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Week 3 Homework (HW3) LANE C5 AND ILLOWSKY C3
AND C4
OVERVIEW OF THIS WEEK’S VERY IMPORTANT
CONCEPTS
The important concepts this week are the ADDITION RULE,
MULTIPLICATION RULE, PERMUTATIONS,
COMBINATIONS AND THE BINOMIAL DISTRIBUTION
PROBABILITIES. It’s a lot of new vocabulary and some math.
LOT’S OF THIS IS ON THE FINAL EXAM !!
ALWAYS REMEMBER THAT THE HIGHEST PROBABILITY
IS 100% OR 1.00 (A SURE THING). IF YOU GET AN
ANSWER GREATER THAN 1.00, IT IS WRONG. ALWAYS
DO A REALITY CHECK ON YOUR CALCULATED
NUMBERS. (THE LOWEST PROBABILITY IS OF COURSE
ZERO.) IN PROBABILITY, HOWEVER, LIKE MOST
THINGS IS THERE IS NO “SURE THING” IN LIFE (EXCEPT
DEATH AND TAXES AS THEY SAY) AND NO
“IMPOSSIBILITY” ( YOU COULD WIN THE LOTTERY !!).
LET’S START WITH THE “RULES”:
Always keep in mind that as with relative frequencies all the
options MUST add up to 100% or 1.00. None of this works if
we leave out an option or possibility.
SUBTRACTION RULE: The probability that event A will NOT
occur is equal to 1 minus the probability that event A WILL
occur. Not P(A) = 1 - P(A) ( This assumes that there is only
ONE option: “A”)
MULTIPLICATION RULE: The probability that Events A and
B both occur is equal to the probability that Event A occurs
TIMES the probability that Event B occurs, given that A has
occurred. THESE EVENTS MUST BE INDEPENDENT, “B”
CAN’T DEPEND ON “A” OCCURRING. P(A ∩ B) = P(A) *
P(B|A) (The “∩” means “and” and the “∪ ” means “or” and
the “|” means “given that” as in B|A means the probability of
B given that A has already occurred AND they are not related –
they are “independent”.)
ADDITION RULE: The probability that Event A or Event B
occurs is equal to the probability that Event A occurs PLUS
(NOT TIMES) the probability that Event B occurs MINUS the
probability that both Events A and B occur (DON’T FORGET
THIS LAST SUBTRACTION). P(A ∪ B) = P(A) + P(B) - P(A
∩ B) where the P(A ∩ B) means that since we can’t use both
the pen and pencil, it’s another option (e.g., write in blood) or
could be zero.
AND, since P(A ∩ B) = P( A ) * P( B|A ), the Addition Rule
can also be expressed as P(A ∪ B) = P(A) + P(B) - P(A)P( B|A )
An example of the addition rule could be that you take a pen
and a pencil to fill out a job application. The probability that
you will use the pen (A) is 60%, the pencil (B) is 30% and that
you will use both (P(A ∩ B) )is 10% . Note that these
probabilities MUST equal 100% ). This also means that the
probability that you will use NO writing instrument is 0%,
which would be the Subtraction Rule.
Solution
: P(A ∪ B) = P(A) + P(B) - P(A ∩ B), so 0.60 + 0.30 – 0.10 =
0.80 = 80% chance you will use a pen or a pencil (not both and
not neither). The P(A ∩ B) means that we since we cannot use
BOTH the pen and pencil it means we use neither, hence it’s the
10% chance of this option. Now, if we HAD to use a pen OR
pencil then those would add up to the 100% and P(A ∩ B)
would be zero.
A second example: You have a mixed bag of M&M’s that has
only 20 red and 30 yellow candies in it. You reach in and pull
out one (blindly). What is the probability it is red? Ans: 20/50
= 2/5 = 0.40 = 40%. You decide you don’t want it so you put it
back (this is called “replacement”). You reach in again, so what
is the probability you get a red one again? Ans: 20/50. AS
LONG AS YOU REPLACE THE ITEM BEFORE RE-
DRAWING THE ODDS STAY THE SAME. LIKE FLIPPING A
COIN: THE ODD OF TAILS IS ½ THE FIRST TIME YOU
FLIP IT AND ½ THE MILLIONth TIME YOU FLIP IT.
Back to the candy. So, if you pick one out, replace it, and pick
one out again, what is the probability that both picks were red
candies? This is a MULTIPLICATION RULE problem. Ans:
P(A ∩ B) = P(A) P(B|A) = 20/50 x 20/50 = 0. = 16% NOT a
very great chance. The first 20/50 is the probability of “A”
and the second is the probability of “B” given that “A” has
occurred (with replacement of the first A).
Let’s be more realistic: You want to EAT two candies. You
reach in, pull one out. What is the probability it is red? Ans:
20/50. BUT, you EAT it, hence don’t replace it. You reach in
again and draw out the second candy. What is NOW the
probability of it being red? Ans: 19/49. There aren’t 20 reds
now and the total is also one less = 49. If you eat that and want
a third. The odds of it being red are now reduced to 18/48. Get
the picture of how NON-replacement affects the results?
Now, try an ADDITION RULE problem. You have a regular
deck of cards (52 cards). You draw one card, what is the
probability it is a King “or” a Heart? This is an ADDITION
RULE problem. There are 4 Kings so that probability is 4/52 .
There are 13 Hearts so that probability is 13/52. BUT, there is
one King that is also a Heart and the odds of drawing it are
1/52 (This would be the probability that the card is both a King
AND a Heart or P(A ∩ B) )
Our Addition Rule formula is P(A ∪ B) = P(A) + P(B) - P(A ∩
B) = 4/52 + 13/52 – 1/52 = 16/52 = 0.308 or about 31%
chance. Not bad odds. However, if you actually needed just the
King of Hearts to fill a Royal Flush it might seem that the odds
of drawing it are simply 1/52 or about 2%. Not so fast. You
forget that the other players have cards that are no longer in the
deck AND we don’t know if perhaps one of the other players
already has the King of Hearts. Here we move from probability
to LUCK and guts.
Note that RELATIVE FREQUENCY Tables provide the
probabilities for each of the events in the Table. You will have
HW problems on this. The above RULES work here too.
NOW, LET’S GET A LITTLE TRICKIER AND USE DICE.
Here are the possible totals for two tosses of one die (or it could
be a pair of dice that you can tell die 1 from die 2 (different
colors?) .
The upper left corner box : “7” is a sum of 1 and 6 (1,6) and
the lower right corner box: “7” is the sum of 6 and 1 (6,1). The
first die number is along the x-axis and the second die number
is up the vertical y-axis. You can figure out the rest. In the
dice game CRAPS, if you get a 7 or 11 on your first toss, you
win. But, if you get a 2 (“snake eyes”), a 3 (“craps”), or a 12
(“box cars) on this first toss OR ANY SUBSEQUENT TOSS,
you lose. Now, if you toss a 4, 5, 6, 8, 9, 10 on the first toss
you keep going until you get that same number again, in which
case you win, BUT if you get a 2, 3, 12 or NOW a 7 or 11, you
LOSE. Check the odds and you will see why the HOUSE
always wins.
Back to our probability problems.
WHAT IS THE PROBABILITY THAT IF YOU TOSS ONE DIE
TWICE THE SUM OF THE TWO ROLLS IS AT LEAST 9
(EVENT “A”) AND THAT ON THE FIRST TOSS, THE DIE
NUMBER WAS A MULTIPLE OF 2 (EVENT “B”) ? WE WILL
USE THE STAT JARGON AS WELL AS PLAIN ENGLISH.
The total number of possible pair totals is 36, so our SAMPLE
SPACE or sample size, “n(S)” = 36
Event “A” would be all the pairs that total 9, which would be
(3,6), (6,3), (4,5), (5,4), (6,4), (4,6), (5,5), (6,5), (5,6), and
(6,6). There are 10 possible pairs, so n(A) = 10
Event “B” would be all pairs with the FIRST number being a
multiple of 2 (this would include 2, 4, 6 only), which would be
(2,1), (2,2), (2, 3), (2,4), (2,5), (2,6), (4,1), . . ., (4,6), (6,1),. . .,
(6,6) or 18 pairs, hence n(B) = 18
NOW, since we asked for “A” AND “B” or (AB) we need to
limit the pairs to those in “A” that also meet the “B”
requirement: These would be: (6,3), (4,5), (6,4), (4,6), (6,5)
and (6,6). So, the n(A and B) or n(AB) is 6.
We now calculate our PROBABILITIES and don’t forget that
there are 36 possible pairs, which is the n(S) from above.
The Probability of “A” or P(A) = n(A)/n(S) = 10/36; The
Probability of “B” or P(B) = n(B)/n(S) = 18/36; and the
Probability of “A and B”, the P(AB) = n(AB)/n(S) = 6/36
The Probability of “A and B” GIVEN the the limitation of “B”
is P(A|B) = P(AB) / P(B) = [(6/36) / (18/36)] = 6/18 = 1/3 or
0.333 or about 33%. Keep in mind also that these two events,
“A” and “B” are NOT independent since “A” depends or on “B”
or is modified or limited by “B”.
MOVING ON:
The math this week introduces a new symbol (!), which is the
“FACTORIAL”. It just means a shortcut to writing out a long
multiplication. For example 5! = 5 * 4 * 3 * 2 * 1 which
equals 120. Imagine if you had 102!. One shortcut for an
equation like 102! / 99! Is that a lo t cancels out. The 102 !
could be re-written as 102 * 101 * 100 * 99 ! / 99 ! The
99 ! ‘s cancel out leaving simply: 102 * 101 * 100 =
1,030,200 possibilities since everything from 99 down cancels
out.
Let’s talk PERMUTATIONS. We could be dealing with a
combination lock, or multi-colored marbles in a jar, or coins in
your pocket, or students to call on in a class. You come up with
some others. With PERMUTATIONS the ORDER of the
numbers (or letters, or colors) MATTERS. For example: 1, 2, 3
would be considered a different permutation from 3, 2, 1.
We will first consider PERMUTATIONS WITH REPEATS
(also referred to as “with replacement”). A combination lock is
a good example (it should really be called a Permutation lock
not a combination lock). Our lock has a three number code, so
we have 3 numbers required from sets of 10 choices: we can
pick numbers from 0 to 9 (10 choices) for each of them. So, for
the first setting we have 10 options, then 10 for the second and
another 10 for the third. Our total choices are therefore 10 x 10
x 10 = 1000. You can see that since order matters in that a lock
code of 1, 2, 3 is different than 3, 2, 1. Also since repeats are
possible, codes like 2, 2, 2, and 0, 0, 0 are possible.
The general FORMULA for PERMUTATIONS is n r where
“n” is the number of choices and “r” is the number of spots we
need to fill with those choices. In the above problem n = 10 and
r = 3 giving 10 3 = 1000
PERMUTATIONS WITHOUT REPETITION (without
replacement). Here the number of options (choices) is reduced
every time we pick one. Let’s say we have 16 ping-pong balls
numbered 1 – 16 in a bag. The first ball we pull out has 16
possibilities, but the second now only has 15 and the third 14,
etc. (“without repetition” means that we are NOT replacing the
balls after each withdrawal, so you could NOT get multiple 16’s
or 8’s, etc.). So, if we are starting with 16 choices (and
reducing by one with each selection), the number of possible
permutations is: 16 x15 x 14 x 13 x 12 x 11 x 10 x 9 x 8 x 7 x
6 x 5 x 4 x 3 x 2 x 1 = 20,922,789,888,000. It is easier to write
this type of multiplication as 16 !
If we were only concerned with the first 4 picks (not all 16), the
permutations would simply be: 16 x 15 x 14 x 13 = 43,680
The mathematical formula for this determination is dividing our
number of values we have to choose from (n = 16 here) by the
number left after we take what we want (r = 4 here). This is 16
x 15 x 14 x 13 x 12 x . . . x 3 x 2 x 1 / 12 x 11 x 10 x . . .3 x 2
x 1 = 16 x 15 x 14 x 13 = 43, 680 since everything else cancels
out. The formula is 16 ! / (16 – 4) ! = 16 ! / 12 ! Where
everything 12 and below cancels out, leaving: 16 * 15 * 14 *
13 = 43,680.
The PERMUTATIONS FORMULA IS n ! / (n – r) !
Another example would be 15 horses in a race, how many ways
can they come in first, second and third ? We have 15 values (n
= 15) and we want to consider only the first three places (r = 3),
hence using: n ! / (n – r) ! we have 15 ! / (15 – 3) ! = 15 ! / 12
! = 15 x 14 x 13 = 2,730 possible permutations or ways our 15
horses could come in first, second and third. (Obviously, this is
without repetition since the same horse can’t win, place and
show.)
BUT, If we just wondered how many ways all 15 could come in,
we would simply have 15 ! . The permutations formula gives
you this as well: Using the formula, this would be 15 ! / (15 –
15) ! = 15 ! /0 ! = 15 x 14 x 13 …x 3 x 2 x 1 = a very large
number. NOTE THAT 0! EQUALS 1, NOT ZERO.You will
need to remember this for one of the homework problems.
We now move on to COMBINATIONS where the ORDER does
NOT MATTER and NO REPEATS. This means that 3, 2, 1, is
considered the same combination as 1, 2, 3 and 2, 3, 1 and 1, 3,
2 and 2, 1, 3 and finally 3, 1, 2 These 6 are from 3 ! = 3 x 2 x
1 = 6 , the formula we used for Permutations (these would be
SIX different PERMUTATIONS, but only ONE
COMBINATION). The “no repeats” means that we won’t have
1, 1, 2 or 2, 3, 3, since we use each number only once in any
series.
LOTTERIES are COMBINATIONS in that the order of your
numbers does NOT matter, just getting the right number of them
to win a prize. And, there are NO repeated numbers.
Our COMBINATIONS formula simply reduces the number of
permutations by the number of ways the same numbers (or
objects) could be in various orders (this is the “r” value).
The COMBINATIONS formula is n ! / (n-r) ! x 1 / r ! = n ! /
[r ! * (n-r) ! ]
Remember the order in which to do calculations: take care of
the ( ) first, then the [ ] and then FACTORIAL (which is a
Multiplication) and finally the Division. Don’t forget that
with factorials, a lot of number cancellation is usually possible,
so you don’t have to multiply everything out. The
COMBINATIONS formula can also be indicated as shown
below.
As an example, let’s say we have 10 Scrabble tiles, all with
different letters: A, C, F, H, B, M, T, Q, S, P. How many 4
letter COMBINATIONS can we make from these 10 letters (I’m
NOT asking how many actual words you can make). Remember
too that these same 4 letters can be in any order but still only
count as 1 combination (A,C, F, H is the same as H, A, F, C,
etc). Plugging into the COMBINATIONS formula with n = 10
and r = 4, it’s
10 ! / [4 ! (10 – 4) !] = 10 ! / (4 ! * 6 !) = 10 * 9 * 8 * 7 / 4
! = 5040 / 24 = 210 possible COMBINATIONS of 4 letters
chosen from 10 possible letters. (The 6! In the denominator
cancelled out the 6*5*4*3*2*1 part of the 10! Leaving only
10*9*8*7 in the numerator (and the 4! still in the denominator).
LASTLY, we come to COMBINATIONS WITH REPEATS (with
replacement). This would be like being able to use the same
Scrabble letter 1 or more times in each 4 letter combination: A,
A, A, H.
A better example might be having 5 flavors of ice cream to
choose from and wanting 3 scoops. But, you could have 3
scoops of the same flavor if you wanted (or you can have 3
different flavors, or you can have two dips of one flavor and 1
dip of another, etc.). We won’t derive this formula, so here it is
FORMULA SUMMARY: ORDER MATTERS OR IT DOESN’T
AND REPEATS (replacements) ARE ALLOWED OR THEY
ARE NOT ALLOWED.
1. (PERMUTATION) ORDER MATTERS AND REPEATS
ALLOWED: WE HAVE “n” CHOICES AND WANT “r” OF
THEM: n r
2. (PERMUTATION) ORDER MATTERS BUT NO REPEATS
ALLOWED: “n” CHOICES AND WANT “r” OF THEM: n ! /
(n – r) !
3. (COMBINATIONS) ORDER DOES NOT MATTER AND NO
REPEATS: “n” CHOICES, WANT “r” OF THEM:
4. (COMBINATIONS) ORDER DOES NOT MATTER BUT
REPEATS ALLOWED:
REMEMBER TOO THAT “r” CAN EQUAL “n” AND WE GET
A “ 0 ! “ WHICH EQUALS 1 (NOT ZERO)
MOVING ON TO THE ACTUAL HOMEWORK (next page):
Problems based on LANE (C5)
#1. You have a standard deck of playing cards (52 cards).
What is the probability of pulling an ACE from this deck?
What is the probability of pulling a second ace? Then, a third
ace? And, finally the fourth ace? What is the combined
probability of pulling all four aces? (All of this is WITHOUT
replacement, of course).
#2. You toss a pair of dice, once. (a) What are the odds
(probability) that BOTH are EVEN numbers and their SUM
equals “6”? (b) That both are ODD numbers and total “6” ?
MAKE SURE TO SHOW YOUR SETUP AND WORK DETAILS
#3. Here are 5 office staff members: Jim, Joan, Jeff, John, and
Jane. You must assign them to five different clients. (This is
the same kind of problem as re-arranging 5 different letters of
the alphabet)
(a) How many different ways can you do these assignments (or
re-arrange 5 letters) ?
(b) How many ways can you assign any 3 of the five (to
different clients) ?
(c) What if it did NOT matter who went to which client and you
wanted to assign only 3 of the five?
#4. 5,000 vehicles a day go through or around Baltimore
continuing North on I-95. There are 4 major routes to do this:
(H) I-295 the old Harbor Tunnel, (K) I-95 the new F.S. Key
Tunnel, (B) I-695-s over the Sparrow’s Point Bridge, and (T) I-
695-n past Towson: 35% use K, 20% use T, 25% use H and
20% use B. If you randomly select a vehicle approaching
Baltimore from the South, what is the probability it will take
route:
(a) H or K or B or T ?
(b) B and T
(c) K or H or B
#5. A BINOMIAL problem has just TWO alternatives:
heads/tails, right/wrong, black/white, yes/no, etc. An easy
problem would be:
(a) You toss a normal (balanced) coin 6 times. What is the
probability that you get 6 HEADS ?
(b) BUT, what if the coin is weighted so that heads comes up
75% (0.75) of the time and tails 25% ?
What is the probability that if you toss this coin 5 times you get
at least 4 heads ? This problem requires a different formula
since 4 wins and 5 wins are discrete numbers ( you can’t have
4.39 wins for example). You must calculate the probability of
EACH options, 4 wins and then 5 wins in this case:
YOU NEED TO USE THE BINOMIAL FORMULA WHICH IS
MORE COMPLEX.
P (k)= n! / [k! *(n-k)!] * p k * q (n-k) (this formula is also
in Lane around p-206 and Illowsky around p-62)
In this equation “n” is the number of tosses or 5 in this problem.
“p” and “q’ are your binomial chances of success and failure
and MUST add up to 1.00 In this case p = 0.75 and q = 0.25,
(For a normal coin the probabilities of heads/tails are equal at
0.5 so in that case p and q would both be 0.5, but not here.)
“k” is the number of successes: 4 or 5 in this problem since we
said “at least 4”. PLUG IN THE VALUES AND THEN ADD
THE CALCULATED PROBABILITIES UP to get the total
probability of getting heads 4 or 5 times. REMEMBER that 0!
= 1
FOR EXAMPLE: You may notice that the first part of the
equation with the factorials is the COMBINATIONS equation.
These are the number of ways you can get “heads”. For
example if you toss the weighted coin 4 times, how many ways
can you get 4 “heads” (n = 4 and k = 4 here) combinations =
4!/[4! * (4 – 4) !] = 4!/(4!*0!) = 1 Only 1 way to get 4 “heads”
meaning that you must get “heads” on each of the 4 tosses.
How about getting 3 heads (not 5) in 4 tosses? (n = 4 and k = 3
here) 4!/[3!*(4 – 3)!] = 4!/(3!*1!) = 4 (just 4 ways to get 3
heads. This means that you get “tails” on either toss 1, 2, 3, or
4 and heads on the 3 tosses you don’t get tails.
BUT, now we have to consider the PROBABILITIES (since this
is a weighted coin) of heads/tails and how they affect the
probabilities of these combinations. So, we multiply the
number of combinations we calculated for 4 and 5 heads times
those probabilities and then add those up to get the combined
probability of tossing 4 or 5 heads out of 5 tosses with this
particular coin.
#5 HOMEWORK PROBLEM: CALCULATE THIS TOTAL
PROBABILITY OF GETTING 4 OR 5 HEADS IN 5 TOSSES
WITH THIS WEIGHTED COIN USING THE ABOVE
COMPLEX EQUATION.
An additional insight is that once you have calculated and
totaled your binomial probabilities of tossing 4 or 5 heads (out
of 5 tosses), if you subtract that probability from 1.00 you will
have the probability that you only toss 0, 1, 2 or 3 heads out of
those 5 tosses. Depending on HOW a binomial problem is
stated, it may be easier to calculate the (1 – probability) but not
in this case as you would have had FOUR different k-values to
use: 0, 1, 2 and 3 rather than just 4 and 5. BY THE WAY
WHAT IS THAT PROBABILITY OF GETTING ONLY 0, 1, 2
or 3 HEADS OUT OF 5 TOSSES?
THERE IS A SIMPLER WAY OF SOLVING THESE
COMPLEX BINOMIAL PROBLEMS. LATER WE WILL
IDENTIFY THE NORMAL APPROXIMATION OF THE
BINOMIAL FORMULA, A MUCH SIMPLER APPROACH. IT
IS NOT AS PRECISE, BUT CLOSE ENOUGH IN MOST
CASES.
Problems based on Illowsky (C3)
#6. You live in a small town that has 400 pick-up trucks in it of
which 40% are Fords and 10% (of the total) have manual
transmissions, and 5% have Fords with (and) manual
transmissions. A pick-up drives down your street:
(a) What is the probability that it is a Ford OR has a manual
transmission?
Hint: P ( F OR M) = P (F) + P (M) – P (F AND M) where “F”
is FORD and “M” is Manual Transmission
(b) What is P (NOT a FORD and does NOT have a Manual
transmission) or P (NOT F AND M) (TRICKY)
#7. Table of Car Makes and their Colors on a Used Car Lot.
Car Make/ Color
Tan
Silver
Black
Red
Totals
Ford
25
15
3
48
Chevy
30
15
12
Totals
30
(a) Fill in the Table
ASSUME A RANDOMLY SELECTED CAR FOR THE
FOLLOWING
(b) Probability the car is a red Ford? (red AND Ford)
(c) Probability the car is tan OR silver Ford?
(d) Probability the car is a Ford OR Chevy
(e) If there are other makes of cars on the lot, are the above
probabilities still valid?
Problems based on Illowksy (Chapter 4)
#8. On Back-to-School night the teacher is offering raffle
tickets to class parents to finance a field trip to the zoo. There
are 100 tickets that cost $5 each. Assume all are sold. The
stubs will be placed in a jar and the following SEVEN winning
tickets will be drawn out: one $100, two $50 and four $25.
(a) WHAT IS YOUR CHANCE OF WINNING ANYTHING
WITH 1 TICKET? What is the AVERAGE chance of winning
anything ? (b) WHAT IS YOUR POSSIBLE LOSS WITH 1
TICKET? AND, What is the AVERAGE loss for the group of
100 that bought these raffle tickets ? Hint: Set up your
Probability Distribution Table and don’t forget to subtract the
cost of the ticket from any winnings.
X (AMOUNT WON – COST OF TICKET)
P(X) (PROBABILITY OF X)
X * P(X) ($ AMOUNT LOST)
Various amounts won minus the cost of the ticket
The TOTAL of this column equals the total net (avg) loss
#9. UMUC has 30 Stat 200 classes each term (not true – there
are more). Class size differs: two classes have 30, eight have
35, fifteen have 40 and five have 45 Determine the following:
(a) The total number of students in all these classes AND the
average class size.
(b) Assume full enrollment and pick a student name at random,
what is the PDF that this student is in any one of the 25 classes
where “x” equals the size of the class., e.g. P(x = 35) = 9/25,
etc.
Create and fill in the necessary Table
x
P(x)
x * P(x)
(x - )2 * P(x)
column total = the MEAN (µ)
column total = variance
(In this TABLE the MEAN is the (µ) used in the last column to
calculate the variance)
(c) Calculate the Mean of “x” the other way (not from the
table) : 1 class x 30 + 9 classes x 35 etc. / total classes = ??
(d) Calculate the Variance and the Standard Deviation of “x”
#10. REVIEW: Here is a box plot. Answer the following
questions:
30 45 60
80 110
(a) What does each of the five numbers refer to ?
(b) What is the RANGE ?
(c) What is the IQR ?
(d) What percent of data are between 45 and 80? Why?
(e) What percent of data points are less than 60 ?
(f) What percent of data points are greater than 80 ?
(g) How many TOTAL data points are there in this set of
sample data (trick question)?
#11. WRITE OUT YOUR WEEK 3 DISCUSSION POST
PROBLEM, ITS TYPE AND ITS DETAILED SOLUTION
WITH THE CORRECT ANSWER.
8
04_information_industryCompany NameTotal RevenueTotal
AssetsCost of Goods SoldNet
IncomeRevenue/EmployeeExpense: R&DExpense: Admin,
Selling# EmployeesBook Value per ShareNAICSWORLDS
INC$0.42$0.40$0.01($0.60)416000$1.001-
0.0518511210AMERICAN GREETINGS -CL
A$1,598.27$1,532.40$641.32$87.0264446.290323$728.4024800
18.5342511191AMERICAN SOFTWARE -CL
A$85.59$104.83$38.95$7.36288178.45118$7.39$35.312972.842
8511210AUTODESK
INC$1,951.80$2,787.60$91.20$212.00287029.41176$496.20$1,
473.0068007.0894511210AUTOMATIC DATA
PROCESSING$8,927.70$26,862.20$4,729.70$1,211.40189951.0
6383$513.90$2,120.604700011.136518210BANCTEC INC-
REDH$254.21$222.04$165.25($22.36)$5.09$82.69511210VERI
ZON COMMUNICATIONS
INC$106,833.00$220,005.00$42,008.00$2,549.00549552.46914
$29,281.0019440013.643517210BELO CORP -SER A
COM$687.40$1,590.39$445.74$86.91251240.8625727361.6537
515120ACXIOM
CORP$1,159.97$1,306.63$777.74($23.15)175753.0303$11.60$1
59.8866007.2617518210CENTURYLINK
INC$7,041.53$22,038.10$2,365.67$947.71346873.59606$1,059.
312030031.6152517110CINCINNATI BELL
INC$1,377.00$2,653.60$604.50$28.30459000$270.903000-
4.1602517110CC MEDIA HOLDINGS
INC$5,865.69$17,479.87$2,422.94($479.09)289192.18064$1,78
0.1020283-92.5453515112COMCAST
CORP$37,937.00$118,534.00$15,170.00$3,635.00371931.3725
5$8,091.0010200015.9748515210CTI GROUP HOLDINGS
INC$15.24$12.43$4.84($3.33)122870.96774$2.44$9.741240.18
01511210CA
INC$4,429.00$12,414.00$581.00$827.00330522.38806$471.00$
2,208.001340011.1885511210DST SYSTEMS
INC$2,255.10$3,339.40$1,816.40$318.50201348.214291120017
.8056518210DISNEY (WALT)
CO$38,063.00$69,206.00$29,624.00$3,963.00255456.37584149
00019.7791515120GANNETT
CO$5,438.68$6,816.84$2,970.99$588.20166830.6135$1,185.46
326009.0341511110GRAY TELEVISION
INC$346.06$1,242.29$196.35$23.16159400.27637$13.5521712.
2275515120LEE ENTERPRISES
INC$780.65$1,440.12$370.13$46.11114548.49596$238.196815
1.2641511110HICKORY TECH
CORP$161.97$230.19$94.20$12.09349831.53348$25.064633.10
58517110MCGRAW-HILL
COMPANIES$6,168.33$7,046.56$2,335.43$828.06297197.3500
4$2,246.60207557.1851511130MEDIA GENERAL -CL
A$678.12$1,179.97$445.21($22.64)145831.1828$107.8946507.
1141511110MEREDITH
CORP$1,387.73$1,727.32$573.34$103.96430303.87597$584.39
322515.1568511120VERAMARK TECHNOLOGIES
INC$13.17$12.87$2.23$0.61138578.94737$1.39$8.90950.04375
11210NEW ULM TELECOM
INC$31.92$120.44$11.84$2.05243656.48855$6.1913110.25345
17110NEW YORK TIMES CO -CL
A$2,393.46$3,285.74$961.78$107.70322830.18613$1,054.2074
144.5153511110NEWTEK BUSINESS SERVICES
INC$112.72$165.02$106.21$1.44398300.353362831.522518210
SUREWEST
COMMUNICATIONS$243.50$603.18$105.23$3.36297676.0391
2$59.8381819.6205517919SHENANDOAH TELECOMMUN
CO$194.89$466.44$74.47$18.08306429.24528$45.556368.0071
517210PERVASIP
CORP$1.45$0.21$0.95($3.41)160666.66667$2.379-
2.5915517110AT&T
INC$124,280.00$268,488.00$52,263.00$19,864.00466184.0279
1$1,345.00$33,065.0026659018.8877517110TELEPHONE &
DATA SYSTEMS
INC$4,986.83$7,762.52$1,922.33$143.86402163.62903$2,008.9
71240036.6949517210SPRINT NEXTEL
CORP$32,563.00$51,654.00$17,492.00($3,465.00)814075$9,43
8.00400004.8681517210COVER-ALL TECHNOLOGIES
INC$17.46$19.51$9.94$2.95212890.2439$0.85$4.17820.608151
1210WARWICK VALLEY TELEPHONE
CO$24.43$53.08$12.00$2.85218089.28571$13.061126.6282517
110WESTWOOD ONE
INC$362.55$288.27$340.60($31.26)241697.33333$12.311500-
0.2811512290WILEY (JOHN) & SONS -CL
A$1,742.55$2,430.14$493.18$171.89341676.66667$910.855100
16.1075511120MICROSOFT
CORP$62,484.00$86,113.00$9,888.00$18,760.00702067.41573
$8,714.00$25,932.00890005.3271511210ORACLE
CORP$35,622.00$73,535.00$8,030.00$8,547.00329833.33333$
4,519.00$12,188.001080007.8485511210SUNGARD DATA
SYSTEMS
INC$4,992.00$12,968.00$1,990.00($570.00)248358.20896$370.
00$1,511.0020100511210DIRECTV$24,102.00$17,909.00$12,1
05.00$2,198.00960239.04382$5,619.0025100-
0.24515210JOURNAL COMMUNICATIONS
INC$376.76$431.77$183.06$34.38144907.30769$116.0526003.
7737515120CABLEVISION SYS CORP -CL
A$7,231.25$8,840.69$3,007.88$360.95398679.51263$1,703.171
8138-21.3308515210ADOBE SYSTEMS
INC$3,800.00$8,141.15$211.43$774.68416803.77317$680.33$2
,308.03911710.3455511210DAILY JOURNAL
CORP$37.58$88.92$17.48$7.67178952.38095$8.0421043.92951
1110FISERV
INC$4,133.00$8,281.00$2,054.00$496.00217526.31579$740.00
1900021.9809518210CARMIKE CINEMAS
INC$491.26$454.76$411.07($12.58)79685.644769$17.5761650.
0077512131BROADCAST INTERNATIONAL
INC$7.31$10.71$4.38($18.66)178365.85366$2.71$7.1141-
0.2149517911CORELOGIC
INC$1,623.27$3,219.83$1,402.60($67.33)160975.00992100841
3.371519130RENTRAK
CORP$97.09$76.18$54.15($0.77)229522.45863$39.714235.014
1512120COMVERSE TECHNOLOGY
INC$1,623.43$2,813.92$632.68($132.32)275157.11864$253.09
$942.4059002.0193511210NEWS
CORP$32,778.00$54,384.00$21,015.00$2,539.00642705.88235
$6,119.00510009.5821515210COMPUMED
INC$1.76$0.74$0.74($0.38)176200$0.01$1.25100.0115518210
GENERAL COMMUNICATION -CL
A$651.25$1,351.76$211.62$8.96393504.53172$0.00$226.81165
54.2538517110CADENCE DESIGN SYSTEMS
INC$935.95$1,732.12$88.10$126.54203468.26087$376.41$758.
1746001.0357511210LEVEL 3 COMMUNICATIONS
INC$3,651.00$8,355.00$1,490.00($622.00)663818.18182$1,373
.005500-0.094517110EBIX
INC$132.19$303.30$29.60$59.02112118.7447$13.61$45.54117
96.4211511210CBS
CORP$14,059.80$26,142.60$8,985.30$724.20553971.63121$2,
705.502538014.4378515120ANTS SOFTWARE
INC$6.18$29.20$5.83($42.43)90941.176471$3.32$16.1568-
0.0736511210TIGERLOGIC
CORP$13.67$40.04$1.37($2.98)140927.83505$5.96$14.77971.2
052511210MCCLATCHY CO -CL
A$1,375.23$3,136.36$645.97$36.27162307.56521$347.1284732
.5817511110US CELLULAR
CORP$4,177.68$5,933.61$1,597.91$132.32467615.9615$1,796.
62893440.6862517210EW SCRIPPS -CL
A$776.89$827.54$686.52$130.51168889.13043460010.0948511
110BMC SOFTWARE
INC$2,065.30$4,485.40$323.30$456.20333112.90323$176.50$1
,001.0062009.3843511210UNITRONIX
CORP$0.02$0.07$0.01($0.33)$0.24-0.0145511210STUDIO
ONE MEDIA
INC$0.21$2.87$0.38($5.33)7629.6296296$0.01$4.82270.04185
12240CKX
INC$273.72$460.83$132.01($13.89)583633.26226$81.494692.6
405512110ODYSSEY PICTURES
CORP$1.20$0.07$0.43$0.05401333.33333$0.583-
0.0511512120EMMIS COMMUNICATIONS CP-CL
A$251.31$472.48$199.98($15.56)205995.08197$12.111220-
5.5137515112THOMSON-REUTERS
CORP$13,070.00$35,531.00$9,598.00$909.00225734.02418579
0023.0527519130SYMANTEC
CORP$6,190.00$12,719.00$673.00$597.00332795.69892$862.0
0$3,860.00186005.9736511210ZIX
CORP$33.07$66.85$5.06$41.21268829.26829$5.09$21.191230.
6979518210ELECTRONIC ARTS
INC$3,589.00$4,928.00$1,383.00($276.00)469457.16154$1,153
.00$2,201.0076457.7098511210FISHER COMMUNICATIONS
INC$175.93$320.89$82.81$9.75212471.01449$58.6282818.797
515120OUTDOOR CHANNEL HLDGS
INC$83.34$153.65$37.25$1.24438642.10526$0.00$38.171905.3
46515120PARAMETRIC TECHNOLOGY
CORP$1,010.05$1,307.06$261.12$24.37189965.95825$201.57$
611.9753176.452511210NTN BUZZTIME
INC$25.31$13.13$3.53($0.40)188873.13433$18.911340.154451
5120SAFE TECHNOLOGIES
INTL$0.13$0.08$0.09($0.61)62500$0.642-
0.0008517110PROGRESS SOFTWARE
CORP$530.33$936.82$68.35$48.57336505.71066$90.64$310.09
157615.5198511210THQ
INC$665.26$774.41$197.39($136.10)380147.42857$79.37$278.
5617503.0283511210ARI NETWORK SERVICES
INC$21.48$19.78$3.30$0.78146149.65986$14.551470.6718519
130ATLANTIC TELE-NETWORK
INC$619.15$828.20$490.37$38.45350790.36827176518.446951
7210USA MOBILITY
INC$233.25$230.66$73.37$77.90431951.85185$75.205408.355
9517210SYNOPSYS
INC$1,380.66$3,286.54$191.73$237.06205853.7349$449.23$88
1.99670714.1446511210TIME WARNER
INC$26,888.00$66,524.00$14,349.00$2,578.00867354.83871$6,
162.003100029.9727515120ASURE SOFTWARE
INC$10.03$5.84$2.02($1.14)179160.71429$1.45$7.14560.8835
11210FIRST DATA
CORP$10,380.40$37,544.10$6,676.50($1,021.80)423689.79592
$1,579.7024500594300518210MEDQUIST
INC$375.24$323.92$249.57$31.0557729.230769$12.81$52.586
500-0.8148518210AUTHENTIDATE HOLDING
CORP$6.75$20.54$2.87($9.01)114338.98305$1.86$11.47590.38
7511210INTRUSION
INC$5.59$1.00$1.98$0.23206962.96296$1.40$3.3127-
0.3246511210DATAWATCH
CORP$17.67$11.49$4.04$0.38190043.01075$2.66$12.01930.95
54511210DIRECT INSITE
CORP$9.05$6.71$7.93$1.03238210.52632$1.75380.4239518210
EVERGREEN ENERGY
INC$0.40$29.56$15.95($20.35)17521.73913$0.8923-
0.578511210FLINT TELECOM GROUP
INC$34.06$1.68$32.50($28.87)4865857.1429$6.957-
0.1356517919INFORMATION ARCHITECTS
CORP$0.00$0.00$0.00($0.45)$0.00$0.450-
0.0002511210COMPUWARE
CORP$928.93$2,038.38$238.78$107.44211312.55687$69.20$48
9.5043964.3754511210HMS HOLDINGS
CORP$302.87$352.91$183.86$40.09174462.5576$35.81173611.
0725518210IAC/INTERACTIVECORP$1,636.82$3,439.55$593.
82$99.36511504.6875$65.10$873.80320027.5092519130SAGA
COMMUNICATIONS -CL
A$127.82$199.80$92.31$15.14110092.16193116118.815351511
2PRIMEDIA
INC$232.22$212.73$54.64$18.26284930.06135$111.49815-
2.1193511120INTUIT
INC$3,455.00$5,198.00$439.00$574.00448701.2987$573.00$1,
897.0077008.9881511210INNODATA ISOGEN
INC$61.51$52.25$44.18($0.75)12156.719368$0.00$17.2650601
.5678518210LODGENET INTERACTIVE
CORP$452.19$444.01$255.27($11.69)431070.54337$0.57$91.0
91049-4.4581517410QUOTEMEDIA
INC$7.81$2.63$3.11($1.95)156100$1.22$5.5450-
0.0439511210INCYTE
CORP$169.88$489.58$155.11($31.85)687765.18219$123.88247
-0.719517110UTD ARTISTS THEATRE
CIRCUIT$210.70$112.20$185.90$4.00119512.19512$6.401763
512131KIWIBOX COM
INC$0.00$0.17$1.14($3.97)285.71428571$0.007-
0.0147519130MODUSLINK GLOBAL
SOLUTIONS$924.00$525.79$790.53($17.79)209999.09091$0.0
0$92.0644007.2881519130SIRIUS XM RADIO
INC$2,816.99$7,383.09$1,099.64$43.061904659.9053$45.39$9
14.8614790.0528515112ASPEN TECHNOLOGY
INC$166.34$394.71$61.81($107.45)129048.8751$48.23$208.48
12891.5251511210CIMETRIX
INC$6.81$2.45$1.52$1.90272280$0.85$3.26250.0119511210EA
SYLINK SERVICES INTL
CORP$81.44$104.49$14.46$17.09288804.96454$7.28$47.16282
2.1015519130FINDEX.COM
INC$1.78$0.67$0.51($0.50)178100$0.16$1.4310-
0.0169511210UNILAVA
CORP$5.31$4.50$2.35($1.00)160818.18182$3.5833-
0.0093519130ACI WORLDWIDE
INC$418.42$601.53$123.70$27.20196074.97657$74.08$214.73
21347.6826511210NATIONAL INSTRUMENTS
CORP$873.22$959.68$161.18$109.12165382.57576$158.15$54
5.8652809.4722511210SXC HEALTH SOLUTIONS
CORP$1,948.39$816.31$1,831.17$64.741602293.5855$12.4312
168.981511210READING INTL INC -CL
A$229.82$430.35$180.77($12.65)108969.65386$17.7821094.90
21512131LIBERTY MEDIA CAPITAL
GROUP$708.00$8,189.00$511.00$815.00$305.0033.695351512
0SINCLAIR BROADCAST GP -CL
A$767.19$1,485.92$282.08$76.15326462.12766$184.812350-
2.0583515120GLOWPOINT
INC$27.55$8.36$19.62($2.66)252752.29358$9.35109-
0.1784517919DISH NETWORK
CORP$12,640.74$9,632.15$7,386.94$984.73574579.27273$2,1
03.5622000-2.5583515210MAKEMUSIC
INC$17.15$22.62$1.76$1.01171480$5.52$13.841003.30785112
10CINEMARK USA INC -CL
A$2,141.14$3,427.97$1,583.36$147.3997324.727273$107.0222
0005592.9348512131ASTEA INTERNATIONAL
INC$21.39$14.30$10.91($1.57)119474.86034$3.04$9.911791.3
64511210GSE SYSTEMS
INC$47.21$53.61$33.90($2.25)190375$1.60$10.972481.925511
210SMITH MICRO SOFTWARE
INC$130.50$234.89$3.73$12.35237706.73953$42.76$96.61549
6.2413511210EGAMES
INC$3.60$1.66$1.46($0.34)277076.92308$0.93$2.6713-
0.0473511210ADVENT SOFTWARE
INC$283.50$490.83$70.47$24.15269744.05328$51.42$158.271
05110.5379511210ACCELRYS
INC$80.21$363.28$21.00($20.61)138284.48276$22.08$68.6358
04.4433511210CITRIX SYSTEMS
INC$1,874.66$3,703.60$99.54$277.07332563.77506$326.65$1,
313.28563713.6167511210NUANCE COMMUNICATIONS
INC$1,118.95$3,769.70$340.03($19.10)183434.09836$152.07$
540.3461007.6945511210ADEPT TECHNOLOGY
INC$51.63$34.99$27.92($1.43)316730.06135$5.65$23.121632.
1058511210EDOORWAYS INTERNATIONAL
CORP$0.00$1.44$0.00($0.81)$0.81-0.007519130NEW
FRONTIER MEDIA
INC$48.71$61.47$13.49($0.73)295206.06061$29.391652.68955
15210GEOS COMMUNICATIONS
INC$0.08$6.80$6.70($12.22)2371.428571435-
0.4828517919PAID
INC$7.20$3.26$4.64($3.31)248103.44828$5.83290.0081518210
CSG SYSTEMS INTL
INC$549.38$879.70$252.85$22.43156429.10023$78.05$148.39
35126.9482518210PREMIERE GLOBAL SERVICES
INC$441.75$541.66$179.14$4.83259854.70588$14.14$194.751
7004.6316517919EARTHLINK
INC$622.21$1,523.92$234.63$81.48332733.68984$178.421870
6.9926519130IDT
CORP$1,401.45$517.80$1,110.72$20.291167874.1667$8.01$23
0.3812008.1233517110JDA SOFTWARE GROUP
INC$617.21$1,113.53$233.70$17.72205736.33333$72.16$234.1
5300014.8859511210SAPIENT
CORP$863.52$623.72$587.72$43.8195786.910704$189.719015
3.2321511210YAHOO
INC$6,324.65$14,928.10$1,976.66$1,231.66465047.86765$1,08
2.18$2,835.00136009.5949519130SYKES ENTERPRISES
INC$1,158.72$794.60$702.67($10.27)26698.571429$319.78434
0012.4124518210SS&C TECHNOLOGIES HLDGS
INC$328.91$1,275.73$125.20$32.41235100.07148$31.44$83.13
139911.7758511210DATATRAK INTERNATIONAL
INC$7.39$2.69$1.17$0.10175976.19048$0.92$6.1042-
0.0695511210DAEGIS
INC$46.99$62.73$8.05($16.67)$7.74$30.87511210ANSYS
INC$580.24$2,126.88$56.88$153.13349539.75904$88.99$243.5
9166016.6937511210FACTSET RESEARCH SYSTEMS
INC$641.06$644.61$169.21$150.21155748.05637$212.8841161
0.9162519130VERSANT
CORP$15.77$39.13$1.50$1.65258459.01639$3.78$11.646110.7
202511210PEGASYSTEMS
INC$336.60$337.48$116.73($5.89)223060.96753$55.19$196.46
15095.2529511210PEERLESS SYSTEMS
CORP$6.17$14.56$1.82$4.131233000$0.00$3.3853.5098511210
BITSTREAM INC -CL
A$23.14$21.82$10.64($3.24)156378.37838$7.18$14.651481.56
53511210SEACHANGE INTERNATIONAL
INC$216.73$305.19$97.79$29.47180305.32446$48.40$96.4112
026.5691511210PRIMUS TELECOMM GROUP
INC$764.95$514.46$488.61($19.09)457504.1866$198.2016728.
1002517110GRAPHON
CORP$7.52$3.35$0.70($0.84)227787.87879$2.47$7.0633-
0.0005511210MONSTER WORLDWIDE
INC$919.19$1,978.00$856.90($32.36)157125.8119758509.3195
19130ERESEARCHTECHNOLOGY
INC$140.99$214.84$55.92$9.87217916.53787$5.09$45.826473.
0827511210EPIQ SYSTEMS
INC$247.17$478.22$100.69$13.93449392.72727$84.065509.18
48511210DELTEK
INC$279.65$392.12$96.74($4.92)170517.07317$52.59$146.601
6400.7469511210TAKE-TWO INTERACTIVE
SFTWR$1,136.88$971.66$685.45$48.46536768.64967$69.58$3
56.1421187.1445511210SIMULATIONS PLUS
INC$10.71$14.66$1.86$2.16267800$0.97$5.30400.8245112108
X8
INC$70.16$26.58$21.29$6.49276232.28346$4.82$40.672540.25
43517110ONSTREAM MEDIA
CORP$16.69$20.71$5.57($9.28)166940$12.561001.3981519130
QAD
INC$220.01$213.09$87.04$2.71162971.85185$34.58$119.4213
503.5143511210GLOBECOMM SYSTEMS
INC$227.82$240.71$169.40$7.90547637.01923$3.34$41.34416
7.7416517919VIRTRA SYSTEMS
INC$6.60$9.29$1.79$1.02164875$2.63400.0556511210RENAIS
SANCE LEARNING
INC$130.09$53.79$24.92$23.89145681.97088$16.37$68.51893-
1.197511210XO HOLDINGS INC -CL
A$1,529.24$1,133.43$869.37($11.84)418511.49425$469.12365
4-1.0545517110PERVASIVE SOFTWARE
INC$47.21$94.57$4.67$4.07206170.30568$11.78$35.612294.83
63511210ABOVENET
INC$409.70$807.80$142.80$69.40592052.02312$97.2069221.4
156517919REALNETWORKS
INC$401.73$565.44$121.32$5.04262914.26702$100.96$271.78
15283.033511210MDU COMMUNICATIONS INTL
INC$25.93$28.85$12.12($8.37)192096.2963$12.451350.008451
7410INCONTACT
INC$82.16$40.59$41.15($1.06)248954.54545$5.27$36.513300.
5237517919VERISIGN
INC$680.58$2,444.01$89.02$830.97649406.48855$53.66$274.7
610483.916519130AMBIENT
CORP$20.36$10.57$11.64($3.19)345050.84746$6.07$11.55590.
0037517919DIGERATI TECHNOLOGIES
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INC$4,069.35$7,918.58$2,314.81$193.421130375.8333$621.66
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INC$383.37$1,209.55$142.30$32.60386847.62866$88.039912.2
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4424518210OTELCO
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8532517110AMC ENTERTAINMENT
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17900512131DISCOVERY COMMUNICATIONS
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241517410FIBERTOWER
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8463511210GLU MOBILE
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CORP$1,623.82$2,007.94$809.24($57.74)350035.78357$559.67
46390.9504517110CAMBIUM LEARNING GROUP
INC$181.26$383.06$60.43($15.95)321382.97872$10.56$79.065
642.8269511199ZOO ENTERTAINMENT
INC$63.45$31.95$55.06($14.03)1982687.5$0.00$10.99321.557
7511210MONOTYPE IMAGING
HOLDINGS$106.66$278.81$6.44$18.36424936.25498$15.40$5
7.612514.6612511210CINEMARK HOLDINGS
INC$2,141.14$3,421.48$1,567.21$146.12146653.69863$125.19
146008.9806512131TECHTARGET
INC$95.01$193.76$23.10($1.18)164660.31196$8.10$62.005774
.6933517110ADVANCED VOICE
RECOGNITION$0.00$0.33$0.00($1.91)0$0.00$0.821-
0.0019511210LIMELIGHT NETWORKS
INC$183.33$298.64$80.35($20.35)266076.92308$15.76$96.746
892.5593517110BROADVIEW NETWORKS HLDG
INC$407.70$294.83$193.91($18.75)429162.10526$1.33$145.25
950-10.1648517919SOLERA HOLDINGS
INC$631.35$1,356.65$198.78$84.43286715.71299$170.562202
7.2413511210PROS HOLDINGS
INC$74.18$98.13$19.21($1.93)209545.19774$20.66$51.733542
.2574511210SOUNDBITE COMMUNICATIONS
INC$39.49$45.98$14.06($3.29)308546.875$5.89$26.861282.51
45517919ATHENAHEALTH
INC$245.54$261.17$94.74$12.70197695.65217$18.45$112.141
2424.9451519130CYBERDEFENDER
CORP$45.57$11.98$19.98($39.61)120234.8285$3.95$62.99379
-
0.8631511210POINT.360$39.74$31.14$24.86($6.96)138449.47
735$1.12$15.982871.1253512199DEMANDTEC
INC$82.42$115.10$23.98($13.66)242405.88235$32.30$65.3834
01.8502511210CYTTA
CORP$0.00$0.07$0.00($0.26)$0.00$0.2600519130TERADATA
CORP$1,936.00$1,883.00$786.00$301.00261621.62162$147.00
$673.0074007.0732519130HSW INTERNATIONAL
INC$6.66$9.89$5.41($5.91)100833.33333$4.98661.6327519130
NEUTRAL TANDEM
INC$199.83$315.53$97.46$32.61868808.69565$25.262308.179
6517919SUCCESSFACTORS
INC$205.93$577.41$49.59($12.45)196681.94842$39.89$174.67
10473.5175511210MEDASSETS
INC$404.74$1,845.35$97.20($32.12)130560.32258$20.01$191.
1331007.4573511210A. H. BELO
CORP$487.31$420.05$449.38($124.24)196495.1612924809.388
6511110ATRINSIC
INC$40.03$19.34$42.71($19.73)976243.90244$13.12411.30075
19130MORRIS PUBLISHING GRP
LLC$243.19$131.07$121.40$204.98122145.15319$96.45199151
1110MEDIAMIND TECHNOLOGIES
INC$80.85$139.63$2.05$9.95213313.98417$9.15$63.843796.81
94519130LOGMEIN
INC$98.56$186.68$5.74$21.10237486.74699$15.21$73.404155.
4645511210SOLARWINDS
INC$152.39$247.48$2.43$44.75332735.80786$15.73$80.39458
2.4506511210RACKSPACE HOSTING
INC$780.56$761.58$249.84$46.36239287.24709$18.80$295.22
32623.457518210DIGITALGLOBE
INC$322.20$1,266.30$41.70$4.10512241.65342$1.70$112.5062
910.869517919EPOCRATES
INC$103.99$127.22$27.33$3.80333294.87179$19.72$65.87312-
3.9564519130SCRIPPS NETWORKS
INTERACTIVE$2,067.16$3,388.43$701.47$410.971033581$49
1.86200010.5947515120ACTIVISION BLIZZARD
INC$4,447.00$13,406.00$1,606.00$418.00585131.57895$642.0
0$1,523.0076008.6224511210ASCENT CAPITAL GROUP
INC$139.46$1,652.03$82.40($34.26)97525.874126$47.4614303
8.6347512191ROSETTA STONE
INC$258.87$276.47$32.44$13.28135532.98429$23.44$202.511
9108.5014511210CLEARWIRE
CORP$556.83$11,040.49$990.86($487.44)154673.88889$7.00$
907.7936001.3406517919FRIENDFINDER NETWORKS
INC$346.00$532.82$110.49($43.15)850115.47912$12.83$129.9
5407-21.0313519130ISSUER DIRECT
CORP$3.86$1.08$2.51$0.43175500$1.08220.0513518210ANCE
STRY.COM
INC$300.93$522.19$40.33$36.85378529.55975$42.30$169.867
958.0539519130IRIDIUM COMMUNICATIONS
INC$348.17$1,047.45$134.24$22.692000994.2529$19.18$85.91
1749.3307517410LIBERTY MEDIA STARZ
GROUP$1,342.00$2,539.00$773.00$206.00$220.0043.15255152
10AOL
INC$2,416.70$2,962.30$1,184.30($782.50)412406.14334$41.90
$491.20586021.4242519130SPS COMMERCE
INC$44.60$57.88$11.09$2.88126337.11048$4.35$28.943533.67
16511210TELENAV
INC$171.16$173.72$25.38$41.41$41.56$73.273.5367517919CO
NVIO
INC$69.74$80.41$23.18$3.46190038.14714$10.55$39.473673.3
165511210VRINGO
INC$0.21$5.89$0.09($9.94)6593.75$2.36$6.5332-
0.0442511210QUINSTREET
INC$334.84$434.63$223.21$20.58525643.64207$21.00$54.576
376.4349519130SPOT MOBILE INTL
LTD$16.08$2.32$16.02($3.56)$1.76-
0.1119517110BROADSOFT
INC$95.62$127.36$17.43$7.99257051.07527$19.62$63.943722.
0645511210SAJAN
INC$15.99$8.40$9.48($3.03)142776.78571$1.72$7.971120.170
8519130QLIK TECHNOLOGIES
INC$226.52$265.06$22.01$13.52290411.53846$13.54$174.487
802.0214511210REALPAGE
INC$188.27$342.79$66.68$0.07107034.67879$36.92$94.35175
92.5198511210MOTRICITY
INC$133.38$231.81$47.79($7.02)393448.37758$8.67$80.76339
3.4701517919KEYW HOLDING
CORP$107.99$205.26$75.68$10.91149567.86704$0.99$27.2672
26.8526518CORNERSTONE ONDEMAND
INC$43.73$42.89$11.64($48.37)133733.94495$5.60$42.29327-
8.5553511210DEMAND MEDIA
INC$252.94$488.47$116.55($5.33)421560$26.54$84.85600-
8.6511519130RIGNET
INC$92.92$129.79$42.48($15.59)455495.09804$21.032044.586
3517919HAWAIIAN TELCOM HOLDCO
INC$401.45$646.04$162.23$188.92280534.59119$127.7514311
7.641517110MASERGY COMMUNCTNS INC -
REDH$97.54$68.47$51.39$22.30625243.58974$31.4715651791
9BOINGO WIRELESS
INC$80.42$133.04$39.33$15.73595703.7037$8.48$23.73135-
8.541517919LINKEDIN
CORP$243.10$238.19$44.83$15.39245554.54545$65.10$159.15
9900.4677519130RESPONSYS
INC$94.07$71.90$35.14$8.60192768.44262$10.60$39.674883.2
788511210PANDORA MEDIA
INC$137.76$99.21$79.34($1.76)$6.74$57.17-
5.2983519130HOMEAWAY
INC$167.88$489.74$23.57$16.93199387.1734$18.70$114.1784
2519130APACHE DESIGN SOLUTIONS-
REDH$44.05$52.71$6.21$3.30171389.10506$11.52$29.372575
11210ZILLOW INC -
REDH$30.47$24.01$3.27($6.77)120900.79365$7.80$32.332525
19130INTELEPEER INC -
REDH$111.55$47.19$91.03($11.62)969991.30435$4.07$17.311
15519130GROUPON INC -
REDH$713.37$381.57$422.36($389.64)100374.98241$495.2271
07519130AMC NETWORKS
INC$1,078.30$1,853.90$364.97$80.10$328.13515120IMPERVA
INC -
REDH$55.38$40.98$11.16($12.01)$13.21$55.36511210ZYNGA
INC -
REDH$597.46$1,112.57$136.57$90.60402871.88132$149.52$3
35.281483511210SPARK NETWORKS
INC$40.85$36.57$13.75$3.70283687.5$3.09$19.201441.232351
9130MEDIACOM
LLC$651.33$1,584.11$291.95$33.15356305.25164$121.881828
515210BLACKBAUD
INC$327.09$328.09$116.55$29.81158399.03148$45.53$147.18
20652.767511210BLACKBOARD
INC$447.32$847.15$112.77$16.64251302.24719$55.01$237.16
178011.7719511210MMRGLOBAL
INC$0.97$2.23$0.55($17.90)121500$0.32$7.298-0.0185519130
04_carsEngine Displacement
(liters)TransmissionNameCombined Fuel EfficiencyCity FEHwy
FENum CylGuzzler4.2SAAudi A821182884.2SAAudi A8
L21182885.2AMLamborghini Gallardo
Coupe16132010G5.2AMLamborghini Gallardo
Spyder16132010G3.2SAAudi Q520182364.2AMAudi
R81613218G5.2AMAudi R815131910G4.2AMAudi R8
Spyder1613218G5.2AMAudi R8 Spyder15131910G4.2SAAudi
S519162485.9SAAston Martin Lagonda Ltd
DB915132012G5.9SAAston Martin Lagonda Ltd
DBS14121812G5.9SAAston Martin Lagonda Ltd
Rapide15131912G4.7AMAston Martin Lagonda Ltd V8
Vantage1614208G4.7AMAston Martin Lagonda Ltd V8 Vantage
S1614218G5.9SAAston Martin Lagonda Ltd
Virage15131812G3SABMW 128Ci
Convertible21182863SABMW 128i21182864SABMW M3
Convertible1614208G4SABMW M3 Coupe1614208G1.6SAMini
Mini Cooper31283641.6SAMini Mini Cooper
Clubman30273541.6SAMini Mini Cooper
Convertible30273541.6SAMini Mini Cooper
Countryman27253041.6SAMini Mini Cooper
Coupe31283641.6SAMini Mini Cooper
Roadster30273542.4AChrysler 20024213043.6AChrysler
20022192962.4AChrysler 200 Convertible22182943.6AChrysler
200 Convertible22192963.6AChrysler 30021182765.7AChrysler
30019162583.6AChrysler 300 AWD21182765.7AChrysler 300
AWD18152386.4AChrysler 300 SRT81714238G1.4AFIAT
50030273441.4AFIAT 500 Cabrio29273242.4ADodge
Avenger24213043.6ADodge Avenger22192962CVTDodge
Caliber24232742.4CVTDodge Caliber24222743.6ADodge
Challenger21182765.7ADodge Challenger19162586.4ADodge
Challenger SRT81714238G3.6ADodge
Charger21182765.7ADodge Charger19162583.6ADodge
Charger AWD21182765.7ADodge Charger
AWD18152386.4ADodge Charger SRT81714238G2CVTJeep
Compass 2WD24232742.4CVTJeep Compass
2WD24212742.4CVTJeep Compass 4WD23212643.6ADodge
Durango 2WD19162365.7ADodge Durango
2WD16142083.6ADodge Durango 4WD19162365.7ADodge
Durango 4WD15132083.6ADodge Grand
Caravan20172563.6AJeep Grand Cherokee
2WD19172365.7AJeep Grand Cherokee 2WD16142083.6AJeep
Grand Cherokee 4WD19162365.7AJeep Grand Cherokee
4WD15132086.4AJeep Grand Cherokee
SRT814121883.6ADodge Journey AWD19162462.4ADodge
Journey FWD22192643.6ADodge Journey
FWD20172563.7AJeep Liberty 2WD18162263.7AJeep Liberty
4WD17152162CVTJeep Patriot 2WD24232742.4CVTJeep
Patriot 2WD24212742.4CVTJeep Patriot
4WD23212643.7ADodge Ram 1500 2WD16142064.7ADodge
Ram 1500 2WD16142085.7ADodge Ram 1500
2WD16142084.7ADodge Ram 1500 4WD16141985.7ADodge
Ram 1500 4WD15131983.6AVolkswagen
Routan20172563.6AChrysler Town & Country20172563.6AJeep
Wrangler 4WD18172163.6AJeep Wrangler Unlimited
4WD18162062.4SAMitsubishi Motors North America
ECLIPSE23202843.8SAMitsubishi Motors North America
ECLIPSE20172562.4SAMitsubishi Motors North America
ECLIPSE SPYDER23202743.8SAMitsubishi Motors North
America ECLIPSE SPYDER19162462.4SAMitsubishi Motors
North America GALANT24213042.5SASubaru FORESTER
AWD23212742CVTSubaru IMPREZA
AWD30273642CVTSubaru IMPREZA WAGON/OUTBACK
SPORT AWD30273642CVTSubaru LEGACY
AWD26233143.6SASubaru LEGACY
AWD20182562CVTSubaru OUTBACK WAGON
AWD24222943.6SASubaru OUTBACK WAGON
AWD20182563.6SASubaru TRIBECA AWD18162164.6AFord
Division E150 VAN FFV15131785.4AFord Division E150 VAN
FFV14121684.6AFord Division E150 WAGON
FFV14131685.4AFord Division E150 WAGON
FFV13121684.6AFord Division E250 VAN
FFV15131785.4AFord Division E250 VAN
FFV14121686.8AFord Division E350 VAN121014105.4AFord
Division E350 VAN FFV13121686.8AFord Division E350
WAGON111013105.4AFord Division E350 WAGON
FFV13111583.5SAFord Division EDGE
AWD21182563.7SAFord Division EDGE
AWD19172363.5SAFord Division EDGE
FWD22192763.7SAFord Division EDGE FWD22192662.5AFord
Division ESCAPE AWD23202743AFord Division ESCAPE
AWD FFV20182362.5AFord Division ESCAPE
FWD23212843AFord Division ESCAPE FWD
FFV21192565.4AFord Division EXPEDITION 2WD
FFV16142085.4AFord Division EXPEDITION 4WD
FFV15131883.5SAFord Division EXPLORER
AWD19172363.5SAFord Division EXPLORER
FWD20182561.6AMFord Division Fiesta
FWD33293941.6AMFord Division Fiesta SFE
FWD33294043.5AFord Division FLEX AWD18162363.5AFord
Division FLEX FWD19172462AFord Division FOCUS
FWD31283842SAFord Division FOCUS FWD31273742AFord
Division Focus SFE FWD33284043.5SAFord Division FUSION
AWD19172563SAFord Division FUSION AWD
FFV20182662.5AFord Division FUSION
FWD26233342.5SAFord Division FUSION
FWD25223043.5SAFord Division FUSION
FWD21182763SAFord Division FUSION FWD
FFV23202863.7SALincoln Truck MKS
AWD19162363.5SALincoln Truck MKS
FWD20172563.5SALincoln Truck MKT
FWD20172463.7SALincoln Truck MKX
AWD19172363.7SALincoln Truck MKX
FWD22192663.5SALincoln Truck MKZ
AWD19172563.5SALincoln Truck MKZ FWD21182763.7AFord
Division MUSTANG23193165AFord Division
MUSTANG20182583.7AFord Division MUSTANG
CONVERTIBLE23193065.4ALincoln Truck NAVIGATOR 2WD
FFV16142085.4ALincoln Truck NAVIGATOR 4WD
FFV15131883.5SAFord Division TAURUS
AWD20172663.5AFord Division TAURUS
FWD22182863.5SAFord Division TAURUS
FWD21182762AFord Division Transit Connect
Van23212742AFord Division TRANSIT CONNECT WAGON
FWD24222743SASaab 9-4X AWD19172363SASaab 9-4X
FWD20182563.6AGMC ACADIA AWD19162363.6AGMC
ACADIA FWD19172464.3AGMC C15 SIERRA
2WD17152064.8AGMC C15 SIERRA 2WD16141985.3AGMC
C15 SIERRA 2WD17152186.2AGMC C15 SIERRA
2WD14131885.3AGMC C15 SIERRA 2WD
XFE18152284.3AChevrolet C15 SILVERADO
2WD17152064.8AChevrolet C15 SILVERADO
2WD16141985.3AChevrolet C15 SILVERADO
2WD17152186.2AChevrolet C15 SILVERADO
2WD14131885.3AChevrolet C15 SILVERADO 2WD
XFE18152285.3AChevrolet C1500 AVALANCHE
2WD17152185.3AChevrolet C1500 SUBURBAN
2WD17152185.3AChevrolet C1500 TAHOE
2WD17152185.3AGMC C1500 YUKON 2WD17152186.2AGMC
C1500 YUKON 2WD16141885.3AGMC C1500 YUKON XL
2WD17152186.2AGMC C1500 YUKON XL
2WD16141886AChevrolet C2500 SUBURBAN
2WD12101686AGMC C2500 YUKON XL
2WD12101683.6AChevrolet CAMARO22193063.6SAChevrolet
CAMARO22182966.2SAChevrolet CAMARO18152482.9AGMC
CANYON 2WD21182543.7AGMC CANYON
2WD19172355.3AGMC CANYON 2WD16142082.9AGMC
CANYON 4WD20172343.7AGMC CANYON
4WD19172355.3AGMC CANYON 4WD16141983.7AGMC
CANYON CAB CHASSIS INC 2WD17152053.7AGMC
CANYON CAB CHASSIS INC 4WD18162152.9AGMC
CANYON CREW CAB 2WD21182543.7AGMC CANYON
CREW CAB 2WD19172355.3AGMC CANYON CREW CAB
2WD16142083.7AGMC CANYON CREW CAB
4WD18162155.3AGMC CANYON CREW CAB
4WD16141982.4AChevrolet CAPTIVA
FWD23202842.9AChevrolet COLORADO
2WD21182543.7AChevrolet COLORADO
2WD19172355.3AChevrolet COLORADO
2WD16142082.9AChevrolet COLORADO
4WD20172343.7AChevrolet COLORADO
4WD19172355.3AChevrolet COLORADO
4WD16141983.7AChevrolet COLORADO CAB CHASSIS INC
2WD17152053.7AChevrolet COLORADO CAB CHASSIS INC
4WD18162152.9AChevrolet COLORADO CREW CAB
2WD21182543.7AChevrolet COLORADO CREW CAB
2WD19172355.3AChevrolet COLORADO CREW CAB
2WD16142083.7AChevrolet COLORADO CREW CAB
4WD18162155.3AChevrolet COLORADO CREW CAB
4WD16141986.2SAChevrolet
CORVETTE18152581.8SAChevrolet
CRUZE27223543SACadillac CTS22182763.6SACadillac
CTS21182763SACadillac CTS AWD21182663.6SACadillac
CTS AWD21182763SACadillac CTS
WAGON22182763.6SACadillac CTS
WAGON21182663SACadillac CTS WAGON
AWD21182663.6SACadillac CTS WAGON
AWD21182663.6ABuick ENCLAVE AWD18162263.6ABuick
ENCLAVE FWD19172462.4AChevrolet EQUINOX
AWD23202943AChevrolet EQUINOX
AWD19162362.4AChevrolet EQUINOX
FWD26223243AChevrolet EQUINOX
FWD20172466.2ACadillac ESCALADE
2WD16141886.2ACadillac ESCALADE
AWD15131886.2ACadillac ESCALADE ESV
2WD16141886.2ACadillac ESCALADE ESV
AWD14131886.2ACadillac ESCALADE EXT
AWD14131884.3AChevrolet G1500 EXPRESS 2WD
CARGO17152065.3AChevrolet G1500 EXPRESS 2WD
CARGO15131885.3AChevrolet G1500 EXPRESS 2WD
PASS14131785.3AChevrolet G1500 EXPRESS CONV 2WD
CARGO14131784.3AGMC G1500 SAVANA 2WD
CARGO17152065.3AGMC G1500 SAVANA 2WD
CARGO15131885.3AGMC G1500 SAVANA 2WD
PASS14131785.3AGMC G1500 SAVANA CONV 2WD
CARGO14131786AChevrolet G2500 EXPRESS 2WD CARGO
MDPV12101584.8AChevrolet G2500 EXPRESS 2WD PASS
MDPV13111786AChevrolet G2500 EXPRESS 2WD PASS
MDPV13111686AChevrolet G2500 EXPRESS CONV 2WD
CARGO12101586AGMC G2500 SAVANA 2WD CARGO
MDPV12101584.8AGMC G2500 SAVANA 2WD PASS
(MDPV)13111786AGMC G2500 SAVANA 2WD PASS
(MDPV)13111686AGMC G2500 SAVANA CONV 2WD
CARGO12101586AChevrolet G3500 EXPRESS 2WD CARGO
MDPV11101484.8AChevrolet G3500 EXPRESS 2WD PASS
MDPV13111786AChevrolet G3500 EXPRESS 2WD PASS
MDPV12111686AGMC G3500 SAVANA 2WD CARGO
MDPV11101484.8AGMC G3500 SAVANA 2WD PASS
(MDPV13111786AGMC G3500 SAVANA 2WD PASS
(MDPV12111685.3AChevrolet H1500 EXPRESS AWD
CARGO14131785.3AChevrolet H1500 EXPRESS AWD
PASS14131785.3AChevrolet H1500 EXPRESS CONV AWD
CARGO14131785.3AGMC H1500 SAVANA AWD
CARGO14131785.3AGMC H1500 SAVANA AWD
PASS14131785.3AGMC H1500 SAVANA CONV AWD
CARGO14131783.6AChevrolet IMPALA22183064.3AGMC K15
SIERRA 4WD15141864.8AGMC K15 SIERRA
4WD15131885.3AGMC K15 SIERRA 4WD17152186.2AGMC
K15 SIERRA 4WD14121886.2AGMC K15 SIERRA
AWD14121884.3AChevrolet K15 SILVERADO
4WD15141864.8AChevrolet K15 SILVERADO
4WD15131885.3AChevrolet K15 SILVERADO
4WD17152186.2AChevrolet K15 SILVERADO
4WD14121885.3AChevrolet K1500 AVALANCHE
4WD17152185.3AChevrolet K1500 SUBURBAN
4WD17152185.3AChevrolet K1500 TAHOE
4WD17152185.3AGMC K1500 YUKON 4WD17152186.2AGMC
K1500 YUKON DENALI AWD15131885.3AGMC K1500
YUKON XL 4WD17152186.2AGMC K1500 YUKON XL
AWD14131886AChevrolet K2500 SUBURBAN
4WD12101586AGMC K2500 YUKON XL
4WD12101583.6SABuick LACROSSE21172763.6SABuick
LACROSSE AWD20162662.4SAChevrolet
MALIBU26223343.6SAChevrolet
MALIBU20172661.8SAChevrolet
SONIC28253541.8SAChevrolet SONIC 528253543.6SACadillac
SRX 2WD19172463.6SACadillac SRX AWD18162362.4AGMC
TERRAIN AWD23202943AGMC TERRAIN
AWD19162362.4AGMC TERRAIN FWD26223243AGMC
TERRAIN FWD20172463.6AChevrolet TRAVERSE
AWD19162363.6AChevrolet TRAVERSE
FWD19172462.4AHonda ACCORD 2DR
COUPE26223343.5SAHonda ACCORD 2DR
COUPE23192962.4AHonda ACCORD 4DR
SEDAN27233443.5AHonda ACCORD 4DR
SEDAN24203061.8AHonda CIVIC32283941.8AHonda CIVIC
HF33294143.5AHonda CROSSTOUR 2WD21182763.5AHonda
CROSSTOUR 4WD21182661.5AHonda
FIT31283541.5SAHonda FIT30273343.7SAAcura MDX
4WD18162163.5AHonda ODYSSEY 2WD21182763.5AHonda
PILOT 2WD21182563.5AHonda PILOT
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4WD21182662.4SAAcura TSX26223143.5SAAcura
TSX23192862.4SAAcura TSX WAGON25223043.7SAAcura
ZDX 4WD19162361.6AHYUNDAI MOTOR COMPANY
ACCENT33304041.8AHYUNDAI MOTOR COMPANY
ELANTRA33294042AHYUNDAI MOTOR COMPANY
ELANTRA TOURING26233045AHYUNDAI MOTOR
COMPANY EQUUS18152383.8AHYUNDAI MOTOR
COMPANY GENESIS22192964.6AHYUNDAI MOTOR
COMPANY GENESIS20172685AHYUNDAI MOTOR
COMPANY GENESIS20172683.8AHYUNDAI MOTOR
COMPANY GENESIS COUPE20172765AHYUNDAI MOTOR
COMPANY GENESIS R SPEC19162582.4AHYUNDAI MOTOR
COMPANY SANTA FE 2WD23202843.5AHYUNDAI MOTOR
COMPANY SANTA FE 2WD23202662.4AHYUNDAI MOTOR
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COMPANY SONATA28243542AHYUNDAI MOTOR
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XJ19162385SAJaguar Cars Ltd Jaguar XJ
LWB18152285SAJaguar Cars Ltd Jaguar XK19162485SAJaguar
Cars Ltd Jaguar XK Convertible18162282AKIA MOTORS
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55013121584.7AMercedes-Benz GL 450
4MATIC15131885.5AMercedes-Benz GL 550
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35018162263.5AMercedes-Benz GLK 350
4MATIC18162163.5AMercedes-Benz ML 350
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4MATIC18162165.5AMercedes-Benz SL
5501714228G6.2AMercedes-Benz SL 63
AMG1412198G3.5AMercedes-Benz SLK
35023202966.2AMMercedes-Benz SLS
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VERSA33303841.8CVTNISSAN VERSA30283444ANISSAN
XTERRA 2WD18162264ANISSAN XTERRA
4WD17152063.8APorsche 911 C4 GTS21182663.8APorsche
911 C4 GTS Cabriolet21182763.6APorsche 911
Carrera22192763.6APorsche 911 Carrera 421182663.6APorsche
911 Carrera 4 Cabriolet21182663.6APorsche 911 Carrera 4
Targa21182663.8APorsche 911 Carrera 4S21182663.8APorsche
911 Carrera 4S Cabriolet21182763.8APorsche 911 Carrera 4S
Targa21182763.6APorsche 911 Carrera
Cabriolet21192763.8APorsche 911 Carrera
S22192663.8APorsche 911 Carrera S
Cabriolet21192763.8APorsche 911 GTS22192663.8APorsche
911 GTS Cabriolet21192763.8APorsche 911
Speedster21192762.9APorsche Boxster24202963.4APorsche
Boxster S23202963.4APorsche Boxster
Spyder23202963.6SAPorsche Cayenne19162364.8APorsche
Cayenne S18162282.9APorsche Cayman24202963.4APorsche
Cayman R23202963.4APorsche Cayman S23202963.6APorsche
Panamera21182763.6APorsche Panamera 421182664.8APorsche
Panamera 4S19162484.8APorsche Panamera
S19162486.7SARolls-Royce Motor Cars Limited
Phantom14111812G6.7SARolls-Royce Motor Cars Limited
Phantom Coupe14111812G6.7SARolls-Royce Motor Cars
Limited Phantom Drophead Coupe14111812G6.7SARolls-Royce
Motor Cars Limited Phantom EWB14111812G2.4ASuzuki
GRAND VITARA21192542.4ASuzuki GRAND VITARA
4WD20192342.4CVTSuzuki KIZASHI26233042.4CVTSuzuki
KIZASHI AWD25222942.4CVTSuzuki KIZASHI
S26233142.4CVTSuzuki KIZASHI S AWD25233042CVTSuzuki
SX426233042CVTSuzuki SX4 AWD25232942CVTSuzuki SX4
SEDAN28253242CVTSuzuki SX4 Sport26233043.7SAMAZDA
CX-9 2WD19172463.7SAMAZDA CX-9
4WD19162262.5SAMAZDA MAZDA 524212841.5AMAZDA
MAZDA230283442SAMAZDA
MAZDA327243342.5SAMAZDA
MAZDA325222942.5SAMAZDA
MAZDA625223143.7SAMAZDA
MAZDA621182762SAMAZDA MX-523212842.5SATOYOTA
CAMRY28253543.5SATOYOTA CAMRY25213064ATOYOTA
FJ CRUISER 2WD19172064ATOYOTA FJ CRUISER
4WD18172064.6SALEXUS GX 46017152082.7SATOYOTA
HIGHLANDER 2WD22202543.5SATOYOTA HIGHLANDER
2WD20182463.5SATOYOTA HIGHLANDER
4WD19172261.3CVTSCION iQ37363742.5SALEXUS IS 250
AWD22202762.5SALEXUS IS 250/IS
250C25213063.5SALEXUS IS 350 AWD21182663.5SALEXUS
IS 350/IS 350C22192764.8SALEXUS
LFA12111610G3.5SALEXUS RX 35021182563.5SALEXUS RX
350 AWD20182464.6SATOYOTA SEQUOIA
2WD16142085.7SATOYOTA SEQUOIA
2WD15131884.6SATOYOTA SEQUOIA
4WD15131885.7SATOYOTA SEQUOIA
4WD14131785.7SATOYOTA SEQUOIA 4WD
FFV15131782.7SATOYOTA SIENNA21192443.5SATOYOTA
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2WD21192444ATOYOTA TACOMA
2WD19172162.7ATOYOTA TACOMA
4WD19182144ATOYOTA TACOMA
4WD18162162.5SASCION tC26233144SATOYOTA TUNDRA
2WD18162064.6SATOYOTA TUNDRA
2WD17152085.7SATOYOTA TUNDRA
2WD15141884.6SATOYOTA TUNDRA
4WD16141985.7SATOYOTA TUNDRA
4WD14131785.7SATOYOTA TUNDRA 4WD
FFV15131882.4SASCION xB24222841.5ATOYOTA
YARIS32303543.2SAVolvo Cars of North America, LLC S80
FWD23202963.2SAVolvo Cars of North America, LLC XC60
AWD20182463.2SAVolvo Cars of North America, LLC XC60
FWD21192563.2SAVolvo Cars of North America, LLC XC70
AWD20182463.2SAVolvo Cars of North America, LLC XC70
FWD21192563.2SAVolvo Cars of North America, LLC XC90
AWD18162363.2SAVolvo Cars of North America, LLC XC90
FWD19162366.3SAAudi A8L16142112G2.5SAVolkswagen
BEETLE25222953.6SAVolkswagen CC
4MOTION20172562.5SAVolkswagen
GOLF26243152.5SAVolkswagen
Jetta26243152.5SAVolkswagen JETTA
SPORTWAGEN26243152.5SAVolkswagen
Passat25223153.6SAVolkswagen
Passat23202863.6SAVolkswagen TOUAREG1916236
04_beatlesNameSize (MB)Time (sec)YearLove Me
Do2.19610691071401962From Me To
You1.82124900821161963She Loves
You2.20283889771411963I Want To Hold Your
Hand2.2605915071441963Can't Buy Me
Love2.05650997161311964A Hard Day's
Night2.3899135591531964I Feel
Fine2.15961360931381964Eight Days A
Week2.55679321291641964Ticket To
Ride2.95609855651901964Help!2.16707515721381964Yesterda
y1.9622640611251965Day Tripper2.61845207211681965We
Can Work It Out2.11071872711351965Paperback
Writer2.16067600251381966Yellow
Submarine2.46538162231581966Eleanor
Rigby1.98387622831261966Penny
Lane2.79382514951791967All You Need Is
Love3.5201606752271967Hello,
Goodbye3.20942878722071967Lady
Madonna2.13845157621361968Hey
Jude6.55250358584241968Get Back2.97948265081921969The
Ballad Of John And
Yoko2.78780174261791969Something2.81366634371811969Co
me Together3.99315929412581969Let It
Be3.57082653052301970The Long And Winding
Road3.40075588232191970

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  • 1. Week 3 Homework (HW3) LANE C5 AND ILLOWSKY C3 AND C4 OVERVIEW OF THIS WEEK’S VERY IMPORTANT CONCEPTS The important concepts this week are the ADDITION RULE, MULTIPLICATION RULE, PERMUTATIONS, COMBINATIONS AND THE BINOMIAL DISTRIBUTION PROBABILITIES. It’s a lot of new vocabulary and some math. LOT’S OF THIS IS ON THE FINAL EXAM !! ALWAYS REMEMBER THAT THE HIGHEST PROBABILITY IS 100% OR 1.00 (A SURE THING). IF YOU GET AN ANSWER GREATER THAN 1.00, IT IS WRONG. ALWAYS DO A REALITY CHECK ON YOUR CALCULATED NUMBERS. (THE LOWEST PROBABILITY IS OF COURSE ZERO.) IN PROBABILITY, HOWEVER, LIKE MOST THINGS IS THERE IS NO “SURE THING” IN LIFE (EXCEPT DEATH AND TAXES AS THEY SAY) AND NO “IMPOSSIBILITY” ( YOU COULD WIN THE LOTTERY !!). LET’S START WITH THE “RULES”: Always keep in mind that as with relative frequencies all the options MUST add up to 100% or 1.00. None of this works if we leave out an option or possibility. SUBTRACTION RULE: The probability that event A will NOT occur is equal to 1 minus the probability that event A WILL occur. Not P(A) = 1 - P(A) ( This assumes that there is only ONE option: “A”) MULTIPLICATION RULE: The probability that Events A and B both occur is equal to the probability that Event A occurs TIMES the probability that Event B occurs, given that A has occurred. THESE EVENTS MUST BE INDEPENDENT, “B” CAN’T DEPEND ON “A” OCCURRING. P(A ∩ B) = P(A) * P(B|A) (The “∩” means “and” and the “∪ ” means “or” and the “|” means “given that” as in B|A means the probability of B given that A has already occurred AND they are not related –
  • 2. they are “independent”.) ADDITION RULE: The probability that Event A or Event B occurs is equal to the probability that Event A occurs PLUS (NOT TIMES) the probability that Event B occurs MINUS the probability that both Events A and B occur (DON’T FORGET THIS LAST SUBTRACTION). P(A ∪ B) = P(A) + P(B) - P(A ∩ B) where the P(A ∩ B) means that since we can’t use both the pen and pencil, it’s another option (e.g., write in blood) or could be zero. AND, since P(A ∩ B) = P( A ) * P( B|A ), the Addition Rule can also be expressed as P(A ∪ B) = P(A) + P(B) - P(A)P( B|A ) An example of the addition rule could be that you take a pen and a pencil to fill out a job application. The probability that you will use the pen (A) is 60%, the pencil (B) is 30% and that you will use both (P(A ∩ B) )is 10% . Note that these probabilities MUST equal 100% ). This also means that the probability that you will use NO writing instrument is 0%, which would be the Subtraction Rule. Solution : P(A ∪ B) = P(A) + P(B) - P(A ∩ B), so 0.60 + 0.30 – 0.10 = 0.80 = 80% chance you will use a pen or a pencil (not both and not neither). The P(A ∩ B) means that we since we cannot use BOTH the pen and pencil it means we use neither, hence it’s the 10% chance of this option. Now, if we HAD to use a pen OR pencil then those would add up to the 100% and P(A ∩ B) would be zero. A second example: You have a mixed bag of M&M’s that has
  • 3. only 20 red and 30 yellow candies in it. You reach in and pull out one (blindly). What is the probability it is red? Ans: 20/50 = 2/5 = 0.40 = 40%. You decide you don’t want it so you put it back (this is called “replacement”). You reach in again, so what is the probability you get a red one again? Ans: 20/50. AS LONG AS YOU REPLACE THE ITEM BEFORE RE- DRAWING THE ODDS STAY THE SAME. LIKE FLIPPING A COIN: THE ODD OF TAILS IS ½ THE FIRST TIME YOU FLIP IT AND ½ THE MILLIONth TIME YOU FLIP IT. Back to the candy. So, if you pick one out, replace it, and pick one out again, what is the probability that both picks were red candies? This is a MULTIPLICATION RULE problem. Ans: P(A ∩ B) = P(A) P(B|A) = 20/50 x 20/50 = 0. = 16% NOT a very great chance. The first 20/50 is the probability of “A” and the second is the probability of “B” given that “A” has occurred (with replacement of the first A). Let’s be more realistic: You want to EAT two candies. You reach in, pull one out. What is the probability it is red? Ans: 20/50. BUT, you EAT it, hence don’t replace it. You reach in again and draw out the second candy. What is NOW the probability of it being red? Ans: 19/49. There aren’t 20 reds now and the total is also one less = 49. If you eat that and want a third. The odds of it being red are now reduced to 18/48. Get the picture of how NON-replacement affects the results? Now, try an ADDITION RULE problem. You have a regular
  • 4. deck of cards (52 cards). You draw one card, what is the probability it is a King “or” a Heart? This is an ADDITION RULE problem. There are 4 Kings so that probability is 4/52 . There are 13 Hearts so that probability is 13/52. BUT, there is one King that is also a Heart and the odds of drawing it are 1/52 (This would be the probability that the card is both a King AND a Heart or P(A ∩ B) ) Our Addition Rule formula is P(A ∪ B) = P(A) + P(B) - P(A ∩ B) = 4/52 + 13/52 – 1/52 = 16/52 = 0.308 or about 31% chance. Not bad odds. However, if you actually needed just the King of Hearts to fill a Royal Flush it might seem that the odds of drawing it are simply 1/52 or about 2%. Not so fast. You forget that the other players have cards that are no longer in the deck AND we don’t know if perhaps one of the other players already has the King of Hearts. Here we move from probability to LUCK and guts. Note that RELATIVE FREQUENCY Tables provide the probabilities for each of the events in the Table. You will have HW problems on this. The above RULES work here too. NOW, LET’S GET A LITTLE TRICKIER AND USE DICE. Here are the possible totals for two tosses of one die (or it could be a pair of dice that you can tell die 1 from die 2 (different colors?) . The upper left corner box : “7” is a sum of 1 and 6 (1,6) and
  • 5. the lower right corner box: “7” is the sum of 6 and 1 (6,1). The first die number is along the x-axis and the second die number is up the vertical y-axis. You can figure out the rest. In the dice game CRAPS, if you get a 7 or 11 on your first toss, you win. But, if you get a 2 (“snake eyes”), a 3 (“craps”), or a 12 (“box cars) on this first toss OR ANY SUBSEQUENT TOSS, you lose. Now, if you toss a 4, 5, 6, 8, 9, 10 on the first toss you keep going until you get that same number again, in which case you win, BUT if you get a 2, 3, 12 or NOW a 7 or 11, you LOSE. Check the odds and you will see why the HOUSE always wins. Back to our probability problems. WHAT IS THE PROBABILITY THAT IF YOU TOSS ONE DIE TWICE THE SUM OF THE TWO ROLLS IS AT LEAST 9 (EVENT “A”) AND THAT ON THE FIRST TOSS, THE DIE NUMBER WAS A MULTIPLE OF 2 (EVENT “B”) ? WE WILL USE THE STAT JARGON AS WELL AS PLAIN ENGLISH. The total number of possible pair totals is 36, so our SAMPLE SPACE or sample size, “n(S)” = 36 Event “A” would be all the pairs that total 9, which would be (3,6), (6,3), (4,5), (5,4), (6,4), (4,6), (5,5), (6,5), (5,6), and (6,6). There are 10 possible pairs, so n(A) = 10 Event “B” would be all pairs with the FIRST number being a multiple of 2 (this would include 2, 4, 6 only), which would be
  • 6. (2,1), (2,2), (2, 3), (2,4), (2,5), (2,6), (4,1), . . ., (4,6), (6,1),. . ., (6,6) or 18 pairs, hence n(B) = 18 NOW, since we asked for “A” AND “B” or (AB) we need to limit the pairs to those in “A” that also meet the “B” requirement: These would be: (6,3), (4,5), (6,4), (4,6), (6,5) and (6,6). So, the n(A and B) or n(AB) is 6. We now calculate our PROBABILITIES and don’t forget that there are 36 possible pairs, which is the n(S) from above. The Probability of “A” or P(A) = n(A)/n(S) = 10/36; The Probability of “B” or P(B) = n(B)/n(S) = 18/36; and the Probability of “A and B”, the P(AB) = n(AB)/n(S) = 6/36 The Probability of “A and B” GIVEN the the limitation of “B” is P(A|B) = P(AB) / P(B) = [(6/36) / (18/36)] = 6/18 = 1/3 or 0.333 or about 33%. Keep in mind also that these two events, “A” and “B” are NOT independent since “A” depends or on “B” or is modified or limited by “B”. MOVING ON: The math this week introduces a new symbol (!), which is the “FACTORIAL”. It just means a shortcut to writing out a long multiplication. For example 5! = 5 * 4 * 3 * 2 * 1 which equals 120. Imagine if you had 102!. One shortcut for an equation like 102! / 99! Is that a lo t cancels out. The 102 ! could be re-written as 102 * 101 * 100 * 99 ! / 99 ! The 99 ! ‘s cancel out leaving simply: 102 * 101 * 100 = 1,030,200 possibilities since everything from 99 down cancels
  • 7. out. Let’s talk PERMUTATIONS. We could be dealing with a combination lock, or multi-colored marbles in a jar, or coins in your pocket, or students to call on in a class. You come up with some others. With PERMUTATIONS the ORDER of the numbers (or letters, or colors) MATTERS. For example: 1, 2, 3 would be considered a different permutation from 3, 2, 1. We will first consider PERMUTATIONS WITH REPEATS (also referred to as “with replacement”). A combination lock is a good example (it should really be called a Permutation lock not a combination lock). Our lock has a three number code, so we have 3 numbers required from sets of 10 choices: we can pick numbers from 0 to 9 (10 choices) for each of them. So, for the first setting we have 10 options, then 10 for the second and another 10 for the third. Our total choices are therefore 10 x 10 x 10 = 1000. You can see that since order matters in that a lock code of 1, 2, 3 is different than 3, 2, 1. Also since repeats are possible, codes like 2, 2, 2, and 0, 0, 0 are possible. The general FORMULA for PERMUTATIONS is n r where “n” is the number of choices and “r” is the number of spots we need to fill with those choices. In the above problem n = 10 and r = 3 giving 10 3 = 1000 PERMUTATIONS WITHOUT REPETITION (without replacement). Here the number of options (choices) is reduced
  • 8. every time we pick one. Let’s say we have 16 ping-pong balls numbered 1 – 16 in a bag. The first ball we pull out has 16 possibilities, but the second now only has 15 and the third 14, etc. (“without repetition” means that we are NOT replacing the balls after each withdrawal, so you could NOT get multiple 16’s or 8’s, etc.). So, if we are starting with 16 choices (and reducing by one with each selection), the number of possible permutations is: 16 x15 x 14 x 13 x 12 x 11 x 10 x 9 x 8 x 7 x 6 x 5 x 4 x 3 x 2 x 1 = 20,922,789,888,000. It is easier to write this type of multiplication as 16 ! If we were only concerned with the first 4 picks (not all 16), the permutations would simply be: 16 x 15 x 14 x 13 = 43,680 The mathematical formula for this determination is dividing our number of values we have to choose from (n = 16 here) by the number left after we take what we want (r = 4 here). This is 16 x 15 x 14 x 13 x 12 x . . . x 3 x 2 x 1 / 12 x 11 x 10 x . . .3 x 2 x 1 = 16 x 15 x 14 x 13 = 43, 680 since everything else cancels out. The formula is 16 ! / (16 – 4) ! = 16 ! / 12 ! Where everything 12 and below cancels out, leaving: 16 * 15 * 14 * 13 = 43,680. The PERMUTATIONS FORMULA IS n ! / (n – r) ! Another example would be 15 horses in a race, how many ways can they come in first, second and third ? We have 15 values (n = 15) and we want to consider only the first three places (r = 3), hence using: n ! / (n – r) ! we have 15 ! / (15 – 3) ! = 15 ! / 12
  • 9. ! = 15 x 14 x 13 = 2,730 possible permutations or ways our 15 horses could come in first, second and third. (Obviously, this is without repetition since the same horse can’t win, place and show.) BUT, If we just wondered how many ways all 15 could come in, we would simply have 15 ! . The permutations formula gives you this as well: Using the formula, this would be 15 ! / (15 – 15) ! = 15 ! /0 ! = 15 x 14 x 13 …x 3 x 2 x 1 = a very large number. NOTE THAT 0! EQUALS 1, NOT ZERO.You will need to remember this for one of the homework problems. We now move on to COMBINATIONS where the ORDER does NOT MATTER and NO REPEATS. This means that 3, 2, 1, is considered the same combination as 1, 2, 3 and 2, 3, 1 and 1, 3, 2 and 2, 1, 3 and finally 3, 1, 2 These 6 are from 3 ! = 3 x 2 x 1 = 6 , the formula we used for Permutations (these would be SIX different PERMUTATIONS, but only ONE COMBINATION). The “no repeats” means that we won’t have 1, 1, 2 or 2, 3, 3, since we use each number only once in any series. LOTTERIES are COMBINATIONS in that the order of your numbers does NOT matter, just getting the right number of them to win a prize. And, there are NO repeated numbers. Our COMBINATIONS formula simply reduces the number of permutations by the number of ways the same numbers (or
  • 10. objects) could be in various orders (this is the “r” value). The COMBINATIONS formula is n ! / (n-r) ! x 1 / r ! = n ! / [r ! * (n-r) ! ] Remember the order in which to do calculations: take care of the ( ) first, then the [ ] and then FACTORIAL (which is a Multiplication) and finally the Division. Don’t forget that with factorials, a lot of number cancellation is usually possible, so you don’t have to multiply everything out. The COMBINATIONS formula can also be indicated as shown below. As an example, let’s say we have 10 Scrabble tiles, all with different letters: A, C, F, H, B, M, T, Q, S, P. How many 4 letter COMBINATIONS can we make from these 10 letters (I’m NOT asking how many actual words you can make). Remember too that these same 4 letters can be in any order but still only count as 1 combination (A,C, F, H is the same as H, A, F, C, etc). Plugging into the COMBINATIONS formula with n = 10 and r = 4, it’s 10 ! / [4 ! (10 – 4) !] = 10 ! / (4 ! * 6 !) = 10 * 9 * 8 * 7 / 4 ! = 5040 / 24 = 210 possible COMBINATIONS of 4 letters chosen from 10 possible letters. (The 6! In the denominator cancelled out the 6*5*4*3*2*1 part of the 10! Leaving only
  • 11. 10*9*8*7 in the numerator (and the 4! still in the denominator). LASTLY, we come to COMBINATIONS WITH REPEATS (with replacement). This would be like being able to use the same Scrabble letter 1 or more times in each 4 letter combination: A, A, A, H. A better example might be having 5 flavors of ice cream to choose from and wanting 3 scoops. But, you could have 3 scoops of the same flavor if you wanted (or you can have 3 different flavors, or you can have two dips of one flavor and 1 dip of another, etc.). We won’t derive this formula, so here it is FORMULA SUMMARY: ORDER MATTERS OR IT DOESN’T AND REPEATS (replacements) ARE ALLOWED OR THEY ARE NOT ALLOWED. 1. (PERMUTATION) ORDER MATTERS AND REPEATS ALLOWED: WE HAVE “n” CHOICES AND WANT “r” OF THEM: n r 2. (PERMUTATION) ORDER MATTERS BUT NO REPEATS ALLOWED: “n” CHOICES AND WANT “r” OF THEM: n ! / (n – r) ! 3. (COMBINATIONS) ORDER DOES NOT MATTER AND NO REPEATS: “n” CHOICES, WANT “r” OF THEM: 4. (COMBINATIONS) ORDER DOES NOT MATTER BUT REPEATS ALLOWED:
  • 12. REMEMBER TOO THAT “r” CAN EQUAL “n” AND WE GET A “ 0 ! “ WHICH EQUALS 1 (NOT ZERO) MOVING ON TO THE ACTUAL HOMEWORK (next page): Problems based on LANE (C5) #1. You have a standard deck of playing cards (52 cards). What is the probability of pulling an ACE from this deck? What is the probability of pulling a second ace? Then, a third ace? And, finally the fourth ace? What is the combined probability of pulling all four aces? (All of this is WITHOUT replacement, of course). #2. You toss a pair of dice, once. (a) What are the odds (probability) that BOTH are EVEN numbers and their SUM equals “6”? (b) That both are ODD numbers and total “6” ? MAKE SURE TO SHOW YOUR SETUP AND WORK DETAILS #3. Here are 5 office staff members: Jim, Joan, Jeff, John, and Jane. You must assign them to five different clients. (This is the same kind of problem as re-arranging 5 different letters of the alphabet) (a) How many different ways can you do these assignments (or re-arrange 5 letters) ?
  • 13. (b) How many ways can you assign any 3 of the five (to different clients) ? (c) What if it did NOT matter who went to which client and you wanted to assign only 3 of the five? #4. 5,000 vehicles a day go through or around Baltimore continuing North on I-95. There are 4 major routes to do this: (H) I-295 the old Harbor Tunnel, (K) I-95 the new F.S. Key Tunnel, (B) I-695-s over the Sparrow’s Point Bridge, and (T) I- 695-n past Towson: 35% use K, 20% use T, 25% use H and 20% use B. If you randomly select a vehicle approaching Baltimore from the South, what is the probability it will take route: (a) H or K or B or T ? (b) B and T (c) K or H or B #5. A BINOMIAL problem has just TWO alternatives: heads/tails, right/wrong, black/white, yes/no, etc. An easy problem would be: (a) You toss a normal (balanced) coin 6 times. What is the probability that you get 6 HEADS ? (b) BUT, what if the coin is weighted so that heads comes up 75% (0.75) of the time and tails 25% ?
  • 14. What is the probability that if you toss this coin 5 times you get at least 4 heads ? This problem requires a different formula since 4 wins and 5 wins are discrete numbers ( you can’t have 4.39 wins for example). You must calculate the probability of EACH options, 4 wins and then 5 wins in this case: YOU NEED TO USE THE BINOMIAL FORMULA WHICH IS MORE COMPLEX. P (k)= n! / [k! *(n-k)!] * p k * q (n-k) (this formula is also in Lane around p-206 and Illowsky around p-62) In this equation “n” is the number of tosses or 5 in this problem. “p” and “q’ are your binomial chances of success and failure and MUST add up to 1.00 In this case p = 0.75 and q = 0.25, (For a normal coin the probabilities of heads/tails are equal at 0.5 so in that case p and q would both be 0.5, but not here.) “k” is the number of successes: 4 or 5 in this problem since we said “at least 4”. PLUG IN THE VALUES AND THEN ADD THE CALCULATED PROBABILITIES UP to get the total probability of getting heads 4 or 5 times. REMEMBER that 0! = 1 FOR EXAMPLE: You may notice that the first part of the equation with the factorials is the COMBINATIONS equation. These are the number of ways you can get “heads”. For
  • 15. example if you toss the weighted coin 4 times, how many ways can you get 4 “heads” (n = 4 and k = 4 here) combinations = 4!/[4! * (4 – 4) !] = 4!/(4!*0!) = 1 Only 1 way to get 4 “heads” meaning that you must get “heads” on each of the 4 tosses. How about getting 3 heads (not 5) in 4 tosses? (n = 4 and k = 3 here) 4!/[3!*(4 – 3)!] = 4!/(3!*1!) = 4 (just 4 ways to get 3 heads. This means that you get “tails” on either toss 1, 2, 3, or 4 and heads on the 3 tosses you don’t get tails. BUT, now we have to consider the PROBABILITIES (since this is a weighted coin) of heads/tails and how they affect the probabilities of these combinations. So, we multiply the number of combinations we calculated for 4 and 5 heads times those probabilities and then add those up to get the combined probability of tossing 4 or 5 heads out of 5 tosses with this particular coin. #5 HOMEWORK PROBLEM: CALCULATE THIS TOTAL PROBABILITY OF GETTING 4 OR 5 HEADS IN 5 TOSSES WITH THIS WEIGHTED COIN USING THE ABOVE COMPLEX EQUATION. An additional insight is that once you have calculated and totaled your binomial probabilities of tossing 4 or 5 heads (out of 5 tosses), if you subtract that probability from 1.00 you will have the probability that you only toss 0, 1, 2 or 3 heads out of those 5 tosses. Depending on HOW a binomial problem is stated, it may be easier to calculate the (1 – probability) but not
  • 16. in this case as you would have had FOUR different k-values to use: 0, 1, 2 and 3 rather than just 4 and 5. BY THE WAY WHAT IS THAT PROBABILITY OF GETTING ONLY 0, 1, 2 or 3 HEADS OUT OF 5 TOSSES? THERE IS A SIMPLER WAY OF SOLVING THESE COMPLEX BINOMIAL PROBLEMS. LATER WE WILL IDENTIFY THE NORMAL APPROXIMATION OF THE BINOMIAL FORMULA, A MUCH SIMPLER APPROACH. IT IS NOT AS PRECISE, BUT CLOSE ENOUGH IN MOST CASES. Problems based on Illowsky (C3) #6. You live in a small town that has 400 pick-up trucks in it of which 40% are Fords and 10% (of the total) have manual transmissions, and 5% have Fords with (and) manual transmissions. A pick-up drives down your street: (a) What is the probability that it is a Ford OR has a manual transmission? Hint: P ( F OR M) = P (F) + P (M) – P (F AND M) where “F” is FORD and “M” is Manual Transmission (b) What is P (NOT a FORD and does NOT have a Manual transmission) or P (NOT F AND M) (TRICKY) #7. Table of Car Makes and their Colors on a Used Car Lot. Car Make/ Color Tan Silver
  • 17. Black Red Totals Ford 25 15 3 48 Chevy 30 15 12 Totals 30 (a) Fill in the Table ASSUME A RANDOMLY SELECTED CAR FOR THE FOLLOWING (b) Probability the car is a red Ford? (red AND Ford)
  • 18. (c) Probability the car is tan OR silver Ford? (d) Probability the car is a Ford OR Chevy (e) If there are other makes of cars on the lot, are the above probabilities still valid? Problems based on Illowksy (Chapter 4) #8. On Back-to-School night the teacher is offering raffle tickets to class parents to finance a field trip to the zoo. There are 100 tickets that cost $5 each. Assume all are sold. The stubs will be placed in a jar and the following SEVEN winning tickets will be drawn out: one $100, two $50 and four $25. (a) WHAT IS YOUR CHANCE OF WINNING ANYTHING WITH 1 TICKET? What is the AVERAGE chance of winning anything ? (b) WHAT IS YOUR POSSIBLE LOSS WITH 1 TICKET? AND, What is the AVERAGE loss for the group of 100 that bought these raffle tickets ? Hint: Set up your Probability Distribution Table and don’t forget to subtract the cost of the ticket from any winnings. X (AMOUNT WON – COST OF TICKET) P(X) (PROBABILITY OF X) X * P(X) ($ AMOUNT LOST) Various amounts won minus the cost of the ticket The TOTAL of this column equals the total net (avg) loss #9. UMUC has 30 Stat 200 classes each term (not true – there
  • 19. are more). Class size differs: two classes have 30, eight have 35, fifteen have 40 and five have 45 Determine the following: (a) The total number of students in all these classes AND the average class size. (b) Assume full enrollment and pick a student name at random, what is the PDF that this student is in any one of the 25 classes where “x” equals the size of the class., e.g. P(x = 35) = 9/25, etc. Create and fill in the necessary Table x P(x) x * P(x) (x - )2 * P(x) column total = the MEAN (µ) column total = variance (In this TABLE the MEAN is the (µ) used in the last column to calculate the variance) (c) Calculate the Mean of “x” the other way (not from the table) : 1 class x 30 + 9 classes x 35 etc. / total classes = ?? (d) Calculate the Variance and the Standard Deviation of “x”
  • 20. #10. REVIEW: Here is a box plot. Answer the following questions: 30 45 60 80 110 (a) What does each of the five numbers refer to ? (b) What is the RANGE ? (c) What is the IQR ? (d) What percent of data are between 45 and 80? Why? (e) What percent of data points are less than 60 ? (f) What percent of data points are greater than 80 ? (g) How many TOTAL data points are there in this set of sample data (trick question)? #11. WRITE OUT YOUR WEEK 3 DISCUSSION POST PROBLEM, ITS TYPE AND ITS DETAILED SOLUTION WITH THE CORRECT ANSWER. 8 04_information_industryCompany NameTotal RevenueTotal AssetsCost of Goods SoldNet IncomeRevenue/EmployeeExpense: R&DExpense: Admin,
  • 21. Selling# EmployeesBook Value per ShareNAICSWORLDS INC$0.42$0.40$0.01($0.60)416000$1.001- 0.0518511210AMERICAN GREETINGS -CL A$1,598.27$1,532.40$641.32$87.0264446.290323$728.4024800 18.5342511191AMERICAN SOFTWARE -CL A$85.59$104.83$38.95$7.36288178.45118$7.39$35.312972.842 8511210AUTODESK INC$1,951.80$2,787.60$91.20$212.00287029.41176$496.20$1, 473.0068007.0894511210AUTOMATIC DATA PROCESSING$8,927.70$26,862.20$4,729.70$1,211.40189951.0 6383$513.90$2,120.604700011.136518210BANCTEC INC- REDH$254.21$222.04$165.25($22.36)$5.09$82.69511210VERI ZON COMMUNICATIONS INC$106,833.00$220,005.00$42,008.00$2,549.00549552.46914 $29,281.0019440013.643517210BELO CORP -SER A COM$687.40$1,590.39$445.74$86.91251240.8625727361.6537 515120ACXIOM CORP$1,159.97$1,306.63$777.74($23.15)175753.0303$11.60$1 59.8866007.2617518210CENTURYLINK INC$7,041.53$22,038.10$2,365.67$947.71346873.59606$1,059. 312030031.6152517110CINCINNATI BELL INC$1,377.00$2,653.60$604.50$28.30459000$270.903000- 4.1602517110CC MEDIA HOLDINGS INC$5,865.69$17,479.87$2,422.94($479.09)289192.18064$1,78 0.1020283-92.5453515112COMCAST
  • 22. CORP$37,937.00$118,534.00$15,170.00$3,635.00371931.3725 5$8,091.0010200015.9748515210CTI GROUP HOLDINGS INC$15.24$12.43$4.84($3.33)122870.96774$2.44$9.741240.18 01511210CA INC$4,429.00$12,414.00$581.00$827.00330522.38806$471.00$ 2,208.001340011.1885511210DST SYSTEMS INC$2,255.10$3,339.40$1,816.40$318.50201348.214291120017 .8056518210DISNEY (WALT) CO$38,063.00$69,206.00$29,624.00$3,963.00255456.37584149 00019.7791515120GANNETT CO$5,438.68$6,816.84$2,970.99$588.20166830.6135$1,185.46 326009.0341511110GRAY TELEVISION INC$346.06$1,242.29$196.35$23.16159400.27637$13.5521712. 2275515120LEE ENTERPRISES INC$780.65$1,440.12$370.13$46.11114548.49596$238.196815 1.2641511110HICKORY TECH CORP$161.97$230.19$94.20$12.09349831.53348$25.064633.10 58517110MCGRAW-HILL COMPANIES$6,168.33$7,046.56$2,335.43$828.06297197.3500 4$2,246.60207557.1851511130MEDIA GENERAL -CL A$678.12$1,179.97$445.21($22.64)145831.1828$107.8946507. 1141511110MEREDITH CORP$1,387.73$1,727.32$573.34$103.96430303.87597$584.39 322515.1568511120VERAMARK TECHNOLOGIES INC$13.17$12.87$2.23$0.61138578.94737$1.39$8.90950.04375
  • 23. 11210NEW ULM TELECOM INC$31.92$120.44$11.84$2.05243656.48855$6.1913110.25345 17110NEW YORK TIMES CO -CL A$2,393.46$3,285.74$961.78$107.70322830.18613$1,054.2074 144.5153511110NEWTEK BUSINESS SERVICES INC$112.72$165.02$106.21$1.44398300.353362831.522518210 SUREWEST COMMUNICATIONS$243.50$603.18$105.23$3.36297676.0391 2$59.8381819.6205517919SHENANDOAH TELECOMMUN CO$194.89$466.44$74.47$18.08306429.24528$45.556368.0071 517210PERVASIP CORP$1.45$0.21$0.95($3.41)160666.66667$2.379- 2.5915517110AT&T INC$124,280.00$268,488.00$52,263.00$19,864.00466184.0279 1$1,345.00$33,065.0026659018.8877517110TELEPHONE & DATA SYSTEMS INC$4,986.83$7,762.52$1,922.33$143.86402163.62903$2,008.9 71240036.6949517210SPRINT NEXTEL CORP$32,563.00$51,654.00$17,492.00($3,465.00)814075$9,43 8.00400004.8681517210COVER-ALL TECHNOLOGIES INC$17.46$19.51$9.94$2.95212890.2439$0.85$4.17820.608151 1210WARWICK VALLEY TELEPHONE CO$24.43$53.08$12.00$2.85218089.28571$13.061126.6282517 110WESTWOOD ONE INC$362.55$288.27$340.60($31.26)241697.33333$12.311500-
  • 24. 0.2811512290WILEY (JOHN) & SONS -CL A$1,742.55$2,430.14$493.18$171.89341676.66667$910.855100 16.1075511120MICROSOFT CORP$62,484.00$86,113.00$9,888.00$18,760.00702067.41573 $8,714.00$25,932.00890005.3271511210ORACLE CORP$35,622.00$73,535.00$8,030.00$8,547.00329833.33333$ 4,519.00$12,188.001080007.8485511210SUNGARD DATA SYSTEMS INC$4,992.00$12,968.00$1,990.00($570.00)248358.20896$370. 00$1,511.0020100511210DIRECTV$24,102.00$17,909.00$12,1 05.00$2,198.00960239.04382$5,619.0025100- 0.24515210JOURNAL COMMUNICATIONS INC$376.76$431.77$183.06$34.38144907.30769$116.0526003. 7737515120CABLEVISION SYS CORP -CL A$7,231.25$8,840.69$3,007.88$360.95398679.51263$1,703.171 8138-21.3308515210ADOBE SYSTEMS INC$3,800.00$8,141.15$211.43$774.68416803.77317$680.33$2 ,308.03911710.3455511210DAILY JOURNAL CORP$37.58$88.92$17.48$7.67178952.38095$8.0421043.92951 1110FISERV INC$4,133.00$8,281.00$2,054.00$496.00217526.31579$740.00 1900021.9809518210CARMIKE CINEMAS INC$491.26$454.76$411.07($12.58)79685.644769$17.5761650. 0077512131BROADCAST INTERNATIONAL INC$7.31$10.71$4.38($18.66)178365.85366$2.71$7.1141-
  • 25. 0.2149517911CORELOGIC INC$1,623.27$3,219.83$1,402.60($67.33)160975.00992100841 3.371519130RENTRAK CORP$97.09$76.18$54.15($0.77)229522.45863$39.714235.014 1512120COMVERSE TECHNOLOGY INC$1,623.43$2,813.92$632.68($132.32)275157.11864$253.09 $942.4059002.0193511210NEWS CORP$32,778.00$54,384.00$21,015.00$2,539.00642705.88235 $6,119.00510009.5821515210COMPUMED INC$1.76$0.74$0.74($0.38)176200$0.01$1.25100.0115518210 GENERAL COMMUNICATION -CL A$651.25$1,351.76$211.62$8.96393504.53172$0.00$226.81165 54.2538517110CADENCE DESIGN SYSTEMS INC$935.95$1,732.12$88.10$126.54203468.26087$376.41$758. 1746001.0357511210LEVEL 3 COMMUNICATIONS INC$3,651.00$8,355.00$1,490.00($622.00)663818.18182$1,373 .005500-0.094517110EBIX INC$132.19$303.30$29.60$59.02112118.7447$13.61$45.54117 96.4211511210CBS CORP$14,059.80$26,142.60$8,985.30$724.20553971.63121$2, 705.502538014.4378515120ANTS SOFTWARE INC$6.18$29.20$5.83($42.43)90941.176471$3.32$16.1568- 0.0736511210TIGERLOGIC CORP$13.67$40.04$1.37($2.98)140927.83505$5.96$14.77971.2 052511210MCCLATCHY CO -CL
  • 26. A$1,375.23$3,136.36$645.97$36.27162307.56521$347.1284732 .5817511110US CELLULAR CORP$4,177.68$5,933.61$1,597.91$132.32467615.9615$1,796. 62893440.6862517210EW SCRIPPS -CL A$776.89$827.54$686.52$130.51168889.13043460010.0948511 110BMC SOFTWARE INC$2,065.30$4,485.40$323.30$456.20333112.90323$176.50$1 ,001.0062009.3843511210UNITRONIX CORP$0.02$0.07$0.01($0.33)$0.24-0.0145511210STUDIO ONE MEDIA INC$0.21$2.87$0.38($5.33)7629.6296296$0.01$4.82270.04185 12240CKX INC$273.72$460.83$132.01($13.89)583633.26226$81.494692.6 405512110ODYSSEY PICTURES CORP$1.20$0.07$0.43$0.05401333.33333$0.583- 0.0511512120EMMIS COMMUNICATIONS CP-CL A$251.31$472.48$199.98($15.56)205995.08197$12.111220- 5.5137515112THOMSON-REUTERS CORP$13,070.00$35,531.00$9,598.00$909.00225734.02418579 0023.0527519130SYMANTEC CORP$6,190.00$12,719.00$673.00$597.00332795.69892$862.0 0$3,860.00186005.9736511210ZIX CORP$33.07$66.85$5.06$41.21268829.26829$5.09$21.191230. 6979518210ELECTRONIC ARTS INC$3,589.00$4,928.00$1,383.00($276.00)469457.16154$1,153
  • 27. .00$2,201.0076457.7098511210FISHER COMMUNICATIONS INC$175.93$320.89$82.81$9.75212471.01449$58.6282818.797 515120OUTDOOR CHANNEL HLDGS INC$83.34$153.65$37.25$1.24438642.10526$0.00$38.171905.3 46515120PARAMETRIC TECHNOLOGY CORP$1,010.05$1,307.06$261.12$24.37189965.95825$201.57$ 611.9753176.452511210NTN BUZZTIME INC$25.31$13.13$3.53($0.40)188873.13433$18.911340.154451 5120SAFE TECHNOLOGIES INTL$0.13$0.08$0.09($0.61)62500$0.642- 0.0008517110PROGRESS SOFTWARE CORP$530.33$936.82$68.35$48.57336505.71066$90.64$310.09 157615.5198511210THQ INC$665.26$774.41$197.39($136.10)380147.42857$79.37$278. 5617503.0283511210ARI NETWORK SERVICES INC$21.48$19.78$3.30$0.78146149.65986$14.551470.6718519 130ATLANTIC TELE-NETWORK INC$619.15$828.20$490.37$38.45350790.36827176518.446951 7210USA MOBILITY INC$233.25$230.66$73.37$77.90431951.85185$75.205408.355 9517210SYNOPSYS INC$1,380.66$3,286.54$191.73$237.06205853.7349$449.23$88 1.99670714.1446511210TIME WARNER INC$26,888.00$66,524.00$14,349.00$2,578.00867354.83871$6, 162.003100029.9727515120ASURE SOFTWARE
  • 28. INC$10.03$5.84$2.02($1.14)179160.71429$1.45$7.14560.8835 11210FIRST DATA CORP$10,380.40$37,544.10$6,676.50($1,021.80)423689.79592 $1,579.7024500594300518210MEDQUIST INC$375.24$323.92$249.57$31.0557729.230769$12.81$52.586 500-0.8148518210AUTHENTIDATE HOLDING CORP$6.75$20.54$2.87($9.01)114338.98305$1.86$11.47590.38 7511210INTRUSION INC$5.59$1.00$1.98$0.23206962.96296$1.40$3.3127- 0.3246511210DATAWATCH CORP$17.67$11.49$4.04$0.38190043.01075$2.66$12.01930.95 54511210DIRECT INSITE CORP$9.05$6.71$7.93$1.03238210.52632$1.75380.4239518210 EVERGREEN ENERGY INC$0.40$29.56$15.95($20.35)17521.73913$0.8923- 0.578511210FLINT TELECOM GROUP INC$34.06$1.68$32.50($28.87)4865857.1429$6.957- 0.1356517919INFORMATION ARCHITECTS CORP$0.00$0.00$0.00($0.45)$0.00$0.450- 0.0002511210COMPUWARE CORP$928.93$2,038.38$238.78$107.44211312.55687$69.20$48 9.5043964.3754511210HMS HOLDINGS CORP$302.87$352.91$183.86$40.09174462.5576$35.81173611. 0725518210IAC/INTERACTIVECORP$1,636.82$3,439.55$593. 82$99.36511504.6875$65.10$873.80320027.5092519130SAGA
  • 29. COMMUNICATIONS -CL A$127.82$199.80$92.31$15.14110092.16193116118.815351511 2PRIMEDIA INC$232.22$212.73$54.64$18.26284930.06135$111.49815- 2.1193511120INTUIT INC$3,455.00$5,198.00$439.00$574.00448701.2987$573.00$1, 897.0077008.9881511210INNODATA ISOGEN INC$61.51$52.25$44.18($0.75)12156.719368$0.00$17.2650601 .5678518210LODGENET INTERACTIVE CORP$452.19$444.01$255.27($11.69)431070.54337$0.57$91.0 91049-4.4581517410QUOTEMEDIA INC$7.81$2.63$3.11($1.95)156100$1.22$5.5450- 0.0439511210INCYTE CORP$169.88$489.58$155.11($31.85)687765.18219$123.88247 -0.719517110UTD ARTISTS THEATRE CIRCUIT$210.70$112.20$185.90$4.00119512.19512$6.401763 512131KIWIBOX COM INC$0.00$0.17$1.14($3.97)285.71428571$0.007- 0.0147519130MODUSLINK GLOBAL SOLUTIONS$924.00$525.79$790.53($17.79)209999.09091$0.0 0$92.0644007.2881519130SIRIUS XM RADIO INC$2,816.99$7,383.09$1,099.64$43.061904659.9053$45.39$9 14.8614790.0528515112ASPEN TECHNOLOGY INC$166.34$394.71$61.81($107.45)129048.8751$48.23$208.48 12891.5251511210CIMETRIX
  • 30. INC$6.81$2.45$1.52$1.90272280$0.85$3.26250.0119511210EA SYLINK SERVICES INTL CORP$81.44$104.49$14.46$17.09288804.96454$7.28$47.16282 2.1015519130FINDEX.COM INC$1.78$0.67$0.51($0.50)178100$0.16$1.4310- 0.0169511210UNILAVA CORP$5.31$4.50$2.35($1.00)160818.18182$3.5833- 0.0093519130ACI WORLDWIDE INC$418.42$601.53$123.70$27.20196074.97657$74.08$214.73 21347.6826511210NATIONAL INSTRUMENTS CORP$873.22$959.68$161.18$109.12165382.57576$158.15$54 5.8652809.4722511210SXC HEALTH SOLUTIONS CORP$1,948.39$816.31$1,831.17$64.741602293.5855$12.4312 168.981511210READING INTL INC -CL A$229.82$430.35$180.77($12.65)108969.65386$17.7821094.90 21512131LIBERTY MEDIA CAPITAL GROUP$708.00$8,189.00$511.00$815.00$305.0033.695351512 0SINCLAIR BROADCAST GP -CL A$767.19$1,485.92$282.08$76.15326462.12766$184.812350- 2.0583515120GLOWPOINT INC$27.55$8.36$19.62($2.66)252752.29358$9.35109- 0.1784517919DISH NETWORK CORP$12,640.74$9,632.15$7,386.94$984.73574579.27273$2,1 03.5622000-2.5583515210MAKEMUSIC INC$17.15$22.62$1.76$1.01171480$5.52$13.841003.30785112
  • 31. 10CINEMARK USA INC -CL A$2,141.14$3,427.97$1,583.36$147.3997324.727273$107.0222 0005592.9348512131ASTEA INTERNATIONAL INC$21.39$14.30$10.91($1.57)119474.86034$3.04$9.911791.3 64511210GSE SYSTEMS INC$47.21$53.61$33.90($2.25)190375$1.60$10.972481.925511 210SMITH MICRO SOFTWARE INC$130.50$234.89$3.73$12.35237706.73953$42.76$96.61549 6.2413511210EGAMES INC$3.60$1.66$1.46($0.34)277076.92308$0.93$2.6713- 0.0473511210ADVENT SOFTWARE INC$283.50$490.83$70.47$24.15269744.05328$51.42$158.271 05110.5379511210ACCELRYS INC$80.21$363.28$21.00($20.61)138284.48276$22.08$68.6358 04.4433511210CITRIX SYSTEMS INC$1,874.66$3,703.60$99.54$277.07332563.77506$326.65$1, 313.28563713.6167511210NUANCE COMMUNICATIONS INC$1,118.95$3,769.70$340.03($19.10)183434.09836$152.07$ 540.3461007.6945511210ADEPT TECHNOLOGY INC$51.63$34.99$27.92($1.43)316730.06135$5.65$23.121632. 1058511210EDOORWAYS INTERNATIONAL CORP$0.00$1.44$0.00($0.81)$0.81-0.007519130NEW FRONTIER MEDIA INC$48.71$61.47$13.49($0.73)295206.06061$29.391652.68955 15210GEOS COMMUNICATIONS
  • 32. INC$0.08$6.80$6.70($12.22)2371.428571435- 0.4828517919PAID INC$7.20$3.26$4.64($3.31)248103.44828$5.83290.0081518210 CSG SYSTEMS INTL INC$549.38$879.70$252.85$22.43156429.10023$78.05$148.39 35126.9482518210PREMIERE GLOBAL SERVICES INC$441.75$541.66$179.14$4.83259854.70588$14.14$194.751 7004.6316517919EARTHLINK INC$622.21$1,523.92$234.63$81.48332733.68984$178.421870 6.9926519130IDT CORP$1,401.45$517.80$1,110.72$20.291167874.1667$8.01$23 0.3812008.1233517110JDA SOFTWARE GROUP INC$617.21$1,113.53$233.70$17.72205736.33333$72.16$234.1 5300014.8859511210SAPIENT CORP$863.52$623.72$587.72$43.8195786.910704$189.719015 3.2321511210YAHOO INC$6,324.65$14,928.10$1,976.66$1,231.66465047.86765$1,08 2.18$2,835.00136009.5949519130SYKES ENTERPRISES INC$1,158.72$794.60$702.67($10.27)26698.571429$319.78434 0012.4124518210SS&C TECHNOLOGIES HLDGS INC$328.91$1,275.73$125.20$32.41235100.07148$31.44$83.13 139911.7758511210DATATRAK INTERNATIONAL INC$7.39$2.69$1.17$0.10175976.19048$0.92$6.1042- 0.0695511210DAEGIS INC$46.99$62.73$8.05($16.67)$7.74$30.87511210ANSYS
  • 33. INC$580.24$2,126.88$56.88$153.13349539.75904$88.99$243.5 9166016.6937511210FACTSET RESEARCH SYSTEMS INC$641.06$644.61$169.21$150.21155748.05637$212.8841161 0.9162519130VERSANT CORP$15.77$39.13$1.50$1.65258459.01639$3.78$11.646110.7 202511210PEGASYSTEMS INC$336.60$337.48$116.73($5.89)223060.96753$55.19$196.46 15095.2529511210PEERLESS SYSTEMS CORP$6.17$14.56$1.82$4.131233000$0.00$3.3853.5098511210 BITSTREAM INC -CL A$23.14$21.82$10.64($3.24)156378.37838$7.18$14.651481.56 53511210SEACHANGE INTERNATIONAL INC$216.73$305.19$97.79$29.47180305.32446$48.40$96.4112 026.5691511210PRIMUS TELECOMM GROUP INC$764.95$514.46$488.61($19.09)457504.1866$198.2016728. 1002517110GRAPHON CORP$7.52$3.35$0.70($0.84)227787.87879$2.47$7.0633- 0.0005511210MONSTER WORLDWIDE INC$919.19$1,978.00$856.90($32.36)157125.8119758509.3195 19130ERESEARCHTECHNOLOGY INC$140.99$214.84$55.92$9.87217916.53787$5.09$45.826473. 0827511210EPIQ SYSTEMS INC$247.17$478.22$100.69$13.93449392.72727$84.065509.18 48511210DELTEK INC$279.65$392.12$96.74($4.92)170517.07317$52.59$146.601
  • 34. 6400.7469511210TAKE-TWO INTERACTIVE SFTWR$1,136.88$971.66$685.45$48.46536768.64967$69.58$3 56.1421187.1445511210SIMULATIONS PLUS INC$10.71$14.66$1.86$2.16267800$0.97$5.30400.8245112108 X8 INC$70.16$26.58$21.29$6.49276232.28346$4.82$40.672540.25 43517110ONSTREAM MEDIA CORP$16.69$20.71$5.57($9.28)166940$12.561001.3981519130 QAD INC$220.01$213.09$87.04$2.71162971.85185$34.58$119.4213 503.5143511210GLOBECOMM SYSTEMS INC$227.82$240.71$169.40$7.90547637.01923$3.34$41.34416 7.7416517919VIRTRA SYSTEMS INC$6.60$9.29$1.79$1.02164875$2.63400.0556511210RENAIS SANCE LEARNING INC$130.09$53.79$24.92$23.89145681.97088$16.37$68.51893- 1.197511210XO HOLDINGS INC -CL A$1,529.24$1,133.43$869.37($11.84)418511.49425$469.12365 4-1.0545517110PERVASIVE SOFTWARE INC$47.21$94.57$4.67$4.07206170.30568$11.78$35.612294.83 63511210ABOVENET INC$409.70$807.80$142.80$69.40592052.02312$97.2069221.4 156517919REALNETWORKS INC$401.73$565.44$121.32$5.04262914.26702$100.96$271.78 15283.033511210MDU COMMUNICATIONS INTL
  • 35. INC$25.93$28.85$12.12($8.37)192096.2963$12.451350.008451 7410INCONTACT INC$82.16$40.59$41.15($1.06)248954.54545$5.27$36.513300. 5237517919VERISIGN INC$680.58$2,444.01$89.02$830.97649406.48855$53.66$274.7 610483.916519130AMBIENT CORP$20.36$10.57$11.64($3.19)345050.84746$6.07$11.55590. 0037517919DIGERATI TECHNOLOGIES INC$20.94$0.90$19.38($0.40)1903545.4545$1.6711- 0.0189517110AMERICAN TOWER CORP$1,985.34$10,368.01$510.46$372.941148256.2175$229.7 717298.7827517410NW TECH CAPITAL INC$0.15$0.14$0.09$1.18$0.310517110MANGO CAPITAL INC$0.00$3.79$0.00($0.44)0$0.00$0.4980.2291511210NETSO L TECHNOLOGIES INC$36.78$72.14$11.57$1.3949502.018843$10.717430.966511 210MULTIBAND CORP$265.59$111.67$186.29$14.6982946.283573$57.1732020. 5247515210SONIC FOUNDRY INC$20.48$18.27$4.52($0.12)227511.11111$3.09$15.14901.96 18511210INNOTRAC CORP$79.62$32.79$43.05($2.69)63695.2$35.6112501.6561518 210MEDISWIPE INC$0.03$0.24$0.14($0.10)10666.66666730.0007511210ULTI MATE SOFTWARE GROUP
  • 36. INC$227.81$249.56$87.36$2.16200891.53439$42.22$120.3211 342.8698511210INTERPLAY ENTERTAINMENT CORP$1.38$0.29$0.18($1.03)125454.54545$0.51$2.1311- 0.0232511210NEWMARKET TECHNOLOGY INC$118.32$71.93$101.04$2.59236632$0.00$11.765003.68425 17919MICROSTRATEGY INC$454.58$381.57$93.29$43.79175039.27609$50.57$297.902 59714.0186511210CUMULUS MEDIA INC$263.33$319.64$161.86$29.40113603.53753$18.522318- 8.1278515112COSTAR GROUP INC$226.26$439.65$72.26$13.29162894.16847$17.35$113.371 38918.3653517110ACTUATE CORP$123.67$195.63$18.77$10.65217340.94903$24.85$88.005 692.0154511210CONVERSION SERVICES INTL INC$17.72$3.75$12.81($0.77)253100$5.0370- 0.0355518210SCIENTIFIC LEARNING CORP$43.38$31.80$10.24($9.69)204641.50943$7.93$37.56212 0.2317511210LEAP WIRELESS INTL INC$2,697.20$4,834.82$1,430.13($871.95)618340.89867$774.4 9436211.618517210EBAY INC$9,156.27$22,003.76$1,991.93$1,800.96517303.61582$908. 43$4,326.871770011.7917517919ALLBRITTON COMMUNICATIONS CO$201.20$132.36$109.14$25.17247478.47478$6.18813- 19435.8515120GEOEYE
  • 37. INC$330.35$1,269.09$104.01$24.64456908.71369$1.65$56.287 2320.0881517410THEGLOBE.COM INC$0.00$0.01$0.00($0.06)$0.35-0.0071519130WEBMD HEALTH CORP$534.52$942.20$187.83$54.07327925.76687$206.371630 12.5658519130SPINE PAIN MANAGEMENT INC$3.39$3.33$1.43$1.10847500$0.00$0.8640.1019519130CO MPUTER SERVICES INC$163.78$136.12$109.67$24.02178599.78199177.317451821 0PARK CITY GROUP INC$10.88$12.05$4.43$0.18209134.61538$4.79520.390651121 0INTERNET AMERICA INC$7.42$6.59$4.90($0.98)190256.41026$2.32390.0965519130 INFOSPACE INC$246.84$361.74$154.92$13.701418591.954$6.80$78.69174 8.6119519130CONCUR TECHNOLOGIES INC$292.94$1,043.75$65.12$20.58244113.33333$28.00$162.80 120012.1954511210US DATAWORKS INC$7.28$5.78$2.50($0.61)214000$0.97$4.74340.0002511210S PANISH BROADCASTING SYS INC$136.12$474.82$97.13$15.04273887.32394497- 0.745951311ENTERCOM COMMUNICATIONS CORP$391.45$901.03$258.90$46.44165028.24621$21.9523724. 4832515112BOTTOMLINE TECHNOLOGIES INC$157.99$269.38$64.32$3.95211499.33066$18.86$68.76747
  • 38. 6.9379511210AUTOBYTEL INC$51.53$37.83$31.79($8.56)433058.82353$29.631190.50575 19130PRICELINE.COM INC$3,084.91$2,905.95$1,171.23$527.54907325$1,075.503400 36.8977519130INFORMATICA CORP$650.08$1,189.64$98.99$86.32305774.22389$106.04$397 .8121266.828511210RADIO ONE INC$279.91$999.21$75.04($28.63)223567.09265$136.2512523. 5731515112THESTREET INC$57.19$129.54$25.56($5.33)196515.46392$33.892911.3576 519130TW TELECOM INC$1,273.17$2,669.16$528.97$271.43427956.63866$308.4729 756.5988517110BANKRATE INC$220.60$1,123.82$85.33($21.53)583592.59259$8.72$64.00 378151.1492511140EDGAR ONLINE INC$19.47$30.25$7.83($7.23)136139.86014$1.85$14.62143- 0.0538517919ONLINE RESOURCES CORP$149.51$310.59$59.90$5.38247948.59038$9.90$61.58603 4.4469518210OPENWAVE SYSTEMS INC$183.30$188.61$65.19($5.86)313876.71233$41.05$113.255 840.864511210SBA COMMUNICATIONS CORP$626.62$3,400.18$199.44($194.67)870304.16667$58.217 202.7615517210SALON MEDIA GROUP INC$4.57$1.64$2.98($2.58)111536.58537$3.7241- 2.7496519130ARIBA
  • 39. INC$361.15$721.71$125.77$16.39200191.79601$46.04$202.84 18045.3153511210QUEPASA CORP$6.05$16.45$11.79($6.65)79657.894737$4.78760.601517 919SALEM COMMUNICATIONS CORP$204.32$574.49$138.84$1.93139468.94198$16.6114658.1 038515112TIBCO SOFTWARE INC$754.01$1,205.00$168.30$78.09296853.14961$124.65$414. 2725404.9146511210NIC INC$161.53$111.38$99.53$18.36271030.20134$27.435960.836 2519130J2 GLOBAL COMMUNICATIONS INC$255.39$532.62$29.58$83.05425656.66667$12.83$106.096 009.5901517210VIRNETX HOLDING CORP$0.07$81.69$0.00$41.426181.8181818$2.41$36.12111.20 49511210INSWEB CORP$42.36$22.49$39.85$1.30492546.51163862.3242519ICG GROUP INC$115.71$280.99$68.48$46.59149689.52135$10.64$52.8577 36.049517919MOVE INC$197.50$239.02$33.04($15.47)204454.45135$34.32$150.71 9660.6267519130RED HAT INC$909.28$2,199.32$102.29$107.28245750.54054$171.25$61 3.3137006.6859511210MAJESCO ENTERTAINMENT CO$75.65$30.03$57.26($0.97)1065464.7887$3.35$19.91710.30 53511210LOOKSMART LTD$47.48$35.73$26.03$0.98913057.69231$9.04$18.01521.60
  • 40. 57519130QUEST SOFTWARE INC$767.10$1,635.58$61.85$98.57221704.33526$151.90$537.6 5346011.1124511210LIONBRIDGE TECHNOLOGIES INC$405.24$156.98$275.47($1.29)90052.888889$3.88$109.194 5000.7518511210LICT CORP$92.10$205.14$38.78$10.90273293.76855$18.133372691. 75517110CSC HOLDINGS INC$7,231.25$9,146.20$3,007.88$574.28379294.4663$1,703.17 19065-287.5525515210SWK HOLDINGS CORP$0.00$39.33$0.00($0.71)0$0.00$1.7630.9366511210EGAI N COMMUNICATIONS$29.88$15.32$9.08($0.13)109841.91176$ 5.51$18.95272-0.1881511210INTERACTIVE INTELLIGENCE GRP$166.32$176.23$46.11$14.90195895.17079$28.35$92.1384 95.4667511210KEYNOTE SYSTEMS INC$79.85$186.52$36.50$1.69247216.71827$11.98$37.483231 0.1294519130UNITED ONLINE INC$920.55$992.16$403.12$53.69573196.13948$55.38$339.93 16065.2393519130INTERNAP NETWORK SVCS CORP$244.16$293.14$147.28($3.62)586932.69231$1.90$62.28 4163.6259519130TIVO INC$219.61$285.82$119.31($84.51)359423.89525$81.60$176.8 56111.4489517110MARTHA STEWART LIVING OMNIMD$230.81$222.31$123.41($9.60)375305.69106$110.616 152.5273511120WORLD WRESTLING ENTMT
  • 41. INC$477.66$415.73$274.30$53.45816504.2735$109.395854.28 04512110BSQUARE CORP$96.77$42.10$75.39$6.16450111.62791$3.38$16.232152. 408511210AKAMAI TECHNOLOGIES INC$1,023.59$2,352.68$176.82$171.22465266.36364$54.77$44 9.66220011.6697519130KRATOS DEFENSE & SECURITY$408.50$536.10$305.60$14.50140862.06897$2.20$6 5.2029008.858517210CHARTER COMMUNICATIONS INC$7,059.00$15,707.00$3,064.00($237.00)425240.96386$1,42 2.001660012.9016515210ALASKA COMMUNICATIONS SYS GP$341.52$620.62$130.86($30.69)399443.27485$88.56855- 0.4583517110SCIQUEST INC$42.48$76.69$8.81$1.74221234.375$8.40$25.291921.66745 11210DELTATHREE INC$14.20$2.20$11.22($2.50)295833.33333$1.48$4.7648- 0.0493517919XO GROUP INC$111.88$235.24$23.18$3.65184927.27273$22.81$77.82605 6.1391517110WIZZARD SOFTWARE CORP$5.54$21.36$3.25($4.11)50363.636364$0.32$4.821100.27 49511210EON COMMUNICATIONS CORP$17.09$15.61$10.68$0.47164365.38462$0.50$5.291042.2 822517911BEASLEY BROADCAST GROUP INC$97.97$253.01$64.58$7.99153559.56113$7.866382.742951 5112SAVVIS INC$932.98$1,183.65$500.75($53.96)382370.4918$221.742440
  • 42. 3.2883519130ONVIA INC$26.99$21.65$1.22($0.81)194187.05036$3.77$22.971391.0 26519130SELECTICA INC$14.52$20.59$4.58($1.49)284764.70588$3.00$10.92513.75 91511210WEBSENSE INC$332.76$661.94$16.29$18.65230764.21637$54.33$248.861 4423.2112511210VALUECLICK INC$430.80$613.57$110.18$90.51405647.83427$35.05$200.76 10625.8369519130HEALTHSTREAM INC$65.75$82.01$26.39$4.15152208.33333$6.99$29.624322.60 44519130SUPPORT.COM INC$44.18$93.74$27.69($18.07)58051.248357$5.21$34.277611 .7876511210LIVEPERSON INC$109.86$131.14$22.62$9.26228403.3264$15.71$65.624812. 0219511210CROWN MEDIA HOLDINGS INC$287.27$678.53$136.33$24.081689835.2941$60.48170- 0.381515210FRONTIER COMMUNICATIONS CORP$3,797.68$17,890.23$1,984.45$152.67256634.342481479 85.2289517110ICO GLBAL COMM HLDGS LTD/DE$0.00$45.58$0.00($2.68)0$0.00$16.082- 0.0892517410ENTRAVISION COMMUNICATIONS$200.48$490.81$84.80($18.09)228853.88 128$56.468760.1225515120OPNET TECHNOLOGIES INC$147.99$191.82$26.99$12.40256031.14187$34.72$96.4057 85.6156511210EQUINIX
  • 43. INC$1,220.33$4,448.01$414.49$36.88635259.76054$331.89192 140.7329517110NII HOLDINGS INC$5,409.12$8,190.69$2,229.13$341.05400675.25926$1,749.5 91350019.5659517210BANKS.COM INC$9.55$13.12$4.32($0.94)636600$4.93150.4167519130MAG MA DESIGN AUTOMATION INC$139.29$106.47$16.33($3.26)$49.90$113.16511210VISUA LMED CLINICAL SOLUTIONS$0.39$0.16$0.09($0.02)129666.66667$0.03$0.243- 0.0364511210ECHOSTAR DBS CORP$12,635.74$7,835.63$8,489.88$948.68$0.00$993.49- 2942560517410VOIS INC$0.00$0.07$16.07($16.11)02- 0.0003519130COGENT COMMUNICATIONS GRP$263.42$376.10$119.02$0.67463760.56338$72.065683.311 6517110GLOBALSCAPE INC$18.57$20.55$0.60$0.88221011.90476$3.02$15.83840.6776 511210COM GUARD.COM INC$0.05$0.10$0.80($1.25)- 0.0852511210REGAL ENTERTAINMENT GROUP$2,807.90$2,492.60$2,294.10$77.60127278.90848$66.7 022061-3.1775512131XFONE INC$58.94$73.64$29.03($4.61)200489.79592$23.282941.06575 17110FAIRPOINT COMMUNICATIONS INC$1,082.69$2,973.79$525.73($281.58)268523.31349$365.37 4032-6.5677517110KNOLOGY INC$459.55$787.68$148.11($0.28)248941.49512$158.771846-
  • 44. 0.4268517919LIN TV CORP$420.05$790.47$147.13$36.50230162.73973$130.941825 -2.3836515120NILE THERAPEUTICS INC$0.00$3.67$6.17($6.03)0$4.0830.075519130QWEST CORP$9,271.00$13,686.00$4,915.00$1,082.00355892.5144260 50517110CITADEL BROADCASTING CORP$739.57$2,408.11$281.53$1,067.92180381.95122$227.54 410056.2241515112NEXSTAR BROADCASTING GROUP$313.35$602.54$99.80($1.82)148436.75983$100.89211 1-6.1567515120SINGLE TOUCH SYSTEMS INC$0.79$6.54$3.66($12.21)61000$0.08$1.01130.0443511210T RAVELZOO INC$112.78$66.00$4.90$13.16442290.19608$82.022552.79065 19130CHINA DIGITAL ANIMATION DEV$6.09$15.53$1.02$2.4623870.588235$1.342550.736451211 0LOCATEPLUS HOLDINGS CORP$7.89$2.21$2.67($1.61)232117.64706$0.00$5.7134- 0.199517919VIRGIN MEDIA INC$5,965.63$13,596.06$2,424.24($217.64)481099.27419$1,21 6.89124006.0449515210CALLIDUS SOFTWARE INC$70.88$79.81$36.72($12.74)272615.38462$10.45$40.43260 0.8608511210MARCHEX INC$97.57$159.69$52.96($3.04)268038.46154$16.80$47.84364 3.9355519130SALESFORCE.COM INC$1,657.14$3,091.17$252.41$64.47312314.17263$187.89$1,
  • 45. 235.8353069.6034511210ATLANTIC BROADBAND FINANCE LLC$316.98$783.50$141.29$46.26478818.73112$42.696625152 10METROPCS COMMUNICATIONS INC$4,069.35$7,918.58$2,314.81$193.421130375.8333$621.66 36007.1577517212ACTIVE NETWORK INC$279.60$390.55$97.24($27.27)106069.80273$61.11$162.62 2636511210GOOGLE INC$29,321.00$57,851.00$9,070.00$8,505.001201680.3279$3,7 62.00$8,523.0024400143.918519130MORNINGSTAR INC$555.35$1,086.30$157.07$86.37172201.86047$49.24$237.5 6322515.6457519130RIGHTNOW TECHNOLOGIES INC$185.52$378.88$47.29$28.39201654.34783$20.15$118.269 202.4582511210LIBERTY GLOBAL INC$9,016.90$33,328.80$3,347.00$388.20450845$1,684.10200 0012.5494515210LOCAL.COM CORP$84.14$60.94$45.10$4.22725318.96552$5.13$28.171162. 3754519130DREAMWORKS ANIMATION INC$784.79$1,755.87$471.57$170.64373710$3.18$111.532100 14.9081512110ST BERNARD SOFTWARE INC$18.07$17.66$4.37($3.57)142291.33858$4.33$16.49127- 0.7014511210MARKET LEADER INC$24.43$53.73$35.19($14.28)131344.08602$5.361861.89685 19130CONSOLIDATED COMM HLDGS INC$383.37$1,209.55$142.30$32.60386847.62866$88.039912.2 495517110FUSION
  • 46. TELECOMMUNICATIONS$41.76$4.98$37.83($5.80)745767.85 714$8.8956-0.0655517919EXLSERVICE HOLDINGS INC$252.75$305.68$151.29$26.5919901.811024$59.11127008. 4424518210OTELCO INC$104.40$322.14$41.29$0.69331428.57143$13.08315- 0.3966517110IHS INC$1,075.46$2,155.70$462.66$141.32244422.72727$0.60$358 .01440018.305519130WARNER MUSIC GROUP CORP$2,984.00$3,779.00$1,572.00($143.00)806486.48649$1,0 64.003700-1.7102512220NEUSTAR INC$526.81$733.87$121.71$106.21515471.62427$13.99$171.4 010228.0957517919GLOBAL TELECOM & TECHNOLOGY$81.08$53.96$57.02$1.371000925.9259$0.00$1 8.02810.9554517919KENEXA CORP$196.35$309.18$68.43($3.56)100026.99949$11.90$103.9 719635.8021511210WEB.COM GROUP INC$120.29$299.49$53.23($6.53)104781.35889$10.91$60.8111 483.7896519130TRX INC$56.73$18.81$34.13$2.4873964.797914$3.65$15.43767- 0.0341518210CBEYOND INC$451.97$257.97$146.51($1.65)232492.28395$248.3319445. 8532517110AMC ENTERTAINMENT INC$2,422.97$3,740.25$2,160.60($122.85)135361.34078$77.22 17900512131DISCOVERY COMMUNICATIONS INC$3,773.00$11,019.00$359.00$653.00898333.33333$1,185.0
  • 47. 0420015.1092515210VOCUS INC$96.76$174.50$16.82($3.68)140844.25036$5.89$78.056875 .8077511210DEALERTRACK HOLDINGS INC$243.83$458.96$87.32($27.83)203188.33333$13.39$117.20 120010.0538511210TALEO CORP$237.28$523.84$49.72$0.42203844.50172$46.23$158.161 1649.0607511210DEBT RESOLVE INC$0.13$0.19$4.52($0.56)158758-0.0396519130VIACOM INC$9,337.00$22,096.00$4,883.00$854.00856605.50459$2,025. 001090015.2555515210NTELOS HOLDINGS CORP$545.68$1,144.11$331.37$44.81341052.516004.27845172 10FIDELITY NATIONAL INFO SVCS$5,186.20$14,161.80$3,090.40$404.50157157.57576$562. 703300021.2097518210HUGHES COMMUNICATIONS INC$1,043.33$1,363.18$606.13$22.79462877.99468$20.28$224 .89225415.0698517910GLOBAL TRAFFIC NETWORK INC$93.34$65.09$63.27$0.63455292.68293$21.042052.616351 9110VONAGE HOLDINGS CORP$887.29$260.39$299.76($83.67)778326.31579$434.66114 0-0.5851517919SYNCHRONOSS TECHNOLOGIES$165.97$340.40$83.22$3.87218956.46438$26 .01$56.217587.8133519130COMMVAULT SYSTEMS INC$314.78$342.50$40.88$21.00248246.05678$36.95$234.221 2684.2791511210WINDSTREAM CORP$3,712.00$11,353.70$1,404.70$310.70368034.89986$498
  • 48. .40100861.647517110ORBCOMM INC$36.68$171.47$9.88($5.17)370464.64646$0.66$17.39993.7 241517410FIBERTOWER CORP$74.78$558.47$61.21($49.38)467400$22.201605.7486517 210TOWERSTREAM CORP$19.65$44.59$7.44($5.60)149969.46565$12.491310.9502 517110GLOBALSTAR INC$67.94$1,386.81$58.20($97.47)210996.89441$3.68$41.833 221.7274517410SUPERMEDIA INC$1,176.00$2,926.00$418.00($196.00)267272.72727$699.00 4400-1.9367511140GATEHOUSE MEDIA INC$558.59$546.33$314.87($26.04)106621.1109$149.975239- 13.62511110EMDEON INC$1,002.15$2,488.56$612.59$19.55334050.66667$35.52$146 .1330006.838518210NEXTWAVE WIRELESS INC$0.00$497.15$0.00($116.60)0$20.4211- 16.7797511210INFORMATION SERVICES GROUP$132.01$184.56$71.53($53.17)301399.54338$49.89438 2.5096518210GUIDANCE SOFTWARE INC$91.90$67.44$24.81($4.60)247708.89488$17.01$66.723710 .9805511210TIME WARNER CABLE INC$18,868.00$45,822.00$8,941.00$1,308.00397221.05263$3,0 57.004750026.4427515210BRIDGELINE DIGITAL INC$23.56$31.72$11.12($0.38)141915.66265$0.93$10.811661. 8463511210GLU MOBILE
  • 49. INC$64.35$44.82$15.33($13.42)167565.10417$25.18$50.43384 0.3114511210PAETEC HOLDING CORP$1,623.82$2,007.94$809.24($57.74)350035.78357$559.67 46390.9504517110CAMBIUM LEARNING GROUP INC$181.26$383.06$60.43($15.95)321382.97872$10.56$79.065 642.8269511199ZOO ENTERTAINMENT INC$63.45$31.95$55.06($14.03)1982687.5$0.00$10.99321.557 7511210MONOTYPE IMAGING HOLDINGS$106.66$278.81$6.44$18.36424936.25498$15.40$5 7.612514.6612511210CINEMARK HOLDINGS INC$2,141.14$3,421.48$1,567.21$146.12146653.69863$125.19 146008.9806512131TECHTARGET INC$95.01$193.76$23.10($1.18)164660.31196$8.10$62.005774 .6933517110ADVANCED VOICE RECOGNITION$0.00$0.33$0.00($1.91)0$0.00$0.821- 0.0019511210LIMELIGHT NETWORKS INC$183.33$298.64$80.35($20.35)266076.92308$15.76$96.746 892.5593517110BROADVIEW NETWORKS HLDG INC$407.70$294.83$193.91($18.75)429162.10526$1.33$145.25 950-10.1648517919SOLERA HOLDINGS INC$631.35$1,356.65$198.78$84.43286715.71299$170.562202 7.2413511210PROS HOLDINGS INC$74.18$98.13$19.21($1.93)209545.19774$20.66$51.733542 .2574511210SOUNDBITE COMMUNICATIONS INC$39.49$45.98$14.06($3.29)308546.875$5.89$26.861282.51
  • 50. 45517919ATHENAHEALTH INC$245.54$261.17$94.74$12.70197695.65217$18.45$112.141 2424.9451519130CYBERDEFENDER CORP$45.57$11.98$19.98($39.61)120234.8285$3.95$62.99379 - 0.8631511210POINT.360$39.74$31.14$24.86($6.96)138449.47 735$1.12$15.982871.1253512199DEMANDTEC INC$82.42$115.10$23.98($13.66)242405.88235$32.30$65.3834 01.8502511210CYTTA CORP$0.00$0.07$0.00($0.26)$0.00$0.2600519130TERADATA CORP$1,936.00$1,883.00$786.00$301.00261621.62162$147.00 $673.0074007.0732519130HSW INTERNATIONAL INC$6.66$9.89$5.41($5.91)100833.33333$4.98661.6327519130 NEUTRAL TANDEM INC$199.83$315.53$97.46$32.61868808.69565$25.262308.179 6517919SUCCESSFACTORS INC$205.93$577.41$49.59($12.45)196681.94842$39.89$174.67 10473.5175511210MEDASSETS INC$404.74$1,845.35$97.20($32.12)130560.32258$20.01$191. 1331007.4573511210A. H. BELO CORP$487.31$420.05$449.38($124.24)196495.1612924809.388 6511110ATRINSIC INC$40.03$19.34$42.71($19.73)976243.90244$13.12411.30075 19130MORRIS PUBLISHING GRP LLC$243.19$131.07$121.40$204.98122145.15319$96.45199151
  • 51. 1110MEDIAMIND TECHNOLOGIES INC$80.85$139.63$2.05$9.95213313.98417$9.15$63.843796.81 94519130LOGMEIN INC$98.56$186.68$5.74$21.10237486.74699$15.21$73.404155. 4645511210SOLARWINDS INC$152.39$247.48$2.43$44.75332735.80786$15.73$80.39458 2.4506511210RACKSPACE HOSTING INC$780.56$761.58$249.84$46.36239287.24709$18.80$295.22 32623.457518210DIGITALGLOBE INC$322.20$1,266.30$41.70$4.10512241.65342$1.70$112.5062 910.869517919EPOCRATES INC$103.99$127.22$27.33$3.80333294.87179$19.72$65.87312- 3.9564519130SCRIPPS NETWORKS INTERACTIVE$2,067.16$3,388.43$701.47$410.971033581$49 1.86200010.5947515120ACTIVISION BLIZZARD INC$4,447.00$13,406.00$1,606.00$418.00585131.57895$642.0 0$1,523.0076008.6224511210ASCENT CAPITAL GROUP INC$139.46$1,652.03$82.40($34.26)97525.874126$47.4614303 8.6347512191ROSETTA STONE INC$258.87$276.47$32.44$13.28135532.98429$23.44$202.511 9108.5014511210CLEARWIRE CORP$556.83$11,040.49$990.86($487.44)154673.88889$7.00$ 907.7936001.3406517919FRIENDFINDER NETWORKS INC$346.00$532.82$110.49($43.15)850115.47912$12.83$129.9 5407-21.0313519130ISSUER DIRECT
  • 52. CORP$3.86$1.08$2.51$0.43175500$1.08220.0513518210ANCE STRY.COM INC$300.93$522.19$40.33$36.85378529.55975$42.30$169.867 958.0539519130IRIDIUM COMMUNICATIONS INC$348.17$1,047.45$134.24$22.692000994.2529$19.18$85.91 1749.3307517410LIBERTY MEDIA STARZ GROUP$1,342.00$2,539.00$773.00$206.00$220.0043.15255152 10AOL INC$2,416.70$2,962.30$1,184.30($782.50)412406.14334$41.90 $491.20586021.4242519130SPS COMMERCE INC$44.60$57.88$11.09$2.88126337.11048$4.35$28.943533.67 16511210TELENAV INC$171.16$173.72$25.38$41.41$41.56$73.273.5367517919CO NVIO INC$69.74$80.41$23.18$3.46190038.14714$10.55$39.473673.3 165511210VRINGO INC$0.21$5.89$0.09($9.94)6593.75$2.36$6.5332- 0.0442511210QUINSTREET INC$334.84$434.63$223.21$20.58525643.64207$21.00$54.576 376.4349519130SPOT MOBILE INTL LTD$16.08$2.32$16.02($3.56)$1.76- 0.1119517110BROADSOFT INC$95.62$127.36$17.43$7.99257051.07527$19.62$63.943722. 0645511210SAJAN INC$15.99$8.40$9.48($3.03)142776.78571$1.72$7.971120.170
  • 53. 8519130QLIK TECHNOLOGIES INC$226.52$265.06$22.01$13.52290411.53846$13.54$174.487 802.0214511210REALPAGE INC$188.27$342.79$66.68$0.07107034.67879$36.92$94.35175 92.5198511210MOTRICITY INC$133.38$231.81$47.79($7.02)393448.37758$8.67$80.76339 3.4701517919KEYW HOLDING CORP$107.99$205.26$75.68$10.91149567.86704$0.99$27.2672 26.8526518CORNERSTONE ONDEMAND INC$43.73$42.89$11.64($48.37)133733.94495$5.60$42.29327- 8.5553511210DEMAND MEDIA INC$252.94$488.47$116.55($5.33)421560$26.54$84.85600- 8.6511519130RIGNET INC$92.92$129.79$42.48($15.59)455495.09804$21.032044.586 3517919HAWAIIAN TELCOM HOLDCO INC$401.45$646.04$162.23$188.92280534.59119$127.7514311 7.641517110MASERGY COMMUNCTNS INC - REDH$97.54$68.47$51.39$22.30625243.58974$31.4715651791 9BOINGO WIRELESS INC$80.42$133.04$39.33$15.73595703.7037$8.48$23.73135- 8.541517919LINKEDIN CORP$243.10$238.19$44.83$15.39245554.54545$65.10$159.15 9900.4677519130RESPONSYS INC$94.07$71.90$35.14$8.60192768.44262$10.60$39.674883.2 788511210PANDORA MEDIA
  • 54. INC$137.76$99.21$79.34($1.76)$6.74$57.17- 5.2983519130HOMEAWAY INC$167.88$489.74$23.57$16.93199387.1734$18.70$114.1784 2519130APACHE DESIGN SOLUTIONS- REDH$44.05$52.71$6.21$3.30171389.10506$11.52$29.372575 11210ZILLOW INC - REDH$30.47$24.01$3.27($6.77)120900.79365$7.80$32.332525 19130INTELEPEER INC - REDH$111.55$47.19$91.03($11.62)969991.30435$4.07$17.311 15519130GROUPON INC - REDH$713.37$381.57$422.36($389.64)100374.98241$495.2271 07519130AMC NETWORKS INC$1,078.30$1,853.90$364.97$80.10$328.13515120IMPERVA INC - REDH$55.38$40.98$11.16($12.01)$13.21$55.36511210ZYNGA INC - REDH$597.46$1,112.57$136.57$90.60402871.88132$149.52$3 35.281483511210SPARK NETWORKS INC$40.85$36.57$13.75$3.70283687.5$3.09$19.201441.232351 9130MEDIACOM LLC$651.33$1,584.11$291.95$33.15356305.25164$121.881828 515210BLACKBAUD INC$327.09$328.09$116.55$29.81158399.03148$45.53$147.18 20652.767511210BLACKBOARD INC$447.32$847.15$112.77$16.64251302.24719$55.01$237.16
  • 55. 178011.7719511210MMRGLOBAL INC$0.97$2.23$0.55($17.90)121500$0.32$7.298-0.0185519130 04_carsEngine Displacement (liters)TransmissionNameCombined Fuel EfficiencyCity FEHwy FENum CylGuzzler4.2SAAudi A821182884.2SAAudi A8 L21182885.2AMLamborghini Gallardo Coupe16132010G5.2AMLamborghini Gallardo Spyder16132010G3.2SAAudi Q520182364.2AMAudi R81613218G5.2AMAudi R815131910G4.2AMAudi R8 Spyder1613218G5.2AMAudi R8 Spyder15131910G4.2SAAudi S519162485.9SAAston Martin Lagonda Ltd DB915132012G5.9SAAston Martin Lagonda Ltd DBS14121812G5.9SAAston Martin Lagonda Ltd Rapide15131912G4.7AMAston Martin Lagonda Ltd V8 Vantage1614208G4.7AMAston Martin Lagonda Ltd V8 Vantage S1614218G5.9SAAston Martin Lagonda Ltd Virage15131812G3SABMW 128Ci Convertible21182863SABMW 128i21182864SABMW M3 Convertible1614208G4SABMW M3 Coupe1614208G1.6SAMini Mini Cooper31283641.6SAMini Mini Cooper Clubman30273541.6SAMini Mini Cooper Convertible30273541.6SAMini Mini Cooper Countryman27253041.6SAMini Mini Cooper Coupe31283641.6SAMini Mini Cooper
  • 56. Roadster30273542.4AChrysler 20024213043.6AChrysler 20022192962.4AChrysler 200 Convertible22182943.6AChrysler 200 Convertible22192963.6AChrysler 30021182765.7AChrysler 30019162583.6AChrysler 300 AWD21182765.7AChrysler 300 AWD18152386.4AChrysler 300 SRT81714238G1.4AFIAT 50030273441.4AFIAT 500 Cabrio29273242.4ADodge Avenger24213043.6ADodge Avenger22192962CVTDodge Caliber24232742.4CVTDodge Caliber24222743.6ADodge Challenger21182765.7ADodge Challenger19162586.4ADodge Challenger SRT81714238G3.6ADodge Charger21182765.7ADodge Charger19162583.6ADodge Charger AWD21182765.7ADodge Charger AWD18152386.4ADodge Charger SRT81714238G2CVTJeep Compass 2WD24232742.4CVTJeep Compass 2WD24212742.4CVTJeep Compass 4WD23212643.6ADodge Durango 2WD19162365.7ADodge Durango 2WD16142083.6ADodge Durango 4WD19162365.7ADodge Durango 4WD15132083.6ADodge Grand Caravan20172563.6AJeep Grand Cherokee 2WD19172365.7AJeep Grand Cherokee 2WD16142083.6AJeep Grand Cherokee 4WD19162365.7AJeep Grand Cherokee 4WD15132086.4AJeep Grand Cherokee SRT814121883.6ADodge Journey AWD19162462.4ADodge Journey FWD22192643.6ADodge Journey FWD20172563.7AJeep Liberty 2WD18162263.7AJeep Liberty
  • 57. 4WD17152162CVTJeep Patriot 2WD24232742.4CVTJeep Patriot 2WD24212742.4CVTJeep Patriot 4WD23212643.7ADodge Ram 1500 2WD16142064.7ADodge Ram 1500 2WD16142085.7ADodge Ram 1500 2WD16142084.7ADodge Ram 1500 4WD16141985.7ADodge Ram 1500 4WD15131983.6AVolkswagen Routan20172563.6AChrysler Town & Country20172563.6AJeep Wrangler 4WD18172163.6AJeep Wrangler Unlimited 4WD18162062.4SAMitsubishi Motors North America ECLIPSE23202843.8SAMitsubishi Motors North America ECLIPSE20172562.4SAMitsubishi Motors North America ECLIPSE SPYDER23202743.8SAMitsubishi Motors North America ECLIPSE SPYDER19162462.4SAMitsubishi Motors North America GALANT24213042.5SASubaru FORESTER AWD23212742CVTSubaru IMPREZA AWD30273642CVTSubaru IMPREZA WAGON/OUTBACK SPORT AWD30273642CVTSubaru LEGACY AWD26233143.6SASubaru LEGACY AWD20182562CVTSubaru OUTBACK WAGON AWD24222943.6SASubaru OUTBACK WAGON AWD20182563.6SASubaru TRIBECA AWD18162164.6AFord Division E150 VAN FFV15131785.4AFord Division E150 VAN FFV14121684.6AFord Division E150 WAGON FFV14131685.4AFord Division E150 WAGON FFV13121684.6AFord Division E250 VAN
  • 58. FFV15131785.4AFord Division E250 VAN FFV14121686.8AFord Division E350 VAN121014105.4AFord Division E350 VAN FFV13121686.8AFord Division E350 WAGON111013105.4AFord Division E350 WAGON FFV13111583.5SAFord Division EDGE AWD21182563.7SAFord Division EDGE AWD19172363.5SAFord Division EDGE FWD22192763.7SAFord Division EDGE FWD22192662.5AFord Division ESCAPE AWD23202743AFord Division ESCAPE AWD FFV20182362.5AFord Division ESCAPE FWD23212843AFord Division ESCAPE FWD FFV21192565.4AFord Division EXPEDITION 2WD FFV16142085.4AFord Division EXPEDITION 4WD FFV15131883.5SAFord Division EXPLORER AWD19172363.5SAFord Division EXPLORER FWD20182561.6AMFord Division Fiesta FWD33293941.6AMFord Division Fiesta SFE FWD33294043.5AFord Division FLEX AWD18162363.5AFord Division FLEX FWD19172462AFord Division FOCUS FWD31283842SAFord Division FOCUS FWD31273742AFord Division Focus SFE FWD33284043.5SAFord Division FUSION AWD19172563SAFord Division FUSION AWD FFV20182662.5AFord Division FUSION FWD26233342.5SAFord Division FUSION FWD25223043.5SAFord Division FUSION
  • 59. FWD21182763SAFord Division FUSION FWD FFV23202863.7SALincoln Truck MKS AWD19162363.5SALincoln Truck MKS FWD20172563.5SALincoln Truck MKT FWD20172463.7SALincoln Truck MKX AWD19172363.7SALincoln Truck MKX FWD22192663.5SALincoln Truck MKZ AWD19172563.5SALincoln Truck MKZ FWD21182763.7AFord Division MUSTANG23193165AFord Division MUSTANG20182583.7AFord Division MUSTANG CONVERTIBLE23193065.4ALincoln Truck NAVIGATOR 2WD FFV16142085.4ALincoln Truck NAVIGATOR 4WD FFV15131883.5SAFord Division TAURUS AWD20172663.5AFord Division TAURUS FWD22182863.5SAFord Division TAURUS FWD21182762AFord Division Transit Connect Van23212742AFord Division TRANSIT CONNECT WAGON FWD24222743SASaab 9-4X AWD19172363SASaab 9-4X FWD20182563.6AGMC ACADIA AWD19162363.6AGMC ACADIA FWD19172464.3AGMC C15 SIERRA 2WD17152064.8AGMC C15 SIERRA 2WD16141985.3AGMC C15 SIERRA 2WD17152186.2AGMC C15 SIERRA 2WD14131885.3AGMC C15 SIERRA 2WD XFE18152284.3AChevrolet C15 SILVERADO 2WD17152064.8AChevrolet C15 SILVERADO
  • 60. 2WD16141985.3AChevrolet C15 SILVERADO 2WD17152186.2AChevrolet C15 SILVERADO 2WD14131885.3AChevrolet C15 SILVERADO 2WD XFE18152285.3AChevrolet C1500 AVALANCHE 2WD17152185.3AChevrolet C1500 SUBURBAN 2WD17152185.3AChevrolet C1500 TAHOE 2WD17152185.3AGMC C1500 YUKON 2WD17152186.2AGMC C1500 YUKON 2WD16141885.3AGMC C1500 YUKON XL 2WD17152186.2AGMC C1500 YUKON XL 2WD16141886AChevrolet C2500 SUBURBAN 2WD12101686AGMC C2500 YUKON XL 2WD12101683.6AChevrolet CAMARO22193063.6SAChevrolet CAMARO22182966.2SAChevrolet CAMARO18152482.9AGMC CANYON 2WD21182543.7AGMC CANYON 2WD19172355.3AGMC CANYON 2WD16142082.9AGMC CANYON 4WD20172343.7AGMC CANYON 4WD19172355.3AGMC CANYON 4WD16141983.7AGMC CANYON CAB CHASSIS INC 2WD17152053.7AGMC CANYON CAB CHASSIS INC 4WD18162152.9AGMC CANYON CREW CAB 2WD21182543.7AGMC CANYON CREW CAB 2WD19172355.3AGMC CANYON CREW CAB 2WD16142083.7AGMC CANYON CREW CAB 4WD18162155.3AGMC CANYON CREW CAB 4WD16141982.4AChevrolet CAPTIVA FWD23202842.9AChevrolet COLORADO
  • 61. 2WD21182543.7AChevrolet COLORADO 2WD19172355.3AChevrolet COLORADO 2WD16142082.9AChevrolet COLORADO 4WD20172343.7AChevrolet COLORADO 4WD19172355.3AChevrolet COLORADO 4WD16141983.7AChevrolet COLORADO CAB CHASSIS INC 2WD17152053.7AChevrolet COLORADO CAB CHASSIS INC 4WD18162152.9AChevrolet COLORADO CREW CAB 2WD21182543.7AChevrolet COLORADO CREW CAB 2WD19172355.3AChevrolet COLORADO CREW CAB 2WD16142083.7AChevrolet COLORADO CREW CAB 4WD18162155.3AChevrolet COLORADO CREW CAB 4WD16141986.2SAChevrolet CORVETTE18152581.8SAChevrolet CRUZE27223543SACadillac CTS22182763.6SACadillac CTS21182763SACadillac CTS AWD21182663.6SACadillac CTS AWD21182763SACadillac CTS WAGON22182763.6SACadillac CTS WAGON21182663SACadillac CTS WAGON AWD21182663.6SACadillac CTS WAGON AWD21182663.6ABuick ENCLAVE AWD18162263.6ABuick ENCLAVE FWD19172462.4AChevrolet EQUINOX AWD23202943AChevrolet EQUINOX AWD19162362.4AChevrolet EQUINOX FWD26223243AChevrolet EQUINOX
  • 62. FWD20172466.2ACadillac ESCALADE 2WD16141886.2ACadillac ESCALADE AWD15131886.2ACadillac ESCALADE ESV 2WD16141886.2ACadillac ESCALADE ESV AWD14131886.2ACadillac ESCALADE EXT AWD14131884.3AChevrolet G1500 EXPRESS 2WD CARGO17152065.3AChevrolet G1500 EXPRESS 2WD CARGO15131885.3AChevrolet G1500 EXPRESS 2WD PASS14131785.3AChevrolet G1500 EXPRESS CONV 2WD CARGO14131784.3AGMC G1500 SAVANA 2WD CARGO17152065.3AGMC G1500 SAVANA 2WD CARGO15131885.3AGMC G1500 SAVANA 2WD PASS14131785.3AGMC G1500 SAVANA CONV 2WD CARGO14131786AChevrolet G2500 EXPRESS 2WD CARGO MDPV12101584.8AChevrolet G2500 EXPRESS 2WD PASS MDPV13111786AChevrolet G2500 EXPRESS 2WD PASS MDPV13111686AChevrolet G2500 EXPRESS CONV 2WD CARGO12101586AGMC G2500 SAVANA 2WD CARGO MDPV12101584.8AGMC G2500 SAVANA 2WD PASS (MDPV)13111786AGMC G2500 SAVANA 2WD PASS (MDPV)13111686AGMC G2500 SAVANA CONV 2WD CARGO12101586AChevrolet G3500 EXPRESS 2WD CARGO MDPV11101484.8AChevrolet G3500 EXPRESS 2WD PASS MDPV13111786AChevrolet G3500 EXPRESS 2WD PASS MDPV12111686AGMC G3500 SAVANA 2WD CARGO
  • 63. MDPV11101484.8AGMC G3500 SAVANA 2WD PASS (MDPV13111786AGMC G3500 SAVANA 2WD PASS (MDPV12111685.3AChevrolet H1500 EXPRESS AWD CARGO14131785.3AChevrolet H1500 EXPRESS AWD PASS14131785.3AChevrolet H1500 EXPRESS CONV AWD CARGO14131785.3AGMC H1500 SAVANA AWD CARGO14131785.3AGMC H1500 SAVANA AWD PASS14131785.3AGMC H1500 SAVANA CONV AWD CARGO14131783.6AChevrolet IMPALA22183064.3AGMC K15 SIERRA 4WD15141864.8AGMC K15 SIERRA 4WD15131885.3AGMC K15 SIERRA 4WD17152186.2AGMC K15 SIERRA 4WD14121886.2AGMC K15 SIERRA AWD14121884.3AChevrolet K15 SILVERADO 4WD15141864.8AChevrolet K15 SILVERADO 4WD15131885.3AChevrolet K15 SILVERADO 4WD17152186.2AChevrolet K15 SILVERADO 4WD14121885.3AChevrolet K1500 AVALANCHE 4WD17152185.3AChevrolet K1500 SUBURBAN 4WD17152185.3AChevrolet K1500 TAHOE 4WD17152185.3AGMC K1500 YUKON 4WD17152186.2AGMC K1500 YUKON DENALI AWD15131885.3AGMC K1500 YUKON XL 4WD17152186.2AGMC K1500 YUKON XL AWD14131886AChevrolet K2500 SUBURBAN 4WD12101586AGMC K2500 YUKON XL 4WD12101583.6SABuick LACROSSE21172763.6SABuick
  • 64. LACROSSE AWD20162662.4SAChevrolet MALIBU26223343.6SAChevrolet MALIBU20172661.8SAChevrolet SONIC28253541.8SAChevrolet SONIC 528253543.6SACadillac SRX 2WD19172463.6SACadillac SRX AWD18162362.4AGMC TERRAIN AWD23202943AGMC TERRAIN AWD19162362.4AGMC TERRAIN FWD26223243AGMC TERRAIN FWD20172463.6AChevrolet TRAVERSE AWD19162363.6AChevrolet TRAVERSE FWD19172462.4AHonda ACCORD 2DR COUPE26223343.5SAHonda ACCORD 2DR COUPE23192962.4AHonda ACCORD 4DR SEDAN27233443.5AHonda ACCORD 4DR SEDAN24203061.8AHonda CIVIC32283941.8AHonda CIVIC HF33294143.5AHonda CROSSTOUR 2WD21182763.5AHonda CROSSTOUR 4WD21182661.5AHonda FIT31283541.5SAHonda FIT30273343.7SAAcura MDX 4WD18162163.5AHonda ODYSSEY 2WD21182763.5AHonda PILOT 2WD21182563.5AHonda PILOT 4WD20172463.5SAAcura TL 2WD23202963.7SAAcura TL 4WD21182662.4SAAcura TSX26223143.5SAAcura TSX23192862.4SAAcura TSX WAGON25223043.7SAAcura ZDX 4WD19162361.6AHYUNDAI MOTOR COMPANY ACCENT33304041.8AHYUNDAI MOTOR COMPANY ELANTRA33294042AHYUNDAI MOTOR COMPANY
  • 65. ELANTRA TOURING26233045AHYUNDAI MOTOR COMPANY EQUUS18152383.8AHYUNDAI MOTOR COMPANY GENESIS22192964.6AHYUNDAI MOTOR COMPANY GENESIS20172685AHYUNDAI MOTOR COMPANY GENESIS20172683.8AHYUNDAI MOTOR COMPANY GENESIS COUPE20172765AHYUNDAI MOTOR COMPANY GENESIS R SPEC19162582.4AHYUNDAI MOTOR COMPANY SANTA FE 2WD23202843.5AHYUNDAI MOTOR COMPANY SANTA FE 2WD23202662.4AHYUNDAI MOTOR COMPANY SANTA FE 4WD22202543.5AHYUNDAI MOTOR COMPANY SANTA FE 4WD22202662.4AHYUNDAI MOTOR COMPANY SONATA28243542AHYUNDAI MOTOR COMPANY TUCSON 2WD26233142.4AHYUNDAI MOTOR COMPANY TUCSON 2WD25223242.4AHYUNDAI MOTOR COMPANY TUCSON 4WD23212841.6AMHYUNDAI MOTOR COMPANY VELOSTER32293843.8AHYUNDAI MOTOR COMPANY VERACRUZ 2WD19172263.8AHYUNDAI MOTOR COMPANY VERACRUZ 4WD18162165SAJaguar Cars Ltd Jaguar XF19162385SAJaguar Cars Ltd Jaguar XJ19162385SAJaguar Cars Ltd Jaguar XJ LWB18152285SAJaguar Cars Ltd Jaguar XK19162485SAJaguar Cars Ltd Jaguar XK Convertible18162282AKIA MOTORS CORPORATION FORTE29263642.4AKIA MOTORS CORPORATION FORTE26233242AKIA MOTORS CORPORATION FORTE ECO30273742AKIA MOTORS
  • 66. CORPORATION FORTE KOUP29253442.4AKIA MOTORS CORPORATION FORTE KOUP26233142.4AKIA MOTORS CORPORATION OPTIMA28243541.6AKIA MOTORS CORPORATION RIO33304042.4AKIA MOTORS CORPORATION RONDO22202742.7AKIA MOTORS CORPORATION RONDO21182663.5AKIA MOTORS CORPORATION SEDONA21182562.4AKIA MOTORS CORPORATION SORENTO 2WD25223243.5AKIA MOTORS CORPORATION SORENTO 2WD22202662.4AKIA MOTORS CORPORATION SORENTO 4WD23212843.5AKIA MOTORS CORPORATION SORENTO 4WD20182461.6AKIA MOTORS CORPORATION SOUL30273542AKIA MOTORS CORPORATION SOUL29263441.6AKIA MOTORS CORPORATION SOUL ECO32293642AKIA MOTORS CORPORATION SOUL ECO30273542.4AKIA MOTORS CORPORATION SPORTAGE 2WD25223242.4AKIA MOTORS CORPORATION SPORTAGE 4WD24212845SALand Rover LR414121785SALand Rover Range Rover sport15131884.7AMASERATI GRANTURISMO1513218G4.7AMASERATI Granturismo Convertible1513208G4.7AMASERATI QUATTROPORTE1512198G3AMercedes-Benz C 300 4MATIC20172463.5AMercedes-Benz C 35023202963.5AMercedes-Benz C 350 (Coupe)22192866.2AMercedes-Benz C 63
  • 67. AMG1513198G6.2AMercedes-Benz C 63 AMG Coupe1513198G3.5AMercedes-Benz E 350 (CONVERTIBLE)22182863.5AMercedes-Benz E 350 (coupe)22192865.5AMercedes-Benz G 55013121584.7AMercedes-Benz GL 450 4MATIC15131885.5AMercedes-Benz GL 550 4MATIC14121783.5AMercedes-Benz GLK 35018162263.5AMercedes-Benz GLK 350 4MATIC18162163.5AMercedes-Benz ML 350 4MATIC19172263.5AMercedes-Benz R 350 4MATIC18162165.5AMercedes-Benz SL 5501714228G6.2AMercedes-Benz SL 63 AMG1412198G3.5AMercedes-Benz SLK 35023202966.2AMMercedes-Benz SLS AMG1614208G6.2AMMercedes-Benz SLS AMG Roadster1614208G3SAMitsubishi Motors Corporation OUTLANDER 2WD22192662SCVMitsubishi Motors Corporation OUTLANDER 2WD25232843SAMitsubishi Motors Corporation OUTLANDER 4WD21192562.4SCVMitsubishi Motors Corporation OUTLANDER 4WD24222746.5SALamborghini Aventador Coupe13111712G2.5SCVNISSAN ALTIMA27233243.5SCVNISSAN ALTIMA23202762.5SCVNISSAN ALTIMA COUPE26233243.5SCVNISSAN ALTIMA
  • 68. COUPE23202765.6ANISSAN ARMADA 2WD15131985.6ANISSAN ARMADA 4WD14121882.5ASUZUKI Equator 2WD19172244ASUZUKI Equator 2WD17152064ASUZUKI Equator 4WD16151963.5SAINFINITI EX3520172463.5SAINFINITI EX35 AWD19172462.5ANISSAN FRONTIER 2WD19172244ANISSAN FRONTIER 2WD17152064ANISSAN FRONTIER 4WD16141963.7SAINFINITI M3721182663.7SAINFINITI M37x20172465.6SAINFINITI M5619162485.6SAINFINITI M56x18162383.5SCVNISSAN MAXIMA22192664ANISSAN PATHFINDER 2WD17152264ANISSAN PATHFINDER 4WD16142065.6SANISSAN PATHFINDER 4WD14131885.6SAINFINITI QX56 2WD16142085.6SAINFINITI QX56 4WD16142082CVTNISSAN SENTRA30273442.5SCVNISSAN SENTRA26243045.6ANISSAN TITAN 2WD15131885.6ANISSAN TITAN 4WD14121781.8ANISSAN VERSA27243241.6CVTNISSAN VERSA33303841.8CVTNISSAN VERSA30283444ANISSAN XTERRA 2WD18162264ANISSAN XTERRA 4WD17152063.8APorsche 911 C4 GTS21182663.8APorsche 911 C4 GTS Cabriolet21182763.6APorsche 911 Carrera22192763.6APorsche 911 Carrera 421182663.6APorsche 911 Carrera 4 Cabriolet21182663.6APorsche 911 Carrera 4
  • 69. Targa21182663.8APorsche 911 Carrera 4S21182663.8APorsche 911 Carrera 4S Cabriolet21182763.8APorsche 911 Carrera 4S Targa21182763.6APorsche 911 Carrera Cabriolet21192763.8APorsche 911 Carrera S22192663.8APorsche 911 Carrera S Cabriolet21192763.8APorsche 911 GTS22192663.8APorsche 911 GTS Cabriolet21192763.8APorsche 911 Speedster21192762.9APorsche Boxster24202963.4APorsche Boxster S23202963.4APorsche Boxster Spyder23202963.6SAPorsche Cayenne19162364.8APorsche Cayenne S18162282.9APorsche Cayman24202963.4APorsche Cayman R23202963.4APorsche Cayman S23202963.6APorsche Panamera21182763.6APorsche Panamera 421182664.8APorsche Panamera 4S19162484.8APorsche Panamera S19162486.7SARolls-Royce Motor Cars Limited Phantom14111812G6.7SARolls-Royce Motor Cars Limited Phantom Coupe14111812G6.7SARolls-Royce Motor Cars Limited Phantom Drophead Coupe14111812G6.7SARolls-Royce Motor Cars Limited Phantom EWB14111812G2.4ASuzuki GRAND VITARA21192542.4ASuzuki GRAND VITARA 4WD20192342.4CVTSuzuki KIZASHI26233042.4CVTSuzuki KIZASHI AWD25222942.4CVTSuzuki KIZASHI S26233142.4CVTSuzuki KIZASHI S AWD25233042CVTSuzuki SX426233042CVTSuzuki SX4 AWD25232942CVTSuzuki SX4 SEDAN28253242CVTSuzuki SX4 Sport26233043.7SAMAZDA
  • 70. CX-9 2WD19172463.7SAMAZDA CX-9 4WD19162262.5SAMAZDA MAZDA 524212841.5AMAZDA MAZDA230283442SAMAZDA MAZDA327243342.5SAMAZDA MAZDA325222942.5SAMAZDA MAZDA625223143.7SAMAZDA MAZDA621182762SAMAZDA MX-523212842.5SATOYOTA CAMRY28253543.5SATOYOTA CAMRY25213064ATOYOTA FJ CRUISER 2WD19172064ATOYOTA FJ CRUISER 4WD18172064.6SALEXUS GX 46017152082.7SATOYOTA HIGHLANDER 2WD22202543.5SATOYOTA HIGHLANDER 2WD20182463.5SATOYOTA HIGHLANDER 4WD19172261.3CVTSCION iQ37363742.5SALEXUS IS 250 AWD22202762.5SALEXUS IS 250/IS 250C25213063.5SALEXUS IS 350 AWD21182663.5SALEXUS IS 350/IS 350C22192764.8SALEXUS LFA12111610G3.5SALEXUS RX 35021182563.5SALEXUS RX 350 AWD20182464.6SATOYOTA SEQUOIA 2WD16142085.7SATOYOTA SEQUOIA 2WD15131884.6SATOYOTA SEQUOIA 4WD15131885.7SATOYOTA SEQUOIA 4WD14131785.7SATOYOTA SEQUOIA 4WD FFV15131782.7SATOYOTA SIENNA21192443.5SATOYOTA SIENNA21182563.5SATOYOTA SIENNA AWD19172362.7ATOYOTA TACOMA
  • 71. 2WD21192444ATOYOTA TACOMA 2WD19172162.7ATOYOTA TACOMA 4WD19182144ATOYOTA TACOMA 4WD18162162.5SASCION tC26233144SATOYOTA TUNDRA 2WD18162064.6SATOYOTA TUNDRA 2WD17152085.7SATOYOTA TUNDRA 2WD15141884.6SATOYOTA TUNDRA 4WD16141985.7SATOYOTA TUNDRA 4WD14131785.7SATOYOTA TUNDRA 4WD FFV15131882.4SASCION xB24222841.5ATOYOTA YARIS32303543.2SAVolvo Cars of North America, LLC S80 FWD23202963.2SAVolvo Cars of North America, LLC XC60 AWD20182463.2SAVolvo Cars of North America, LLC XC60 FWD21192563.2SAVolvo Cars of North America, LLC XC70 AWD20182463.2SAVolvo Cars of North America, LLC XC70 FWD21192563.2SAVolvo Cars of North America, LLC XC90 AWD18162363.2SAVolvo Cars of North America, LLC XC90 FWD19162366.3SAAudi A8L16142112G2.5SAVolkswagen BEETLE25222953.6SAVolkswagen CC 4MOTION20172562.5SAVolkswagen GOLF26243152.5SAVolkswagen Jetta26243152.5SAVolkswagen JETTA SPORTWAGEN26243152.5SAVolkswagen Passat25223153.6SAVolkswagen Passat23202863.6SAVolkswagen TOUAREG1916236
  • 72. 04_beatlesNameSize (MB)Time (sec)YearLove Me Do2.19610691071401962From Me To You1.82124900821161963She Loves You2.20283889771411963I Want To Hold Your Hand2.2605915071441963Can't Buy Me Love2.05650997161311964A Hard Day's Night2.3899135591531964I Feel Fine2.15961360931381964Eight Days A Week2.55679321291641964Ticket To Ride2.95609855651901964Help!2.16707515721381964Yesterda y1.9622640611251965Day Tripper2.61845207211681965We Can Work It Out2.11071872711351965Paperback Writer2.16067600251381966Yellow Submarine2.46538162231581966Eleanor Rigby1.98387622831261966Penny Lane2.79382514951791967All You Need Is Love3.5201606752271967Hello, Goodbye3.20942878722071967Lady Madonna2.13845157621361968Hey Jude6.55250358584241968Get Back2.97948265081921969The Ballad Of John And Yoko2.78780174261791969Something2.81366634371811969Co me Together3.99315929412581969Let It
  • 73. Be3.57082653052301970The Long And Winding Road3.40075588232191970