Regression Data Mining

  See attached doc for instruction. Due Sunday. 10pm

The data in the accompanying file

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Airline Data.xlsx

was assembled by Professor Robert Windle of the Smith School with assistance from Oliver Yao. You may be familiar with this data from earlier classes! The file contains information on 638 air routes in the United States. A route refers to a pair of airports. Note that some cities are served by more than one airport. In such cases, the airports are distinguished by their 3-letter code. The data was collected for the third quarter of 1996 (3Q96). The variables in the data set are:

The data in the accompanying file 

Airline Data.xlsx

 was assembled by Professor Robert Windle of the Smith School with assistance from Oliver Yao. You may be familiar with this data from earlier classes! The file contains information on 638 air routes in the United States. A route refers to a pair of airports. Note that some cities are served by more than one airport. In such cases, the airports are distinguished by their 3-letter code. The data was collected for the third quarter of 1996 (3Q96). The variables in the data set are:

1. S_CODE: starting airport’s code

2. S_CITY: starting city

3. E_CODE: ending airport’s code

4. E_CITY: ending city

5. COUPON: average number of coupons (a one-coupon flight is a non-stop flight, a two-coupon flight is a one-stop flight, etc.) for that route

6. NEW: number of new carriers entering that route between Q3-96 and Q2-97

7. VACATION: whether a vacation route (Yes) or not (No); Florida and Las Vegas routes are generally considered vacation routes

8. SW: whether Southwest Airlines serves that route (Yes) or not (No)

9. HI: Herfindel Index – airlines use this as a measure of market concentration

10. S_INCOME: starting city’s average personal income

11. E_INCOME: ending city’s average personal income

12. S_POP: starting city’s population

13. E_POP: ending city’s population

14. SLOT: whether either endpoint airport is slot controlled or not; this is a measure of airport congestion

15. GATE: whether either endpoint airport has gate constraints or not; this is another measure of airport congestion

16. DISTANCE: distance between two endpoint airports in miles

17. PAX: number of passengers on that route during period of data collection

18. FARE: average fare on that route

The Assignment

The goal is to predict the FARE as a function of the other variables. Please answer all questions. Supply supporting documentation and show calculations as needed (for example for the RMSE you may want to include a picture of the error measures from the Excel output). Please submit a single well-formatted PDF or Word file. The instructor should not need to go searching for your answers! You should also upload an Excel file as supporting information .

Note that the detailed instructions refer to Analytical Solver Data Mining – you are however free to use any other software.

1. Data Exploration & Visualization

a) Using the graphical capabilities of ASDM (or the software of your choice) provide a single plot that captures some aspects of the data. Include the plot as a clearly marked Exhibit.

b) What do you observe from the plot? How could your observation influence your regression model (or why would it not)?

2. Fitting a linear regression model

a) Using the data analysis menu, create dummy variables for variables VACATION, SW, GATE, and SLOT (select “Transform” – “Transform categorical data …” – “Create Dummies”).

Using the resulting new data set, randomly partition the data into 70% training and 30% validation (select “Partition” – “Standard Partition”).

Run a multivariable regression (select “Predict” – “Linear Regression”), with all numerical variables and the appropriate dummies as independent variables. Provide a summary of the model (that includes the values of the regression coefficients) or otherwise include it as a clearly marked Exhibit.

b) What is the resulting RMSE on the training data?

c) On the validation data?

d) From your model, how would you quantify the effects of GATE on the predicted FARE? Please be precise in your interpretation, thinking back to your earlier data analysis class.

e) What is the predicted fare of a leg that has COUPON = 1, NEW = 3, VACATION = No, SW = No, HI = 6000, S_income = $25000, E_income = $30000, S_POP = 4,000,000, E_POP=7,150,000, SLOT = Free and GATE = constrained, DISTANCE = 1000, and PAX = 6000?

3. Variable Selection

Experiment with variable selection methods (feel free to take advantage of the how-to tutorials in the resource center that will take you through the key steps). Note: You may want to change the FIN and FOUT settings in order to view more model choices. Set FOUT higher and FIN lower as needed.

You may want to refer to pages 143-152 in the book, which apply variable selection to the Toyota example and highlight how to interpret the model measures such as Adjusted R2 and Cp.

a) From your experiments – pick a model to run as your final regression model.

b) Provide a summary of the model or otherwise include it as a clearly marked Exhibit.

c) Why did you select this particular model? Please provide quantitative reasoning.

d) What is the resulting RMSE on the training data?

e) On the validation data?

4. Adding an interaction term

A senior consultant in the airline industry has indicated that the presence of Southwest on vacation routes has significantly been driving prices down on these legs, beyond other routes. Add this domain knowledge to your regression model from c) by creating an interaction variable (refer back to your notes on interaction variables from your data analysis class) and rerunning the linear regression model.

Note: You need to go back to your “Encoding” worksheet and manually add a column that is SW_yes * Vacation_Yes (in the Z-column). You then need to repartition your data, and make sure to expand the data selection to include the new variable in the Z-column.

a) Did your error measures improve?

b) How would you quantify the effect of SW on the fare on vacation routes vs. non-vacation routes (using your model)? Does the data support the consultant’s claim? HINT: Carefully think about which variables determine the fare on each type of route (your have both vacation and non-vacation routes, and for each type, some routes are served by SW and some are not).

2

>data

*

.

0

.99

2

Free

*

*

3 No No

9.16

2

7

Free Free

.47

*

* Baltimore/Wash Intl MD 1.06 3 No No

$29,838

3

71

97 Free Free

* Baltimore/Wash Intl MD 1.06 3 No Yes

7.35

$29,838

7145897

Free

2

Chicago IL * Baltimore/Wash Intl MD 1.06 3 No Yes 2657.35 $29,260 $29,838

7145897 Free Free 612 25144 $85.47

*

* Baltimore/Wash Intl MD

3 No Yes

8

.11

$29,838

55

7145897 Free Free 309

* Dallas/Fort Worth TX * Baltimore/Wash Intl MD

8

3 No No

8

$29,838

7145897 Free Free

*

* Baltimore/Wash Intl MD

3 Yes Yes

.00

$29,838

77

7145897 Free Free

*

* Baltimore/Wash Intl MD

3 No Yes

4

$29,838

25

7145897 Free Free

*

* Baltimore/Wash Intl MD

2 No Yes

.00

$29,838

03

7145897 Free Free

.76

*

* Baltimore/Wash Intl MD

3 Yes Yes

2.59

$29,838

7145897 Free Free

9

*

* Baltimore/Wash Intl MD

1 No Yes

.29

$29,838

7145897 Free Free

9

*

* Baltimore/Wash Intl MD

3 No Yes

.62

$29,838

8

7145897 Free Free

*

* Baltimore/Wash Intl MD

3 No Yes

.12

$29,838

499

7145897 Free Free

* Baltimore/Wash Intl MD

3 No No

$29,838

21

7145897 Controlled Free

New York/Newark NY * Baltimore/Wash Intl MD 1.00 3 No No 2626.90 $32,991 $29,838

7145897 Controlled Free 181 7171 $117.23

New York/Newark NY * Baltimore/Wash Intl MD 1.00 3 No No 2626.90 $32,991 $29,838 8621121 7145897 Free

181 7171 $117.23

*

* Baltimore/Wash Intl MD

3 Yes Yes

$29,838

7145897 Free Free

*

* Baltimore/Wash Intl MD

6

3 No Yes

8

$29,838

7145897 Free Free

8

*

* Baltimore/Wash Intl MD

3 No Yes

7

$29,838

7145897 Free Free

7

*

* Baltimore/Wash Intl MD

3 No Yes

$29,838

20

7145897 Free Free

0

*

* Baltimore/Wash Intl MD

3 No No

7.59

$29,838

17

7145897 Free Free

*

* Baltimore/Wash Intl MD

3 No Yes

$29,838

9

7145897 Free Free 729

4

*

* Baltimore/Wash Intl MD 1.13 3 Yes Yes

$29,838

7145897 Free Free

ORD Chicago IL *

1.16 3 No Yes

$29,260

7830332

Controlled Free 576

MDW Chicago IL * Birmingham AL 1.16 3 No Yes 3627.46 $29,260 $23,858 7830332 895414 Free Free 576 4138 $113.50
*

*

3 No Yes

Free Free 403

* Atlanta GA * Boston MA

3 No No

6.34

$26,993 $30,124

93

Free Free

5

JFK New York/Newark NY *

1.01 3 No No

0.09

$32,991

8621121

Controlled Free 291

LGA New York/Newark NY * Buffalo NY 1.01 3 No No 4040.09 $32,991 $23,184 8621121 1173217 Controlled Free 291 12432 $134.30
EWR New York/Newark NY * Buffalo NY 1.01 3 No No 4040.09 $32,991 $23,184 8621121 1173217 Free Constrained 291 12432 $134.30
JFK New York/Newark NY *

1.34 0 No No

7.89

$32,991

8621121

Controlled Free 637

3

LGA New York/Newark NY * Charleston SC 1.34 3 No No 2587.89 $32,991 $18,851 8621121 254153 Controlled Free 637 6003 $118.95
EWR New York/Newark NY * Charleston SC 1.34 1 No No 2587.89 $32,991 $18,851 8621121 254153 Free Constrained 637 6003 $118.95
* Atlanta GA *

1.01 3 No No

$26,993

3532657

92

Free Constrained

* Boston MA * Charlotte NC 1.25 3 No No

$30,124 $25,237

1318892 Free Constrained

ORD Chicago IL * Charlotte NC 1.16 3 No No

$29,260 $25,237 7830332 1318892 Controlled Constrained 589

MDW Chicago IL * Charlotte NC 1.16 3 No No 4523.31 $29,260 $25,237 7830332 1318892 Free Constrained 589 5153 $234.15
* Dallas/Fort Worth TX * Charlotte NC 1.14 3 No No

$28,637 $25,237 3036732 1318892 Free Constrained

JFK New York/Newark NY * Charlotte NC 1.12 3 No No

$32,991 $25,237 8621121 1318892 Controlled Constrained

LGA New York/Newark NY * Charlotte NC 1.12 3 No No 8714.03 $32,991 $25,237 8621121 1318892 Controlled Constrained 539 9305 $250.73
EWR New York/Newark NY * Charlotte NC 1.12 3 No No 8714.03 $32,991 $25,237 8621121 1318892 Free Constrained 539 9305 $250.73
* Atlanta GA ORD Chicago IL

3 No No

$26,993 $29,260 3532657 7830332 Controlled Free

* Atlanta GA MDW Chicago IL 1.04 3 No No 2712.37 $26,993 $29,260 3532657 7830332 Free Free 595 30877 $106.60
*

ORD Chicago IL 1.25 3 No Yes

$29,260

660

7830332 Controlled Free

* Austin TX MDW Chicago IL 1.25 3 No Yes 4417.16 $23,665 $29,260

7830332 Free Free 974 4980 $136.27

* Boston MA ORD Chicago IL 1.15 1 No No

$30,124 $29,260 5787293 7830332 Controlled Free

7

* Boston MA MDW Chicago IL 1.15 3 No No 3977.23 $30,124 $29,260 5787293 7830332 Free Free 854 20718 $230.87
*

ORD Chicago IL 1.01 3 No No

0.81

$29,260

39

7830332 Controlled Constrained 254

.56

* Cincinnati OH MDW Chicago IL 1.01 0 No No 3910.81 $25,059 $29,260

7830332 Free Constrained 254 7069 $18

6

* Atlanta GA * Cincinnati OH 1.16 3 No No

0.13

$26,993 $25,059 3532657 1595139 Free Constrained

* Atlanta GA * Cleveland OH 1.12 3 No No

8.87

$26,993 $26,046 3532657

Free Free

ORD Chicago IL * Cleveland OH 1.01 3 No Yes

0.91

$29,260 $26,046 7830332 2915745 Controlled Free

05

MDW Chicago IL * Cleveland OH 1.01 1 No Yes 2800.91 $29,260 $26,046 7830332 2915745 Free Free 316 24405 $69.10
* Dallas/Fort Worth TX *

1.06 3 No No

$28,637

3036732

4

Free Free

* Houston TX * Colorado Springs CO

3 No No

$27,211 $22,263

254 Free Free

1

* Las Vegas NV * Colorado Springs CO 1.16 3 Yes No

5.14

$24,575 $22,263

4

472254 Free Free

* Los Angeles CA * Colorado Springs CO

3 No No

$24,706 $22,263 9056076 472254 Free Free

JFK New York/Newark NY * Colorado Springs CO 1.36 3 No No

1.04

$32,991 $22,263 8621121 472254 Controlled Free

LGA New York/Newark NY * Colorado Springs CO 1.36 3 No No 2421.04 $32,991 $22,263 8621121 472254 Controlled Free 1636 5185 $154.74
EWR New York/Newark NY * Colorado Springs CO 1.36 3 No No 2421.04 $32,991 $22,263 8621121 472254 Free Constrained 1636 5185 $154.74
* Phoenix AZ * Colorado Springs CO

3 No No

$23,025 $22,263 2753373 472254 Free Free

* Colorado Springs CO

3 No No

$22,263

4

472254 Free Free

6

Washington DC * Colorado Springs CO 1.68 3 No No 2661.53 $31,981 $22,263

472254 Controlled Free 1476 4945 $157.20

* Atlanta GA *

1.13 3 No No

$26,993

3532657

Free Free

* Boston MA * Columbus OH

3 No No

.64

$30,124 $24,502 5787293 1442203 Free Free

8

ORD Chicago IL * Columbus OH 1.01 3 No Yes

$29,260 $24,502 7830332 1442203 Controlled Free

MDW Chicago IL * Columbus OH 1.01 0 No Yes 2668.20 $29,260 $24,502 7830332 1442203 Free Free 286 14516 $75.07
*

* Dallas/Fort Worth TX

3 No Yes

$28,637

9

3036732 Free Free 573

* Atlanta GA * Dallas/Fort Worth TX

3 No No

$26,993 $28,637 3532657 3036732 Free Free 734

* Austin TX * Dallas/Fort Worth TX 1.00 3 No Yes

$23,665 $28,637 1038660 3036732 Free Free 184

* Boston MA * Dallas/Fort Worth TX 1.19 3 No No

$30,124 $28,637 5787293 3036732 Free Free

.37

ORD Chicago IL * Dallas/Fort Worth TX 1.14 3 No No

$29,260 $28,637 7830332 3036732 Controlled Free

MDW Chicago IL * Dallas/Fort Worth TX 1.14 3 No No 6205.97 $29,260 $28,637 7830332 3036732 Free Free 805 20264 $244.50
*

* Dallas/Fort Worth TX 1.02 3 No Yes

$28,637

5

3036732 Free Free

* Atlanta GA *

3 No No

$26,993

3532657

Free Free

* Boston MA * Denver CO

3 No No

0.91

$30,124 $29,055 5787293 1862106 Free Free

0

ORD Chicago IL * Denver CO

3 No No

$29,260 $29,055 7830332 1862106 Controlled Free

MDW Chicago IL * Denver CO 1.08 3 No No 5792.28 $29,260 $29,055 7830332 1862106 Free Free 902 16263 $174.06
* Dallas/Fort Worth TX * Denver CO 1.06 3 No No

$28,637 $29,055 3036732 1862106 Free Free

* Atlanta GA *

1.05 3 No No

$26,993

3532657

44

Free Constrained 600

* Boston MA * Detroit MI 1.06 3 No No

$30,124 $26,506 5787293

Free Constrained

ORD Chicago IL * Detroit MI 1.00 3 No Yes

$29,260 $26,506 7830332 4459144 Controlled Constrained 237

13

MDW Chicago IL * Detroit MI 1.00 3 No Yes 3059.78 $29,260 $26,506 7830332 4459144 Free Constrained 237 34113 $74.28
* Dallas/Fort Worth TX * Detroit MI 1.22 3 No No

$28,637 $26,506 3036732 4459144 Free Constrained

* Denver CO * Detroit MI

3 No No

$29,055 $26,506 1862106 4459144 Free Constrained

* Dallas/Fort Worth TX *

1.02 3 No Yes

$28,637

3036732

757

Free Free

* Atlanta GA * Fort Lauderdale FL 1.02 3 Yes No

$26,993 $26,752 3532657

Free Free 578

* Boston MA * Fort Lauderdale FL

3 Yes No

.54

$30,124 $26,752 5787293 1440377 Free Free

ORD Chicago IL * Fort Lauderdale FL 1.15 3 Yes Yes

2.76

$29,260 $26,752 7830332 1440377 Controlled Free

MDW Chicago IL * Fort Lauderdale FL 1.15 3 Yes Yes 2482.76 $29,260 $26,752 7830332 1440377 Free Free 1168 10117 $153.95
* Dallas/Fort Worth TX * Fort Lauderdale FL 1.16 3 Yes No

$28,637 $26,752 3036732 1440377 Free Free

* Detroit MI * Fort Lauderdale FL

3 Yes No

$26,506 $26,752 4459144 1440377 Free Constrained

* Boston MA *

3 Yes No

$30,124 $26,752 5787293

6

Free Free

0

ORD Chicago IL * Fort Meyers FL

3 Yes No

$29,260 $26,752 7830332 379566 Controlled Free

MDW Chicago IL * Fort Meyers FL 1.20 3 Yes No 3247.31 $29,260 $26,752 7830332 379566 Free Free 1108 7196 $136.68
* Detroit MI * Fort Meyers FL 1.13 3 Yes No

$26,506 $26,752 4459144 379566 Free Constrained

JFK New York/Newark NY *

1.07 3 No No

.48

$32,991

8621121

45

Controlled Free

LGA New York/Newark NY * Greensboro/High Pt NC 1.07 3 No No 4840.48 $32,991 $24,348 8621121 111745 Controlled Free 457 7574 $180.85
EWR New York/Newark NY * Greensboro/High Pt NC 1.07 3 No No 4840.48 $32,991 $24,348 8621121 111745 Free Constrained 457 7574 $180.85
* Atlanta GA *

1.34 3 No No

$26,993

3532657

Free Free 854

ORD Chicago IL * Hartford CT 1.13 3 No No

$29,260 $30,268 7830332 1106780 Controlled Free

MDW Chicago IL * Hartford CT 1.13 3 No No 4146.13 $29,260 $30,268 7830332 1106780 Free Free 779 6614 $240.88
* Las Vegas NV *

3 Yes No

.14

$24,575

Free Free

2

.19

* Los Angeles CA * Honolulu (Intl) HI

3 Yes No

$24,706 $26,681 9056076 873131 Free Free

24

.16

* San Francisco CA * Honolulu (Intl) HI 1.04 3 Yes No

$38,813 $26,681

873131 Free Free

* Seattle/Tacoma WA * Honolulu (Intl) HI 1.29 3 Yes No

$26,681

873131 Free Free

* Atlanta GA * Houston TX 1.19 3 No No

$26,993 $27,211 3532657 3770125 Free Free 701

* Austin TX * Houston TX 1.00 3 No Yes

$23,665 $27,211 1038660 3770125 Free Free 138

* Boston MA * Houston TX

3 No No

$30,124 $27,211 5787293 3770125 Free Free

.97

ORD Chicago IL * Houston TX 1.09 3 No Yes

2.42

$29,260 $27,211 7830332 3770125 Controlled Free 939

MDW Chicago IL * Houston TX 1.09 3 No Yes 2572.42 $29,260 $27,211 7830332 3770125 Free Free 939 16868 $139.56
* Cleveland OH * Houston TX 1.31 3 No Yes

$26,046 $27,211

3770125 Free Free 1117

* Corpus Christi TX * Houston TX 1.00 3 No Yes

$18,933 $27,211 382155 3770125 Free Free 184

* Dallas/Fort Worth TX * Houston TX 1.00 3 No Yes

$28,637 $27,211 3036732 3770125 Free Free 234

* Denver CO * Houston TX 1.14 3 No No

3.10

$29,055 $27,211 1862106 3770125 Free Free 866

0

* Detroit MI * Houston TX 1.19 3 No Yes

$26,506 $27,211 4459144 3770125 Free Constrained

* Atlanta GA *

1.12 3 No No

$26,993

3532657

7

Free Free

ORD Chicago IL * Indianapolis IN 1.00 3 No Yes

.18

$29,260 $25,475 7830332 1489247 Controlled Free 167

MDW Chicago IL * Indianapolis IN 1.00 0 No Yes 3702.18 $29,260 $25,475 7830332 1489247 Free Free 167 9355 $62.63
* Detroit MI * Indianapolis IN

3 No Yes

$26,506 $25,475 4459144 1489247 Free Constrained

0

* Fort Meyers FL * Indianapolis IN 1.21 3 Yes No

4.26

$25,475 379566 1489247 Free Free

* Las Vegas NV * Indianapolis IN 1.34 3 Yes No

5

$24,575 $25,475 1197234 1489247 Free Free

* Los Angeles CA * Indianapolis IN 1.52 3 No No

$24,706 $25,475 9056076 1489247 Free Free

JFK New York/Newark NY * Indianapolis IN 1.27 0 No No

.34

$32,991 $25,475 8621121 1489247 Controlled Free 657

LGA New York/Newark NY * Indianapolis IN 1.27 3 No No 3543.34 $32,991 $25,475 8621121 1489247 Controlled Free 657 7109 $195.64
EWR New York/Newark NY * Indianapolis IN 1.27 3 No No 3543.34 $32,991 $25,475 8621121 1489247 Free Constrained 657 7109 $195.64
* Orlando FL * Indianapolis IN 1.24 3 Yes Yes

9.48

$22,360 $25,475

1489247 Free Free

* Phoenix AZ * Indianapolis IN 1.27 3 No Yes

6.75

$23,025 $25,475 2753373 1489247 Free Free

* San Francisco CA * Indianapolis IN

3 No No

$38,813 $25,475 1653017 1489247 Free Free

1

* Tampa FL * Indianapolis IN 1.28 3 Yes Yes

$23,654 $25,475 2195215 1489247 Free Free 844

* Atlanta GA *

1.00 3 Yes No

.75

$26,993

3532657

8

Free Free 280

1

ORD Chicago IL * Jacksonville FL

3 Yes No

8.81

$29,260 $23,614 7830332

768 Controlled Free

3789

MDW Chicago IL * Jacksonville FL 1.45 3 Yes No 3198.81 $29,260 $23,614 7830332 1008768 Free Free 865 3789 $158.63
* Fort Lauderdale FL * Jacksonville FL 1.01 3 Yes No

$26,752 $23,614 1440377 1008768 Free Free 303

* Atlanta GA * Kansas City MO 1.11 0 No No

$26,993

3532657

Free Free

ORD Chicago IL * Kansas City MO 1.04 3 No Yes

$29,260 $25,450 7830332 1694803 Controlled Free

MDW Chicago IL * Kansas City MO 1.04 0 No Yes 3296.05 $29,260 $25,450 7830332 1694803 Free Free 407 20529 $75.71
* Dallas/Fort Worth TX * Kansas City MO 1.20 3 No No

$28,637 $25,450 3036732 1694803 Free Free 458

* Denver CO * Kansas City MO 1.02 3 No No

$29,055 $25,450 1862106 1694803 Free Free 541

* Detroit MI * Kansas City MO 1.31 3 No Yes

.75

$26,506 $25,450 4459144 1694803 Free Constrained 639

* Houston TX * Kansas City MO 1.08 2 No Yes

$27,211 $25,450 3770125 1694803 Free Free

* Las Vegas NV * Kansas City MO

0 Yes Yes

$24,575 $25,450 1197234 1694803 Free Free

* Los Angeles CA * Kansas City MO 1.31 2 No Yes

$24,706 $25,450 9056076 1694803 Free Free

* Albuquerque NM * Las Vegas NV 1.08 0 Yes Yes

$22,089 $24,575 668159 1197234 Free Free 479

* Atlanta GA * Las Vegas NV

3 Yes No

$26,993 $24,575 3532657 1197234 Free Free

* Austin TX * Las Vegas NV 1.35 3 Yes Yes

$23,665 $24,575 1038660 1197234 Free Free

* Boston MA * Las Vegas NV

3 Yes No

$30,124 $24,575 5787293 1197234 Free Free

*

* Las Vegas NV 1.00 3 Yes Yes

$24,706 $24,575 9056076 1197234 Free Free

ORD Chicago IL * Las Vegas NV 1.15 3 Yes Yes

$29,260 $24,575 7830332 1197234 Controlled Free

MDW Chicago IL * Las Vegas NV 1.15 3 Yes Yes 2044.21 $29,260 $24,575 7830332 1197234 Free Free 1519 23739 $123.74
* Cleveland OH * Las Vegas NV 1.36 0 Yes Yes

$26,046 $24,575 2230955 1197234 Free Free

* Columbus OH * Las Vegas NV

3 Yes No

6.58

$24,502 $24,575

1197234 Free Free

* Dallas/Fort Worth TX * Las Vegas NV 1.16 3 Yes No

6.51

$28,637 $24,575 3036732 1197234 Free Free

* Denver CO * Las Vegas NV 1.13 3 Yes No

.10

$29,055 $24,575 1862106 1197234 Free Free

* Detroit MI * Las Vegas NV 1.19 3 Yes No

$26,506 $24,575 4459144 1197234 Free Constrained

* Houston TX * Las Vegas NV

3 Yes Yes

$27,211 $24,575 3770125 1197234 Free Free

* Los Angeles CA * Las Vegas NV 1.00 0 Yes Yes

$24,706 $24,575 9056076 1197234 Free Free

* Los Angeles CA * Las Vegas NV 1.00 0 Yes Yes 2522.01 $24,706 $24,575 9056076 1197234 Free Free 238 51358 $55.57

* Dallas/Fort Worth TX *

1.00 3 No Yes

$28,637

3036732

Free Free 308

1

* Albuquerque NM * Los Angeles CA 1.09 3 No Yes

$22,089 $24,706 668159 9056076 Free Free 673

* Atlanta GA * Los Angeles CA

3 No No

5.98

$26,993 $24,706 3532657 9056076 Free Free

* Boston MA * Los Angeles CA 1.35 3 No No

$30,124 $24,706 5787293 9056076 Free Free

7

ORD Chicago IL * Los Angeles CA 1.19 3 No No

$29,260 $24,706 7830332 9056076 Controlled Free

MDW Chicago IL * Los Angeles CA 1.19 3 No No 3413.42 $29,260 $24,706 7830332 9056076 Free Free 1751 29771 $233.78
* Cleveland OH * Los Angeles CA 1.56 3 No No

$26,046 $24,706 2230955 9056076 Free Free

* Columbus OH * Los Angeles CA

3 No No

$24,502 $24,706 125722 9056076 Free Free

6

* Dallas/Fort Worth TX * Los Angeles CA 1.20 3 No No

$28,637 $24,706 3036732 9056076 Free Free

* Denver CO * Los Angeles CA

3 No No

$29,055 $24,706 1862106 9056076 Free Free 854

* Detroit MI * Los Angeles CA 1.52 3 No No

$26,506 $24,706 4459144 9056076 Free Constrained

.49

* Fort Lauderdale FL * Los Angeles CA 1.27 3 Yes No

$26,752 $24,706 1440377 9056076 Free Free

* Houston TX * Los Angeles CA 1.27 3 No Yes

3

$27,211 $24,706 3770125 9056076 Free Free

* Atlanta GA *

1.04 3 No No

$26,993

3532657

Free Free 320

* Baltimore/Wash Intl MD * Louisville KY 1.13 3 No Yes

$29,838 $24,307

989164 Free Free 495

ORD Chicago IL * Louisville KY 1.02 3 No Yes

$29,260 $24,307 7830332 989164 Controlled Free 276

MDW Chicago IL * Louisville KY 1.02 3 No Yes 4109.87 $29,260 $24,307 7830332 989164 Free Free 276 8793 $68.06
* Dallas/Fort Worth TX *

1.00 3 No Yes

$28,637

3036732

Free Free

* Atlanta GA *

1.01 3 No No

$26,993

3532657

8

Free Free

* Atlanta GA *

1.01 1 Yes No

$26,993

3532657

04

Free Free 595

* Boston MA * Miami FL 1.24 3 Yes No

$30,124 $21,207 5787293

Free Free

ORD Chicago IL * Miami FL 1.15 3 Yes No

.24

$29,260 $21,207 7830332 2105604 Controlled Free

MDW Chicago IL * Miami FL 1.15 0 Yes No 3947.24 $29,260 $21,207 7830332 2105604 Free Free 1187 10671 $168.92
* Dallas/Fort Worth TX * Miami FL 1.16 3 Yes No

.86

$28,637 $21,207 3036732 2105604 Free Free

* Detroit MI * Miami FL 1.17 3 Yes No

$26,506 $21,207 4459144 2105604 Free Constrained

* Los Angeles CA * Miami FL 1.21 3 Yes No

$24,706 $21,207 9056076 2105604 Free Free

3

* Las Vegas NV *

1.42 3 Yes No

$24,575

1197234

7

Free Free

JFK New York/Newark NY * Milwaukee WI 1.29 3 No No

$32,991 $26,695 8621121 1646147 Controlled Free 736

LGA New York/Newark NY * Milwaukee WI 1.29 3 No No 6108.57 $32,991 $26,695 8621121 1646147 Controlled Free 736 6590 $190.09
EWR New York/Newark NY * Milwaukee WI 1.29 1 No No 6108.57 $32,991 $26,695 8621121 1646147 Free Constrained 736 6590 $190.09
* Orlando FL * Milwaukee WI 1.49 3 Yes No

$22,360 $26,695 1421287 1646147 Free Free

5

* Phoenix AZ * Milwaukee WI 1.36 3 No No

$23,025 $26,695 2753373 1646147 Free Free

* Atlanta GA *

1.17 3 No No

$26,993

3532657

Free Constrained

* Boston MA * Minneapolis/St Paul MN 1.18 3 No No

$30,124 $28,739 5787293 2761118 Free Constrained

ORD Chicago IL * Minneapolis/St Paul MN 1.01 3 No No

$29,260 $28,739 7830332 2761118 Controlled Constrained

MDW Chicago IL * Minneapolis/St Paul MN 1.01 3 No No 3911.17 $29,260 $28,739 7830332 2761118 Free Constrained 342 29137 $156.93
* Dallas/Fort Worth TX * Minneapolis/St Paul MN 1.10 3 No No

$28,637 $28,739 3036732 2761118 Free Constrained 857

* Denver CO * Minneapolis/St Paul MN 1.02 3 No No

$29,055 $28,739 1862106 2761118 Free Constrained 693

7

* Detroit MI * Minneapolis/St Paul MN 1.14 3 No No

$26,506 $28,739 4459144 2761118 Free Constrained 530

* Kansas City MO * Minneapolis/St Paul MN 1.19 3 No No

$25,450 $28,739 1694803 2761118 Free Constrained 401

* Las Vegas NV * Minneapolis/St Paul MN 1.13 3 Yes No

$24,575 $28,739 1197234 2761118 Free Constrained

* Los Angeles CA * Minneapolis/St Paul MN 1.24 3 No No

$24,706 $28,739 9056076 2761118 Free Constrained

ORD Chicago IL * Nashville TN 1.02 3 No Yes

$29,260 $25,995 7830332 1115048 Controlled Free 401

MDW Chicago IL * Nashville TN 1.02 3 No Yes 3463.96 $29,260 $25,995 7830332 1115048 Free Free 401 10902 $84.21
* Dallas/Fort Worth TX * Nashville TN 1.10 3 No No

$28,637 $25,995 3036732 1115048 Free Free

* Detroit MI * Nashville TN 1.16 2 No Yes

$26,506 $25,995 4459144 1115048 Free Constrained 466

* Houston TX * Nashville TN 1.08 3 No Yes

$27,211 $25,995 3770125 1115048 Free Free 671 5772

* Los Angeles CA * Nashville TN 1.57 2 No Yes

6.38

$24,706 $25,995 9056076 1115048 Free Free

JFK New York/Newark NY * Nashville TN

3 No No

$32,991 $25,995 8621121 1115048 Controlled Free 760

LGA New York/Newark NY * Nashville TN 1.26 3 No No 3647.27 $32,991 $25,995 8621121 1115048 Controlled Free 760 7387 $215.01
EWR New York/Newark NY * Nashville TN 1.26 3 No No 3647.27 $32,991 $25,995 8621121 1115048 Free Constrained 760 7387 $215.01
* Orlando FL * Nashville TN 1.17 1 Yes Yes

$22,360 $25,995 1421287 1115048 Free Free

* Atlanta GA * New Orleans LA 1.02 3 No No

$26,993 $22,038 3532657

499

Free Free 419

ORD Chicago IL * New Orleans LA 1.20 3 No Yes

$29,260 $22,038 7830332

Controlled Free

MDW Chicago IL * New Orleans LA 1.20 3 No Yes 2621.01 $29,260 $22,038 7830332 1308499 Free Free 829 8356 $132.85
* Dallas/Fort Worth TX * New Orleans LA 1.05 3 No Yes

$28,637 $22,038 3036732 1308499 Free Free 455

* Houston TX * New Orleans LA 1.01 3 No Yes

$27,211 $22,038 3770125 1308499 Free Free 319

4

* Los Angeles CA * New Orleans LA

3 No Yes

$24,706 $22,038 9056076 1308499 Free Free

* Albuquerque NM JFK New York/Newark NY 1.92 3 No No

$22,089 $32,991 668159 8621121 Controlled Free

* Albuquerque NM LGA New York/Newark NY 1.92 3 No No 1940.17 $22,089 $32,991 668159 8621121 Controlled Free 1822 4002 $208.79
* Albuquerque NM EWR New York/Newark NY 1.92 3 No No 1940.17 $22,089 $32,991 668159 8621121 Free Constrained 1822 4002 $208.79
* Atlanta GA JFK New York/Newark NY 1.06 3 No No

.38

$26,993 $32,991 3532657 8621121 Controlled Free 756

* Atlanta GA LGA New York/Newark NY 1.06 3 No No 4593.38 $26,993 $32,991 3532657 8621121 Controlled Free 756 48642 $162.28
* Atlanta GA EWR New York/Newark NY 1.06 3 No No 4593.38 $26,993 $32,991 3532657 8621121 Free Constrained 756 48642 $162.28
* Austin TX JFK New York/Newark NY

3 No No

$23,665 $32,991 1038660 8621121 Controlled Free

* Austin TX LGA New York/Newark NY 1.69 3 No No 3447.63 $23,665 $32,991 1038660 8621121 Controlled Free 1515 3802 $287.23
* Austin TX EWR New York/Newark NY 1.69 3 No No 3447.63 $23,665 $32,991 1038660 8621121 Free Constrained 1515 3802 $287.23
* Boston MA JFK New York/Newark NY 1.00 3 No No

$30,124 $32,991 5787293 8621121 Controlled Free 183

* Boston MA LGA New York/Newark NY 1.00 3 No No 2850.33 $30,124 $32,991 5787293 8621121 Controlled Free 183 66820 $116.78
* Boston MA EWR New York/Newark NY 1.00 3 No No 2850.33 $30,124 $32,991 5787293 8621121 Free Constrained 183 66820 $116.78
ORD Chicago IL JFK New York/Newark NY 1.05 3 No No

$29,260 $32,991 7830332 8621121 Controlled Free 723

ORD Chicago IL LGA New York/Newark NY 1.05 3 No No 3316.90 $29,260 $32,991 7830332 8621121 Controlled Free 723 73892 $159.71
ORD Chicago IL EWR New York/Newark NY 1.05 3 No No 3316.90 $29,260 $32,991 7830332 8621121 Controlled Constrained 723 73892 $159.71
MDW Chicago IL JFK New York/Newark NY 1.05 3 No No 3316.90 $29,260 $32,991 7830332 8621121 Controlled Free 723 73892 $159.71
MDW Chicago IL LGA New York/Newark NY 1.05 3 No No 3316.90 $29,260 $32,991 7830332 8621121 Controlled Free 723 73892 $159.71
MDW Chicago IL EWR New York/Newark NY 1.05 3 No No 3316.90 $29,260 $32,991 7830332 8621121 Free Constrained 723 73892 $159.71
* Cincinnati OH JFK New York/Newark NY 1.10 3 No No

$25,059 $32,991 1595139 8621121 Controlled Constrained 582

* Cincinnati OH LGA New York/Newark NY 1.10 3 No No 6102.03 $25,059 $32,991 1595139 8621121 Controlled Constrained 582 9567 $205.00
* Cincinnati OH EWR New York/Newark NY 1.10 3 No No 6102.03 $25,059 $32,991 1595139 8621121 Free Constrained 582 9567 $205.00
* Cleveland OH JFK New York/Newark NY 1.07 3 No No

$26,046 $32,991 2230955 8621121 Controlled Free 408

* Cleveland OH LGA New York/Newark NY 1.07 3 No No 6798.94 $26,046 $32,991 2230955 8621121 Controlled Free 408 13252 $143.44
* Cleveland OH EWR New York/Newark NY 1.07 3 No No 6798.94 $26,046 $32,991 2230955 8621121 Free Constrained 408 13252 $143.44
* Columbus OH JFK New York/Newark NY 1.11 0 No No

$24,502 $32,991 125722 8621121 Controlled Free 475

* Columbus OH LGA New York/Newark NY 1.11 3 No No 3046.45 $24,502 $32,991 125722 8621121 Controlled Free 475 10168 $174.87
* Columbus OH EWR New York/Newark NY 1.11 3 No No 3046.45 $24,502 $32,991 125722 8621121 Free Constrained 475 10168 $174.87
* Dallas/Fort Worth TX JFK New York/Newark NY 1.12 3 No No

.72

$28,637 $32,991 3036732 8621121 Controlled Free

* Dallas/Fort Worth TX LGA New York/Newark NY 1.12 3 No No 6583.72 $28,637 $32,991 3036732 8621121 Controlled Free 1389 24082 $304.18
* Dallas/Fort Worth TX EWR New York/Newark NY 1.12 3 No No 6583.72 $28,637 $32,991 3036732 8621121 Free Constrained 1389 24082 $304.18
* Denver CO JFK New York/Newark NY 1.25 3 No No

$29,055 $32,991 1862106 8621121 Controlled Free

* Denver CO LGA New York/Newark NY 1.25 3 No No 4809.10 $29,055 $32,991 1862106 8621121 Controlled Free 1624 16240 $270.36
* Denver CO EWR New York/Newark NY 1.25 3 No No 4809.10 $29,055 $32,991 1862106 8621121 Free Constrained 1624 16240 $270.36
* Detroit MI JFK New York/Newark NY 1.06 3 No No

$26,506 $32,991 4459144 8621121 Controlled Constrained

* Detroit MI LGA New York/Newark NY 1.06 3 No No 5430.52 $26,506 $32,991 4459144 8621121 Controlled Constrained 492 17775 $209.35
* Detroit MI EWR New York/Newark NY 1.06 3 No No 5430.52 $26,506 $32,991 4459144 8621121 Free Constrained 492 17775 $209.35
* Fort Lauderdale FL JFK New York/Newark NY 1.06 3 Yes No

$26,752 $32,991 1440377 8621121 Controlled Free

* Fort Lauderdale FL LGA New York/Newark NY 1.06 3 Yes No 2828.16 $26,752 $32,991 1440377 8621121 Controlled Free 1068 40159 $123.18
* Fort Lauderdale FL EWR New York/Newark NY 1.06 3 Yes No 2828.16 $26,752 $32,991 1440377 8621121 Free Constrained 1068 40159 $123.18
* Fort Meyers FL JFK New York/Newark NY 1.22 3 Yes No

$24,510 $32,991 379566 8621121 Controlled Free

* Fort Meyers FL LGA New York/Newark NY 1.22 3 Yes No 3536.16 $24,510 $32,991 379566 8621121 Controlled Free 1076 9399 $143.20
* Fort Meyers FL EWR New York/Newark NY 1.22 3 Yes No 3536.16 $24,510 $32,991 379566 8621121 Free Constrained 1076 9399 $143.20
*

JFK New York/Newark NY 1.29 0 No No

2.00

$32,991

8621121 Controlled Free 613

* Greenville/Sprtnbg SC LGA New York/Newark NY 1.29 3 No No 3152.00 $21,081 $32,991 895123 8621121 Controlled Free 613 3806 $144.60
* Greenville/Sprtnbg SC EWR New York/Newark NY 1.29 3 No No 3152.00 $21,081 $32,991 895123 8621121 Free Constrained 613 3806 $144.60
* Houston TX JFK New York/Newark NY 1.29 1 No No

$27,211 $32,991 3770125 8621121 Controlled Free

* Houston TX LGA New York/Newark NY 1.29 3 No No 6438.27 $27,211 $32,991 3770125 8621121 Controlled Free 1426 15711 $349.53
* Houston TX EWR New York/Newark NY 1.29 3 No No 6438.27 $27,211 $32,991 3770125 8621121 Free Constrained 1426 15711 $349.53
* Jacksonville FL JFK New York/Newark NY 1.34 3 Yes No

$23,614 $32,991 1008768 8621121 Controlled Free

* Jacksonville FL LGA New York/Newark NY 1.34 3 Yes No 3840.28 $23,614 $32,991 1008768 8621121 Controlled Free 842 7098 $183.43
* Jacksonville FL EWR New York/Newark NY 1.34 3 Yes No 3840.28 $23,614 $32,991 1008768 8621121 Free Constrained 842 7098 $183.43
* Kansas City MO JFK New York/Newark NY

3 No No

$25,450 $32,991 1694803 8621121 Controlled Free

* Kansas City MO LGA New York/Newark NY 1.40 0 No No 2617.87 $25,450 $32,991 1694803 8621121 Controlled Free 1103 7543 $223.99
* Kansas City MO EWR New York/Newark NY 1.40 3 No No 2617.87 $25,450 $32,991 1694803 8621121 Free Constrained 1103 7543 $223.99
* Las Vegas NV JFK New York/Newark NY 1.36 3 Yes No

$24,575 $32,991 1197234 8621121 Controlled Free

* Las Vegas NV LGA New York/Newark NY 1.36 3 Yes No 2263.81 $24,575 $32,991 1197234 8621121 Controlled Free 2237 26582 $169.41
* Las Vegas NV EWR New York/Newark NY 1.36 3 Yes No 2263.81 $24,575 $32,991 1197234 8621121 Free Constrained 2237 26582 $169.41
* Los Angeles CA JFK New York/Newark NY 1.17 3 No No

$24,706 $32,991 9056076 8621121 Controlled Free

* Los Angeles CA LGA New York/Newark NY 1.17 3 No No 2517.74 $24,706 $32,991 9056076 8621121 Controlled Free 2467 60435 $326.47
* Los Angeles CA EWR New York/Newark NY 1.17 3 No No 2517.74 $24,706 $32,991 9056076 8621121 Free Constrained 2467 60435 $326.47
* Memphis TN JFK New York/Newark NY 1.29 3 No No

$24,725 $32,991

558

8621121 Controlled Free 951 4614

* Memphis TN LGA New York/Newark NY 1.29 3 No No 6317.55 $24,725 $32,991 1074558 8621121 Controlled Free 951 4614 $234.31
* Memphis TN EWR New York/Newark NY 1.29 3 No No 6317.55 $24,725 $32,991 1074558 8621121 Free Constrained 951 4614 $234.31
* Miami FL JFK New York/Newark NY 1.05 3 Yes No

$21,207 $32,991 2105604 8621121 Controlled Free

* Miami FL LGA New York/Newark NY 1.05 3 Yes No 3042.09 $21,207 $32,991 2105604 8621121 Controlled Free 1097 51122 $124.92
* Miami FL EWR New York/Newark NY 1.05 3 Yes No 3042.09 $21,207 $32,991 2105604 8621121 Free Constrained 1097 51122 $124.92
* Minneapolis/St Paul MN JFK New York/Newark NY 1.15 3 No No

$28,739 $32,991 2761118 8621121 Controlled Constrained

* Minneapolis/St Paul MN LGA New York/Newark NY 1.15 3 No No 6143.20 $28,739 $32,991 2761118 8621121 Controlled Constrained 1015 13123 $278.39
* Minneapolis/St Paul MN EWR New York/Newark NY 1.15 3 No No 6143.20 $28,739 $32,991 2761118 8621121 Free Constrained 1015 13123 $278.39
* New Orleans LA JFK New York/Newark NY 1.42 3 No No

$22,038 $32,991 1308499 8621121 Controlled Free 1173

* New Orleans LA LGA New York/Newark NY 1.42 3 No No 2995.10 $22,038 $32,991 1308499 8621121 Controlled Free 1173 10334 $208.71
* New Orleans LA EWR New York/Newark NY 1.42 3 No No 2995.10 $22,038 $32,991 1308499 8621121 Free Constrained 1173 10334 $208.71
*

JFK New York/Newark NY 1.02 0 No No

$32,991

8621121 Controlled Free 291

5

* Norfolk/Va B/Pt/Ch VA LGA New York/Newark NY 1.02 3 No No 3585.86 $21,125 $32,991 1536012 8621121 Controlled Free 291 6295 $150.13
* Norfolk/Va B/Pt/Ch VA EWR New York/Newark NY 1.02 3 No No 3585.86 $21,125 $32,991 1536012 8621121 Free Constrained 291 6295 $150.13
* Burbank CA *

1.00 3 No Yes

$24,706

9056076

Free Free 325

* Las Vegas NV * Oakland CA 1.05 0 Yes Yes

$24,575 $29,846 1197234 2237227 Free Free 407

* Los Angeles CA * Oakland CA 1.00 3 No Yes

$24,706 $29,846 9056076 2237227 Free Free 334

4

* Dallas/Fort Worth TX *

1.00 1 No Yes

$28,637

3036732

Free Free 180

* Houston TX * Oklahoma City OK 1.09 3 No Yes

$27,211 $20,927 3770125 1021733 Free Free 410

ORD Chicago IL *

1.02 3 No Yes

$29,260

7830332

Controlled Free 428

MDW Chicago IL * Omaha NE 1.02 3 No Yes 5230.32 $29,260 $25,127 7830332

Free Free 428 8724 $67.77

* Denver CO * Omaha NE 1.00 3 No No

$29,055 $25,127 1862106 679984 Free Free

* Atlanta GA * Orlando FL 1.01 3 Yes No

$26,993 $22,360 3532657 1421287 Free Free 404

* Boston MA * Orlando FL 1.24 3 Yes No

$30,124 $22,360 5787293 1421287 Free Free 1119

ORD Chicago IL * Orlando FL 1.09 3 Yes Yes

$29,260 $22,360 7830332 1421287 Controlled Free 995

4

MDW Chicago IL * Orlando FL 1.09 3 Yes Yes 1853.53 $29,260 $22,360 7830332 1421287 Free Free 995 26034 $121.67
* Cincinnati OH * Orlando FL 1.17 3 Yes No

$25,059 $22,360 1595139 1421287 Free Constrained 756

* Cleveland OH * Orlando FL 1.34 3 Yes No

$26,046 $22,360 2230955 1421287 Free Free 902

* Columbus OH * Orlando FL 1.50 0 Yes Yes

$24,502 $22,360 125722 1421287 Free Free 802

* Dallas/Fort Worth TX * Orlando FL 1.08 3 Yes No

$28,637 $22,360 3036732 1421287 Free Free 984

* Denver CO * Orlando FL

3 Yes No

$29,055 $22,360 1862106 1421287 Free Free

* Detroit MI * Orlando FL 1.16 3 Yes No

$26,506 $22,360 4459144 1421287 Free Constrained 963

* Fort Lauderdale FL * Orlando FL 1.00 3 Yes Yes

$26,752 $22,360 1440377 1421287 Free Free 174

* Hartford CT * Orlando FL 1.36 3 Yes No

$30,268 $22,360 1106780 1421287 Free Free 1045

* Houston TX * Orlando FL 1.28 3 Yes Yes

$27,211 $22,360 3770125 1421287 Free Free

* Kansas City MO * Orlando FL 1.68 0 Yes Yes

$25,450 $22,360 1694803 1421287 Free Free

* Las Vegas NV * Orlando FL

3 Yes No

$24,575 $22,360 1197234 1421287 Free Free

* Los Angeles CA * Orlando FL 1.40 3 Yes No

$24,706 $22,360 9056076 1421287 Free Free

* Miami FL * Orlando FL 1.00 0 Yes No

$21,207 $22,360 2105604 1421287 Free Free

* Miami FL * Orlando FL 1.00 0 Yes No 5149.70 $21,207 $22,360 2105604 1421287 Free Free 192 7967 $96.53

* Minneapolis/St Paul MN * Orlando FL 1.34 3 Yes No

$28,739 $22,360 2761118 1421287 Free Constrained 1308 4978

* New Orleans LA * Orlando FL

3 Yes Yes

$22,038 $22,360 1308499 1421287 Free Free 541

JFK New York/Newark NY * Orlando FL 1.08 3 Yes No

$32,991 $22,360 8621121 1421287 Controlled Free 947

LGA New York/Newark NY * Orlando FL 1.08 3 Yes No 2386.85 $32,991 $22,360 8621121 1421287 Controlled Free 947 54990 $123.97
EWR New York/Newark NY * Orlando FL 1.08 3 Yes No 2386.85 $32,991 $22,360 8621121 1421287 Free Constrained 947 54990 $123.97
* Atlanta GA *

1.06 3 No No

$26,993

3532657

Free Free

* Boston MA * Philadelphia/Camden PA 1.02 0 No No

$30,124

5787293 4948339 Free Free 265

ORD Chicago IL * Philadelphia/Camden PA 1.08 3 No No

$29,260 $27,994 7830332 4948339 Controlled Free 673

MDW Chicago IL * Philadelphia/Camden PA 1.08 3 No No 3748.60 $29,260 $27,994 7830332 4948339 Free Free 673 16559 $215.06
* Dallas/Fort Worth TX * Philadelphia/Camden PA 1.17 3 No No

$28,637 $27,994 3036732 4948339 Free Free

* Denver CO * Philadelphia/Camden PA 1.35 3 No No

$29,055 $27,994 1862106 4948339 Free Free

9

* Detroit MI * Philadelphia/Camden PA 1.05 3 No No

$26,506 $27,994 4459144 4948339 Free Constrained 450

* Fort Lauderdale FL * Philadelphia/Camden PA 1.21 3 Yes No

$26,752 $27,994 1440377 4948339 Free Free

* Houston TX * Philadelphia/Camden PA 1.36 3 No No

$27,211 $27,994 3770125 4948339 Free Free

* Las Vegas NV * Philadelphia/Camden PA 1.36 3 Yes No

$24,575 $27,994 1197234 4948339 Free Free

6948

* Los Angeles CA * Philadelphia/Camden PA

3 No No

$24,706 $27,994 9056076 4948339 Free Free

* Miami FL * Philadelphia/Camden PA 1.15 3 Yes No

$21,207 $27,994 2105604 4948339 Free Free 1026

* Minneapolis/St Paul MN * Philadelphia/Camden PA 1.18 3 No No

$28,739 $27,994 2761118 4948339 Free Constrained

* Orlando FL * Philadelphia/Camden PA 1.14 3 Yes No

$22,360 $27,994 1421287 4948339 Free Free 872

3

* Albuquerque NM * Phoenix AZ 1.00 3 No Yes

$22,089 $23,025 668159 2753373 Free Free

* Atlanta GA * Phoenix AZ 1.25 3 No No

$26,993 $23,025 3532657 2753373 Free Free

* Austin TX * Phoenix AZ 1.10 3 No Yes

$23,665 $23,025 1038660 2753373 Free Free 876

* Boston MA * Phoenix AZ

3 No No

$30,124 $23,025 5787293 2753373 Free Free

* Burbank CA * Phoenix AZ 1.00 3 No Yes

$24,706 $23,025 9056076 2753373 Free Free

ORD Chicago IL * Phoenix AZ 1.11 3 No Yes

$29,260 $23,025 7830332 2753373 Controlled Free

9

MDW Chicago IL * Phoenix AZ 1.11 3 No Yes 2297.85 $29,260 $23,025 7830332 2753373 Free Free 1446 23009 $152.10
* Cleveland OH * Phoenix AZ 1.56 0 No Yes

$26,046 $23,025 2230955 2753373 Free Free

4272

* Columbus OH * Phoenix AZ 1.56 3 No Yes

$24,502 $23,025 125722 2753373 Free Free

* Dallas/Fort Worth TX * Phoenix AZ 1.10 0 No No

$28,637 $23,025 3036732 2753373 Free Free

* Denver CO * Phoenix AZ 1.02 0 No No

$29,055 $23,025 1862106 2753373 Free Free 590

* Detroit MI * Phoenix AZ 1.22 3 No Yes

$26,506 $23,025 4459144 2753373 Free Constrained

* El Paso TX * Phoenix AZ 1.00 3 No Yes

$14,600 $23,025 677757 2753373 Free Free 353 6211

* Houston TX * Phoenix AZ 1.08 3 No Yes

$27,211 $23,025 3770125 2753373 Free Free 1014

* Kansas City MO * Phoenix AZ 1.18 3 No Yes

$25,450 $23,025 1694803 2753373 Free Free

* Las Vegas NV * Phoenix AZ 1.00 3 Yes Yes

$24,575 $23,025 1197234 2753373 Free Free 248

* Los Angeles CA * Phoenix AZ 1.01 3 No Yes

$24,706 $23,025 9056076 2753373 Free Free

* Minneapolis/St Paul MN * Phoenix AZ 1.12 0 No No

$28,739 $23,025 2761118 2753373 Free Constrained

JFK New York/Newark NY * Phoenix AZ 1.39 3 No No

$32,991 $23,025 8621121 2753373 Controlled Free

LGA New York/Newark NY * Phoenix AZ 1.39 3 No No 2892.90 $32,991 $23,025 8621121 2753373 Controlled Free 2148 14830 $273.12
EWR New York/Newark NY * Phoenix AZ 1.39 3 No No 2892.90 $32,991 $23,025 8621121 2753373 Free Constrained 2148 14830 $273.12
* Oakland CA * Phoenix AZ 1.03 3 No Yes

$29,846 $23,025 2237227 2753373 Free Free 638

* Omaha NE * Phoenix AZ 1.34 3 No Yes

$25,127 $23,025 679984 2753373 Free Free

* Orlando FL * Phoenix AZ

3 Yes Yes

$22,360 $23,025 1421287 2753373 Free Free

* Philadelphia/Camden PA * Phoenix AZ 1.55 3 No No

$27,994 $23,025 4948339 2753373 Free Free

* Atlanta GA *

1.04 3 No No

$26,993

3532657

Free Constrained 525

* Boston MA * Pittsburgh PA 1.10 3 No No

$30,124 $25,054 5787293 2374260 Free Constrained 483

ORD Chicago IL * Pittsburgh PA 1.05 3 No No

$29,260 $25,054 7830332 2374260 Controlled Constrained

MDW Chicago IL * Pittsburgh PA 1.05 3 No No 4947.28 $29,260 $25,054 7830332 2374260 Free Constrained 412 6585 $208.86
JFK New York/Newark NY * Pittsburgh PA 1.02 3 No No

$32,991 $25,054 8621121 2374260 Controlled Constrained 325

LGA New York/Newark NY * Pittsburgh PA 1.02 3 No No 5898.74 $32,991 $25,054 8621121 2374260 Controlled Constrained 325 13957 $169.90
EWR New York/Newark NY * Pittsburgh PA 1.02 3 No No 5898.74 $32,991 $25,054 8621121 2374260 Free Constrained 325 13957 $169.90

EWR New York/Newark NY * Pittsburgh PA 1.02 3 No No 5898.74 $32,991 $25,054 8621121 2374260 Free Constrained 325 13957 $169.90

* Orlando FL * Pittsburgh PA 1.23 3 Yes No

$22,360 $25,054 1421287 2374260 Free Constrained 831

* Philadelphia/Camden PA * Pittsburgh PA 1.02 0 No No

$27,994 $25,054 4948339 2374260 Free Constrained 264

* Boise ID *

1.01 1 No Yes

$23,901

372606

Free Free 344

ORD Chicago IL * Portland OR 1.34 3 No No

$29,260 $26,409 7830332 249561 Controlled Free 1749

MDW Chicago IL * Portland OR 1.34 3 No No 4409.42 $29,260 $26,409 7830332 249561 Free Free 1749 5025 $279.61
* Denver CO * Portland OR 1.30 3 No No

9.31

$29,055 $26,409 1862106 249561 Free Free 992

* Honolulu (Intl) HI * Portland OR 1.63 3 Yes No

$26,681 $26,409 873131 249561 Free Free 2603

* Las Vegas NV * Portland OR 1.16 3 Yes Yes

$24,575 $26,409 1197234 249561 Free Free 760

* Los Angeles CA * Portland OR 1.06 0 No Yes

$24,706 $26,409 9056076 249561 Free Free 831

JFK New York/Newark NY * Portland OR

3 No No

$32,991 $26,409 8621121 249561 Controlled Free

LGA New York/Newark NY * Portland OR 1.77 3 No No 2548.46 $32,991 $26,409 8621121 249561 Controlled Free 2444 4455 $302.33
EWR New York/Newark NY * Portland OR 1.77 1 No No 2548.46 $32,991 $26,409 8621121 249561 Free Constrained 2444 4455 $302.33
* Oakland CA * Portland OR 1.01 3 No Yes

.56

$29,846 $26,409 2237227 249561 Free Free 543

* Phoenix AZ * Portland OR 1.31 3 No Yes

$23,025 $26,409 2753373 249561 Free Free 1001

*

* Portland OR 1.04 3 No Yes

$26,409

249561 Free Free

* Salt Lake City UT * Portland OR 1.03 3 No Yes

$21,121 $26,409 1228816 249561 Free Free 633

* San Diego CA * Portland OR 1.26 3 No Yes

$23,903 $26,409

249561 Free Free 933

* San Francisco CA * Portland OR 1.01 3 No No

$38,813 $26,409 1653017 249561 Free Free 542

*

* Portland OR 1.00 3 No Yes

$26,409

249561 Free Free 569

* Seattle/Tacoma WA * Portland OR 1.00 0 No No

$30,916 $26,409 2230831 249561 Free Free 135

*

* Portland OR 1.01 3 No Yes

$26,409

249561 Free Free 281

* Baltimore/Wash Intl MD *

1.11 2 No No

$29,838

29838

Free Free 328 1504

ORD Chicago IL * Providence RI 1.11 3 No No

$29,260 $24,205 7830332 905329 Controlled Free 842

MDW Chicago IL * Providence RI 1.11 2 No No 4124.55 $29,260 $24,205 7830332 905329 Free Free 842 2874 $219.38
JFK New York/Newark NY * Providence RI 1.00 3 No No

$32,991 $24,205 8621121 905329 Controlled Free 147

LGA New York/Newark NY * Providence RI 1.00 3 No No 4449.76 $32,991 $24,205 8621121 905329 Controlled Free 147 4158 $106.29
EWR New York/Newark NY * Providence RI 1.00 3 No No 4449.76 $32,991 $24,205 8621121 905329 Free Constrained 147 4158 $106.29
* Orlando FL * Providence RI 1.55 2 Yes No

$22,360 $24,205 1421287 905329 Free Free

* Atlanta GA *

1.03 3 No No

$26,993

3532657

Free Free 356

* Boston MA * Raleigh/Durham NC 1.26 3 No No

$30,124 $26,101 5787293 1021830 Free Free 606

ORD Chicago IL * Raleigh/Durham NC 1.12 3 No No

$29,260 $26,101 7830332 1021830 Controlled Free 636

MDW Chicago IL * Raleigh/Durham NC 1.12 3 No No 4579.82 $29,260 $26,101 7830332 1021830 Free Free 636 6123 $193.67
* Dallas/Fort Worth TX * Raleigh/Durham NC 1.19 3 No No

$28,637 $26,101 3036732 1021830 Free Free

JFK New York/Newark NY * Raleigh/Durham NC 1.06 3 No No

$32,991 $26,101 8621121 1021830 Controlled Free 426

LGA New York/Newark NY * Raleigh/Durham NC 1.06 3 No No 3474.23 $32,991 $26,101 8621121 1021830 Controlled Free 426 12883 $154.73
EWR New York/Newark NY * Raleigh/Durham NC 1.06 3 No No 3474.23 $32,991 $26,101 8621121 1021830 Free Constrained 426 12883 $154.73
* Philadelphia/Camden PA * Raleigh/Durham NC 1.02 3 No No

$27,994 $26,101 4948339 1021830 Free Free 346

IAD Washington DC * Raleigh/Durham NC 1.01 3 No No

$31,981 $26,101

1021830 Free Free 225

DCA Washington DC * Raleigh/Durham NC 1.01 3 No No 3266.44 $31,981 $26,101 4549784 1021830 Controlled Free 225 7241 $109.44
ORD Chicago IL *

1.41 3 Yes No

$29,260

7830332

Controlled Free

MDW Chicago IL * Reno NV 1.41 3 Yes No 4014.79 $29,260 $29,284 7830332 298680 Free Free 1680 3926 $125.90
* Las Vegas NV * Reno NV 1.00 3 Yes Yes

$24,575 $29,284 1197234 298680 Free Free 344

* Los Angeles CA * Reno NV 1.09 3 Yes Yes

$24,706 $29,284 9056076 298680 Free Free 388

* Oakland CA * Reno NV 1.00 3 Yes Yes

$29,846 $29,284 2237227 298680 Free Free 180

* Phoenix AZ * Reno NV 1.07 3 Yes Yes

$23,025 $29,284 2753373 298680 Free Free 592

* Portland OR * Reno NV 1.06 3 Yes Yes

$26,409 $29,284 249561 298680 Free Free 444

8

* San Diego CA * Reno NV 1.15 3 Yes Yes

$23,903 $29,284 2673620 298680 Free Free

* San Jose CA * Reno NV 1.00 3 Yes Yes

$34,880 $29,284 1594251 298680 Free Free 188

* Seattle/Tacoma WA * Reno NV 1.02 3 Yes Yes

$30,916 $29,284 2230831 298680 Free Free 569

JFK New York/Newark NY *

1.04 3 No No

$32,991

8621121

07

Controlled Free 287

LGA New York/Newark NY * Richmond (Intl) VA 1.04 3 No No 5006.45 $32,991 $26,553 8621121 936107 Controlled Free 287 4472 $218.54
EWR New York/Newark NY * Richmond (Intl) VA 1.04 3 No No 5006.45 $32,991 $26,553 8621121 936107 Free Constrained 287 4472 $218.54
JFK New York/Newark NY *

1.01 3 No No

$32,991

8621121

Controlled Free 254

LGA New York/Newark NY * Rochester NY 1.01 3 No No 3428.64 $32,991 $26,044 8621121 113091 Controlled Free 254 8469 $127.38
EWR New York/Newark NY * Rochester NY 1.01 3 No No 3428.64 $32,991 $26,044 8621121 113091 Free Constrained 254 8469 $127.38
* Burbank CA * Sacramento CA 1.01 3 No Yes

$24,706 $24,236 9056076 1481076 Free Free 349

* Las Vegas NV * Sacramento CA 1.18 3 Yes Yes

$24,575 $24,236 1197234 1481076 Free Free 387

* Los Angeles CA * Sacramento CA 1.01 3 No Yes

$24,706 $24,236 9056076 1481076 Free Free 361

* Phoenix AZ * Sacramento CA 1.10 3 No Yes

$23,025 $24,236 2753373 1481076 Free Free 629

* San Diego CA * Sacramento CA 1.02 3 No Yes

$23,903 $24,236 2673620 1481076 Free Free 472

* Seattle/Tacoma WA * Sacramento CA 1.03 3 No Yes

$30,916 $24,236 2230831 1481076 Free Free 618

3

* Atlanta GA * Salt Lake City UT 1.46 3 No No

$26,993 $21,121 3532657 1228816 Free Free 1588

ORD Chicago IL * Salt Lake City UT 1.22 3 No Yes

$29,260 $21,121 7830332 1228816 Controlled Free 1259

MDW Chicago IL * Salt Lake City UT 1.22 3 No Yes 2711.42 $29,260 $21,121 7830332 1228816 Free Free 1259 5763 $185.65
* Denver CO * Salt Lake City UT 1.00 3 No No

$29,055 $21,121 1862106 1228816 Free Free 388

* Las Vegas NV * Salt Lake City UT 1.01 3 Yes Yes

$24,575 $21,121 1197234 1228816 Free Free 359

* Los Angeles CA * Salt Lake City UT 1.05 3 No Yes

$24,706 $21,121 9056076 1228816 Free Free 584

JFK New York/Newark NY * Salt Lake City UT

3 No No

$32,991 $21,121 8621121 1228816 Controlled Free

LGA New York/Newark NY * Salt Lake City UT 1.64 3 No No 3863.50 $32,991 $21,121 8621121 1228816 Controlled Free 1982 4739 $259.32
EWR New York/Newark NY * Salt Lake City UT 1.64 1 No No 3863.50 $32,991 $21,121 8621121 1228816 Free Constrained 1982 4739 $259.32
* Oakland CA * Salt Lake City UT 1.00 1 No Yes

$29,846 $21,121 2237227 1228816 Free Free 586

* Phoenix AZ * Salt Lake City UT 1.01 3 No Yes

0.78

$23,025 $21,121 2753373 1228816 Free Free 495

* Sacramento CA * Salt Lake City UT 1.05 1 No Yes

$24,236 $21,121 1481076 1228816 Free Free 525

* San Diego CA * Salt Lake City UT 1.06 3 No Yes

$23,903 $21,121 2673620 1228816 Free Free 617

* San Francisco CA * Salt Lake City UT 1.02 3 No No

$38,813 $21,121 1653017 1228816 Free Free 593

* Seattle/Tacoma WA * Salt Lake City UT 1.03 3 No Yes

$30,916 $21,121 2230831 1228816 Free Free 696

ORD Chicago IL *

1.28 3 No Yes

$29,260

7830332

9

Controlled Free 1038

MDW Chicago IL * San Antonio TX 1.28 3 No Yes 3262.15 $29,260 $21,276 7830332 1481709 Free Free 1038 6233 $128.36
* Dallas/Fort Worth TX * San Antonio TX 1.01 3 No Yes

$28,637 $21,276 3036732 1481709 Free Free 242

* Houston TX * San Antonio TX 1.00 3 No Yes

$27,211 $21,276 3770125 1481709 Free Free 177

* Las Vegas NV * San Antonio TX 1.30 3 Yes Yes

$24,575 $21,276 1197234 1481709 Free Free 1074

* Los Angeles CA * San Antonio TX 1.42 3 No Yes

$24,706 $21,276 9056076 1481709 Free Free

JFK New York/Newark NY * San Antonio TX 1.78 3 No No

$32,991 $21,276 8621121 1481709 Controlled Free

LGA New York/Newark NY * San Antonio TX 1.78 3 No No 2905.97 $32,991 $21,276 8621121 1481709 Controlled Free 1577 3732 $273.53
EWR New York/Newark NY * San Antonio TX 1.78 3 No No 2905.97 $32,991 $21,276 8621121 1481709 Free Constrained 1577 3732 $273.53
* Orlando FL * San Antonio TX 1.60 2 Yes Yes

$22,360 $21,276 1421287 1481709 Free Free

* Atlanta GA * San Diego CA 1.44 3 No No

$26,993 $23,903 3532657 2673620 Free Free

* Boston MA * San Diego CA

3 No No

$30,124 $23,903 5787293 2673620 Free Free

ORD Chicago IL * San Diego CA 1.27 1 No Yes

$29,260 $23,903 7830332 2673620 Controlled Free

MDW Chicago IL * San Diego CA 1.27 3 No Yes 2863.20 $29,260 $23,903 7830332 2673620 Free Free 1724 9252 $219.63
* Dallas/Fort Worth TX * San Diego CA 1.18 3 No No

$28,637 $23,903 3036732 2673620 Free Free

* Denver CO * San Diego CA 1.20 3 No No

$29,055 $23,903 1862106 2673620 Free Free 840

* Las Vegas NV * San Diego CA 1.01 0 Yes Yes

$24,575 $23,903 1197234 2673620 Free Free 258

* Los Angeles CA * San Diego CA 1.00 3 No No

$24,706 $23,903 9056076 2673620 Free Free 114

* Los Angeles CA * San Diego CA 1.00 3 No No 3105.31 $24,706 $23,903 9056076 2673620 Free Free 114 6446 $70.41

* Minneapolis/St Paul MN * San Diego CA 1.30 3 No No

$28,739 $23,903 2761118 2673620 Free Constrained

JFK New York/Newark NY * San Diego CA 1.57 3 No No

$32,991 $23,903 8621121 2673620 Controlled Free

LGA New York/Newark NY * San Diego CA 1.57 3 No No 2313.60 $32,991 $23,903 8621121 2673620 Controlled Free 2433 9343 $299.17
EWR New York/Newark NY * San Diego CA 1.57 1 No No 2313.60 $32,991 $23,903 8621121 2673620 Free Constrained 2433 9343 $299.17
* Oakland CA * San Diego CA 1.02 3 No Yes

$29,846 $23,903 2237227 2673620 Free Free 448

* Phoenix AZ * San Diego CA 1.01 3 No Yes

$23,025 $23,903 2753373 2673620 Free Free 295

* San Francisco CA * San Diego CA 1.02 3 No Yes

$38,813 $23,903 1653017 2673620 Free Free 455

* Seattle/Tacoma WA * San Diego CA 1.26 3 No Yes

$30,916 $23,903 2230831 2673620 Free Free 1056

* Atlanta GA * San Francisco CA 1.36 3 No No

$26,993 $38,813 3532657 1653017 Free Free

* Boston MA * San Francisco CA 1.39 3 No No

$30,124 $38,813 5787293 1653017 Free Free

* Burbank CA * San Francisco CA 1.00 3 No No

$24,706 $38,813 9056076 1653017 Free Free 332

3

ORD Chicago IL * San Francisco CA 1.20 3 No No

$29,260 $38,813 7830332 1653017 Controlled Free 1851

MDW Chicago IL * San Francisco CA 1.20 3 No No 5068.53 $29,260 $38,813 7830332 1653017 Free Free 1851 20831 $291.66
* Dallas/Fort Worth TX * San Francisco CA 1.24 3 No No

$28,637 $38,813 3036732 1653017 Free Free

* Denver CO * San Francisco CA 1.09 3 No No

$29,055 $38,813 1862106 1653017 Free Free

* Detroit MI * San Francisco CA 1.37 3 No No

$26,506 $38,813 4459144 1653017 Free Constrained

* Houston TX * San Francisco CA 1.26 3 No Yes

$27,211 $38,813 3770125 1653017 Free Free

* Kansas City MO * San Francisco CA 1.35 3 No No

$25,450 $38,813 1694803 1653017 Free Free

* Las Vegas NV * San Francisco CA 1.06 3 Yes Yes

$24,575 $38,813 1197234 1653017 Free Free

* Los Angeles CA * San Francisco CA 1.02 3 No No

$24,706 $38,813 9056076 1653017 Free Free 341

* Miami FL * San Francisco CA 1.43 3 Yes No

$21,207 $38,813 2105604 1653017 Free Free

* Minneapolis/St Paul MN * San Francisco CA 1.19 3 No No

$28,739 $38,813 2761118 1653017 Free Constrained

JFK New York/Newark NY * San Francisco CA 1.24 3 No No

$32,991 $38,813 8621121 1653017 Controlled Free

LGA New York/Newark NY * San Francisco CA 1.24 3 No No 3362.86 $32,991 $38,813 8621121 1653017 Controlled Free 2574 41492 $374.40
EWR New York/Newark NY * San Francisco CA 1.24 3 No No 3362.86 $32,991 $38,813 8621121 1653017 Free Constrained 2574 41492 $374.40
* Orlando FL * San Francisco CA 1.66 3 Yes No

$22,360 $38,813 1421287 1653017 Free Free

* Philadelphia/Camden PA * San Francisco CA 1.41 3 No No

$27,994 $38,813 4948339 1653017 Free Free

* Phoenix AZ * San Francisco CA 1.03 3 No Yes

$23,025 $38,813 2753373 1653017 Free Free 646

* Seattle/Tacoma WA * San Francisco CA 1.02 3 No No

$30,916 $38,813 2230831 1653017 Free Free 676

* Austin TX * San Jose CA 1.17 3 No Yes

$23,665 $34,880 1038660 1594251 Free Free 1473

* Boston MA * San Jose CA 1.53 3 No No

$30,124 $34,880 5787293 1594251 Free Free 2682

* Burbank CA * San Jose CA 1.00 3 No Yes

$24,706 $34,880 9056076 1594251 Free Free 296

ORD Chicago IL * San Jose CA 1.27 3 No No

$29,260 $34,880 7830332 1594251 Controlled Free

MDW Chicago IL * San Jose CA 1.27 3 No No 3654.11 $29,260 $34,880 7830332 1594251 Free Free 1837 4600 $294.18
* Dallas/Fort Worth TX * San Jose CA 1.12 3 No No

$28,637 $34,880 3036732 1594251 Free Free 1436 4799

* Denver CO * San Jose CA 1.18 3 No No

$29,055 $34,880 1862106 1594251 Free Free 943

* Las Vegas NV * San Jose CA 1.01 3 Yes Yes

$24,575 $34,880 1197234 1594251 Free Free 387

* Los Angeles CA * San Jose CA 1.00 3 No Yes

$24,706 $34,880 9056076 1594251 Free Free 305

* Phoenix AZ * San Jose CA 1.05 3 No Yes

$23,025 $34,880 2753373 1594251 Free Free 614

* San Diego CA * San Jose CA 1.00 3 No Yes

$23,903 $34,880 2673620 1594251 Free Free 419

* Seattle/Tacoma WA * San Jose CA 1.02 3 No Yes

$30,916 $34,880 2230831 1594251 Free Free 702

JFK New York/Newark NY *

1.37 3 Yes No

$32,991

8621121

Controlled Free

LGA New York/Newark NY * Sarasota/Bradenton FL 1.37 1 Yes No 3787.29 $32,991 $30,460 8621121 528868 Controlled Free 1042 4028 $137.25
EWR New York/Newark NY * Sarasota/Bradenton FL 1.37 3 Yes No 3787.29 $32,991 $30,460 8621121 528868 Free Constrained 1042 4028 $137.25
*

* Seattle/Tacoma WA 1.02 3 No No

$30,916

2230831 Free Free

* Atlanta GA * Seattle/Tacoma WA 1.47 3 No No

$26,993 $30,916 3532657 2230831 Free Free

$200.20

* Boston MA * Seattle/Tacoma WA

3 No No

$30,124 $30,916 5787293 2230831 Free Free

* Burbank CA * Seattle/Tacoma WA 1.11 3 No Yes

$24,706 $30,916 9056076 2230831 Free Free 943

ORD Chicago IL * Seattle/Tacoma WA 1.25 1 No No

$29,260 $30,916 7830332 2230831 Controlled Free

MDW Chicago IL * Seattle/Tacoma WA 1.25 3 No No 4148.56 $29,260 $30,916 7830332 2230831 Free Free 1731 10343 $260.16
* Dallas/Fort Worth TX * Seattle/Tacoma WA 1.23 3 No No

$28,637 $30,916 3036732 2230831 Free Free

.66

* Denver CO * Seattle/Tacoma WA 1.14 3 No No

$29,055 $30,916 1862106 2230831 Free Free

* Detroit MI * Seattle/Tacoma WA 1.42 3 No No

$26,506 $30,916 4459144 2230831 Free Constrained

* Las Vegas NV * Seattle/Tacoma WA 1.16 3 Yes Yes

$24,575 $30,916 1197234 2230831 Free Free 869

* Los Angeles CA * Seattle/Tacoma WA 1.08 3 No Yes

.34

$24,706 $30,916 9056076 2230831 Free Free 957

* Minneapolis/St Paul MN * Seattle/Tacoma WA 1.13 3 No No

$28,739 $30,916 2761118 2230831 Free Constrained

JFK New York/Newark NY * Seattle/Tacoma WA 1.52 1 No No

$32,991 $30,916 8621121 2230831 Controlled Free

LGA New York/Newark NY * Seattle/Tacoma WA 1.52 3 No No 2019.98 $32,991 $30,916 8621121 2230831 Controlled Free 2411 10125 $289.25
EWR New York/Newark NY * Seattle/Tacoma WA 1.52 1 No No 2019.98 $32,991 $30,916 8621121 2230831 Free Constrained 2411 10125 $289.25
* Oakland CA * Seattle/Tacoma WA 1.02 3 No Yes

$29,846 $30,916 2237227 2230831 Free Free 677

* Orlando FL * Seattle/Tacoma WA 1.88 3 Yes No

$22,360 $30,916 1421287 2230831 Free Free

* Phoenix AZ * Seattle/Tacoma WA 1.22 3 No Yes

$23,025 $30,916 2753373 2230831 Free Free 1103

* Seattle/Tacoma WA * Spokane WA 1.00 3 No Yes

$30,916 $21,300 2230831 403939 Free Free 225

* Atlanta GA * St Louis MO 1.07 3 No No

$26,993 $25,824 3532657

Free Free 471

ORD Chicago IL * St Louis MO 1.00 3 No Yes

$29,260 $25,824 7830332 2549844 Controlled Free 257

MDW Chicago IL * St Louis MO 1.00 3 No Yes 3042.25 $29,260 $25,824 7830332 2549844 Free Free 257 24362 $76.96
* Cleveland OH * St Louis MO 1.04 3 No Yes

$26,046 $25,824 2230955 2549844 Free Free 492

* Dallas/Fort Worth TX * St Louis MO 1.06 3 No No

$28,637 $25,824 3036732 2549844 Free Free

* Denver CO * St Louis MO 1.08 3 No No

$29,055 $25,824 1862106 2549844 Free Free 785

* Detroit MI * St Louis MO 1.02 3 No Yes

$26,506 $25,824 4459144 2549844 Free Constrained 447

* Houston TX * St Louis MO 1.03 3 No Yes

$27,211 $25,824 3770125 2549844 Free Free 682

* Kansas City MO * St Louis MO 1.00 3 No Yes

$25,450 $25,824 1694803 2549844 Free Free 244 9784

* Las Vegas NV * St Louis MO 1.28 3 Yes Yes

.42

$24,575 $25,824 1197234 2549844 Free Free 1379

* Los Angeles CA * St Louis MO 1.28 3 No Yes

$24,706 $25,824 9056076 2549844 Free Free

* Minneapolis/St Paul MN * St Louis MO 1.03 3 No No

$28,739 $25,824 2761118 2549844 Free Constrained 457

JFK New York/Newark NY * St Louis MO 1.16 3 No No

$32,991 $25,824 8621121 2549844 Controlled Free 877

LGA New York/Newark NY * St Louis MO 1.16 3 No No 6275.61 $32,991 $25,824 8621121 2549844 Controlled Free 877 10816 $261.63
EWR New York/Newark NY * St Louis MO 1.16 3 No No 6275.61 $32,991 $25,824 8621121 2549844 Free Constrained 877 10816 $261.63
* Orlando FL * St Louis MO 1.29 3 Yes Yes

.44

$22,360 $25,824 1421287 2549844 Free Free 869

* Phoenix AZ * St Louis MO 1.07 3 No Yes

$23,025 $25,824 2753373 2549844 Free Free

JFK New York/Newark NY *

1.00 3 No No

$32,991

8621121

Controlled Free 199

LGA New York/Newark NY * Syracuse NY 1.00 3 No No 2806.92 $32,991 $22,069 8621121 743633 Controlled Free 199 5275 $120.84
EWR New York/Newark NY * Syracuse NY 1.00 3 No No 2806.92 $32,991 $22,069 8621121 743633 Free Constrained 199 5275 $120.84
* Orlando FL * Syracuse NY 1.55 3 Yes No

$22,360 $22,069 1421287 743633 Free Free

* Miami FL *

1.04 3 Yes No

$21,207

2105604

Free Free 399

* Atlanta GA * Tampa FL 1.01 3 Yes No

$26,993 $23,654 3532657 2195215 Free Free 414

* Boston MA * Tampa FL 1.27 3 Yes No

$30,124 $23,654 5787293 2195215 Free Free

ORD Chicago IL * Tampa FL 1.14 3 Yes Yes

$29,260 $23,654 7830332 2195215 Controlled Free 1008

MDW Chicago IL * Tampa FL 1.14 3 Yes Yes 2260.17 $29,260 $23,654 7830332 2195215 Free Free 1008 17160 $127.06
* Columbus OH * Tampa FL 1.55 3 Yes Yes

$24,502 $23,654 125722 2195215 Free Free

* Dallas/Fort Worth TX * Tampa FL 1.13 3 Yes No

$28,637 $23,654 3036732 2195215 Free Free 936

* Detroit MI * Tampa FL 1.17 3 Yes No

$26,506 $23,654 4459144 2195215 Free Constrained 994

* Fort Lauderdale FL * Tampa FL 1.00 3 Yes Yes

$26,752 $23,654 1440377 2195215 Free Free 187

* Hartford CT * Tampa FL 1.44 3 Yes No

$30,268 $23,654 1106780 2195215 Free Free 1108

* Las Vegas NV * Tampa FL 1.67 3 Yes Yes

$24,575 $23,654 1197234 2195215 Free Free 1989 3905

* Los Angeles CA * Tampa FL

3 Yes No

$24,706 $23,654 9056076 2195215 Free Free

* Miami FL * Tampa FL 1.00 3 Yes No

$21,207 $23,654 2105604 2195215 Free Free 194

JFK New York/Newark NY * Tampa FL 1.10 3 Yes No

$32,991 $23,654 8621121 2195215 Controlled Free

LGA New York/Newark NY * Tampa FL 1.10 3 Yes No 2422.98 $32,991 $23,654 8621121 2195215 Controlled Free 1009 27103 $123.89
EWR New York/Newark NY * Tampa FL 1.10 0 Yes No 2422.98 $32,991 $23,654 8621121 2195215 Free Constrained 1009 27103 $123.89
* Philadelphia/Camden PA * Tampa FL 1.15 3 Yes No

$27,994 $23,654 4948339 2195215 Free Free 932

* Pittsburgh PA * Tampa FL 1.29 3 Yes No

$25,054 $23,654 2374260 2195215 Free Constrained 874

* St Louis MO * Tampa FL 1.19 3 Yes Yes

$25,824 $23,654 2549844 2195215 Free Free 865

* Las Vegas NV *

1.10 3 Yes Yes

$24,575

1197234

Free Free 357

* Los Angeles CA * Tucson AZ 1.05 1 No Yes

$24,706 $20,375 9056076 766956 Free Free 447

* San Diego CA * Tucson AZ 1.17 3 No Yes

$23,903 $20,375 2673620 766956 Free Free 358

* Dallas/Fort Worth TX *

1.00 3 No Yes

$28,637

3036732

Free Free 239

* Houston TX * Tulsa OK 1.07 3 No Yes

$27,211 $22,956 3770125 754013 Free Free 444

* Albuquerque NM IAD Washington DC 1.89 3 No No

$22,089 $31,981 668159 4549784 Free Free

* Albuquerque NM DCA Washington DC 1.89 3 No No 2225.74 $22,089 $31,981 668159 4549784 Controlled Free 1643 3740 $215.57
* Atlanta GA IAD Washington DC 1.12 3 No No

$26,993 $31,981 3532657 4549784 Free Free 539

* Atlanta GA DCA Washington DC 1.12 3 No No 6334.03 $26,993 $31,981 3532657 4549784 Controlled Free 539 23531 $166.67
* Boston MA IAD Washington DC 1.04 3 No No

$30,124 $31,981 5787293 4549784 Free Free 400

* Boston MA DCA Washington DC 1.04 3 No No 5483.29 $30,124 $31,981 5787293 4549784 Controlled Free 400 37715 $132.79
ORD Chicago IL IAD Washington DC 1.09 3 No No

$29,260 $31,981 7830332 4549784 Controlled Free 591

ORD Chicago IL DCA Washington DC 1.09 3 No No 5560.73 $29,260 $31,981 7830332 4549784 Controlled Free 591 27713 $145.61
MDW Chicago IL IAD Washington DC 1.09 3 No No 5560.73 $29,260 $31,981 7830332 4549784 Free Free 591 27713 $145.61
MDW Chicago IL DCA Washington DC 1.09 3 No No 5560.73 $29,260 $31,981 7830332 4549784 Controlled Free 591 27713 $145.61
* Columbus OH IAD Washington DC 1.07 3 No No

$24,502 $31,981 125722 4549784 Free Free 310 6583

* Columbus OH DCA Washington DC 1.07 3 No No 3289.86 $24,502 $31,981 125722 4549784 Controlled Free 310 6583 $100.95
* Dallas/Fort Worth TX IAD Washington DC 1.16 3 No No

$28,637 $31,981 3036732 4549784 Free Free

* Dallas/Fort Worth TX DCA Washington DC 1.16 3 No No 6460.84 $28,637 $31,981 3036732 4549784 Controlled Free 1185 14398 $256.86
* Denver CO IAD Washington DC 1.33 3 No No

$29,055 $31,981 1862106 4549784 Free Free

* Denver CO DCA Washington DC 1.33 3 No No 7046.98 $29,055 $31,981 1862106 4549784 Controlled Free 1470 12410 $240.48
* Detroit MI IAD Washington DC 1.08 3 No No

$26,506 $31,981 4459144 4549784 Free Constrained 391

* Detroit MI DCA Washington DC 1.08 3 No No 8369.88 $26,506 $31,981 4459144 4549784 Controlled Constrained 391 7833 $205.96
* Fort Lauderdale FL IAD Washington DC 1.31 3 Yes No

$26,752 $31,981 1440377 4549784 Free Free

* Fort Lauderdale FL DCA Washington DC 1.31 3 Yes No 5433.17 $26,752 $31,981 1440377 4549784 Controlled Free 896 5935 $127.67
* Hartford CT IAD Washington DC 1.04 0 No No

$30,268 $31,981 1106780 4549784 Free Free 315

* Hartford CT DCA Washington DC 1.04 3 No No 5796.38 $30,268 $31,981 1106780 4549784 Controlled Free 315 7688 $117.35
* Houston TX IAD Washington DC 1.36 3 No No

$27,211 $31,981 3770125 4549784 Free Free

4708

* Houston TX DCA Washington DC 1.36 3 No No 4641.26 $27,211 $31,981 3770125 4549784 Controlled Free 1213 4708 $297.20
* Kansas City MO IAD Washington DC 1.42 3 No No

$25,450 $31,981 1694803 4549784 Free Free 935

* Kansas City MO DCA Washington DC 1.42 3 No No 4221.56 $25,450 $31,981 1694803 4549784 Controlled Free 935 5252 $182.56
* Los Angeles CA IAD Washington DC 1.33 3 No No

$24,706 $31,981 9056076 4549784 Free Free 2300

* Los Angeles CA DCA Washington DC 1.33 3 No No 3680.60 $24,706 $31,981 9056076 4549784 Controlled Free 2300 20007 $303.82
* Miami FL IAD Washington DC 1.15 3 Yes No

$21,207 $31,981 2105604 4549784 Free Free 924

* Miami FL DCA Washington DC 1.15 3 Yes No 5121.24 $21,207 $31,981 2105604 4549784 Controlled Free 924 9176 $147.80
* Minneapolis/St Paul MN IAD Washington DC 1.19 3 No No

$28,739 $31,981 2761118 4549784 Free Constrained 916 8215

* Minneapolis/St Paul MN DCA Washington DC 1.19 3 No No 7968.63 $28,739 $31,981 2761118 4549784 Controlled Constrained 916 8215 $235.10
* New Orleans LA IAD Washington DC 1.46 3 No No

$22,038 $31,981 1308499 4549784 Free Free 956

* New Orleans LA DCA Washington DC 1.46 3 No No 2946.23 $22,038 $31,981 1308499 4549784 Controlled Free 956 6208 $164.30
JFK New York/Newark NY IAD Washington DC 1.00 3 No No

$32,991 $31,981 8621121 4549784 Controlled Free 217

JFK New York/Newark NY DCA Washington DC 1.00 3 No No 2487.89 $32,991 $31,981 8621121 4549784 Controlled Free 217 63690 $114.35
LGA New York/Newark NY IAD Washington DC 1.00 1 No No 2487.89 $32,991 $31,981 8621121 4549784 Controlled Free 217 63690 $114.35
LGA New York/Newark NY DCA Washington DC 1.00 3 No No 2487.89 $32,991 $31,981 8621121 4549784 Controlled Free 217 63690 $114.35
EWR New York/Newark NY IAD Washington DC 1.00 3 No No 2487.89 $32,991 $31,981 8621121 4549784 Free Constrained 217 63690 $114.35
EWR New York/Newark NY DCA Washington DC 1.00 3 No No 2487.89 $32,991 $31,981 8621121 4549784 Controlled Constrained 217 63690 $114.35
* Orlando FL IAD Washington DC 1.15 1 Yes No

$22,360 $31,981 1421287 4549784 Free Free 760

* Orlando FL DCA Washington DC 1.15 3 Yes No 3081.34 $22,360 $31,981 1421287 4549784 Controlled Free 760 14683 $125.80
* Phoenix AZ IAD Washington DC

3 No No

$23,025 $31,981 2753373 4549784 Free Free

* Phoenix AZ DCA Washington DC 1.58 3 No No 2295.23 $23,025 $31,981 2753373 4549784 Controlled Free 1970 5190 $279.83
* San Diego CA IAD Washington DC 1.57 3 No No

$23,903 $31,981 2673620 4549784 Free Free

* San Diego CA DCA Washington DC 1.57 3 No No 3329.81 $23,903 $31,981 2673620 4549784 Controlled Free 2259 6724 $273.83
* San Francisco CA IAD Washington DC 1.37 3 No No

$38,813 $31,981 1653017 4549784 Free Free

* San Francisco CA DCA Washington DC 1.37 3 No No 6865.77 $38,813 $31,981 1653017 4549784 Controlled Free 2428 17938 $347.82
* Seattle/Tacoma WA IAD Washington DC 1.55 3 No No

$30,916 $31,981 2230831 4549784 Free Free

* Seattle/Tacoma WA DCA Washington DC 1.55 3 No No 4358.51 $30,916 $31,981 2230831 4549784 Controlled Free 2317 7614 $281.06
* St Louis MO IAD Washington DC 1.14 3 No No

$25,824 $31,981 2549844 4549784 Free Free 699

* St Louis MO DCA Washington DC 1.14 3 No No 8117.12 $25,824 $31,981 2549844 4549784 Controlled Free 699 4957 $258.37
* Tampa FL IAD Washington DC 1.24 3 Yes No

$23,654 $31,981 2195215 4549784 Free Free 815

* Tampa FL DCA Washington DC 1.24 3 Yes No 4580.05 $23,654 $31,981 2195215 4549784 Controlled Free 815 8413 $132.94
* Atlanta GA *

1.01 3 Yes No

$26,993

3532657

Free Free 546

* Boston MA * West Palm Beach FL 1.32 3 Yes No

$30,124 $37,375 5787293 991717 Free Free

8170

ORD Chicago IL * West Palm Beach FL 1.26 3 Yes No

$29,260 $37,375 7830332 991717 Controlled Free

MDW Chicago IL * West Palm Beach FL 1.26 3 Yes No 2040.42 $29,260 $37,375 7830332 991717 Free Free 1134 5449 $145.53
* Hartford CT * West Palm Beach FL 1.36 3 Yes No

$30,268 $37,375 1106780 991717 Free Free

JFK New York/Newark NY * West Palm Beach FL 1.08 3 Yes No

$32,991 $37,375 8621121 991717 Controlled Free 1030

LGA New York/Newark NY * West Palm Beach FL 1.08 3 Yes No 2216.70 $32,991 $37,375 8621121 991717 Controlled Free 1030 34324 $129.63
EWR New York/Newark NY * West Palm Beach FL 1.08 0 Yes No 2216.70 $32,991 $37,375 8621121 991717 Free Constrained 1030 34324 $129.63
* Philadelphia/Camden PA * West Palm Beach FL 1.17 3 Yes No

$27,994 $37,375 4948339 991717 Free Free 960

IAD Washington DC * West Palm Beach FL 1.28 3 Yes No

$31,981 $37,375 4549784 991717 Free Free 858

DCA Washington DC * West Palm Beach FL 1.28 3 Yes No 5566.43 $31,981 $37,375 4549784 991717 Controlled Free 858 4877 $129.62
S_CODE S_CITY E_CODE E_CITY COUPON NEW VACATION SW HI S_INCOME E_INCOME S_POP E_POP SLOT GATE DISTANCE PAX FARE
* Dallas/Fort Worth TX Amarillo TX 1 0 3 No Yes 5 291 $28,

 637 $21,112 303 673 205711 Free 312 7864 $64.11
Atlanta GA Baltimore/Wash Intl MD 1.06 541 $26,993 $29,838 353 657 714

 589 576 8820 $

174
Boston MA 9185.28 $30,124 578 729 458 364 6452 $207.76
ORD Chicago IL 265 $29,260 7830

332 Controlled 61 25144 $85.47
MDW 7830332
Cleveland OH 1.01 3

 40 $26,046 22

309 13386 $56.76
1.2 675

 4.4 $28,637 3036732 1220 4625 $228.00
Fort Lauderdale FL 1.15 5

584 $26,752 14

403 921 5512 $116.54
Houston TX 1.33 466 2.4 $27,211 37

701 1249 7811 $172.63
Kansas City MO 1.60 2

617 $25,

450 1

6948 964 4657 $

 114
Las Vegas NV 1.57 177 $24,575 1197

234 2104 448 $158.20
Los Angeles CA 1.50 3

932 $24,706 9056076 2329 734 $228.99
Nashville TN 1.12 4

471 $25,

 995 11

1504 587 5654 $79.17
New Orleans LA 1.29 4

356 $22,038 1

308 992 3

 525 $132.05
JFK New York/Newark NY 1.00 2626.90 $32,991 8

6211 181 7171 $117.23
LGA 8621121
EWR Constrained
Orlando FL 1.13 5706.76 $22,360 1421

 287 788 11013 $106.11
Phoenix AZ 1.8 123

 0.4 $23,025 2753373 2001 440 $18

 1.16
Salt Lake City UT 1.93 200

 0.6 $21,121 1228816 1

866 276 $157.50
San Diego CA 1.87 1572.93 $23,903 26

 736 2290 3170 $20

 0.2
San Francisco CA 1.52 296 $38,813 16

530 2454 6417 $246.85
St Louis MO 1.14 419 1.24 $25,824 254 844 1026 $99.70
Tampa FL 520

 1.34 $23,654 2195215 846 7082 $106.77
Birmingham AL 3627.46 $23,

 858 895

414 4

138 $113.50
Seattle/Tacoma WA Boise ID 1.07 5255.24 $30,

 916 $23,901 2230

 831 372

606 5995 $69.12
1.25 573 3532657 57

872 939 1

 400 $210.00
Buffalo NY 404 $23,

 184 1173 217 12432 $134.30
Charleston SC 258 $18,851 254153 600 $118.95
Charlotte NC 4435.92 $25,

 237 13

188 227 7335 $97.96
8589.17 5787293 722 3263 $237.80
4523.31 5153 $234.15
4439.86 940 4493 $203.17
8714.03 539 9

305 $250.73
1.04 2712.37 595 30

 877 $106.60
Austin TX 4417.16 $23,665 1038 974 4980 $136.27
1038660
3977.23 854 20718 $23

 0.8
Cincinnati OH 391 $25,059 15

 951 7069 $

 180
1595139 0.5
935 371 3892 $215.83
447 2915745 561 4821 $197.10
280 316 244 $69.10
Colorado Springs CO 5110.54 $22,263 47

 225 592 6098 $91.83
1.19 4037.09 3770125 472 817 428 $11

1.66
346 119

 723 602 8810 $57.62
1.36 4384.63 833 5762 $104.72
242 1

 636 5185 $154.74
1.09 435

 1.31 550 7599 $77.98
IAD Washington DC 1.68 266

1.53 $31,981 45

4978 147 4945 $157.20
DCA 454

9784
Columbus OH 5356.51 $24,502 1442203 445 6075 $113.20
1.22 3789 633 475 $143.59
2668.20 286 14516 $75.07
Albuquerque NM 1.02 5222.30 $22,089 66

 815 10941 $84.46
1.05 4624.90 23075 $113.99
5502.33 18843 $67.17
5605.06 1559 8

 756 $

320
6205.97 805 20

264 $244.50
Corpus Christi TX 4386.55 $18,

933 3

 8215 354 5391 $78.62
Denver CO 1.23 4202.66 $29,055 1862106 1200 7621 $210.90
1.35 614 1755 582 $31

 1.46
1.08 5792.28 902 16263 $174.06
4157.61 638 11298 $155.81
Detroit MI 4312.95 $26,506 44

 591 12752 $106.56
8162.77 4459144 616 10

358 $110.42
3059.78 341 $74.28
4033.32 1001 6

 401 $245.28
1.21 4213.71 1139 3851 $256.48
El Paso TX 5063.07 $14,600 677 548 10989 $84.23
7032.27 1440377 11425 $105.10
1.27 2

682 1229 10

483 $121.09
248 1168 10117 $153.95
4677.03 1118 3402 $207.84
1.17 4681.68 1128 6103 $113.39
Fort Meyers FL 1.47 2565.52 37

 956 1245 639 $126.62
1.20 3247.31 1108 7196 $136.68
4516.90 1088 7049 $108.15
Greensboro/High Pt NC 4

840 $24,348 1117 457 7574 $180.85
Hartford CT 5137.41 $30,268 1106780 5806 $175.81
4146.13 779 6614 $240.88
Honolulu (Intl) HI 1.56 3

135 $26,681 1197234 873131 2764 646 $

 183
1.03 1706.89 2555 328 $

 167
2447.14 1653017 2401 19055 $177.09
3333.11 $30,916 2230831 2679 6464 $22

 1.89
4468.80 7201 $233.16
6269.39 9

874 $67.10
1.41 5497.26 1605 4272 $

349
257 16868 $139.56
6172.95 2230955 4057 $19

1.63
5826.14 5312 $65.31
4992.63 54429 $67.78
410 586 $204.68
3649.80 1102 4660 $177.22
Indianapolis IN 5180.13 $25,475 148

 924 430 5378 $109.78
3

702 9355 $62.63
1.11 8437.67 241 479 $169.58
613 $24,510 943 3624 $105.73
288

 3.6 1588 7406 $114.13
1787.71 1815 5

 869 $153.50
3

543 7109 $195.64
300 1421287 828 7675 $97.36
344 1491 5100 $138.08
1.71 1892.37 194 3814 $157.45
3076.53 5160 $99.43
Jacksonville FL 5

963 $23,614 100

876 857 $87.59
1.45 319 1008 865 $158.63
3305.70 1859 $114.93
6722.01 $25,450 1694803 685 6

 426 $116.18
3296.05 407 20529 $75.71
7520.09 9381 $116.57
5505.79 7679 $11

 0.25
5

 569 4987 $123.27
4343.85 652 4649 $127.78
1.39 2844.24 1140 8309 $78.24
1843.52 1365 7959 $116.00
7641.73 7170 $72.43
1.44 4112.44 1744 7881 $143.62
3757.25 1087 5738 $80.31
1.49 1833.95 2372 10235 $133.35
Burbank CA 9592.99 226 16845 $52.92
2044.21 1519 23739 $123.74
4070.45 1831 4543 $159.12
1.42 495 125722 1769 7231 $115.84
444 1052 6986 $164.88
3

 760 618 10206 $89.47
5307.27 1756 6675 $163.78
1.18 3690.13 1222 9632 $112.99
2522.01 238 51358 $55.57
Little Rock AR 5293.05 $22,726 547633 1045 $59.77
4935.72 11980 $76.79
1.38 546 1946 13365 $225.56
2902.44 2605 1473 $301.79
3413.42 1751 29771 $233.78
3300.08 2062 4531 $231.97
1.92 1550.16 199 3

542 $179.23
5976.02 1234 9746 $272.06
1.10 6589.49 20889 $129.80
4289.78 1988 6758 $

295
3472.17 2341 4719 $193.50
394

 2.8 1379 11760 $195.28
Louisville KY 5450.85 $24,307 989164 4562 $101.68
4655.18 29838 6218 $60.26
4109.87 8793 $68.06
Lubbock TX 6337.20 $20,980 231

 325 283 9446 $60.87
Memphis TN 4988.83 $24,725 107

 455 331 10255 $70.62
Miami FL 4343.35 $21,207 2

1056 14119 $97.93
4133.35 2105604 1259 7322 $158.50
3

 947 1

187 10

671 $168.92
5772 1116 4613 $185.11
6140.53 1151 5064 $133.98
4567.20 2336 1119 $207.83
Milwaukee WI 2796.60 $26,695 16

 4614 1521 2963 $146.36
6108.57 6

590 $190.09
2985.42 1066 693 $104.87
3146.68 1461 4879 $154.06
Minneapolis/St Paul MN 4317.66 $28,739 2761118 904 5578 $269.43
7702.88 1114 7276 $258.85
3911.17 342 29137 $156.93
4540.30 6621 $230.71
4347.48 1014 $133.50
9249.13 5389 $286.54
7958.31 3733 $232.55
6172.12 1301 4353 $17

1.67
6166.10 1539 7749 $246.10
3463.96 10902 $84.21
7138.34 634 4632 $181.99
7746.63 6143 $166.25
4722.17 $107.86
310 1798 4462 $181.02
1.26 3647.27 7

 387 $215.01
2173.45 615 6224 $87.80
6269.75 1308 7796 $120.70
2621.01 1308499 829 8356 $132.85
4060.65 12717 $84.53
5117.49 1989 $76.81
1.43 2605.05 1678 5559 $202.00
1940.17 1822 4002 $208.79
4

593 48642 $162.28
1.69 3447.63 1515 3

802 $287.23
2850.33 66820 $116.78
3316.90 73892 $159.71
6102.03 9567 $205.00
6798.94 13252 $143.44
3046.45 10168 $174.87
6583 1389 24082 $304.18
4809.10 1624 16240 $270.36
5430.52 492 17775 $209.35
2828.16 1068 40159 $123.18
3536.16 1076 9

399 $143.20
Greenville/Sprtnbg SC 315 $21,081 895123 3806 $144.60
6438.27 1426 15711 $349.53
3840.28 842 7098 $183.43
1.40 2617.87 1103 7543 $223.99
2263.81 2237 26582 $169.41
2517.74 2467 60435 $326.47
6317.55 1074 $234.31
3042.09 1097 51122 $124.92
6143.20 1015 13123 $278.39
2995.10 10

334 $208.71
Norfolk/Va B/Pt/Ch VA 3585.86 $21,125 1536012 629 $150.13
Oakland CA 8795.73 $29,846 2237227 23041 $56.43
9062.95 13356 $58.03
5391.08 4

 388 $53.80
Oklahoma City OK 5149.03 $20,927 1021733 7646 $66.14
4897.64 5425 $96.18
Omaha NE 5230.32 $25,127 679

984 8724 $67.77
679984
6131.60 474 3734 $139.81
4581.03 18673 $92.78
3123.35 23222 $117.97
1853.53 2603 $121.67
5313.07 5235 $138.88
4568.58 5

696 $140.90
2082.23 6399 $104.33
3819.52 11392 $153.58
1.55 3651.91 1545 5820 $201.43
5790.88 16414 $102.95
4144.01 9216 $45.55
3217.37 9823 $114.50
4843.94 856 5798 $150.04
1771.85 1064 5610 $121.35
1.48 3285.29 2035 5829 $117.59
4628.94 2216 8084 $258.43
5149.70 192 7967 $96.53
6037.84 $204.62
1.30 2424.61 5057 $92.35
2386.85 54990 $123.97
Philadelphia/Camden PA 4248.47 $27,

994 4948339 674 16512 $125.09
9649.01 $27,994 17196 $138.56
3748.60 16559 $215.06
5921.73 1314 7630 $249.45
5840.94 1568 359 $335.55
4597.29 7899 $175.66
7577.56 997 6541 $132.77
5679.25 1347 4023 $353.56
2494.45 2179 $165.90
1.37 3264.94 2407 8981 $293.21
4191.14 5725 $152.67
7362.53 979 4149 $295.46
5335.32 1

785 $114.28
6362.24 327 13947 $57.05
4275.35 1591 5944 $200.09
4252.09 4511 $105.41
1.70 1710.90 2295 7130 $197.42
5266.72 363 10529 $57.33
2297.85 1446 2300 $152.10
2659.94 1749 $166.66
3391.87 1673 4780 $158.00
4711.47 870 7060 $229.84
3959.07 11723 $133.04
4116.08 1682 8384 $191.66
7231.62 $60.73
3100.41 6277 $148.28
3725.96 1046 8478 $85.48
5619.02 22995 $53.07
3923.94 366 35471 $51.73
4317.49 1279 8730 $195.91
2892.90 2148 14830 $273.12
4787.55 8271 $84.15
3442.98 1031 5953 $8

1.32
1.78 2275.24 1851 4099 $162.53
3127.59 2083 3891 $291.78
Pittsburgh PA 4215.01 $25,054 2374260 7664 $93.55
9174.83 5539 $186.28
4947.28 412 6585 $208.86
5898.74 13

957 $169.90
6166.33 7121 $122.62
9935.07 9515 $134.09
Portland OR 4315.92 $26,409 249561 5899 $66.88
4409.42 5025 $279.61
676 4701 $188.46
3784.94 2746 $205.51
2318.28 9497 $69.19
3153.68 16784 $91.97
1.77 2548.46 2444 4455 $302.33
5

281 10016 $63.76
2710.38 8292 $114.95
Sacramento CA 5198.85 $24,236 1481076 485 7070 $65.80
5680.53 6602 $79.48
4876.68 2673620 6302 $96.58
5144.17 13527 $68.41
San Jose CA 4730.96 $34,880 1594251 11593 $65.84
6397.40 11415 $88.46
Spokane WA 5020.72 $21,300 403939 6760 $50.38
Providence RI 9129.66 $24,205 905329 $176.88
4124.55 2874 $219.38
4449.76 4158 $106.29
3087.27 1075 4771 $108.96
Raleigh/Durham NC 7046.11 $26,101 1021830 9307 $123.44
4542.83 5598 $140.07
4579.82 6123 $193.67
7617.69 1065 4285 $230.56
3474.23 12883 $154.73
5317.36 4288 $144.86
3266.44 4549784 7241 $109.44
Reno NV 4014.79 $29,284 298680 1680 3926 $125.90
5182.37 13102 $54.38
5265.15 10213 $60.28
10000.00 5220 $47.85
4860.36 4517 $72.42
5296.51 936 $44.89
5550.56 488 3958 $68.59
5454.19 6394 $

42.47
3802.74 14609 $45.11
Richmond (Intl) VA 5006.45 $26,553 9

361 4472 $218.54
Rochester NY 3428.64 $26,044 113091 8469 $127.38
9819.56 15444 $52.53
8072.26 7985 $56.91
4729.11 18833 $56.79
445

 0.67 7007 $78.67
9130.73 15062 $57.57
5889.77 1030 $64.39
6749.12 4644 $179.13
2711.42 5763 $185.65
2587.58 12994 $69.60
3935.01 10349 $57.40
5089.75 17617 $66.46
1.64 3863.50 1982 4739 $259.32
5218.38 6460 $69.95
357 12447 $73.69
6050.65 4176 $72.22
5193.61 6671 $65.91
4491.65 6213 $85.19
5135.88 9201 $78.30
San Antonio TX 3262.15 $21,276 14

8170 6233 $128.36
513

 0.29 22163 $63.69
5751.82 10581 $63.92
5553.16 6756 $86.71
2909.15 1218 4620 $130.09
2905.97 1577 3732 $273.53
2366.36 1032 2978 $118.17
501

1.88 1886 4445 $204.35
1.94 1888.30 2576 3987 $291.51
2863.20 1724 9252 $219.63
5570.80 1163 4596 $252.97
6496.30 6901 $134.79
6906.75 17966 $53.14
3105.31 6446 $70.41
5472.07 1532 3066 $251.73
2313.60 2433 9343 $299.17
9588.09 16226 $57.29
5918.84 20653 $50.10
5101.83 27906 $58.68
5588.72 11396 $100.80
5492.60 2137 10112 $248.49
5559.43 2694 16050 $367.72
9978.49 1436 $83.74
5068.53 20831 $291.66
4935.18 1463 7537 $297.83
7251.37 960 15039 $168.96
5583.02 2084 4913 $314.88
4745.30 1637 7341 $241.04
2024.97 1500 6158 $116.52
4548.61 416 17840 $72.58
7664.03 43671 $79.23
4074.10 2579 4583 $261.67
6902.15 1589 8881 $224.17
3362.86 2574 41492 $374.40
2638.87 2443 4799 $261.74
3516.97 2523 8081 $326.76
3405.75 14400 $85.52
5124.22 20727 $81.28
7262.65 4071 $200.41
5155.47 3677 $

402.02
9986.32 10770 $59.80
3654.11 1837 4600 $294.18
7516.35 $325.02
8142.60 4166 $263.48
5472.43 13378 $55.16
4636.25 26888 $58.98
5108.01 10131 $92.57
4956.27 17034 $63.39
5201.65 15072 $63.30
Sarasota/Bradenton FL 3787.29 $30,460 528868 1042 4028 $137.25
Anchorage AK 6372.59 $28,690 249642 1443 14474 $142.83
5090.58 2182 6124
1.59 2705.03 2489 4560 $297.61
6039.76 5638 $97.46
4148.56 1731 10343 $260.16
4487.07 1662 6482 $

239
6825.49 1028 9760 $169.92
5870.66 1932 2575 $285.34
2781.55 15887 $70.16
3905 28988 $101.64
7845.92 1402 6907 $186.96
2019.98 2411 10125 $289.25
5328.85 17497 $63.06
2012.46 2553 3183 $238.73
2963.01 13153 $110.00
5552.01 16507 $51.30
4636.00 2549844 5303 $199.80
3042.25 24362 $76.96
3642.39 5629 $77.62
4803.13 556 7478 $188.11
4128.60 4186 $207.17
3363.80 10298 $77.46
3467.70 7785 $105.13
5034.18 $56.80
3

 699 4971 $141.48
5138.01 1602 6165 $210.16
4901.10 4826 $202.77
6275.61 10816 $261.63
4708 6082 $142.98
3503.22 1272 5830 $137.20
Syracuse NY 2806.92 $22,069 743633 5275 $120.84
3503.11 1054 3861 $119.90
Tallahassee FL 3375.37 $21,002 258019 2789 $105.45
4891.84 17437 $87.35
2982.62 1183 10673 $124.82
2260.17 17160 $127.06
2553.17 834 4587 $106.65
5565.54 5196 $200.69
4984.08 10640 $107.51
3692.28 13264 $46.32
4633.51 4410 $125.25
2238.08 $128.97
1.61 3873.00 2164 4065 $224.21
5791.78 7464 $85.62
2422.98 1009 27103 $123.89
6172.24 8064 $122.99
7105.01 4715 $119.84
4136.63 4749 $135.76
Tucson AZ 3552.11 $20,375 766956 5658 $49.77
3098.74 12808 $49.02
6167.00 4307 $54.96
Tulsa OK 4601.96 $22,956 754013 11479 $64.97
4959.21 7782 $100.36
2225.74 1643 3740 $215.57
6334.03 23531 $166.67
5483.29 37715 $132.79
5560.73 27713 $145.61
3289.86 $100.95
6460.84 1185 14398 $256.86
7046.98 1470 12410 $240.48
8369.88 7833 $205.96
5433.17 896 5935 $127.67
5796.38 7688 $117.35
4641.26 1213 $297.20
4221.56 5252 $182.56
3680.60 20007 $303.82
5121.24 9176 $147.80
7968.63 $235.10
2946.23 6208 $164.30
2487.89 63690 $114.35
3081.34 14683 $125.80
1.58 2295.23 1970 5190 $279.83
3329.81 2259 6724 $273.83
6865.77 2428 17938 $347.82
4358.51 2317 7614 $281.06
8117.12 4957 $258.37
4580.05 8413 $132.94
West Palm Beach FL 6017.66 $37,375 991717 7788 $104.11
4771.66 1193 $127.83
2040.42 1134 5449 $145.53
3951.55 1125 5243 $130.15
2216.70 34324 $129.63
6797.80 6016 $124.87
5566.43 4877 $129.62

XLM_Matrix1

5 61

638

0 0 0 114 42.47

0.1964285714

0.1964285714

28571429

0.1964285714

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0.9821428571 0.8035714286

0.8035714286 0 1

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0.0178571429

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0.0178571429

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0.9955357143 0.875 0.4 1

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0.1964285714

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0.1964285714

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0.9955357143 0.9464285714 0.8 1

0.1964285714 0.6071428571 0.1964285714 0.4107142857 0.1964285714

16666667

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0.1964285714 0.6071428571 0.1964285714 0.4107142857 0.1964285714

0.1964285714

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0.0178571429 0.7857142857 0.0178571429 0.4107142857 0.0178571429

0595238

0.0178571429

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0.1964285714

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0.1964285714

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0.0178571429

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0.1964285714

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0.0178571429

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0.0178571429 0.6071428571 0.0178571429 0.4107142857 0.0178571429

0.0178571429

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0.0178571429 0.6071428571 0.0178571429 0.4107142857 0.0178571429

0.0178571429

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0.0178571429 0.6071428571 0.0178571429 0.4107142857 0.0178571429

0.0178571429

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0.0178571429

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595238

0.0178571429

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No of Variables X1 X2 X3 X4 X5 X-Scaled-Values Y-Scaled-Values
No of Records Data-Minimum 0.1964285714 0.6071428571 0.4107142857 0.23 0.0286205357 0.2142857143 0.9821428571 0.6257142857 0.8143348214 0.0178571429 0.8035714286 0.1071428571 0.8928571429 0.9955357143
Data-Maximum 0.2485714286 0.0778883929 0.6414285714 0.8636026786 0.3035714286 0.6964285714 0.0044642857
Axis-Minimum 0.235952381 0.09275 0.6288095238 0.8784642857 0.8392857143
Axis-Maximum 3000 0.7857142857 0.2507142857 0.03815625 0.3928571429 0.6435714286 0.8238705357 0.0535
Axis-Step 0.875
Axis-Scale 0.2326785714 0.0253392857 0.6255357143 0.8110535714 0.0892857143
0.2869047619 0.1017857143 0.6797619048 0.8875 0.9107142857
0.2691071429 0.0520267857 0.6619642857 0.8377410714 0.125
0.2886309524 0.0770669643 0.6814880952 0.86278125 0.9464285714
0.27 0.0512321429 0.6645238095 0.8369464286 0.1607142857
0.3395238095 0.070625 0.7323809524 0.8563392857
0.3529166667 0.1022276786 0.7457738095 0.8879419643
0.2492261905 0.03534375 0.6420833333 0.8210580357
0.2733333333 0.0589508929 0.6661904762 0.8446651786 0.5892857143
0.225 0.0523348214 0.6179166667 0.8380491071 0.6428571429
0.6785714286
0.2611904762 0.0473705357 0.654047619 0.8330848214 0.2857142857
0.3333928571 0.080875 0.72625 0.8665892857 0.7142857143
0.3253571429 0.0703125 0.7182142857 0.8560267857 0.3214285714
0.3505952381 0.089375 0.743452381 0.8750892857 0.75
0.3603571429 0.1102008929 0.7532142857 0.8959151786 0.3571428571
0.2576785714 0.0445089286 0.6505357143 0.8302232143
0.2646428571 0.0476651786 0.6575 0.8333794643
0.0506696429 0.8363839286
0.2382738095 0.0308571429 0.6311309524 0.8165714286 0.4464285714
0.2701785714 0.09375 0.6630357143 0.8794642857
0.2316071429 0.0599553571 0.6244642857 0.8456696429 0.4821428571
0.5178571429
0.252202381 0.0531026786 0.645 0.8388169643
0.5535714286
0.227797619 0.0437321429 0.6206547619 0.8294464286
0.2572619048 0.1061607143 0.6501190476 0.891875
0.2493452381 0.10453125 0.642202381 0.8902455357
0.2702380952 0.0907008929 0.6630952381 0.8764151786
0.2463690476 0.1119330357 0.6392261905 0.8976473214
0.249702381 0.0475892857 0.6425595238 0.8333035714
0.2722619048 0.0608348214 0.6651190476 0.8465491071
0.2651190476 0.1030669643 0.6579761905 0.88878125
0.2294047619 0.0806071429 0.6222619048 0.8663214286
0.2363690476 0.0963526786 0.6292261905 0.8820669643
0.2476785714 0.0879910714 0.6405357143 0.8737053571
0.2330952381 0.0308482143 0.625952381 0.8165625
0.2495238095 0.0409955357 0.6423809524 0.8267098214
0.2629166667 0.0498482143 0.6557738095 0.8355625
0.2501190476 0.0257232143 0.6429761905 0.8114375
0.2638690476 0.04675 0.6567261905 0.8324642857
0.3116666667 0.0690803571 0.7045238095 0.8547946429
0.2470238095 0.0348125 0.6398809524 0.8205267857
0.3021428571 0.0701785714 0.695 0.8558928571
0.2407738095 0.0505357143 0.6336309524 0.83625
0.2519642857 0.0641026786 0.6448214286 0.8498169643
0.2313095238 0.0335133929 0.6241666667 0.8192276786
0.2483928571 0.0377053571 0.64125 0.8234196429
0.2579761905 0.0508883929 0.6508333333 0.8366026786
0.2252380952 0.0299866071 0.6180952381 0.8157008929
0.3070833333 0.1430223214 0.6999404762 0.9287366071
0.262202381 0.1091517857 0.6550595238 0.8948660714
0.2353571429 0.0350982143 0.6282142857 0.8208125
0.0941517857 0.8798660714
0.31875 0.1390446429 0.7116071429 0.9247589286
0.2679761905 0.0777053571 0.6608333333 0.8634196429
0.2522619048 0.0695580357 0.6451190476 0.8552723214
0.0475714286 0.8332857143
0.250952381 0.0492946429 0.6438095238 0.8350089286
0.2283928571 0.0331607143 0.62125 0.818875
0.2738690476 0.1095 0.6667261905 0.8952142857
0.2820833333 0.1145 0.6749404762 0.9002142857
0.2469047619 0.0376026786 0.6397619048 0.8233169643
0.2486904762 0.0469196429 0.641547619 0.8326339286
0.2874404762 0.0540580357 0.680297619 0.8397723214
0.2838095238 0.0687276786 0.6766666667 0.8544419643
0.2808333333 0.0927857143 0.6736904762 0.8785
0.2814285714 0.0506205357 0.6742857143 0.8363348214
0.2883928571 0.0565267857 0.68125 0.8422410714
0.2802380952 0.0610178571 0.6730952381 0.8467321429
0.279047619 0.04828125 0.6719047619 0.8339955357
0.2414880952 0.0807366071 0.6343452381 0.8664508929
0.0784866071 0.8642008929
0.2606547619 0.1075357143 0.6535119048 0.89325
0.3788095238 0.08178125 0.7716666667 0.8674955357
0.3663690476 0.074625 0.7592261905 0.8603392857
0.357202381 0.0790580357 0.7500595238 0.8647723214
0.37375 0.0990580357 0.7666071429 0.8847723214
0.2560119048 0.1040892857 0.6488690476 0.8898035714
0.2225 0.0299553571 0.6153571429 0.8156696429
0.3098214286 0.1562366071 0.7026785714 0.9419508929
0.062 0.8480178571
0.2807738095 0.0855491071 0.6736309524 0.8712633929
0.02915625 0.8148705357
0.2282142857 0.0302589286 0.6210714286 0.8159732143
0.2658333333 0.091375 0.6586904762 0.8770892857
0.2798809524 0.0791160714 0.6727380952 0.8648303571
0.2398809524 0.0490089286 0.6327380952 0.8347232143
0.2242261905 0.0279598214 0.6170833333 0.8136741071
0.2286309524 0.0757053571 0.6214880952 0.8614196429
0.2704166667 0.0472008929 0.6632738095 0.8329151786
0.3088095238 0.0509508929 0.7016666667 0.8366651786
0.3223214286 0.0685267857 0.7151785714 0.8542410714
0.2533928571 0.0873392857 0.64625 0.8730535714
0.2635714286 0.0434642857 0.6564285714 0.8291785714
0.3030357143 0.0616428571 0.6958928571 0.8473571429
0.3298214286 0.0702901786 0.7226785714 0.8560044643
0.2645238095 0.0443883929 0.6573809524 0.8301026786
0.230952381 0.0391026786 0.6238095238 0.8248169643
0.2657738095 0.0708169643 0.6586309524 0.85653125
0.2323214286 0.0513080357 0.6251785714 0.8370223214
0.2550595238 0.0518660714 0.6479166667 0.8375
0.2385119048 0.0337991071 0.6313690476 0.8195133929
0.241547619 0.0520401786 0.6344047619 0.8377544643
0.2464880952 0.04921875 0.6393452381 0.8349330357
0.2523214286 0.05503125 0.6451785714 0.8407455357
0.2530952381 0.0570446429 0.645952381 0.8427589286
0.2821428571 0.0349285714 0.675 0.8206428571
0.2955357143 0.0517857143 0.6883928571
0.242797619 0.0323348214 0.6356547619 0.8180491071
0.3180952381 0.0641160714 0.710952381 0.8498303571
0.2789880952 0.0358526786 0.6718452381 0.8215669643
0.3554761905 0.05953125 0.7483333333 0.8452455357
0.2277380952 0.023625 0.6205952381 0.8093392857
0.304702381 0.0552410714 0.6975595238 0.8409553571
0.3232738095 0.0710357143 0.7161309524 0.85675
0.3195833333 0.0517142857 0.7124404762 0.8374285714
0.2769047619 0.0736071429 0.6697619048 0.8593214286
0.2510714286 0.0399419643 0.6439285714 0.82565625
0.3188095238 0.0731160714 0.7116666667 0.8588303571
0.2870238095 0.0504419643 0.6798809524 0.83615625
0.228452381 0.0248080357 0.6213095238 0.8105223214
0.2326190476 0.0266830357 0.6254761905 0.8123973214
0.2543452381 0.03428125 0.647202381 0.8199955357
0.3301190476 0.1006964286 0.7229761905 0.8864107143
0.3693452381 0.1347276786 0.762202381 0.9204419643
0.3185119048 0.1043660714 0.7113690476 0.8900803571
0.3370238095 0.1035580357 0.7298809524 0.8892723214
0.3330952381 0.0800133929 0.725952381 0.8657276786
0.2877380952 0.1214553571 0.6805952381 0.9071696429
0.0579464286 0.8436607143
0.3326190476 0.1319151786 0.7254761905 0.9176294643
0.3536309524 0.0863839286 0.7464880952 0.8720982143
0.2963690476 0.0871785714 0.6892261905 0.8728928571
0.2333333333 0.045 0.6261904762 0.8311071429
0.24375 0.0269017857 0.6366071429 0.8126160714
0.2307142857 0.0303839286 0.6235714286 0.8160982143
0.2311309524 0.0271741071 0.6239880952 0.8128883929
0.2339880952 0.0315267857 0.6268452381 0.8172410714
0.04371875 0.8294330357
0.2892261905 0.0707589286 0.6820833333 0.8564732143
0.2849404762 0.0754107143 0.677797619 0.861125
0.2807142857 0.0826383929 0.6735714286 0.8683526786
0.282797619 0.0598125 0.6756547619 0.8455267857
0.3533333333 0.09278125 0.7461904762 0.8784955357
0.3048214286 0.0653392857 0.6976785714 0.8510535714
0.2580952381 0.0848616071 0.650952381 0.8705758929
0.2777380952 0.0468169643 0.6705952381 0.83253125
0.30125 0.0687767857 0.6941071429 0.8544910714
0.2680952381 0.12028125 0.660952381 0.9059955357
0.2805952381 0.1155580357 0.673452381 0.9012723214
0.2346428571 0.0700580357 0.6275 0.8557723214
0.265297619 0.1029955357 0.6581547619 0.8887098214
0.2555357143 0.0595982143 0.6483928571 0.8453125
0.2458333333 0.1279196429 0.6386904762 0.9136339286
0.2381547619 0.1038169643 0.6310119048 0.88953125
0.2917261905 0.0766383929 0.6845833333 0.8623526786
0.3058928571 0.1098660714 0.69875 0.8955803571
0.03759375 0.8233080357
0.2520238095 0.0812455357 0.6448809524 0.8669598214
0.2420238095 0.07421875 0.6348809524 0.8599330357
0.2542261905 0.0481517857 0.6470833333 0.8338660714
0.3213095238 0.0808125 0.7141666667 0.8665267857
0.2595238095 0.0959866071 0.6523809524 0.8817008929
0.2508928571 0.0391964286 0.64375 0.8249107143
0.2392261905 0.0538839286 0.6320833333 0.8395982143
0.2636309524 0.0593080357 0.6564880952 0.8450223214
0.2413690476 0.0377366071 0.6342261905 0.8234508929
0.2332738095 0.0342901786 0.6261309524 0.8200044643
0.3141666667 0.0901785714 0.7070238095 0.8758928571
0.3227380952 0.0932098214 0.7155952381 0.8789241071
0.2592857143 0.0724464286 0.6521428571 0.8581607143
0.3044642857 0.1282276786 0.6973214286 0.9139419643
0.2251785714 0.0521339286 0.6180357143 0.8378482143
0.2573214286 0.0712991071 0.6501785714 0.8570133929
0.2489285714 0.0915178571 0.6417857143 0.8772321429
0.2385714286 0.0640357143 0.6314285714 0.84975
0.2425 0.0780669643 0.6354166667 0.86378125
0.2969642857 0.1357946429 0.6898214286 0.9215089286
0.310952381 0.1206964286 0.7038095238 0.9064107143
0.2435714286 0.0934598214 0.6364285714 0.8791741071
0.2778571429 0.0549910714 0.6707142857 0.8407053571
0.2783333333 0.0639285714 0.6711904762 0.8496428571
0.2507738095 0.0645535714 0.6436309524 0.8502678571
0.2991666667 0.1560401786 0.6920238095 0.9417544643
0.2644047619 0.0818883929 0.6572619048 0.8676026786
0.2799404762 0.0999955357 0.672797619 0.8857098214
0.3474404762 0.0756294643 0.740297619 0.86134375
0.3611309524 0.1457455357 0.7539880952 0.9314598214
0.2708928571 0.1046026786 0.66375 0.8903169643
0.2795833333 0.0557678571 0.6724404762 0.8414821429
0.274702381 0.12428125 0.6675 0.9099955357
0.2841071429 0.0931741071 0.6769642857 0.8788883929
0.0670223214 0.8527366071
0.2336309524 0.0251919643 0.6264880952 0.81090625
0.02590625 0.8116205357
0.2341666667 0.0240178571 0.6270238095 0.8097321429
0.0295267857 0.6178571429 0.8152410714
0.2386904762 0.0429375 0.631547619 0.8286517857
0.2397619048 0.0302544643 0.6326190476 0.81596875
0.0624151786 0.6353571429 0.8481294643
0.2383333333 0.0414196429 0.6311904762 0.8271339286
0.2808928571 0.0526651786 0.67375 0.8383794643
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0.8477142857
0.0629017857 0.8486160714
0.2620238095 0.0465758929 0.6548809524 0.8322901786
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