AIRLINES DATA ANALYSIS-CASE STUDY
This case study aims to analyse the Airlines dataset from the below link. Data manipulation, data visualisation tools have been used to get the necessary insights.
Download Airlines dataset for the year 2008 from stat-computing.org
http://stat-computing.org/dataexpo/2009/the-data.html** Extract csv file from the zip folder and save it into data folder
note: Refer to http://www.airportcodes.org/ for a list of airport codes
Import CSV file into your R session and name the dataframe as myDF?
CORRUPT.2008 <- read.csv("D:/DATA SCIENCE/case_study/CORRUPT.2008.csv")
myDF<-CORRUPT.2008Extraction of Flights data, Arrival & Departure time analysis
Write down How many observations and variables our myDF dataframe has??
dim(myDF)## [1] 3852056 29Extract the Head and Tail of a Data Set?
head(myDF);## Year Month DayofMonth DayOfWeek DepTime CRSDepTime ArrTime CRSArrTime
## 1 2008 1 3 4 2003 1955 2211 2225
## 2 2008 1 3 4 754 735 1002 1000
## 3 2008 1 3 4 628 620 804 750
## 4 2008 1 3 4 926 930 1054 1100
## 5 2008 1 3 4 1829 1755 1959 1925
## 6 2008 1 3 4 1940 1915 2121 2110
## UniqueCarrier FlightNum TailNum ActualElapsedTime CRSElapsedTime AirTime
## 1 WN 335 N712SW 128 150 116
## 2 WN 3231 N772SW 128 145 113
## 3 WN 448 N428WN 96 90 76
## 4 WN 1746 N612SW 88 90 78
## 5 WN 3920 N464WN 90 90 77
## 6 WN 378 N726SW 101 115 87
## ArrDelay DepDelay Origin Dest Distance TaxiIn TaxiOut Cancelled
## 1 -14 8 IAD TPA 810 4 8 0
## 2 2 19 IAD TPA 810 5 10 0
## 3 14 8 IND BWI 515 3 17 0
## 4 -6 -4 IND BWI 515 3 7 0
## 5 34 34 IND BWI 515 3 10 0
## 6 11 25 IND JAX 688 4 10 0
## CancellationCode Diverted CarrierDelay WeatherDelay NASDelay
## 1 0 NA NA NA
## 2 0 NA NA NA
## 3 0 NA NA NA
## 4 0 NA NA NA
## 5 0 2 0 0
## 6 0 NA NA NA
## SecurityDelay LateAircraftDelay
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 0 32
## 6 NA NAtail(myDF)## Year Month DayofMonth DayOfWeek DepTime CRSDepTime ArrTime
## 3852051 2008 7 9 3 2006 1915 2257
## 3852052 2008 7 10 4 1942 1915 2148
## 3852053 2008 7 11 5 2138 1915 2344
## 3852054 2008 7 13 7 2106 1910 2327
## 3852055 2008 7 14 1 2027 1915 2220
## 3852056 2008 7 15 2 1911 1915 2133
## CRSArrTime UniqueCarrier FlightNum TailNum ActualElapsedTime
## 3852051 2140 UA 639 N534UA 351
## 3852052 2140 UA 639 N592UA 306
## 3852053 2140 UA 639 N527UA 306
## 3852054 2135 UA 639 N573UA 321
## 3852055 2140 UA 639 N585UA 293
## 3852056 2140 UA 639 N5 NA
## CRSElapsedTime AirTime ArrDelay DepDelay Origin Dest Distance
## 3852051 325 289 77 51 IAD LAX 2288
## 3852052 325 288 8 27 IAD LAX 2288
## 3852053 325 285 124 143 IAD LAX 2288
## 3852054 325 289 112 116 IAD LAX 2288
## 3852055 325 268 40 72 IAD LAX 2288
## 3852056 NA NA NA NA NA
## TaxiIn TaxiOut Cancelled CancellationCode Diverted CarrierDelay
## 3852051 12 50 0 0 0
## 3852052 6 12 0 0 NA
## 3852053 6 15 0 0 16
## 3852054 8 24 0 0 0
## 3852055 14 11 0 0 0
## 3852056 NA NA NA NA NA
## WeatherDelay NASDelay SecurityDelay LateAircraftDelay
## 3852051 0 26 0 51
## 3852052 NA NA NA NA
## 3852053 0 0 0 108
## 3852054 14 0 0 98
## 3852055 0 0 0 40
## 3852056 NA NA NA NAWhich were the origin cities for the first six flights in the airline data file for 2008?
head(myDF$Origin)## [1] IAD IAD IND IND IND IND
## 301 Levels: ABE ABI ABQ ABY ACK ACT ACV ACY ADK ADQ AEX AGS AKN ... YUMWhat are the destination cities for the first six flights in the airline data file for 2008?
head(myDF$Dest)## [1] TPA TPA BWI BWI BWI JAX
## 302 Levels: ABE ABI ABQ ABY ACK ACT ACV ACY ADK ADQ AEX AGS AKN ... YUMWhich were the origin cities for the last six flights in the airline data file for 2008?
tail(myDF$Origin)## [1] IAD IAD IAD IAD IAD
## 301 Levels: ABE ABI ABQ ABY ACK ACT ACV ACY ADK ADQ AEX AGS AKN ... YUMWhat are he destination cities for the last six flights in the airline data file for 2008?
tail(myDF$Dest)## [1] LAX LAX LAX LAX LAX
## 302 Levels: ABE ABI ABQ ABY ACK ACT ACV ACY ADK ADQ AEX AGS AKN ... YUMHow many number of flights departur from Indianapolis (IND) in 2008??
sum(myDF$Origin=="IND")## [1] 23148Similarly how many flights that destination city are Indianapolis (IND) in 2008?
sum(myDF$Dest=="IND")## [1] 23120What are the first 6 flights that had IND as the origin?
head(myDF[myDF$Origin=="IND",])## Year Month DayofMonth DayOfWeek DepTime CRSDepTime ArrTime CRSArrTime
## 3 2008 1 3 4 628 620 804 750
## 4 2008 1 3 4 926 930 1054 1100
## 5 2008 1 3 4 1829 1755 1959 1925
## 6 2008 1 3 4 1940 1915 2121 2110
## 7 2008 1 3 4 1937 1830 2037 1940
## 8 2008 1 3 4 1039 1040 1132 1150
## UniqueCarrier FlightNum TailNum ActualElapsedTime CRSElapsedTime AirTime
## 3 WN 448 N428WN 96 90 76
## 4 WN 1746 N612SW 88 90 78
## 5 WN 3920 N464WN 90 90 77
## 6 WN 378 N726SW 101 115 87
## 7 WN 509 N763SW 240 250 230
## 8 WN 535 N428WN 233 250 219
## ArrDelay DepDelay Origin Dest Distance TaxiIn TaxiOut Cancelled
## 3 14 8 IND BWI 515 3 17 0
## 4 -6 -4 IND BWI 515 3 7 0
## 5 34 34 IND BWI 515 3 10 0
## 6 11 25 IND JAX 688 4 10 0
## 7 57 67 IND LAS 1591 3 7 0
## 8 -18 -1 IND LAS 1591 7 7 0
## CancellationCode Diverted CarrierDelay WeatherDelay NASDelay
## 3 0 NA NA NA
## 4 0 NA NA NA
## 5 0 2 0 0
## 6 0 NA NA NA
## 7 0 10 0 0
## 8 0 NA NA NA
## SecurityDelay LateAircraftDelay
## 3 NA NA
## 4 NA NA
## 5 0 32
## 6 NA NA
## 7 0 47
## 8 NA NAIn 2008, how many flights departed from O’Hare Airport (ORD)??
sum(myDF$Origin=="ORD")## [1] 190590In 2008, how many flights arrived at O’Hare Airport (ORD)?
sum(myDF$Dest=="ORD")## [1] 190416How many flights in the data set departed from the Indianapolis Airport (IND) and arrived at the O’Hare Airport (ORD)?
sum((myDF$Origin=="IND")&(myDF$Dest=="ORD"))## [1] 2146DepartInd <- subset(myDF, myDF$Origin=="IND")
DestInd <- subset(myDF, myDF$Dest=="IND")
dim(DepartInd)## [1] 23148 29dim(DestInd)## [1] 23120 29Get the first 6 flights of each of those new data frames created from above statements?
head(DepartInd)## Year Month DayofMonth DayOfWeek DepTime CRSDepTime ArrTime CRSArrTime
## 3 2008 1 3 4 628 620 804 750
## 4 2008 1 3 4 926 930 1054 1100
## 5 2008 1 3 4 1829 1755 1959 1925
## 6 2008 1 3 4 1940 1915 2121 2110
## 7 2008 1 3 4 1937 1830 2037 1940
## 8 2008 1 3 4 1039 1040 1132 1150
## UniqueCarrier FlightNum TailNum ActualElapsedTime CRSElapsedTime AirTime
## 3 WN 448 N428WN 96 90 76
## 4 WN 1746 N612SW 88 90 78
## 5 WN 3920 N464WN 90 90 77
## 6 WN 378 N726SW 101 115 87
## 7 WN 509 N763SW 240 250 230
## 8 WN 535 N428WN 233 250 219
## ArrDelay DepDelay Origin Dest Distance TaxiIn TaxiOut Cancelled
## 3 14 8 IND BWI 515 3 17 0
## 4 -6 -4 IND BWI 515 3 7 0
## 5 34 34 IND BWI 515 3 10 0
## 6 11 25 IND JAX 688 4 10 0
## 7 57 67 IND LAS 1591 3 7 0
## 8 -18 -1 IND LAS 1591 7 7 0
## CancellationCode Diverted CarrierDelay WeatherDelay NASDelay
## 3 0 NA NA NA
## 4 0 NA NA NA
## 5 0 2 0 0
## 6 0 NA NA NA
## 7 0 10 0 0
## 8 0 NA NA NA
## SecurityDelay LateAircraftDelay
## 3 NA NA
## 4 NA NA
## 5 0 32
## 6 NA NA
## 7 0 47
## 8 NA NAhead(DestInd)## Year Month DayofMonth DayOfWeek DepTime CRSDepTime ArrTime CRSArrTime
## 72 2008 1 3 4 802 750 1001 955
## 136 2008 1 3 4 2255 1820 509 55
## 137 2008 1 3 4 1129 1050 1757 1725
## 501 2008 1 3 4 1038 1010 1259 1230
## 502 2008 1 3 4 1920 1850 2140 2110
## 605 2008 1 3 4 1139 1140 1401 1405
## UniqueCarrier FlightNum TailNum ActualElapsedTime CRSElapsedTime
## 72 WN 2272 N263WN 119 125
## 136 WN 1924 N761RR 194 215
## 137 WN 3920 N464WN 208 215
## 501 WN 4 N674AA 81 80
## 502 WN 321 N742SW 80 80
## 605 WN 829 N476WN 142 145
## AirTime ArrDelay DepDelay Origin Dest Distance TaxiIn TaxiOut
## 72 104 6 12 JAX IND 688 7 8
## 136 176 254 275 LAS IND 1591 9 9
## 137 179 32 39 LAS IND 1591 8 21
## 501 63 29 28 MCI IND 451 8 10
## 502 61 30 30 MCI IND 451 9 10
## 605 123 -4 -1 MCO IND 828 8 11
## Cancelled CancellationCode Diverted CarrierDelay WeatherDelay NASDelay
## 72 0 0 NA NA NA
## 136 0 0 0 0 0
## 137 0 0 32 0 0
## 501 0 0 3 0 1
## 502 0 0 30 0 0
## 605 0 0 NA NA NA
## SecurityDelay LateAircraftDelay
## 72 NA NA
## 136 8 246
## 137 0 0
## 501 0 25
## 502 0 0
## 605 NA NAHow many indianapolis flights departed during each month??
table(DepartInd$Month)##
## 1 2 3 4 5 6 7
## 3580 3414 3764 3644 3768 3852 1126Use the same question above to represent graphical/plotting
plot(table(DepartInd$Month))
table(DestInd$Month)##
## 1 2 3 4 5 6 7
## 3582 3413 3764 3642 3765 3857 1097plot(table(DestInd$Month))
FligthsDepFromTUP <- subset(myDF, myDF$Origin=="TUP")
dim(FligthsDepFromTUP)## [1] 10 29How many flights departed from TUP in 2008?
nrow(FligthsDepFromTUP)## [1] 10What is the average departure delay of the flights that depart from TUP in 2008?? )
mean(FligthsDepFromTUP$DepDelay)## [1] -3.8Find out the number of flights in the early morning before 6 AM departed out of IND origin?
sum(DepartInd$DepTime<600)## [1] NAsum(DepartInd$DepTime<600, na.rm = TRUE)## [1] 339Similarly, flights that departed before 12 noon, 6 PM, 12 midnight
sum(DepartInd$DepTime<1200, na.rm = TRUE)## [1] 9963sum(DepartInd$DepTime<1800, na.rm = TRUE)## [1] 18869sum(DepartInd$DepTime<2400, na.rm = TRUE) # before midnight## [1] 22657sum(DepartInd$DepTime<=2400, na.rm = TRUE) # before midnight or equal to midnight## [1] 22657Now checkout how many NA values in Departed time column contains?
sum(is.na(DepartInd$DepTime))## [1] 491How many flights arrived at LAX in 2008?
sum(myDF$Dest=="LAX")## [1] 121491FlightsDestLAX<-subset(myDF,myDF$Dest=="LAX")
dim(FlightsDestLAX)## [1] 121491 29How many flights departed from ATL and landed at LAX in 2008?
sum(myDF$Origin=="ATL"& myDF$Dest=="LAX")## [1] 2764Among the flights from ATL to LAX in 2008, how many departed before 12 noon?
FlightsATLtoLAX<-subset(myDF,(myDF$Origin=="ATL" & myDF$Dest=="LAX"))
sum(FlightsATLtoLAX$DepTime<1200)## [1] NAsum(FlightsATLtoLAX$DepTime<1200,na.rm = TRUE)## [1] 1052Table origin
table(myDF$Origin)##
## ABE ABI ABQ ABY ACK ACT ACV ACY ADK
## 1 2594 1325 23660 582 227 1129 2137 116 52
## ADQ AEX AGS AKN ALB ALO AMA ANC ASE ATL
## 364 1237 1098 41 7801 160 4118 9424 3674 208527
## ATW AUS AVL AVP AZO BDL BET BFL BGM BGR
## 3376 28485 2094 1272 2415 16559 519 3008 364 1518
## BHM BIL BIS BJI BLI BMI BNA BOI BOS BPT
## 13492 2511 1380 26 120 2630 32383 9985 62479 219
## BQK BQN BRO BRW BTM BTR BTV BUF BUR BWI
## 459 771 878 364 408 4712 3773 13940 18276 58196
## BZN CAE CAK CDC CDV CEC CHA CHO CHS CIC
## 2701 5723 4498 386 364 613 2191 471 7810 812
## CID CLD CLE CLL CLT CMH CMI CMX COD COS
## 4827 1389 38273 783 66140 19491 1504 157 692 9956
## CPR CRP CRW CSG CVG CWA DAB DAL DAY DBQ
## 1694 2501 1722 691 53347 1111 1928 31992 8264 701
## DCA DEN DFW DHN DLG DLH DRO DSM DTW EGE
## 44827 131416 142575 698 41 1158 2296 8861 86372 2147
## EKO ELM ELP ERI EUG EVV EWN EWR EYW FAI
## 978 664 11685 695 3484 2967 434 77433 583 2441
## FAR FAT FAY FCA FLG FLL FLO FNT FSD FSM
## 2583 8657 1005 1645 1120 37537 314 4840 3201 1410
## FWA GCC GEG GFK GGG GJT GNV GPT GRB GRK
## 3214 414 9153 703 546 2846 1011 4506 4622 2329
## GRR GSO GSP GST GTF GTR GUC HDN HHH HLN
## 8937 7435 6590 23 1321 473 581 1765 482 1036
## HNL HOU HPN HRL HSV IAD IAH ICT IDA ILM
## 30234 32061 5604 2576 5802 43330 102597 7733 2002 1682
## IND INL IPL ISP ITO IYK JAC JAN JAX JFK
## 23148 25 713 6070 4294 575 2076 6818 18589 62324
## JNU KOA KTN LAN LAS LAW LAX LBB LCH LEX
## 2067 6961 1153 2320 97108 1362 121627 4769 624 5519
## LFT LGA LGB LIH LIT LMT LNK LRD LSE LWB
## 2732 62766 8151 7239 8343 47 1863 1076 984 61
## LWS LYH MAF MBS MCI MCN MCO MDT MDW MEI
## 360 322 3966 1544 35238 412 71905 4355 51740 330
## MEM MFE MFR MGM MHT MIA MKE MKG MLB MLI
## 42373 2155 3591 1965 10851 32384 23892 300 1022 4421
## MLU MOB MOD MOT MQT MRY MSN MSO MSP MSY
## 1400 3414 1630 545 493 4714 7276 1780 69897 22065
## MTJ MYR OAJ OAK OGG OKC OMA OME ONT ORD
## 1564 2865 523 37349 10769 14730 15003 546 22209 190590
## ORF OTH OTZ OXR PBI PDX PFN PHF PHL PHX
## 9314 47 545 762 15944 31713 1980 3172 53186 112698
## PIA PIH PIT PLN PMD PNS PSC PSE PSG PSP
## 3064 1002 23195 117 391 4997 1600 426 364 7426
## PUB PVD PWM RAP RDD RDM RDU RFD RHI RIC
## 2 12863 3958 2362 1044 2069 32722 290 58 10648
## RKS RNO ROA ROC ROW RST RSW SAN SAT SAV
## 292 14725 1827 8093 437 2011 16010 52810 25728 7911
## SBA SBN SBP SCC SCE SDF SEA SFO SGF SGU
## 7309 2790 3616 364 317 12937 56123 76830 5495 2060
## SHV SIT SJC SJT SJU SLC SLE SMF SMX SNA
## 4159 633 32060 812 11973 80954 378 31230 1016 25856
## SPI SPS SRQ STL STT STX SUN SUX SWF SYR
## 831 1221 3989 34544 1812 245 1844 122 2650 6830
## TEX TLH TOL TPA TRI TUL TUP TUS TVC TWF
## 166 2739 823 44086 1055 13399 10 16432 2159 1155
## TXK TYR TYS VLD VPS WRG WYS XNA YAK YKM
## 637 909 7323 455 3517 364 124 7518 364 291
## YUM
## 2549Sort the above results in a decreasing order?
sort(table(myDF$Origin), decreasing = TRUE)##
## ATL ORD DFW DEN LAX PHX IAH LAS DTW SLC
## 208527 190590 142575 131416 121627 112698 102597 97108 86372 80954
## EWR SFO MCO MSP CLT LGA BOS JFK BWI SEA
## 77433 76830 71905 69897 66140 62766 62479 62324 58196 56123
## CVG PHL SAN MDW DCA TPA IAD MEM CLE FLL
## 53347 53186 52810 51740 44827 44086 43330 42373 38273 37537
## OAK MCI STL RDU MIA BNA HOU SJC DAL PDX
## 37349 35238 34544 32722 32384 32383 32061 32060 31992 31713
## SMF HNL AUS SNA SAT MKE ABQ PIT IND ONT
## 31230 30234 28485 25856 25728 23892 23660 23195 23148 22209
## MSY CMH JAX BUR BDL TUS RSW PBI OMA OKC
## 22065 19491 18589 18276 16559 16432 16010 15944 15003 14730
## RNO BUF BHM TUL SDF PVD SJU ELP MHT OGG
## 14725 13940 13492 13399 12937 12863 11973 11685 10851 10769
## RIC BOI COS ANC ORF GEG GRR DSM FAT LIT
## 10648 9985 9956 9424 9314 9153 8937 8861 8657 8343
## DAY LGB ROC SAV CHS ALB ICT XNA GSO PSP
## 8264 8151 8093 7911 7810 7801 7733 7518 7435 7426
## TYS SBA MSN LIH KOA SYR JAN GSP ISP HSV
## 7323 7309 7276 7239 6961 6830 6818 6590 6070 5802
## CAE HPN LEX SGF PNS FNT CID LBB MRY BTR
## 5723 5604 5519 5495 4997 4840 4827 4769 4714 4712
## GRB GPT CAK MLI MDT ITO SHV AMA SRQ MAF
## 4622 4506 4498 4421 4355 4294 4159 4118 3989 3966
## PWM BTV ASE SBP MFR VPS EUG MOB ATW FWA
## 3958 3773 3674 3616 3591 3517 3484 3414 3376 3214
## FSD PHF PIA BFL EVV MYR GJT SBN TLH LFT
## 3201 3172 3064 3008 2967 2865 2846 2790 2739 2732
## BZN SWF BMI ABE FAR HRL YUM BIL CRP FAI
## 2701 2650 2630 2594 2583 2576 2549 2511 2501 2441
## AZO RAP GRK LAN DRO CHA TVC MFE EGE ACV
## 2415 2362 2329 2320 2296 2191 2159 2155 2147 2137
## AVL JAC RDM JNU SGU RST IDA PFN MGM DAB
## 2094 2076 2069 2067 2060 2011 2002 1980 1965 1928
## LNK SUN ROA STT MSO HDN CRW CPR ILM FCA
## 1863 1844 1827 1812 1780 1765 1722 1694 1682 1645
## MOD PSC MTJ MBS BGR CMI FSM MLU CLD BIS
## 1630 1600 1564 1544 1518 1504 1410 1400 1389 1380
## LAW ABI GTF AVP AEX SPS DLH TWF KTN ACT
## 1362 1325 1321 1272 1237 1221 1158 1155 1153 1129
## FLG CWA AGS LRD TRI RDD HLN MLB SMX GNV
## 1120 1111 1098 1076 1055 1044 1036 1022 1016 1011
## FAY PIH LSE EKO TYR BRO SPI TOL CIC SJT
## 1005 1002 984 978 909 878 831 823 812 812
## CLL BQN OXR IPL GFK DBQ DHN ERI COD CSG
## 783 771 762 713 703 701 698 695 692 691
## ELM TXK SIT LCH CEC EYW ABY GUC IYK GGG
## 664 637 633 624 613 583 582 581 575 546
## OME MOT OTZ OAJ BET MQT HHH GTR CHO BQK
## 546 545 545 523 519 493 482 473 471 459
## VLD ROW EWN PSE GCC MCN BTM PMD CDC SLE
## 455 437 434 426 414 412 408 391 386 378
## ADQ BGM BRW CDV PSG SCC WRG YAK LWS MEI
## 364 364 364 364 364 364 364 364 360 330
## LYH SCE FLO MKG RKS YKM RFD STX ACK BPT
## 322 317 314 300 292 291 290 245 227 219
## TEX ALO CMX WYS SUX BLI PLN ACY LWB RHI
## 166 160 157 124 122 120 117 116 61 58
## ADK LMT OTH AKN DLG BJI INL GST TUP PUB
## 52 47 47 41 41 26 25 23 10 2
##
## 1which airport has heighest flights departed in 2008, what is the code of that airport and how many number of flights departed?
head(sort(table(myDF$Origin), decreasing = TRUE))##
## ATL ORD DFW DEN LAX PHX
## 208527 190590 142575 131416 121627 112698what are the top 6 airports which has most flights departed in 2008?
head(sort(table(myDF$Origin), decreasing = TRUE))##
## ATL ORD DFW DEN LAX PHX
## 208527 190590 142575 131416 121627 112698Plot all the flights departed within each hour range during the course of the day
plot(table(cut(myDF$DepTime, breaks = seq(0, 2400, by =100))))
Make a table of all the origin-to-destination pairs
sort(table(paste(myDF$Origin, "to", myDF$Dest)))##
## to ABE to BHM ACV to SJC ACY to JFK ALB to SBN AMA to TUL
## 1 1 1 1 1 1
## ASE to GJT ASE to MSN ASE to RFD ATW to CHS ATW to DSM ATW to XNA
## 1 1 1 1 1 1
## AUS to DSM AUS to ORF AZO to FAR BDL to GRB BFL to FAT BGR to BTV
## 1 1 1 1 1 1
## BHM to AUS BHM to HSV BHM to MKE BIL to GTF BNA to CID BNA to COS
## 1 1 1 1 1 1
## BOI to ATW BOI to GJT BOI to PIT BOS to ACK BOS to BTV BOS to GGG
## 1 1 1 1 1 1
## BTR to DEN BTV to IND BUR to PMD BUR to PSP BUR to RNO BUR to TUS
## 1 1 1 1 1 1
## BWI to GRR BWI to SAV BZN to BTM BZN to IDA CDC to LAX CDC to SGU
## 1 1 1 1 1 1
## CHO to DCA CHS to SAV CIC to FAT CIC to MRY CID to DSM CID to MKE
## 1 1 1 1 1 1
## CLT to ATW CLT to GRR CMH to GRB CMH to GRR CMH to ICT CMH to OMA
## 1 1 1 1 1 1
## COS to ABQ COS to CLE COS to FAT COS to LAN COS to MKE CPR to PIH
## 1 1 1 1 1 1
## CRW to BNA CRW to LEX CVG to SBN CWA to MLI DAB to JAX DAB to MCO
## 1 1 1 1 1 1
## DCA to PLN DEN to BTR DEN to CRW DEN to CYS DEN to MBS DEN to PIH
## 1 1 1 1 1 1
## DEN to ROC DRO to ABQ DSM to LNK DSM to RFD ERI to PIT EUG to FAT
## 1 1 1 1 1 1
## EUG to MFR EUG to RDM EVV to STL EWR to GRB EWR to LGA FAR to LAN
## 1 1 1 1 1 1
## FAR to MCI FAR to STL FAT to MRY FAT to OGD FAT to SBA FAT to TWF
## 1 1 1 1 1 1
## FLL to MIA FSD to GRB FSD to MSN FSD to PIA FSD to SDF FWA to TVC
## 1 1 1 1 1 1
## GEG to BLI GEG to LGB GEG to RDM GRB to DEN GRB to DSM GRB to GTF
## 1 1 1 1 1 1
## GRB to SDF GSO to JAX GSP to CLT HPN to EWR HPN to PIA HPN to PIT
## 1 1 1 1 1 1
## HSV to TUS IAD to DCA IAH to AGS IAH to HOU ICT to COS ICT to MCI
## 1 1 1 1 1 1
## ICT to MSY ICT to OKC ICT to PIA ICT to SGF ICT to SLC ILM to RDU
## 1 1 1 1 1 1
## IND to PIT IYK to BFL IYK to PSP JAC to IDA JAX to TYS JFK to CHS
## 1 1 1 1 1 1
## JFK to HPN JFK to LGA LAX to MFR LEX to DAY LGB to GEG LGB to ONT
## 1 1 1 1 1 1
## LGB to TWF LIT to MCO LIT to SAT LNK to ABE LNK to CRW LNK to LAN
## 1 1 1 1 1 1
## LNK to PIA LWS to BOI LWS to IDA MCI to ICT MCI to LNK MCO to LIT
## 1 1 1 1 1 1
## MCO to TPA MDT to AVP MDT to BWI MDT to DCA MFR to MOD MFR to RDD
## 1 1 1 1 1 1
## MFR to RDM MFR to SBA MFR to TWF MIA to FLL MKE to ABE MKE to AVP
## 1 1 1 1 1 1
## MKE to FAR MOD to BFL MOD to ONT MOD to RNO MSN to ATW MSN to DSM
## 1 1 1 1 1 1
## MSN to RFD MSP to SPI MSY to CMH MSY to OKC MSY to TWF MYR to ILM
## 1 1 1 1 1 1
## MYR to PHL OKC to BMI OKC to TUL OMA to ABQ OMA to ATW OMA to BHM
## 1 1 1 1 1 1
## OMA to COS OMA to DSM OMA to GRB OMA to LNK ONT to GJT ORF to BDL
## 1 1 1 1 1 1
## ORF to BOI ORF to PBI OXR to PSP PHL to ATW PHL to GRR PIA to HPN
## 1 1 1 1 1 1
## PIA to LNK PIT to GRB PIT to SJU PLN to DCA PSC to TWF PSP to FAT
## 1 1 1 1 1 1
## PSP to GJT PSP to ONT PSP to TWF PVD to BDL RAP to TWF RDD to SBA
## 1 1 1 1 1 1
## RDD to SMF RDM to IDA RDU to GRB RIC to ORF RIC to RDU RNO to BUR
## 1 1 1 1 1 1
## RNO to PIH ROA to BWI ROA to CLT ROA to MSN ROC to BOS RSW to PBI
## 1 1 1 1 1 1
## SAT to AMA SAV to CHS SBA to MRY SBA to SBP SBN to CVG SBP to FAT
## 1 1 1 1 1 1
## SBP to MFR SDF to SPI SFO to IDA SGF to FSD SGU to CDC SGU to PIH
## 1 1 1 1 1 1
## SGU to PSP SGU to TWF SJC to BFL SJC to FAT SJC to SFO SJC to SMX
## 1 1 1 1 1 1
## SJU to PIT SLC to CYS SLC to LBB SLC to OGD SLC to SGF SMF to RDD
## 1 1 1 1 1 1
## SMF to SBA SNA to SAN STX to MGM SUN to TWF SWF to BDL SWF to BOS
## 1 1 1 1 1 1
## SYR to CAK TPA to MCO TUL to ASE TUL to OKC TUL to OMA TUL to PIA
## 1 1 1 1 1 1
## TUL to XNA TUS to PSP TVC to MSN TYS to MCI XNA to CAK XNA to COS
## 1 1 1 1 1 1
## XNA to FAR XNA to LEX XNA to RFD XNA to SGF YUM to GJT ABE to PHL
## 1 1 1 1 1 2
## ACV to MRY ACY to LGA AVP to JFK AVP to LGA BIS to RAP BNA to FSD
## 2 2 2 2 2 2
## BOS to BNA BTR to CVG CHS to JAX CLE to ORF CLT to TRI CVG to BTR
## 2 2 2 2 2 2
## CVG to MSN DEN to GRB DEN to LIT DSM to GJT FCA to IDA GJT to ASE
## 2 2 2 2 2 2
## GSO to ORF GSO to RDU LAX to JAX LGA to MLB LGA to VPS MCO to JAX
## 2 2 2 2 2 2
## MKE to MCI MLB to LGA MSN to CVG MSO to PIH ONT to SAN ORF to CLE
## 2 2 2 2 2 2
## PUB to COS PVD to BOS PWM to BOS RIC to DCA RSW to MIA SAT to AUS
## 2 2 2 2 2 2
## SBP to MRY SFO to GJT SFO to SMX SFO to TWF SGF to BNA SLC to SDF
## 2 2 2 2 2 2
## SLE to TWF SRQ to TPA STX to JAX TRI to CLT TUL to GJT TWF to SUN
## 2 2 2 2 2 2
## VPS to LGA ABE to JFK BIL to PIH DSM to SLC EKO to TWF HSV to BHM
## 2 3 3 3 3 3
## JAX to LAX MCI to MKE MCI to OMA MHT to BOS SAN to ONT SAV to JAX
## 3 3 3 3 3 3
## SDF to SLC SLC to DSM TYS to AUS BGR to MSP CVG to HPN DCA to PHL
## 3 3 3 4 4 4
## GJT to LAX GJT to ORD KOA to OAK MSP to BGR OAK to KOA PBI to PIT
## 4 4 4 4 4 4
## PHL to LGA PIT to PBI SLC to XNA XNA to SLC ATL to ASE ATL to CRP
## 4 4 4 4 5 5
## ATL to FCA BWI to LGA CMH to PBI FCA to ATL HPN to CVG MCI to RSW
## 5 5 5 5 5 5
## PBI to CMH RSW to MCI SLC to BHM SLC to MKE ASE to ATL BZN to LAX
## 5 5 5 5 6 6
## CRP to ATL CVG to DAB DAB to CVG LAX to BZN MKE to SLC MRY to SLC
## 6 6 6 6 6 6
## MSP to PVD PIT to DCA PVD to MSP SLC to MRY ABE to LGA ABQ to CLE
## 6 6 6 6 7 7
## AGS to LGA BDL to MEM CLE to ABQ FCA to SFO LAX to RDU LGA to AGS
## 7 7 7 7 7 7
## MSO to SFO RDU to LAX SFO to FCA SFO to MSO SLC to FSD BHM to SLC
## 7 7 7 7 7 8
## CAK to FLL CVG to MYR DEN to RDM FLL to CAK FSD to SLC LAX to GJT
## 8 8 8 8 8 8
## MEM to BDL MYR to CVG RDM to DEN ATL to MFE ATL to TUP CLE to TUL
## 8 8 8 9 9 9
## LEX to CLE LGA to STT MCO to OKC MCO to OMA MCO to TUL OKC to MCO
## 9 9 9 9 9 9
## OMA to MCO STT to LGA TUL to MCO CLE to LEX IND to MSY MFE to ATL
## 9 9 9 10 10 10
## MSY to IND TUP to ATL LGA to TVC MCO to GSO TVC to LGA CLE to DAB
## 10 10 11 11 11 12
## CVG to TOL DAB to CLE DCA to SRQ SRQ to DCA TOL to CVG CLT to EGE
## 12 12 12 12 12 13
## CLT to MDW CVG to JAC CVG to SCE CWA to MSP EGE to CLT EWR to HDN
## 13 13 13 13 13 13
## FLL to OAK GTF to ORD HDN to EWR HDN to JFK HDN to LGA JAC to CVG
## 13 13 13 13 13 13
## JAC to LAX JFK to HDN LAX to JAC LGA to HDN MCO to SAN MDW to CLT
## 13 13 13 13 13 13
## MSP to CWA OAK to FLL ORD to GJT ORD to GTF SAN to MCO SCE to CVG
## 13 13 13 13 13 13
## CLE to CMH EGE to LGA LAS to MRY LAX to MTJ LGA to EGE MRY to LAS
## 14 14 14 14 14 14
## MTJ to LAX MTJ to ORD ORD to MTJ CMH to CLE AGS to CLT ATL to BOI
## 14 14 14 15 16 16
## BOI to ATL BZN to DTW CLT to AGS DTW to BZN DTW to STT EWR to PSE
## 16 16 16 16 16 16
## MSY to MSP LGA to SLC PSE to EWR SLC to LGA AKN to DLG CLT to DAB
## 16 17 17 17 18 18
## CLT to STX DAB to CLT LIT to SLC SLC to LIT STX to CLT EWR to MTJ
## 18 18 18 18 18 19
## GSO to MCO MTJ to EWR CHS to MSP COS to MEM MEM to COS MSP to CHS
## 19 19 20 20 20 20
## MSP to MYR MSP to SAV MYR to MSP SAV to MSP BZN to SFO CLE to SJU
## 20 20 20 20 21 21
## CMH to LAX IAH to CHS LAX to CMH OKC to CLE SFO to BZN SJU to CLE
## 21 21 21 21 21 21
## CHS to IAH CLT to LIT DAL to HRL DTW to PWM HRL to DAL LIT to CLT
## 22 22 22 22 22 22
## AKN to ANC ANC to DLG BOS to SRQ GRR to MKG GST to JNU JNU to GST
## 23 23 23 23 23 23
## KOA to SAN LIH to SNA PWM to DTW SAN to KOA SNA to LIH SRQ to BOS
## 23 23 23 23 23 23
## LAX to ONT MKG to GRR ONT to LAX CHA to DTW CLE to SAN INL to MSP
## 24 24 24 25 25 25
## JAC to MSP ATL to BZN ATL to MTJ BJI to MSP BTV to MSP BZN to ATL
## 25 26 26 26 26 26
## DEN to KOA DEN to LIH DTW to CHA IND to SEA KOA to DEN LIH to DEN
## 26 26 26 26 26 26
## MEM to SJU MSP to BJI MSP to BTV MSP to INL MSP to JAC MSP to SJU
## 26 26 26 26 26 26
## MTJ to ATL SAN to CLE SEA to IND SEA to SIT SJU to MEM SJU to MSP
## 26 26 26 26 26 26
## BOS to MYR MYR to BOS CLT to PDX CLT to SMF CLT to TUS CVG to EGE
## 27 27 28 28 28 28
## EGE to CVG PDX to CLT PHL to SMF SMF to CLT SMF to PHL TUS to CLT
## 28 28 28 28 28 28
## BUF to DFW CVG to LIT LIT to CVG MIA to JAX DFW to BUF FAI to SLC
## 29 29 29 29 30 30
## JAX to MIA CLE to MSY CVG to PFN LIH to SAN MSP to CPR MSY to CLE
## 30 31 31 31 31 31
## PFN to CVG SAN to LIH SLC to FAI BWI to DAB CLE to OKC CPR to MSP
## 31 31 31 32 32 32
## DAB to BWI LAX to SNA LEX to MCO MCO to LEX CVG to XNA SNA to LAX
## 32 32 32 32 33 33
## XNA to CVG CVG to CHO EYW to MCO MCO to EYW CHO to CVG SNA to KOA
## 33 35 35 35 36 36
## EGE to MIA KOA to SNA MIA to EGE SRQ to STL IAH to SRQ SRQ to IAH
## 37 37 37 37 38 38
## STL to SRQ CVG to CAK AZO to CVG CAK to CVG CVG to AZO ANC to AKN
## 38 39 40 40 40 41
## DLG to ANC MKE to SAN SAN to MKE CAK to LAS LAS to DAY STX to ATL
## 41 41 41 42 42 42
## AVL to MCO DAY to LAS LAS to CAK MCO to AVL MEM to RSW PHX to CLD
## 43 43 43 43 43 43
## RSW to MEM CLD to PHX FLL to PSE ANC to ATL ANC to CVG ATL to ANC
## 43 44 44 45 45 45
## ATL to STX CVG to ANC PSE to FLL ANC to DTW DTW to ANC GCC to SLC
## 45 45 45 47 47 47
## LAX to TUL LMT to SFO OTH to SFO RKS to SLC TUL to LAX SFO to LMT
## 47 47 47 47 47 48
## SFO to OTH SLC to GCC SLC to RKS BMI to LAS LAS to MLI LAS to BMI
## 48 48 48 50 50 51
## MLI to LAS SFO to ASE ADK to ANC ANC to ADK BNA to BOS MCI to MIA
## 51 51 52 52 52 52
## MIA to MCI PNS to TPA TPA to PNS MKE to SFO MSY to DTW SFO to MKE
## 52 52 52 53 53 53
## ASE to SFO LIH to KOA MSP to AUS AUS to MSP CPR to ORD KOA to LIH
## 54 54 54 55 55 55
## DEN to TVC FLL to PNS IND to JFK MKE to SEA ORD to CPR PNS to FLL
## 56 56 56 56 56 56
## SEA to MKE ALB to MSP BDL to IAH CLE to MDT MDT to CLE MSP to ALB
## 56 57 57 57 57 57
## SAT to IND TVC to DEN ATL to JAC AUS to IND IAH to BDL ICT to DTW
## 57 57 58 58 58 58
## IND to AUS IND to SAT JAC to ATL MSP to RHI RHI to MSP DCA to MKE
## 58 58 58 58 58 59
## DTW to ICT FWA to MSP MKE to DCA OAK to ORD ORD to OAK ORF to MEM
## 59 59 59 59 59 59
## SMF to OGG BUR to IAD BUR to PDX HNL to OAK IAD to BUR MEM to ORF
## 59 60 60 60 60 60
## MEM to SAN MSP to FWA MSP to MBS OAK to HNL OAK to OGG OGG to LIH
## 60 60 60 60 60 60
## OGG to OAK OGG to SMF OGG to SNA ONT to PDX PDX to BUR PDX to ONT
## 60 60 60 60 60 60
## RNO to SNA SAN to MEM SNA to OGG SNA to RNO ANC to DFW ATL to LWB
## 60 60 60 60 61 61
## AUS to LGB DFW to ANC LGB to AUS LWB to ATL LAS to PBI LAX to SJU
## 61 61 61 61 62 62
## ORD to STT PBI to LAS BIL to ORD FCA to ORD ORD to FCA SJU to LAX
## 62 62 63 63 63 63
## JFK to IND MSO to ORD ORD to MSO SNA to HNL BOS to STT ORD to BIL
## 64 64 64 64 65 65
## STT to BOS CHA to CVG CVG to CHA DTW to PDX HNL to SNA MCO to TYS
## 65 66 66 66 66 66
## PDX to DTW TYS to MCO MBS to MSP DTW to MSY CVG to TVC LGA to HSV
## 66 66 67 68 69 69
## TVC to CVG HSV to LGA MCO to TLH TLH to MCO BOS to MSY FNT to MKG
## 69 72 73 73 74 74
## LGA to SRQ MSY to BOS SRQ to LGA IND to SFO SFO to IND CMH to DCA
## 74 74 74 75 75 77
## DCA to CMH FLL to TLH MKG to FNT TLH to FLL FAI to MSP LAS to ROC
## 77 77 77 77 78 78
## MSP to FAI ROC to LAS BOS to MKE BOS to SDF LEX to MEM MEM to LEX
## 79 79 80 80 80 80
## MKE to BOS AUS to OAK BNA to ORF JAX to LAS LAS to JAX MSY to CVG
## 80 81 81 81 81 81
## OAK to AUS ORF to BNA SDF to BOS ANC to IAH CVG to MSY IAH to ANC
## 81 81 81 83 83 83
## ORD to RAP RAP to ORD CRW to DTW DSM to CLE DTW to CRW MEM to SFO
## 83 83 84 84 84 84
## SEA to AUS SFO to MEM AUS to SEA CLE to DSM CMH to RSW CVG to EVV
## 84 84 85 85 85 85
## DFW to ROC HSV to MCO ROC to DFW RSW to CMH SIT to SEA ACK to JFK
## 85 85 85 85 85 86
## ANC to SFO DFW to SYR EVV to CVG SYR to DFW CAK to RSW JFK to ACK
## 86 86 86 86 87 87
## OKC to AUS SAT to OKC AUS to OKC AUS to TUL BGR to JFK BTV to BWI
## 87 87 88 88 88 88
## CLE to JAX JFK to BGR OAK to ATL RSW to CAK SFO to ANC TUL to SAT
## 88 88 88 88 88 88
## TUS to ELP ATW to MSP BOS to SAV CVG to VPS ELP to TUS JAX to CLE
## 88 89 89 89 89 89
## MSP to ATW OKC to SAT SAT to IAD SAT to TUL SAV to BOS VPS to CVG
## 89 89 89 89 89 89
## ATL to OAK BWI to BTV COS to LAS FLL to MHT FNT to LAS GSP to MCO
## 90 90 90 90 90 90
## LAS to COS MCO to GSP MHT to FLL MSO to MSP TUL to AUS LAS to FNT
## 90 90 90 90 90 91
## LAS to YUM LGA to MYR MSP to MSO YUM to LAS MYR to LGA ATL to GRB
## 91 91 91 91 92 93
## DCA to DSM DSM to DCA FNT to RSW GRB to ATL LAX to EGE MKE to TPA
## 93 93 93 93 93 93
## RSW to FNT TPA to MKE BFL to LAS DEN to PBI LAS to BFL RSW to MKE
## 93 93 94 94 94 94
## AUS to STL DFW to GUC FAR to SLC MKE to RSW PBI to DEN PHF to TPA
## 95 95 95 95 95 95
## SLC to FAR STL to AUS TPA to PHF EGE to ATL IAD to STT ANC to LAX
## 95 95 95 96 96 97
## ATL to EGE ATL to HDN EGE to LAX EGE to MSP GUC to DFW HDN to ATL
## 97 97 97 97 97 97
## HDN to MSP MSP to EGE MSP to HDN DFW to JAC HDN to IAH IAH to HDN
## 97 97 97 98 98 98
## LAX to ANC BDL to LAX CLE to IND LAX to BDL BMI to MCO JAC to DFW
## 98 99 99 99 100 100
## MCO to BMI MCO to MLI MLI to MCO TLH to TPA TPA to TLH ACV to SLC
## 100 100 100 100 100 101
## DTW to RST SLC to ACV ABQ to EWR COS to CVG CVG to COS DAY to TPA
## 102 102 104 104 104 104
## DCA to MSN EGE to IAH EWR to ABQ FNT to TPA IAH to EGE MSN to DCA
## 104 104 104 104 104 104
## RDU to XNA TPA to DAY TPA to FNT XNA to RDU IND to SRQ MCO to PFN
## 104 104 104 104 105 105
## SRQ to IND LNK to MSP MSP to LNK PFN to MCO MCO to HSV PIT to RSW
## 105 106 106 106 107 107
## RSW to PIT ASE to PHX DEN to OGG LAX to MKE MKE to LAX OGG to DEN
## 107 109 109 109 109 109
## PHX to ASE DFW to HDN HLN to DEN IAD to SAT HDN to DFW BWI to SEA
## 109 110 110 110 111 112
## DEN to HLN FCA to MSP IAD to TUS MSP to FCA SEA to BWI TUS to IAD
## 112 112 112 112 112 112
## ACY to ATL ATL to ACY ATL to RNO FLL to ROC ITO to KOA ROC to FLL
## 113 113 114 114 114 114
## SLC to BNA BNA to SLC BUF to MSP LAS to SBP MDW to MIA MIA to MDW
## 114 115 115 115 115 115
## RNO to ATL SBP to LAS CVG to ILM DTW to PLN GSO to CLE MSP to BUF
## 115 115 116 116 116 116
## PDX to PSP PLN to DTW CHS to CLE CLE to CHS CLE to GSO PSP to PDX
## 116 116 117 117 117 117
## CLE to SRQ DEN to JAX JAX to DEN SRQ to CLE ATL to TOL AVL to CVG
## 118 118 118 118 119 120
## BDL to RSW BLI to SLC CVG to AVL CVG to JAN RSW to BDL SLC to BLI
## 120 120 120 120 120 120
## SLC to ELP TOL to ATL ATL to SCE ELP to SLC EWR to JAN JAN to CVG
## 120 120 121 121 121 121
## JAN to EWR MSP to SUX GRR to MCO ILM to CVG MCO to GRR MSP to ORF
## 121 121 122 122 122 122
## MSP to PSP PSP to MSP SCE to ATL SUX to MSP BUF to CVG LGB to SJC
## 122 122 122 122 123 123
## ORF to MSP SJC to LGB CVG to BUF SEA to CLE SLC to WYS WYS to SLC
## 123 123 124 124 124 124
## CAE to IAH CLE to SEA CLT to CMH CMH to CLT IAH to CAE MEM to RIC
## 125 125 125 125 125 126
## RIC to MEM CLE to PWM CVG to BGR PWM to CLE RST to DTW BGR to CVG
## 126 127 127 127 127 129
## BTR to DCA DCA to BTR AVP to CVG CVG to AVP GSO to BOS JFK to TUS
## 129 129 131 132 132 132
## TUS to JFK CVG to SNA MSP to ROC PHL to ORF SNA to CVG ANC to HNL
## 132 134 134 134 134 135
## ATL to FSD AUS to PHL DFW to MTJ FSD to ATL HNL to ANC PHL to AUS
## 135 135 135 135 135 135
## PHL to SAT ROC to MSP CLT to SRQ EGE to ORD EWR to SJC MTJ to DFW
## 135 135 136 136 136 136
## PIT to SFO SAT to PHL SFO to PIT SJC to EWR SRQ to CLT MHT to DCA
## 136 136 136 136 136 137
## ORD to EGE DCA to PIT DTW to SJU LAS to MFR MFR to LAS ACK to EWR
## 137 138 138 139 139 141
## BOS to GSO IAD to SPI AUS to FLL EWR to ACK FLL to AUS SPI to IAD
## 141 141 142 142 142 142
## CVG to CRW EUG to LAS LAS to EUG TLH to CLT ANC to LAS CLT to TLH
## 144 144 144 144 145 145
## CRW to CVG LAS to ANC MCO to PNS PNS to MCO IAD to PWM LAX to PIT
## 145 145 145 146 147 147
## PIT to LAX BDL to DEN DEN to BDL DSM to LAX PDX to PHL MEM to BOS
## 147 148 148 149 149 150
## MSP to MDT PHL to PDX BOS to MEM EWR to STT LAX to DSM MDT to MSP
## 150 150 151 151 151 151
## MIA to RIC STT to EWR TUS to GEG CVG to BTV EWR to TUS GEG to TUS
## 151 151 151 152 152 152
## MIA to ORF ORF to JFK ORF to MIA RIC to MIA TUS to EWR BTV to CVG
## 152 152 152 152 152 153
## IAD to GSO JFK to ORF PHL to STT STT to PHL GSO to IAD MIA to XNA
## 153 153 153 153 154 154
## XNA to MIA CWA to DTW DCA to GRR DTW to CWA GRR to DCA MOB to ORD
## 154 155 155 155 155 155
## ORD to MOB SJU to DTW SLC to CLT XNA to DCA BOS to CHS BUF to DCA
## 155 155 155 155 156 156
## CHS to BOS CLT to SLC DCA to ALB DCA to MHT DCA to SYR DCA to XNA
## 156 156 156 156 156 156
## JAN to ORD JAX to MSP MQT to ORD MSP to CMX MSP to JAX MSP to LAN
## 156 156 156 156 156 156
## MSP to LIT ORD to JAN ORD to MQT ORD to SHV SHV to ORD SYR to DCA
## 156 156 156 156 156 156
## CMX to MSP LAN to MSP LIT to MSP BHM to RDU DAB to LGA LGA to DAB
## 157 157 157 159 159 159
## ORD to GPT ALO to MSP BNA to STL BTR to ORD GPT to ORD MSP to ALO
## 159 160 160 160 160 160
## ORD to BTR RDU to BHM STL to BNA CVG to STL PWM to ORD EWR to MYR
## 160 160 160 161 161 162
## MYR to EWR STL to CVG CMH to MCI IAD to MCI MCI to CMH CLE to SLC
## 162 162 164 164 164 165
## FSM to MEM GRB to MQT MEM to FSM MKE to LGA MQT to GRB JAN to DCA
## 165 165 165 165 165 166
## KOA to ORD LGA to MKE MSP to GTF MTJ to SLC ORD to OGG PHX to TEX
## 166 166 166 166 166 166
## SLC to MTJ TEX to PHX BWI to SRQ GTF to MSP MCI to IAD SLC to CLE
## 166 166 167 167 167 167
## SRQ to BWI AUS to RDU IAD to OKC LIH to PHX PHX to LIH RDU to AUS
## 167 168 168 168 168 168
## FLL to PHF GJT to DFW DFW to GJT PHF to FLL SWF to TPA TPA to SWF
## 169 169 170 170 170 170
## LAS to SBA SBA to LAS ABQ to CVG CVG to ABQ MQT to MKE ORD to VPS
## 171 171 172 172 172 172
## VPS to ORD FNT to MSP LGB to FLL MKE to MQT STL to RDU FLL to LGB
## 172 173 173 173 173 174
## MIA to PIT MSP to FNT PIT to MIA RDU to STL ATL to CID CID to ATL
## 174 174 174 174 175 175
## CVG to TRI PIT to SLC SLC to PIT TRI to CVG CAK to TPA CMH to DEN
## 175 175 175 175 176 176
## DCA to JAN IAH to MTJ LEX to DCA MTJ to IAH RDU to SLC SLC to RDU
## 176 176 176 176 176 176
## TPA to CAK ATL to BGR BGR to ATL FLL to SLC SLC to FLL SYR to PHL
## 176 177 177 177 177 177
## ALB to DCA CVG to PDX MCI to COS PDX to CVG PHL to SYR COS to MCI
## 178 178 178 178 178 179
## OGG to SLC SLC to OGG MEM to MSN MSN to MEM SLC to TPA TPA to SLC
## 179 179 180 180 180 180
## AZO to MSP CHA to DFW CHA to MEM DFW to MDT LAX to XNA MEM to CHA
## 181 181 181 181 181 181
## MIA to SDF MSP to TVC SJU to BWI STL to SNA TVC to MSP XNA to LAX
## 181 181 181 181 181 181
## ABE to CLT ABQ to IAD ALB to PHL ANC to CDV ANC to PHX ANC to SCC
## 182 182 182 182 182 182
## AUS to BOS AUS to SNA AVL to MSP BDL to MIA BDL to PHX BDL to SJU
## 182 182 182 182 182 182
## BOS to AUS BOS to PDX BOS to SJC BQN to EWR BRW to ANC BRW to FAI
## 182 182 182 182 182 182
## BWI to SJU CAK to MCO CDV to ANC CDV to YAK CLT to ABE CMI to DFW
## 182 182 182 182 182 182
## DCA to LAS DCA to LAX DCA to SLC DFW to CHA DFW to CMI DFW to EVV
## 182 182 182 182 182 182
## DFW to FNT DFW to OGG DFW to SBA DTW to LIT DTW to LNK DTW to MYR
## 182 182 182 182 182 182
## DTW to SCE DTW to SGF DTW to SHV EVV to DFW EWR to BQN EWR to HNL
## 182 182 182 182 182 182
## EWR to MSN FAI to BRW FAI to SCC FLL to GPT FLL to RIC FLL to SYR
## 182 182 182 182 182 182
## FNT to DFW GPT to FLL GPT to TPA GRR to LGA GRR to MEM GSO to MSP
## 182 182 182 182 182 182
## HLN to MSP HNL to EWR HNL to MSP HNL to SJC HNL to SLC HNL to SMF
## 182 182 182 182 182 182
## IAD to ABQ IAD to BNA IDA to MSP ITO to OGG JFK to ONT JFK to PSE
## 182 182 182 182 182 182
## JFK to SMF JNU to KTN JNU to PSG JNU to YAK KOA to SEA KTN to JNU
## 182 182 182 182 182 182
## KTN to SIT KTN to WRG LAX to DCA LGA to GRR LIH to SEA LIT to DTW
## 182 182 182 182 182 182
## LNK to DTW MCO to CAK MCO to PDX MCO to PHF MCO to PSE MDT to DFW
## 182 182 182 182 182 182
## MEM to GRR MIA to BDL MIA to PHX MIA to SEA MIA to STX MSN to EWR
## 182 182 182 182 182 182
## MSP to AVL MSP to AZO MSP to GSO MSP to HLN MSP to HNL MSP to IDA
## 182 182 182 182 182 182
## MSP to SBN MSP to SGF MSP to TYS MYR to DTW OGG to DFW OGG to ITO
## 182 182 182 182 182 182
## OGG to PDX OGG to SEA OME to OTZ ORD to RNO OTZ to ANC PDX to BOS
## 182 182 182 182 182 182
## PDX to MCO PDX to OGG PHF to MCO PHL to ALB PHL to BUF PHX to ANC
## 182 182 182 182 182 182
## PHX to BDL PHX to MIA PSE to JFK PSE to MCO PSG to JNU PSG to WRG
## 182 182 182 182 182 182
## RIC to FLL RNO to ORD ROC to TPA RSW to STL SAN to STL SAT to STL
## 182 182 182 182 182 182
## SBA to DFW SBN to MSP SCC to ANC SCC to BRW SCE to DTW SDF to MIA
## 182 182 182 182 182 182
## SEA to LIH SEA to MIA SGF to DTW SGF to MSP SGF to STL SHV to DTW
## 182 182 182 182 182 182
## SIT to KTN SJC to BOS SJC to HNL SJU to BDL SJU to STT SJU to TPA
## 182 182 182 182 182 182
## SLC to DCA SLC to HNL SMF to HNL SNA to AUS SNA to STL STL to RSW
## 182 182 182 182 182 182
## STL to SAN STL to SAT STL to SGF STX to MIA SYR to FLL TPA to GPT
## 182 182 182 182 182 182
## TPA to ROC TPA to SJU TYS to MSP WRG to KTN WRG to PSG YAK to CDV
## 182 182 182 182 182 182
## YAK to JNU ANC to OME CLE to MSN DCA to LEX DTW to XNA LAS to DCA
## 182 183 183 183 183 183
## MSN to CLE ONT to JFK ORD to HDN SMF to JFK XNA to DTW ICT to LAX
## 183 183 183 183 183 184
## MCO to BTV BTV to MCO GEG to ORD LAX to ICT CVG to SGF DAY to MCO
## 184 185 186 186 187 187
## MCO to DAY HDN to ORD MEM to LAS SLC to CMH BDL to PBI CMH to SLC
## 187 188 188 188 189 189
## EWR to LIT LAS to MEM PBI to BDL ABE to CVG DTW to SRQ MSP to SAT
## 189 189 189 190 190 190
## SRQ to DTW CVG to ABE LEX to LGA SAT to MSP JFK to BNA SGF to CVG
## 190 191 191 191 192 192
## EGE to EWR EWR to EGE SDF to IAH SEA to MEM LGA to LEX LIT to EWR
## 193 193 194 194 195 195
## MEM to SEA ORD to BZN SDF to MKE SLC to MSY AEX to IAH BZN to ORD
## 195 196 196 196 197 197
## KOA to PHX MKE to SDF MSY to SLC ORF to BOS PHX to KOA IAH to AEX
## 197 197 197 197 197 198
## RSW to LGA GEG to RNO LGA to RSW MKG to MKE CLE to SAT MKE to MKG
## 198 199 199 199 200 200
## RNO to GEG SAT to CLE ATL to MSN MSN to ATL TUS to RNO CLL to IAH
## 200 200 201 201 202 203
## HNL to SAN IAH to CLL SAN to HNL CLE to PVD OMA to TUS SEA to TUS
## 203 203 203 204 204 204
## TUS to MCI TUS to SEA BHM to CLE PVD to CLE RNO to TUS TUL to SMF
## 204 204 205 205 205 205
## TUS to OMA AUS to CLT CLE to BHM JAX to MCI MCI to TUS MCO to SYR
## 205 206 206 206 206 206
## OKC to SMF RIC to MCO SAT to CLT SAT to SMF AUS to JAX BFL to SMF
## 206 206 206 206 207 207
## CLT to AUS DTW to SLC ONT to MRY SAT to RDU SYR to MCO TUL to ONT
## 207 207 207 207 207 207
## AUS to TUS CLT to SAT EWR to OKC EWR to TUL MCO to RIC MRY to ONT
## 208 208 208 208 208 208
## SAN to BFL SAN to TUL SLC to DTW SMF to SAT SMF to TUL TUL to EWR
## 208 208 208 208 208 208
## TUL to SAN ABQ to OKC BFL to SAN ELP to LBB JAX to AUS MCI to JAX
## 208 209 209 209 209 209
## OKC to EWR ONT to FAT ONT to TUL RDU to SAT SAT to TUS SMF to BFL
## 209 209 209 209 209 209
## SMF to OKC TUL to ABQ TUS to AUS ABQ to TUL ACV to CEC CLT to SEA
## 209 209 209 210 210 210
## CVG to GSP DEN to MRY FAT to ONT GSP to CVG LBB to ELP OKC to ABQ
## 210 210 210 210 210 210
## OKC to ONT ONT to OKC RDU to CLE SEA to CLT TUS to SAT ABQ to LBB
## 210 210 210 210 210 211
## ABQ to MAF ABQ to PDX ABQ to STL ABQ to TPA ALB to LAS AMA to ABQ
## 211 211 211 211 211 211
## AMA to LAS AUS to HRL AUS to TPA BDL to BNA BDL to LAS BHM to JAX
## 211 211 211 211 211 211
## BHM to LAS BHM to PHX BHM to STL BNA to BDL BNA to OAK BNA to ONT
## 211 211 211 211 211 211
## BNA to PVD BNA to SEA BUF to PHX BWI to LIT BWI to OKC COS to SFO
## 211 211 211 211 211 211
## ELP to SAN HOU to JAX HOU to LIT HOU to SAN HRL to AUS IND to JAX
## 211 211 211 211 211 211
## ISP to LAS JAX to BHM JAX to HOU JAX to IND LAS to ALB LAS to AMA
## 211 211 211 211 211 211
## LAS to BDL LAS to BHM LAS to LBB LAS to MAF LAS to MHT LAS to ORF
## 211 211 211 211 211 211
## LAS to PVD LAS to SDF LBB to ABQ LBB to LAS LIT to BWI LIT to HOU
## 211 211 211 211 211 211
## LIT to PHX MAF to ABQ MAF to LAS MCI to PDX MCI to SEA MCI to SMF
## 211 211 211 211 211 211
## MDW to RNO MHT to LAS MHT to PHX MIA to IND MSN to MCI MSY to PHX
## 211 211 211 211 211 211
## OAK to BNA OKC to BWI ONT to BNA ORF to LAS ORF to TPA PDX to ABQ
## 211 211 211 211 211 211
## PDX to MCI PHX to BHM PHX to BUF PHX to LIT PHX to MHT PHX to MSY
## 211 211 211 211 211 211
## PHX to PVD PHX to SDF PIA to DEN PVD to BNA PVD to LAS PVD to PHX
## 211 211 211 211 211 211
## RNO to MDW SAN to ELP SAN to HOU SFO to COS CEC to ACV CLT to PWM
## 211 211 211 211 212 212
## DEN to MFR DEN to PIA FLL to PVD GSO to MIA JFK to ALB LAS to ISP
## 212 212 212 212 212 212
## MCI to MSN MFR to DEN MIA to GSO MRY to DEN OAK to TUS PVD to FLL
## 212 212 212 212 212 212
## PWM to CLT SAT to TPA SDF to LAS SDF to PHX SEA to BNA SEA to MCI
## 212 212 212 212 212 212
## SFO to TUS SMF to MCI STL to ABQ STL to BHM TPA to ABQ TPA to AUS
## 212 212 212 212 212 212
## TPA to ORF TPA to SAT TUS to OAK TUS to SFO ABQ to AMA BHM to IAD
## 212 212 212 212 213 213
## BWI to SFO DEN to HNL HNL to DEN IAD to BHM IAD to SJC IAD to SMF
## 213 213 213 213 213 213
## IND to MIA MCO to SFO SAT to SFO SFO to BWI SFO to MCO SFO to SAT
## 213 213 213 213 213 213
## SJC to IAD SMF to IAD ALB to JFK ATL to ISP IAD to PDX IAH to MGM
## 213 213 214 214 214 214
## MGM to IAH PDX to IAD CWA to MKE ISP to ATL BUF to RSW IAH to PSP
## 214 214 215 215 216 216
## MKE to CWA PSP to IAH RSW to BUF SAN to OGG CLE to RDU IAH to SDF
## 216 216 216 216 217 217
## OGG to SAN ORD to GEG PWM to IAD ATL to BTV BOS to MDW BPT to IAH
## 217 217 218 219 219 219
## BTV to ATL IAH to BPT ISP to RSW MDW to BOS RSW to ISP ANC to DEN
## 219 219 220 220 220 221
## BOS to CAK CAK to BOS DEN to RSW LAS to MKE DEN to ANC MKE to LAS
## 221 221 221 221 222 222
## RSW to DEN CLE to SFO JAN to MCO MCO to JAN SFO to CLE BOS to OAK
## 222 223 223 223 223 224
## LAS to LIT LIT to LAS DCA to MSY LIT to MDW MDW to LIT OAK to BOS
## 224 224 225 225 225 225
## ANC to SLC CLT to ROC ROC to CLT SLC to ANC CLE to PBI PBI to CLE
## 226 226 226 226 227 227
## CLT to MKE ORD to PNS PNS to ORD MKE to CLT ONT to RNO PHL to RIC
## 228 228 229 230 230 230
## RIC to PHL HRL to IAH IAH to HRL RNO to ONT LAS to TUL MSY to MDW
## 230 231 231 231 232 232
## ORD to PWM ALB to TPA ATL to ELP BWI to MSY CMH to MIA ELP to ATL
## 232 233 233 233 233 233
## MDW to MSY MSY to BWI CLT to STT MIA to CMH STT to CLT TPA to ALB
## 233 233 234 234 234 234
## TUL to LAS BDL to PHL LAW to ATL PHL to BDL ATL to LAW EWR to LEX
## 234 235 235 235 236 236
## JFK to STT LEX to EWR LSE to MSP MSP to LSE STT to JFK CRP to IAH
## 236 236 236 236 236 237
## IAH to CRP JFK to SJC LAX to ASE LGA to FNT SJC to JFK FNT to LGA
## 237 237 237 237 237 238
## SBP to SLC ANC to PDX MSP to TUS PDX to ANC SLC to SBP TUS to MSP
## 238 239 240 240 240 241
## LIH to OGG MSP to RIC RIC to MSP AUS to SFO BOS to ORF BQN to MCO
## 242 242 242 243 243 243
## MCO to BQN ATL to STT RKS to DEN STT to ATL DEN to RKS MSY to DCA
## 243 245 245 245 246 246
## ASE to LAX IND to LAX LAX to IND BNA to JFK GRR to DEN DEN to GRR
## 247 251 251 252 253 254
## DFW to EGE EGE to DFW JAC to ORD DEN to RDU DFW to MLI MLI to DFW
## 254 254 254 255 255 255
## SAV to CLE CLE to MIA CLE to SAV IAD to PVD MIA to CLE PVD to IAD
## 256 257 257 257 257 257
## LAX to EUG MKE to STL BGR to EWR EUG to LAX EWR to BGR EWR to PDX
## 258 258 259 259 259 259
## IAD to ROC STL to MKE LGA to MSY MSY to LGA PDX to EWR DTW to SAV
## 259 259 265 265 265 266
## MCI to PIT PIT to MCI SFO to STL DFW to PIA PIA to DFW SAV to DTW
## 266 266 266 267 267 267
## SEA to STL STL to SEA STL to SFO PHL to DCA AVL to IAH COD to DEN
## 267 267 267 268 269 269
## DAB to EWR DEN to COD EWR to DAB IAH to AVL PHL to STL PIT to FLL
## 269 269 269 269 269 270
## MFR to PHX PHX to MFR SDF to DEN STL to PHL DEN to SDF DTW to PBI
## 271 271 271 271 272 273
## OKC to MSP SFO to AUS BNA to IAD CLE to BDL ORD to ASE PBI to DTW
## 273 273 274 274 274 274
## CVG to FSD FSD to CVG PHX to CVG MDW to EWR SAV to MEM DTW to OKC
## 277 277 277 278 278 279
## EWR to MDW MEM to SAV FNT to MCO MCO to FNT MEM to FLL CVG to PHX
## 279 279 280 280 280 281
## MCI to ONT MHT to IAD CVG to IND FLL to MEM IAD to MHT OKC to SAN
## 281 281 282 282 282 282
## ONT to MCI IAH to VPS LIH to SFO AUS to MCO IAD to MIA MCO to AUS
## 282 283 283 284 284 284
## MIA to IAD OMA to ONT ONT to AUS ONT to OMA VPS to IAH AUS to ONT
## 284 284 284 284 284 285
## IAD to SYR LAX to TPA ORD to JAC SAN to OKC TPA to LAX BDL to CLE
## 285 285 285 285 285 286
## RDU to DEN BHM to CVG DEN to RFD IAD to SLC SFO to LIH SLC to IAD
## 286 289 289 289 289 289
## RFD to DEN SLC to YKM ABQ to BWI BUF to LAS LAS to BUF YKM to SLC
## 290 290 291 291 291 291
## BDL to IND FLL to SWF IND to BDL PHL to SEA SEA to PHL SWF to FLL
## 292 292 292 292 292 292
## BWI to ABQ CLE to TYS BWI to EWR DCA to BUF EWR to BWI IAD to PHL
## 293 293 294 294 294 294
## IND to CVG LAX to FLL OMA to SAN PHL to IAD ROC to IAD FLL to LAX
## 294 294 294 294 294 295
## ASE to ORD PBI to SWF SAN to DTW SLC to HDN SWF to PBI SAN to OMA
## 296 296 296 296 296 297
## BHM to CLT CLT to BHM DTW to SAN HDN to SLC IAH to RNO PWM to MCO
## 298 298 298 300 300 300
## RNO to IAH TYS to CLE MCO to PWM MSP to OKC FLL to MSY JFK to SRQ
## 300 300 301 301 302 303
## MSY to FLL SRQ to JFK ANC to ORD MLI to MSP ORD to ANC CLE to GSP
## 303 303 304 304 304 305
## DEN to CID GSP to CLE DEN to MLI EWR to ORF ORD to ROA ORF to EWR
## 305 305 306 306 307 307
## SFO to ABQ ABQ to SFO CAE to LGA LGA to CAE MEM to MLI MLI to MEM
## 307 308 308 308 308 308
## OKC to DTW LGA to MSN MDT to DTW ROA to IAD DTW to MDT EUG to PHX
## 308 309 309 309 310 310
## PHX to EUG MDW to SRQ MSN to LGA MSP to MLI SRQ to MDW CVG to ORF
## 310 311 311 311 311 313
## CVG to PBI DSM to MKE LAS to OKC OKC to LAS ATL to FLO FLO to ATL
## 313 313 313 313 314 314
## MKE to DSM PBI to CVG AUS to MAF MAF to AUS CMH to RDU CVG to SDF
## 314 314 315 315 316 316
## FLL to STL MSP to CID RDU to CMH LGA to BHM CID to MSP MIA to TLH
## 316 316 316 317 318 318
## STL to FLL TLH to MIA FLL to MSP MSP to FLL BUF to PHL SDF to CVG
## 318 318 319 319 320 320
## BFL to SLC ATL to LYH LYH to ATL SJC to ATL SLC to BFL EWR to XNA
## 321 322 322 322 322 323
## XNA to EWR AUS to CLE BTV to CLE CLE to BTV DCA to HSV OGG to PHX
## 323 324 324 324 324 324
## PHX to OGG ABQ to MSP CLE to AUS COS to MSP ELP to ONT JFK to PHL
## 324 325 325 325 325 325
## MSP to ABQ MSP to COS PHL to BWI CVG to RSW ONT to ELP RSW to CVG
## 325 325 325 326 326 326
## YUM to IPL ATL to SJC ATL to GRK ATL to MEI GRK to ATL MEI to ATL
## 326 328 330 330 330 330
## ORD to PSP PSP to ORD ABQ to ORD MLI to DEN ORD to ABQ ATL to FSM
## 330 331 332 332 332 334
## BFL to DEN DEN to BFL FSM to ATL TPA to SDF CVG to SAN EWR to SRQ
## 334 334 334 334 335 335
## HSV to DCA SDF to TPA SRQ to EWR ATL to SMF SMF to ATL HPN to RSW
## 335 335 335 336 336 337
## RSW to HPN SAN to CVG BOI to PHX BWI to PHL DFW to FWA DRO to SLC
## 337 337 338 338 338 338
## FWA to DFW IND to RDU PHX to BOI RDU to IND TYS to LGA SLC to DRO
## 338 338 338 338 338 339
## GRR to EWR ATL to TUS DCA to PVD LGA to SDF OMA to CLE PVD to DCA
## 340 341 341 341 341 341
## TUS to ATL DFW to MKE RDU to SDF SDF to LGA SDF to RDU BOS to PIT
## 341 342 342 342 342 343
## CLE to OMA DAY to MSP FLL to IND IND to FLL IPL to YUM MKE to DFW
## 343 343 343 343 343 343
## MSP to DAY SMF to GEG CAE to MEM MEM to CAE BQN to JFK JFK to BQN
## 343 344 345 345 346 346
## SAN to SAT SAT to SAN DTW to JAN FLL to BDL BDL to FLL GEG to SMF
## 346 346 347 347 348 348
## BOS to RIC PHL to SLC RIC to BOS SLC to PHL DTW to PIA HSV to ORD
## 349 349 349 349 350 350
## ORD to HSV PIA to DTW BOS to PHF DTW to HSV HSV to DTW ATL to HNL
## 350 350 351 351 351 352
## EWR to GRR HNL to ATL IAD to MSY JAN to DTW MKE to DAY PHF to BOS
## 352 352 352 352 352 352
## DAY to MKE LGB to ORD OKC to LAX CMH to JFK LAX to OKC ORD to LGB
## 353 353 354 355 355 355
## STT to SJU FLL to RDU RDU to FLL SYR to IAD JFK to CMH JFK to PVD
## 355 356 356 356 357 357
## MCO to SLC AVP to DTW BHM to EWR CLT to SAN DTW to AVP LWS to SLC
## 357 358 358 358 358 358
## MEM to CHS PVD to JFK SAN to CLT SLC to MCO DEN to TYS DTW to SWF
## 358 358 358 358 359 359
## MSP to BNA MSP to SJC MSP to XNA SAT to DTW SJC to MSP SWF to DTW
## 359 359 359 359 359 359
## XNA to MSP BUF to FLL FLL to BUF SLC to LWS TYS to DEN ACV to SMF
## 359 360 360 360 360 361
## GSP to LGA LGA to CAK LGA to GSP MSP to RDU RDU to MSP SMF to ACV
## 361 361 361 361 361 361
## BOS to SAN CAK to LGA CLT to MHT DFW to GRR OMA to MKE ORF to CVG
## 362 362 362 362 362 362
## ANC to OTZ ATL to AVP AVL to EWR AVP to ATL BNA to MIA BNA to MSP
## 363 363 363 363 363 363
## BOS to SLC BUF to BOS CAK to DEN CHS to MEM CLE to BUF CLE to PHL
## 363 363 363 363 363 363
## DFW to LEX LGB to SMF MCO to MKE MKE to OMA OTZ to OME PHL to CLE
## 363 363 363 363 363 363
## SLC to BOS SMF to LGB ADQ to ANC ANC to ADQ BGM to DTW BOS to BUF
## 363 363 364 364 364 364
## CAE to DTW DCA to SEA DEN to CAK DFW to FAT DFW to HNL DFW to SAV
## 364 364 364 364 364 364
## DLH to DTW DSM to LGA DTW to BGM DTW to CAE DTW to DLH DTW to TUL
## 364 364 364 364 364 364
## ELP to ORD EWR to AVL FAT to DFW FLL to PHX GRR to DFW HNL to DFW
## 364 364 364 364 364 364
## HNL to IAH HNL to LAS HNL to PDX IAH to HNL ICT to MSP JFK to PDX
## 364 364 364 364 364 364
## LAS to HNL LAX to MEM LEX to DFW LGA to DSM MCO to SEA MIA to BNA
## 364 364 364 364 364 364
## MIA to STL MIA to STT MKE to MCO MSP to ICT MSP to TUL OME to ANC
## 364 364 364 364 364 364
## ORD to ELP PDX to HNL PDX to JFK PHX to FLL SAN to BOS SAV to DFW
## 364 364 364 364 364 364
## SEA to DCA SEA to MCO SEA to OGG STL to MIA STT to MIA TUL to DTW
## 364 364 364 364 364 364
## TUL to MSP CVG to SRQ SIT to JNU SRQ to CVG EWR to BHM GCC to DEN
## 364 365 366 366 367 367
## DEN to GCC PIT to BOS AVL to DTW BUF to CLE DTW to AVL DTW to HPN
## 368 368 369 369 369 369
## DTW to ROA HPN to DTW ROA to DTW HSV to DEN IND to MKE IPL to LAX
## 369 369 369 370 370 370
## CLT to PNS DEN to HSV LAX to GEG MKE to IND PNS to CLT TYS to EWR
## 371 371 371 371 372 372
## AUS to SLC GEG to LAX EVV to MEM MEM to EVV SLC to AUS CLE to RSW
## 373 373 374 374 375 376
## EWR to TYS SLE to SLC CVG to SEA RSW to CLE SAT to MSY SLC to SLE
## 376 376 377 377 377 377
## ANC to MSP BOI to MSP LGB to FAT MCO to SDF MSP to ANC MSP to BOI
## 378 378 378 378 378 378
## SEA to CVG ABQ to SAT ATL to PIA COS to SMF CVG to SFO LRD to IAH
## 378 379 379 379 379 379
## MSY to SAT PHF to LGA SDF to MCO SMF to COS CHA to ORD HOU to PHL
## 379 379 379 379 380 380
## IAH to LRD MHT to CLT ORD to CHA PIA to ATL SAT to ABQ FAT to LGB
## 380 380 380 380 380 381
## LGA to PHF LGB to MRY MRY to LGB SFO to CVG BOI to OAK OAK to BOI
## 381 381 381 381 382 383
## ATL to COS CDC to SLC LAX to IPL LGA to TYS LGA to XNA LIT to STL
## 384 384 384 384 384 384
## STL to LIT CLE to FLL COS to ATL ROA to ORD ROC to MCO SLC to ASE
## 384 385 385 385 385 385
## SLC to CDC XNA to LGA ABQ to AUS CVG to CLE FLL to CLE JAX to DCA
## 385 385 386 386 386 386
## MCO to ROC ONT to GEG SYR to CLT AUS to ABQ BNA to MKE BOS to LGB
## 386 386 386 387 387 387
## CLE to CVG CLT to SYR DTW to JAX GEG to ONT IAD to ROA LGB to BOS
## 387 387 387 387 387 387
## MKE to BNA ONT to ABQ DEN to CMH JAX to DTW GRB to CVG IAH to MLU
## 387 387 388 388 389 389
## MLU to IAH MRY to SAN MSY to AUS SBA to SLC YUM to SLC BGR to DTW
## 389 389 389 389 389 390
## CVG to GRB DTW to BGR DTW to SAT SLC to YUM STL to CMH AUS to MSY
## 390 390 390 390 390 391
## BNA to CMH BWI to JAN HOU to MAF MAF to HOU MYR to IAD PMD to SFO
## 391 391 391 391 391 391
## SAN to MRY SAT to HRL SDF to BHM ABQ to ONT BHM to SDF BNA to SAT
## 391 391 391 392 392 392
## CMH to STL HRL to SAT IAD to MYR IAD to PHX JAN to MDW PHX to IAD
## 392 392 392 392 392 392
## SFO to PMD SLC to SBA ABQ to MCI BWI to SLC CMH to BOS IAD to LGB
## 392 392 393 393 393 393
## JAN to BWI MCI to ABQ CLE to SDF DFW to MSN LGB to IAD MSN to DFW
## 393 393 394 394 394 394
## ONT to SAT SAT to BNA SLC to BWI HNL to ORD IAH to LEX JFK to STL
## 394 394 394 395 395 395
## LEX to IAH MSP to GEG MSP to SMF ORD to HNL RDU to PHX SMF to MSP
## 395 395 395 395 395 395
## STL to JFK BTV to DTW DTW to BTV GEG to MSP MSY to IAD OAK to MCI
## 395 396 396 396 396 396
## PHX to RDU SAT to ONT BNA to BHM CRW to IAH IAH to CRW MCI to OAK
## 396 396 397 397 397 397
## MDW to JAN SDF to CLT SJU to IAH ATL to ABE CHA to IAH CLT to SDF
## 397 398 398 399 399 399
## CMH to BNA IAH to CHA IAH to SJU AUS to LBB BIL to MSP LBB to AUS
## 399 399 399 400 400 400
## MSP to BIL ABE to ATL ASE to SLC CEC to SFO OKC to STL BHM to BNA
## 400 401 401 401 401 402
## DEN to BHM LGB to RNO PHL to HOU STL to OKC IND to PHL OAK to HOU
## 402 402 402 402 403 403
## SFO to CEC XNA to DEN DCA to JAX GRK to IAH PHL to SAN SAN to PHL
## 403 403 404 404 404 404
## SLC to BTM BTV to ORD DEN to XNA DSM to MEM FLL to LAS HOU to OAK
## 404 405 405 405 405 405
## IAH to GRK IND to CLE LAS to FLL MCI to SAN MSP to SDF ORD to BTV
## 405 405 405 405 405 405
## SAN to GEG SAN to MCI CVG to LAN GEG to SAN LAN to CVG MSY to MCI
## 405 405 406 406 406 406
## ONT to COS SAN to AUS SAT to SLC CHS to DTW DSM to IAH IAH to DSM
## 406 406 406 407 407 407
## RNO to LGB SLC to SAT BTM to SLC MCI to MSY BHM to DEN CAE to EWR
## 407 407 408 408 409 409
## COS to ONT EWR to CAE IAD to GSP MDW to SJC AUS to SAN BHM to MDW
## 409 409 410 410 411 411
## IAD to AUS MDW to SMF ALB to EWR DTW to CHS EUG to SLC MCN to ATL
## 411 411 412 412 412 412
## MDW to SAT SJC to MDW ATL to MCN BOI to ONT EWR to ALB FLL to HOU
## 412 412 413 413 413 413
## ONT to BOI GRB to MKE IAH to TLH JAX to IAD JAX to MSY MKE to GRB
## 413 414 414 414 414 414
## SEA to ABQ SLC to EUG SMF to MDW TLH to IAH BHM to HOU IAD to JAX
## 414 414 414 414 415 415
## JAX to ORF MSP to DSM MSY to JAX ONT to TUS RDM to SLC TUS to SMF
## 415 415 415 415 415 415
## ABQ to SMF AVP to ORD COS to SAN HOU to FLL MSY to RDU SLC to RDM
## 416 416 416 416 416 416
## MEM to MIA MIA to MEM SMF to ABQ SMF to TUS BOI to SAN ORD to AVP
## 417 417 417 417 418 418
## RDU to MSY SAN to BOI TUL to SLC TUS to ONT AMA to DEN BWI to SAN
## 418 418 418 418 419 419
## CID to DEN GRR to IAH IAH to GRR LAS to MIA MIA to LAS ABQ to MDW
## 419 419 419 419 419 420
## BWI to AUS JFK to BDL LAS to MSY LAS to RDU MCI to TPA MDW to AUS
## 420 420 420 420 420 420
## MDW to BHM MDW to TUS MKE to RDU OAK to GEG RDU to LAS RDU to MKE
## 420 420 420 420 420 420
## SAN to BNA SAN to COS SAT to MDW SGU to LAX TPA to MCI ABQ to SEA
## 420 420 420 420 420 421
## AUS to MDW BDL to JFK BUF to TPA BWI to SAT DEN to AMA GEG to OAK
## 421 421 421 421 421 421
## GEG to PHX LAX to SGU MCO to ABQ MDW to ABQ MDW to ALB MFR to SLC
## 421 421 421 421 421 421
## MSY to LAS ORF to JAX PHX to GEG RNO to SAN SLC to TUL ABQ to MCO
## 421 421 421 421 421 422
## ABQ to TUS ALB to MDW AUS to BWI BNA to SAN BOS to STL SAN to BWI
## 422 422 422 422 422 422
## SAN to RNO SLC to COD STL to BOS TPA to BUF TUS to MDW COD to SLC
## 422 422 422 422 422 423
## DEN to EUG EUG to DEN HSV to CVG IAD to HSV SLC to MFR SLC to OMA
## 423 423 423 423 423 423
## TUS to ABQ CRW to ORD CVG to PWM DEN to FCA FCA to DEN HOU to BHM
## 423 424 424 424 424 424
## HSV to IAD ORD to CRW SAT to BWI ATW to DTW DTW to ATW IAD to OAK
## 424 424 424 425 425 425
## ICT to PHX KOA to OGG OAK to IAD PHX to ICT PSP to SEA PWM to CVG
## 425 425 425 425 425 425
## SDF to CLE IAH to AMA JNU to SIT KOA to SFO OMA to SLC SFO to KOA
## 425 426 426 426 426 426
## IAD to ORF IAH to PNS PNS to IAH SEA to PSP AMA to IAH ATL to ATW
## 427 427 427 427 428 428
## ATW to ATL FLL to BNA MDW to ORF ORD to RSW ORF to MDW RSW to ORD
## 428 430 430 430 430 430
## BNA to FLL CVG to HSV ORD to BOI BOI to ORD CVG to SAV JFK to DFW
## 431 431 431 432 432 432
## MHT to TPA SAV to CVG SDF to MSP TPA to MHT ATL to CHO ATL to EWN
## 432 432 432 433 434 434
## CHO to ATL DFW to JFK EWN to ATL MCO to SAT DFW to ROW ROW to DFW
## 434 434 434 434 437 437
## SAT to MCO CLT to SJU DAY to BWI EWR to SNA IAD to SJU RAP to SLC
## 437 439 439 439 439 439
## SJU to CLT SLC to RAP BWI to DAY BWI to PWM DTW to MLI MSP to RSW
## 439 439 440 440 440 440
## PWM to BWI SLC to OKC DFW to PBI FNT to MKE PBI to DFW PBI to ORD
## 440 440 441 441 441 441
## RSW to MSP BWI to ROC DCA to RSW MKE to FNT OKC to SLC ORD to PBI
## 441 442 442 442 442 442
## ORF to MCO PHL to JFK GEG to LAS LAS to GEG MCO to ORF ROC to BWI
## 442 442 443 443 443 443
## RSW to DCA BOI to LAS LAS to BOI EWR to SLC SLC to EWR MEM to JAX
## 443 444 444 446 446 447
## JAX to MEM BZN to MSP MSP to BZN MLI to DTW BDL to MKE FAI to SEA
## 448 449 449 450 451 452
## FLL to PIT MSP to IAD SEA to FAI MKE to BDL ATL to VLD CHS to CVG
## 452 453 453 454 455 455
## CVG to FLL VLD to ATL IAD to MSP BOS to JAX IAH to DAY CVG to CID
## 455 455 456 457 457 458
## FLL to CVG ATL to BQK ATL to MHT AUS to MCI BQK to ATL CLE to SYR
## 458 459 459 459 459 459
## MCI to AUS SYR to CLE CID to CVG DFW to RSW DSM to PHX MHT to ATL
## 459 459 460 460 460 460
## PHX to DSM SNA to EWR RSW to DFW DAY to IAH JAX to BOS MEM to DSM
## 460 460 461 462 462 462
## CVG to DAY ATL to ONT CLE to LAX EWR to AUS ONT to ATL CVG to OKC
## 463 464 464 464 464 467
## HNL to PHX PHL to MKE PHX to HNL DAY to CVG LAX to CLE MKE to PHL
## 467 467 467 468 468 468
## OKC to CVG PIT to LGA BGR to BOS BOS to BGR DEN to MIA LAS to CVG
## 468 468 470 471 471 471
## TUL to STL CVG to LAS MIA to DEN ATL to GTR DAY to DEN EWR to SAT
## 471 472 472 473 473 473
## GTR to ATL MEM to OMA OMA to MEM STL to TUL AUS to EWR PIT to IAD
## 473 473 473 473 474 475
## AUS to CVG CVG to AUS SAT to EWR CVG to CHS LAX to BFL ATW to CVG
## 476 476 478 479 479 480
## CVG to ATW MEM to TPA TPA to MEM ATL to HHH DEN to DAY HHH to ATL
## 480 481 481 482 482 482
## BFL to LAX DEN to GUC GUC to DEN ATL to PWM BOS to IND BOS to SEA
## 483 484 484 485 485 485
## IND to BOS LGB to LAS PWM to ATL LAS to LGB MEM to MKE MKE to MEM
## 485 485 485 486 486 486
## SEA to BOS ATL to LFT DRO to PHX LFT to ATL MEM to SDF PHX to DRO
## 486 487 487 487 487 487
## SDF to MEM AUS to SJC BHM to MEM BWI to MIA IAD to PIT MIA to BWI
## 487 489 489 489 489 489
## SJC to AUS MEM to BHM MSP to RAP RAP to MSP ATL to MLU MLU to ATL
## 489 490 490 490 491 491
## MEM to BWI ABE to DTW BWI to MEM DCA to IND DTW to ABE IAH to STL
## 492 493 493 493 493 493
## IND to DCA AEX to ATL ATL to AEX DSM to MSP CMH to IAH CVG to MHT
## 493 494 494 494 495 495
## IAH to CMH MHT to CVG BWI to LAX DTW to RIC DTW to MHT MHT to DTW
## 495 496 497 498 499 499
## ORD to TUS RIC to DTW TUS to ORD MDW to PDX CVG to ROC FAT to SAN
## 499 499 499 500 501 501
## IAH to SJC PDX to MDW SJC to IAH CVG to CMH DCA to PBI DEN to JFK
## 501 501 501 502 502 502
## JFK to DEN ALB to CLT MSP to BDL PBI to DCA SAN to FAT FLL to DEN
## 502 503 503 503 503 504
## GSP to IAD JNU to SEA MCI to SAT AUS to BNA JAX to RDU RDU to JAX
## 504 504 504 505 505 505
## SAT to MCI ELP to ABQ MRY to PHX ABE to CLE ABQ to ELP CLE to DCA
## 505 506 506 507 507 507
## DEN to FLL DTW to BHM LAX to LIH PHX to MKE PHX to MRY SGF to ATL
## 507 507 507 507 507 507
## BHM to DTW BNA to AUS CLE to ABE LIH to LAX MKE to PHX BNA to MEM
## 508 508 508 508 508 509
## ORF to IAD CLT to GSO ATL to SGF MSN to DEN GSO to CLT MEM to BNA
## 509 510 511 511 512 512
## PVD to CVG RNO to SEA ATL to FWA CVG to PVD FWA to ATL AUS to IAD
## 512 512 513 513 513 514
## SEA to RNO TUL to MCI CID to DTW CVG to MDT DTW to CID HOU to JFK
## 514 514 515 515 515 515
## JFK to HOU MCI to TUL MEM to OKC OKC to MEM MDT to CVG MSY to LAX
## 515 515 515 515 517 517
## BOS to CMH DFW to MLU LAX to MSY MEM to PIT MSY to PHL PIT to EWR
## 518 518 518 518 518 518
## ANC to BET BET to ANC DCA to MEM MEM to DCA MEM to PHL PHL to MEM
## 519 519 519 519 519 519
## DFW to RIC FAT to SLC LIT to MEM MEM to LIT MEM to MSY MLU to DFW
## 520 520 520 520 520 520
## MSY to MEM PIT to MEM RIC to DFW ATL to PDX DCA to CLE DSM to DTW
## 520 520 520 521 521 521
## MEM to SAT PDX to ATL SAT to MEM CAK to DTW DAY to DFW DTW to CAK
## 521 521 521 522 522 522
## LAX to KOA MCO to SWF MDT to IAD SWF to MCO ATL to OAJ DFW to DAY
## 522 522 522 522 523 523
## KOA to LAX OAJ to ATL EWR to PIT MEM to PHX PHX to MEM SLC to FAT
## 523 523 524 524 524 524
## BDL to MSP CLE to TPA CLT to ALB MEM to XNA MIA to MSP MSP to MIA
## 525 525 525 525 525 525
## ROC to CVG TPA to CLE XNA to MEM CLT to CVG GSO to LGA ATL to SBN
## 525 525 525 526 526 527
## DEN to GTF DEN to PIT LAX to BWI SBN to ATL GTF to DEN PIT to DEN
## 527 527 527 527 528 528
## BNA to CVG GSO to MEM MEM to GSO BTR to MEM BWI to MSP DEN to MSY
## 529 529 529 530 530 530
## MEM to BTR MEM to RDU MSP to BWI MSP to PIT OAK to IAH RDU to MEM
## 530 530 530 530 530 530
## DAY to CLE IAH to OAK BDL to DFW DFW to BDL MSP to SNA MSY to DEN
## 531 531 532 532 532 532
## SNA to MSP FLL to HPN HPN to FLL CAE to CVG SJU to IAD IAD to CVG
## 532 534 534 535 536 537
## JAN to MEM CLE to DAY CVG to BHM CVG to IAD DEN to GEG PHX to BOS
## 537 538 538 538 538 538
## RIC to CVG ALB to DTW BOS to PHX DFW to OAK DTW to ALB JFK to MSY
## 538 539 539 539 539 539
## MSO to DEN MSY to JFK OAK to DFW DEN to CLE DEN to MSO BHM to LGA
## 539 539 539 540 540 541
## IND to MEM MCI to MEM MEM to MCI CVG to RIC DTW to DSM MEM to IND
## 541 541 541 542 542 542
## MEM to JAN CHS to DFW CLT to ILM DFW to CHS ELP to IAH IAH to ELP
## 542 543 543 543 543 543
## JAX to JFK JFK to JAX OGG to SFO ABQ to ATL ATL to ABQ DFW to GGG
## 543 543 543 544 544 544
## GPT to MEM HSV to MEM ILM to CLT MEM to GPT MEM to HSV MEM to SGF
## 544 544 544 544 544 544
## ONT to IAH SGF to MEM DEN to SBA DFW to CAE DFW to GPT DFW to RNO
## 544 544 545 545 545 545
## GSP to MEM IAH to ONT MEM to GSP MEM to STL MIA to SFO MOT to MSP
## 545 545 545 545 545 545
## MSP to MOT MSY to MIA SBA to DEN SMF to IAH AEX to DFW AUS to MEM
## 545 545 545 545 546 546
## CAE to DFW CMH to MEM CMH to MSP DCA to PHX DFW to AEX DFW to GSO
## 546 546 546 546 546 546
## DFW to ORF DFW to PSP DFW to SJU FLL to SJU GGG to DFW GPT to DFW
## 546 546 546 546 546 546
## GSO to DFW IAH to SMF ICT to MEM MEM to CMH MEM to LAX MEM to MGM
## 546 546 546 546 546 546
## MEM to MOB MEM to PFN MEM to PNS MEM to SHV MEM to TLH MEM to TUL
## 546 546 546 546 546 546
## MEM to TYS MEM to VPS MGM to MEM MIA to MSY MIA to RDU MOB to MEM
## 546 546 546 546 546 546
## ORF to DFW PFN to MEM PHX to DCA PNS to MEM PSP to DFW RDU to MIA
## 546 546 546 546 546 546
## RNO to DFW SFO to MIA SHV to MEM SJU to DFW SJU to FLL TLH to MEM
## 546 546 546 546 546 546
## TUL to MEM VPS to MEM CLE to DEN MEM to AUS MEM to ICT ATL to EYW
## 546 546 547 547 547 548
## CLE to RIC CVG to DSM EYW to ATL RIC to CLE DSM to CVG STL to CLE
## 548 548 548 548 549 549
## CVG to CAE ROC to CLE ATL to DSM CVG to ALB DSM to ATL SFO to OGG
## 550 550 551 551 551 551
## LGA to GSO ALB to CVG CVG to TUL EWR to DAY CVG to OMA GSP to IAH
## 552 553 553 553 554 554
## IAH to GSP OMA to CVG RIC to LGA DAY to EWR LGA to RIC ORF to IAH
## 554 554 554 555 555 555
## PBI to HPN IAD to CHS IAH to ORF BDL to RDU CLE to ROC HPN to PBI
## 555 556 556 557 557 557
## RDU to BDL CHS to IAD EWR to SAN SAN to EWR PHL to MSY CVG to TYS
## 557 558 561 561 562 563
## GSO to ORD OAK to JFK PIT to TPA JFK to OAK MDW to SLC SEA to JNU
## 563 563 563 564 564 566
## TPA to PIT GEG to DEN MSY to BNA BNA to MSY JNU to ANC MCI to RDU
## 566 567 567 568 568 568
## ANC to JNU DTW to SYR RDU to MCI SLC to MDW SYR to DTW IAH to RIC
## 569 569 569 569 569 570
## LGA to IAD RIC to IAH IAD to LGA SFO to DTW DTW to SEA LAX to IYK
## 570 570 571 571 572 572
## MKE to ATW SEA to DTW IYK to LAX MSP to TPA PIT to MSP SYR to CVG
## 572 572 573 573 573 573
## ATW to MKE CVG to CLT CVG to SYR IAD to MDT TPA to MSP BNA to PHL
## 574 574 574 574 574 575
## IAH to LBB LBB to IAH MCO to PHX PHX to MCO PHX to PIT PHX to TPA
## 575 575 575 575 575 575
## PIT to PHX TUL to CVG LAX to YUM PHL to CMH STL to MEM TPA to PHX
## 575 575 576 576 576 576
## MSP to CMH OAK to ABQ PHL to BNA CMH to PHL DEN to MSN PHL to IND
## 577 577 577 578 578 578
## CLL to DFW DFW to CLL SDF to STL STL to SDF ABY to ATL ATL to ABY
## 580 580 581 581 582 582
## ABQ to OAK CMH to PHX CVG to SAT PHX to CMH SAT to CVG ABQ to HOU
## 584 584 584 584 584 585
## BHM to MSY BUR to DEN DTW to ORF IAH to SAV ORF to DTW SAV to IAH
## 585 585 585 585 585 585
## CVG to RDU BOI to RNO LGA to SAV MSY to BHM BNA to LGA IND to BWI
## 586 587 587 587 588 588
## SAV to LGA DTW to TVC IAH to MAF MAF to IAH TVC to DTW BDL to MDW
## 588 589 589 589 589 590
## EWR to OMA LGA to BNA YUM to LAX BDL to EWR JAX to TPA OMA to EWR
## 590 590 590 591 591 591
## GEG to BOI MCI to BWI BOI to PDX PHX to TUL PSP to SLC TPA to JAX
## 592 592 593 593 593 593
## RNO to BOI ELP to LAS ORD to GSO PDX to BOI BDL to DCA CHS to CLT
## 594 595 595 595 596 596
## LAS to ELP SLC to PSP BWI to IND CLT to CHS DCA to BDL DTW to SFO
## 596 596 597 597 597 598
## TUL to PHX BWI to BHM HOU to ABQ OMA to STL BOI to GEG EWR to GSP
## 598 599 599 599 600 600
## GSP to EWR HOU to ELP BWI to MCI ELP to HOU EWR to BDL MDW to BDL
## 600 600 602 602 602 602
## LAX to COS BHM to BWI CLT to MDT MDT to CLT COS to LAX ORD to SJU
## 603 604 604 604 605 605
## GJT to PHX PHX to GJT KTN to SEA SEA to KTN SFO to BFL TYS to CVG
## 606 606 607 607 607 607
## BFL to SFO DAY to DTW DEN to PSC DTW to DAY IAD to SEA ORD to CAK
## 608 608 608 608 608 608
## PDX to IAH SEA to IAD STL to TPA PHX to CLE PSC to DEN CAK to ORD
## 608 608 608 609 609 610
## SGF to DEN ABQ to SAN CLE to PHX DTW to FWA EWR to MSY FWA to DTW
## 610 611 611 611 611 611
## MSY to EWR IAH to RSW JFK to BWI RSW to IAH SLC to GTF STL to OMA
## 611 612 612 612 612 612
## GTF to SLC LAX to ELP TPA to STL GJT to SLC CVG to GSO IAH to PDX
## 613 613 613 614 615 615
## SAN to ABQ ELP to LAX PIT to BWI MSP to RST SDF to EWR GSO to IAH
## 615 616 616 617 618 619
## IAH to GSO SLC to MCI BDL to CVG DAL to BHM EWR to BTV BTV to EWR
## 619 619 620 620 620 621
## CVG to BDL BWI to JFK DEN to ELP ELP to DEN MCI to SLC SLC to COS
## 621 622 622 622 622 622
## ATL to ALB COS to SLC CVG to LAX HOU to DEN RDU to TPA ALB to ATL
## 623 623 623 623 623 624
## DEN to HOU LCH to IAH IAH to LCH IAH to SHV JAX to BWI LAX to CVG
## 624 624 625 625 625 625
## LGB to SEA SEA to LGB SHV to IAH CVG to TPA EWR to SDF STL to CLT
## 625 625 625 626 626 626
## TPA to BHM CLT to MCI CLT to STL DEN to IDA DTW to PVD MCI to CLT
## 626 627 627 627 627 627
## PVD to DTW IDA to DEN SFO to RDM TPA to CVG BHM to DAL RDM to SFO
## 627 628 628 628 629 629
## ATL to EVV BWI to PIT EVV to ATL LAS to OMA BHM to DFW DFW to BHM
## 630 630 630 630 631 631
## DFW to LFT LFT to DFW OMA to LAS BHM to TPA BWI to JAX CMH to MCO
## 631 631 631 632 632 632
## MDW to SFO IAH to JFK JFK to IAH TPA to RDU SFO to MDW CVG to BNA
## 632 634 634 634 635 636
## SLC to GJT DFW to TXK ORF to ORD TXK to DFW ALB to MCO CMH to TPA
## 636 637 637 637 638 638
## ISP to PBI ISP to TPA PBI to ISP FLL to ISP ISP to FLL PVD to TPA
## 639 639 639 640 640 641
## EWR to ROC MCO to ALB GSP to DTW HSV to IAH IAH to HSV IND to RSW
## 642 642 643 643 643 643
## RSW to IND TPA to CMH DTW to GSP EWR to GSO LAS to TPA TPA to PVD
## 643 643 644 644 644 644
## DFW to MOB GSO to EWR MSY to TPA TPA to ISP DCA to STL LGA to PIT
## 645 645 645 645 646 646
## MOB to DFW STL to DCA TPA to LAS JFK to MSP LIT to IAH MSP to JFK
## 646 646 646 647 647 647
## ORD to MHT TPA to MSY DFW to GSP GSP to DFW MSP to BIS RST to MSP
## 647 647 649 649 649 649
## SEA to BOI CVG to MIA MIA to CVG ROC to EWR DTW to ROC GSO to CVG
## 649 650 650 650 652 652
## ROC to DTW BIS to MSP CLT to PVD IAH to LIT PVD to CLT GSO to DTW
## 652 653 654 654 654 655
## PHX to SBP SBP to PHX STL to IAH BOI to SEA DTW to GSO SDF to DTW
## 655 655 655 656 656 656
## CLE to GRR LAX to BOI LAX to MOD DCA to BNA BNA to DCA DEN to RNO
## 657 658 659 661 662 662
## DTW to RDU RDU to DTW DTW to ELM ELM to DTW RNO to DEN SJU to ORD
## 663 663 664 664 664 665
## GRR to MKE MKE to GRR CLE to ALB ALB to CLE DEN to SGF BOI to LAX
## 666 666 667 668 668 669
## GRR to CLE IND to LGA LGA to IND ATL to CRW CRW to ATL CVG to MKE
## 669 669 669 670 670 670
## DEN to PSP BUR to DFW DFW to BUR MBS to DTW MKE to CVG PSP to DEN
## 670 671 671 671 671 671
## CMH to MKE MKE to CMH MSP to OMA OMA to MSP ATL to GRR GRR to ATL
## 672 673 673 673 674 674
## DTW to OMA EVV to DTW DTW to EVV OMA to DTW MEM to CLE ATL to SNA
## 675 675 676 676 677 678
## CLE to MEM CVG to MCO SNA to ATL MCO to CVG MHT to ORD MOD to LAX
## 678 678 678 679 679 679
## JAX to CVG BWI to CVG DTW to MBS LAS to MCO MCO to LAS MSP to SAN
## 680 681 681 681 682 687
## CPR to SLC SLC to CPR CVG to BWI ORD to SPI SAN to MSP SPI to ORD
## 688 688 689 689 689 689
## CLT to IND CVG to JAX ATL to CSG CSG to ATL ORD to TOL TOL to ORD
## 690 690 691 691 691 691
## SJC to SBA SBA to SJC BDL to IAD DTW to ERI ERI to DTW IAD to BDL
## 692 693 694 694 694 694
## MCI to OKC MKE to DEN OKC to MCI DEN to JAC LRD to DFW ATL to DHN
## 694 694 695 696 697 698
## BUF to MDW DFW to LRD DHN to ATL EWR to PWM RSW to BWI ORD to DBQ
## 698 698 698 698 698 699
## PWM to EWR BWI to RSW IND to MCI MDW to BUF DBQ to ORD MCI to IND
## 699 700 700 700 701 701
## CLE to BOS GFK to MSP IND to IAH MSP to GFK BUR to SEA EWR to SAV
## 703 703 703 703 704 704
## SAV to EWR SEA to BUR CLE to STL CLT to SFO FNT to ORD ORD to FNT
## 704 704 705 705 705 705
## SMF to ORD MHT to CLE ORD to SMF BOS to CLE BUR to JFK SFO to CLT
## 705 706 706 707 707 707
## JFK to BUR JFK to CVG MCO to HPN PDX to SAN SAN to PDX HPN to MCO
## 708 708 708 708 708 709
## FLL to DCA RNO to PDX BUF to CLT CLT to BUF CLT to MSY DTW to SDF
## 710 710 711 711 711 711
## PDX to RNO ONT to SEA SEA to ONT TYS to DTW DFW to JAX DFW to TYS
## 711 712 712 712 713 713
## JAX to DFW IAD to FLL TYS to DFW CMH to CVG FLL to IAD SNA to PDX
## 713 714 714 716 716 717
## SYR to EWR EWR to SYR ORD to SAV PHL to RSW ORD to ORF PDX to SNA
## 717 718 718 718 719 719
## SAV to ORD MSN to MKE RSW to PHL MCI to CLE MSP to PDX PDX to MSP
## 719 720 720 721 721 721
## MCO to CMH MKE to MSN DEN to FAR BIS to DEN CLE to MCI CLT to LAX
## 722 722 724 725 725 725
## DCA to DEN DEN to BIS DFW to MFE MDW to RSW CWA to ORD LAX to CLT
## 726 726 726 726 727 727
## RSW to MDW MFE to DFW ORD to CWA PHX to BNA TYS to MEM BNA to PHX
## 727 728 728 728 728 729
## CLE to MHT DFW to SDF MSP to MSN SDF to DFW CHS to EWR MSN to MSP
## 729 729 729 729 730 730
## EWR to CHS JAC to DEN DCA to FLL FAR to DEN DFW to SMF DTW to SBN
## 731 731 732 732 734 734
## MSY to CLT SBN to DTW SMF to DFW DTW to MIA MCO to BHM MKE to PIT
## 734 734 735 738 738 738
## PIT to LAS PIT to MKE DEN to BZN DTW to AZO LAS to PIT LNK to DEN
## 738 738 739 739 739 739
## MIA to DTW SYR to ATL ATL to SYR DEN to LNK HLN to SLC LAS to BNA
## 739 739 740 743 744 744
## DTW to FLL FLL to DTW BNA to LAS BZN to DEN AUS to JFK AVL to ATL
## 745 745 746 746 747 748
## JFK to AUS LSE to ORD ATL to AVL DTW to BUF ORD to LSE HOU to TUL
## 748 748 749 749 749 750
## SLC to HLN BFL to PHX DTW to RSW PHX to BFL RSW to DTW BHM to MCO
## 750 751 751 751 751 752
## ATL to PVD GEG to PDX TUL to HOU AUS to LAS LAS to AUS PVD to ATL
## 753 753 754 755 755 755
## SJC to SLC SLC to SJC GRB to MSP DEN to DCA LGA to CHS OXR to LAX
## 756 756 758 759 761 761
## PDX to GEG ROA to ATL ATL to ROA LAX to OXR MDW to IND SAV to IAD
## 761 761 762 762 763 764
## IAD to SAV RNO to OAK BNA to MCI MSP to BOS JFK to LGB LGB to JFK
## 765 765 766 766 767 769
## MCI to DTW OGG to KOA IND to MDW MEM to EWR CLE to BNA BDL to TPA
## 769 772 774 775 776 777
## BOS to MSP HOU to JAN IAH to PBI LGA to JAX PBI to IAH TPA to BDL
## 777 777 777 777 777 777
## IAD to SAN DTW to GRB MCI to BNA BUF to DTW JAN to HOU SAN to IAD
## 778 779 779 780 780 780
## OAK to RNO BOS to LAS JAX to LGA MEM to MCO CLE to JFK JFK to CLE
## 781 782 782 782 783 783
## LAS to BOS SAT to ELP MCO to MEM CHS to LGA PBI to TPA HOU to STL
## 783 783 784 785 785 786
## MEM to CVG BNA to LAX CVG to MEM SAN to JFK DEN to DSM ELP to AUS
## 787 788 788 788 789 789
## ELP to SAT FAR to ORD IND to PHX JFK to SAN TPA to PBI EWR to MHT
## 789 789 789 789 789 790
## MDW to RDU PHX to IND BWI to HOU GRB to DTW OKC to HOU RNO to SJC
## 790 790 791 791 791 791
## FAT to DEN RDU to CVG DEN to FAT HOU to BWI MSP to DLH STL to HOU
## 792 792 793 793 793 793
## TYS to IAH AZO to DTW BNA to CLE DLH to MSP HOU to OKC MCI to LAX
## 793 794 794 794 794 795
## MSP to GRB DEN to BUR ORD to FAR SLC to STL EWR to MEM IAH to JAX
## 795 796 796 796 797 797
## PDX to DFW SJC to RNO DTW to CLE IAH to TYS LAX to BNA MDW to PVD
## 797 797 798 798 798 798
## RDU to MDW AUS to ELP DFW to PDX DTW to MSN PVD to MDW CMH to LAS
## 798 799 799 799 799 801
## PHL to SJU SJU to PHL DEN to FSD LAX to MCI ORD to MBS STL to SLC
## 801 801 803 803 804 804
## CVG to GRR GRR to CVG MBS to ORD PIT to DTW ABE to ORD DEN to MKE
## 805 806 806 807 808 808
## GSP to ORD COS to PHX JAX to IAH PHX to COS CIC to SFO ORD to ABE
## 808 809 809 809 810 810
## LAS to CMH MCO to MCI DFW to SJT LAS to PSP ORD to SJC SFO to CIC
## 811 811 812 812 812 812
## SJT to DFW MHT to EWR PSP to LAS BOS to SJU MCI to MCO SJU to BOS
## 812 813 813 814 814 814
## LEX to DTW MDW to ISP DTW to LEX PVD to EWR DEN to ONT EWR to PVD
## 815 815 816 816 817 817
## ONT to DEN JAX to BNA SJC to ORD BNA to JAX DCA to TPA HOU to TPA
## 817 818 818 819 820 820
## ISP to MDW TPA to DCA LGA to STL MDW to SEA STL to LGA TUS to SAN
## 820 820 821 821 821 825
## SAN to TUS HOU to LAX LAX to HOU CLT to ORF DTW to MCI MCO to RSW
## 826 827 827 828 828 828
## MSN to DTW ORD to LNK RSW to MCO BDL to DTW CAE to IAD TUL to DEN
## 828 828 828 830 830 830
## DEN to HDN GRR to MSP ORD to CAE BWI to PBI LNK to ORD FSD to DEN
## 831 831 831 832 832 833
## PBI to BWI TPA to HOU HDN to DEN CHS to ORD DTW to LAX MSP to PHL
## 834 834 835 836 836 836
## ORD to CHS PHL to MSP CMH to ATL DEN to TUL CVG to DEN CID to DFW
## 836 836 839 839 841 844
## DEN to CVG DFW to CID SEA to MDW LAS to HOU DTW to FNT FNT to DTW
## 844 844 844 846 847 848
## CLT to SAV SAV to CLT ATL to MYR MYR to ATL PHL to CVG ATL to CMH
## 849 850 851 851 851 852
## DTW to BDL HOU to LAS BWI to MKE DTW to PIT MKE to BWI LGA to MEM
## 852 852 853 854 856 857
## MEM to LGA BWI to IAH IAH to BWI ATL to SHV SHV to ATL IAH to XNA
## 858 859 859 860 860 861
## MSP to CLT XNA to IAH CLE to LAS CLT to MSP COS to ORD DTW to LAN
## 861 861 862 862 862 863
## ATL to XNA CVG to MCI IND to CLT LAS to CLE MCI to CVG XNA to ATL
## 864 864 864 864 864 864
## HNL to SEA JFK to PWM LGB to OAK OAK to LGB ORD to LAN PWM to JFK
## 866 866 866 866 866 866
## SEA to HNL CVG to JFK IAH to PHL LAN to ORD PHL to IAH BIL to DEN
## 866 867 867 867 867 868
## DFW to OMA MCO to MSY MSY to MCO OMA to DFW LIT to ORD CLE to DTW
## 868 868 868 869 871 872
## CMH to DFW DFW to CMH ORD to LIT ORD to COS SEA to JFK JFK to SEA
## 872 872 872 873 874 876
## BRO to IAH IAH to BRO SLC to CVG SLC to JFK TRI to ATL JFK to SLC
## 878 878 878 878 878 879
## ATL to TRI MSY to ORD JAC to SLC SLC to JAC PHL to JAX JFK to RIC
## 880 880 881 881 883 884
## CVG to PIT CVG to SLC LAS to CLT LAN to DTW LAS to STL BOS to IAH
## 886 886 889 890 890 891
## CLT to LAS RIC to JFK DFW to ONT DTW to TYS ONT to DFW STL to LAS
## 891 891 894 894 894 896
## BWI to SDF ORD to GSP ATL to OMA JAX to EWR MSP to IND DEN to BIL
## 898 900 901 901 901 902
## OMA to ATL IAH to BOS IAH to MOB MOB to IAH DTW to TPA IND to MSP
## 902 904 906 906 907 908
## MSP to MDW PIT to CVG RIC to CLT TPA to DTW CLT to RIC DCA to MCO
## 908 908 908 908 909 909
## DFW to TYR MCO to DCA TYR to DFW DFW to FSM JAX to PHL MIA to TPA
## 909 909 909 910 910 910
## TPA to MIA AUS to LAX FSM to DFW LAX to AUS SDF to BWI EWR to JAX
## 910 911 911 912 912 914
## BUF to EWR DEN to CPR HOU to BNA IND to LAS LAS to IND SLC to SMF
## 915 916 916 916 916 917
## BNA to HOU CPR to DEN MSP to FSD SMF to SLC FSD to MSP EWR to BUF
## 918 918 918 918 919 920
## ORD to MSY DEN to MEM MEM to DEN BWI to LAS LAS to BWI DFW to HSV
## 921 923 924 927 928 930
## EWR to SJU SJU to EWR HSV to DFW LEX to CVG IAH to PIT RIC to EWR
## 930 930 931 934 935 935
## EWR to RIC LAX to STL SJU to ATL DEN to ICT STL to LAX ATL to SJU
## 936 938 938 940 940 941
## CVG to LEX ORD to JAX PIT to IAH EWR to STL LAS to SAT IAH to ICT
## 941 941 941 944 945 948
## ICT to IAH MCO to RDU MOD to SFO SAT to LAS SFO to PSP CLE to DFW
## 948 948 948 949 950 951
## PSP to SFO STL to EWR IND to TPA MFR to PDX PDX to MFR DTW to MKE
## 951 951 952 952 952 953
## EWR to SEA MDT to ATL ATL to MDT MSP to GRR ATL to CHA DFW to CLE
## 953 953 954 954 955 955
## DFW to VPS TPA to IND IAD to LAS SNA to IAH SEA to EWR CHA to ATL
## 955 955 957 957 958 959
## LAS to IAD VPS to DFW RDU to IAD IAD to RDU MSP to SFO ORF to CLT
## 959 959 961 962 963 963
## CLE to IAD FAR to MSP IAD to CLE BHM to ORD DEN to STL ICT to DEN
## 964 964 964 965 965 965
## MSP to FAR RDU to BNA CLT to RSW EUG to SFO IAD to DFW ORD to TYS
## 965 965 966 966 966 966
## RSW to CLT SLC to TUS TUS to SLC DFW to IAD EUG to PDX PDX to EUG
## 966 966 966 967 967 967
## TYS to ORD LAX to MCO MCO to LAX DSM to DEN IND to EWR SFO to EUG
## 967 968 968 969 969 969
## CVG to PHL SFO to MOD BNA to RDU ORD to BHM ALB to ORD DAL to OKC
## 970 970 971 971 973 974
## PHX to HOU CMH to BWI EKO to SLC ORD to ALB BWI to CMH FLL to IAH
## 974 975 975 975 977 977
## IAH to FLL IAH to TUS ORD to SAT SLC to EKO TUS to IAH DFW to PNS
## 977 977 977 977 977 979
## IAH to SNA DFW to ICT OKC to ATL ATL to OKC IAH to MKE ICT to DFW
## 979 980 980 981 981 981
## MCO to MHT MHT to MCO EWR to MCI PNS to DFW MCI to EWR OKC to DAL
## 981 982 983 983 984 984
## MKE to IAH BWI to STL EWR to IND SDF to MDW SFO to MSP SNA to SLC
## 985 986 986 987 988 988
## MHT to MDW SLC to SNA FLL to MDW MDW to MHT MDW to SDF PSC to SLC
## 989 989 990 990 990 990
## DTW to JFK MDW to FLL IAH to IND JFK to SYR SLC to PSC SYR to JFK
## 991 991 992 992 992 992
## STL to BWI DFW to COS PHX to SBA SBA to PHX COS to DFW BDL to CLT
## 993 994 994 994 995 998
## CLT to BDL STL to MSP DEN to TPA ORF to BWI HOU to PHX MSP to STL
## 998 999 1000 1000 1001 1001
## PHX to FAT ONT to SFO PIH to SLC IAD to JFK JAX to ORD JFK to IAD
## 1001 1002 1002 1003 1003 1003
## SLC to PIH LGB to PHX PHX to LGB SFO to ONT FAY to ATL LGA to TPA
## 1003 1004 1004 1004 1005 1005
## ATL to FAY IAD to DTW TPA to LGA BWI to ORF CMH to EWR ORD to MDT
## 1006 1006 1006 1007 1007 1007
## RIC to ORD EWR to CMH COS to IAH FAT to PHX IAH to COS SWF to ATL
## 1007 1008 1009 1009 1009 1009
## TPA to DEN ATL to GNV ATL to SWF EWR to BNA GNV to ATL DEN to IND
## 1009 1011 1011 1011 1011 1013
## MTJ to DEN DEN to MTJ IAD to CAE LAX to SMX CAE to ORD ILM to ATL
## 1013 1014 1014 1014 1015 1015
## OKC to PHX RDM to PDX SMX to LAX BDL to MCO LAX to DTW BNA to EWR
## 1015 1016 1016 1017 1017 1018
## CLT to PBI MCO to BDL MDW to MSP PBI to CLT PDX to RDM BUF to MCO
## 1018 1018 1018 1018 1018 1019
## EVV to ORD MCO to BUF ORD to EVV ATL to MLB MLB to ATL ATL to ILM
## 1019 1019 1019 1020 1020 1021
## CVG to DCA IAH to TPA TPA to IAH PHX to OKC SFO to SBP SBP to SFO
## 1021 1021 1021 1022 1022 1023
## IAD to TPA ORD to FSD FSD to ORD IAH to JAN JAN to IAH RNO to SLC
## 1024 1024 1025 1026 1026 1026
## RDU to MCO ATL to BDL BOS to PBI PBI to BOS TPA to BNA BDL to ATL
## 1027 1028 1028 1028 1028 1029
## FLL to ORD LAX to SAT SLC to RNO CVG to MSP MDW to OAK MSP to CVG
## 1029 1029 1029 1030 1030 1030
## OAK to MDW ATL to JFK CVG to BOS DTW to IAD MKE to DTW FCA to SLC
## 1030 1031 1031 1031 1031 1032
## ORD to FLL SAT to LAX SLC to FCA BNA to TPA HOU to MCO ORD to PVD
## 1032 1033 1033 1035 1035 1035
## CLE to MSP ONT to SLC MSP to MCI ORD to RIC MDW to SAN SAN to MDW
## 1037 1037 1039 1039 1040 1041
## SLC to ONT DCA to CVG RDD to SFO BOI to SFO MCO to HOU SFO to RDD
## 1041 1042 1042 1044 1044 1044
## DTW to CMH IND to DEN CLE to EWR BOS to CVG EWR to CLE PHX to PSP
## 1045 1045 1046 1047 1048 1048
## PSP to PHX IAH to IAD ATL to HPN DFW to DSM SFO to BOI HPN to ATL
## 1048 1050 1052 1052 1052 1053
## TPA to IAD DSM to DFW DTW to LAS LAS to DTW MCO to BNA MDT to ORD
## 1053 1054 1056 1056 1056 1057
## ATL to LEX JFK to CLT DFW to PIT PVD to ORD PIT to DFW TLH to ATL
## 1063 1065 1066 1066 1067 1067
## MSP to SEA SEA to MSP ATL to TLH CLE to IAH BNA to MCO MCI to STL
## 1068 1068 1069 1069 1070 1070
## IAH to CLE AGS to ATL ATL to AGS LAX to OGG ORD to OKC IAD to IAH
## 1072 1075 1076 1076 1076 1077
## CLT to DEN DFW to IND EGE to DEN IND to DFW MSO to SLC OGG to LAX
## 1078 1078 1078 1078 1078 1079
## TUL to ATL PBI to PHL PHL to PBI SLC to GEG DFW to HOU HOU to DFW
## 1079 1080 1080 1081 1082 1082
## SLC to MSO GEG to SLC DCA to MSP LEX to ATL STL to MCI MSP to DCA
## 1082 1083 1084 1085 1085 1087
## JFK to DTW DFW to MAF MAF to DFW MIA to BOS BOS to MIA EWR to DEN
## 1088 1089 1089 1091 1092 1092
## MCO to MIA MIA to MCO CLT to CLE CMH to DTW MCI to MSP CLT to JFK
## 1092 1092 1093 1093 1095 1096
## CLE to CLT PHX to CLT SAT to ORD CLT to PHX ATL to TUL FLL to JAX
## 1097 1097 1097 1099 1101 1103
## BOI to DEN SFO to RNO CVG to IAH DEN to BOI DEN to CLT JAX to FLL
## 1105 1106 1107 1107 1107 1107
## MSP to CLE DEN to EGE DEN to TUS TUS to DEN JFK to RSW BOS to RSW
## 1107 1108 1109 1109 1110 1111
## RSW to JFK IAH to CVG RSW to BOS BTR to IAH IAH to BTR PHL to SFO
## 1111 1112 1112 1115 1116 1116
## PDX to ORD TPA to BOS FLG to PHX PHX to FLG BOS to TPA MCO to MSP
## 1119 1119 1120 1120 1121 1121
## CRP to DFW DAY to ORD DFW to CRP MSP to MCO DFW to LAW LAW to DFW
## 1122 1122 1122 1122 1125 1127
## ACT to DFW BNA to CLT CLT to BNA IAH to RDU DFW to ACT MYR to CLT
## 1129 1129 1129 1129 1130 1130
## CLE to MCO MCO to CLE CLT to MYR SFO to BUR DFW to SJC DEN to EWR
## 1131 1131 1132 1132 1134 1135
## HOU to CRP CRP to HOU RDU to IAH RNO to SFO SEA to ATL MIA to PHL
## 1135 1136 1136 1138 1142 1143
## MEM to DTW ORD to DAY PHL to MIA LGA to PBI PBI to LGA ATL to SEA
## 1144 1144 1144 1145 1145 1146
## SJC to DFW IAH to TUL YUM to PHX PHX to YUM TWF to SLC LAS to MCI
## 1147 1152 1152 1153 1153 1156
## OKC to ORD MAF to DAL TUL to IAH ATL to MOB DFW to RDU MOB to ATL
## 1159 1160 1160 1161 1161 1161
## RDU to DFW DAL to MAF EWR to IAD IAD to EWR SEA to IAH BWI to DFW
## 1161 1162 1162 1162 1162 1163
## DFW to BWI AUS to ATL CLT to PIT MCI to LAS PIT to CLT ROC to ORD
## 1163 1164 1164 1164 1164 1164
## IAH to SEA ATL to AUS TUL to ORD ORD to TUL SLC to TWF DEN to BOS
## 1165 1166 1169 1170 1171 1174
## EWR to RSW PHX to OMA RSW to EWR SAN to IAH BIL to SLC BUR to SLC
## 1174 1174 1175 1175 1176 1176
## RDU to CLT CLT to RDU IAH to SAN SLC to BUR STL to DEN BWI to PHX
## 1176 1177 1177 1177 1177 1178
## ATL to TYS GPT to IAH SLC to BIL IAH to GPT TYS to ATL OMA to PHX
## 1179 1179 1179 1180 1180 1181
## FAT to LAS MDW to PIT PHX to BWI LAS to EWR EWR to LAS MDW to OMA
## 1183 1183 1184 1185 1186 1187
## OMA to MDW LAS to FAT IDA to SLC SLC to IDA TPA to ORD MSP to LAX
## 1187 1191 1192 1194 1195 1197
## LAX to MSP RDU to BWI BOS to DEN ORD to LEX JFK to PHX LEX to ORD
## 1198 1198 1200 1200 1201 1201
## BWI to RDU MDW to IAD PHX to JFK PHX to MCI ATL to MGM IAD to MDW
## 1202 1202 1203 1204 1205 1205
## JFK to ATL MGM to ATL SJU to MCO PIT to MDW MCO to SJU MSY to DAL
## 1205 1205 1206 1208 1209 1210
## PHL to LAX HOU to MDW LAX to PHL DFW to FLL FLL to DFW DFW to JAN
## 1210 1212 1214 1215 1216 1217
## BOS to DTW DFW to SPS JAN to DFW MCO to FLL DAL to MSY OMA to IAH
## 1218 1218 1218 1218 1219 1219
## IAH to OMA MDW to HOU SPS to DFW ORD to TPA ORD to ROC IAH to ABQ
## 1220 1221 1221 1226 1229 1230
## MCI to PHX SYR to ORD DTW to BOS ABQ to IAH ATL to CAE FLL to MCO
## 1230 1230 1231 1232 1233 1234
## RST to ORD ORD to RST ORD to BMI BMI to ORD BZN to SLC SLC to BZN
## 1235 1236 1237 1238 1238 1238
## DFW to MSY MSY to DFW ATL to BMI BMI to ATL CAE to ATL CLE to MKE
## 1239 1239 1241 1242 1246 1250
## ORD to TVC TVC to ORD ATL to HSV MEM to CLT CLT to MEM MKE to CLE
## 1251 1251 1253 1253 1254 1255
## ATL to MLI LAS to TUS MLI to ATL DTW to GRR ROC to ATL ATL to ROC
## 1257 1258 1258 1261 1266 1267
## MIA to LAX ISP to MCO HSV to ATL LAX to MIA MIA to SJU MSP to MEM
## 1268 1269 1270 1270 1272 1272
## SJU to MIA MCO to ISP PVD to MCO MCO to PVD MEM to DFW DAL to ELP
## 1272 1274 1278 1280 1280 1281
## LIT to ATL ATL to LIT JAX to CLT ELP to DAL SLC to MSP DEN to OMA
## 1283 1284 1289 1290 1292 1293
## IND to MCO MCO to IND CLT to JAX DFW to AMA HNL to SFO SFO to HNL
## 1293 1293 1294 1294 1294 1294
## AMA to DFW ATL to PFN MSP to SLC PFN to ATL LGA to CMH GRR to DTW
## 1297 1297 1297 1297 1299 1303
## ORD to SYR PIT to JFK SAT to ATL ATL to SAT JFK to MIA RNO to LAX
## 1303 1309 1311 1312 1314 1314
## AUS to ORD MIA to JFK OMA to DEN ORD to PDX PDX to SJC LAX to RNO
## 1315 1316 1316 1316 1316 1317
## DTW to MEM SLC to SAN ATL to GSP GSP to ATL SJC to PDX ORD to CMI
## 1318 1318 1320 1320 1320 1321
## CMI to ORD SAN to SLC SFO to IAH ATL to JAN SMF to SFO ABI to DFW
## 1322 1322 1322 1324 1324 1325
## ATL to SDF DFW to ABI SDF to ATL SFO to SMF CMH to LGA IAH to MCO
## 1325 1325 1325 1325 1326 1327
## MCO to IAH SFO to PHL DAL to TUL BOS to LAX JFK to PIT JAN to ATL
## 1327 1327 1331 1332 1332 1333
## SAN to SEA DFW to MEM SEA to SAN PHL to MHT TUL to DAL ROC to JFK
## 1335 1336 1336 1337 1340 1342
## BUR to SFO MCO to PIT MHT to PHL PIT to MCO BNA to DEN CLD to LAX
## 1343 1343 1343 1343 1344 1345
## LAX to CLD HOU to AUS SBN to ORD IAH to SFO LIT to DAL ORD to SBN
## 1345 1346 1346 1347 1347 1347
## DEN to RAP SAT to DEN RAP to DEN DAL to LIT PHX to EWR AUS to HOU
## 1348 1348 1349 1350 1350 1355
## BTV to JFK DFW to TUS TUS to DFW JFK to BTV DTW to STL MSP to IAH
## 1355 1355 1355 1357 1358 1360
## DEN to BNA MLI to ORD SLC to ABQ EWR to PHX ABQ to SLC JFK to ROC
## 1362 1363 1363 1364 1365 1365
## ORF to ATL ATL to ORF IAH to BHM GSO to ATL IAH to MSP STL to DTW
## 1366 1367 1367 1368 1368 1369
## EWR to DCA ATL to BHM BHM to ATL DCA to EWR IND to DTW DEN to AUS
## 1370 1372 1374 1374 1374 1375
## BHM to IAH ATW to ORD ORD to ATW ATL to GSO LAS to IAH PHL to PVD
## 1376 1377 1377 1378 1378 1378
## PVD to PHL IAH to LAS DTW to IND EWR to SFO SLC to LGB STL to MCO
## 1380 1381 1382 1383 1383 1383
## TPA to MDW BTR to DFW DFW to BTR LGB to SLC DCA to RDU DFW to XNA
## 1383 1384 1384 1384 1385 1385
## XNA to DFW IAH to MCI BWI to ALB BTR to ATL MCO to STL ORD to MLI
## 1387 1389 1390 1391 1391 1391
## ATL to BTR MDW to TPA ALB to BWI MCI to IAH ABQ to LAS AUS to DEN
## 1392 1392 1393 1393 1395 1395
## LAS to ABQ ORD to AZO CVG to ATL AZO to ORD DFW to DTW SNA to ORD
## 1397 1397 1398 1399 1407 1408
## MSP to LAS RDU to DCA SFO to FAT ABQ to LAX LAS to MSP BWI to ISP
## 1410 1410 1410 1411 1411 1412
## DTW to DFW BWI to CLE MDW to LAX ORD to SGF SFO to MRY DEN to SAT
## 1412 1413 1414 1415 1415 1416
## ISP to BWI MFE to IAH IAH to MFE BWI to BUF LAX to ABQ BUF to BWI
## 1417 1417 1418 1419 1419 1420
## LAX to MDW BNA to DFW DFW to BNA CLE to BWI DAB to ATL MIA to IAH
## 1422 1426 1427 1429 1430 1430
## IAH to MIA MRY to SFO ATL to DAB DFW to ELP TPA to DFW DFW to TPA
## 1432 1432 1433 1433 1433 1434
## ELP to DFW FAT to SFO DEN to OKC DFW to MSP ABQ to DFW DFW to MCI
## 1434 1434 1438 1438 1439 1439
## ORD to AUS DFW to ABQ DFW to OKC MCI to DFW OKC to DFW DEN to DTW
## 1439 1440 1440 1440 1441 1444
## MEM to MSP SAN to ATL GJT to DEN ATL to SAN DEN to GJT MIA to DCA
## 1446 1446 1447 1448 1453 1454
## TUS to LAS DCA to MIA SFO to ACV ACV to SFO CLT to DCA SFO to ATL
## 1455 1456 1457 1462 1464 1464
## EWR to MIA MIA to EWR SEA to SNA SNA to SEA VPS to ATL ATL to VPS
## 1465 1465 1465 1465 1465 1466
## DCA to JFK PBI to JFK ATL to CVG JFK to PBI CLT to DTW ORD to SNA
## 1466 1467 1468 1468 1469 1469
## DEN to DRO DRO to DEN DTW to CLT CLT to TPA DCA to CLT ATL to BNA
## 1470 1470 1470 1472 1473 1474
## BNA to ATL DEN to BWI TPA to CLT SGF to ORD PDX to SMF BOS to DFW
## 1475 1477 1477 1481 1487 1488
## DFW to BOS PHL to DEN SNA to SMF DTW to IAH IAH to DTW MSP to DFW
## 1488 1489 1490 1492 1492 1494
## JFK to DCA PHL to PHX SMF to PDX SMF to SNA BWI to BNA PHX to PHL
## 1495 1495 1495 1495 1496 1497
## DTW to DCA IAH to OKC BNA to BWI DCA to DTW BNA to DTW SFO to BOS
## 1498 1500 1501 1501 1503 1503
## DTW to DEN LAS to PHL LAX to BOS ATL to SLC OKC to IAH PHL to LAS
## 1505 1506 1508 1509 1510 1510
## FLL to BWI BWI to FLL DTW to BNA FLL to BOS BOS to FLL FAI to ANC
## 1511 1512 1512 1514 1515 1517
## SLC to ATL DCA to IAH BNA to IAH HOU to SAT IAD to CLT SLC to ORD
## 1517 1521 1522 1524 1526 1527
## IAH to BNA DTW to PHL BOS to SFO DEN to PHL SAT to HOU DTW to PHX
## 1529 1532 1533 1534 1535 1539
## PHX to DTW LGA to MSP MSP to LGA IAH to DCA OKC to DEN DAL to AMA
## 1540 1541 1541 1542 1545 1548
## LBB to DAL PHX to STL DAL to LBB AMA to DAL PDX to SEA SEA to PDX
## 1548 1548 1549 1551 1552 1552
## STL to PHX FLL to CLT ORD to SLC SMF to DEN PHL to MDW AUS to PHX
## 1552 1554 1555 1556 1558 1561
## PHX to RNO SAT to PHX PHL to DTW MDW to PHL MRY to LAX ATL to ICT
## 1561 1562 1563 1565 1566 1567
## ICT to ATL ORD to IAD PHX to AUS RDU to EWR STL to DAL RNO to PHX
## 1567 1567 1568 1570 1570 1571
## CMH to MDW EWR to RDU PHX to SAT BWI to DEN LAX to MRY MDW to CLE
## 1572 1572 1572 1573 1573 1573
## MDW to CMH DAL to STL PDX to OAK LAX to SBP CLE to MDW SBP to LAX
## 1574 1576 1577 1579 1581 1581
## OAK to PDX DEN to SMF LAX to PSP PSP to LAX SFO to EWR SFO to MFR
## 1583 1588 1588 1589 1590 1590
## MFR to SFO XNA to ORD DFW to GRK ORD to XNA LGA to CLE GRK to DFW
## 1591 1591 1592 1593 1594 1595
## SAN to ORD CLE to LGA LIT to DFW DFW to LIT MKE to EWR DFW to LBB
## 1600 1603 1604 1605 1606 1611
## ATL to FNT DFW to SGF FNT to ATL SGF to DFW DEN to IAD EWR to MKE
## 1612 1612 1612 1612 1613 1614
## LBB to DFW LFT to IAH IAH to LFT SFO to IAD ATL to CLE MDW to BWI
## 1614 1614 1615 1615 1617 1632
## IAD to DEN MIA to DFW SGU to SLC SLC to SGU EWR to PBI PBI to EWR
## 1635 1636 1636 1636 1637 1637
## DFW to MIA ORD to MIA DFW to SLC MIA to ORD BWI to MDW IAH to SLC
## 1638 1638 1639 1639 1640 1642
## SLC to DFW SLC to IAH TPA to EWR EWR to TPA PHX to MDW ATL to MDW
## 1643 1643 1643 1644 1645 1646
## MDW to ATL CVG to DFW DFW to CVG MDW to PHX ORD to ICT FLL to LGA
## 1646 1649 1649 1649 1653 1673
## ATL to SFO LGA to FLL EWR to LAX IAD to ORD ONT to SJC ICT to ORD
## 1676 1676 1686 1687 1687 1688
## SJC to ONT ORD to RDU RDU to ORD FWA to ORD ORD to FWA LAX to EWR
## 1689 1691 1691 1692 1692 1697
## ANC to FAI DFW to TUL SFO to PDX TUL to DFW DEN to MCO IND to ATL
## 1699 1702 1703 1705 1707 1709
## ATL to IND GPT to ATL MCO to DEN ATL to GPT CLT to FLL HRL to HOU
## 1712 1713 1713 1715 1718 1720
## BWI to BDL JFK to TPA MCO to LGA HOU to HRL JFK to BUF LGA to MCO
## 1721 1721 1721 1722 1723 1723
## TPA to JFK BOS to RDU BUF to JFK IAH to LGA PDX to SFO CLT to PHL
## 1724 1726 1726 1728 1728 1731
## BDL to BWI CLT to IAD LGA to IAH DFW to PHL PHL to DFW BNA to MDW
## 1733 1739 1739 1743 1746 1749
## PHL to CLT ORD to MKE CVG to DTW CLT to BOS DFW to SFO BOS to CLT
## 1752 1753 1754 1756 1760 1761
## SNA to DEN CLT to MCO MCO to CLT PHL to FLL PHL to PIT MDW to BNA
## 1761 1764 1764 1765 1765 1767
## FLL to PHL ATL to SRQ RDU to BOS SRQ to ATL DEN to LGA DEN to SNA
## 1769 1772 1772 1772 1773 1773
## FLL to TPA LGA to MIA MIA to LGA CLE to ATL ATL to MKE MKE to ATL
## 1775 1776 1776 1779 1788 1788
## TPA to FLL DTW to BWI BWI to DTW SFO to DFW SHV to DFW DFW to SHV
## 1788 1789 1790 1790 1790 1791
## DFW to SAN SAN to DFW IAH to MEM OAK to SLC ABQ to DAL EWR to CVG
## 1792 1793 1797 1797 1798 1800
## DEN to SJC PHL to RDU SJC to DEN SLC to OAK CVG to EWR EWR to MSP
## 1803 1803 1804 1804 1806 1810
## MSP to EWR RDU to PHL IAD to SFO DAL to ABQ SBA to SFO MEM to IAH
## 1813 1813 1814 1815 1816 1818
## SFO to SBA MKE to MSP SLC to SUN LGA to DEN CLT to MIA BUF to ORD
## 1818 1819 1823 1826 1827 1828
## MIA to CLT ORD to BUF EWR to DFW DFW to EWR RDU to JFK ORD to BWI
## 1828 1828 1830 1831 1831 1832
## ATL to HOU ORD to SAN HOU to ATL CLT to DFW DFW to CLT SUN to SLC
## 1838 1838 1842 1843 1843 1843
## BDL to ORD AUS to IAH SNA to DFW DTW to CVG BWI to CLT ORD to PIA
## 1848 1850 1850 1851 1853 1854
## PIA to ORD IAH to AUS SJU to JFK DFW to SNA JFK to SJU CLT to BWI
## 1854 1861 1863 1864 1865 1868
## ORD to BDL ATL to BUF BUF to ATL MCO to DTW DTW to MCO MKE to ORD
## 1868 1869 1869 1869 1872 1872
## PHX to MSP STL to DFW DFW to STL PDX to SLC MSP to PHX ATL to CAK
## 1874 1874 1875 1876 1877 1881
## CAK to ATL SAT to IAH SLC to PDX MDW to DTW IAH to SAT SMF to SEA
## 1885 1887 1887 1889 1893 1895
## SEA to SMF LAX to IAH PHL to TPA MSP to MKE BOI to SLC TPA to PHL
## 1899 1901 1905 1906 1907 1907
## BWI to ORD IAH to LAX SLC to BOI SDF to ORD ORD to SDF OAK to DEN
## 1914 1918 1918 1926 1929 1930
## LAS to PDX PDX to LAS SEA to SJC EWR to BOS SJC to SEA SEA to SLC
## 1931 1933 1939 1942 1942 1943
## ORD to GRR SLC to SEA GRR to ORD BOS to EWR STL to ATL ATL to STL
## 1947 1947 1948 1951 1952 1953
## BUR to SJC RDU to LGA SJC to BUR DEN to OAK BWI to TPA MCI to ORD
## 1958 1969 1969 1972 1976 1983
## DFW to DCA DCA to DFW DFW to SEA IAH to EWR JFK to RDU SEA to DFW
## 1985 1986 1988 1989 1989 1989
## EWR to IAH MCI to ATL ATL to MCI SAV to ATL TPA to BWI DTW to MDW
## 1990 1990 1991 1991 1991 1992
## PHF to ATL JFK to ORD ATL to PHF ATL to SAV BNA to ORD ORD to GRB
## 1994 1995 1996 1996 2002 2006
## ORD to MCO GRB to ORD LAX to PDX PDX to LAX PIT to ORD MCO to BOS
## 2006 2008 2008 2012 2012 2019
## BOS to MCO IAD to BOS ORD to PIT CLT to IAH CVG to LGA HPN to ORD
## 2020 2021 2023 2024 2036 2037
## ORD to HPN IAH to CLT LGA to CVG ORD to JFK MCO to ORD DAY to ATL
## 2038 2041 2041 2042 2045 2054
## BUR to SMF ATL to DAY SMF to BUR LAX to IAD ORD to MCI MCO to DFW
## 2055 2057 2060 2070 2075 2076
## DFW to MCO PDX to PHX PHX to PDX ORD to BNA CID to ORD MEM to ORD
## 2077 2077 2080 2091 2094 2096
## ORD to MEM MCO to MDW MDW to MCO TUS to PHX ONT to LAS LAS to ONT
## 2096 2106 2110 2116 2123 2125
## PBI to ATL ATL to PBI MHT to BWI SFO to SNA STL to ORD IND to ORD
## 2128 2130 2139 2141 2141 2146
## BWI to MHT ORD to IND ABQ to DEN DEN to ABQ ATL to RSW HOU to MSY
## 2147 2147 2157 2159 2174 2176
## RSW to ATL SLC to SFO MSY to HOU SNA to SFO ATL to RIC PNS to ATL
## 2176 2181 2182 2183 2185 2186
## RIC to ATL ATL to PNS OMA to ORD ORD to CID LGA to RDU MDW to STL
## 2187 2188 2205 2205 2206 2217
## STL to MDW CHS to ATL ATL to CHS PIT to PHL BOS to IAD MSY to IAH
## 2218 2219 2220 2226 2231 2232
## IAH to MSY ONT to OAK OAK to ONT ATL to PIT PIT to ATL LAS to SNA
## 2233 2239 2241 2242 2243 2257
## SNA to LAS FAT to LAX ORD to OMA PHX to SJC IAD to LAX SJC to PHX
## 2258 2259 2259 2264 2270 2270
## ONT to SMF DEN to PDX SMF to PHX LAX to FAT SMF to ONT PHX to SMF
## 2274 2275 2280 2282 2287 2292
## MDW to DEN JFK to LAS LAS to JFK MCI to MDW PHX to TUS IAH to PHX
## 2300 2301 2301 2305 2308 2315
## DEN to MDW PVD to BWI LAS to SMF BWI to PVD ORD to STL MDW to MCI
## 2316 2320 2322 2323 2323 2326
## MCO to IAD SEA to ORD PHX to IAH SMF to LAS ELP to PHX OAK to SNA
## 2332 2335 2336 2346 2347 2352
## MDW to LAS IAD to MCO LAS to MDW PHX to ELP ATL to MSY MSY to ATL
## 2355 2356 2356 2357 2362 2362
## DTW to EWR EWR to DTW SNA to OAK DEN to IAH DTW to LGA IAH to DEN
## 2367 2367 2367 2368 2368 2368
## LGA to DTW PHX to OAK ATL to MEM MEM to ATL DAL to IAH IAH to DAL
## 2369 2374 2377 2377 2380 2381
## PDX to DEN SEA to GEG LAS to ATL ATL to LAS GEG to SEA LAS to SJC
## 2385 2416 2417 2423 2423 2426
## SFO to SLC EWR to FLL FLL to EWR OAK to PHX SJC to LAS ORD to CMH
## 2427 2428 2428 2433 2434 2439
## DSM to ORD SFO to DEN BOS to BWI BWI to BOS PHX to SFO ORD to SEA
## 2441 2478 2479 2479 2502 2510
## SFO to PHX LAX to SBA SBA to LAX DEN to COS DFW to LAS LAS to DFW
## 2510 2515 2517 2518 2518 2520
## DTW to MSP COS to DEN ATL to PHX PHX to ATL LAX to TUS DEN to ASE
## 2521 2530 2532 2536 2544 2545
## CLE to ORD TUS to LAX DEN to MSP ASE to DEN ATL to RDU DFW to LGA
## 2548 2548 2552 2558 2562 2574
## ORD to CLE JFK to FLL FLL to JFK LGA to DFW SAT to DFW DFW to SAT
## 2574 2575 2577 2579 2590 2591
## RDU to ATL ATL to IAD HNL to LAX LAX to HNL ORD to DSM ORD to PHX
## 2598 2622 2622 2624 2627 2629
## PHX to ORD ORD to MSN CMH to ORD EWR to MCO MCO to EWR MSP to ATL
## 2636 2642 2650 2650 2650 2663
## ATL to MSP SEA to LAS AUS to DFW DFW to AUS LAS to SEA PHX to DFW
## 2664 2668 2672 2675 2675 2702
## DFW to PHX SMF to SAN LAS to ORD IAH to ATL MSN to ORD ORD to LAS
## 2703 2707 2709 2711 2716 2717
## SEA to SFO SAN to SMF SFO to SEA DEN to SAN MSP to DTW IAD to ATL
## 2717 2723 2736 2743 2749 2754
## LAS to RNO RNO to LAS JFK to MCO LAX to ATL MCO to JFK ATL to LAX
## 2759 2760 2762 2762 2762 2764
## MSP to DEN SAN to DEN MCO to BWI BWI to MCO OAK to SEA PHX to SEA
## 2764 2772 2785 2788 2790 2793
## DAL to MCI DEN to MCI DTW to ATL ATL to DTW SEA to PHX MCI to DAL
## 2796 2796 2796 2797 2798 2800
## MCI to DEN DEN to SFO ORD to IAH SEA to OAK BUR to PHX LGA to CLT
## 2815 2820 2830 2830 2849 2853
## ATL to BWI BWI to ATL JAX to ATL LAS to BUR ATL to JAX PHX to BUR
## 2856 2856 2860 2860 2861 2874
## BOS to ATL ATL to BOS BUR to LAS IAH to ORD LAX to SLC ATL to IAH
## 2877 2878 2885 2888 2891 2896
## DAL to SAT OAK to LAS SLC to LAX SJC to SNA ORD to SFO SNA to SJC
## 2898 2901 2902 2903 2912 2919
## CLT to ORD SAT to DAL DFW to IAH PHX to ABQ SJC to SAN IAH to DFW
## 2923 2928 2942 2946 2946 2950
## ANC to SEA SEA to ANC LAS to OAK SAN to SJC SLC to LAS ABQ to PHX
## 2953 2953 2962 2962 2964 2973
## LAS to SLC ATL to DEN EWR to CLT PHX to SNA CLT to EWR SNA to PHX
## 2997 3008 3021 3039 3044 3048
## CLT to LGA SFO to ORD DEN to ATL ORD to DEN ORD to CLT BUR to OAK
## 3050 3062 3135 3152 3156 3219
## OAK to BUR LAS to SAN ORD to CVG SAN to LAS PHX to ONT ONT to PHX
## 3224 3238 3242 3257 3291 3293
## CVG to ORD MIA to ATL BOS to PHL ATL to MIA PHL to BOS LAX to DFW
## 3325 3334 3337 3341 3348 3353
## DFW to LAX ATL to PHL PHL to ATL DEN to ORD ORD to PHL DEN to SEA
## 3354 3366 3372 3384 3460 3467
## SAN to OAK OAK to SAN SEA to DEN JFK to SFO SFO to SAN PHL to ORD
## 3491 3494 3552 3572 3573 3620
## SEA to LAX ATL to DCA DCA to ATL BOS to JFK ORD to EWR ATL to TPA
## 3627 3633 3634 3636 3636 3678
## TPA to ATL LAX to SMF LAX to SEA SMF to LAX ORD to BOS BOS to ORD
## 3678 3689 3691 3715 3735 3738
## JFK to BOS SFO to JFK EWR to ORD AUS to DAL ATL to CLT CLT to ATL
## 3750 3754 3767 3777 3781 3785
## LAS to SFO SFO to LAS ORD to LAX DAL to AUS ORD to ATL MCO to PHL
## 3785 3786 3791 3795 3817 3837
## PHL to MCO SAN to SFO ATL to FLL FLL to ATL DTW to ORD ORD to DTW
## 3839 3841 3848 3849 3930 3936
## ATL to EWR LAX to ORD EWR to ATL ITO to HNL DCA to ORD ORD to DCA
## 3974 3983 3993 3998 4060 4061
## ATL to ORD HNL to ITO LAX to JFK DFW to ORD PHX to SLC JFK to LAX
## 4070 4112 4216 4222 4231 4250
## SLC to PHX ORD to DFW DFW to DEN DEN to DFW DEN to PHX PHX to DEN
## 4253 4260 4326 4344 4358 4368
## DEN to LAS LAS to DEN SAN to PHX PHX to SAN LAX to OAK DCA to BOS
## 4389 4400 4454 4456 4667 4675
## OAK to LAX BOS to DCA DEN to LAX MCO to ATL ATL to MCO HNL to KOA
## 4678 4706 4747 4769 4772 4785
## DEN to SLC DFW to ATL ATL to DFW MSP to ORD KOA to HNL LAX to DEN
## 4837 4866 4868 4874 4897 4911
## SLC to DEN ORD to MSP LGA to ORD ORD to LGA LAX to SJC SJC to LAX
## 5090 5129 5364 5376 5385 5413
## LGA to ATL ATL to LGA DAL to HOU HOU to DAL LIH to HNL LAX to PHX
## 5515 5517 5676 5685 5722 5749
## LGA to DCA DCA to LGA PHX to LAX HNL to LIH PHX to LAS SAN to LAX
## 5782 5803 5875 5904 5995 6096
## LAX to SAN BOS to LGA LGA to BOS LAS to PHX HNL to OGG LAS to LAX
## 6113 6121 6126 6236 6394 6514
## OGG to HNL LAX to LAS LAX to SFO SFO to LAX
## 6578 6626 7616 7799What are the first 6 values from the above table?
head(sort(table(paste(myDF$Origin, "to", myDF$Dest))))##
## to ABE to BHM ACV to SJC ACY to JFK ALB to SBN AMA to TUL
## 1 1 1 1 1 1What are the laste 6 values from the above table?
tail(sort(table(paste(myDF$Origin, "to", myDF$Dest))))##
## HNL to OGG LAS to LAX OGG to HNL LAX to LAS LAX to SFO SFO to LAX
## 6394 6514 6578 6626 7616 7799What are the 20 most such popular pairs?
tail(sort(table(paste(myDF$Origin, "to", myDF$Dest))), 20)##
## DAL to HOU HOU to DAL LIH to HNL LAX to PHX LGA to DCA DCA to LGA
## 5676 5685 5722 5749 5782 5803
## PHX to LAX HNL to LIH PHX to LAS SAN to LAX LAX to SAN BOS to LGA
## 5875 5904 5995 6096 6113 6121
## LGA to BOS LAS to PHX HNL to OGG LAS to LAX OGG to HNL LAX to LAS
## 6126 6236 6394 6514 6578 6626
## LAX to SFO SFO to LAX
## 7616 7799How many origin-to-destination paths were only flown one time (each) in 2008?
sum(table(paste(myDF$Origin, "to", myDF$Dest))==1)## [1] 257sum(table(paste(myDF$Origin, "to", myDF$Dest)==1))## [1] 3852056print(tapply(myDF$DepDelay, myDF$Origin, mean, na.rm=TRUE))## ABE ABI ABQ ABY ACK
## NaN 9.75401929 9.26527456 8.42445798 10.15183246 31.18957346
## ACT ACV ACY ADK ADQ AEX
## 5.52363299 16.46785887 18.54867257 13.63265306 2.89411765 10.27031509
## AGS AKN ALB ALO AMA ANC
## 11.16651076 23.12195122 9.75209424 6.67968750 9.19173676 5.73124059
## ASE ATL ATW AUS AVL AVP
## 14.41840751 11.38697086 11.75119161 8.40781105 10.19530103 15.90871369
## AZO BDL BET BFL BGM BGR
## 11.96001838 8.82640693 6.60276680 2.23063973 9.29885057 14.86593707
## BHM BIL BIS BJI BLI BMI
## 10.78970799 0.76898353 4.13111111 0.16000000 -5.52941176 12.25456019
## BNA BOI BOS BPT BQK BQN
## 12.08481163 8.17187815 9.52995598 0.14218009 6.05077263 6.89295039
## BRO BRW BTM BTR BTV BUF
## 6.50532544 10.76536313 -3.60804020 12.72506562 13.31460674 11.68702515
## BUR BWI BZN CAE CAK CDC
## 7.41002900 11.55302899 5.81380597 15.44251508 10.66027714 0.11780105
## CDV CEC CHA CHO CHS CIC
## 6.85393258 25.90256410 9.08050847 5.96746204 12.92502318 18.34090909
## CID CLD CLE CLL CLT CMH
## 13.61577552 1.92481752 10.74222819 8.53986928 11.12121867 11.29251665
## CMI CMX COD COS CPR CRP
## 14.54985755 21.18939394 -4.59270073 6.79740100 1.37755102 8.55451587
## CRW CSG CVG CWA DAB DAL
## 11.46606607 10.97481481 10.20154221 16.70156556 9.56316348 12.40026663
## DAY DBQ DCA DEN DFW DHN
## 8.27926129 10.71473354 7.17583054 10.93944395 14.26641929 12.73188406
## DLG DLH DRO DSM DTW EGE
## 17.34146341 4.96214789 1.08775878 11.18328428 11.55532707 16.98303442
## EKO ELM ELP ERI EUG EVV
## 0.68508863 5.76242236 7.83963652 7.40305344 4.98539293 9.15519713
## EWN EWR EYW FAI FAR FAT
## 8.64788732 19.67358437 14.60485269 2.66860949 9.53015873 4.90263834
## FAY FCA FLG FLL FLO FNT
## 11.96670030 2.14189189 2.11508704 12.19028829 5.59016393 6.34115905
## FSD FSM FWA GCC GEG GFK
## 12.80539499 7.48480356 15.70424403 8.66093366 5.97798811 7.70278184
## GGG GJT GNV GPT GRB GRK
## 9.69423077 5.55152603 11.76744186 8.76249437 12.58188073 10.50916406
## GRR GSO GSP GST GTF GTR
## 9.95020220 11.00560303 11.01968879 8.56521739 -0.07350689 11.36876356
## GUC HDN HHH HLN HNL HOU
## 11.87725632 9.24736225 12.87772926 2.76487805 2.15568942 14.43482244
## HPN HRL HSV IAD IAH ICT
## 10.32533036 13.26615817 7.59914484 15.71704833 11.85299536 10.08871836
## IDA ILM IND INL IPL ISP
## 2.51248090 10.82838084 8.91247738 -3.33333333 -1.51205674 9.79917150
## ITO IYK JAC JAN JAX JFK
## -1.69461358 0.33823529 10.44228856 9.50261467 10.17107921 12.25578330
## JNU KOA KTN LAN LAS LAW
## 11.64321110 2.29261240 7.49692172 11.73869347 11.32386393 5.40487062
## LAX LBB LCH LEX LFT LGA
## 9.82021206 10.40570456 8.46557377 11.06565372 8.51206637 13.50573238
## LGB LIH LIT LMT LNK LRD
## 4.66032374 -0.56662031 12.96519921 20.32608696 13.03865546 8.76303318
## LSE LWB LWS LYH MAF MBS
## 9.63646409 14.55737705 -0.22284123 3.14423077 10.89288447 11.52779733
## MCI MCN MCO MDT MDW MEI
## 10.50751489 10.00253807 11.43477956 11.78852537 13.58801358 9.04658385
## MEM MFE MFR MGM MHT MIA
## 10.68761026 5.47494033 8.67922924 8.20530146 11.76384594 17.09445714
## MKE MKG MLB MLI MLU MOB
## 11.49250563 5.25337838 6.04225352 12.72189489 5.23964497 8.07360483
## MOD MOT MQT MRY MSN MSO
## 11.98479087 3.82777778 18.77234043 8.19777826 12.24934037 1.69383135
## MSP MSY MTJ MYR OAJ OAK
## 8.90310946 10.26352618 6.10492228 7.28658756 9.79687500 8.21875170
## OGG OKC OMA OME ONT ORD
## 2.44624613 9.84273776 10.22213148 3.66600398 7.29510509 21.13510339
## ORF OTH OTZ OXR PBI PDX
## 11.46963207 13.06382979 4.54069767 -1.54980080 11.62227848 7.05030347
## PFN PHF PHL PHX PIA PIH
## 9.34211886 7.08370895 13.71866595 9.11181138 12.94002105 -3.15975733
## PIT PLN PMD PNS PSC PSE
## 10.83678950 8.00000000 9.89238845 8.15635246 -0.94147583 0.42042755
## PSG PSP PUB PVD PWM RAP
## 10.76136364 7.09342087 27.00000000 11.38412799 13.16487267 1.44193127
## RDD RDM RDU RFD RHI RIC
## 15.97044335 6.82167153 10.50421928 2.31228070 7.11320755 11.10284168
## RKS RNO ROA ROC ROW RST
## 2.19580420 8.38689043 12.97938144 11.19725183 9.69626168 11.40655209
## RSW SAN SAT SAV SBA SBN
## 9.84807099 8.89605707 9.06378204 12.23342451 7.47855846 19.05925926
## SBP SCC SCE SDF SEA SFO
## 7.13086490 6.92757660 6.42857143 13.01879046 9.00346792 15.23894950
## SGF SGU SHV SIT SJC SJT
## 16.06968239 -0.02009804 8.77571965 7.40161290 7.15662841 5.76485461
## SJU SLC SLE SMF SMX SNA
## 11.54779225 5.49828710 3.74801061 7.86408583 3.01898102 6.95712206
## SPI SPS SRQ STL STT STX
## 24.91766268 6.36672474 10.32833926 11.35333194 10.15273133 13.98353909
## SUN SUX SWF SYR TEX TLH
## -1.95246479 5.74774775 6.53516820 12.47628399 12.12977099 8.64389157
## TOL TPA TRI TUL TUP TUS
## 9.42332896 10.50981379 5.43375859 9.57137428 -3.80000000 6.16190827
## TVC TWF TXK TYR TYS VLD
## 15.65056125 0.81105169 8.53820598 7.54786621 10.90415157 14.27293065
## VPS WRG WYS XNA YAK YKM
## 9.80545877 5.20000000 -7.48387097 13.88475423 5.17927171 0.96180556
## YUM
## 2.99435028Which airports has shortest and longest average departure dela
print(head(sort(tapply(myDF$DepDelay, myDF$Origin, mean, na.rm=TRUE))))## WYS BLI COD TUP BTM INL
## -7.483871 -5.529412 -4.592701 -3.800000 -3.608040 -3.333333print(tail(sort(tapply(myDF$DepDelay, myDF$Origin, mean, na.rm=TRUE))))## CMX AKN SPI CEC PUB ACK
## 21.18939 23.12195 24.91766 25.90256 27.00000 31.18957Which airports has shortest and longest average arrival delay
print(head(sort(tapply(myDF$ArrDelay, myDF$Origin, mean, na.rm=TRUE))))## BLI WYS COD SLE LWS INL
## -12.042017 -11.330645 -8.812865 -8.112000 -5.882353 -5.833333print(tail(sort(tapply(myDF$ArrDelay, myDF$Origin, mean, na.rm=TRUE))))## SPI CEC OTH ACK LMT PUB
## 25.20983 26.69178 29.51064 29.80095 31.30435 74.00000When considering all flights to an airport, take an average of the distances (in miles) of the flights to that airport. Suppose that we do such an analysis of all airports. Which airport has the longest average distance of flights (in miles) arriving to that airport?
print(tail(sort(tapply(myDF$Distance, myDF$Dest, mean))))## ANC STX STT PSE BQN SJU
## 1232.930 1261.731 1367.676 1369.090 1437.241 1496.569Which day of the week should we fly, if we want to minimize the expected arrival delay of the flight?
print(tapply(myDF$ArrDelay, myDF$DayOfWeek, mean, na.rm=TRUE))## 1 2 3 4 5 6 7
## 9.913972 9.904678 8.055327 9.986796 13.817808 6.824203 10.508486plot(tapply(myDF\(ArrDelay, myDF\)DayOfWeek, mean, na.rm=TRUE))
what is the average arrival day of the only IND arrivals flights for each day of the week?
print(tapply(myDF$ArrDelay[myDF$Dest=="IND"], myDF$DayOfWeek[myDF$Dest=="IND"], mean, na.rm=TRUE))## 1 2 3 4 5 6 7
## 9.826734 11.119285 8.351681 9.674085 13.728499 7.081003 11.479200How many flights occur per month?
table(myDF$Month)##
## 1 2 3 4 5 6 7
## 605765 569236 616090 598126 606293 608665 247881print(tapply(myDF$Month, myDF$Month, length))## 1 2 3 4 5 6 7
## 605765 569236 616090 598126 606293 608665 247881**Which airline has the worst average departure delay?*
print(tapply(myDF$DepDelay, myDF$UniqueCarrier, mean, na.rm=TRUE))## 9E AA AQ AS B6 CO
## 9.5952007 16.2254697 -1.3977829 6.9076641 11.7151699 13.6814089
## DL EV F9 FL HA MQ
## 7.4109032 11.9577642 6.6833703 9.1345933 -0.5781084 13.0376013
## NW OH OO UA US WN
## 8.1412890 12.0862927 8.3505525 16.4137284 6.5245281 11.5792849
## XE YV
## 12.2287051 13.3949130Which airlines have the worst average arrival delays?
print(tapply(myDF$ArrDelay, myDF$UniqueCarrier, mean, na.rm=TRUE))## 9E AA AQ AS B6 CO
## 7.3595415 17.1622356 -2.8886739 4.9059227 10.5057030 12.5202671
## DL EV F9 FL HA MQ
## 7.2251262 9.6085904 7.5907699 9.4097931 -0.1520822 13.1942954
## NW OH OO UA US WN
## 11.1563915 12.7054332 7.9323863 14.9955269 2.8860503 7.0625054
## XE YV
## 11.8657513 13.3104908sort the expected ArrDelay for each day of the year 2008?
mydates <- paste(myDF$Month, myDF$DayofMonth, myDF$Year, sep="/")
print(sort(tapply(myDF$ArrDelay, mydates, mean, na.rm=TRUE)))## 5/25/2008 1/12/2008 7/4/2008 5/17/2008 4/22/2008
## -5.211261591 -4.534298687 -2.762789182 -1.727380459 -1.099544567
## 7/5/2008 4/15/2008 5/26/2008 4/19/2008 5/10/2008
## -0.881395349 -0.792980518 -0.001764859 0.018873506 0.030891018
## 6/2/2008 4/30/2008 2/9/2008 5/29/2008 1/15/2008
## 0.084982652 0.155137610 0.508920719 0.660668759 0.681901184
## 5/24/2008 4/16/2008 1/16/2008 4/14/2008 1/9/2008
## 0.691318714 0.753232070 0.916666667 1.196185819 1.336182043
## 4/17/2008 4/29/2008 5/4/2008 5/6/2008 3/11/2008
## 1.364412152 1.390853536 1.411621018 1.522927375 1.551101499
## 7/16/2008 5/28/2008 7/3/2008 3/26/2008 3/24/2008
## 1.689695826 2.093198493 2.295254833 2.318043272 2.357700947
## 1/13/2008 4/21/2008 3/1/2008 1/14/2008 2/28/2008
## 2.425683325 2.429896958 2.491443563 2.493350649 2.549895844
## 3/23/2008 7/26/2008 7/15/2008 4/23/2008 5/3/2008
## 2.715262313 2.790236353 2.799164678 2.877165354 2.942778476
## 5/13/2008 4/24/2008 1/20/2008 5/21/2008 7/29/2008
## 2.954322502 2.969840187 2.976124436 2.989184899 3.071017274
## 4/18/2008 3/13/2008 4/2/2008 7/30/2008 5/8/2008
## 3.204424994 3.309278351 3.438742374 3.447337418 3.602239796
## 2/27/2008 3/12/2008 5/19/2008 5/5/2008 5/18/2008
## 3.753335325 3.806440460 3.814361807 3.838555287 3.974606637
## 4/27/2008 4/26/2008 4/13/2008 7/19/2008 7/1/2008
## 3.976759765 4.008905624 4.148595823 4.181983749 4.266868077
## 2/2/2008 1/30/2008 1/26/2008 5/1/2008 4/8/2008
## 4.274850488 4.412005672 4.465979512 4.757441792 4.803831457
## 3/29/2008 7/17/2008 4/7/2008 7/11/2008 5/15/2008
## 4.816111370 5.027849286 5.157323778 5.283356907 5.345238095
## 7/28/2008 6/1/2008 7/14/2008 6/30/2008 5/14/2008
## 5.435399905 5.457195934 5.505998589 5.736315280 6.004353919
## 7/22/2008 1/10/2008 4/12/2008 7/12/2008 7/25/2008
## 6.085484452 6.125439037 6.390650188 6.435379871 6.818502410
## 3/22/2008 4/9/2008 6/24/2008 3/2/2008 2/7/2008
## 6.964546463 7.039152224 7.143479112 7.275360042 7.328997782
## 4/20/2008 7/21/2008 2/20/2008 3/6/2008 1/11/2008
## 7.329571222 7.343909685 7.395663290 7.467773041 7.476200101
## 1/24/2008 7/18/2008 5/7/2008 4/5/2008 1/19/2008
## 7.530780441 7.597199533 7.635589399 7.727728910 7.978828741
## 2/16/2008 3/10/2008 3/17/2008 3/25/2008 5/30/2008
## 8.007001871 8.161434089 8.162409118 8.216964599 8.235256283
## 3/5/2008 2/19/2008 6/18/2008 3/14/2008 5/11/2008
## 8.397076432 8.518268131 8.552024952 8.736146860 8.790586630
## 6/21/2008 6/7/2008 6/20/2008 7/2/2008 6/17/2008
## 8.932665554 8.961722488 8.976946352 8.990263763 9.018154909
## 2/8/2008 5/9/2008 1/28/2008 2/24/2008 5/23/2008
## 9.274924774 9.361662132 9.531293392 9.600302367 9.613069983
## 6/12/2008 5/20/2008 6/25/2008 1/8/2008 4/3/2008
## 9.629081411 9.647474337 9.689683739 9.698649497 9.723963946
## 2/11/2008 2/25/2008 5/12/2008 3/16/2008 7/31/2008
## 9.781979578 9.782714941 9.867645590 9.991113867 10.026294069
## 6/11/2008 1/23/2008 1/7/2008 2/14/2008 1/18/2008
## 10.061701190 10.186933889 10.233424713 10.277575519 10.311439518
## 1/29/2008 2/23/2008 7/10/2008 2/15/2008 5/31/2008
## 10.344702898 10.440112757 10.681515799 10.698141662 10.821464692
## 2/29/2008 3/27/2008 7/9/2008 1/25/2008 1/4/2008
## 11.116477837 11.376156423 11.393530997 11.485602955 11.558524933
## 7/20/2008 6/3/2008 6/14/2008 3/28/2008 4/6/2008
## 11.618946048 11.765234613 11.811201087 12.030826921 12.090196483
## 2/10/2008 3/3/2008 5/16/2008 3/20/2008 6/28/2008
## 12.324655603 12.424326227 12.443259972 12.693649549 12.766645994
## 7/6/2008 4/25/2008 5/22/2008 3/9/2008 1/3/2008
## 12.927595628 13.037510016 13.380865983 13.757388316 13.831776615
## 2/3/2008 7/24/2008 6/19/2008 1/6/2008 5/27/2008
## 14.168852006 14.310655148 14.408749512 14.696802128 15.006669745
## 2/21/2008 6/10/2008 4/1/2008 4/28/2008 3/4/2008
## 15.268718258 15.459035299 15.479371018 15.629472740 15.679625780
## 2/5/2008 1/5/2008 6/6/2008 6/15/2008 3/21/2008
## 15.802641633 15.903450242 15.952383292 15.964750487 16.215418798
## 2/6/2008 6/5/2008 6/9/2008 6/23/2008 3/30/2008
## 16.327966198 16.500835874 16.640860747 16.755802614 17.274269067
## 1/22/2008 6/27/2008 6/13/2008 7/23/2008 4/11/2008
## 17.284124947 17.363499539 17.414059068 17.455300682 17.897745123
## 2/17/2008 3/15/2008 7/7/2008 7/13/2008 7/27/2008
## 17.941067727 17.986734754 18.226682409 18.658149780 18.696545525
## 3/18/2008 1/17/2008 1/1/2008 7/8/2008 1/27/2008
## 19.035633888 19.087852495 19.211324407 19.300568541 19.494058752
## 2/4/2008 2/18/2008 6/16/2008 6/29/2008 1/21/2008
## 19.523002024 19.665282849 19.797793021 19.907688338 19.966999898
## 6/8/2008 6/26/2008 6/22/2008 1/2/2008 4/10/2008
## 20.310848732 20.389500465 20.787822878 21.230027413 21.259351621
## 2/26/2008 6/4/2008 2/13/2008 3/7/2008 1/31/2008
## 21.716473914 21.878600201 22.385864888 23.031452974 23.868297026
## 3/19/2008 2/1/2008 5/2/2008 2/12/2008 3/31/2008
## 25.038368702 25.813709465 25.931091928 26.846661031 27.742319685
## 2/22/2008 3/8/2008 4/4/2008
## 28.566023499 30.302616465 30.756633624What is the expected ArrDelay for the flights arriving to IND for each date?
print(sort(tapply(myDF$ArrDelay[myDF$Dest=="IND"],
mydates[myDF$Dest=="IND"],
mean, na.rm=TRUE)))## 5/25/2008 1/12/2008 7/4/2008 7/15/2008 7/9/2008 5/10/2008
## -7.07766990 -6.00000000 -5.92592593 -4.46153846 -3.55555556 -3.27722772
## 5/29/2008 4/16/2008 7/16/2008 7/3/2008 5/28/2008 7/28/2008
## -3.18110236 -2.66666667 -2.35000000 -1.90000000 -1.67716535 -1.42500000
## 1/16/2008 4/19/2008 4/17/2008 5/26/2008 5/6/2008 5/4/2008
## -1.06956522 -1.00000000 -0.91869919 -0.88000000 -0.58400000 -0.56410256
## 4/7/2008 5/24/2008 6/2/2008 1/9/2008 5/3/2008 1/20/2008
## -0.37500000 -0.30769231 -0.03968254 0.08771930 0.09278351 0.13761468
## 5/17/2008 7/18/2008 7/29/2008 7/5/2008 3/26/2008 4/24/2008
## 0.16831683 0.35897436 0.39473684 0.62068966 0.65600000 0.70161290
## 7/1/2008 7/30/2008 4/18/2008 3/29/2008 7/22/2008 6/17/2008
## 0.73684211 0.84615385 0.93600000 0.94174757 1.10810811 1.18181818
## 4/8/2008 4/27/2008 2/2/2008 4/29/2008 7/21/2008 6/24/2008
## 1.25833333 1.50877193 1.57425743 1.63114754 1.83783784 1.88888889
## 7/6/2008 3/24/2008 4/15/2008 4/23/2008 4/22/2008 5/13/2008
## 1.96969697 2.10400000 2.19512195 2.28688525 2.31707317 2.39200000
## 2/9/2008 7/11/2008 1/15/2008 3/13/2008 3/12/2008 4/2/2008
## 2.44554455 2.57894737 2.85470085 3.04687500 3.11200000 3.31746032
## 7/25/2008 5/8/2008 6/18/2008 7/31/2008 4/26/2008 1/24/2008
## 3.35897436 3.51587302 3.61481481 3.61538462 3.84375000 3.84873950
## 4/21/2008 6/30/2008 1/14/2008 2/27/2008 5/5/2008 5/18/2008
## 3.85365854 3.91111111 3.95726496 4.05691057 4.31200000 4.36974790
## 7/2/2008 4/30/2008 7/10/2008 6/20/2008 3/11/2008 3/25/2008
## 4.42857143 4.59677419 4.62500000 4.63157895 4.66400000 4.68000000
## 1/30/2008 4/13/2008 5/20/2008 5/15/2008 5/11/2008 5/31/2008
## 4.91964286 4.96638655 5.16935484 5.57936508 5.59322034 5.61538462
## 4/14/2008 1/11/2008 1/25/2008 7/14/2008 5/9/2008 5/7/2008
## 5.61718750 5.69166667 5.72500000 5.81578947 5.83870968 5.97619048
## 2/16/2008 1/28/2008 1/10/2008 2/3/2008 6/1/2008 5/19/2008
## 6.19607843 6.22033898 6.34166667 6.34615385 6.50413223 6.52380952
## 5/12/2008 3/22/2008 6/25/2008 1/26/2008 2/28/2008 5/23/2008
## 6.52419355 6.55445545 6.61764706 6.62376238 6.62903226 6.76691729
## 3/14/2008 5/14/2008 2/14/2008 5/1/2008 5/21/2008 7/17/2008
## 6.80314961 6.88888889 6.97580645 7.19200000 7.46923077 7.52500000
## 3/17/2008 1/18/2008 6/12/2008 3/23/2008 1/8/2008 1/23/2008
## 7.58400000 7.82500000 7.86567164 7.89915966 8.05217391 8.11304348
## 5/30/2008 3/1/2008 6/11/2008 2/23/2008 2/24/2008 1/4/2008
## 8.14173228 8.20192308 8.20588235 8.22330097 8.26548673 8.47457627
## 3/10/2008 3/2/2008 1/7/2008 6/23/2008 6/21/2008 1/19/2008
## 8.51612903 8.77391304 9.06666667 9.19696970 9.28037383 9.39393939
## 3/21/2008 7/23/2008 1/6/2008 2/15/2008 3/16/2008 7/19/2008
## 9.47058824 9.56756757 9.66355140 9.75200000 9.91525424 10.03448276
## 6/28/2008 7/26/2008 4/12/2008 6/5/2008 4/20/2008 4/5/2008
## 10.18691589 10.31034483 10.38613861 10.51515152 10.52586207 10.61764706
## 1/21/2008 7/12/2008 6/6/2008 4/3/2008 5/16/2008 1/27/2008
## 10.97478992 11.03448276 11.29457364 11.30468750 11.36800000 11.70000000
## 3/28/2008 4/9/2008 3/27/2008 2/21/2008 6/14/2008 3/5/2008
## 11.71428571 11.85123967 11.85245902 11.96610169 12.02912621 12.08800000
## 1/13/2008 4/25/2008 5/22/2008 2/29/2008 4/28/2008 2/7/2008
## 12.22018349 12.27419355 12.32061069 12.37903226 12.38016529 12.62393162
## 2/11/2008 7/8/2008 1/3/2008 1/5/2008 6/3/2008 5/27/2008
## 12.78761062 12.90909091 12.93220339 13.00000000 13.01652893 13.07086614
## 3/3/2008 1/29/2008 7/13/2008 6/13/2008 2/25/2008 6/16/2008
## 13.18852459 13.23423423 14.03030303 14.06451613 14.13675214 14.23134328
## 6/10/2008 2/20/2008 1/22/2008 3/20/2008 6/7/2008 3/18/2008
## 14.24031008 14.31200000 14.52678571 14.65873016 14.67619048 15.53781513
## 6/19/2008 4/6/2008 6/29/2008 3/6/2008 2/8/2008 2/10/2008
## 15.59259259 15.80645161 16.10833333 16.41880342 16.48245614 16.59433962
## 3/9/2008 6/15/2008 3/19/2008 6/26/2008 1/31/2008 6/8/2008
## 16.91452991 17.29824561 18.34400000 18.46268657 18.59813084 18.83333333
## 1/17/2008 2/19/2008 7/24/2008 2/5/2008 7/20/2008 4/1/2008
## 19.08928571 19.51219512 19.62500000 19.66055046 19.69696970 20.57480315
## 6/4/2008 2/6/2008 6/22/2008 3/30/2008 2/18/2008 7/7/2008
## 20.92063492 21.59405941 22.63636364 22.99152542 23.17741935 23.43902439
## 3/15/2008 3/4/2008 4/11/2008 4/10/2008 6/9/2008 2/1/2008
## 24.13861386 24.15384615 24.63934426 24.79831933 25.43181818 26.87500000
## 1/1/2008 6/27/2008 4/4/2008 2/13/2008 3/8/2008 3/31/2008
## 27.12844037 27.51908397 28.31746032 28.63888889 28.89690722 29.02479339
## 5/2/2008 2/4/2008 7/27/2008 2/26/2008 3/7/2008 2/22/2008
## 30.27272727 31.90909091 33.16129032 33.25641026 34.24576271 36.37383178
## 1/2/2008 2/17/2008 2/12/2008
## 40.27350427 43.88679245 47.11428571On which day of the year were the average departure delays the worst?
print(sort(tapply(myDF$DepDelay,
mydates,
mean, na.rm=TRUE)))## 5/25/2008 1/12/2008 4/22/2008 4/15/2008 4/30/2008 5/17/2008
## 0.5839122 1.5218402 1.8927732 2.1284955 2.5264686 3.1254442
## 7/4/2008 1/16/2008 6/2/2008 5/29/2008 4/16/2008 5/10/2008
## 3.1660163 3.1722381 3.2192443 3.2561262 3.2593229 3.3160680
## 5/6/2008 5/26/2008 5/13/2008 4/29/2008 7/5/2008 1/15/2008
## 3.4045201 3.5707026 3.7711661 3.7871446 3.7962533 3.9105962
## 2/9/2008 4/17/2008 4/14/2008 4/23/2008 5/28/2008 4/19/2008
## 4.0129797 4.0438311 4.1523949 4.1563144 4.2678527 4.3455309
## 5/24/2008 1/9/2008 4/21/2008 4/24/2008 5/4/2008 1/14/2008
## 4.5472106 4.6080852 4.7718733 4.9920639 5.0970339 5.1024443
## 4/2/2008 5/1/2008 3/11/2008 5/5/2008 5/21/2008 1/13/2008
## 5.2578885 5.2637934 5.3560435 5.3617588 5.3689715 5.4775124
## 2/28/2008 4/8/2008 3/26/2008 3/24/2008 5/8/2008 7/16/2008
## 5.5069788 5.5384338 5.5395367 5.5453437 5.6011487 5.7925062
## 1/26/2008 4/18/2008 4/27/2008 3/13/2008 7/3/2008 5/3/2008
## 5.8129492 5.8572816 5.8800000 5.9466116 5.9839503 6.0539069
## 3/1/2008 3/23/2008 2/27/2008 7/29/2008 1/20/2008 4/7/2008
## 6.1708174 6.1902323 6.2713660 6.3101220 6.3816147 6.6989068
## 5/15/2008 5/19/2008 1/30/2008 7/30/2008 4/13/2008 4/26/2008
## 6.7550378 6.7615551 6.7854034 6.7964706 6.8098519 6.8484776
## 7/26/2008 5/18/2008 7/15/2008 6/1/2008 7/1/2008 3/12/2008
## 7.0586003 7.1048320 7.1255659 7.2904389 7.3209330 7.3339579
## 1/10/2008 2/2/2008 5/7/2008 7/17/2008 5/14/2008 3/29/2008
## 7.4457023 7.4674166 7.5667417 7.6038817 7.6105200 7.6142433
## 1/24/2008 4/9/2008 7/19/2008 4/12/2008 3/6/2008 7/22/2008
## 7.9322331 8.2972269 8.3235788 8.3708850 8.5049610 8.5431448
## 4/20/2008 6/30/2008 2/7/2008 3/17/2008 7/11/2008 2/20/2008
## 8.5612880 8.6386567 8.6679923 8.7731220 8.9612805 8.9796850
## 4/3/2008 3/2/2008 7/14/2008 6/18/2008 5/30/2008 7/28/2008
## 8.9980946 9.1875033 9.2235930 9.2382549 9.2765180 9.2956614
## 6/24/2008 5/23/2008 1/11/2008 5/20/2008 5/11/2008 3/14/2008
## 9.5170091 9.5961520 9.6301639 9.6632177 9.6648144 9.6903470
## 6/11/2008 6/20/2008 1/23/2008 1/29/2008 2/16/2008 6/7/2008
## 9.8097773 9.8178376 9.9166363 9.9412112 9.9695970 10.0957242
## 6/12/2008 4/5/2008 1/19/2008 7/18/2008 7/12/2008 3/5/2008
## 10.1039525 10.1091487 10.1143563 10.1806850 10.1921086 10.2343999
## 6/3/2008 3/22/2008 7/25/2008 6/21/2008 5/9/2008 1/8/2008
## 10.2587813 10.2804807 10.3223684 10.3951260 10.4320609 10.4850844
## 2/8/2008 2/19/2008 3/25/2008 7/2/2008 6/17/2008 6/25/2008
## 10.4872745 10.4915313 10.4922461 10.6071932 10.6866516 10.7705204
## 3/10/2008 7/21/2008 1/18/2008 2/25/2008 1/28/2008 5/12/2008
## 10.9248752 11.0836795 11.1213838 11.2783054 11.2938702 11.4167955
## 5/31/2008 3/16/2008 2/14/2008 1/25/2008 2/11/2008 2/15/2008
## 11.4851826 11.5083243 11.5204874 11.6210329 11.6608322 11.6669096
## 2/24/2008 3/27/2008 1/7/2008 7/10/2008 2/29/2008 6/14/2008
## 11.8447325 12.0285158 12.0660158 12.0984382 12.1622145 12.3891324
## 3/3/2008 4/25/2008 5/22/2008 2/10/2008 2/23/2008 4/6/2008
## 12.6045169 12.7160500 12.7508442 12.7841875 12.7843454 12.7914199
## 7/31/2008 3/28/2008 5/16/2008 6/28/2008 7/20/2008 1/4/2008
## 12.8251970 12.9387040 12.9880210 13.1785874 13.7364992 13.7585813
## 7/9/2008 3/20/2008 2/3/2008 2/21/2008 3/4/2008 6/10/2008
## 13.9923621 14.2269368 14.3699785 14.5305652 14.7877614 14.9495903
## 6/19/2008 2/5/2008 5/27/2008 7/6/2008 4/28/2008 2/6/2008
## 14.9502260 14.9832863 15.0720730 15.0890869 15.1208561 15.2202593
## 6/5/2008 4/1/2008 6/6/2008 7/24/2008 1/3/2008 6/13/2008
## 15.3693107 15.4266687 15.9262384 16.0606061 16.1123057 16.1748259
## 3/30/2008 1/22/2008 3/21/2008 3/9/2008 4/11/2008 1/6/2008
## 16.2221472 16.2351338 16.5061029 16.6900813 16.7836679 16.8224212
## 6/9/2008 6/27/2008 6/15/2008 6/23/2008 1/5/2008 1/17/2008
## 16.8581840 16.9936605 17.2895583 17.3601247 17.3864191 17.5956504
## 7/23/2008 3/15/2008 2/4/2008 6/4/2008 1/21/2008 3/18/2008
## 18.0284974 18.1444166 18.5697423 18.6418113 18.8318242 18.9295140
## 2/26/2008 1/1/2008 2/17/2008 6/26/2008 6/8/2008 7/7/2008
## 18.9733566 19.0139537 19.1299309 19.2660836 19.3420667 19.3721424
## 4/10/2008 6/22/2008 6/16/2008 1/27/2008 7/8/2008 2/18/2008
## 19.5123291 19.6314258 19.9026794 19.9856705 20.0082842 20.0928236
## 6/29/2008 7/13/2008 3/7/2008 1/31/2008 7/27/2008 2/12/2008
## 20.2220004 20.4311708 20.6646133 20.6661802 20.9465405 21.7499019
## 1/2/2008 2/13/2008 5/2/2008 3/19/2008 2/1/2008 3/31/2008
## 22.1652889 22.2551588 23.2643568 24.2526458 24.5037310 24.8907426
## 2/22/2008 4/4/2008 3/8/2008
## 25.8218486 27.0538707 28.8596447On which day of the year were the average departure times the worst for flights departing from O’Hare (ORD)?
print(sort(tapply(myDF$DepDelay[myDF$Origin=="ORD"],
mydates[myDF$Origin=="ORD"],
mean, na.rm=TRUE)))## 5/6/2008 4/19/2008 5/25/2008 5/24/2008 4/30/2008 4/15/2008 4/22/2008
## 1.250746 2.024706 2.090580 2.172333 3.562378 3.568880 3.587885
## 5/28/2008 1/16/2008 7/4/2008 5/29/2008 6/2/2008 1/12/2008 5/18/2008
## 3.619608 3.960986 3.988971 4.191969 4.341416 4.374036 4.564862
## 5/26/2008 5/10/2008 3/11/2008 1/15/2008 5/17/2008 3/12/2008 5/21/2008
## 4.572825 4.885111 5.015167 5.080000 5.098608 5.269000 5.327789
## 3/26/2008 4/29/2008 4/17/2008 3/29/2008 7/30/2008 4/7/2008 5/23/2008
## 5.434409 5.649606 5.682524 5.914920 6.036745 6.045809 6.125120
## 3/6/2008 7/1/2008 5/15/2008 3/24/2008 5/5/2008 2/28/2008 3/13/2008
## 6.129686 6.166667 6.330097 6.494036 6.647860 6.708037 6.759721
## 4/2/2008 5/1/2008 7/15/2008 3/14/2008 4/14/2008 5/19/2008 3/1/2008
## 6.790766 6.794118 7.170270 7.284440 7.430950 7.444227 7.754342
## 4/20/2008 6/24/2008 4/6/2008 4/5/2008 4/18/2008 6/1/2008 1/9/2008
## 7.768528 7.803104 7.811340 7.838592 7.907227 8.036697 8.082559
## 5/8/2008 6/19/2008 5/4/2008 6/21/2008 3/23/2008 4/21/2008 7/5/2008
## 8.140196 8.240652 8.305242 8.567080 8.663866 8.685910 8.769231
## 1/13/2008 7/29/2008 4/13/2008 4/27/2008 5/12/2008 7/25/2008 6/18/2008
## 8.856502 8.900270 8.969543 8.991786 9.053869 9.086721 9.095652
## 5/31/2008 7/17/2008 2/23/2008 5/20/2008 3/15/2008 2/16/2008 1/24/2008
## 9.215618 9.257294 9.315528 9.318812 9.512315 9.544880 9.585890
## 3/16/2008 3/5/2008 2/24/2008 7/26/2008 5/13/2008 5/22/2008 2/20/2008
## 9.679285 9.797764 9.814932 9.963964 10.032096 10.379747 10.560362
## 6/30/2008 5/9/2008 7/3/2008 4/23/2008 1/4/2008 5/27/2008 7/16/2008
## 10.572666 10.804711 11.119048 11.134372 11.325581 11.419067 11.474667
## 1/27/2008 2/27/2008 5/3/2008 2/9/2008 7/22/2008 7/6/2008 6/14/2008
## 11.544262 11.951710 12.464075 12.522207 12.585106 13.111111 13.345143
## 3/10/2008 1/20/2008 1/11/2008 4/9/2008 2/21/2008 4/3/2008 7/14/2008
## 13.404040 13.486755 13.796488 13.801176 14.251813 14.259042 14.339474
## 1/3/2008 3/20/2008 2/14/2008 4/12/2008 7/28/2008 6/17/2008 1/26/2008
## 14.395186 14.611222 14.762918 14.784841 14.981383 15.040580 15.130719
## 5/16/2008 4/24/2008 6/23/2008 6/11/2008 7/21/2008 1/19/2008 3/17/2008
## 15.511154 15.654297 15.676612 16.048638 16.508242 16.556848 16.601221
## 3/2/2008 7/20/2008 1/10/2008 5/14/2008 7/27/2008 3/4/2008 7/23/2008
## 16.634636 16.743363 17.098019 17.120079 17.255014 17.322445 17.806094
## 7/9/2008 3/28/2008 7/8/2008 6/10/2008 2/19/2008 3/7/2008 6/20/2008
## 18.096386 18.350701 18.396648 18.531746 18.821538 20.056818 20.393998
## 4/16/2008 2/15/2008 1/30/2008 2/7/2008 2/2/2008 6/25/2008 6/12/2008
## 20.606394 20.824121 20.869330 21.251050 21.338315 21.718935 22.104331
## 4/4/2008 4/8/2008 7/11/2008 1/25/2008 2/13/2008 1/14/2008 7/24/2008
## 22.308145 22.781111 23.123288 23.606405 23.942614 24.182383 24.219444
## 6/26/2008 2/22/2008 3/19/2008 3/22/2008 1/5/2008 4/26/2008 1/18/2008
## 24.669276 25.028017 25.330612 26.223602 26.312281 26.616039 26.648536
## 4/1/2008 6/27/2008 7/13/2008 7/12/2008 6/22/2008 3/8/2008 3/30/2008
## 26.832661 27.246094 27.315186 27.646341 28.528090 28.808883 28.994589
## 3/3/2008 7/2/2008 6/16/2008 6/28/2008 3/9/2008 2/8/2008 2/10/2008
## 29.043478 29.589443 29.662376 29.770568 30.801510 31.714754 32.400228
## 6/7/2008 5/7/2008 3/25/2008 6/5/2008 7/18/2008 6/4/2008 7/10/2008
## 32.922619 33.443669 34.940314 35.261785 35.276882 35.545548 35.605114
## 6/29/2008 6/9/2008 1/6/2008 7/19/2008 4/28/2008 4/11/2008 2/5/2008
## 36.356021 36.623160 36.670277 36.757862 37.227964 37.933624 37.964868
## 2/11/2008 1/8/2008 7/31/2008 5/11/2008 7/7/2008 6/13/2008 6/3/2008
## 38.314130 38.442731 38.506739 38.806039 39.349333 40.419355 41.886834
## 3/18/2008 1/28/2008 1/2/2008 1/23/2008 1/29/2008 2/3/2008 2/17/2008
## 42.003371 42.652542 43.070833 43.285052 43.342975 43.498705 43.959184
## 2/29/2008 2/25/2008 4/25/2008 2/18/2008 2/26/2008 5/30/2008 3/27/2008
## 45.297985 47.117506 48.662921 51.028970 52.111389 53.988938 54.137255
## 1/7/2008 1/21/2008 2/4/2008 1/31/2008 2/1/2008 6/15/2008 6/6/2008
## 54.942757 55.129712 56.486799 56.566717 56.713306 57.354696 58.552486
## 4/10/2008 1/1/2008 6/8/2008 2/6/2008 1/17/2008 1/22/2008 3/31/2008
## 59.758495 59.896088 61.173184 62.294118 63.912993 65.045610 67.926735
## 3/21/2008 5/2/2008 2/12/2008
## 71.761438 73.924171 75.472183