from = "status", values_from = c("n", "M")) %>%
  round()
month n_extratropical n_hurricane n_other low n_subtropical storm n_tropical depression n_tropical storm n_subtropical depression n_disturbance n_tropical wave M_extratropical M_hurricane M_other low M_subtropical storm M_tropical depression M_tropical storm M_subtropical depression M_disturbance M_tropical wave
1 29 5 5 6 2 23 NA NA NA 54 70 25 48 30 48 NA NA NA
4 40 NA NA 3 1 18 4 NA NA 38 NA NA 43 30 43 30 NA NA
5 18 NA 49 20 49 60 5 NA NA 42 NA 29 40 29 42 30 NA NA
6 130 18 84 12 213 282 35 35 NA 36 70 24 40 27 44 26 35 NA
7 135 221 181 6 399 645 11 46 7 36 81 23 35 26 46 23 30 34
8 275 1038 319 23 975 1696 36 25 55 36 86 25 40 27 45 24 31 27
9 800 2464 473 72 1331 2522 34 41 41 43 89 27 40 28 46 28 26 30
10 527 803 226 66 429 1049 22 16 NA 42 85 26 47 28 46 29 31 NA
11 183 221 85 48 149 464 4 8 8 47 82 25 47 28 48 30 24 28
12 14 33 31 42 21 71 NA NA NA 44 68 28 52 30 44 NA NA NA

Design example:

Replicate and try to understand the following table example:

library(kableExtra)
tab <- mtcars %>% 
  group_by(cyl, am) %>% 
  summarise(n = n(), M = mean(mpg), SD = sd(mpg)) %>%
  pivot_wider(names_from = "am", values_from = c("n", "M", "SD"), names_vary = "slowest") 

names(tab) <- c("Cylinders", "n", "M", "SD", "n", "M", "SD")

kable(tab, 
  caption =  "Table 1.<br>Miles per gallon by cylinders and gearshift", 
  digits = 1, 
  full_width = FALSE
) %>% 
  kable_classic() %>%
  add_header_above(c(" " = 1, "Automatic" = 3, "Manual" = 3))

Table 1.
Miles per gallon by cylinders and gearshift
Automatic
Manual
Cylinders n M SD n M SD
4 3 22.9 1.5 8 28.1 4.5
6 4 19.1 1.6 3 20.6 0.8
8 12 15.1 2.8 2 15.4 0.6

Inferential statistics

Some statistical functions:

  • t.test(): Calculating a t-test.

  • wilcox.test(): Calculating Wilcox test / U-Test.

  • chisq.test(): Calculating a Pearson \(X^2\)-test.

  • Some more we will not address today:

    • lm(): Regression analyses
    • cor.test(): Calculating a correlation test.
    • binom.test(): Binomial test.
    • fisher.test(): Fisher exact test for count data.
    • ks.test(): One and two sample Kolmogorov-Smirnov Tests.
    • shapiro.test(): Shapiro-Wilk Normality Test.
    • aov(): Analysis of variance

chisq.test()

  • Pearson’s \(X^2\) test is a very versatile test to calculate whether a distribution of observed frequencies equates expected frequencies.
  • A very common application is to test whether frequencies of observations in two variables are related. (E.g. number of patients that improved in a treatment vs. control group).
  • The chisq.test() functions takes a two dimensional frequency table and calculates a \(X^2\) test.

Example with data from an intervention study

# get an external data example
dat <- read.csv("https://goo.gl/j6lRXD")
# Create a two distribution table
tab <- table(dat$treatment, dat$improvement)
tab
             
              improved not-improved
  not-treated       26           29
  treated           35           15
# Test for non random distribution:
chisq.test(tab) # Alternatively: chisq.test(dat$treatment, dat$improvement)

    Pearson's Chi-squared test with Yates' continuity correction

data:  tab
X-squared = 4.6626, df = 1, p-value = 0.03083

Significantly more patients improved in the treatment condition (\(X^2(1)=4.7, p < .05\))

Task

  • Take the starwars dataset from the tidyverse package.
  • Use table() to get the distribution eye_color by hair_color
  • Apply the chisq.test() to calculate a X² test to test for an even distribution.

:-)

tab <- table(starwars$eye_color, starwars$hair_color)
chisq.test(tab)

    Pearson's Chi-squared test

data:  tab
X-squared = 185.19, df = 140, p-value = 0.006316

t.test()

  • Student’s t-test analysis whether two samples originate from the same normal distribution.

  • It is used to test for mean differences in two groups.

  • Arguments of the t.test() function:

    • x and y: Each variable provides data from a samples.
    • formula: If you have one vector with all data (e.g. values) and a second vector with grouping information (e.g. group) use: values ~ group.
    • data: If you work with formula: The name of a data frame.
    • paired: If set TRUE, the test assumes repeated measures of one sample instead of two independent samples.

Example

Does one of two drugs increase hours of sleep better?

extra: change in sleep duration, group : drug given

sleep
extra group ID
0.7 1 1
-1.6 1 2
-0.2 1 3
-1.2 1 4
-0.1 1 5
3.4 1 6
3.7 1 7
0.8 1 8
0.0 1 9
2.0 1 10
1.9 2 1
0.8 2 2
1.1 2 3
0.1 2 4
-0.1 2 5
4.4 2 6
5.5 2 7
1.6 2 8
4.6 2 9
3.4 2 10

Example

# Applying a T-test by providing x and y
x <- sleep$extra[sleep$group == 1]
y <- sleep$extra[sleep$group == 2]
t.test(x, y)

# Applying a T-test with a formula
t.test(extra ~ group, data = sleep)

Example


    Welch Two Sample t-test

data:  extra by group
t = -1.8608, df = 17.776, p-value = 0.07939
alternative hypothesis: true difference in means between group 1 and group 2 is not equal to 0
95 percent confidence interval:
 -3.3654832  0.2054832
sample estimates:
mean in group 1 mean in group 2 
           0.75            2.33

Group 2 shows an increase in sleep length of \(\Delta M=1.58\) (\(t(17.8)=1.86, p = .08\))

wilcox.test()

  • Calculates a Wilcoxon rank sum test. Also known as Mann Whitney U-Test
  • This test is applied as an alternative to a t-Test when data are assumed to be non-normal distributed.
  • It takes the same arguments as t.test()

Task

  • Take the sleep dataset from the previous example.
  • Calculate the median and mad (Median absolute deviation) for extra for each group.
  • Calculate a Wilcoxon test with the sleep dataset on the effectiveness of the intervention.

:-)

library(dplyr)
sleep %>% group_by(group) %>%
  summarise(
    median = median(extra), 
    mad = mad(extra)
  )
group median mad
1 0.35 1.55673
2 1.75 2.44629 
wilcox.test(extra~group, data = sleep)

    Wilcoxon rank sum test with continuity correction

data:  extra by group
W = 25.5, p-value = 0.06933
alternative hypothesis: true location shift is not equal to 0

Task

  • Install the “dslabs” package
  • Take the gapminder dataset. This dataset includes health and income outcomes for 184 countries from 1960 to 2016.
  • It includes infant_mortality, region and continent.
  • Calculate the mean and median infant_mortality for each continent
  • Calculate a t-test comparing infant_mortality between the regions Southern- and Eastern Europe.

:-)

install.packages("dslabs")
library(dslabs)
gapminder %>% group_by(continent) %>% 
  summarise(
    mean = mean(infant_mortality, na.rm = TRUE),
    median = median(infant_mortality, na.rm = TRUE)
  )
continent mean median
Africa 95.12395 93.40
Americas 42.88145 30.80
Asia 55.26174 43.10
Europe 15.33022 11.25
Oceania 39.10136 29.10 

x <- gapminder %>% filter(region == "Southern Europe") %>% select(infant_mortality)
y <- gapminder %>% filter(region == "Eastern Europe") %>% select(infant_mortality)
t.test(x, y)

# or with pipes
gapminder %>% 
  filter(region %in% c("Southern Europe", "Eastern Europe")) %>%
  t.test(infant_mortality ~ region, data = .)

    Welch Two Sample t-test

data:  infant_mortality by region
t = 0.53658, df = 929.22, p-value = 0.5917
alternative hypothesis: true difference in means between group Eastern Europe and group Southern Europe is not equal to 0
95 percent confidence interval:
 -1.471847  2.579544
sample estimates:
 mean in group Eastern Europe mean in group Southern Europe 
                     20.36164                      19.80779

Goals

  • An introduction to the Grammar of Graphics
  • An introduction to ggplot

ggplot2

ggplot components

Prerequisite

You have basic knowledge on statistical regression

Goal

You know how to fit regression models in R

Regression

  • In a statistical regression you explain a variable (criteria or dependent variable) by one or more other variables (predictors or independent variables).
  • You regress the criteria variable on the predictor variables.
  • E.g.: You want to explain the life expectancy by certain aspects of behavior (diet, physical activity), environmental aspects (pollution, health care).
  • Therefore, you try to set up a mathematical function which tries to estimate what life expectancy a person has given all the other variables.

Regression formula

\(y_i = \beta_0 + \beta_1X_i + e_i\)

\(y\) = Criteria variable
\(i\) = Subject number (measurement number)
\(\beta_0\) = Intercept of \(y\)
\(\beta_1\) = Weight of predictor \(X\)
\(X\) = Predictor variable
\(e\) = Error term

lm() function

  • The lm() function fits a regression model.
  • lm(formula, data)
  • Formulas are a basic data type that is applied in many R functions.
  • Basic structur: dependent variable ~ explanatory variables
    (e.g. y ~ x1 + x2)
  • data takes a dataframe

lm(dist ~ speed, data = cars)

Example

Example

Example

fit <- lm(dist ~ speed, data = cars)
fit

Call:
lm(formula = dist ~ speed, data = cars)

Coefficients:
(Intercept)        speed  
    -17.579        3.932

\(dist_i = -17.579 + 3.932 * speed_i\)

Use summary() to get detailed analyses

summary(fit)

Call:
lm(formula = dist ~ speed, data = cars)

Residuals:
    Min      1Q  Median      3Q     Max 
-29.069  -9.525  -2.272   9.215  43.201 

Coefficients:
            Estimate Std. Error t value Pr(>|t|)    
(Intercept) -17.5791     6.7584  -2.601   0.0123 *  
speed         3.9324     0.4155   9.464 1.49e-12 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 15.38 on 48 degrees of freedom
Multiple R-squared:  0.6511,    Adjusted R-squared:  0.6438 
F-statistic: 89.57 on 1 and 48 DF,  p-value: 1.49e-12

Modelfit:
\(F(1, 48) = 89.57; p < .001 ; R² = .65\)

Task

  • Take the mtcars dataset.
  • Calculate the correlation of mileage mpg and car weight wt.
  • Plot a scatterplot with ggplot (mileage on the x-axis and weight on the y-axis).
  • Add a regression line with (geom_smooth(method = "lm")).
  • Regress mileage mpg on car weight wt (that is, predict mileage by means of weight).

cor(mtcars$mpg, mtcars$wt)
[1] -0.8676594
fit <- lm(mpg ~ wt, data = mtcars)
summary(fit)

Call:
lm(formula = mpg ~ wt, data = mtcars)

Residuals:
    Min      1Q  Median      3Q     Max 
-4.5432 -2.3647 -0.1252  1.4096  6.8727 

Coefficients:
            Estimate Std. Error t value Pr(>|t|)    
(Intercept)  37.2851     1.8776  19.858  < 2e-16 ***
wt           -5.3445     0.5591  -9.559 1.29e-10 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 3.046 on 30 degrees of freedom
Multiple R-squared:  0.7528,    Adjusted R-squared:  0.7446 
F-statistic: 91.38 on 1 and 30 DF,  p-value: 1.294e-10

ggplot(mtcars, aes(x = mpg, y = wt)) + 
  geom_point() + 
  geom_smooth(method = "lm")

Task

  • Take the temp_carbon dataset from the dslabs library.
  • Make yourself familiar with the dataset: ?temp_carbon.
  • Plot a scatterplot with ggplot (year on the x-axis and temp_anomaly on the y-axis).
  • Add a regression line with (geom_smooth(method = "lm")).
  • Regress temp_anomaly on year (that is, predict temp_anomaly by means of year).

library(dslabs)
fit <- lm(temp_anomaly ~ year, 
          data = temp_carbon)
summary(fit)

Call:
lm(formula = temp_anomaly ~ year, data = temp_carbon)

Residuals:
     Min       1Q   Median       3Q      Max 
-0.32598 -0.11846 -0.01062  0.11185  0.43367 

Coefficients:
              Estimate Std. Error t value Pr(>|t|)    
(Intercept) -1.409e+01  6.750e-01  -20.87   <2e-16 ***
year         7.259e-03  3.463e-04   20.96   <2e-16 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 0.1638 on 137 degrees of freedom
  (129 observations deleted due to missingness)
Multiple R-squared:  0.7623,    Adjusted R-squared:  0.7606 
F-statistic: 439.4 on 1 and 137 DF,  p-value: < 2.2e-16

ggplot(temp_carbon, aes(x = year, 
                        y = temp_anomaly)) + 
  geom_point() + 
  geom_smooth(method = "lm")

Multiple predictors

  • A formula can take multiple predictors:
    y ~ x1 + x2
  • An Interaction describes a relation between two (or more) predictors where the influence of one predictor changes with the value of the other predictor (e.g. weight and smoking influence blood pressure. And the influence of smoking is even higher for those who are overweight).
  • An interaction is modeled with a : sign:
    y ~ x1 + x2 + x1:x2

Example

Predict mileage 'mpg' by weight 'wt' and number of cylinders 'cyl' and its interaction

fit <- lm(mpg ~ wt + cyl + wt:cyl, data = mtcars)
summary(fit)

Call:
lm(formula = mpg ~ wt + cyl + wt:cyl, data = mtcars)

Residuals:
    Min      1Q  Median      3Q     Max 
-4.2288 -1.3495 -0.5042  1.4647  5.2344 

Coefficients:
            Estimate Std. Error t value Pr(>|t|)    
(Intercept)  54.3068     6.1275   8.863 1.29e-09 ***
wt           -8.6556     2.3201  -3.731 0.000861 ***
cyl          -3.8032     1.0050  -3.784 0.000747 ***
wt:cyl        0.8084     0.3273   2.470 0.019882 *  
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 2.368 on 28 degrees of freedom
Multiple R-squared:  0.8606,    Adjusted R-squared:  0.8457 
F-statistic: 57.62 on 3 and 28 DF,  p-value: 4.231e-12

Task

  • Take the gapminder dataset from the dslabs library.
  • Predict infant mortality (infant_mortality) by year (year) and average number of children per woman (fertility).
  • Take the interaction into account.
  • How to interpret the estimates?
library(dslabs)
fit <- lm(infant_mortality ~ year + fertility + fertility:year, data = gapminder)
summary(fit)

Call:
lm(formula = infant_mortality ~ year + fertility + fertility:year, 
    data = gapminder)

Residuals:
    Min      1Q  Median      3Q     Max 
-81.327 -11.540  -1.282  11.575 141.101 

Coefficients:
                 Estimate Std. Error t value Pr(>|t|)    
(Intercept)    -5.902e+02  8.588e+01  -6.873 6.72e-12 ***
year            2.872e-01  4.308e-02   6.666 2.77e-11 ***
fertility       3.574e+02  1.869e+01  19.130  < 2e-16 ***
year:fertility -1.708e-01  9.404e-03 -18.168  < 2e-16 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 25.84 on 9088 degrees of freedom
  (1453 observations deleted due to missingness)
Multiple R-squared:  0.7071,    Adjusted R-squared:  0.707 
F-statistic:  7312 on 3 and 9088 DF,  p-value: < 2.2e-16
  • Although the previous computation is correct (!). The estimates is misleading. The intercept, for example, depicts the average dependent variable when all predictors are zero (i.e. year is 0 and fertility is 0).
  • We can mend this by centering the predictor variables.
  • Centering is achieved by subtracting the mean of a variable from each measurement of that variable. That is, the value 0 now depicts the average.
dat <- gapminder
dat$year <- dat$year - mean(dat$year, na.rm = TRUE)
# alternatively, use the scale function to center a variable:
dat$fertility <- scale(dat$fertility, scale = FALSE)

dat <- gapminder
dat$year <- scale(dat$year, scale = FALSE)
dat$fertility <- scale(dat$fertility, scale = FALSE)
fit <- lm(infant_mortality ~ year + fertility + fertility:year, data = dat)
summary(fit)

Call:
lm(formula = infant_mortality ~ year + fertility + fertility:year, 
    data = dat)

Residuals:
    Min      1Q  Median      3Q     Max 
-81.327 -11.540  -1.282  11.575 141.101 

Coefficients:
                Estimate Std. Error t value Pr(>|t|)    
(Intercept)    53.452151   0.304781  175.38   <2e-16 ***
year           -0.410454   0.019561  -20.98   <2e-16 ***
fertility      17.796992   0.150837  117.99   <2e-16 ***
year:fertility -0.170849   0.009404  -18.17   <2e-16 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 25.84 on 9088 degrees of freedom
  (1453 observations deleted due to missingness)
Multiple R-squared:  0.7071,    Adjusted R-squared:  0.707 
F-statistic:  7312 on 3 and 9088 DF,  p-value: < 2.2e-16

Categorical predictors: comparing groups

  • Predictors can be categorical variables.
  • Examples of categorical variables are: students with vs. without special educational needs; gender; Haircolor.
  • They have to be factors to recognize them as categorical.

Example

  • We predict mpg by wt and the transmission type am and their interaction.
  • The transmission type is a categorical variable. By default am is not a factor. So we have to turn am into a factor first.
mtcars$wt_centered <- scale(mtcars$wt, scale = FALSE)
mtcars$am_factor <- factor(mtcars$am, labels = c("Automatic", "Manual"))
fit <- lm(mpg ~ wt_centered + am_factor + wt_centered:am_factor, data = mtcars)
summary(fit)

Call:
lm(formula = mpg ~ wt_centered + am_factor + wt_centered:am_factor, 
    data = mtcars)

Residuals:
    Min      1Q  Median      3Q     Max 
-3.6004 -1.5446 -0.5325  0.9012  6.0909 

Coefficients:
                            Estimate Std. Error t value Pr(>|t|)    
(Intercept)                  19.2358     0.7357  26.147  < 2e-16 ***
wt_centered                  -3.7859     0.7856  -4.819 4.55e-05 ***
am_factorManual              -2.1677     1.4189  -1.528  0.13779    
wt_centered:am_factorManual  -5.2984     1.4447  -3.667  0.00102 ** 
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 2.591 on 28 degrees of freedom
Multiple R-squared:  0.833, Adjusted R-squared:  0.8151 
F-statistic: 46.57 on 3 and 28 DF,  p-value: 5.209e-11

Task

heights$sex <- factor(heights$sex)
fit <- lm(height ~ sex, data = heights)
summary(fit)

Call:
lm(formula = height ~ sex, data = heights)

Residuals:
     Min       1Q   Median       3Q      Max 
-19.3148  -2.3148  -0.3148   2.6852  14.0606 

Coefficients:
            Estimate Std. Error t value Pr(>|t|)    
(Intercept)  64.9394     0.2363  274.82   <2e-16 ***
sexMale       4.3753     0.2687   16.28   <2e-16 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 3.645 on 1048 degrees of freedom
Multiple R-squared:  0.2019,    Adjusted R-squared:  0.2012 
F-statistic: 265.1 on 1 and 1048 DF,  p-value: < 2.2e-16

Contrasts

  • In the previous example, we compared the effect of an automatic against a manual gearshift. This is called a contrast. In this case, our intercept represented the mpg for the automatic gearshift and the predictor represented the change in the mpg values for manual gearshifts.

  • This type of contrast is called a “treatment” contrast.

  • An alternative approach would be to calculate the average of ‘mpg’ across both types of gearshifts and the predictor represents how much the type of gearshift influences ‘mpg’.

  • This type of contrast is called a Helmert contrast.

Example

Fitting lm(mpg ~ am_factor, data = mtcars) with a treatment contrast:

    (Intercept) am_factorManual 
      17.147368        7.244939

Fitting lm(mpg ~ am_factor, data = mtcars) with a Helmert contrast:

(Intercept)  am_factor1 
   20.76984     3.62247
  • The constrasts() function gets and sets contrasts for factors
  • Treatment contrasts for two factor levels:
contrasts(mtcars$am_factor) <- contr.treatment(2)
  • Helmert contrasts for two factor levels:
contrasts(mtcars$am_factor) <- contr.helmert(2)

Task

  • Take the mtcars dataset
  • Predict mpg by wt and the transmission type am and their interaction
  • By default am is not a factor. Please create a factor transmission for am first
  • Set the contrasts of the factor to Helmert and calculate the model.
  • Set the contrasts of the factor to Treatment and calculate the model
  • Compare the results of the two models and discuss them with you seatmate
mtcars$transmission <- factor(mtcars$am, labels = c("Automatic", "Manual"))
mtcars$wt_centered <- scale(mtcars$wt, scale = FALSE)
contrasts(mtcars$transmission) <- contr.helmert(2)
fit1 <- lm(mpg ~ wt_centered + transmission + wt_centered:transmission, data = mtcars)
summary(fit1)

Call:
lm(formula = mpg ~ wt_centered + transmission + wt_centered:transmission, 
    data = mtcars)

Residuals:
    Min      1Q  Median      3Q     Max 
-3.6004 -1.5446 -0.5325  0.9012  6.0909 

Coefficients:
                          Estimate Std. Error t value Pr(>|t|)    
(Intercept)                18.1520     0.7094  25.586  < 2e-16 ***
wt_centered                -6.4351     0.7223  -8.909 1.16e-09 ***
transmission1              -1.0839     0.7094  -1.528  0.13779    
wt_centered:transmission1  -2.6492     0.7223  -3.667  0.00102 ** 
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 2.591 on 28 degrees of freedom
Multiple R-squared:  0.833, Adjusted R-squared:  0.8151 
F-statistic: 46.57 on 3 and 28 DF,  p-value: 5.209e-11
contrasts(mtcars$transmission) <- contr.treatment(2)
fit2 <- lm(mpg ~ wt_centered + transmission + wt_centered:transmission, data = mtcars)
summary(fit2)

Call:
lm(formula = mpg ~ wt_centered + transmission + wt_centered:transmission, 
    data = mtcars)

Residuals:
    Min      1Q  Median      3Q     Max 
-3.6004 -1.5446 -0.5325  0.9012  6.0909 

Coefficients:
                          Estimate Std. Error t value Pr(>|t|)    
(Intercept)                19.2358     0.7357  26.147  < 2e-16 ***
wt_centered                -3.7859     0.7856  -4.819 4.55e-05 ***
transmission2              -2.1677     1.4189  -1.528  0.13779    
wt_centered:transmission2  -5.2984     1.4447  -3.667  0.00102 ** 
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 2.591 on 28 degrees of freedom
Multiple R-squared:  0.833, Adjusted R-squared:  0.8151 
F-statistic: 46.57 on 3 and 28 DF,  p-value: 5.209e-11

Design example

library(sjPlot)
tab_model(fit1)
  mpg
Predictors Estimates CI p
(Intercept) 18.15 16.70 – 19.61 <0.001
wt centered -6.44 -7.91 – -4.96 <0.001
transmission [1] -1.08 -2.54 – 0.37 0.138
wt centered ×
transmission [1]		 -2.65 -4.13 – -1.17 0.001
Observations 32
R2 / R2 adjusted 0.833 / 0.815 

tab_model(fit1, fit2)
  mpg mpg
Predictors Estimates CI p Estimates CI p
(Intercept) 18.15 16.70 – 19.61 <0.001 19.24 17.73 – 20.74 <0.001
wt centered -6.44 -7.91 – -4.96 <0.001 -3.79 -5.40 – -2.18 <0.001
transmission [1] -1.08 -2.54 – 0.37 0.138
wt centered ×
transmission [1]		 -2.65 -4.13 – -1.17 0.001
transmission [2] -2.17 -5.07 – 0.74 0.138
wt centered ×
transmission [2]		 -5.30 -8.26 – -2.34 0.001
Observations 32 32
R2 / R2 adjusted 0.833 / 0.815 0.833 / 0.815 

tab_model(fit1, fit2,
  show.ci = FALSE, show.se = TRUE,string.se = "se", string.est = "B",
  dv.labels = c("Model with helmert contrast", "Model with treatment contrast")
)
  Model with helmert contrast Model with treatment contrast
Predictors B se p B se p
(Intercept) 18.15 0.71 <0.001 19.24 0.74 <0.001
wt centered -6.44 0.72 <0.001 -3.79 0.79 <0.001
transmission [1] -1.08 0.71 0.138
wt centered ×
transmission [1]		 -2.65 0.72 0.001
transmission [2] -2.17 1.42 0.138
wt centered ×
transmission [2]		 -5.30 1.44 0.001
Observations 32 32
R2 / R2 adjusted 0.833 / 0.815 0.833 / 0.815

Multilevel regressions

Multilevel regression formula

\(y_{ij} = \beta_{0j} + \beta_{1j} X_{ij} + e_{ij}\)

Level 2:
\(\beta_{0j} = \gamma_{01}W_j + \upsilon_{0j}\)
\(\beta_{1j} = \gamma_{10} + \upsilon_{1j}\)

\(y\) = Criteria variable
\(i\) = Subject number (measurement number)
\(\beta_0\) = Intercept of \(y\)
\(\beta_1\) = Weight of predictor \(X\)
\(X\) = Predictor variable
\(e\) = Error term
\(j\) = Level 2 group number
\(\gamma_{00}\) = Intercept
\(W\) = Level 2 predictor (grouping variable)
\(\gamma_{01}\) = Weight for \(W\)
\(\gamma_{10}\) = Weight of the predictor
\(\upsilon_{0j}\) = Error term for intercept \(\upsilon_{0j}\) = Error term for slope

Control-Functions

if control structures

if-else control structures are very helpful for solving complex conditional operations:

if (condition) expression

example:

if (age >= 18) adult <- TRUE

The expression can take multiple lines which are enclosed with braces:

if (age >= 18 && gender == "male") { 
  adult <- TRUE
  n_males <- n_males + 1
}

if-else control structures

Sometimes, the if structure is extended with else:

if (condition) expression1 else expression2

example:

if (age >= 18) out <- "full-aged" else out <- "underage"

More complex example

if (age >= 18 && gender == "male") {  
  adult <- TRUE  
  n_males <- n_males + 1  
} else if (age >= 18 && gender == "female") { 
  adult <- TRUE  
  n_females <- n_females + 1  
} else if (age < 18) {    
  adult <- FALSE  
}

The if structure is not vectorized.
That is, the condition must return a single logical TRUE or FALSE value. This code will throw an error or warning message:

age <- c(18, 15)
if (age >= 18) cat("Adult!") else cat("Underage!")

ifelse

ifelse is a vectorized version of if() else which returns a vector:

ifelse(condition, expression_true, expression_false)

Example:

age <- c(15, 18, 14, 12)
ifelse(age >= 18, "adult", "underage")
[1] "underage" "adult"    "underage" "underage"

Task: Read the code

What is the object results after executing the code?

age <- c(15, 19, 21, 18, 17, 23)
cut_full_aged <- 18
language <- "german"
if (language == "english") {
  label_adult <- "adult"
  label_underage <- "underage"
} else if (language == "german") {
  label_adult <- "Volljährig"
  label_underage <- "Minderjährig"
} else {
  stop("Unknown language!")
}

results <- ifelse(age < cut_full_aged, label_underage, label_adult)

age <- c(15, 19, 21, 18, 17, 23)
cut_full_aged <- 18
language <- "german"
if (language == "english") {
  label_adult <- "adult"
  label_underage <- "underage"
} else if (language == "german") {
  label_adult <- "Volljährig"
  label_underage <- "Minderjährig"
} else {
  stop("Unknown language!")
}

results <- ifelse(age < cut_full_aged, label_underage, label_adult)

results
[1] "Minderjährig" "Volljährig"   "Volljährig"   "Volljährig"   "Minderjährig"
[6] "Volljährig"

Task: Read the code

What is contained in res after executing the code?

by <- 1900 + 1:5 * 20
res <- ifelse(by > 1996, "Generation Z", 
                  ifelse(by > 1980, "Millenial", 
                         ifelse(by > 1964, "Generation X", 
                                ifelse(by >1945, "Babyboomer", 
                                       ifelse(by > 1927, "Silent generation", "Unknown")))))

by <- 1900 + 1:5 * 20
res <- ifelse(by > 1996, "Generation Z", 
                  ifelse(by > 1980, "Millenial", 
                         ifelse(by > 1964, "Generation X", 
                                ifelse(by >1945, "Babyboomer", 
                                       ifelse(by > 1927, "Silent generation", "Unknown")))))
                       
res
[1] "Unknown"           "Silent generation" "Babyboomer"       
[4] "Generation X"      "Generation Z"

For loops

With a for loop you can iterate the values of a vector:

for (variable in vector) expression

example:

for (i in 1:10) print(i)
[1] 1
[1] 2
[1] 3
[1] 4
[1] 5
[1] 6
[1] 7
[1] 8
[1] 9
[1] 10

An expression can have multiple lines enclosed in braces:

adult <- 0
minor <- 0
for(i in c(20, 12, 15, 16, 18)) {
  if (i >= 18) adult = adult + 1
  if (i < 18) minor = minor + 1
}
cat("Adults:", adult)
Adults: 2
cat("Minors:", minor)
Minors: 3

Oftentimes for loops are used to iterate multiple vectors.

Can you read this code and predict the object comparison ?

age1 <- c(20, 12, 15, 16, 18)
age2 <- c(17, 13, 17, 16, 20)
comparison <- c()
for(i in 1:length(age1)) {
  if (age1[i] < age2[i]) tmp <- "younger"
  if (age1[i] > age2[i]) tmp <- "older"
  if (age1[i] == age2[i]) tmp <- "equal"
  comparison <- c(comparison, tmp)
}

comparison

You can use for loops to iterate through a dataframe:

mtcars$impact <- "average"

for(i in 1:nrow(mtcars)) {
  if (mtcars$mpg[i] < 18 && mtcars$cyl[i] == 8 && mtcars$wt[i] > 4) {
    mtcars$impact[i] <- "Big waster!"
  }
  if (mtcars$mpg[i] > 22 && mtcars$cyl[i] == 4 && mtcars$wt[i] < 2.59) {
    mtcars$impact[i] <- "Light eco!"
  }
}

mtcars[, c("mpg", "cyl", "wt", "impact")]

mtcars$impact <- "average"

for(i in 1:nrow(mtcars)) {
  if (mtcars$mpg[i] < 18 && mtcars$cyl[i] == 8 && mtcars$wt[i] > 4) 
    mtcars$impact[i] <- "Big waster!"
  if (mtcars$mpg[i] > 22 && mtcars$cyl[i] == 4 && mtcars$wt[i] < 2.59) 
    mtcars$impact[i] <- "Light eco!"
}

mtcars[1:10 , c("mpg", "cyl", "wt", "impact")]

Functions

Repeated operations can be put into functions.

functionname <- function(argument, argument, argument, …) {expression}

power2 <- function(x) {
  out <- x * x
  out
}

power2(4)
[1] 16
power2(c(2, 3, 4,5))
[1]  4  9 16 25

Function example

w20_die <- function(dice) {
  if (dice < 1 || dice > 20) return("This is not a decent W20 die!")
  if (dice == 20) return("Critical hit!!")
  if (dice == 1) return("Epic fail")
  dice
}

return() stops the function and returns an object. If no return is defined, the function will return the last object that is printed.

w20_die <- function(dice) {
  if (dice < 1 || dice > 20) return("This is not a decent W20 die!")
  if (dice == 20) return("Critical hit!!")
  if (dice == 1) return("Epic fail")
  dice
}
w20_die(20)
[1] "Critical hit!!"
w20_die(3)
[1] 3
w20_die(1)
[1] "Epic fail"
w20_die(0)
[1] "This is not a decent W20 die!"

Task Read the code

What happens here?

percentage <- function(x, na.rm = TRUE) {
  if (!is.logical(x)) stop("Please provide a logical vector.")
  if (na.rm) x <- x[!is.na(x)]
  sum(x) / length(x) * 100
}

var <- c(12, 16, 19, 20, 11)

percentage(var >= 18)
[1] 40

Task

w20_die <- function(dice) {
  if (dice < 1 || dice > 20) return("This is not a decent W20 die!")
  if (dice == 20) return("Critical hit!!")
  if (dice == 1) return("Epic fail")
  dice
}
  • Vectorize the w20_die function so it will return a vector with results when you provide a vector with numbers as an argument:
results <- c(21, 2, 16, 20, 1, 0)
w20_die(results)
[1] "This is not a decent W20 die!" "2"                            
[3] "16"                            "Critical hit!!"               
[5] "Epic fail"                     "This is not a decent W20 die!"

Solution 1: With a for loop:

w20_die <- function(dice) {
  out <- dice
  for(i in 1:length(dice)) {
    if (dice[i] < 1 || dice[i] > 20) out[i] <- "This is not a decent W20 die!"
    if (dice[i] == 20) out[i] <- "Critical hit!!"
    if (dice[i] == 1) out[i] <- "Epic fail"
  }
  out
}
results <- c(21, 2, 16, 20, 1, 0)
w20_die(results)
[1] "This is not a decent W20 die!" "2"                            
[3] "16"                            "Critical hit!!"               
[5] "Epic fail"                     "This is not a decent W20 die!"

Solution 2: With subsetting:

w20_die <- function(dice) {
  out <- dice
  out[dice < 1 | dice > 20] <- "This is not a decent W20 die!"
  out[dice == 20] <- "Critical hit!!"
  out[dice == 1] <- "Epic fail"
  out
}
results <- c(21, 2, 16, 20, 1, 0)
w20_die(results)
[1] "This is not a decent W20 die!" "2"                            
[3] "16"                            "Critical hit!!"               
[5] "Epic fail"                     "This is not a decent W20 die!"

Solution 3: With ifelse:

w20_die <- function(dice) {
  ifelse(dice < 1 | dice > 20, "This is not a decent W20 die!",
         ifelse(dice == 20, "Critical hit!!",
                ifelse(dice == 1, "Epic fail", dice)))
}
results <- c(21, 2, 16, 20, 1, 0)
w20_die(results)
[1] "This is not a decent W20 die!" "2"                            
[3] "16"                            "Critical hit!!"               
[5] "Epic fail"                     "This is not a decent W20 die!"