Introduction to data

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Some define statistics as the field that focuses on turning information into knowledge. The first step in that process is to summarize and describe the raw information - the data. In this lab we explore flights, specifically a random sample of domestic flights that departed from the three major New York City airport in 2013. We will generate simple graphical and numerical summaries of data on these flights and explore delay times. As this is a large data set, along the way you’ll also learn the indispensable skills of data processing and subsetting.

Getting started

Load packages

In this lab we will explore the data using the dplyr package and visualize it using the ggplot2 package for data visualization. The data can be found in the companion package for this course, statsr.

Let’s load the packages.

library(statsr)
library(dplyr)
library(ggplot2)

Data

The Bureau of Transportation Statistics (BTS) is a statistical agency that is a part of the Research and Innovative Technology Administration (RITA). As its name implies, BTS collects and makes available transportation data, such as the flights data we will be working with in this lab.

We begin by loading the nycflights data frame. Type the following in your console to load the data:

data(nycflights)

The data frame containing 32735 flights that shows up in your workspace is a data matrix, with each row representing an observation and each column representing a variable. R calls this data format a data frame, which is a term that will be used throughout the labs.

To view the names of the variables, type the command

names(nycflights)

##  [1] "year"      "month"     "day"       "dep_time"  "dep_delay" "arr_time" 
##  [7] "arr_delay" "carrier"   "tailnum"   "flight"    "origin"    "dest"     
## [13] "air_time"  "distance"  "hour"      "minute"

This returns the names of the variables in this data frame. The codebook (description of the variables) is included below. This information can also be found in the help file for the data frame which can be accessed by typing ?nycflights in the console.

• year, month, day: Date of departure
• dep_time, arr_time: Departure and arrival times, local timezone.
• dep_delay, arr_delay: Departure and arrival delays, in minutes. Negative times represent early departures/arrivals.
• carrier: Two letter carrier abbreviation.
  • 9E: Endeavor Air Inc.
  • AA: American Airlines Inc.
  • AS: Alaska Airlines Inc.
  • B6: JetBlue Airways
  • DL: Delta Air Lines Inc.
  • EV: ExpressJet Airlines Inc.
  • F9: Frontier Airlines Inc.
  • FL: AirTran Airways Corporation
  • HA: Hawaiian Airlines Inc.
  • MQ: Envoy Air
  • OO: SkyWest Airlines Inc.
  • UA: United Air Lines Inc.
  • US: US Airways Inc.
  • VX: Virgin America
  • WN: Southwest Airlines Co.
  • YV: Mesa Airlines Inc.
• tailnum: Plane tail number
• flight: Flight number
• origin, dest: Airport codes for origin and destination. (Google can help you with what code stands for which airport.)
• air_time: Amount of time spent in the air, in minutes.
• distance: Distance flown, in miles.
• hour, minute: Time of departure broken in to hour and minutes.

A very useful function for taking a quick peek at your data frame, and viewing its dimensions and data types is str, which stands for structure.

str(nycflights)

## Classes 'tbl_df' and 'data.frame':   32735 obs. of  16 variables:
##  $ year     : int  2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 ...
##  $ month    : int  6 5 12 5 7 1 12 8 9 4 ...
##  $ day      : int  30 7 8 14 21 1 9 13 26 30 ...
##  $ dep_time : int  940 1657 859 1841 1102 1817 1259 1920 725 1323 ...
##  $ dep_delay: num  15 -3 -1 -4 -3 -3 14 85 -10 62 ...
##  $ arr_time : int  1216 2104 1238 2122 1230 2008 1617 2032 1027 1549 ...
##  $ arr_delay: num  -4 10 11 -34 -8 3 22 71 -8 60 ...
##  $ carrier  : chr  "VX" "DL" "DL" "DL" ...
##  $ tailnum  : chr  "N626VA" "N3760C" "N712TW" "N914DL" ...
##  $ flight   : int  407 329 422 2391 3652 353 1428 1407 2279 4162 ...
##  $ origin   : chr  "JFK" "JFK" "JFK" "JFK" ...
##  $ dest     : chr  "LAX" "SJU" "LAX" "TPA" ...
##  $ air_time : num  313 216 376 135 50 138 240 48 148 110 ...
##  $ distance : num  2475 1598 2475 1005 296 ...
##  $ hour     : num  9 16 8 18 11 18 12 19 7 13 ...
##  $ minute   : num  40 57 59 41 2 17 59 20 25 23 ...

The nycflights data frame is a massive trove of information. Let’s think about some questions we might want to answer with these data:

• We might want to find out how delayed flights headed to a particular destination tend to be.
• We might want to evaluate how departure delays vary over months.
• Or we might want to determine which of the three major NYC airports has a better on time percentage for departing flights.

Seven verbs

The dplyr package offers seven verbs (functions) for basic data manipulation:

• filter()
• arrange()
• select()
• distinct()
• mutate()
• summarise()
• sample_n()

We will use some of these functions in this lab, and learn about others in a future lab.

Analysis

Departure delays in flights to Raleigh-Durham (RDU)

We can examine the distribution of departure delays of all flights with a histogram.

ggplot(data = nycflights, aes(x = dep_delay)) +
  geom_histogram()

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

This function says to plot the dep_delay variable from the nycflights data frame on the x-axis. It also defines a geom (short for geometric object), which describes the type of plot you will produce.

Histograms are generally a very good way to see the shape of a single distribution, but that shape can change depending on how the data is split between the different bins. You can easily define the binwidth you want to use:

ggplot(data = nycflights, aes(x = dep_delay)) +
  geom_histogram(binwidth = 15)

ggplot(data = nycflights, aes(x = dep_delay)) +
  geom_histogram(binwidth = 150)

Exercise: How do these three histograms with the various binwidths compare?

If we want to focus on departure delays of flights headed to RDU only, we need to first filter the data for flights headed to RDU (dest == "RDU") and then make a histogram of only departure delays of only those flights.

rdu_flights <- nycflights %>%
  filter(dest == "RDU")
ggplot(data = rdu_flights, aes(x = dep_delay)) +
  geom_histogram()

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Let’s decipher these three lines of code:

• Line 1: Take the nycflights data frame, filter for flights headed to RDU, and save the result as a new data frame called rdu_flights.
  • == means “if it’s equal to”.
  • RDU is in quotation marks since it is a character string.
• Line 2: Basically the same ggplot call from earlier for making a histogram, except that it uses the data frame for flights headed to RDU instead of all flights.

Logical operators: Filtering for certain observations (e.g. flights from a particular airport) is often of interest in data frames where we might want to examine observations with certain characteristics separately from the rest of the data. To do so we use the filter function and a series of logical operators. The most commonly used logical operators for data analysis are as follows:

• == means “equal to”
• != means “not equal to”
• > or < means “greater than” or “less than”
• >= or <= means “greater than or equal to” or “less than or equal to”

We can also obtain numerical summaries for these flights:

rdu_flights %>%
  summarise(mean_dd = mean(dep_delay), sd_dd = sd(dep_delay), n = n())

## # A tibble: 1 x 3
##   mean_dd sd_dd     n
##     <dbl> <dbl> <int>
## 1    11.7  35.6   801

Note that in the summarise function we created a list of two elements. The names of these elements are user defined, like mean_dd, sd_dd, n, and you could customize these names as you like (just don’t use spaces in your names). Calculating these summary statistics also require that you know the function calls. Note that n() reports the sample size.

Summary statistics: Some useful function calls for summary statistics for a single numerical variable are as follows:

• mean
• median
• sd
• var
• IQR
• range
• min
• max

We can also filter based on multiple criteria. Suppose we are interested in flights headed to San Francisco (SFO) in February:

sfo_feb_flights <- nycflights %>%
  filter(dest == "SFO", month == 2)

Note that we can separate the conditions using commas if we want flights that are both headed to SFO and in February. If we are interested in either flights headed to SFO or in February we can use the | instead of the comma.

1. Create a new data frame that includes flights headed to SFO in February, and save this data frame as sfo_feb_flights. How many flights meet these criteria?
   1. 68
   2. 1345
   3. 2286
   4. 3563
   5. 32735

# type your code for Question 1 here, and Knit
dim(sfo_feb_flights)

## [1] 68 16

2. Make a histogram and calculate appropriate summary statistics for arrival delays of sfo_feb_flights. Which of the following is false?
   1. The distribution is unimodal.
   2. The distribution is right skewed.
   3. No flight is delayed more than 2 hours.
   4. The distribution has several extreme values on the right side.
   5. More than 50% of flights arrive on time or earlier than scheduled.

# type your code for Question 2 here, and Knit
ggplot(sfo_feb_flights, aes(x = arr_delay))+geom_histogram(binwidth = 5)

#distribution is right skewed..............

Another useful functionality is being able to quickly calculate summary statistics for various groups in your data frame. For example, we can modify the above command using the group_by function to get the same summary stats for each origin airport:

rdu_flights %>%
  group_by(origin) %>%
  summarise(mean_dd = mean(dep_delay), sd_dd = sd(dep_delay), n = n())

## # A tibble: 3 x 4
##   origin mean_dd sd_dd     n
##   <chr>    <dbl> <dbl> <int>
## 1 EWR      13.4   32.1   145
## 2 JFK      15.4   40.3   300
## 3 LGA       7.90  32.2   356

Here, we first grouped the data by origin, and then calculated the summary statistics.

3. Calculate the median and interquartile range for arr_delays of flights in the sfo_feb_flights data frame, grouped by carrier. Which carrier has the hights IQR of arrival delays?
   1. American Airlines
   2. JetBlue Airways
   3. Virgin America
   4. Delta and United Airlines
   5. Frontier Airlines

# type your code for Question 3 here, and Knit
sfo_feb_flights %>% group_by(carrier) %>% summarise(iqr = IQR(arr_delay))

## # A tibble: 5 x 2
##   carrier   iqr
##   <chr>   <dbl>
## 1 AA       17.5
## 2 B6       12.2
## 3 DL       22  
## 4 UA       22  
## 5 VX       21.2

Departure delays over months

Which month would you expect to have the highest average delay departing from an NYC airport?

Let’s think about how we would answer this question:

• First, calculate monthly averages for departure delays. With the new language we are learning, we need to
  • group_by months, then
  • summarise mean departure delays.
• Then, we need to arrange these average delays in descending order

nycflights %>%
  group_by(month) %>%
  summarise(mean_dd = mean(dep_delay)) %>%
  arrange(desc(mean_dd))

## # A tibble: 12 x 2
##    month mean_dd
##    <int>   <dbl>
##  1     7   20.8 
##  2     6   20.4 
##  3    12   17.4 
##  4     4   14.6 
##  5     3   13.5 
##  6     5   13.3 
##  7     8   12.6 
##  8     2   10.7 
##  9     1   10.2 
## 10     9    6.87
## 11    11    6.10
## 12    10    5.88

4. Which month has the highest average departure delay from an NYC airport?
   1. January
   2. March
   3. July
   4. October
   5. December

# type your code for Question 4 here, and Knit
nycflights %>% group_by(month) %>% summarise(mean_dd = mean(dep_delay)) %>% arrange(desc(mean_dd))

## # A tibble: 12 x 2
##    month mean_dd
##    <int>   <dbl>
##  1     7   20.8 
##  2     6   20.4 
##  3    12   17.4 
##  4     4   14.6 
##  5     3   13.5 
##  6     5   13.3 
##  7     8   12.6 
##  8     2   10.7 
##  9     1   10.2 
## 10     9    6.87
## 11    11    6.10
## 12    10    5.88

5. Which month has the highest median departure delay from an NYC airport?
   1. January
   2. March
   3. July
   4. October
   5. December

# type your code for Question 5 here, and Knit
nycflights %>% group_by(month) %>% summarise(median_dd = median(dep_delay)) %>% arrange(desc(median_dd))

## # A tibble: 12 x 2
##    month median_dd
##    <int>     <dbl>
##  1    12         1
##  2     6         0
##  3     7         0
##  4     3        -1
##  5     5        -1
##  6     8        -1
##  7     1        -2
##  8     2        -2
##  9     4        -2
## 10    11        -2
## 11     9        -3
## 12    10        -3

6. Is the mean or the median a more reliable measure for deciding which month(s) to avoid flying if you really dislike delayed flights, and why?
   1. Mean would be more reliable as it gives us the true average.
   2. Mean would be more reliable as the distribution of delays is symmetric.
   3. Median would be more reliable as the distribution of delays is skewed.
   4. Median would be more reliable as the distribution of delays is symmetric.
   5. Both give us useful information.

We can also visualize the distributions of departure delays across months using side-by-side box plots:

ggplot(nycflights, aes(x = factor(month), y = dep_delay)) +
  geom_boxplot()

There is some new syntax here: We want departure delays on the y-axis and the months on the x-axis to produce side-by-side box plots. Side-by-side box plots require a categorical variable on the x-axis, however in the data frame month is stored as a numerical variable (numbers 1 - 12). Therefore we can force R to treat this variable as categorical, what R calls a factor, variable with factor(month).

On time departure rate for NYC airports

Suppose you will be flying out of NYC and want to know which of the three major NYC airports has the best on time departure rate of departing flights. Suppose also that for you a flight that is delayed for less than 5 minutes is basically “on time”. You consider any flight delayed for 5 minutes of more to be “delayed”.

In order to determine which airport has the best on time departure rate, we need to

• first classify each flight as “on time” or “delayed”,
• then group flights by origin airport,
• then calculate on time departure rates for each origin airport,
• and finally arrange the airports in descending order for on time departure percentage.

Let’s start with classifying each flight as “on time” or “delayed” by creating a new variable with the mutate function.

nycflights <- nycflights %>%
  mutate(dep_type = ifelse(dep_delay < 5, "on time", "delayed"))

The first argument in the mutate function is the name of the new variable we want to create, in this case dep_type. Then if dep_delay < 5 we classify the flight as "on time" and "delayed" if not, i.e. if the flight is delayed for 5 or more minutes.

Note that we are also overwriting the nycflights data frame with the new version of this data frame that includes the new dep_type variable.

We can handle all the remaining steps in one code chunk:

nycflights %>%
  group_by(origin) %>%
  summarise(ot_dep_rate = sum(dep_type == "on time") / n()) %>%
  arrange(desc(ot_dep_rate))

## # A tibble: 3 x 2
##   origin ot_dep_rate
##   <chr>        <dbl>
## 1 LGA          0.728
## 2 JFK          0.694
## 3 EWR          0.637

The summarise step is telling R to count up how many records of the currently found group are on time - sum(dep_type == “on time”) - and divide that result by the total number of elements in the currently found group - n() - to get a proportion, then to store the answer in a new variable called ot_dep_rate.

7. If you were selecting an airport simply based on on time departure percentage, which NYC airport would you choose to fly out of?
   1. EWR
   2. JFK
   3. LGA

# type your code for Question 7 here, and Knit
nycflights %>% group_by(origin) %>% summarise(dep_rate = sum(dep_type == "on time") / n()) %>% arrange(desc(dep_rate))

## # A tibble: 3 x 2
##   origin dep_rate
##   <chr>     <dbl>
## 1 LGA       0.728
## 2 JFK       0.694
## 3 EWR       0.637

We can also visualize the distribution of on on time departure rate across the three airports using a segmented bar plot.

ggplot(data = nycflights, aes(x = origin, fill = dep_type)) +
  geom_bar()

8. Mutate the data frame so that it includes a new variable that contains the average speed, avg_speed traveled by the plane for each flight (in mph). What is the tail number of the plane with the fastest avg_speed? Hint: Average speed can be calculated as distance divided by number of hours of travel, and note that air_time is given in minutes. If you just want to show the avg_speed and tailnum and none of the other variables, use the select function at the end of your pipe to select just these two variables with select(avg_speed, tailnum). You can Google this tail number to find out more about the aircraft.
   1. N666DN
   2. N755US
   3. N779JB
   4. N947UW
   5. N959UW

# type your code for Question 8 here, and Knit
nycflights = nycflights %>% mutate(avg_speed = (distance*1000)/(air_time/60))
nycflights %>% select(avg_speed , tailnum) %>% arrange(desc(avg_speed))

##       avg_speed tailnum
## 1      703384.6  N666DN
## 2      557441.9  N779JB
## 3      554219.7  N571JB
## 4      547885.7  N568JB
## 5      547885.7  N5EHAA
## 6      547885.7  N656JB
## 7      544772.7  N789JB
## 8      538651.7  N516JB
## 9      535642.5  N648JB
## 10     535642.5  N510JB
## 11     533038.7  N38268
## 12     533038.7  N53442
## 13     533038.7  N75858
## 14     532666.7  N624JB
## 15     532666.7  N569JB
## 16     532666.7  N3749D
## 17     531236.0  N523JB
## 18     529723.8  N504JB
## 19     529723.8  N637JB
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## 21     529120.9  N571UA
## 22     527213.1  N37267
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## 25     526813.2  N595JB
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## 8505   437323.9  N592JB
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## 8529   437142.9  N184JB
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## 8533   437142.9  N359NW
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## 8569   436956.5  N552JB
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## 8580   436956.5  N659JB
## 8581   436956.5  N630JB
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## 8585   436936.9  N76517
## 8586   436913.9  N435UA
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## 8592   436912.8  N29717
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## 8594   436912.8  N5EDAA
## 8595   436912.8  N34460
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## 8601   436912.8  N3KTAA
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## 8624   436785.7  N661JB
## 8625   436783.2  N279JB
## 8626   436783.2  N612JB
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## 8629   436764.7  N336AA
## 8630   436764.7  N707TW
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## 8644   436764.7  N709TW
## 8645   436764.7  N638VA
## 8646   436764.7  N784JB
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## 8648   436727.3  N440AS
## 8649   436727.3  N37471
## 8650   436727.3  N38451
## 8651   436721.3  N777QC
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## 8657   436666.7  N730EV
## 8658   436666.7  N21108
## 8659   436666.7  N611QX
## 8660   436657.2  N590JB
## 8661   436650.7  N3EGAA
## 8662   436650.7  N612JB
## 8663   436650.7  N3GGAA
## 8664   436650.7  N729JB
## 8665   436642.3  N454UA
## 8666   436642.3  N87527
## 8667   436642.3  N37434
## 8668   436642.3  N16217
## 8669   436642.3  N505JB
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## 8671   436642.3  N831UA
## 8672   436642.3  N597JB
## 8673   436638.7  N719EV
## 8674   436615.4  N13979
## 8675   436615.4  N11565
## 8676   436615.4  N12552
## 8677   436615.4  N26549
## 8678   436615.4  N12552
## 8679   436571.4  N716EV
## 8680   436571.4  N604QX
## 8681   436571.4  N544MQ
## 8682   436571.4  N500MQ
## 8683   436571.4  N501MQ
## 8684   436571.4  N515MQ
## 8685   436571.4  N544MQ
## 8686   436571.4  N419WN
## 8687   436504.9  N640JB
## 8688   436504.9  N5EGAA
## 8689   436504.9  N705JB
## 8690   436504.9  N746JB
## 8691   436504.9  N661JB
## 8692   436504.9  N5DUAA
## 8693   436504.9  N3HEAA
## 8694   436504.9  N658DL
## 8695   436504.9  N5EHAA
## 8696   436504.9  N706JB
## 8697   436504.9  N3FWAA
## 8698   436504.9  N3DDAA
## 8699   436504.9  N784JB
## 8700   436418.9  N804JB
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## 8703   436418.9  N541UW
## 8704   436418.9  N654AW
## 8705   436418.9  N661AW
## 8706   436396.4   N3752
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## 8720   436335.1  N3HAAA
## 8721   436335.1  N3CFAA
## 8722   436335.1  N3AKAA
## 8723   436335.1  N3EGAA
## 8724   436326.5  N746JB
## 8725   436326.5  N519JB
## 8726   436326.5  N3731T
## 8727   436326.5  N643JB
## 8728   436326.5  N339NW
## 8729   436326.5  N662JB
## 8730   436326.5  N709JB
## 8731   436326.5  N585JB
## 8732   436326.5  N629JB
## 8733   436326.5  N547JB
## 8734   436326.5  N729JB
## 8735   436326.5  N509JB
## 8736   436326.5  N568JB
## 8737   436326.5  N599JB
## 8738   436283.2  N537JB
## 8739   436250.0  N639JB
## 8740   436250.0  N729JB
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## 8742   436250.0  N909XJ
## 8743   436250.0  N935DL
## 8744   436238.5  N78509
## 8745   436216.2  N746JB
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## 8759   436216.2  N503JB
## 8760   436179.8  N840AY
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## 8762   436153.8  N612QX
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## 8764   436153.8  N600QX
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## 9071   435405.4  N624JB
## 9072   435405.4  N630JB
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## 9084   435319.1  N39297
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## 9089   435319.1  N653JB
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## 9122   435200.0  N563UW
## 9123   435200.0  N154UW
## 9124   435200.0  N510MQ
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## 9147   435092.0  N359NB
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## 9149   435092.0  N351JB
## 9150   435089.8  N663JB
## 9151   435089.8  N657JB
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## 9154   435000.0  N11119
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## 9158   434949.5  N658JB
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## 9160   434949.5  N763JB
## 9161   434949.5  N583JB
## 9162   434949.5  N375DA
## 9163   434923.9  N736SA
## 9164   434923.9  N353JB
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## 9204   434693.9  N643JB
## 9205   434693.9  N633JB
## 9206   434693.9  N648JB
## 9207   434693.9  N562JB
## 9208   434693.9  N14219
## 9209   434693.9  N563JB
## 9210   434693.9  N521JB
## 9211   434693.9  N28478
## 9212   434693.9  N413UA
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## 9262   434426.2  N11184
## 9263   434426.2  N14105
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## 9267   434366.2  N638JB
## 9268   434366.2  N552JB
## 9269   434366.2  N587JB
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## 14063  414444.4  N14143
## 14064  414444.4  N13914
## 14065  414444.4  N11548
## 14066  414444.4  N316NB
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## 14068  414444.4  N319NB
## 14069  414444.4  N306DQ
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## 14071  414444.4  N302DQ
## 14072  414439.0  N481UA
## 14073  414439.0  N39726
## 14074  414439.0  N476UA
## 14075  414439.0  N507UA
## 14076  414418.6  N16951
## 14077  414418.6  N14562
## 14078  414362.4  N933XJ
## 14079  414362.4  N904XJ
## 14080  414362.4  N605LR
## 14081  414362.4  N908XJ
## 14082  414362.4  N600LR
## 14083  414362.4  N909XJ
## 14084  414319.5  N23708
## 14085  414319.5  N14198
## 14086  414308.3  N621AA
## 14087  414306.6  N13968
## 14088  414306.6  N11193
## 14089  414306.6  N13955
## 14090  414285.7  N944WN
## 14091  414285.7  N29906
## 14092  414285.7  N8316H
## 14093  414285.7  N11547
## 14094  414285.7  N16919
## 14095  414285.7  N225WN
## 14096  414285.7  N731SA
## 14097  414285.7  N13965
## 14098  414285.7  N420WN
## 14099  414285.7  N27200
## 14100  414285.7  N961WN
## 14101  414285.7  N555LV
## 14102  414285.7  N209WN
## 14103  414246.6  N34110
## 14104  414246.6  N132EV
## 14105  414246.6  N27152
## 14106  414246.6  N11189
## 14107  414246.6  N14180
## 14108  414246.6  N17169
## 14109  414246.6  N608QX
## 14110  414246.6  N12136
## 14111  414246.6  N197PQ
## 14112  414246.6  N608QX
## 14113  414246.6  N359NW
## 14114  414246.6  N14188
## 14115  414193.5  N16976
## 14116  414193.5  N12540
## 14117  414174.8  N208WN
## 14118  414174.8  N261WN
## 14119  414174.8  N494WN
## 14120  414174.8  N263WN
## 14121  414174.8  N437WN
## 14122  414174.8  N203WN
## 14123  414174.8  N285WN
## 14124  414174.8  N905WN
## 14125  414174.8  N653AW
## 14126  414174.8  N656AW
## 14127  414137.9  N402AS
## 14128  414137.9  N596AS
## 14129  414137.9  N38459
## 14130  414077.3  N38454
## 14131  414065.9  N10156
## 14132  414065.9  N27200
## 14133  414065.9  N14907
## 14134  414065.9  N11192
## 14135  414065.9  N11121
## 14136  414065.9  N14904
## 14137  414065.9  N14991
## 14138  414038.5   N3767
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## 14140  414038.5  N37700
## 14141  414038.5  N524UW
## 14142  414017.1  N3GHAA
## 14143  414017.1  N651JB
## 14144  414017.1  N3CKAA
## 14145  414000.0  N594JB
## 14146  414000.0  N302NB
## 14147  414000.0  N658JB
## 14148  414000.0  N331NB
## 14149  414000.0  N258JB
## 14150  414000.0  N357NB
## 14151  414000.0  N900DE
## 14152  414000.0  N334JB
## 14153  414000.0  N916XJ
## 14154  414000.0  N178JB
## 14155  414000.0  N709JB
## 14156  414000.0  N645JB
## 14157  414000.0  N534MQ
## 14158  414000.0  N677MQ
## 14159  413959.7  N623JB
## 14160  413959.7  N323JB
## 14161  413959.7  N807JB
## 14162  413959.7  N588JB
## 14163  413959.7  N510JB
## 14164  413959.7  N768JB
## 14165  413945.0  N33292
## 14166  413913.0  N266JB
## 14167  413913.0  N956WN
## 14168  413913.0  N329JB
## 14169  413846.2  N360NW
## 14170  413846.2  N612JB
## 14171  413846.2  N516JB
## 14172  413846.2  N910DE
## 14173  413846.2  N321NB
## 14174  413846.2  N629JB
## 14175  413846.2  N356NW
## 14176  413846.2  N516JB
## 14177  413846.2  N805JB
## 14178  413846.2  N357NW
## 14179  413846.2  N537JB
## 14180  413846.2  N353NW
## 14181  413846.2  N606JB
## 14182  413846.2  N635JB
## 14183  413846.2  N320NB
## 14184  413846.2  N599JB
## 14185  413831.8  N298WN
## 14186  413831.8  N771SA
## 14187  413831.8  N247WN
## 14188  413831.8  N400WN
## 14189  413831.8  N908XJ
## 14190  413831.8  N775SW
## 14191  413831.8  N926WN
## 14192  413831.8  N207WN
## 14193  413831.8  N245WN
## 14194  413831.8  N433LV
## 14195  413831.8  N965WN
## 14196  413806.5  N658JB
## 14197  413806.5  N239JB
## 14198  413806.5  N640JB
## 14199  413806.5  N659JB
## 14200  413806.5  N636JB
## 14201  413806.5  N547JB
## 14202  413806.5  N655JB
## 14203  413806.5  N729JB
## 14204  413806.5  N662JB
## 14205  413793.1  N76522
## 14206  413793.1  N29129
## 14207  413793.1  N73299
## 14208  413793.1  N41140
## 14209  413793.1  N34131
## 14210  413793.1  N38727
## 14211  413793.1  N41140
## 14212  413793.1  N76064
## 14213  413793.1  N75853
## 14214  413793.1  N18223
## 14215  413760.0  N703JB
## 14216  413760.0  N532UA
## 14217  413760.0  N596UA
## 14218  413760.0  N557UA
## 14219  413742.3  N633JB
## 14220  413742.3  N3CCAA
## 14221  413742.3  N712JB
## 14222  413742.3  N836VA
## 14223  413711.0  N24715
## 14224  413711.0  N852UA
## 14225  413711.0  N29717
## 14226  413711.0  N54711
## 14227  413709.7  N34282
## 14228  413709.7  N27213
## 14229  413709.7  N36280
## 14230  413709.7  N75858
## 14231  413668.3  N39726
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## 14233  413668.3  N488AA
## 14234  413668.3  N425AA
## 14235  413668.3  N501AA
## 14236  413668.3  N576AA
## 14237  413649.0  N339AA
## 14238  413649.0  N29129
## 14239  413649.0  N642VA
## 14240  413649.0  N338AA
## 14241  413649.0  N626VA
## 14242  413642.4  N523JB
## 14243  413642.4  N510JB
## 14244  413617.0  N210FR
## 14245  413617.0  N537UA
## 14246  413617.0  N945WN
## 14247  413617.0  N530UA
## 14248  413617.0  N87527
## 14249  413617.0  N473WN
## 14250  413617.0  N376NW
## 14251  413617.0  N207FR
## 14252  413617.0  N329NB
## 14253  413617.0  N493UA
## 14254  413617.0  N424WN
## 14255  413617.0  N365NW
## 14256  413617.0  N553UA
## 14257  413617.0  N12216
## 14258  413595.5  N3HAAA
## 14259  413584.9  N3KEAA
## 14260  413584.9  N364NW
## 14261  413584.9  N3FLAA
## 14262  413584.9  N939DL
## 14263  413584.9  N946DL
## 14264  413584.9  N317NB
## 14265  413584.9  N922DL
## 14266  413584.9  N3EGAA
## 14267  413584.9  N3FTAA
## 14268  413584.9  N335NB
## 14269  413584.9  N3AFAA
## 14270  413584.9  N937DL
## 14271  413584.9  N3FPAA
## 14272  413584.9  N963DL
## 14273  413584.9  N3FYAA
## 14274  413584.9  N3JTAA
## 14275  413584.9  N334NB
## 14276  413548.4  N741EV
## 14277  413548.4  N723EV
## 14278  413544.3  N393AA
## 14279  413544.3  N5FRAA
## 14280  413544.3  N5CKAA
## 14281  413544.3  N5FAAA
## 14282  413544.3  N980DL
## 14283  413544.3  N960DL
## 14284  413513.5  N507MQ
## 14285  413513.5  N518MQ
## 14286  413513.5  N629MQ
## 14287  413513.5  N501MQ
## 14288  413513.5  N334NW
## 14289  413513.5  N998DL
## 14290  413513.5  N1EAMQ
## 14291  413513.5  N331NW
## 14292  413513.5  N916DL
## 14293  413513.5  N355NW
## 14294  413513.5  N969DL
## 14295  413445.4  N12567
## 14296  413445.4  N14993
## 14297  413445.4  N11536
## 14298  413430.7  N563JB
## 14299  413430.7  N606JB
## 14300  413430.7  N807JB
## 14301  413430.7  N516JB
## 14302  413430.7  N595JB
## 14303  413430.7  N623JB
## 14304  413430.7  N579JB
## 14305  413430.7  N389DA
## 14306  413430.7  N653JB
## 14307  413430.7  N519JB
## 14308  413430.7  N594JB
## 14309  413430.7  N746JB
## 14310  413430.7  N5FRAA
## 14311  413430.7  N993DL
## 14312  413430.7  N5FSAA
## 14313  413430.7  N520JB
## 14314  413430.7  N661JB
## 14315  413419.4  N547JB
## 14316  413419.4  N33289
## 14317  413419.4  N479UA
## 14318  413419.4  N75425
## 14319  413408.5  N503JB
## 14320  413408.5  N3BCAA
## 14321  413389.8  N3750D
## 14322  413389.8  N389DA
## 14323  413389.8  N648JB
## 14324  413389.8  N385DN
## 14325  413382.4  N23707
## 14326  413382.4  N568JB
## 14327  413382.4  N183JB
## 14328  413382.4  N12109
## 14329  413382.4  N34131
## 14330  413382.4  N17128
## 14331  413382.4  N37253
## 14332  413382.4  N414UA
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## 14334  413382.4  N34222
## 14335  413382.4  N404UA
## 14336  413382.4  N467UA
## 14337  413382.4  N30401
## 14338  413382.4  N87527
## 14339  413382.4  N71411
## 14340  413382.4  N33264
## 14341  413382.4  N456UA
## 14342  413382.4  N648JB
## 14343  413382.4  N407UA
## 14344  413382.4  N33132
## 14345  413382.4  N36247
## 14346  413382.4  N17133
## 14347  413382.4  N73275
## 14348  413382.4  N26215
## 14349  413352.3  N37465
## 14350  413352.3  N39726
## 14351  413304.7  N466UA
## 14352  413304.7  N822UA
## 14353  413304.7  N14102
## 14354  413304.7  N37408
## 14355  413275.9  N13955
## 14356  413275.9  N17560
## 14357  413225.8  N198JB
## 14358  413225.8  N816MQ
## 14359  413225.8  N804MQ
## 14360  413168.3  N605LR
## 14361  413168.3  N3GKAA
## 14362  413168.3  N3BHAA
## 14363  413168.3  N927XJ
## 14364  413168.3  N3GGAA
## 14365  413164.6  N518MQ
## 14366  413164.6  N702UW
## 14367  413164.6  N185UW
## 14368  413164.6  N161UW
## 14369  413164.6  N539UW
## 14370  413164.6  N917FJ
## 14371  413164.6  N531MQ
## 14372  413164.6  N150UW
## 14373  413164.6  N172US
## 14374  413164.6  N748UW
## 14375  413164.6  N716UW
## 14376  413164.6  N716EV
## 14377  413164.6  N563UW
## 14378  413164.6  N1EAMQ
## 14379  413164.6  N709UW
## 14380  413164.6  N154UW
## 14381  413164.6  N749US
## 14382  413164.6  N566UW
## 14383  413164.6  N516MQ
## 14384  413164.6  N537MQ
## 14385  413164.6  N398CA
## 14386  413164.6  N193UW
## 14387  413164.6  N537UW
## 14388  413164.6  N190UW
## 14389  413164.6  N171US
## 14390  413164.6  N174US
## 14391  413164.6  N567UW
## 14392  413148.8  N668DN
## 14393  413148.8  N3747D
## 14394  413148.8  N712TW
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## 14396  413128.5  N592JB
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## 14398  413076.9  N564JB
## 14399  413076.9  N652JB
## 14400  413076.9  N198JB
## 14401  413076.9  N760JB
## 14402  413057.9  N908XJ
## 14403  413043.5  N986DL
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## 14407  413043.5  N930DL
## 14408  413043.5  N579JB
## 14409  413043.5  N527JB
## 14410  413043.5  N953DL
## 14411  413043.5  N336NW
## 14412  413043.5  N632JB
## 14413  413043.5  N652JB
## 14414  413043.5  N705JB
## 14415  413043.5  N379DA
## 14416  413043.5  N347NW
## 14417  413043.5  N664DN
## 14418  413023.3  N553AA
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## 14424  413023.3  N4XJAA
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## 14426  413023.3  N560AA
## 14427  413013.7  N570JB
## 14428  413013.7  N703JB
## 14429  413013.7  N632JB
## 14430  413013.7  N562JB
## 14431  413013.7  N193JB
## 14432  413013.7  N623JB
## 14433  413013.7  N655JB
## 14434  413013.7  N729JB
## 14435  413013.7  N525MQ
## 14436  412978.7  N8659B
## 14437  412975.6  N920WN
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## 14439  412975.6  N966WN
## 14440  412973.0  N713SW
## 14441  412973.0  N1EAMQ
## 14442  412973.0  N510MQ
## 14443  412973.0  N513MQ
## 14444  412973.0  N522MQ
## 14445  412973.0  N468WN
## 14446  412973.0  N527MQ
## 14447  412973.0  N758EV
## 14448  412973.0  N5PBMQ
## 14449  412951.3  N24729
## 14450  412941.2  N247JB
## 14451  412941.2  N3HGAA
## 14452  412941.2  N318JB
## 14453  412941.2  N614QX
## 14454  412941.2  N759EV
## 14455  412881.4  N708EV
## 14456  412838.7  N446UA
## 14457  412835.8  N744EV
## 14458  412835.8  N730EV
## 14459  412738.9  N364NB
## 14460  412738.9  N649JB
## 14461  412715.7  N669AW
## 14462  412715.7  N653AW
## 14463  412714.3  N751EV
## 14464  412714.3  N325NB
## 14465  412702.7  N937XJ
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## 14467  412677.2  N5DUAA
## 14468  412674.4  N372NW
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## 14478  412602.7  N333NB
## 14479  412602.7  N537MQ
## 14480  412600.5  N78506
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## 14484  412600.5  N27213
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## 14495  412574.3  N3HXAA
## 14496  412574.3  N3ERAA
## 14497  412551.7  N466UA
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## 14499  412551.7  N13750
## 14500  412551.7  N536UA
## 14501  412551.7  N811UA
## 14502  412551.7  N17139
## 14503  412551.7  N37298
## 14504  412546.6  N360NB
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## 14506  412542.4  N33294
## 14507  412542.4  N16709
## 14508  412542.4  N433UA
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## 14510  412500.0  N16961
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## 14519  412500.0  N596UA
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## 14525  412477.1  N3KDAA
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## 14536  412407.4  N37413
## 14537  412394.4  N137EV
## 14538  412363.6  N740EV
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## 14541  412363.6  N750EV
## 14542  412363.6  N754EV
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## 14544  412363.6  N707EV
## 14545  412350.6  N24715
## 14546  412325.6  N655JB
## 14547  412297.3  N14204
## 14548  412297.3  N12122
## 14549  412297.3  N12201
## 14550  412258.1  N73291
## 14551  412258.1  N45440
## 14552  412258.1  N24211
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## 14587  412131.1  N525MQ
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## 14589  412131.1  N517MQ
## 14590  412131.1  N509MQ
## 14591  412131.1  N713MQ
## 14592  412131.1  N0EGMQ
## 14593  412131.1  N16999
## 14594  412095.8  N717MQ
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## 14596  412095.8  N724MQ
## 14597  412095.8  N736MQ
## 14598  412075.5  N11140
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## 14616  411977.7  N585JB
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## 14618  411977.7  N779JB
## 14619  411977.7  N559JB
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## 16357  404062.5  N739MQ
## 16358  404062.5  N546MQ
## 16359  404062.5  N634VA
## 16360  404062.5  N504MQ
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## 16406  403636.4  N323JB
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## 16444  403500.0  N766JB
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## 16510  403396.2  N641JB
## 16511  403396.2  N640JB
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## 16513  403396.2  N339JB
## 16514  403378.4   N3768
## 16515  403333.3  N631AA
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## 16518  403333.3  N13133
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## 16538  403246.8  N746JB
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## 16542  403246.8  N324NB
## 16543  403243.2  N332NB
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## 16587  403177.6  N502MQ
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## 24003  361682.2  N13970
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## 24030  361481.5  N13969
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## 24037  361417.3  N630MQ
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## 24045  361304.3  N14143
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## 24050  361200.0  N653JB
## 24051  361200.0  N649JB
## 24052  361200.0  N306JB
## 24053  361200.0  N203JB
## 24054  361200.0  N318JB
## 24055  361200.0  N183JB
## 24056  361200.0  N328JB
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## 24059  361132.1  N15973
## 24060  361132.1  N13975
## 24061  361125.0  N760EV
## 24062  361125.0  N335NB
## 24063  361077.8  N504MQ
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## 24067  361052.6  N605LR
## 24068  361016.9  N39450
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## 24074  360975.6  N920XJ
## 24075  360975.6  N605LR
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## 24078  360975.6  N3KSAA
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## 24080  360975.6  N903XJ
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## 24086  360967.7  N935AT
## 24087  360967.7  N994AT
## 24088  360944.9  N5PBMQ
## 24089  360944.9  N721MQ
## 24090  360944.9  N3AEMQ
## 24091  360944.9  N840MQ
## 24092  360944.9  N723MQ
## 24093  360944.9  N928XJ
## 24094  360909.1  N967AT
## 24095  360909.1  N968AT
## 24096  360909.1  N957AT
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## 24098  360909.1  N915AT
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## 24100  360909.1  N608AT
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## 24102  360845.1  N804MQ
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## 24104  360845.1  N804MQ
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## 24106  360845.1  N351JB
## 24107  360845.1  N283JB
## 24108  360845.1  N822MQ
## 24109  360845.1  N229JB
## 24110  360845.1  N531JB
## 24111  360845.1  N258JB
## 24112  360845.1  N839MQ
## 24113  360845.1  N914XJ
## 24114  360845.1  N914XJ
## 24115  360845.1  N804MQ
## 24116  360845.1  N823MQ
## 24117  360845.1  N904XJ
## 24118  360836.2  N27733
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## 24139  360759.5  N580JB
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## 24143  360701.8  N789JB
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## 24177  360612.2  N915XJ
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## 24209  360000.0  N603JB
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## 24211  360000.0  N465UA
## 24212  360000.0  N13968
## 24213  360000.0  N13958
## 24214  360000.0  N571JB
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## 24216  360000.0  N15574
## 24217  360000.0  N932AT
## 24218  360000.0  N192JB
## 24219  360000.0  N11140
## 24220  360000.0  N27205
## 24221  360000.0  N3731T
## 24222  360000.0  N707EV
## 24223  360000.0  N316NB
## 24224  360000.0  N16147
## 24225  360000.0  N16112
## 24226  360000.0  N979DL
## 24227  360000.0  N568JB
## 24228  360000.0  N11150
## 24229  360000.0  N76529
## 24230  360000.0  N11189
## 24231  360000.0  N14920
## 24232  360000.0  N511AA
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## 24235  360000.0  N224WN
## 24236  360000.0  N940DL
## 24237  360000.0  N724EV
## 24238  360000.0  N13994
## 24239  360000.0  N14570
## 24240  360000.0  N354JB
## 24241  360000.0  N307JB
## 24242  360000.0  N317NB
## 24243  360000.0  N12201
## 24244  360000.0  N965WN
## 24245  360000.0  N547AA
## 24246  360000.0  N325NB
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## 24248  360000.0  N584AA
## 24249  360000.0  N475WN
## 24250  360000.0  N11106
## 24251  360000.0  N3AEMQ
## 24252  360000.0  N535MQ
## 24253  360000.0  N940DL
## 24254  360000.0  N11551
## 24255  360000.0  N13989
## 24256  360000.0  N13903
## 24257  360000.0  N14180
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## 24271  359504.1  N422WN
## 24272  359504.1  N228WN
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## 24274  359500.0  N500MQ
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## 24276  359500.0  N33132
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## 24282  359500.0  N45440
## 24283  359500.0  N37456
## 24284  359500.0  N76254
## 24285  359500.0  N522MQ
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## 24288  359500.0  N76508
## 24289  359500.0  N0EGMQ
## 24290  359500.0  N845UA
## 24291  359500.0  N9EAMQ
## 24292  359500.0  N38268
## 24293  359500.0  N513MQ
## 24294  359500.0  N457UA
## 24295  359500.0  N510MQ
## 24296  359500.0  N8EGMQ
## 24297  359500.0  N81449
## 24298  359500.0  N404UA
## 24299  359500.0  N33289
## 24300  359500.0  N500MQ
## 24301  359476.0  N467AA
## 24302  359459.5  N655MQ
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## 24304  359454.5  N8783E
## 24305  359439.3  N713EV
## 24306  359405.9  N14558
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## 24332  359291.3  N348JB
## 24333  359250.0  N857MQ
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## 24336  359250.0  N513MQ
## 24337  359240.5  N14972
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## 24340  359220.8  N748EV
## 24341  359220.8  N751EV
## 24342  359166.7  N724MQ
## 24343  359166.7  N829MQ
## 24344  359166.7  N724MQ
## 24345  359166.7  N725MQ
## 24346  359166.7  N813MQ
## 24347  359166.7  N725MQ
## 24348  359166.7  N735MQ
## 24349  359166.7  N723MQ
## 24350  359166.7  N713MQ
## 24351  359166.7  N521MQ
## 24352  359166.7  N720MQ
## 24353  359166.7  N722MQ
## 24354  359166.7  N527MQ
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## 24356  359166.7  N725MQ
## 24357  359166.7  N711MQ
## 24358  359166.7  N500MQ
## 24359  359166.7  N725MQ
## 24360  359166.7  N738MQ
## 24361  359166.7  N721MQ
## 24362  359154.9  N918MQ
## 24363  359142.9  N827MQ
## 24364  359142.9  N11164
## 24365  359142.9  N12540
## 24366  359142.9  N521MQ
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## 24373  359142.9  N722MQ
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## 24422  358681.3  N183UW
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## 24425  358681.3  N125UW
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## 24436  358571.4  N717MQ
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## 24441  358571.4  N320NB
## 24442  358571.4  N3741S
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## 24444  358571.4  N820MQ
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## 24452  358571.4  N353NB
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## 24454  358571.4  N546MQ
## 24455  358571.4  N333NB
## 24456  358571.4  N526MQ
## 24457  358571.4  N724MQ
## 24458  358571.4  N329NB
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## 24462  358571.4  N360NB
## 24463  358487.4  N703SW
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## 24469  358356.2  N36915
## 24470  358356.2  N13989
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## 24474  358333.3  N17185
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## 24484  358285.7  N14171
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## 24486  358285.7  N13975
## 24487  358285.7  N14916
## 24488  358235.3  N750EV
## 24489  358163.3  N398CA
## 24490  358125.0  N739MQ
## 24491  358125.0  N298PQ
## 24492  358125.0  N844MQ
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## 24494  358125.0  N429WN
## 24495  358089.2  N27724
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## 24508  357894.7  N663MQ
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## 25085  353414.6  N517MQ
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## 25090  353400.0  N660MQ
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## 25103  353097.3  N660MQ
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## 25123  352941.2  N229JB
## 25124  352941.2  N292JB
## 25125  352941.2  N318JB
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## 25221  352381.0  N605LR
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## 25230  352000.0  N238JB
## 25231  351968.5  N901XJ
## 25232  351958.8  N18114
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## 25338  350967.7  N531MQ
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## 25354  350958.9  N840MQ
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## 25360  350958.9  N812MQ
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## 25365  350958.9  N804MQ
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## 25367  350958.9  N811MQ
## 25368  350958.9  N842MQ
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## 25370  350958.9  N816MQ
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## 25383  350769.2  N153PQ
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## 25386  350731.7  N525MQ
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## 25395  350731.7  N514MQ
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## 25416  350581.4  N501MQ
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## 25420  350487.8  N722MQ
## 25421  350487.8  N725MQ
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## 25423  350487.8  N713MQ
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## 25432  350400.0  N612QX
## 25433  350381.7  N653MQ
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## 25445  350232.6  N720MQ
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## 25456  350232.6  N717MQ
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## 25553  349166.7  N711MQ
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## 25556  349166.7  N737MQ
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## 25621  348587.0  N192JB
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## 25624  348571.4  N717TW
## 25625  348571.4  N922XJ
## 25626  348571.4  N615QX
## 25627  348571.4  N758EV
## 25628  348571.4  N12157
## 25629  348571.4  N12921
## 25630  348571.4  N162PQ
## 25631  348571.4  N15985
## 25632  348571.4  N12135
## 25633  348571.4  N13964
## 25634  348571.4  N14991
## 25635  348571.4  N607LR
## 25636  348571.4  N15985
## 25637  348554.9  N3GEAA
## 25638  348554.9  N519JB
## 25639  348510.6  N228JB
## 25640  348510.6  N296JB
## 25641  348510.6  N190JB
## 25642  348510.6  N296JB
## 25643  348510.6  N348JB
## 25644  348510.6  N368JB
## 25645  348510.6  N304JB
## 25646  348510.6  N298JB
## 25647  348510.6  N190JB
## 25648  348510.6  N373JB
## 25649  348510.6  N355JB
## 25650  348510.6  N348JB
## 25651  348510.6  N198JB
## 25652  348510.6  N216JB
## 25653  348510.6  N179JB
## 25654  348510.6  N353JB
## 25655  348421.1  N8884E
## 25656  348395.1  N756SA
## 25657  348367.3  N13908
## 25658  348367.3  N8907A
## 25659  348367.3  N16911
## 25660  348367.3  N14920
## 25661  348367.3  N21197
## 25662  348367.3  N12201
## 25663  348367.3  N14923
## 25664  348367.3  N12567
## 25665  348367.3  N10575
## 25666  348333.3  N14162
## 25667  348333.3  N12145
## 25668  348333.3  N11539
## 25669  348333.3  N13903
## 25670  348333.3  N12967
## 25671  348333.3  N14907
## 25672  348333.3  N14904
## 25673  348235.3  N496AA
## 25674  348235.3  N508MQ
## 25675  348235.3  N713EV
## 25676  348235.3  N709EV
## 25677  348220.9  N14916
## 25678  348220.9  N16571
## 25679  348220.9  N19966
## 25680  348196.7  N15572
## 25681  348128.3  N437UA
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## 25683  348072.3  N347NB
## 25684  348000.0  N12957
## 25685  348000.0  N12175
## 25686  348000.0  N923XJ
## 25687  348000.0  N8313F
## 25688  348000.0  N610MQ
## 25689  348000.0  N620SW
## 25690  348000.0  N12921
## 25691  348000.0  N12540
## 25692  348000.0  N8775A
## 25693  348000.0  N21537
## 25694  348000.0  N956WN
## 25695  348000.0  N600MQ
## 25696  347936.5  N3BHAA
## 25697  347907.0  N944WN
## 25698  347907.0  N13914
## 25699  347907.0  N497WN
## 25700  347907.0  N14570
## 25701  347903.2  N11206
## 25702  347903.2  N472UA
## 25703  347903.2  N445UA
## 25704  347903.2  N544MQ
## 25705  347903.2  N34137
## 25706  347903.2  N810UA
## 25707  347790.7  N78506
## 25708  347755.1  N14125
## 25709  347755.1  N11544
## 25710  347755.1  N14143
## 25711  347755.1  N14174
## 25712  347755.1  N14573
## 25713  347755.1  N12163
## 25714  347755.1  N27962
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## 25716  347755.1  N13970
## 25717  347755.1  N13903
## 25718  347755.1  N14904
## 25719  347755.1  N17185
## 25720  347755.1  N13992
## 25721  347755.1  N12900
## 25722  347755.1  N27962
## 25723  347755.1  N13965
## 25724  347727.3  N601LR
## 25725  347647.1  N193JB
## 25726  347647.1  N520JB
## 25727  347608.7  N26549
## 25728  347608.7  N13538
## 25729  347608.7  N13118
## 25730  347608.7  N12957
## 25731  347586.2  N605LR
## 25732  347586.2  N12136
## 25733  347484.7  N394DA
## 25734  347391.3  N14570
## 25735  347339.4  N13955
## 25736  347307.7  N921XJ
## 25737  347307.7  N206JB
## 25738  347307.7  N649JB
## 25739  347307.7  N238JB
## 25740  347307.7  N183JB
## 25741  347307.7  N292JB
## 25742  347307.7  N558JB
## 25743  347307.7  N368JB
## 25744  347307.7  N602LR
## 25745  347307.7  N354JB
## 25746  347307.7  N909XJ
## 25747  347307.7  N203JB
## 25748  347307.7  N324JB
## 25749  347307.7  N355JB
## 25750  347307.7  N267JB
## 25751  347307.7  N627JB
## 25752  347307.7  N306JB
## 25753  347307.7  N197JB
## 25754  347307.7  N934XJ
## 25755  347307.7  N247JB
## 25756  347272.7  N0EGMQ
## 25757  347272.7  N842MQ
## 25758  347272.7  N741EV
## 25759  347250.0  N21154
## 25760  347250.0  N13978
## 25761  347250.0  N3HKAA
## 25762  347234.0  N534MQ
## 25763  347234.0  N758US
## 25764  347234.0  N561UW
## 25765  347234.0  N929LR
## 25766  347234.0  N520MQ
## 25767  347234.0  N524MQ
## 25768  347234.0  N560UW
## 25769  347234.0  N700UW
## 25770  347234.0  N615QX
## 25771  347234.0  N566UW
## 25772  347234.0  N542MQ
## 25773  347234.0  N520MQ
## 25774  347234.0  N172US
## 25775  347096.8  N612JB
## 25776  347045.5  N272PQ
## 25777  347045.5  N927XJ
## 25778  347045.5  N916XJ
## 25779  347045.5  N902XJ
## 25780  347045.5  N357NB
## 25781  347045.5  N369NB
## 25782  347045.5  N913XJ
## 25783  347045.5  N930XJ
## 25784  347045.5  N922XJ
## 25785  347045.5  N324NB
## 25786  347045.5  N929XJ
## 25787  347045.5  N913XJ
## 25788  347027.0  N700UW
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## 25790  347027.0  N714US
## 25791  347027.0  N757UW
## 25792  347027.0  N762US
## 25793  347027.0  N768US
## 25794  347027.0  N769US
## 25795  347027.0  N721UW
## 25796  347027.0  N723UW
## 25797  347027.0  N757UW
## 25798  347027.0  N742PS
## 25799  346976.7  N11535
## 25800  346976.7  N12163
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## 25802  346976.7  N11184
## 25803  346976.7  N16919
## 25804  346976.7  N338NB
## 25805  346976.7  N11536
## 25806  346976.7  N18557
## 25807  346956.5  N192JB
## 25808  346956.5  N351JB
## 25809  346956.5  N178JB
## 25810  346956.5  N592JB
## 25811  346956.5  N14920
## 25812  346956.5  N267JB
## 25813  346956.5  N13132
## 25814  346956.5  N190JB
## 25815  346956.5  N14186
## 25816  346956.5  N304JB
## 25817  346956.5  N247JB
## 25818  346956.5  N16170
## 25819  346956.5  N8948B
## 25820  346956.5  N374JB
## 25821  346956.5  N16963
## 25822  346956.5  N304JB
## 25823  346956.5  N11113
## 25824  346956.5  N339JB
## 25825  346956.5  N12922
## 25826  346956.5  N17196
## 25827  346956.5  N634JB
## 25828  346956.5  N267JB
## 25829  346956.5  N556JB
## 25830  346956.5  N12564
## 25831  346956.5  N13956
## 25832  346956.5  N296JB
## 25833  346956.5  N13970
## 25834  346956.5  N14902
## 25835  346956.5  N198JB
## 25836  346956.5  N688MQ
## 25837  346956.5  N298JB
## 25838  346956.5  N11164
## 25839  346956.5  N216JB
## 25840  346956.5  N178JB
## 25841  346956.5  N11565
## 25842  346956.5  N334JB
## 25843  346956.5  N203JB
## 25844  346956.5  N12924
## 25845  346956.5  N12552
## 25846  346956.5  N628MQ
## 25847  346875.0  N3CXAA
## 25848  346875.0  N3AXAA
## 25849  346875.0  N917XJ
## 25850  346829.3  N751SW
## 25851  346753.2  N15973
## 25852  346753.2  N11140
## 25853  346666.7  N21537
## 25854  346666.7  N14562
## 25855  346666.7  N17560
## 25856  346666.7  N11176
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## 25858  346666.7  N27200
## 25859  346666.7  N10156
## 25860  346666.7  N17185
## 25861  346666.7  N14558
## 25862  346666.7  N14543
## 25863  346666.7  N14117
## 25864  346666.7  N16561
## 25865  346607.1  N8598B
## 25866  346607.1  N8721B
## 25867  346551.7  N3JPAA
## 25868  346551.7  N600QX
## 25869  346551.7  N719EV
## 25870  346551.7  N760EV
## 25871  346551.7  N722EV
## 25872  346551.7  N738EV
## 25873  346551.7  N760EV
## 25874  346551.7  N321NB
## 25875  346551.7  N709EV
## 25876  346551.7  N340NB
## 25877  346551.7  N760EV
## 25878  346551.7  N752EV
## 25879  346490.1  N13970
## 25880  346490.1  N13914
## 25881  346470.6  N923XJ
## 25882  346470.6  N932MQ
## 25883  346470.6  N912XJ
## 25884  346470.6  N687MQ
## 25885  346451.6  N587JB
## 25886  346363.6  N750EV
## 25887  346363.6  N708EV
## 25888  346363.6  N730EV
## 25889  346363.6  N760EV
## 25890  346363.6  N717EV
## 25891  346363.6  N718EV
## 25892  346363.6  N644DL
## 25893  346363.6  N388DA
## 25894  346363.6  N662DN
## 25895  346363.6  N642DL
## 25896  346363.6  N522MQ
## 25897  346363.6  N508MQ
## 25898  346363.6  N504MQ
## 25899  346299.2  N427UA
## 25900  346299.2  N4YDAA
## 25901  346299.2  N479UA
## 25902  346299.2  N514AA
## 25903  346299.2  N401UA
## 25904  346299.2  N565AA
## 25905  346299.2  N597AA
## 25906  346299.2  N3ALAA
## 25907  346299.2  N4XLAA
## 25908  346299.2  N3DAAA
## 25909  346299.2  N3EWAA
## 25910  346299.2  N73278
## 25911  346285.7  N33284
## 25912  346285.7  N801UA
## 25913  346285.7  N14562
## 25914  346285.7  N73270
## 25915  346285.7  N35260
## 25916  346285.7  N845UA
## 25917  346285.7  N73275
## 25918  346285.7  N27239
## 25919  346285.7  N811UA
## 25920  346285.7  N37434
## 25921  346276.6  N3BCAA
## 25922  346265.1  N720MQ
## 25923  346265.1  N844MQ
## 25924  346265.1  N737MQ
## 25925  346265.1  N739MQ
## 25926  346265.1  N713EV
## 25927  346265.1  N848MQ
## 25928  346265.1  N725MQ
## 25929  346250.0  N13965
## 25930  346250.0  N11109
## 25931  346250.0  N12567
## 25932  346250.0  N27200
## 25933  346250.0  N13903
## 25934  346250.0  N14953
## 25935  346250.0  N16112
## 25936  346250.0  N13970
## 25937  346224.5  N21129
## 25938  346216.2  N839MQ
## 25939  346216.2  N339JB
## 25940  346216.2  N922XJ
## 25941  346216.2  N928XJ
## 25942  346216.2  N915XJ
## 25943  346216.2  N239JB
## 25944  346206.9  N320US
## 25945  346206.9  N342NB
## 25946  346206.9  N320NB
## 25947  346206.9  N314NB
## 25948  346206.9  N719MQ
## 25949  346206.9  N722MQ
## 25950  346206.9  N336NB
## 25951  346206.9  N713MQ
## 25952  346206.9  N338NB
## 25953  346206.9  N5PBMQ
## 25954  346206.9  N370NB
## 25955  346206.9  N544MQ
## 25956  346206.9  N363NW
## 25957  346206.9  N910DL
## 25958  346206.9  N901DE
## 25959  346206.9  N314NB
## 25960  346206.9  N952DL
## 25961  346206.9  N738MQ
## 25962  346206.9  N317US
## 25963  346206.9  N334NW
## 25964  346206.9  N738MQ
## 25965  346206.9  N319NB
## 25966  346206.9  N721MQ
## 25967  346206.9  N914DE
## 25968  346206.9  N929DL
## 25969  346206.9  N321NB
## 25970  346206.9  N932DL
## 25971  346206.9  N335NW
## 25972  346019.4  N11547
## 25973  346019.4  N12922
## 25974  345988.0  N760EV
## 25975  345974.0  N711MQ
## 25976  345951.2  N640JB
## 25977  345937.5  N466WN
## 25978  345780.3  N73445
## 25979  345762.7  N722TW
## 25980  345762.7  N925XJ
## 25981  345762.7  N605LR
## 25982  345762.7  N906XJ
## 25983  345762.7  N293PQ
## 25984  345714.3  N14952
## 25985  345714.3  N11121
## 25986  345714.3  N16963
## 25987  345688.1  N24103
## 25988  345600.0  N925XJ
## 25989  345600.0  N11119
## 25990  345600.0  N927XJ
## 25991  345535.7  N17560
## 25992  345535.7  N13995
## 25993  345454.5  N319US
## 25994  345454.5  N920DE
## 25995  345454.5  N173DZ
## 25996  345405.4  N924XJ
## 25997  345405.4  N513MQ
## 25998  345405.4  N573UA
## 25999  345405.4  N600LR
## 26000  345405.4  N924XJ
## 26001  345405.4  N805AY
## 26002  345365.9  N12569
## 26003  345319.1  N8944B
## 26004  345319.1  N742PS
## 26005  345319.1  N273JB
## 26006  345319.1  N324JB
## 26007  345319.1  N741UW
## 26008  345319.1  N764US
## 26009  345319.1  N556UW
## 26010  345319.1  N351JB
## 26011  345319.1  N667AW
## 26012  345319.1  N337JB
## 26013  345319.1  N112US
## 26014  345306.1  N15574
## 26015  345306.1  N13989
## 26016  345306.1  N16976
## 26017  345306.1  N16561
## 26018  345306.1  N13538
## 26019  345306.1  N15912
## 26020  345306.1  N14542
## 26021  345306.1  N14993
## 26022  345306.1  N12567
## 26023  345306.1  N11194
## 26024  345306.1  N16987
## 26025  345240.6  N330NW
## 26026  345238.1  N13913
## 26027  345238.1  N265WN
## 26028  345230.8  N11536
## 26029  345217.4  N980AT
## 26030  345217.4  N951AT
## 26031  345217.4  N893AT
## 26032  345217.4  N922AT
## 26033  345217.4  N969AT
## 26034  345164.8  N957DL
## 26035  345120.0  N503MQ
## 26036  345120.0  N532MQ
## 26037  345120.0  N27722
## 26038  345120.0  N36280
## 26039  345120.0  N17233
## 26040  345120.0  N5PBMQ
## 26041  345120.0  N53442
## 26042  345120.0  N523MQ
## 26043  345120.0  N27421
## 26044  345120.0  N820UA
## 26045  345000.0  N955UW
## 26046  345000.0  N949UW
## 26047  345000.0  N266JB
## 26048  345000.0  N121UW
## 26049  345000.0  N537UW
## 26050  345000.0  N961UW
## 26051  345000.0  N13969
## 26052  345000.0  N19966
## 26053  345000.0  N543UW
## 26054  345000.0  N957UW
## 26055  345000.0  N953UW
## 26056  345000.0  N963UW
## 26057  345000.0  N669AW
## 26058  345000.0  N951UW
## 26059  345000.0  N679MQ
## 26060  345000.0  N27962
## 26061  345000.0  N13914
## 26062  345000.0  N8458A
## 26063  345000.0  N109UW
## 26064  345000.0  N954UW
## 26065  345000.0  N618MQ
## 26066  345000.0  N663AW
## 26067  345000.0  N562UW
## 26068  344916.2  N293PQ
## 26069  344908.0  N12125
## 26070  344908.0  N482UA
## 26071  344848.5  N12900
## 26072  344848.5  N11544
## 26073  344848.5  N8924B
## 26074  344848.5  N8412F
## 26075  344848.5  N14960
## 26076  344848.5  N8968E
## 26077  344848.5  N14568
## 26078  344848.5  N14543
## 26079  344848.5  N825AY
## 26080  344848.5  N12967
## 26081  344848.5  N16963
## 26082  344842.1  N24103
## 26083  344842.1  N14153
## 26084  344800.0  N805MQ
## 26085  344800.0  N722MQ
## 26086  344800.0  N722MQ
## 26087  344800.0  N736MQ
## 26088  344800.0  N738MQ
## 26089  344800.0  N724MQ
## 26090  344800.0  N725MQ
## 26091  344800.0  N713MQ
## 26092  344800.0  N806MQ
## 26093  344800.0  N857MQ
## 26094  344800.0  N806MQ
## 26095  344800.0  N723MQ
## 26096  344800.0  N839MQ
## 26097  344800.0  N717MQ
## 26098  344800.0  N916XJ
## 26099  344598.9  N206JB
## 26100  344594.6  N626MQ
## 26101  344594.6  N682MQ
## 26102  344594.6  N650MQ
## 26103  344571.4  N516JB
## 26104  344470.6  N12166
## 26105  344470.6  N760EV
## 26106  344470.6   N6709
## 26107  344470.6  N321US
## 26108  344470.6  N131EV
## 26109  344470.6  N12136
## 26110  344470.6  N695CA
## 26111  344470.6  N301NB
## 26112  344470.6  N695CA
## 26113  344470.6  N11539
## 26114  344470.6  N13955
## 26115  344470.6  N326NB
## 26116  344470.6  N13997
## 26117  344470.6  N135EV
## 26118  344470.6  N166PQ
## 26119  344470.6  N15912
## 26120  344470.6  N372NW
## 26121  344470.6  N977AT
## 26122  344383.6  N505MQ
## 26123  344383.6  N811MQ
## 26124  344383.6  N813MQ
## 26125  344383.6  N832MQ
## 26126  344383.6  N839MQ
## 26127  344383.6  N724MQ
## 26128  344383.6  N11551
## 26129  344383.6  N14953
## 26130  344383.6  N13958
## 26131  344383.6  N13538
## 26132  344383.6  N718EV
## 26133  344383.6  N501MQ
## 26134  344383.6  N824MQ
## 26135  344383.6  N11551
## 26136  344347.8  N265JB
## 26137  344347.8  N8525B
## 26138  344347.8  N374JB
## 26139  344347.8  N627JB
## 26140  344347.8  N272PQ
## 26141  344347.8  N273JB
## 26142  344347.8  N351JB
## 26143  344347.8  N8883E
## 26144  344307.7  N34111
## 26145  344307.7  N342NB
## 26146  344307.7  N29917
## 26147  344307.7  N935AT
## 26148  344293.2  N989DL
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## 26150  344210.5  N11137
## 26151  344210.5  N24103
## 26152  344186.0  N306JB
## 26153  344186.0  N354JB
## 26154  344186.0  N3DUAA
## 26155  344186.0  N229JB
## 26156  344181.8  N12924
## 26157  344117.6  N391CA
## 26158  344117.6  N931XJ
## 26159  344117.6  N298PQ
## 26160  344117.6  N754EV
## 26161  344117.6  N691CA
## 26162  344117.6  N723EV
## 26163  344117.6  N12163
## 26164  344100.0  N510MQ
## 26165  344096.4  N178JB
## 26166  344032.3  N773SA
## 26167  344032.3  N274WN
## 26168  344032.3  N7739A
## 26169  344000.0  N751EV
## 26170  344000.0  N707EV
## 26171  343967.6  N423UA
## 26172  343965.5  N918XJ
## 26173  343965.5  N604MQ
## 26174  343965.5  N901XJ
## 26175  343928.6  N717EV
## 26176  343928.6  N14570
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## 26234  343106.8  N674MQ
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## 26238  343093.9  N353NW
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## 26275  342804.9  N584JB
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## 26284  342545.5  N29917
## 26285  342545.5  N27962
## 26286  342537.3  N922MQ
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## 26299  342381.0  N515MQ
## 26300  342381.0  N546MQ
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## 26302  342381.0  N523MQ
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## 26304  342372.9  N378NW
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## 26313  342272.7  N315NB
## 26314  342272.7  N735MQ
## 26315  342272.7  N364NB
## 26316  342272.7  N738MQ
## 26317  342272.7  N720MQ
## 26318  342272.7  N725MQ
## 26319  342272.7  N315US
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## 26322  342272.7  N359NB
## 26323  342272.7  N939DL
## 26324  342272.7  N711MQ
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## 26326  342272.7  N735MQ
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## 26331  342272.7  N915DL
## 26332  342272.7  N721MQ
## 26333  342272.7  N713MQ
## 26334  342142.9  N839MQ
## 26335  342142.9  N730MQ
## 26336  342142.9  N719MQ
## 26337  342142.9  N737MQ
## 26338  342142.9  N725MQ
## 26339  342142.9  N713MQ
## 26340  342142.9  N735MQ
## 26341  342094.2  N5DDAA
## 26342  342089.6  N507MQ
## 26343  342089.6  N521MQ
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## 26379  341600.0  N821MQ
## 26380  341600.0  N829MQ
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## 26384  341600.0  N832MQ
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## 26387  341600.0  N822MQ
## 26388  341600.0  N806MQ
## 26389  341600.0  N853MQ
## 26390  341600.0  N842MQ
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## 27312  332727.3  N844MQ
## 27313  332727.3  N855MQ
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## 28939  313500.0  N14904
## 28940  313500.0  N14993
## 28941  313500.0  N524JB
## 28942  313500.0  N193JB
## 28943  313500.0  N203JB
## 28944  313500.0  N15572
## 28945  313500.0  N12569
## 28946  313500.0  N26545
## 28947  313500.0  N531JB
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## 28949  313333.3  N14916
## 28950  313333.3  N14953
## 28951  313333.3  N16961
## 28952  313333.3  N16149
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## 28972  313170.7  N701UW
## 28973  313170.7  N748UW
## 28974  313170.7  N725UW
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## 28976  313170.7  N767UW
## 28977  313170.7  N747UW
## 28978  313170.7  N756US
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## 28980  313170.7  N770UW
## 28981  313170.7  N724UW
## 28982  313170.7  N724UW
## 28983  313170.7  N742PS
## 28984  313170.7  N710UW
## 28985  313170.7  N712US
## 28986  313170.7  N762US
## 28987  313170.7  N945UW
## 28988  313170.7  N762US
## 28989  313170.7  N717UW
## 28990  313170.7   N744P
## 28991  313170.7  N712US
## 28992  313170.7  N741UW
## 28993  313170.7  N730US
## 28994  313170.7  N747UW
## 28995  313170.7  N768US
## 28996  313007.0  N306DQ
## 28997  312941.2  N316JB
## 28998  312941.2  N193JB
## 28999  312941.2  N13964
## 29000  312941.2  N14952
## 29001  312941.2  N279JB
## 29002  312941.2  N329JB
## 29003  312941.2  N12175
## 29004  312857.1  N744EV
## 29005  312818.2  N736MQ
## 29006  312676.1  N239JB
## 29007  312631.6  N272PQ
## 29008  312631.6  N371CA
## 29009  312631.6  N612QX
## 29010  312608.7  N817UA
## 29011  312439.0  N346JB
## 29012  312439.0  N813MQ
## 29013  312439.0  N840MQ
## 29014  312439.0  N8412F
## 29015  312391.3  N857MQ
## 29016  312391.3  N526MQ
## 29017  312352.9  N15910
## 29018  312272.7  N877AS
## 29019  312272.7  N832AS
## 29020  312272.7  N829AS
## 29021  312272.7  N827AS
## 29022  312272.7  N832AS
## 29023  312272.7  N826AS
## 29024  312272.7  N825AS
## 29025  312272.7  N512MJ
## 29026  312272.7  N833AS
## 29027  312134.8  N16571
## 29028  312115.4  N546UW
## 29029  312115.4  N184JB
## 29030  312115.4  N266JB
## 29031  312115.4  N334JB
## 29032  312000.0  N13124
## 29033  312000.0  N15912
## 29034  312000.0  N14904
## 29035  312000.0  N13965
## 29036  311914.9  N439AA
## 29037  311914.9  N405UA
## 29038  311707.3  N832MQ
## 29039  311707.3  N807MQ
## 29040  311707.3  N530MQ
## 29041  311707.3  N916XJ
## 29042  311707.3  N817MQ
## 29043  311707.3  N917XJ
## 29044  311707.3  N916XJ
## 29045  311707.3  N602LR
## 29046  311707.3  N927XJ
## 29047  311707.3  N932XJ
## 29048  311707.3  N856MQ
## 29049  311707.3  N904XJ
## 29050  311707.3  N519MQ
## 29051  311707.3  N849MQ
## 29052  311707.3  N816MQ
## 29053  311707.3  N806MQ
## 29054  311707.3  N806MQ
## 29055  311666.7  N353JB
## 29056  311666.7  N11548
## 29057  311666.7  N3BNAA
## 29058  311666.7  N353JB
## 29059  311666.7  N306JB
## 29060  311666.7  N229JB
## 29061  311666.7  N339JB
## 29062  311666.7  N197JB
## 29063  311666.7  N179JB
## 29064  311666.7  N3KSAA
## 29065  311666.7  N216JB
## 29066  311666.7  N337JB
## 29067  311666.7  N318NB
## 29068  311666.7  N231JB
## 29069  311666.7  N807JB
## 29070  311666.7  N353JB
## 29071  311666.7  N3JAAA
## 29072  311666.7  N236JB
## 29073  311666.7   N704X
## 29074  311666.7  N273JB
## 29075  311666.7  N236JB
## 29076  311666.7  N3EYAA
## 29077  311666.7  N589JB
## 29078  311666.7  N3ADAA
## 29079  311666.7  N595JB
## 29080  311666.7  N929XJ
## 29081  311666.7  N315NB
## 29082  311666.7  N322NB
## 29083  311666.7  N3HMAA
## 29084  311666.7  N3AAAA
## 29085  311666.7  N267JB
## 29086  311666.7  N602LR
## 29087  311666.7  N3KLAA
## 29088  311666.7  N727TW
## 29089  311666.7  N906XJ
## 29090  311666.7  N336NB
## 29091  311666.7  N342NB
## 29092  311666.7  N322NB
## 29093  311666.7  N663JB
## 29094  311666.7  N924DL
## 29095  311666.7  N806JB
## 29096  311666.7  N346JB
## 29097  311666.7  N358JB
## 29098  311666.7  N639JB
## 29099  311632.7  N602LR
## 29100  311566.3  N711MQ
## 29101  311566.3  N722MQ
## 29102  311566.3  N713MQ
## 29103  311489.4  N11184
## 29104  311489.4  N691CA
## 29105  311489.4  N197PQ
## 29106  311489.4  N14952
## 29107  311379.3  N183JB
## 29108  311379.3  N309JB
## 29109  311379.3  N192JB
## 29110  311379.3  N328JB
## 29111  311379.3  N605LR
## 29112  311379.3  N190JB
## 29113  311379.3  N935XJ
## 29114  311379.3  N373JB
## 29115  311379.3  N184JB
## 29116  311379.3  N337JB
## 29117  311379.3  N265JB
## 29118  311379.3  N937XJ
## 29119  311379.3  N625JB
## 29120  311379.3  N229JB
## 29121  311379.3  N373JB
## 29122  311379.3  N249JB
## 29123  311379.3  N190JB
## 29124  311379.3  N309JB
## 29125  311379.3  N926XJ
## 29126  311379.3  N351JB
## 29127  311379.3  N355JB
## 29128  311379.3  N247JB
## 29129  311379.3  N355JB
## 29130  311379.3  N187JB
## 29131  311379.3  N556JB
## 29132  311379.3  N258JB
## 29133  311379.3  N373JB
## 29134  311379.3  N355JB
## 29135  311379.3  N374JB
## 29136  311379.3  N283JB
## 29137  311176.5  N565UW
## 29138  311176.5  N16546
## 29139  311176.5  N13914
## 29140  311176.5  N747UW
## 29141  311020.4  N753EV
## 29142  310975.6  N8970D
## 29143  310975.6  N831AY
## 29144  310909.1  N8412F
## 29145  310909.1  N8828D
## 29146  310909.1  N8747B
## 29147  310909.1  N8751D
## 29148  310909.1  N183JB
## 29149  310909.1  N8933B
## 29150  310909.1  N247JB
## 29151  310909.1  N877AS
## 29152  310909.1  N8710A
## 29153  310909.1  N826AS
## 29154  310909.1  N909EV
## 29155  310909.1  N909EV
## 29156  310909.1  N267JB
## 29157  310909.1  N8771A
## 29158  310909.1  N8492C
## 29159  310909.1  N8501F
## 29160  310909.1  N828AS
## 29161  310909.1  N8560F
## 29162  310909.1  N877AS
## 29163  310909.1  N348JB
## 29164  310857.1  N554UW
## 29165  310857.1  N0EGMQ
## 29166  310857.1  N190UW
## 29167  310857.1  N708UW
## 29168  310857.1  N716UW
## 29169  310857.1  N181UW
## 29170  310769.2  N15710
## 29171  310714.3  N651MQ
## 29172  310714.3  N274WN
## 29173  310714.3  N13997
## 29174  310714.3  N8495B
## 29175  310714.3  N8532G
## 29176  310714.3  N8913A
## 29177  310714.3  N8808H
## 29178  310714.3  N8525B
## 29179  310588.2  N306JB
## 29180  310588.2  N658JB
## 29181  310588.2  N8541D
## 29182  310588.2  N329JB
## 29183  310588.2  N284JB
## 29184  310588.2  N831AY
## 29185  310588.2  N8924B
## 29186  310588.2  N283JB
## 29187  310588.2  N8416B
## 29188  310588.2  N206JB
## 29189  310588.2  N183JB
## 29190  310588.2  N827AY
## 29191  310588.2  N8808H
## 29192  310588.2  N346JB
## 29193  310588.2  N239JB
## 29194  310588.2  N203JB
## 29195  310588.2  N355JB
## 29196  310588.2  N228JB
## 29197  310588.2  N298JB
## 29198  310515.5  N352NW
## 29199  310515.5  N722MQ
## 29200  310515.5  N988DL
## 29201  310489.5  N908XJ
## 29202  310489.5  N931XJ
## 29203  310465.1  N13958
## 29204  310370.4  N711MQ
## 29205  310370.4  N25705
## 29206  310370.4  N736MQ
## 29207  310363.6  N13913
## 29208  310363.6  N48901
## 29209  310363.6  N8972E
## 29210  310243.9  N14542
## 29211  310243.9  N13133
## 29212  310243.9  N15983
## 29213  310243.9  N13913
## 29214  310243.9  N18556
## 29215  310243.9  N13969
## 29216  310243.9  N33182
## 29217  310243.9  N14174
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## 29219  310163.9  N13123
## 29220  310000.0  N913XJ
## 29221  309913.0  N14904
## 29222  309818.2  N14998
## 29223  309818.2  N12924
## 29224  309818.2  N16961
## 29225  309767.4  N725MQ
## 29226  309767.4  N578AA
## 29227  309729.7  N739MQ
## 29228  309718.3  N4YEAA
## 29229  309677.4  N13997
## 29230  309677.4  N11547
## 29231  309677.4  N15985
## 29232  309677.4  N16911
## 29233  309600.0  N16961
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## 29235  309350.6  N988AT
## 29236  309290.3  N13995
## 29237  309230.8  N751EV
## 29238  309142.9  N187JB
## 29239  309142.9  N128UW
## 29240  309142.9  N118US
## 29241  309090.9  N927XJ
## 29242  309090.9  N930XJ
## 29243  309090.9  N905MQ
## 29244  309090.9  N8965E
## 29245  309090.9  N627MQ
## 29246  309090.9  N942MQ
## 29247  309090.9  N921XJ
## 29248  309090.9  N8492C
## 29249  309090.9  N656MQ
## 29250  309056.6  N274JB
## 29251  309056.6  N229JB
## 29252  309056.6  N231JB
## 29253  309056.6  N258JB
## 29254  309056.6  N284JB
## 29255  309056.6  N11150
## 29256  309032.3  N719MQ
## 29257  308709.7  N13949
## 29258  308674.7  N298JB
## 29259  308674.7  N810MQ
## 29260  308674.7  N856MQ
## 29261  308674.7  N813MQ
## 29262  308333.3  N304JB
## 29263  308333.3  N906XJ
## 29264  308297.9  N694MQ
## 29265  308210.5  N14959
## 29266  308210.5  N740EV
## 29267  308210.5  N12201
## 29268  308155.3  N170US
## 29269  308155.3  N12996
## 29270  308155.3  N445US
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## 29273  307924.5  N162UW
## 29274  307924.5  N758US
## 29275  307924.5  N189UW
## 29276  307924.5  N504MQ
## 29277  307924.5  N536UW
## 29278  307894.7  N11544
## 29279  307894.7  N740EV
## 29280  307894.7  N21154
## 29281  307894.7  N18101
## 29282  307857.1  N737MQ
## 29283  307857.1  N722MQ
## 29284  307857.1  N722MQ
## 29285  307777.8  N13969
## 29286  307777.8  N13914
## 29287  307777.8  N13955
## 29288  307777.8  N14171
## 29289  307777.8  N18557
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## 29291  307777.8  N14174
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## 29295  307777.8  N14920
## 29296  307777.8  N19554
## 29297  307777.8  N12564
## 29298  307777.8  N16546
## 29299  307777.8  N16961
## 29300  307692.3  N304JB
## 29301  307692.3  N408UA
## 29302  307692.3  N351JB
## 29303  307692.3  N73278
## 29304  307692.3  N27239
## 29305  307692.3  N463UA
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## 29308  307692.3  N29917
## 29309  307692.3  N477UA
## 29310  307692.3  N402UA
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## 29312  307692.3  N815UA
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## 29314  307692.3  N76514
## 29315  307692.3  N14219
## 29316  307692.3  N489UA
## 29317  307692.3  N445UA
## 29318  307692.3  N206JB
## 29319  307692.3  N11206
## 29320  307692.3  N187JB
## 29321  307692.3  N24702
## 29322  307692.3  N238JB
## 29323  307692.3  N178JB
## 29324  307692.3  N73276
## 29325  307692.3  N37255
## 29326  307692.3  N13997
## 29327  307692.3  N76529
## 29328  307692.3  N496UA
## 29329  307692.3  N490UA
## 29330  307692.3  N265JB
## 29331  307692.3  N76517
## 29332  307692.3  N273JB
## 29333  307692.3  N73270
## 29334  307692.3  N37255
## 29335  307692.3  N520UA
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## 29337  307692.3  N18223
## 29338  307692.3  N229JB
## 29339  307692.3  N184JB
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## 29342  307692.3  N39726
## 29343  307692.3  N37277
## 29344  307692.3  N14907
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## 29363  307368.4  N611QX
## 29364  307346.9  N965DL
## 29365  307346.9  N730MQ
## 29366  307346.9  N517MQ
## 29367  307272.7  N11107
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## 29369  307272.7  N11165
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## 29375  306923.1  N258JB
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## 29377  306923.1  N346JB
## 29378  306923.1  N184JB
## 29379  306923.1  N279JB
## 29380  306923.1  N328JB
## 29381  306923.1  N316JB
## 29382  306666.7  N949UW
## 29383  306666.7  N952UW
## 29384  306666.7  N738US
## 29385  306666.7  N967UW
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## 29388  306666.7  N959UW
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## 29391  306666.7  N951UW
## 29392  306666.7  N8972E
## 29393  306666.7  N944UW
## 29394  306666.7  N958UW
## 29395  306666.7  N8960A
## 29396  306666.7  N8933B
## 29397  306666.7  N948UW
## 29398  306666.7  N820MQ
## 29399  306666.7  N953UW
## 29400  306666.7  N645MQ
## 29401  306666.7  N950UW
## 29402  306666.7  N944UW
## 29403  306666.7  N957UW
## 29404  306666.7  N945UW
## 29405  306666.7  N950UW
## 29406  306666.7  N965UW
## 29407  306666.7  N967UW
## 29408  306666.7  N957UW
## 29409  306666.7  N967UW
## 29410  306666.7  N957UW
## 29411  306666.7  N8971A
## 29412  306666.7  N8543F
## 29413  306666.7  N953UW
## 29414  306666.7  N956UW
## 29415  306666.7  N949UW
## 29416  306666.7  N959UW
## 29417  306666.7  N942MQ
## 29418  306666.7  N953UW
## 29419  306666.7  N947UW
## 29420  306666.7  N955UW
## 29421  306666.7  N671MQ
## 29422  306666.7  N8974C
## 29423  306666.7  N923MQ
## 29424  306666.7  N8896A
## 29425  306666.7  N8943A
## 29426  306666.7  N959UW
## 29427  306666.7  N954UW
## 29428  306666.7  N961UW
## 29429  306666.7  N951UW
## 29430  306666.7  N8477R
## 29431  306666.7  N959UW
## 29432  306666.7  N949UW
## 29433  306666.7  N946UW
## 29434  306666.7  N952UW
## 29435  306666.7  N965UW
## 29436  306666.7  N675MQ
## 29437  306666.7  N670MQ
## 29438  306666.7  N600MQ
## 29439  306585.4  N13994
## 29440  306585.4  N11548
## 29441  306428.6  N13949
## 29442  306428.6  N17169
## 29443  306226.4  N521UW
## 29444  306226.4  N754UW
## 29445  306206.9  N587JB
## 29446  306206.9  N398CA
## 29447  306153.8  N13997
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## 29449  306153.8  N15572
## 29450  306153.8  N16559
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## 29452  306153.8  N27962
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## 29454  306153.8  N12564
## 29455  306153.8  N13958
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## 29457  306153.8  N11536
## 29458  306153.8  N11544
## 29459  306153.8  N27152
## 29460  306153.8  N16178
## 29461  306153.8  N16961
## 29462  306153.8  N334JB
## 29463  306153.8  N16919
## 29464  306153.8  N13979
## 29465  306153.8  N14991
## 29466  306153.8  N13903
## 29467  306153.8  N19554
## 29468  306153.8  N11565
## 29469  306153.8  N231JB
## 29470  306153.8  N13956
## 29471  306153.8  N13958
## 29472  306101.7  N231JB
## 29473  306101.7  N8972E
## 29474  306101.7  N504JB
## 29475  306101.7  N919XJ
## 29476  306101.7  N228JB
## 29477  306101.7  N284JB
## 29478  306101.7  N901XJ
## 29479  306101.7  N298JB
## 29480  306101.7  N239JB
## 29481  306101.7  N229JB
## 29482  306101.7  N309JB
## 29483  306101.7  N804JB
## 29484  306101.7  N229JB
## 29485  306101.7  N706JB
## 29486  306101.7  N334JB
## 29487  306101.7  N605LR
## 29488  306101.7  N267JB
## 29489  306101.7  N190JB
## 29490  306101.7  N916XJ
## 29491  306101.7  N231JB
## 29492  306101.7  N529JB
## 29493  306101.7  N653JB
## 29494  306101.7  N184JB
## 29495  306101.7  N334JB
## 29496  306101.7  N179JB
## 29497  306101.7  N239JB
## 29498  306101.7  N198JB
## 29499  306101.7  N902XJ
## 29500  306101.7  N206JB
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## 29606  304615.4  N183JB
## 29607  304615.4  N283JB
## 29608  304615.4  N292JB
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9. Make a scatterplot of avg_speed vs. distance. Which of the following is true about the relationship between average speed and distance.
   1. As distance increases the average speed of flights decreases.
   2. The relationship is linear.
   3. There is an overall postive association between distance and average speed.
   4. There are no outliers.
   5. The distribution of distances are uniform over 0 to 5000 miles.

# type your code for Question 9 here, and Knit
ggplot(nycflights, aes(x = distance , y = avg_speed)) + geom_point()

10. Suppose you define a flight to be “on time” if it gets to the destination on time or earlier than expected, regardless of any departure delays. Mutate the data frame to create a new variable called arr_type with levels "on time" and "delayed" based on this definition. Then, determine the on time arrival percentage based on whether the flight departed on time or not. What proportion of flights that were "delayed" departing arrive "on time"? [NUMERIC INPUT]

# type your code for Question 10 here, and Knit
nycflights %>% summarise(arr_rate = sum((dep_type== "delayed")/n()) *100) %>% arrange(desc(arr_rate))

## # A tibble: 1 x 1
##   arr_rate
##      <dbl>
## 1     31.6