Opinionated Strategies for Uncharted Territories
R-Ladies / RUG Kickoff
Sharla Gelfand
March 5, 2019
1 / 30
About me
Statistician at the College of Nurses of Ontario.
R user for almost 10 years.
Twitter: @sharlagelfand
Blog: sharla.party
Slides: bit.ly/rladies-to-kickoff
Vicky Leta / Mashable
2 / 30
TTC Delays
How did this "Unauthorized at track level" delay vary from line to line?
What are the other main causes of delays?
2018 TTC delays available from Toronto Open Data.
Let's answer some of my questions and go over some strategies about how to work with a new data set.
4 / 30
TTC Delays
head(delays)## # A tibble: 6 x 8## date time station code description ## <date> <chr> <chr> <chr> <chr> ## 1 2018-04-01 00:27 ST GEORGE BD STATION MUSAN Unsanitary Vehicle ## 2 2018-04-01 07:56 FINCH STATION TUSC Operator Overspeeding ## 3 2018-04-01 08:00 YONGE UNIVERSITY LINE MUO Miscellaneous Other ## 4 2018-04-01 09:50 KIPLING STATION TUSC Operator Overspeeding ## 5 2018-04-01 10:18 VICTORIA PARK STATION MUSC Miscellaneous Speed Control ## 6 2018-04-01 10:22 KENNEDY BD STATION EUNT Equipment - No Trouble Found## min_delay bound line ## <dbl> <chr> <chr>## 1 8 W BD ## 2 0 S YU ## 3 0 <NA> YU ## 4 0 W BD ## 5 0 W BD ## 6 3 W BD5 / 30
TTC Delays
head(delays)## # A tibble: 6 x 8## date time station code description ## <date> <chr> <chr> <chr> <chr> ## 1 2018-04-01 00:27 ST GEORGE BD STATION MUSAN Unsanitary Vehicle ## 2 2018-04-01 07:56 FINCH STATION TUSC Operator Overspeeding ## 3 2018-04-01 08:00 YONGE UNIVERSITY LINE MUO Miscellaneous Other ## 4 2018-04-01 09:50 KIPLING STATION TUSC Operator Overspeeding ## 5 2018-04-01 10:18 VICTORIA PARK STATION MUSC Miscellaneous Speed Control ## 6 2018-04-01 10:22 KENNEDY BD STATION EUNT Equipment - No Trouble Found## min_delay bound line ## <dbl> <chr> <chr>## 1 8 W BD ## 2 0 S YU ## 3 0 <NA> YU ## 4 0 W BD ## 5 0 W BD ## 6 3 W BDSome qualities of this data were doctored (by me) for the purpose of Making A Point.
5 / 30
TTC Delays
Top 5 causes for delay along each line (YU, BD, SHP, and SRT).
library(dplyr)library(ggplot2)delays %>% group_by(line, code) %>% summarise(delays = sum(min_delay)) %>% arrange(-delays) %>% slice(1:5) %>% ggplot(aes(x = code, y = delays)) + geom_col() + facet_wrap(vars(line), scales = "free_y", nrow = 4) + coord_flip()6 / 30
TTC Delays
Immediate issues -- other "lines", inconsistent coding.
7 / 30
TTC Delays
delays %>% filter(line %in% c("YU", "YU", "SHP", "SRT")) %>% ... same code as before
8 / 30
TTC Delays
delays %>% filter(line %in% c("YU", "YU", "SHP", "SRT")) %>% ... same code as before
Where's "Unauthorized at Track Level?"
8 / 30
TTC Delays
Look at delay from campaign, "Unauthorized at Track Level"
9 / 30
TTC Delays
Look at delay from campaign, "Unauthorized at Track Level"
delays %>% filter(description == "Unauthorized at Track Level") %>% group_by(line) %>% summarise(delays = sum(min_delay))9 / 30
TTC Delays
Look at delay from campaign, "Unauthorized at Track Level"
delays %>% filter(description == "Unauthorized at Track Level") %>% group_by(line) %>% summarise(delays = sum(min_delay))## # A tibble: 4 x 2## line delays## <chr> <dbl>## 1 BD NA## 2 SHP 7## 3 SRT 0## 4 YU NA9 / 30
TTC Delays
Look at delay from campaign, "Unauthorized at Track Level"
delays %>% filter(description == "Unauthorized at Track Level") %>% group_by(line) %>% summarise(delays = sum(min_delay))## # A tibble: 4 x 2## line delays## <chr> <dbl>## 1 BD NA## 2 SHP 7## 3 SRT 0## 4 YU NAEasy to remove NAs, but lurking consequences -- top 5 delays are wrong now too (any delays with NA wouldn't be considered).
Some issues don't raise red flags, which is the worst of all.
9 / 30
Strategies for working with new data
How can you avoid this back and forth?
Nicer to know what kind of issues you'll have to handle.
Not reliant on "doing something with a specific variable" to spot an issue with it.
10 / 30
🔍 Visual summaries 🔍
Learn about your data as fast as possible.
11 / 30
visdat package
Visual overview of data structure and missingness, created by Nick Tierney.
library(visdat)vis_dat(delays)
Learn things about your data that weren't clear in the first few lines.
12 / 30
visdat package
vis_miss(delays)
13 / 30
visdat package
vis_miss(delays)
What does it mean if bound is missing? Both directions? Specific codes?
13 / 30
Variable summaries
Attributes and possible values of each variable.
14 / 30
Variable summaries
Attributes and possible values of each variable.
summary(delays[["min_delay"]])14 / 30
Variable summaries
Attributes and possible values of each variable.
summary(delays[["min_delay"]])## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's ## 0.000 0.000 0.000 2.345 3.000 515.000 103614 / 30
Variable summaries
Attributes and possible values of each variable.
summary(delays[["min_delay"]])## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's ## 0.000 0.000 0.000 2.345 3.000 515.000 1036summary(delays[["line"]])14 / 30
Variable summaries
Attributes and possible values of each variable.
summary(delays[["min_delay"]])## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's ## 0.000 0.000 0.000 2.345 3.000 515.000 1036summary(delays[["line"]])## Length Class Mode ## 20735 character character14 / 30
Variable summaries
Attributes and possible values of each variable.
summary(delays[["min_delay"]])## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's ## 0.000 0.000 0.000 2.345 3.000 515.000 1036summary(delays[["line"]])## Length Class Mode ## 20735 character charactersummary() is very general. Sometimes it contains good information, sometimes it doesn't tell you anything at all.
14 / 30
skimr package
Gives summary statistics that you can quickly skim to understand your data, maintained by Elin Waring and Michael Quinn.
15 / 30
skimr package
Gives summary statistics that you can quickly skim to understand your data, maintained by Elin Waring and Michael Quinn.
Conforms to the principle of least surprise:
- Design should match the user's experience, expectations, and mental models.
15 / 30
skimr package
Gives summary statistics that you can quickly skim to understand your data, maintained by Elin Waring and Michael Quinn.
Conforms to the principle of least surprise:
Design should match the user's experience, expectations, and mental models.
If it doesn't, you should find out quickly!
15 / 30
skimr package
Gives summary statistics that you can quickly skim to understand your data, maintained by Elin Waring and Michael Quinn.
Conforms to the principle of least surprise:
Design should match the user's experience, expectations, and mental models.
If it doesn't, you should find out quickly!
Good way to develop a mental model if you don't have one.
15 / 30
library(skimr)skim(delays)16 / 30
library(skimr)skim(delays)## Skim summary statistics## n obs: 20735 ## n variables: 8 ## ## ── Variable type:character ──────────────────────────────────## variable missing complete n min max empty n_unique## bound 4698 16037 20735 1 1 0 6## code 0 20735 20735 3 5 0 184## description 462 20273 20735 4 58 0 132## line 101 20634 20735 2 11 0 13## station 0 20735 20735 8 22 0 201## time 0 20735 20735 5 5 0 1388## ## ── Variable type:Date ───────────────────────────────────────## variable missing complete n min max median n_unique## date 0 20735 20735 2018-01-01 2018-12-31 2018-07-05 365## ## ── Variable type:numeric ────────────────────────────────────## variable missing complete n mean sd p0 p25 p50 p75 p100 hist## min_delay 1036 19699 20735 2.34 8.62 0 0 0 3 515 ▇▁▁▁▁▁▁▁16 / 30
library(skimr)skim(delays)## Skim summary statistics## n obs: 20735 ## n variables: 8 ## ## ── Variable type:character ──────────────────────────────────## variable missing complete n min max empty n_unique## bound 4698 16037 20735 1 1 0 6## code 0 20735 20735 3 5 0 184## description 462 20273 20735 4 58 0 132## line 101 20634 20735 2 11 0 13## station 0 20735 20735 8 22 0 201## time 0 20735 20735 5 5 0 1388## ## ── Variable type:Date ───────────────────────────────────────## variable missing complete n min max median n_unique## date 0 20735 20735 2018-01-01 2018-12-31 2018-07-05 365## ## ── Variable type:numeric ────────────────────────────────────## variable missing complete n mean sd p0 p25 p50 p75 p100 hist## min_delay 1036 19699 20735 2.34 8.62 0 0 0 3 515 ▇▁▁▁▁▁▁▁The results are surprising, but good to know now instead of post iffy analysis.
16 / 30
skimr package
What are the different values of bound, for each line?
delays %>% filter(line %in% c("BD", "YU", "SHP", "SRT")) %>% mutate(bound = as.factor(bound)) %>% group_by(line) %>% skim(bound)17 / 30
skimr package
What are the different values of bound, for each line?
delays %>% filter(line %in% c("BD", "YU", "SHP", "SRT")) %>% mutate(bound = as.factor(bound)) %>% group_by(line) %>% skim(bound)## Skim summary statistics## n obs: 20254 ## n variables: 8 ## group variables: line ## ## ── Variable type:factor ─────────────────────────────────────## line variable missing complete n n_unique## BD bound 1902 7217 9119 5## SHP bound 107 405 512 3## SRT bound 173 544 717 5## YU bound 2055 7851 9906 6## top_counts ordered## W: 3657, E: 3543, NA: 1902, N: 10 FALSE## W: 219, E: 185, NA: 107, N: 1 FALSE## S: 271, N: 261, NA: 173, E: 5 FALSE## S: 4064, N: 3763, NA: 2055, E: 14 FALSE17 / 30
Visual summaries
Help to verify or develop a mental model.
Highlight inconsistencies, indicate areas for further investigation.
18 / 30
Visual summaries
Help to verify or develop a mental model.
Highlight inconsistencies, indicate areas for further investigation.
Reliant on a person (you) looking at output.
(And remembering what you're looking for).
(And not leaving the project or your job).
18 / 30
🗣 Opinionated strategies 🗣
Codify assumptions so that your analysis fails if they're not met.
19 / 30
assertr package
Verify assumptions about data early in a pipeline. Created by Tony Fischetti.
Forces you to outline assumptions about data, and alerts you of any deviations.
Can help save you from the case where an analysis "look okay" but produces inaccurate results.
20 / 30
assertr package
Use assert() for assumptions about columns of a data set.
Throws an error and stops execution if the assumptions are violated.
Returns original data set if assumptions are met.
21 / 30
assertr package
Use assert() for assumptions about columns of a data set.
Throws an error and stops execution if the assumptions are violated.
Returns original data set if assumptions are met.
Let's say I assume line is YU, BD, SHP, or SRT.
library(assertr)delays %>% assert(in_set("YU", "BD", "SHP", "SRT"), line)21 / 30
assertr package
Use assert() for assumptions about columns of a data set.
Throws an error and stops execution if the assumptions are violated.
Returns original data set if assumptions are met.
Let's say I assume line is YU, BD, SHP, or SRT.
library(assertr)delays %>% assert(in_set("YU", "BD", "SHP", "SRT"), line)## Column 'line' violates assertion 'in_set("YU", "BD", "SHP", "SRT")' 380 times## verb redux_fn predicate column index value## 1 assert NA in_set("YU", "BD", "SHP", "SRT") line 27 YU/BD## 2 assert NA in_set("YU", "BD", "SHP", "SRT") line 71 YU/BD## 3 assert NA in_set("YU", "BD", "SHP", "SRT") line 121 YU/BD## 4 assert NA in_set("YU", "BD", "SHP", "SRT") line 160 YU/BD## 5 assert NA in_set("YU", "BD", "SHP", "SRT") line 180 YU/BD## [omitted 375 rows]## Error: assertr stopped execution21 / 30
assertr package
Mrs. Decatur's Little Gators
22 / 30
assertr package
Mrs. Decatur's Little Gators
in_set("YU", "BD", "SHP", "SRT") says that the subject, line, only has values in the set "YU", "BD", "SHP", "SRT".
22 / 30
assertr package
in_set(): checks that each value is within a set.
23 / 30
assertr package
in_set(): checks that each value is within a set.
within_bounds(): checks that each numeric value is within the bounds
delays %>% assert(within_bounds(0, Inf), min_delay)23 / 30
assertr package
in_set(): checks that each value is within a set.
within_bounds(): checks that each numeric value is within the bounds
delays %>% assert(within_bounds(0, Inf), min_delay)## # A tibble: 20,735 x 8## date time station code ## <date> <chr> <chr> <chr>## 1 2018-04-01 00:27 ST GEORGE BD STATION MUSAN## 2 2018-04-01 07:56 FINCH STATION TUSC ## 3 2018-04-01 08:00 YONGE UNIVERSITY LINE MUO ## 4 2018-04-01 09:50 KIPLING STATION TUSC ## 5 2018-04-01 10:18 VICTORIA PARK STATION MUSC ## 6 2018-04-01 10:22 KENNEDY BD STATION EUNT ## 7 2018-04-01 10:30 WILSON STATION PUMEL## 8 2018-04-01 11:20 WILSON STATION TUSC ## 9 2018-04-01 11:32 FINCH WEST STATION MUIRS## 10 2018-04-01 12:00 JANE STATION TUSC ## description min_delay## <chr> <dbl>## 1 Unsanitary Vehicle 8## 2 Operator Overspeeding 0## 3 Miscellaneous Other 0## 4 Operator Overspeeding 0## 5 Miscellaneous Speed Control 0## 6 Equipment - No Trouble Found 3## 7 Escalator/Elevator Incident 0## 8 Operator Overspeeding 0## 9 Injured or ill Customer (In Station) - Medical Aid Refused 0## 10 Operator Overspeeding 0## bound line ## <chr> <chr>## 1 W BD ## 2 S YU ## 3 <NA> YU ## 4 W BD ## 5 W BD ## 6 W BD ## 7 <NA> YU ## 8 S YU ## 9 <NA> YU ## 10 W BD ## # … with 20,725 more rows23 / 30
assertr package
not_na(): checks that each element is not NA.
delays %>% assert(not_na, min_delay)## Column 'min_delay' violates assertion 'not_na' 1036 times## verb redux_fn predicate column index value## 1 assert NA not_na min_delay 24 NA## 2 assert NA not_na min_delay 87 NA## 3 assert NA not_na min_delay 99 NA## 4 assert NA not_na min_delay 124 NA## 5 assert NA not_na min_delay 135 NA## [omitted 1031 rows]## Error: assertr stopped execution24 / 30
assertr package
not_na(): checks that each element is not NA.
delays %>% assert(not_na, min_delay)## Column 'min_delay' violates assertion 'not_na' 1036 times## verb redux_fn predicate column index value## 1 assert NA not_na min_delay 24 NA## 2 assert NA not_na min_delay 87 NA## 3 assert NA not_na min_delay 99 NA## 4 assert NA not_na min_delay 124 NA## 5 assert NA not_na min_delay 135 NA## [omitted 1031 rows]## Error: assertr stopped executionis_uniq(): checks if each value is unique; useful for IDs.
24 / 30
assertr package
not_na(): checks that each element is not NA.
delays %>% assert(not_na, min_delay)## Column 'min_delay' violates assertion 'not_na' 1036 times## verb redux_fn predicate column index value## 1 assert NA not_na min_delay 24 NA## 2 assert NA not_na min_delay 87 NA## 3 assert NA not_na min_delay 99 NA## 4 assert NA not_na min_delay 124 NA## 5 assert NA not_na min_delay 135 NA## [omitted 1031 rows]## Error: assertr stopped executionis_uniq(): checks if each value is unique; useful for IDs.
DIY! write a function that returns TRUE/FALSE.
24 / 30
assertr package
assertr functions are designed to be piped together.
By default, the first deviation will stop the pipe and return errors.
25 / 30
assertr package
assertr functions are designed to be piped together.
By default, the first deviation will stop the pipe and return errors.
delays %>% assert(in_set("YU", "BD", "SHP", "SRT"), line) %>% assert(within_bounds(0, Inf), min_delay) %>% assert(not_na, min_delay)25 / 30
assertr package
assertr functions are designed to be piped together.
By default, the first deviation will stop the pipe and return errors.
delays %>% assert(in_set("YU", "BD", "SHP", "SRT"), line) %>% assert(within_bounds(0, Inf), min_delay) %>% assert(not_na, min_delay)## Column 'line' violates assertion 'in_set("YU", "BD", "SHP", "SRT")' 380 times## verb redux_fn predicate column index value## 1 assert NA in_set("YU", "BD", "SHP", "SRT") line 27 YU/BD## 2 assert NA in_set("YU", "BD", "SHP", "SRT") line 71 YU/BD## 3 assert NA in_set("YU", "BD", "SHP", "SRT") line 121 YU/BD## 4 assert NA in_set("YU", "BD", "SHP", "SRT") line 160 YU/BD## 5 assert NA in_set("YU", "BD", "SHP", "SRT") line 180 YU/BD## [omitted 375 rows]## Error: assertr stopped executionOnly names one violation.
25 / 30
assertr package
Use chain_start() and chain_end() to get all errors.
26 / 30
assertr package
Use chain_start() and chain_end() to get all errors.
delays %>% chain_start() %>% assert(in_set("YU", "BD", "SHP", "SRT"), line) %>% assert(within_bounds(0, Inf), min_delay) %>% assert(not_na, min_delay) %>% chain_end()26 / 30
assertr package
Use chain_start() and chain_end() to get all errors.
delays %>% chain_start() %>% assert(in_set("YU", "BD", "SHP", "SRT"), line) %>% assert(within_bounds(0, Inf), min_delay) %>% assert(not_na, min_delay) %>% chain_end()## There are 1416 errors across 2 verbs:## - ## verb redux_fn predicate column index## 1 assert NA in_set("YU", "BD", "SHP", "SRT") line 27## 2 assert NA in_set("YU", "BD", "SHP", "SRT") line 71## 3 assert NA in_set("YU", "BD", "SHP", "SRT") line 121## 4 assert NA in_set("YU", "BD", "SHP", "SRT") line 160## 5 assert NA in_set("YU", "BD", "SHP", "SRT") line 180## 6 assert NA in_set("YU", "BD", "SHP", "SRT") line 250## 7 assert NA in_set("YU", "BD", "SHP", "SRT") line 311## 8 assert NA in_set("YU", "BD", "SHP", "SRT") line 352## 9 assert NA in_set("YU", "BD", "SHP", "SRT") line 391## 10 assert NA in_set("YU", "BD", "SHP", "SRT") line 415## 11 assert NA in_set("YU", "BD", "SHP", "SRT") line 455## 12 assert NA in_set("YU", "BD", "SHP", "SRT") line 462## 13 assert NA in_set("YU", "BD", "SHP", "SRT") line 508## 14 assert NA in_set("YU", "BD", "SHP", "SRT") line 559## 15 assert NA in_set("YU", "BD", "SHP", "SRT") line 600## 16 assert NA in_set("YU", "BD", "SHP", "SRT") line 654## 17 assert NA in_set("YU", "BD", "SHP", "SRT") line 701## 18 assert NA in_set("YU", "BD", "SHP", "SRT") line 819## 19 assert NA in_set("YU", "BD", "SHP", "SRT") line 869## 20 assert NA in_set("YU", "BD", "SHP", "SRT") line 980## 21 assert NA in_set("YU", "BD", "SHP", "SRT") line 1102## 22 assert NA in_set("YU", "BD", "SHP", "SRT") line 1158## 23 assert NA in_set("YU", "BD", "SHP", "SRT") line 1216## 24 assert NA in_set("YU", "BD", "SHP", "SRT") line 1291## 25 assert NA in_set("YU", "BD", "SHP", "SRT") line 1348## 26 assert NA in_set("YU", "BD", "SHP", "SRT") line 1415## 27 assert NA in_set("YU", "BD", "SHP", "SRT") line 1464## 28 assert NA in_set("YU", "BD", "SHP", "SRT") line 1505## 29 assert NA in_set("YU", "BD", "SHP", "SRT") line 1591## 30 assert NA in_set("YU", "BD", "SHP", "SRT") line 1662## 31 assert NA in_set("YU", "BD", "SHP", "SRT") line 1731## 32 assert NA in_set("YU", "BD", "SHP", "SRT") line 1766## 33 assert NA in_set("YU", "BD", "SHP", "SRT") line 1809## 34 assert NA in_set("YU", "BD", "SHP", "SRT") line 1857## 35 assert NA in_set("YU", "BD", "SHP", "SRT") line 1867## 36 assert NA in_set("YU", "BD", "SHP", "SRT") line 1912## 37 assert NA in_set("YU", "BD", "SHP", "SRT") line 1965## 38 assert NA in_set("YU", "BD", "SHP", "SRT") line 2003## 39 assert NA in_set("YU", "BD", "SHP", "SRT") line 2069## 40 assert NA in_set("YU", "BD", "SHP", "SRT") line 2147## 41 assert NA in_set("YU", "BD", "SHP", "SRT") line 2194## 42 assert NA in_set("YU", "BD", "SHP", "SRT") line 2244## 43 assert NA in_set("YU", "BD", "SHP", "SRT") line 2279## 44 assert NA in_set("YU", "BD", "SHP", "SRT") line 2314## 45 assert NA in_set("YU", "BD", "SHP", "SRT") line 2371## 46 assert NA in_set("YU", "BD", "SHP", "SRT") line 2429## 47 assert NA in_set("YU", "BD", "SHP", "SRT") line 2475## 48 assert NA in_set("YU", "BD", "SHP", "SRT") line 2513## 49 assert NA in_set("YU", "BD", "SHP", "SRT") line 2543## 50 assert NA in_set("YU", "BD", "SHP", "SRT") line 2581## 51 assert NA in_set("YU", "BD", "SHP", "SRT") line 2650## 52 assert NA in_set("YU", "BD", "SHP", "SRT") line 2695## 53 assert NA in_set("YU", "BD", "SHP", "SRT") line 2754## 54 assert NA in_set("YU", "BD", "SHP", "SRT") line 2807## 55 assert NA in_set("YU", "BD", "SHP", "SRT") line 2846## 56 assert NA in_set("YU", "BD", "SHP", "SRT") line 2891## 57 assert NA in_set("YU", "BD", "SHP", "SRT") line 2941## 58 assert NA in_set("YU", "BD", "SHP", "SRT") line 3001## 59 assert NA in_set("YU", "BD", "SHP", "SRT") line 3064## 60 assert NA in_set("YU", "BD", "SHP", "SRT") line 3118## 61 assert NA in_set("YU", "BD", "SHP", "SRT") line 3183## 62 assert NA in_set("YU", "BD", "SHP", "SRT") line 3228## 63 assert NA in_set("YU", "BD", "SHP", "SRT") line 3263## 64 assert NA in_set("YU", "BD", "SHP", "SRT") line 3327## 65 assert NA in_set("YU", "BD", "SHP", "SRT") line 3383## 66 assert NA in_set("YU", "BD", "SHP", "SRT") line 3443## 67 assert NA in_set("YU", "BD", "SHP", "SRT") line 3507## 68 assert NA in_set("YU", "BD", "SHP", "SRT") line 3538## 69 assert NA in_set("YU", "BD", "SHP", "SRT") line 3572## 70 assert NA in_set("YU", "BD", "SHP", "SRT") line 3604## 71 assert NA in_set("YU", "BD", "SHP", "SRT") line 3670## 72 assert NA in_set("YU", "BD", "SHP", "SRT") line 3723## 73 assert NA in_set("YU", "BD", "SHP", "SRT") line 3795## 74 assert NA in_set("YU", "BD", "SHP", "SRT") line 3877## 75 assert NA in_set("YU", "BD", "SHP", "SRT") line 3929## 76 assert NA in_set("YU", "BD", "SHP", "SRT") line 3973## 77 assert NA in_set("YU", "BD", "SHP", "SRT") line 4006## 78 assert NA in_set("YU", "BD", "SHP", "SRT") line 4066## 79 assert NA in_set("YU", "BD", "SHP", "SRT") line 4122## 80 assert NA in_set("YU", "BD", "SHP", "SRT") line 4182## 81 assert NA in_set("YU", "BD", "SHP", "SRT") line 4224## 82 assert NA in_set("YU", "BD", "SHP", "SRT") line 4275## 83 assert NA in_set("YU", "BD", "SHP", "SRT") line 4325## 84 assert NA in_set("YU", "BD", "SHP", "SRT") line 4348## 85 assert NA in_set("YU", "BD", "SHP", "SRT") line 4407## 86 assert NA in_set("YU", "BD", "SHP", "SRT") line 4475## 87 assert NA in_set("YU", "BD", "SHP", "SRT") line 4534## 88 assert NA in_set("YU", "BD", "SHP", "SRT") line 4595## 89 assert NA in_set("YU", "BD", "SHP", "SRT") line 4640## 90 assert NA in_set("YU", "BD", "SHP", "SRT") line 4734## 91 assert NA in_set("YU", "BD", "SHP", "SRT") line 4801## 92 assert NA in_set("YU", "BD", "SHP", "SRT") line 4864## 93 assert NA in_set("YU", "BD", "SHP", "SRT") line 4947## 94 assert NA in_set("YU", "BD", "SHP", "SRT") line 4961## 95 assert NA in_set("YU", "BD", "SHP", "SRT") line 4964## 96 assert NA in_set("YU", "BD", "SHP", "SRT") line 5037## 97 assert NA in_set("YU", "BD", "SHP", "SRT") line 5091## 98 assert NA in_set("YU", "BD", "SHP", "SRT") line 5143## 99 assert NA in_set("YU", "BD", "SHP", "SRT") line 5210## 100 assert NA in_set("YU", "BD", "SHP", "SRT") line 5288## 101 assert NA in_set("YU", "BD", "SHP", "SRT") line 5365## 102 assert NA in_set("YU", "BD", "SHP", "SRT") line 5414## 103 assert NA in_set("YU", "BD", "SHP", "SRT") line 5453## 104 assert NA in_set("YU", "BD", "SHP", "SRT") line 5520## 105 assert NA in_set("YU", "BD", "SHP", "SRT") line 5580## 106 assert NA in_set("YU", "BD", "SHP", "SRT") line 5636## 107 assert NA in_set("YU", "BD", "SHP", "SRT") line 5696## 108 assert NA in_set("YU", "BD", "SHP", "SRT") line 5748## 109 assert NA in_set("YU", "BD", "SHP", "SRT") line 5795## 110 assert NA in_set("YU", "BD", "SHP", "SRT") line 5830## 111 assert NA in_set("YU", "BD", "SHP", "SRT") line 5932## 112 assert NA in_set("YU", "BD", "SHP", "SRT") line 5989## 113 assert NA in_set("YU", "BD", "SHP", "SRT") line 6029## 114 assert NA in_set("YU", "BD", "SHP", "SRT") line 6089## 115 assert NA in_set("YU", "BD", "SHP", "SRT") line 6134## 116 assert NA in_set("YU", "BD", "SHP", "SRT") line 6177## 117 assert NA in_set("YU", "BD", "SHP", "SRT") line 6247## 118 assert NA in_set("YU", "BD", "SHP", "SRT") line 6317## 119 assert NA in_set("YU", "BD", "SHP", "SRT") line 6379## 120 assert NA in_set("YU", "BD", "SHP", "SRT") line 6444## 121 assert NA in_set("YU", "BD", "SHP", "SRT") line 6516## 122 assert NA in_set("YU", "BD", "SHP", "SRT") line 6536## 123 assert NA in_set("YU", "BD", "SHP", "SRT") line 6561## 124 assert NA in_set("YU", "BD", "SHP", "SRT") line 6573## 125 assert NA in_set("YU", "BD", "SHP", "SRT") line 6681## 126 assert NA in_set("YU", "BD", "SHP", "SRT") line 6726## 127 assert NA in_set("YU", "BD", "SHP", "SRT") line 6770## 128 assert NA in_set("YU", "BD", "SHP", "SRT") line 6857## 129 assert NA in_set("YU", "BD", "SHP", "SRT") line 6934## 130 assert NA in_set("YU", "BD", "SHP", "SRT") line 6995## 131 assert NA in_set("YU", "BD", "SHP", "SRT") line 7068## 132 assert NA in_set("YU", "BD", "SHP", "SRT") line 7111## 133 assert NA in_set("YU", "BD", "SHP", "SRT") line 7152## 134 assert NA in_set("YU", "BD", "SHP", "SRT") line 7212## 135 assert NA in_set("YU", "BD", "SHP", "SRT") line 7277## 136 assert NA in_set("YU", "BD", "SHP", "SRT") line 7344## 137 assert NA in_set("YU", "BD", "SHP", "SRT") line 7416## 138 assert NA in_set("YU", "BD", "SHP", "SRT") line 7479## 139 assert NA in_set("YU", "BD", "SHP", "SRT") line 7586## 140 assert NA in_set("YU", "BD", "SHP", "SRT") line 7650## 141 assert NA in_set("YU", "BD", "SHP", "SRT") line 7716## 142 assert NA in_set("YU", "BD", "SHP", "SRT") line 7800## 143 assert NA in_set("YU", "BD", "SHP", "SRT") line 7865## 144 assert NA in_set("YU", "BD", "SHP", "SRT") line 7884## 145 assert NA in_set("YU", "BD", "SHP", "SRT") line 7931## 146 assert NA in_set("YU", "BD", "SHP", "SRT") line 7980## 147 assert NA in_set("YU", "BD", "SHP", "SRT") line 8024## 148 assert NA in_set("YU", "BD", "SHP", "SRT") line 8108## 149 assert NA in_set("YU", "BD", "SHP", "SRT") line 8178## 150 assert NA in_set("YU", "BD", "SHP", "SRT") line 8179## 151 assert NA in_set("YU", "BD", "SHP", "SRT") line 8247## 152 assert NA in_set("YU", "BD", "SHP", "SRT") line 8314## 153 assert NA in_set("YU", "BD", "SHP", "SRT") line 8381## 154 assert NA in_set("YU", "BD", "SHP", "SRT") line 8442## 155 assert NA in_set("YU", "BD", "SHP", "SRT") line 8447## 156 assert NA in_set("YU", "BD", "SHP", "SRT") line 8511## 157 assert NA in_set("YU", "BD", "SHP", "SRT") line 8552## 158 assert NA in_set("YU", "BD", "SHP", "SRT") line 8586## 159 assert NA in_set("YU", "BD", "SHP", "SRT") line 8668## 160 assert NA in_set("YU", "BD", "SHP", "SRT") line 8746## 161 assert NA in_set("YU", "BD", "SHP", "SRT") line 8814## 162 assert NA in_set("YU", "BD", "SHP", "SRT") line 8878## 163 assert NA in_set("YU", "BD", "SHP", "SRT") line 8947## 164 assert NA in_set("YU", "BD", "SHP", "SRT") line 8990## 165 assert NA in_set("YU", "BD", "SHP", "SRT") line 9020## 166 assert NA in_set("YU", "BD", "SHP", "SRT") line 9094## 167 assert NA in_set("YU", "BD", "SHP", "SRT") line 9152## 168 assert NA in_set("YU", "BD", "SHP", "SRT") line 9217## 169 assert NA in_set("YU", "BD", "SHP", "SRT") line 9270## 170 assert NA in_set("YU", "BD", "SHP", "SRT") line 9331## 171 assert NA in_set("YU", "BD", "SHP", "SRT") line 9400## 172 assert NA in_set("YU", "BD", "SHP", "SRT") line 9457## 173 assert NA in_set("YU", "BD", "SHP", "SRT") line 9516## 174 assert NA in_set("YU", "BD", "SHP", "SRT") line 9589## 175 assert NA in_set("YU", "BD", "SHP", "SRT") line 9655## 176 assert NA in_set("YU", "BD", "SHP", "SRT") line 9701## 177 assert NA in_set("YU", "BD", "SHP", "SRT") line 9718## 178 assert NA in_set("YU", "BD", "SHP", "SRT") line 9813## 179 assert NA in_set("YU", "BD", "SHP", "SRT") line 9884## 180 assert NA in_set("YU", "BD", "SHP", "SRT") line 9946## 181 assert NA in_set("YU", "BD", "SHP", "SRT") line 10002## 182 assert NA in_set("YU", "BD", "SHP", "SRT") line 10015## 183 assert NA in_set("YU", "BD", "SHP", "SRT") line 10059## 184 assert NA in_set("YU", "BD", "SHP", "SRT") line 10132## 185 assert NA in_set("YU", "BD", "SHP", "SRT") line 10176## 186 assert NA in_set("YU", "BD", "SHP", "SRT") line 10214## 187 assert NA in_set("YU", "BD", "SHP", "SRT") line 10246## 188 assert NA in_set("YU", "BD", "SHP", "SRT") line 10301## 189 assert NA in_set("YU", "BD", "SHP", "SRT") line 10351## 190 assert NA in_set("YU", "BD", "SHP", "SRT") line 10419## 191 assert NA in_set("YU", "BD", "SHP", "SRT") line 10462## 192 assert NA in_set("YU", "BD", "SHP", "SRT") line 10521## 193 assert NA in_set("YU", "BD", "SHP", "SRT") line 10561## 194 assert NA in_set("YU", "BD", "SHP", "SRT") line 10593## 195 assert NA in_set("YU", "BD", "SHP", "SRT") line 10642## 196 assert NA in_set("YU", "BD", "SHP", "SRT") line 10698## 197 assert NA in_set("YU", "BD", "SHP", "SRT") line 10729## 198 assert NA in_set("YU", "BD", "SHP", "SRT") line 10782## 199 assert NA in_set("YU", "BD", "SHP", "SRT") line 10845## 200 assert NA in_set("YU", "BD", "SHP", "SRT") line 10881## 201 assert NA in_set("YU", "BD", "SHP", "SRT") line 10909## 202 assert NA in_set("YU", "BD", "SHP", "SRT") line 10982## 203 assert NA in_set("YU", "BD", "SHP", "SRT") line 11032## 204 assert NA in_set("YU", "BD", "SHP", "SRT") line 11101## 205 assert NA in_set("YU", "BD", "SHP", "SRT") line 11148## 206 assert NA in_set("YU", "BD", "SHP", "SRT") line 11212## 207 assert NA in_set("YU", "BD", "SHP", "SRT") line 11251## 208 assert NA in_set("YU", "BD", "SHP", "SRT") line 11290## 209 assert NA in_set("YU", "BD", "SHP", "SRT") line 11291## 210 assert NA in_set("YU", "BD", "SHP", "SRT") line 11330## 211 assert NA in_set("YU", "BD", "SHP", "SRT") line 11352## 212 assert NA in_set("YU", "BD", "SHP", "SRT") line 11388## 213 assert NA in_set("YU", "BD", "SHP", "SRT") line 11446## 214 assert NA in_set("YU", "BD", "SHP", "SRT") line 11453## 215 assert NA in_set("YU", "BD", "SHP", "SRT") line 11494## 216 assert NA in_set("YU", "BD", "SHP", "SRT") line 11501## 217 assert NA in_set("YU", "BD", "SHP", "SRT") line 11553## 218 assert NA in_set("YU", "BD", "SHP", "SRT") line 11583## 219 assert NA in_set("YU", "BD", "SHP", "SRT") line 11637## 220 assert NA in_set("YU", "BD", "SHP", "SRT") line 11681## 221 assert NA in_set("YU", "BD", "SHP", "SRT") line 11721## 222 assert NA in_set("YU", "BD", "SHP", "SRT") line 11762## 223 assert NA in_set("YU", "BD", "SHP", "SRT") line 11794## 224 assert NA in_set("YU", "BD", "SHP", "SRT") line 11858## 225 assert NA in_set("YU", "BD", "SHP", "SRT") line 11931## 226 assert NA in_set("YU", "BD", "SHP", "SRT") line 12007## 227 assert NA in_set("YU", "BD", "SHP", "SRT") line 12072## 228 assert NA in_set("YU", "BD", "SHP", "SRT") line 12156## 229 assert NA in_set("YU", "BD", "SHP", "SRT") line 12204## 230 assert NA in_set("YU", "BD", "SHP", "SRT") line 12231## 231 assert NA in_set("YU", "BD", "SHP", "SRT") line 12309## 232 assert NA in_set("YU", "BD", "SHP", "SRT") line 12364## 233 assert NA in_set("YU", "BD", "SHP", "SRT") line 12433## 234 assert NA in_set("YU", "BD", "SHP", "SRT") line 12514## 235 assert NA in_set("YU", "BD", "SHP", "SRT") line 12588## 236 assert NA in_set("YU", "BD", "SHP", "SRT") line 12640## 237 assert NA in_set("YU", "BD", "SHP", "SRT") line 12677## 238 assert NA in_set("YU", "BD", "SHP", "SRT") line 12727## 239 assert NA in_set("YU", "BD", "SHP", "SRT") line 12789## 240 assert NA in_set("YU", "BD", "SHP", "SRT") line 12841## 241 assert NA in_set("YU", "BD", "SHP", "SRT") line 12913## 242 assert NA in_set("YU", "BD", "SHP", "SRT") line 12976## 243 assert NA in_set("YU", "BD", "SHP", "SRT") line 13015## 244 assert NA in_set("YU", "BD", "SHP", "SRT") line 13062## 245 assert NA in_set("YU", "BD", "SHP", "SRT") line 13143## 246 assert NA in_set("YU", "BD", "SHP", "SRT") line 13206## 247 assert NA in_set("YU", "BD", "SHP", "SRT") line 13261## 248 assert NA in_set("YU", "BD", "SHP", "SRT") line 13310## 249 assert NA in_set("YU", "BD", "SHP", "SRT") line 13376## 250 assert NA in_set("YU", "BD", "SHP", "SRT") line 13437## 251 assert NA in_set("YU", "BD", "SHP", "SRT") line 13446## 252 assert NA in_set("YU", "BD", "SHP", "SRT") line 13508## 253 assert NA in_set("YU", "BD", "SHP", "SRT") line 13577## 254 assert NA in_set("YU", "BD", "SHP", "SRT") line 13641## 255 assert NA in_set("YU", "BD", "SHP", "SRT") line 13646## 256 assert NA in_set("YU", "BD", "SHP", "SRT") line 13681## 257 assert NA in_set("YU", "BD", "SHP", "SRT") line 13717## 258 assert NA in_set("YU", "BD", "SHP", "SRT") line 13726## 259 assert NA in_set("YU", "BD", "SHP", "SRT") line 13765## 260 assert NA in_set("YU", "BD", "SHP", "SRT") line 13772## 261 assert NA in_set("YU", "BD", "SHP", "SRT") line 13886## 262 assert NA in_set("YU", "BD", "SHP", "SRT") line 13950## 263 assert NA in_set("YU", "BD", "SHP", "SRT") line 14010## 264 assert NA in_set("YU", "BD", "SHP", "SRT") line 14080## 265 assert NA in_set("YU", "BD", "SHP", "SRT") line 14170## 266 assert NA in_set("YU", "BD", "SHP", "SRT") line 14208## 267 assert NA in_set("YU", "BD", "SHP", "SRT") line 14240## 268 assert NA in_set("YU", "BD", "SHP", "SRT") line 14247## 269 assert NA in_set("YU", "BD", "SHP", "SRT") line 14303## 270 assert NA in_set("YU", "BD", "SHP", "SRT") line 14372## 271 assert NA in_set("YU", "BD", "SHP", "SRT") line 14451## 272 assert NA in_set("YU", "BD", "SHP", "SRT") line 14512## 273 assert NA in_set("YU", "BD", "SHP", "SRT") line 14513## 274 assert NA in_set("YU", "BD", "SHP", "SRT") line 14590## 275 assert NA in_set("YU", "BD", "SHP", "SRT") line 14643## 276 assert NA in_set("YU", "BD", "SHP", "SRT") line 14670## 277 assert NA in_set("YU", "BD", "SHP", "SRT") line 14727## 278 assert NA in_set("YU", "BD", "SHP", "SRT") line 14802## 279 assert NA in_set("YU", "BD", "SHP", "SRT") line 14880## 280 assert NA in_set("YU", "BD", "SHP", "SRT") line 14943## 281 assert NA in_set("YU", "BD", "SHP", "SRT") line 14988## 282 assert NA in_set("YU", "BD", "SHP", "SRT") line 15037## 283 assert NA in_set("YU", "BD", "SHP", "SRT") line 15058## 284 assert NA in_set("YU", "BD", "SHP", "SRT") line 15107## 285 assert NA in_set("YU", "BD", "SHP", "SRT") line 15186## 286 assert NA in_set("YU", "BD", "SHP", "SRT") line 15248## 287 assert NA in_set("YU", "BD", "SHP", "SRT") line 15298## 288 assert NA in_set("YU", "BD", "SHP", "SRT") line 15340## 289 assert NA in_set("YU", "BD", "SHP", "SRT") line 15400## 290 assert NA in_set("YU", "BD", "SHP", "SRT") line 15407## 291 assert NA in_set("YU", "BD", "SHP", "SRT") line 15445## 292 assert NA in_set("YU", "BD", "SHP", "SRT") line 15524## 293 assert NA in_set("YU", "BD", "SHP", "SRT") line 15601## 294 assert NA in_set("YU", "BD", "SHP", "SRT") line 15639## 295 assert NA in_set("YU", "BD", "SHP", "SRT") line 15676## 296 assert NA in_set("YU", "BD", "SHP", "SRT") line 15771## 297 assert NA in_set("YU", "BD", "SHP", "SRT") line 15825## 298 assert NA in_set("YU", "BD", "SHP", "SRT") line 15887## 299 assert NA in_set("YU", "BD", "SHP", "SRT") line 15951## 300 assert NA in_set("YU", "BD", "SHP", "SRT") line 16012## 301 assert NA in_set("YU", "BD", "SHP", "SRT") line 16050## 302 assert NA in_set("YU", "BD", "SHP", "SRT") line 16089## 303 assert NA in_set("YU", "BD", "SHP", "SRT") line 16175## 304 assert NA in_set("YU", "BD", "SHP", "SRT") line 16260## 305 assert NA in_set("YU", "BD", "SHP", "SRT") line 16320## 306 assert NA in_set("YU", "BD", "SHP", "SRT") line 16382## 307 assert NA in_set("YU", "BD", "SHP", "SRT") line 16393## 308 assert NA in_set("YU", "BD", "SHP", "SRT") line 16447## 309 assert NA in_set("YU", "BD", "SHP", "SRT") line 16501## 310 assert NA in_set("YU", "BD", "SHP", "SRT") line 16539## 311 assert NA in_set("YU", "BD", "SHP", "SRT") line 16551## 312 assert NA in_set("YU", "BD", "SHP", "SRT") line 16617## 313 assert NA in_set("YU", "BD", "SHP", "SRT") line 16695## 314 assert NA in_set("YU", "BD", "SHP", "SRT") line 16750## 315 assert NA in_set("YU", "BD", "SHP", "SRT") line 16817## 316 assert NA in_set("YU", "BD", "SHP", "SRT") line 16878## 317 assert NA in_set("YU", "BD", "SHP", "SRT") line 16931## 318 assert NA in_set("YU", "BD", "SHP", "SRT") line 17081## 319 assert NA in_set("YU", "BD", "SHP", "SRT") line 17137## 320 assert NA in_set("YU", "BD", "SHP", "SRT") line 17227## 321 assert NA in_set("YU", "BD", "SHP", "SRT") line 17280## 322 assert NA in_set("YU", "BD", "SHP", "SRT") line 17317## 323 assert NA in_set("YU", "BD", "SHP", "SRT") line 17379## 324 assert NA in_set("YU", "BD", "SHP", "SRT") line 17434## 325 assert NA in_set("YU", "BD", "SHP", "SRT") line 17492## 326 assert NA in_set("YU", "BD", "SHP", "SRT") line 17558## 327 assert NA in_set("YU", "BD", "SHP", "SRT") line 17626## 328 assert NA in_set("YU", "BD", "SHP", "SRT") line 17668## 329 assert NA in_set("YU", "BD", "SHP", "SRT") line 17705## 330 assert NA in_set("YU", "BD", "SHP", "SRT") line 17769## 331 assert NA in_set("YU", "BD", "SHP", "SRT") line 17833## 332 assert NA in_set("YU", "BD", "SHP", "SRT") line 17897## 333 assert NA in_set("YU", "BD", "SHP", "SRT") line 17961## 334 assert NA in_set("YU", "BD", "SHP", "SRT") line 18035## 335 assert NA in_set("YU", "BD", "SHP", "SRT") line 18093## 336 assert NA in_set("YU", "BD", "SHP", "SRT") line 18123## 337 assert NA in_set("YU", "BD", "SHP", "SRT") line 18194## 338 assert NA in_set("YU", "BD", "SHP", "SRT") line 18267## 339 assert NA in_set("YU", "BD", "SHP", "SRT") line 18324## 340 assert NA in_set("YU", "BD", "SHP", "SRT") line 18387## 341 assert NA in_set("YU", "BD", "SHP", "SRT") line 18458## 342 assert NA in_set("YU", "BD", "SHP", "SRT") line 18468## 343 assert NA in_set("YU", "BD", "SHP", "SRT") line 18519## 344 assert NA in_set("YU", "BD", "SHP", "SRT") line 18634## 345 assert NA in_set("YU", "BD", "SHP", "SRT") line 18688## 346 assert NA in_set("YU", "BD", "SHP", "SRT") line 18744## 347 assert NA in_set("YU", "BD", "SHP", "SRT") line 18798## 348 assert NA in_set("YU", "BD", "SHP", "SRT") line 18880## 349 assert NA in_set("YU", "BD", "SHP", "SRT") line 18929## 350 assert NA in_set("YU", "BD", "SHP", "SRT") line 19010## 351 assert NA in_set("YU", "BD", "SHP", "SRT") line 19082## 352 assert NA in_set("YU", "BD", "SHP", "SRT") line 19137## 353 assert NA in_set("YU", "BD", "SHP", "SRT") line 19210## 354 assert NA in_set("YU", "BD", "SHP", "SRT") line 19274## 355 assert NA in_set("YU", "BD", "SHP", "SRT") line 19354## 356 assert NA in_set("YU", "BD", "SHP", "SRT") line 19379## 357 assert NA in_set("YU", "BD", "SHP", "SRT") line 19442## 358 assert NA in_set("YU", "BD", "SHP", "SRT") line 19507## 359 assert NA in_set("YU", "BD", "SHP", "SRT") line 19576## 360 assert NA in_set("YU", "BD", "SHP", "SRT") line 19619## 361 assert NA in_set("YU", "BD", "SHP", "SRT") line 19635## 362 assert NA in_set("YU", "BD", "SHP", "SRT") line 19678## 363 assert NA in_set("YU", "BD", "SHP", "SRT") line 19702## 364 assert NA in_set("YU", "BD", "SHP", "SRT") line 19804## 365 assert NA in_set("YU", "BD", "SHP", "SRT") line 19869## 366 assert NA in_set("YU", "BD", "SHP", "SRT") line 19940## 367 assert NA in_set("YU", "BD", "SHP", "SRT") line 19993## 368 assert NA in_set("YU", "BD", "SHP", "SRT") line 20044## 369 assert NA in_set("YU", "BD", "SHP", "SRT") line 20088## 370 assert NA in_set("YU", "BD", "SHP", "SRT") line 20127## 371 assert NA in_set("YU", "BD", "SHP", "SRT") line 20170## 372 assert NA in_set("YU", "BD", "SHP", "SRT") line 20242## 373 assert NA in_set("YU", "BD", "SHP", "SRT") line 20293## 374 assert NA in_set("YU", "BD", "SHP", "SRT") line 20343## 375 assert NA in_set("YU", "BD", "SHP", "SRT") line 20408## 376 assert NA in_set("YU", "BD", "SHP", "SRT") line 20485## 377 assert NA in_set("YU", "BD", "SHP", "SRT") line 20493## 378 assert NA in_set("YU", "BD", "SHP", "SRT") line 20585## 379 assert NA in_set("YU", "BD", "SHP", "SRT") line 20648## 380 assert NA in_set("YU", "BD", "SHP", "SRT") line 20726## 381 assert NA not_na min_delay 24## 382 assert NA not_na min_delay 87## 383 assert NA not_na min_delay 99## 384 assert NA not_na min_delay 124## 385 assert NA not_na min_delay 135## 386 assert NA not_na min_delay 143## 387 assert NA not_na min_delay 179## 388 assert NA not_na min_delay 196## 389 assert NA not_na min_delay 210## 390 assert NA not_na min_delay 224## 391 assert NA not_na min_delay 251## 392 assert NA not_na min_delay 278## 393 assert NA not_na min_delay 290## 394 assert NA not_na min_delay 301## 395 assert NA not_na min_delay 312## 396 assert NA not_na min_delay 318## 397 assert NA not_na min_delay 321## 398 assert NA not_na min_delay 324## 399 assert NA not_na min_delay 333## 400 assert NA not_na min_delay 341## 401 assert NA not_na min_delay 346## 402 assert NA not_na min_delay 350## 403 assert NA not_na min_delay 352## 404 assert NA not_na min_delay 374## 405 assert NA not_na min_delay 392## 406 assert NA not_na min_delay 395## 407 assert NA not_na min_delay 397## 408 assert NA not_na min_delay 433## 409 assert NA not_na min_delay 451## 410 assert NA not_na min_delay 464## 411 assert NA not_na min_delay 478## 412 assert NA not_na min_delay 495## 413 assert NA not_na min_delay 506## 414 assert NA not_na min_delay 521## 415 assert NA not_na min_delay 602## 416 assert NA not_na min_delay 608## 417 assert NA not_na min_delay 654## 418 assert NA not_na min_delay 666## 419 assert NA not_na min_delay 690## 420 assert NA not_na min_delay 700## 421 assert NA not_na min_delay 708## 422 assert NA not_na min_delay 715## 423 assert NA not_na min_delay 716## 424 assert NA not_na min_delay 829## 425 assert NA not_na min_delay 864## 426 assert NA not_na min_delay 891## 427 assert NA not_na min_delay 900## 428 assert NA not_na min_delay 904## 429 assert NA not_na min_delay 998## 430 assert NA not_na min_delay 1021## 431 assert NA not_na min_delay 1042## 432 assert NA not_na min_delay 1049## 433 assert NA not_na min_delay 1077## 434 assert NA not_na min_delay 1101## 435 assert NA not_na min_delay 1119## 436 assert NA not_na min_delay 1133## 437 assert NA not_na min_delay 1140## 438 assert NA not_na min_delay 1213## 439 assert NA not_na min_delay 1246## 440 assert NA not_na min_delay 1253## 441 assert NA not_na min_delay 1292## 442 assert NA not_na min_delay 1313## 443 assert NA not_na min_delay 1328## 444 assert NA not_na min_delay 1338## 445 assert NA not_na min_delay 1365## 446 assert NA not_na min_delay 1370## 447 assert NA not_na min_delay 1389## 448 assert NA not_na min_delay 1417## 449 assert NA not_na min_delay 1428## 450 assert NA not_na min_delay 1459## 451 assert NA not_na min_delay 1533## 452 assert NA not_na min_delay 1535## 453 assert NA not_na min_delay 1536## 454 assert NA not_na min_delay 1578## 455 assert NA not_na min_delay 1596## 456 assert NA not_na min_delay 1605## 457 assert NA not_na min_delay 1606## 458 assert NA not_na min_delay 1628## 459 assert NA not_na min_delay 1662## 460 assert NA not_na min_delay 1687## 461 assert NA not_na min_delay 1700## 462 assert NA not_na min_delay 1744## 463 assert NA not_na min_delay 1745## 464 assert NA not_na min_delay 1822## 465 assert NA not_na min_delay 1848## 466 assert NA not_na min_delay 1850## 467 assert NA not_na min_delay 1864## 468 assert NA not_na min_delay 1868## 469 assert NA not_na min_delay 1902## 470 assert NA not_na min_delay 1903## 471 assert NA not_na min_delay 1925## 472 assert NA not_na min_delay 1966## 473 assert NA not_na min_delay 1974## 474 assert NA not_na min_delay 2003## 475 assert NA not_na min_delay 2010## 476 assert NA not_na min_delay 2066## 477 assert NA not_na min_delay 2139## 478 assert NA not_na min_delay 2192## 479 assert NA not_na min_delay 2194## 480 assert NA not_na min_delay 2201## 481 assert NA not_na min_delay 2207## 482 assert NA not_na min_delay 2222## 483 assert NA not_na min_delay 2243## 484 assert NA not_na min_delay 2272## 485 assert NA not_na min_delay 2274## 486 assert NA not_na min_delay 2297## 487 assert NA not_na min_delay 2300## 488 assert NA not_na min_delay 2316## 489 assert NA not_na min_delay 2363## 490 assert NA not_na min_delay 2373## 491 assert NA not_na min_delay 2374## 492 assert NA not_na min_delay 2404## 493 assert NA not_na min_delay 2418## 494 assert NA not_na min_delay 2420## 495 assert NA not_na min_delay 2489## 496 assert NA not_na min_delay 2494## 497 assert NA not_na min_delay 2526## 498 assert NA not_na min_delay 2529## 499 assert NA not_na min_delay 2543## 500 assert NA not_na min_delay 2563## 501 assert NA not_na min_delay 2567## 502 assert NA not_na min_delay 2600## 503 assert NA not_na min_delay 2642## 504 assert NA not_na min_delay 2751## 505 assert NA not_na min_delay 2775## 506 assert NA not_na min_delay 2792## 507 assert NA not_na min_delay 2910## 508 assert NA not_na min_delay 2912## 509 assert NA not_na min_delay 2985## 510 assert NA not_na min_delay 3009## 511 assert NA not_na min_delay 3016## 512 assert NA not_na min_delay 3028## 513 assert NA not_na min_delay 3051## 514 assert NA not_na min_delay 3062## 515 assert NA not_na min_delay 3090## 516 assert NA not_na min_delay 3101## 517 assert NA not_na min_delay 3115## 518 assert NA not_na min_delay 3131## 519 assert NA not_na min_delay 3154## 520 assert NA not_na min_delay 3159## 521 assert NA not_na min_delay 3193## 522 assert NA not_na min_delay 3223## 523 assert NA not_na min_delay 3232## 524 assert NA not_na min_delay 3236## 525 assert NA not_na min_delay 3279## 526 assert NA not_na min_delay 3298## 527 assert NA not_na min_delay 3301## 528 assert NA not_na min_delay 3306## 529 assert NA not_na min_delay 3317## 530 assert NA not_na min_delay 3348## 531 assert NA not_na min_delay 3358## 532 assert NA not_na min_delay 3418## 533 assert NA not_na min_delay 3421## 534 assert NA not_na min_delay 3430## 535 assert NA not_na min_delay 3436## 536 assert NA not_na min_delay 3437## 537 assert NA not_na min_delay 3445## 538 assert NA not_na min_delay 3450## 539 assert NA not_na min_delay 3462## 540 assert NA not_na min_delay 3497## 541 assert NA not_na min_delay 3504## 542 assert NA not_na min_delay 3572## 543 assert NA not_na min_delay 3582## 544 assert NA not_na min_delay 3584## 545 assert NA not_na min_delay 3591## 546 assert NA not_na min_delay 3603## 547 assert NA not_na min_delay 3607## 548 assert NA not_na min_delay 3688## 549 assert NA not_na min_delay 3708## 550 assert NA not_na min_delay 3744## 551 assert NA not_na min_delay 3759## 552 assert NA not_na min_delay 3761## 553 assert NA not_na min_delay 3812## 554 assert NA not_na min_delay 3813## 555 assert NA not_na min_delay 3837## 556 assert NA not_na min_delay 3847## 557 assert NA not_na min_delay 3871## 558 assert NA not_na min_delay 3872## 559 assert NA not_na min_delay 3887## 560 assert NA not_na min_delay 3905## 561 assert NA not_na min_delay 3921## 562 assert NA not_na min_delay 3954## 563 assert NA not_na min_delay 3964## 564 assert NA not_na min_delay 3967## 565 assert NA not_na min_delay 4034## 566 assert NA not_na min_delay 4038## 567 assert NA not_na min_delay 4056## 568 assert NA not_na min_delay 4083## 569 assert NA not_na min_delay 4222## 570 assert NA not_na min_delay 4237## 571 assert NA not_na min_delay 4291## 572 assert NA not_na min_delay 4293## 573 assert NA not_na min_delay 4307## 574 assert NA not_na min_delay 4323## 575 assert NA not_na min_delay 4329## 576 assert NA not_na min_delay 4358## 577 assert NA not_na min_delay 4397## 578 assert NA not_na min_delay 4407## 579 assert NA not_na min_delay 4419## 580 assert NA not_na min_delay 4422## 581 assert NA not_na min_delay 4427## 582 assert NA not_na min_delay 4428## 583 assert NA not_na min_delay 4430## 584 assert NA not_na min_delay 4437## 585 assert NA not_na min_delay 4456## 586 assert NA not_na min_delay 4469## 587 assert NA not_na min_delay 4472## 588 assert NA not_na min_delay 4527## 589 assert NA not_na min_delay 4540## 590 assert NA not_na min_delay 4554## 591 assert NA not_na min_delay 4565## 592 assert NA not_na min_delay 4640## 593 assert NA not_na min_delay 4679## 594 assert NA not_na min_delay 4690## 595 assert NA not_na min_delay 4692## 596 assert NA not_na min_delay 4716## 597 assert NA not_na min_delay 4790## 598 assert NA not_na min_delay 4828## 599 assert NA not_na min_delay 4842## 600 assert NA not_na min_delay 4858## 601 assert NA not_na min_delay 4875## 602 assert NA not_na min_delay 4893## 603 assert NA not_na min_delay 4901## 604 assert NA not_na min_delay 4942## 605 assert NA not_na min_delay 4962## 606 assert NA not_na min_delay 4984## 607 assert NA not_na min_delay 5005## 608 assert NA not_na min_delay 5014## 609 assert NA not_na min_delay 5036## 610 assert NA not_na min_delay 5076## 611 assert NA not_na min_delay 5105## 612 assert NA not_na min_delay 5121## 613 assert NA not_na min_delay 5175## 614 assert NA not_na min_delay 5181## 615 assert NA not_na min_delay 5192## 616 assert NA not_na min_delay 5203## 617 assert NA not_na min_delay 5214## 618 assert NA not_na min_delay 5226## 619 assert NA not_na min_delay 5262## 620 assert NA not_na min_delay 5279## 621 assert NA not_na min_delay 5284## 622 assert NA not_na min_delay 5292## 623 assert NA not_na min_delay 5309## 624 assert NA not_na min_delay 5320## 625 assert NA not_na min_delay 5332## 626 assert NA not_na min_delay 5349## 627 assert NA not_na min_delay 5352## 628 assert NA not_na min_delay 5355## 629 assert NA not_na min_delay 5356## 630 assert NA not_na min_delay 5359## 631 assert NA not_na min_delay 5372## 632 assert NA not_na min_delay 5374## 633 assert NA not_na min_delay 5381## 634 assert NA not_na min_delay 5420## 635 assert NA not_na min_delay 5432## 636 assert NA not_na min_delay 5492## 637 assert NA not_na min_delay 5533## 638 assert NA not_na min_delay 5536## 639 assert NA not_na min_delay 5635## 640 assert NA not_na min_delay 5636## 641 assert NA not_na min_delay 5646## 642 assert NA not_na min_delay 5657## 643 assert NA not_na min_delay 5682## 644 assert NA not_na min_delay 5707## 645 assert NA not_na min_delay 5743## 646 assert NA not_na min_delay 5778## 647 assert NA not_na min_delay 5796## 648 assert NA not_na min_delay 5915## 649 assert NA not_na min_delay 5925## 650 assert NA not_na min_delay 5990## 651 assert NA not_na min_delay 6001## 652 assert NA not_na min_delay 6020## 653 assert NA not_na min_delay 6042## 654 assert NA not_na min_delay 6076## 655 assert NA not_na min_delay 6077## 656 assert NA not_na min_delay 6094## 657 assert NA not_na min_delay 6104## 658 assert NA not_na min_delay 6117## 659 assert NA not_na min_delay 6122## 660 assert NA not_na min_delay 6130## 661 assert NA not_na min_delay 6222## 662 assert NA not_na min_delay 6240## 663 assert NA not_na min_delay 6244## 664 assert NA not_na min_delay 6266## 665 assert NA not_na min_delay 6291## 666 assert NA not_na min_delay 6300## 667 assert NA not_na min_delay 6303## 668 assert NA not_na min_delay 6312## 669 assert NA not_na min_delay 6325## 670 assert NA not_na min_delay 6336## 671 assert NA not_na min_delay 6344## 672 assert NA not_na min_delay 6349## 673 assert NA not_na min_delay 6389## 674 assert NA not_na min_delay 6391## 675 assert NA not_na min_delay 6430## 676 assert NA not_na min_delay 6464## 677 assert NA not_na min_delay 6485## 678 assert NA not_na min_delay 6506## 679 assert NA not_na min_delay 6515## 680 assert NA not_na min_delay 6517## 681 assert NA not_na min_delay 6524## 682 assert NA not_na min_delay 6531## 683 assert NA not_na min_delay 6557## 684 assert NA not_na min_delay 6587## 685 assert NA not_na min_delay 6590## 686 assert NA not_na min_delay 6613## 687 assert NA not_na min_delay 6615## 688 assert NA not_na min_delay 6617## 689 assert NA not_na min_delay 6621## 690 assert NA not_na min_delay 6635## 691 assert NA not_na min_delay 6640## 692 assert NA not_na min_delay 6647## 693 assert NA not_na min_delay 6663## 694 assert NA not_na min_delay 6687## 695 assert NA not_na min_delay 6693## 696 assert NA not_na min_delay 6700## 697 assert NA not_na min_delay 6703## 698 assert NA not_na min_delay 6710## 699 assert NA not_na min_delay 6712## 700 assert NA not_na min_delay 6718## 701 assert NA not_na min_delay 6736## 702 assert NA not_na min_delay 6739## 703 assert NA not_na min_delay 6741## 704 assert NA not_na min_delay 6769## 705 assert NA not_na min_delay 6779## 706 assert NA not_na min_delay 6781## 707 assert NA not_na min_delay 6786## 708 assert NA not_na min_delay 6857## 709 assert NA not_na min_delay 6880## 710 assert NA not_na min_delay 6886## 711 assert NA not_na min_delay 6898## 712 assert NA not_na min_delay 6900## 713 assert NA not_na min_delay 6930## 714 assert NA not_na min_delay 6939## 715 assert NA not_na min_delay 6948## 716 assert NA not_na min_delay 6979## 717 assert NA not_na min_delay 7008## 718 assert NA not_na min_delay 7028## 719 assert NA not_na min_delay 7076## 720 assert NA not_na min_delay 7117## 721 assert NA not_na min_delay 7134## 722 assert NA not_na min_delay 7143## 723 assert NA not_na min_delay 7193## 724 assert NA not_na min_delay 7195## 725 assert NA not_na min_delay 7237## 726 assert NA not_na min_delay 7246## 727 assert NA not_na min_delay 7400## 728 assert NA not_na min_delay 7454## 729 assert NA not_na min_delay 7460## 730 assert NA not_na min_delay 7465## 731 assert NA not_na min_delay 7486## 732 assert NA not_na min_delay 7496## 733 assert NA not_na min_delay 7518## 734 assert NA not_na min_delay 7562## 735 assert NA not_na min_delay 7604## 736 assert NA not_na min_delay 7621## 737 assert NA not_na min_delay 7629## 738 assert NA not_na min_delay 7661## 739 assert NA not_na min_delay 7662## 740 assert NA not_na min_delay 7706## 741 assert NA not_na min_delay 7741## 742 assert NA not_na min_delay 7751## 743 assert NA not_na min_delay 7779## 744 assert NA not_na min_delay 7794## 745 assert NA not_na min_delay 7802## 746 assert NA not_na min_delay 7813## 747 assert NA not_na min_delay 7823## 748 assert NA not_na min_delay 7826## 749 assert NA not_na min_delay 7831## 750 assert NA not_na min_delay 7886## 751 assert NA not_na min_delay 7904## 752 assert NA not_na min_delay 7908## 753 assert NA not_na min_delay 7948## 754 assert NA not_na min_delay 7987## 755 assert NA not_na min_delay 7995## 756 assert NA not_na min_delay 7998## 757 assert NA not_na min_delay 8019## 758 assert NA not_na min_delay 8037## 759 assert NA not_na min_delay 8038## 760 assert NA not_na min_delay 8042## 761 assert NA not_na min_delay 8057## 762 assert NA not_na min_delay 8074## 763 assert NA not_na min_delay 8095## 764 assert NA not_na min_delay 8106## 765 assert NA not_na min_delay 8115## 766 assert NA not_na min_delay 8130## 767 assert NA not_na min_delay 8141## 768 assert NA not_na min_delay 8150## 769 assert NA not_na min_delay 8189## 770 assert NA not_na min_delay 8202## 771 assert NA not_na min_delay 8210## 772 assert NA not_na min_delay 8237## 773 assert NA not_na min_delay 8255## 774 assert NA not_na min_delay 8339## 775 assert NA not_na min_delay 8408## 776 assert NA not_na min_delay 8427## 777 assert NA not_na min_delay 8440## 778 assert NA not_na min_delay 8450## 779 assert NA not_na min_delay 8461## 780 assert NA not_na min_delay 8500## 781 assert NA not_na min_delay 8555## 782 assert NA not_na min_delay 8562## 783 assert NA not_na min_delay 8586## 784 assert NA not_na min_delay 8601## 785 assert NA not_na min_delay 8678## 786 assert NA not_na min_delay 8684## 787 assert NA not_na min_delay 8700## 788 assert NA not_na min_delay 8752## 789 assert NA not_na min_delay 8788## 790 assert NA not_na min_delay 8792## 791 assert NA not_na min_delay 8798## 792 assert NA not_na min_delay 8817## 793 assert NA not_na min_delay 8837## 794 assert NA not_na min_delay 8842## 795 assert NA not_na min_delay 8844## 796 assert NA not_na min_delay 8845## 797 assert NA not_na min_delay 8849## 798 assert NA not_na min_delay 8882## 799 assert NA not_na min_delay 8885## 800 assert NA not_na min_delay 8890## 801 assert NA not_na min_delay 8891## 802 assert NA not_na min_delay 8935## 803 assert NA not_na min_delay 8943## 804 assert NA not_na min_delay 8951## 805 assert NA not_na min_delay 8956## 806 assert NA not_na min_delay 8994## 807 assert NA not_na min_delay 9006## 808 assert NA not_na min_delay 9046## 809 assert NA not_na min_delay 9099## 810 assert NA not_na min_delay 9123## 811 assert NA not_na min_delay 9124## 812 assert NA not_na min_delay 9171## 813 assert NA not_na min_delay 9261## 814 assert NA not_na min_delay 9266## 815 assert NA not_na min_delay 9289## 816 assert NA not_na min_delay 9307## 817 assert NA not_na min_delay 9325## 818 assert NA not_na min_delay 9330## 819 assert NA not_na min_delay 9353## 820 assert NA not_na min_delay 9399## 821 assert NA not_na min_delay 9412## 822 assert NA not_na min_delay 9430## 823 assert NA not_na min_delay 9444## 824 assert NA not_na min_delay 9464## 825 assert NA not_na min_delay 9467## 826 assert NA not_na min_delay 9490## 827 assert NA not_na min_delay 9521## 828 assert NA not_na min_delay 9538## 829 assert NA not_na min_delay 9559## 830 assert NA not_na min_delay 9583## 831 assert NA not_na min_delay 9594## 832 assert NA not_na min_delay 9647## 833 assert NA not_na min_delay 9665## 834 assert NA not_na min_delay 9685## 835 assert NA not_na min_delay 9698## 836 assert NA not_na min_delay 9706## 837 assert NA not_na min_delay 9707## 838 assert NA not_na min_delay 9728## 839 assert NA not_na min_delay 9789## 840 assert NA not_na min_delay 9795## 841 assert NA not_na min_delay 9796## 842 assert NA not_na min_delay 9826## 843 assert NA not_na min_delay 9851## 844 assert NA not_na min_delay 9889## 845 assert NA not_na min_delay 9894## 846 assert NA not_na min_delay 9984## 847 assert NA not_na min_delay 10006## 848 assert NA not_na min_delay 10034## 849 assert NA not_na min_delay 10091## 850 assert NA not_na min_delay 10127## 851 assert NA not_na min_delay 10146## 852 assert NA not_na min_delay 10147## 853 assert NA not_na min_delay 10169## 854 assert NA not_na min_delay 10195## 855 assert NA not_na min_delay 10205## 856 assert NA not_na min_delay 10211## 857 assert NA not_na min_delay 10220## 858 assert NA not_na min_delay 10221## 859 assert NA not_na min_delay 10234## 860 assert NA not_na min_delay 10237## 861 assert NA not_na min_delay 10240## 862 assert NA not_na min_delay 10255## 863 assert NA not_na min_delay 10277## 864 assert NA not_na min_delay 10325## 865 assert NA not_na min_delay 10353## 866 assert NA not_na min_delay 10370## 867 assert NA not_na min_delay 10373## 868 assert NA not_na min_delay 10438## 869 assert NA not_na min_delay 10447## 870 assert NA not_na min_delay 10467## 871 assert NA not_na min_delay 10480## 872 assert NA not_na min_delay 10485## 873 assert NA not_na min_delay 10489## 874 assert NA not_na min_delay 10514## 875 assert NA not_na min_delay 10540## 876 assert NA not_na min_delay 10542## 877 assert NA not_na min_delay 10549## 878 assert NA not_na min_delay 10556## 879 assert NA not_na min_delay 10590## 880 assert NA not_na min_delay 10604## 881 assert NA not_na min_delay 10606## 882 assert NA not_na min_delay 10615## 883 assert NA not_na min_delay 10626## 884 assert NA not_na min_delay 10661## 885 assert NA not_na min_delay 10683## 886 assert NA not_na min_delay 10705## 887 assert NA not_na min_delay 10707## 888 assert NA not_na min_delay 10713## 889 assert NA not_na min_delay 10737## 890 assert NA not_na min_delay 10747## 891 assert NA not_na min_delay 10757## 892 assert NA not_na min_delay 10762## 893 assert NA not_na min_delay 10764## 894 assert NA not_na min_delay 10772## 895 assert NA not_na min_delay 10803## 896 assert NA not_na min_delay 10812## 897 assert NA not_na min_delay 10853## 898 assert NA not_na min_delay 10861## 899 assert NA not_na min_delay 10894## 900 assert NA not_na min_delay 10904## 901 assert NA not_na min_delay 10925## 902 assert NA not_na min_delay 10946## 903 assert NA not_na min_delay 10952## 904 assert NA not_na min_delay 10966## 905 assert NA not_na min_delay 10969## 906 assert NA not_na min_delay 10976## 907 assert NA not_na min_delay 11003## 908 assert NA not_na min_delay 11014## 909 assert NA not_na min_delay 11015## 910 assert NA not_na min_delay 11062## 911 assert NA not_na min_delay 11107## 912 assert NA not_na min_delay 11134## 913 assert NA not_na min_delay 11141## 914 assert NA not_na min_delay 11183## 915 assert NA not_na min_delay 11267## 916 assert NA not_na min_delay 11282## 917 assert NA not_na min_delay 11283## 918 assert NA not_na min_delay 11346## 919 assert NA not_na min_delay 11403## 920 assert NA not_na min_delay 11416## 921 assert NA not_na min_delay 11477## 922 assert NA not_na min_delay 11508## 923 assert NA not_na min_delay 11517## 924 assert NA not_na min_delay 11534## 925 assert NA not_na min_delay 11542## 926 assert NA not_na min_delay 11557## 927 assert NA not_na min_delay 11577## 928 assert NA not_na min_delay 11583## 929 assert NA not_na min_delay 11594## 930 assert NA not_na min_delay 11624## 931 assert NA not_na min_delay 11639## 932 assert NA not_na min_delay 11664## 933 assert NA not_na min_delay 11690## 934 assert NA not_na min_delay 11717## 935 assert NA not_na min_delay 11724## 936 assert NA not_na min_delay 11729## 937 assert NA not_na min_delay 11798## 938 assert NA not_na min_delay 11814## 939 assert NA not_na min_delay 11926## 940 assert NA not_na min_delay 11939## 941 assert NA not_na min_delay 11960## 942 assert NA not_na min_delay 12017## 943 assert NA not_na min_delay 12035## 944 assert NA not_na min_delay 12038## 945 assert NA not_na min_delay 12040## 946 assert NA not_na min_delay 12087## 947 assert NA not_na min_delay 12116## 948 assert NA not_na min_delay 12122## 949 assert NA not_na min_delay 12123## 950 assert NA not_na min_delay 12127## 951 assert NA not_na min_delay 12129## 952 assert NA not_na min_delay 12149## 953 assert NA not_na min_delay 12163## 954 assert NA not_na min_delay 12172## 955 assert NA not_na min_delay 12197## 956 assert NA not_na min_delay 12234## 957 assert NA not_na min_delay 12240## 958 assert NA not_na min_delay 12241## 959 assert NA not_na min_delay 12256## 960 assert NA not_na min_delay 12257## 961 assert NA not_na min_delay 12266## 962 assert NA not_na min_delay 12279## 963 assert NA not_na min_delay 12321## 964 assert NA not_na min_delay 12327## 965 assert NA not_na min_delay 12376## 966 assert NA not_na min_delay 12386## 967 assert NA not_na min_delay 12405## 968 assert NA not_na min_delay 12406## 969 assert NA not_na min_delay 12408## 970 assert NA not_na min_delay 12439## 971 assert NA not_na min_delay 12448## 972 assert NA not_na min_delay 12511## 973 assert NA not_na min_delay 12571## 974 assert NA not_na min_delay 12577## 975 assert NA not_na min_delay 12582## 976 assert NA not_na min_delay 12630## 977 assert NA not_na min_delay 12639## 978 assert NA not_na min_delay 12640## 979 assert NA not_na min_delay 12650## 980 assert NA not_na min_delay 12660## 981 assert NA not_na min_delay 12668## 982 assert NA not_na min_delay 12687## 983 assert NA not_na min_delay 12737## 984 assert NA not_na min_delay 12756## 985 assert NA not_na min_delay 12766## 986 assert NA not_na min_delay 12769## 987 assert NA not_na min_delay 12777## 988 assert NA not_na min_delay 12780## 989 assert NA not_na min_delay 12787## 990 assert NA not_na min_delay 12788## 991 assert NA not_na min_delay 12797## 992 assert NA not_na min_delay 12812## 993 assert NA not_na min_delay 12835## 994 assert NA not_na min_delay 12843## 995 assert NA not_na min_delay 12856## 996 assert NA not_na min_delay 12859## 997 assert NA not_na min_delay 12898## 998 assert NA not_na min_delay 12907## 999 assert NA not_na min_delay 12929## 1000 assert NA not_na min_delay 12941## 1001 assert NA not_na min_delay 12944## 1002 assert NA not_na min_delay 12957## 1003 assert NA not_na min_delay 12972## 1004 assert NA not_na min_delay 12973## 1005 assert NA not_na min_delay 12979## 1006 assert NA not_na min_delay 13025## 1007 assert NA not_na min_delay 13045## 1008 assert NA not_na min_delay 13090## 1009 assert NA not_na min_delay 13120## 1010 assert NA not_na min_delay 13144## 1011 assert NA not_na min_delay 13151## 1012 assert NA not_na min_delay 13178## 1013 assert NA not_na min_delay 13187## 1014 assert NA not_na min_delay 13206## 1015 assert NA not_na min_delay 13283## 1016 assert NA not_na min_delay 13345## 1017 assert NA not_na min_delay 13350## 1018 assert NA not_na min_delay 13352## 1019 assert NA not_na min_delay 13369## 1020 assert NA not_na min_delay 13370## 1021 assert NA not_na min_delay 13452## 1022 assert NA not_na min_delay 13531## 1023 assert NA not_na min_delay 13538## 1024 assert NA not_na min_delay 13591## 1025 assert NA not_na min_delay 13606## 1026 assert NA not_na min_delay 13621## 1027 assert NA not_na min_delay 13626## 1028 assert NA not_na min_delay 13638## 1029 assert NA not_na min_delay 13648## 1030 assert NA not_na min_delay 13652## 1031 assert NA not_na min_delay 13663## 1032 assert NA not_na min_delay 13670## 1033 assert NA not_na min_delay 13671## 1034 assert NA not_na min_delay 13673## 1035 assert NA not_na min_delay 13700## 1036 assert NA not_na min_delay 13713## 1037 assert NA not_na min_delay 13729## 1038 assert NA not_na min_delay 13737## 1039 assert NA not_na min_delay 13760## 1040 assert NA not_na min_delay 13762## 1041 assert NA not_na min_delay 13769## 1042 assert NA not_na min_delay 13772## 1043 assert NA not_na min_delay 13785## 1044 assert NA not_na min_delay 13801## 1045 assert NA not_na min_delay 13834## 1046 assert NA not_na min_delay 13845## 1047 assert NA not_na min_delay 13848## 1048 assert NA not_na min_delay 13854## 1049 assert NA not_na min_delay 13857## 1050 assert NA not_na min_delay 13858## 1051 assert NA not_na min_delay 13869## 1052 assert NA not_na min_delay 13870## 1053 assert NA not_na min_delay 13951## 1054 assert NA not_na min_delay 13959## 1055 assert NA not_na min_delay 13994## 1056 assert NA not_na min_delay 14032## 1057 assert NA not_na min_delay 14039## 1058 assert NA not_na min_delay 14057## 1059 assert NA not_na min_delay 14068## 1060 assert NA not_na min_delay 14081## 1061 assert NA not_na min_delay 14082## 1062 assert NA not_na min_delay 14084## 1063 assert NA not_na min_delay 14094## 1064 assert NA not_na min_delay 14116## 1065 assert NA not_na min_delay 14121## 1066 assert NA not_na min_delay 14144## 1067 assert NA not_na min_delay 14161## 1068 assert NA not_na min_delay 14175## 1069 assert NA not_na min_delay 14226## 1070 assert NA not_na min_delay 14258## 1071 assert NA not_na min_delay 14275## 1072 assert NA not_na min_delay 14283## 1073 assert NA not_na min_delay 14284## 1074 assert NA not_na min_delay 14302## 1075 assert NA not_na min_delay 14334## 1076 assert NA not_na min_delay 14366## 1077 assert NA not_na min_delay 14384## 1078 assert NA not_na min_delay 14385## 1079 assert NA not_na min_delay 14424## 1080 assert NA not_na min_delay 14467## 1081 assert NA not_na min_delay 14472## 1082 assert NA not_na min_delay 14473## 1083 assert NA not_na min_delay 14479## 1084 assert NA not_na min_delay 14481## 1085 assert NA not_na min_delay 14486## 1086 assert NA not_na min_delay 14498## 1087 assert NA not_na min_delay 14546## 1088 assert NA not_na min_delay 14548## 1089 assert NA not_na min_delay 14564## 1090 assert NA not_na min_delay 14572## 1091 assert NA not_na min_delay 14613## 1092 assert NA not_na min_delay 14618## 1093 assert NA not_na min_delay 14622## 1094 assert NA not_na min_delay 14634## 1095 assert NA not_na min_delay 14652## 1096 assert NA not_na min_delay 14653## 1097 assert NA not_na min_delay 14654## 1098 assert NA not_na min_delay 14697## 1099 assert NA not_na min_delay 14719## 1100 assert NA not_na min_delay 14742## 1101 assert NA not_na min_delay 14755## 1102 assert NA not_na min_delay 14826## 1103 assert NA not_na min_delay 14834## 1104 assert NA not_na min_delay 14851## 1105 assert NA not_na min_delay 14863## 1106 assert NA not_na min_delay 14885## 1107 assert NA not_na min_delay 14889## 1108 assert NA not_na min_delay 14891## 1109 assert NA not_na min_delay 14936## 1110 assert NA not_na min_delay 14945## 1111 assert NA not_na min_delay 14948## 1112 assert NA not_na min_delay 14956## 1113 assert NA not_na min_delay 14987## 1114 assert NA not_na min_delay 15030## 1115 assert NA not_na min_delay 15050## 1116 assert NA not_na min_delay 15071## 1117 assert NA not_na min_delay 15074## 1118 assert NA not_na min_delay 15083## 1119 assert NA not_na min_delay 15091## 1120 assert NA not_na min_delay 15116## 1121 assert NA not_na min_delay 15124## 1122 assert NA not_na min_delay 15135## 1123 assert NA not_na min_delay 15149## 1124 assert NA not_na min_delay 15155## 1125 assert NA not_na min_delay 15183## 1126 assert NA not_na min_delay 15193## 1127 assert NA not_na min_delay 15199## 1128 assert NA not_na min_delay 15239## 1129 assert NA not_na min_delay 15246## 1130 assert NA not_na min_delay 15264## 1131 assert NA not_na min_delay 15298## 1132 assert NA not_na min_delay 15309## 1133 assert NA not_na min_delay 15328## 1134 assert NA not_na min_delay 15342## 1135 assert NA not_na min_delay 15361## 1136 assert NA not_na min_delay 15392## 1137 assert NA not_na min_delay 15406## 1138 assert NA not_na min_delay 15427## 1139 assert NA not_na min_delay 15436## 1140 assert NA not_na min_delay 15477## 1141 assert NA not_na min_delay 15492## 1142 assert NA not_na min_delay 15504## 1143 assert NA not_na min_delay 15566## 1144 assert NA not_na min_delay 15576## 1145 assert NA not_na min_delay 15618## 1146 assert NA not_na min_delay 15624## 1147 assert NA not_na min_delay 15646## 1148 assert NA not_na min_delay 15649## 1149 assert NA not_na min_delay 15655## 1150 assert NA not_na min_delay 15668## 1151 assert NA not_na min_delay 15669## 1152 assert NA not_na min_delay 15689## 1153 assert NA not_na min_delay 15713## 1154 assert NA not_na min_delay 15717## 1155 assert NA not_na min_delay 15722## 1156 assert NA not_na min_delay 15739## 1157 assert NA not_na min_delay 15770## 1158 assert NA not_na min_delay 15777## 1159 assert NA not_na min_delay 15785## 1160 assert NA not_na min_delay 15795## 1161 assert NA not_na min_delay 15865## 1162 assert NA not_na min_delay 15874## 1163 assert NA not_na min_delay 15877## 1164 assert NA not_na min_delay 15902## 1165 assert NA not_na min_delay 15955## 1166 assert NA not_na min_delay 15961## 1167 assert NA not_na min_delay 15965## 1168 assert NA not_na min_delay 15977## 1169 assert NA not_na min_delay 16000## 1170 assert NA not_na min_delay 16026## 1171 assert NA not_na min_delay 16036## 1172 assert NA not_na min_delay 16074## 1173 assert NA not_na min_delay 16077## 1174 assert NA not_na min_delay 16143## 1175 assert NA not_na min_delay 16151## 1176 assert NA not_na min_delay 16158## 1177 assert NA not_na min_delay 16164## 1178 assert NA not_na min_delay 16188## 1179 assert NA not_na min_delay 16189## 1180 assert NA not_na min_delay 16198## 1181 assert NA not_na min_delay 16203## 1182 assert NA not_na min_delay 16213## 1183 assert NA not_na min_delay 16219## 1184 assert NA not_na min_delay 16245## 1185 assert NA not_na min_delay 16261## 1186 assert NA not_na min_delay 16288## 1187 assert NA not_na min_delay 16311## 1188 assert NA not_na min_delay 16327## 1189 assert NA not_na min_delay 16349## 1190 assert NA not_na min_delay 16358## 1191 assert NA not_na min_delay 16366## 1192 assert NA not_na min_delay 16377## 1193 assert NA not_na min_delay 16383## 1194 assert NA not_na min_delay 16390## 1195 assert NA not_na min_delay 16393## 1196 assert NA not_na min_delay 16399## 1197 assert NA not_na min_delay 16419## 1198 assert NA not_na min_delay 16420## 1199 assert NA not_na min_delay 16473## 1200 assert NA not_na min_delay 16487## 1201 assert NA not_na min_delay 16493## 1202 assert NA not_na min_delay 16508## 1203 assert NA not_na min_delay 16510## 1204 assert NA not_na min_delay 16517## 1205 assert NA not_na min_delay 16563## 1206 assert NA not_na min_delay 16591## 1207 assert NA not_na min_delay 16615## 1208 assert NA not_na min_delay 16628## 1209 assert NA not_na min_delay 16633## 1210 assert NA not_na min_delay 16637## 1211 assert NA not_na min_delay 16650## 1212 assert NA not_na min_delay 16655## 1213 assert NA not_na min_delay 16679## 1214 assert NA not_na min_delay 16684## 1215 assert NA not_na min_delay 16707## 1216 assert NA not_na min_delay 16744## 1217 assert NA not_na min_delay 16746## 1218 assert NA not_na min_delay 16749## 1219 assert NA not_na min_delay 16776## 1220 assert NA not_na min_delay 16800## 1221 assert NA not_na min_delay 16820## 1222 assert NA not_na min_delay 16823## 1223 assert NA not_na min_delay 16826## 1224 assert NA not_na min_delay 16906## 1225 assert NA not_na min_delay 16998## 1226 assert NA not_na min_delay 17002## 1227 assert NA not_na min_delay 17006## 1228 assert NA not_na min_delay 17025## 1229 assert NA not_na min_delay 17029## 1230 assert NA not_na min_delay 17043## 1231 assert NA not_na min_delay 17049## 1232 assert NA not_na min_delay 17052## 1233 assert NA not_na min_delay 17086## 1234 assert NA not_na min_delay 17110## 1235 assert NA not_na min_delay 17112## 1236 assert NA not_na min_delay 17116## 1237 assert NA not_na min_delay 17122## 1238 assert NA not_na min_delay 17134## 1239 assert NA not_na min_delay 17138## 1240 assert NA not_na min_delay 17159## 1241 assert NA not_na min_delay 17165## 1242 assert NA not_na min_delay 17176## 1243 assert NA not_na min_delay 17192## 1244 assert NA not_na min_delay 17229## 1245 assert NA not_na min_delay 17319## 1246 assert NA not_na min_delay 17325## 1247 assert NA not_na min_delay 17349## 1248 assert NA not_na min_delay 17377## 1249 assert NA not_na min_delay 17382## 1250 assert NA not_na min_delay 17383## 1251 assert NA not_na min_delay 17405## 1252 assert NA not_na min_delay 17417## 1253 assert NA not_na min_delay 17438## 1254 assert NA not_na min_delay 17456## 1255 assert NA not_na min_delay 17505## 1256 assert NA not_na min_delay 17519## 1257 assert NA not_na min_delay 17538## 1258 assert NA not_na min_delay 17540## 1259 assert NA not_na min_delay 17558## 1260 assert NA not_na min_delay 17559## 1261 assert NA not_na min_delay 17586## 1262 assert NA not_na min_delay 17620## 1263 assert NA not_na min_delay 17631## 1264 assert NA not_na min_delay 17638## 1265 assert NA not_na min_delay 17649## 1266 assert NA not_na min_delay 17705## 1267 assert NA not_na min_delay 17714## 1268 assert NA not_na min_delay 17734## 1269 assert NA not_na min_delay 17738## 1270 assert NA not_na min_delay 17739## 1271 assert NA not_na min_delay 17779## 1272 assert NA not_na min_delay 17787## 1273 assert NA not_na min_delay 17811## 1274 assert NA not_na min_delay 17829## 1275 assert NA not_na min_delay 17878## 1276 assert NA not_na min_delay 17950## 1277 assert NA not_na min_delay 17968## 1278 assert NA not_na min_delay 17979## 1279 assert NA not_na min_delay 17983## 1280 assert NA not_na min_delay 18020## 1281 assert NA not_na min_delay 18022## 1282 assert NA not_na min_delay 18030## 1283 assert NA not_na min_delay 18065## 1284 assert NA not_na min_delay 18092## 1285 assert NA not_na min_delay 18142## 1286 assert NA not_na min_delay 18159## 1287 assert NA not_na min_delay 18178## 1288 assert NA not_na min_delay 18203## 1289 assert NA not_na min_delay 18212## 1290 assert NA not_na min_delay 18234## 1291 assert NA not_na min_delay 18243## 1292 assert NA not_na min_delay 18260## 1293 assert NA not_na min_delay 18324## 1294 assert NA not_na min_delay 18329## 1295 assert NA not_na min_delay 18352## 1296 assert NA not_na min_delay 18371## 1297 assert NA not_na min_delay 18386## 1298 assert NA not_na min_delay 18409## 1299 assert NA not_na min_delay 18413## 1300 assert NA not_na min_delay 18425## 1301 assert NA not_na min_delay 18489## 1302 assert NA not_na min_delay 18525## 1303 assert NA not_na min_delay 18579## 1304 assert NA not_na min_delay 18584## 1305 assert NA not_na min_delay 18591## 1306 assert NA not_na min_delay 18619## 1307 assert NA not_na min_delay 18646## 1308 assert NA not_na min_delay 18676## 1309 assert NA not_na min_delay 18715## 1310 assert NA not_na min_delay 18734## 1311 assert NA not_na min_delay 18742## 1312 assert NA not_na min_delay 18747## 1313 assert NA not_na min_delay 18794## 1314 assert NA not_na min_delay 18803## 1315 assert NA not_na min_delay 18812## 1316 assert NA not_na min_delay 18817## 1317 assert NA not_na min_delay 18846## 1318 assert NA not_na min_delay 18865## 1319 assert NA not_na min_delay 18877## 1320 assert NA not_na min_delay 18885## 1321 assert NA not_na min_delay 18900## 1322 assert NA not_na min_delay 18926## 1323 assert NA not_na min_delay 18933## 1324 assert NA not_na min_delay 18972## 1325 assert NA not_na min_delay 18977## 1326 assert NA not_na min_delay 19012## 1327 assert NA not_na min_delay 19049## 1328 assert NA not_na min_delay 19105## 1329 assert NA not_na min_delay 19158## 1330 assert NA not_na min_delay 19164## 1331 assert NA not_na min_delay 19188## 1332 assert NA not_na min_delay 19201## 1333 assert NA not_na min_delay 19241## 1334 assert NA not_na min_delay 19243## 1335 assert NA not_na min_delay 19270## 1336 assert NA not_na min_delay 19282## 1337 assert NA not_na min_delay 19293## 1338 assert NA not_na min_delay 19332## 1339 assert NA not_na min_delay 19357## 1340 assert NA not_na min_delay 19423## 1341 assert NA not_na min_delay 19446## 1342 assert NA not_na min_delay 19457## 1343 assert NA not_na min_delay 19458## 1344 assert NA not_na min_delay 19512## 1345 assert NA not_na min_delay 19545## 1346 assert NA not_na min_delay 19549## 1347 assert NA not_na min_delay 19559## 1348 assert NA not_na min_delay 19607## 1349 assert NA not_na min_delay 19609## 1350 assert NA not_na min_delay 19614## 1351 assert NA not_na min_delay 19616## 1352 assert NA not_na min_delay 19620## 1353 assert NA not_na min_delay 19642## 1354 assert NA not_na min_delay 19647## 1355 assert NA not_na min_delay 19676## 1356 assert NA not_na min_delay 19678## 1357 assert NA not_na min_delay 19712## 1358 assert NA not_na min_delay 19715## 1359 assert NA not_na min_delay 19719## 1360 assert NA not_na min_delay 19739## 1361 assert NA not_na min_delay 19748## 1362 assert NA not_na min_delay 19800## 1363 assert NA not_na min_delay 19810## 1364 assert NA not_na min_delay 19852## 1365 assert NA not_na min_delay 19863## 1366 assert NA not_na min_delay 19865## 1367 assert NA not_na min_delay 19915## 1368 assert NA not_na min_delay 19929## 1369 assert NA not_na min_delay 19943## 1370 assert NA not_na min_delay 19950## 1371 assert NA not_na min_delay 19987## 1372 assert NA not_na min_delay 19997## 1373 assert NA not_na min_delay 20043## 1374 assert NA not_na min_delay 20089## 1375 assert NA not_na min_delay 20103## 1376 assert NA not_na min_delay 20169## 1377 assert NA not_na min_delay 20179## 1378 assert NA not_na min_delay 20183## 1379 assert NA not_na min_delay 20198## 1380 assert NA not_na min_delay 20200## 1381 assert NA not_na min_delay 20213## 1382 assert NA not_na min_delay 20224## 1383 assert NA not_na min_delay 20251## 1384 assert NA not_na min_delay 20253## 1385 assert NA not_na min_delay 20264## 1386 assert NA not_na min_delay 20290## 1387 assert NA not_na min_delay 20330## 1388 assert NA not_na min_delay 20359## 1389 assert NA not_na min_delay 20365## 1390 assert NA not_na min_delay 20371## 1391 assert NA not_na min_delay 20384## 1392 assert NA not_na min_delay 20386## 1393 assert NA not_na min_delay 20387## 1394 assert NA not_na min_delay 20390## 1395 assert NA not_na min_delay 20405## 1396 assert NA not_na min_delay 20433## 1397 assert NA not_na min_delay 20436## 1398 assert NA not_na min_delay 20487## 1399 assert NA not_na min_delay 20489## 1400 assert NA not_na min_delay 20508## 1401 assert NA not_na min_delay 20509## 1402 assert NA not_na min_delay 20514## 1403 assert NA not_na min_delay 20530## 1404 assert NA not_na min_delay 20604## 1405 assert NA not_na min_delay 20615## 1406 assert NA not_na min_delay 20629## 1407 assert NA not_na min_delay 20632## 1408 assert NA not_na min_delay 20644## 1409 assert NA not_na min_delay 20655## 1410 assert NA not_na min_delay 20672## 1411 assert NA not_na min_delay 20689## 1412 assert NA not_na min_delay 20691## 1413 assert NA not_na min_delay 20703## 1414 assert NA not_na min_delay 20706## 1415 assert NA not_na min_delay 20707## 1416 assert NA not_na min_delay 20719## value## 1 YU/BD## 2 YU/BD## 3 YU/BD## 4 YU/BD## 5 YU/BD## 6 YU/BD## 7 YU/BD## 8 YU/BD## 9 YU/BD## 10 999## 11 YU/BD## 12 YU/BD## 13 YU/BD## 14 YU/BD## 15 YU/BD## 16 YU/BD## 17 YU/BD## 18 YU/BD## 19 YU/BD## 20 YU/BD## 21 YU/BD## 22 YU/BD## 23 YU/BD## 24 YU/BD## 25 YU/BD## 26 YU/BD## 27 YU/BD## 28 YU/BD## 29 YU/BD## 30 YU/BD## 31 YU/BD## 32 YU/BD## 33 YU/BD## 34 YU/BD## 35 YU/BD## 36 YU/BD## 37 YU/BD## 38 YU/BD## 39 YU/ BD## 40 YU/BD## 41 YU/BD## 42 YU/BD## 43 999## 44 YU/BD## 45 YU/BD## 46 BD/YU## 47 YU/BD## 48 YU/BD## 49 YU/BD## 50 YU/BD## 51 YU/BD## 52 YU/BD## 53 YU/BD## 54 YU/BD## 55 YU/BD## 56 YU/BD## 57 YU/BD## 58 YU/BD## 59 YU/BD## 60 YU/BD## 61 YU/BD## 62 YU/BD## 63 YU/BD## 64 YU/BD## 65 YU/BD## 66 YU/BD## 67 YU/BD## 68 YU/BD## 69 YU/BD## 70 YU/BD## 71 YU/BD## 72 YU/BD## 73 YU/BD## 74 YU/BD## 75 YU/BD## 76 YU/BD## 77 YU/BD## 78 YU/BD## 79 YU/BD## 80 YU/BD## 81 YU/BD## 82 YU/BD## 83 YU/BD## 84 YU-BD## 85 YU/BD## 86 YU/BD## 87 YU/BD## 88 YU/BD## 89 YU/BD## 90 YU/BD## 91 YU/BD## 92 YU/BD## 93 YU/BD## 94 16 MCCOWAN## 95 YU/BD## 96 YU/BD## 97 YU/BD## 98 YU/BD## 99 YU/BD## 100 YU/BD## 101 YU/BD## 102 YU/BD## 103 YU/BD## 104 YU/BD## 105 YU/BD## 106 YU/BD## 107 YU/BD## 108 YU/BD## 109 YU/BD## 110 YU/BD## 111 YU/BD## 112 YU/BD## 113 YU/BD## 114 YU/BD## 115 YU/BD## 116 YU/BD## 117 YU/BD## 118 YU/BD## 119 YU/BD## 120 YU/BD## 121 YU/BD## 122 999## 123 YU/BD## 124 YU/BD## 125 YU/BD## 126 YU/BD## 127 YU/BD## 128 YU/BD## 129 YU/BD## 130 YU/BD## 131 YU/BD## 132 YU/BD## 133 YU/BD## 134 YU/BD## 135 YU/BD## 136 YU/BD## 137 YU/BD## 138 YU/BD## 139 YU/BD## 140 YU/BD## 141 YU/BD## 142 YU/BD## 143 YU/BD## 144 YU/BD## 145 YU/BD## 146 YU/BD## 147 YU/BD## 148 YU/BD## 149 YU/BD## 150 YU/BD## 151 YU/BD## 152 YU/BD## 153 YU/BD## 154 YU/BD## 155 YU/BD## 156 YU/BD## 157 YU/BD## 158 YU/BD## 159 YU/BD## 160 YU/BD## 161 YU/BD## 162 YU/BD## 163 YU/BD## 164 YU/BD## 165 YU/BD## 166 YU/BD## 167 YU/BD## 168 YU/BD## 169 YU/BD## 170 YU/BD## 171 YU/BD## 172 YU/BD## 173 YU/BD## 174 YU/BD## 175 YU/BD## 176 YU/BD## 177 YU/BD## 178 YU/BD## 179 YU/BD## 180 YU/BD## 181 YU/BD## 182 YU/BD## 183 YU/BD## 184 YU/BD## 185 YU/BD## 186 YU/BD## 187 YU/BD## 188 YU/BD## 189 YU/BD## 190 YU/BD## 191 YU/BD## 192 YU/BD## 193 YU/BD## 194 YU/BD## 195 YU/BD## 196 YU/BD## 197 YU/BD## 198 YU/BD## 199 YU/BD## 200 YU/BD## 201 YU/BD## 202 YU/BD## 203 YU/BD## 204 YU/BD## 205 YU/BD## 206 YU/BD## 207 YU/BD## 208 YU/BD## 209 YU/BD## 210 YU/BD## 211 YU/BD## 212 YU/BD## 213 YU/BD## 214 YU/BD## 215 704 RAD BUS## 216 YU/BD## 217 YU/BD## 218 YU/BD## 219 YU/BD## 220 YU/BD## 221 YU/BD## 222 YU/BD## 223 YU/BD## 224 YU/BD## 225 YU/BD## 226 YU/BD## 227 YU/BD## 228 YU/BD## 229 YU/BD## 230 YU/BD## 231 YU/BD## 232 YU/BD## 233 YU/BD## 234 YU/BD## 235 YU/ BD## 236 YU/BD## 237 YU/BD## 238 YU/BD## 239 YU/BD## 240 YU/ BD## 241 YU/ BD## 242 YU/BD## 243 YU/BD## 244 YU/BD## 245 YU/BD## 246 YU/BD## 247 YU/BD## 248 YU/BD## 249 YU/BD## 250 YU/BD## 251 YU/BD## 252 YU/BD## 253 YU/BD## 254 YU/BD## 255 YU/BD## 256 YU/BD## 257 YU/BD## 258 YU/BD## 259 YU/BD## 260 YU/BD## 261 YU/BD## 262 YU/BD## 263 YU/BD## 264 YU / BD## 265 YU/BD## 266 YU/BD## 267 YU/ BD## 268 YU/BD## 269 YU/BD## 270 YU/BD## 271 YU/BD## 272 YU-BD## 273 YU/BD## 274 YU/BD## 275 YU/BD## 276 YU/BD## 277 YU/BD## 278 YU/BD## 279 YU/BD## 280 YU/ BD## 281 YU / BD## 282 YU/ BD## 283 YU / BD## 284 YU/BD## 285 YU/BD## 286 YU/BD## 287 YU/BD## 288 YU/BD## 289 YU/BD## 290 YU/BD## 291 YU/ BD## 292 YU/BD## 293 YU/BD## 294 YU/BD## 295 YU/BD## 296 YU/BD## 297 YU/BD## 298 YU/ BD## 299 YU / BD## 300 YU/BD## 301 YU/BD## 302 YU/BD## 303 YU/BD## 304 YU/BD## 305 YU/BD## 306 YU/BD## 307 YUS## 308 YU/BD## 309 YU/BD## 310 YU/BD## 311 YU/BD## 312 YU/BD## 313 YU/BD## 314 YU/BD## 315 YU/BD## 316 YU/BD## 317 YU/BD## 318 YU/BD## 319 YU/BD## 320 YU/BD## 321 YU/BD## 322 YU/BD## 323 YU/BD## 324 YU/BD## 325 YU/BD## 326 YU/BD## 327 YU/BD## 328 YU/BD## 329 YU/BD## 330 YU/BD## 331 YU/BD## 332 YU/BD## 333 YU/BD## 334 YU/BD## 335 YU/BD## 336 YU/BD## 337 YU-BD## 338 YU/BD## 339 YU/BD## 340 YU/BD## 341 YU/BD## 342 YU/BD## 343 YU/BD## 344 YU/BD## 345 YU/BD## 346 YU/BD## 347 YU/BD## 348 YU/BD## 349 YU/BD## 350 YU/BD## 351 YU/BD## 352 YU/BD## 353 YU/BD## 354 YU/BD## 355 YU/BD## 356 YU/BD## 357 YU/BD## 358 YU/BD## 359 YU/BD## 360 16 MCCOWAN## 361 YU/BD## 362 YU/BD## 363 YU/BD## 364 YU/BD## 365 YU/BD## 366 YU/BD## 367 YU/BD## 368 YU/BD## 369 YU/BD## 370 YU/BD## 371 YU/BD## 372 YU/BD## 373 YU/BD## 374 YU / BD## 375 YU/ BD## 376 YU/BD## 377 YU/BD## 378 YU/BD## 379 YU/BD## 380 YU/BD## 381 <NA>## 382 <NA>## 383 <NA>## 384 <NA>## 385 <NA>## 386 <NA>## 387 <NA>## 388 <NA>## 389 <NA>## 390 <NA>## 391 <NA>## 392 <NA>## 393 <NA>## 394 <NA>## 395 <NA>## 396 <NA>## 397 <NA>## 398 <NA>## 399 <NA>## 400 <NA>## 401 <NA>## 402 <NA>## 403 <NA>## 404 <NA>## 405 <NA>## 406 <NA>## 407 <NA>## 408 <NA>## 409 <NA>## 410 <NA>## 411 <NA>## 412 <NA>## 413 <NA>## 414 <NA>## 415 <NA>## 416 <NA>## 417 <NA>## 418 <NA>## 419 <NA>## 420 <NA>## 421 <NA>## 422 <NA>## 423 <NA>## 424 <NA>## 425 <NA>## 426 <NA>## 427 <NA>## 428 <NA>## 429 <NA>## 430 <NA>## 431 <NA>## 432 <NA>## 433 <NA>## 434 <NA>## 435 <NA>## 436 <NA>## 437 <NA>## 438 <NA>## 439 <NA>## 440 <NA>## 441 <NA>## 442 <NA>## 443 <NA>## 444 <NA>## 445 <NA>## 446 <NA>## 447 <NA>## 448 <NA>## 449 <NA>## 450 <NA>## 451 <NA>## 452 <NA>## 453 <NA>## 454 <NA>## 455 <NA>## 456 <NA>## 457 <NA>## 458 <NA>## 459 <NA>## 460 <NA>## 461 <NA>## 462 <NA>## 463 <NA>## 464 <NA>## 465 <NA>## 466 <NA>## 467 <NA>## 468 <NA>## 469 <NA>## 470 <NA>## 471 <NA>## 472 <NA>## 473 <NA>## 474 <NA>## 475 <NA>## 476 <NA>## 477 <NA>## 478 <NA>## 479 <NA>## 480 <NA>## 481 <NA>## 482 <NA>## 483 <NA>## 484 <NA>## 485 <NA>## 486 <NA>## 487 <NA>## 488 <NA>## 489 <NA>## 490 <NA>## 491 <NA>## 492 <NA>## 493 <NA>## 494 <NA>## 495 <NA>## 496 <NA>## 497 <NA>## 498 <NA>## 499 <NA>## 500 <NA>## 501 <NA>## 502 <NA>## 503 <NA>## 504 <NA>## 505 <NA>## 506 <NA>## 507 <NA>## 508 <NA>## 509 <NA>## 510 <NA>## 511 <NA>## 512 <NA>## 513 <NA>## 514 <NA>## 515 <NA>## 516 <NA>## 517 <NA>## 518 <NA>## 519 <NA>## 520 <NA>## 521 <NA>## 522 <NA>## 523 <NA>## 524 <NA>## 525 <NA>## 526 <NA>## 527 <NA>## 528 <NA>## 529 <NA>## 530 <NA>## 531 <NA>## 532 <NA>## 533 <NA>## 534 <NA>## 535 <NA>## 536 <NA>## 537 <NA>## 538 <NA>## 539 <NA>## 540 <NA>## 541 <NA>## 542 <NA>## 543 <NA>## 544 <NA>## 545 <NA>## 546 <NA>## 547 <NA>## 548 <NA>## 549 <NA>## 550 <NA>## 551 <NA>## 552 <NA>## 553 <NA>## 554 <NA>## 555 <NA>## 556 <NA>## 557 <NA>## 558 <NA>## 559 <NA>## 560 <NA>## 561 <NA>## 562 <NA>## 563 <NA>## 564 <NA>## 565 <NA>## 566 <NA>## 567 <NA>## 568 <NA>## 569 <NA>## 570 <NA>## 571 <NA>## 572 <NA>## 573 <NA>## 574 <NA>## 575 <NA>## 576 <NA>## 577 <NA>## 578 <NA>## 579 <NA>## 580 <NA>## 581 <NA>## 582 <NA>## 583 <NA>## 584 <NA>## 585 <NA>## 586 <NA>## 587 <NA>## 588 <NA>## 589 <NA>## 590 <NA>## 591 <NA>## 592 <NA>## 593 <NA>## 594 <NA>## 595 <NA>## 596 <NA>## 597 <NA>## 598 <NA>## 599 <NA>## 600 <NA>## 601 <NA>## 602 <NA>## 603 <NA>## 604 <NA>## 605 <NA>## 606 <NA>## 607 <NA>## 608 <NA>## 609 <NA>## 610 <NA>## 611 <NA>## 612 <NA>## 613 <NA>## 614 <NA>## 615 <NA>## 616 <NA>## 617 <NA>## 618 <NA>## 619 <NA>## 620 <NA>## 621 <NA>## 622 <NA>## 623 <NA>## 624 <NA>## 625 <NA>## 626 <NA>## 627 <NA>## 628 <NA>## 629 <NA>## 630 <NA>## 631 <NA>## 632 <NA>## 633 <NA>## 634 <NA>## 635 <NA>## 636 <NA>## 637 <NA>## 638 <NA>## 639 <NA>## 640 <NA>## 641 <NA>## 642 <NA>## 643 <NA>## 644 <NA>## 645 <NA>## 646 <NA>## 647 <NA>## 648 <NA>## 649 <NA>## 650 <NA>## 651 <NA>## 652 <NA>## 653 <NA>## 654 <NA>## 655 <NA>## 656 <NA>## 657 <NA>## 658 <NA>## 659 <NA>## 660 <NA>## 661 <NA>## 662 <NA>## 663 <NA>## 664 <NA>## 665 <NA>## 666 <NA>## 667 <NA>## 668 <NA>## 669 <NA>## 670 <NA>## 671 <NA>## 672 <NA>## 673 <NA>## 674 <NA>## 675 <NA>## 676 <NA>## 677 <NA>## 678 <NA>## 679 <NA>## 680 <NA>## 681 <NA>## 682 <NA>## 683 <NA>## 684 <NA>## 685 <NA>## 686 <NA>## 687 <NA>## 688 <NA>## 689 <NA>## 690 <NA>## 691 <NA>## 692 <NA>## 693 <NA>## 694 <NA>## 695 <NA>## 696 <NA>## 697 <NA>## 698 <NA>## 699 <NA>## 700 <NA>## 701 <NA>## 702 <NA>## 703 <NA>## 704 <NA>## 705 <NA>## 706 <NA>## 707 <NA>## 708 <NA>## 709 <NA>## 710 <NA>## 711 <NA>## 712 <NA>## 713 <NA>## 714 <NA>## 715 <NA>## 716 <NA>## 717 <NA>## 718 <NA>## 719 <NA>## 720 <NA>## 721 <NA>## 722 <NA>## 723 <NA>## 724 <NA>## 725 <NA>## 726 <NA>## 727 <NA>## 728 <NA>## 729 <NA>## 730 <NA>## 731 <NA>## 732 <NA>## 733 <NA>## 734 <NA>## 735 <NA>## 736 <NA>## 737 <NA>## 738 <NA>## 739 <NA>## 740 <NA>## 741 <NA>## 742 <NA>## 743 <NA>## 744 <NA>## 745 <NA>## 746 <NA>## 747 <NA>## 748 <NA>## 749 <NA>## 750 <NA>## 751 <NA>## 752 <NA>## 753 <NA>## 754 <NA>## 755 <NA>## 756 <NA>## 757 <NA>## 758 <NA>## 759 <NA>## 760 <NA>## 761 <NA>## 762 <NA>## 763 <NA>## 764 <NA>## 765 <NA>## 766 <NA>## 767 <NA>## 768 <NA>## 769 <NA>## 770 <NA>## 771 <NA>## 772 <NA>## 773 <NA>## 774 <NA>## 775 <NA>## 776 <NA>## 777 <NA>## 778 <NA>## 779 <NA>## 780 <NA>## 781 <NA>## 782 <NA>## 783 <NA>## 784 <NA>## 785 <NA>## 786 <NA>## 787 <NA>## 788 <NA>## 789 <NA>## 790 <NA>## 791 <NA>## 792 <NA>## 793 <NA>## 794 <NA>## 795 <NA>## 796 <NA>## 797 <NA>## 798 <NA>## 799 <NA>## 800 <NA>## 801 <NA>## 802 <NA>## 803 <NA>## 804 <NA>## 805 <NA>## 806 <NA>## 807 <NA>## 808 <NA>## 809 <NA>## 810 <NA>## 811 <NA>## 812 <NA>## 813 <NA>## 814 <NA>## 815 <NA>## 816 <NA>## 817 <NA>## 818 <NA>## 819 <NA>## 820 <NA>## 821 <NA>## 822 <NA>## 823 <NA>## 824 <NA>## 825 <NA>## 826 <NA>## 827 <NA>## 828 <NA>## 829 <NA>## 830 <NA>## 831 <NA>## 832 <NA>## 833 <NA>## 834 <NA>## 835 <NA>## 836 <NA>## 837 <NA>## 838 <NA>## 839 <NA>## 840 <NA>## 841 <NA>## 842 <NA>## 843 <NA>## 844 <NA>## 845 <NA>## 846 <NA>## 847 <NA>## 848 <NA>## 849 <NA>## 850 <NA>## 851 <NA>## 852 <NA>## 853 <NA>## 854 <NA>## 855 <NA>## 856 <NA>## 857 <NA>## 858 <NA>## 859 <NA>## 860 <NA>## 861 <NA>## 862 <NA>## 863 <NA>## 864 <NA>## 865 <NA>## 866 <NA>## 867 <NA>## 868 <NA>## 869 <NA>## 870 <NA>## 871 <NA>## 872 <NA>## 873 <NA>## 874 <NA>## 875 <NA>## 876 <NA>## 877 <NA>## 878 <NA>## 879 <NA>## 880 <NA>## 881 <NA>## 882 <NA>## 883 <NA>## 884 <NA>## 885 <NA>## 886 <NA>## 887 <NA>## 888 <NA>## 889 <NA>## 890 <NA>## 891 <NA>## 892 <NA>## 893 <NA>## 894 <NA>## 895 <NA>## 896 <NA>## 897 <NA>## 898 <NA>## 899 <NA>## 900 <NA>## 901 <NA>## 902 <NA>## 903 <NA>## 904 <NA>## 905 <NA>## 906 <NA>## 907 <NA>## 908 <NA>## 909 <NA>## 910 <NA>## 911 <NA>## 912 <NA>## 913 <NA>## 914 <NA>## 915 <NA>## 916 <NA>## 917 <NA>## 918 <NA>## 919 <NA>## 920 <NA>## 921 <NA>## 922 <NA>## 923 <NA>## 924 <NA>## 925 <NA>## 926 <NA>## 927 <NA>## 928 <NA>## 929 <NA>## 930 <NA>## 931 <NA>## 932 <NA>## 933 <NA>## 934 <NA>## 935 <NA>## 936 <NA>## 937 <NA>## 938 <NA>## 939 <NA>## 940 <NA>## 941 <NA>## 942 <NA>## 943 <NA>## 944 <NA>## 945 <NA>## 946 <NA>## 947 <NA>## 948 <NA>## 949 <NA>## 950 <NA>## 951 <NA>## 952 <NA>## 953 <NA>## 954 <NA>## 955 <NA>## 956 <NA>## 957 <NA>## 958 <NA>## 959 <NA>## 960 <NA>## 961 <NA>## 962 <NA>## 963 <NA>## 964 <NA>## 965 <NA>## 966 <NA>## 967 <NA>## 968 <NA>## 969 <NA>## 970 <NA>## 971 <NA>## 972 <NA>## 973 <NA>## 974 <NA>## 975 <NA>## 976 <NA>## 977 <NA>## 978 <NA>## 979 <NA>## 980 <NA>## 981 <NA>## 982 <NA>## 983 <NA>## 984 <NA>## 985 <NA>## 986 <NA>## 987 <NA>## 988 <NA>## 989 <NA>## 990 <NA>## 991 <NA>## 992 <NA>## 993 <NA>## 994 <NA>## 995 <NA>## 996 <NA>## 997 <NA>## 998 <NA>## 999 <NA>## 1000 <NA>## 1001 <NA>## 1002 <NA>## 1003 <NA>## 1004 <NA>## 1005 <NA>## 1006 <NA>## 1007 <NA>## 1008 <NA>## 1009 <NA>## 1010 <NA>## 1011 <NA>## 1012 <NA>## 1013 <NA>## 1014 <NA>## 1015 <NA>## 1016 <NA>## 1017 <NA>## 1018 <NA>## 1019 <NA>## 1020 <NA>## 1021 <NA>## 1022 <NA>## 1023 <NA>## 1024 <NA>## 1025 <NA>## 1026 <NA>## 1027 <NA>## 1028 <NA>## 1029 <NA>## 1030 <NA>## 1031 <NA>## 1032 <NA>## 1033 <NA>## 1034 <NA>## 1035 <NA>## 1036 <NA>## 1037 <NA>## 1038 <NA>## 1039 <NA>## 1040 <NA>## 1041 <NA>## 1042 <NA>## 1043 <NA>## 1044 <NA>## 1045 <NA>## 1046 <NA>## 1047 <NA>## 1048 <NA>## 1049 <NA>## 1050 <NA>## 1051 <NA>## 1052 <NA>## 1053 <NA>## 1054 <NA>## 1055 <NA>## 1056 <NA>## 1057 <NA>## 1058 <NA>## 1059 <NA>## 1060 <NA>## 1061 <NA>## 1062 <NA>## 1063 <NA>## 1064 <NA>## 1065 <NA>## 1066 <NA>## 1067 <NA>## 1068 <NA>## 1069 <NA>## 1070 <NA>## 1071 <NA>## 1072 <NA>## 1073 <NA>## 1074 <NA>## 1075 <NA>## 1076 <NA>## 1077 <NA>## 1078 <NA>## 1079 <NA>## 1080 <NA>## 1081 <NA>## 1082 <NA>## 1083 <NA>## 1084 <NA>## 1085 <NA>## 1086 <NA>## 1087 <NA>## 1088 <NA>## 1089 <NA>## 1090 <NA>## 1091 <NA>## 1092 <NA>## 1093 <NA>## 1094 <NA>## 1095 <NA>## 1096 <NA>## 1097 <NA>## 1098 <NA>## 1099 <NA>## 1100 <NA>## 1101 <NA>## 1102 <NA>## 1103 <NA>## 1104 <NA>## 1105 <NA>## 1106 <NA>## 1107 <NA>## 1108 <NA>## 1109 <NA>## 1110 <NA>## 1111 <NA>## 1112 <NA>## 1113 <NA>## 1114 <NA>## 1115 <NA>## 1116 <NA>## 1117 <NA>## 1118 <NA>## 1119 <NA>## 1120 <NA>## 1121 <NA>## 1122 <NA>## 1123 <NA>## 1124 <NA>## 1125 <NA>## 1126 <NA>## 1127 <NA>## 1128 <NA>## 1129 <NA>## 1130 <NA>## 1131 <NA>## 1132 <NA>## 1133 <NA>## 1134 <NA>## 1135 <NA>## 1136 <NA>## 1137 <NA>## 1138 <NA>## 1139 <NA>## 1140 <NA>## 1141 <NA>## 1142 <NA>## 1143 <NA>## 1144 <NA>## 1145 <NA>## 1146 <NA>## 1147 <NA>## 1148 <NA>## 1149 <NA>## 1150 <NA>## 1151 <NA>## 1152 <NA>## 1153 <NA>## 1154 <NA>## 1155 <NA>## 1156 <NA>## 1157 <NA>## 1158 <NA>## 1159 <NA>## 1160 <NA>## 1161 <NA>## 1162 <NA>## 1163 <NA>## 1164 <NA>## 1165 <NA>## 1166 <NA>## 1167 <NA>## 1168 <NA>## 1169 <NA>## 1170 <NA>## 1171 <NA>## 1172 <NA>## 1173 <NA>## 1174 <NA>## 1175 <NA>## 1176 <NA>## 1177 <NA>## 1178 <NA>## 1179 <NA>## 1180 <NA>## 1181 <NA>## 1182 <NA>## 1183 <NA>## 1184 <NA>## 1185 <NA>## 1186 <NA>## 1187 <NA>## 1188 <NA>## 1189 <NA>## 1190 <NA>## 1191 <NA>## 1192 <NA>## 1193 <NA>## 1194 <NA>## 1195 <NA>## 1196 <NA>## 1197 <NA>## 1198 <NA>## 1199 <NA>## 1200 <NA>## 1201 <NA>## 1202 <NA>## 1203 <NA>## 1204 <NA>## 1205 <NA>## 1206 <NA>## 1207 <NA>## 1208 <NA>## 1209 <NA>## 1210 <NA>## 1211 <NA>## 1212 <NA>## 1213 <NA>## 1214 <NA>## 1215 <NA>## 1216 <NA>## 1217 <NA>## 1218 <NA>## 1219 <NA>## 1220 <NA>## 1221 <NA>## 1222 <NA>## 1223 <NA>## 1224 <NA>## 1225 <NA>## 1226 <NA>## 1227 <NA>## 1228 <NA>## 1229 <NA>## 1230 <NA>## 1231 <NA>## 1232 <NA>## 1233 <NA>## 1234 <NA>## 1235 <NA>## 1236 <NA>## 1237 <NA>## 1238 <NA>## 1239 <NA>## 1240 <NA>## 1241 <NA>## 1242 <NA>## 1243 <NA>## 1244 <NA>## 1245 <NA>## 1246 <NA>## 1247 <NA>## 1248 <NA>## 1249 <NA>## 1250 <NA>## 1251 <NA>## 1252 <NA>## 1253 <NA>## 1254 <NA>## 1255 <NA>## 1256 <NA>## 1257 <NA>## 1258 <NA>## 1259 <NA>## 1260 <NA>## 1261 <NA>## 1262 <NA>## 1263 <NA>## 1264 <NA>## 1265 <NA>## 1266 <NA>## 1267 <NA>## 1268 <NA>## 1269 <NA>## 1270 <NA>## 1271 <NA>## 1272 <NA>## 1273 <NA>## 1274 <NA>## 1275 <NA>## 1276 <NA>## 1277 <NA>## 1278 <NA>## 1279 <NA>## 1280 <NA>## 1281 <NA>## 1282 <NA>## 1283 <NA>## 1284 <NA>## 1285 <NA>## 1286 <NA>## 1287 <NA>## 1288 <NA>## 1289 <NA>## 1290 <NA>## 1291 <NA>## 1292 <NA>## 1293 <NA>## 1294 <NA>## 1295 <NA>## 1296 <NA>## 1297 <NA>## 1298 <NA>## 1299 <NA>## 1300 <NA>## 1301 <NA>## 1302 <NA>## 1303 <NA>## 1304 <NA>## 1305 <NA>## 1306 <NA>## 1307 <NA>## 1308 <NA>## 1309 <NA>## 1310 <NA>## 1311 <NA>## 1312 <NA>## 1313 <NA>## 1314 <NA>## 1315 <NA>## 1316 <NA>## 1317 <NA>## 1318 <NA>## 1319 <NA>## 1320 <NA>## 1321 <NA>## 1322 <NA>## 1323 <NA>## 1324 <NA>## 1325 <NA>## 1326 <NA>## 1327 <NA>## 1328 <NA>## 1329 <NA>## 1330 <NA>## 1331 <NA>## 1332 <NA>## 1333 <NA>## 1334 <NA>## 1335 <NA>## 1336 <NA>## 1337 <NA>## 1338 <NA>## 1339 <NA>## 1340 <NA>## 1341 <NA>## 1342 <NA>## 1343 <NA>## 1344 <NA>## 1345 <NA>## 1346 <NA>## 1347 <NA>## 1348 <NA>## 1349 <NA>## 1350 <NA>## 1351 <NA>## 1352 <NA>## 1353 <NA>## 1354 <NA>## 1355 <NA>## 1356 <NA>## 1357 <NA>## 1358 <NA>## 1359 <NA>## 1360 <NA>## 1361 <NA>## 1362 <NA>## 1363 <NA>## 1364 <NA>## 1365 <NA>## 1366 <NA>## 1367 <NA>## 1368 <NA>## 1369 <NA>## 1370 <NA>## 1371 <NA>## 1372 <NA>## 1373 <NA>## 1374 <NA>## 1375 <NA>## 1376 <NA>## 1377 <NA>## 1378 <NA>## 1379 <NA>## 1380 <NA>## 1381 <NA>## 1382 <NA>## 1383 <NA>## 1384 <NA>## 1385 <NA>## 1386 <NA>## 1387 <NA>## 1388 <NA>## 1389 <NA>## 1390 <NA>## 1391 <NA>## 1392 <NA>## 1393 <NA>## 1394 <NA>## 1395 <NA>## 1396 <NA>## 1397 <NA>## 1398 <NA>## 1399 <NA>## 1400 <NA>## 1401 <NA>## 1402 <NA>## 1403 <NA>## 1404 <NA>## 1405 <NA>## 1406 <NA>## 1407 <NA>## 1408 <NA>## 1409 <NA>## 1410 <NA>## 1411 <NA>## 1412 <NA>## 1413 <NA>## 1414 <NA>## 1415 <NA>## 1416 <NA>## Error: assertr stopped execution26 / 30
assertr package
When all assumptions are satisfied, the result is just the original data set.
It can be piped directly for analysis.
27 / 30
assertr package
When all assumptions are satisfied, the result is just the original data set.
It can be piped directly for analysis.
delays_clean %>% chain_start() %>% assert(in_set("YU", "BD", "SHP", "SRT"), line) %>% assert(within_bounds(0, Inf), min_delay) %>% assert(not_na, min_delay) %>% chain_end() %>% group_by(line, description) %>% summarise(delays = sum(min_delay)) %>% arrange(-delays) %>% slice(1:5) %>% ggplot(aes(x = description, y = delays)) + geom_col() + facet_wrap(vars(line), scales = "fixed", nrow = 1) + coord_flip()27 / 30
assertr package
28 / 30
assertr package
Where's "Unauthorized at Track Level"? 🤔
28 / 30
Wrapping up
🏊♂️ Be weary of diving right into results.
🔍 Efficiently visualize your data to verify or build mental models.
🕳 Be liberal with rabbit holes, investigations, and edge cases.
🗣 Codify your assumptions so that it is them, not you, who fail spectacularly!
29 / 30
Thanks!
Toronto Open Data: bit.ly/toronto-open-data
visdat package vignette: bit.ly/visdat-docs
skimr package vignette: bit.ly/skimr-docs
assertr package vignette: bit.ly/assertr-docs
Slides: bit.ly/rladies-to-kickoff
Twitter: @sharlagelfand
30 / 30