class: center, middle, inverse, title-slide # Opinionated Strategies for Uncharted Territories ## R-Ladies / RUG Kickoff ### Sharla Gelfand ### March 5, 2019 --- # About me .pull-left[ Statistician at the College of Nurses of Ontario. R user for almost 10 years. Twitter: @sharlagelfand Blog: [sharla.party](https://sharla.party) Slides: [bit.ly/rladies-to-kickoff](http://bit.ly/rladies-to-kickoff) ] .pull-right[  *Vicky Leta / Mashable* ] --- class: center, middle  *[https://www.cbc.ca/news/canada/toronto/ttc-trespassing-campaign-1.5011407](https://www.cbc.ca/news/canada/toronto/ttc-trespassing-campaign-1.5011407)* --- layout: true # 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](https://www.toronto.ca/city-government/data-research-maps/open-data/open-data-catalogue/transportation/#917dd033-1fe5-4ba8-04ca-f683eec89761). Let's answer some of my questions and go over some strategies about how to work with a new data set. --- ```r 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 BD ``` -- Some qualities of this data were doctored (by me) for the purpose of Making A Point. --- Top 5 causes for delay along each line (YU, BD, SHP, and SRT). ```r 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() ``` --- <!-- --> Immediate issues -- other "lines", inconsistent coding. --- ```r delays %>% filter(line %in% c("YU", "YU", "SHP", "SRT")) %>% ... same code as before ``` <!-- --> -- Where's "Unauthorized at Track Level?" --- Look at delay from campaign, "Unauthorized at Track Level" -- ```r 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 NA ``` -- Easy to remove `NA`s, 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. --- layout:false # 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. --- class: center, inverse, middle # 🔍 Visual summaries 🔍 Learn about your data as fast as possible. --- # `visdat` package Visual overview of data structure and missingness, created by [Nick Tierney](https://www.njtierney.com/). -- ```r library(visdat) vis_dat(delays) ``` <img src="index_files/figure-html/visdat-delays-output-1.png" width="80%" /> Learn things about your data that weren't clear in the first few lines. --- # `visdat` package ```r vis_miss(delays) ``` <img src="index_files/figure-html/vismiss-delays-output-1.png" width="80%" /> -- What does it *mean* if `bound` is missing? Both directions? Specific `code`s? --- # Variable summaries Attributes and possible values of each variable. -- ```r 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 1036 ``` -- ```r summary(delays[["line"]]) ``` -- ``` ## Length Class Mode ## 20735 character character ``` -- `summary()` is very general. Sometimes it contains good information, sometimes it doesn't tell you anything at all. --- # `skimr` package Gives summary statistics that you can quickly *skim* to understand your data, maintained by [Elin Waring](https://elinwaring.org/) and [Michael Quinn](http://michaelquinn32.github.io/). -- 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. --- ```r 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. --- # `skimr` package What are the different values of `bound`, for each `line`? ```r 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 FALSE ``` --- # 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). --- class: middle, center, inverse # 🗣 Opinionated strategies 🗣 Codify assumptions so that your analysis fails if they're not met. --- # `assertr` package Verify assumptions about data *early* in a pipeline. Created by [Tony Fischetti](http://www.onthelambda.com/). 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. --- layout:true # `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. ```r 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 execution ``` --- .center[  *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". --- `in_set()`: checks that each value is within a set. -- `within_bounds()`: checks that each numeric value is within the bounds ```r 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 rows ``` --- `not_na()`: checks that each element is not NA. ```r 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 execution ``` -- `is_uniq()`: checks if each value is unique; useful for IDs. -- DIY! write a function that returns TRUE/FALSE. --- `assertr` functions are designed to be piped together. By default, the first deviation will stop the pipe and return errors. -- ```r 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 execution ``` Only names one violation. --- Use `chain_start()` and `chain_end()` to get all errors. -- ```r 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> ## 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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 execution ``` --- When all assumptions are satisfied, the result is just the original data set. It can be piped directly for analysis. -- ```r 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() ``` --- <img src="index_files/figure-html/asumptions-met-plot-output-1.png" width="100%" /> -- Where's "Unauthorized at Track Level"? 🤔 --- layout:false # 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! --- # Thanks! Toronto Open Data: [bit.ly/toronto-open-data](http://bit.ly/toronto-open-data) `visdat` package vignette: [bit.ly/visdat-docs](http://bit.ly/visdat-docs) `skimr` package vignette: [bit.ly/skimr-docs](http://bit.ly/skimr-docs) `assertr` package vignette: [bit.ly/assertr-docs](http://bit.ly/assertr-docs) Slides: [bit.ly/rladies-to-kickoff](http://bit.ly/rladies-to-kickoff) Twitter: @sharlagelfand