Finding Problems

Author

Steffi LaZerte

Published

July 4, 2024

Now that we’ve created our bouts and transitions, we need to do some further cleaning as there are definitely some erroneous observations which will need to be removed.

Setup

source("XX_setup.R")

runs <- load_runs()
hits <- load_hits()

trans <- read_rds("Data/02_Datasets/transitions_initial.rds")
bouts <- read_rds("Data/02_Datasets/bouts_initial.rds")
dist <- read_rds("Data/02_Datasets/stn_dist.rds")

Problems

We can identify problematic transitions these in several ways.

  1. Transitions which are too fast - We have a cutoff of 72 m/s
    • This reflects transitions which occurred over a distance greater than the maximum tower distance (50 km), and which were either instantaneous (i.e. overlaps), or way too fast.
    • These can be identified and fixed automatically (but will still be manually reviewed, just in case)
  2. Transitions which are in the wrong direction
    • It’s highly unlikely that a migrating bird will start migration and then backtrack hundreds of kilometres. So ‘false’ starts, likely false positives some where in those transitions.
    • These can be identified automatically, but are prone to being overzealous so need to be assessed manually. It can also be tricky to identify which bout is the problem.
  3. Transitions which include a suspiciously short bout - NOT IMPLEMENTED
    • Transitions between stations where one of the end bouts is quite short (e.g., all runs < 10 and perhaps only a few runs) are less likely to be “true” transitions, as they may originate or end with a bout that is less likely to be a true bout.
    • However, there are many of these, resulting in over 300 individuals to check so for now we will ignore these and see how the summaries go.

Identifying problems

Now we’ll pull out the problems we should address. These include problems which we can programatically fix, and those that we need to manually fix.

Note

Even programatically fixed problems will be manually reviewed in the Manual Checks section below.

trans <- id_problems(trans)
# Identify different types of problems in the transitions data
id_problems <- function(trans, problems_manual = NULL) {
  
  # Identify suspiciously short bouts related to transitions
  #b <- filter(bouts, n_runs < 5, len_max < 10) |>
  # pull(id)  
  
  # Add manual problems
  if(!is.null(problems_manual)) {
    trans_fix1 <- semi_join(trans, rename(problems_manual, "stn1" = "stn_group"),
                           by = join_by("tagDeployID", "stn1", within("b1", "e1", "start", "end"))) |>
      mutate(problem_manual = TRUE)
    
    trans_fix2 <- semi_join(trans, rename(problems_manual, "stn2" = "stn_group"),
                            by = join_by("tagDeployID", "stn2", within("b2", "e2", "start", "end"))) |>
      mutate(problem_manual = TRUE)
    
    trans <- trans |>
      mutate(problem_manual = FALSE) |>
      rows_update(trans_fix1, by = c("tagDeployID", "stn1", "trans_id")) |>
      rows_update(trans_fix2, by = c("tagDeployID", "stn2", "trans_id"))
      
  } else trans$problem_manual <- FALSE
  
  trans |>
    mutate(
      # Identify problematic transitions (overlaps or too fast)
      problem_fast = next_dist >= max_tower_dist & (time_diff < min_time | overlap),
      
      # TODO: Results in 300+ ids to check... leave for now
      problem_short_bout = FALSE, # TODO: if using, replace with id1 %in% b | id2 %in% b, (add bouts in as arg)
      
      # Direction
      lat_diff = lat2 - lat1, 
      problem_direction = (migration == "south" & lat_diff > 1) |
        (migration == "north" & lat_diff < -1),
      problem_direction = replace_na(problem_direction, FALSE),
      
      # Overall
      problem = problem_fast | problem_short_bout | problem_manual | problem_direction) |>
    select(-matches("\\.(x|y)$"))
}

First 200 rows

trans |>
  slice(1:200) |>
  gt() |>
  gt_theme() |>
  tab_options(container.height = px(600),
              container.overflow.y = "auto")
tagDeployID id1 id2 overlap stn1 b1 e1 recv1 lat1 lon1 stn2 b2 e2 recv2 lat2 lon2 recv_pair next_dist min_time trans_id lag1 lag2 time_diff speed mid_date migration connected problem_manual problem_fast problem_short_bout lat_diff problem_direction problem
4350 4350_1115_1 4350_701_1 FALSE 1115 2014-10-09 15:00:20.7792 2014-10-09 15:02:42.1372 1115 48.1232 -69.7168 701 2014-10-31 14:06:40.4045 2014-10-31 14:16:05.2456 701 47.0794 -64.8736 1115_701 381.14943 [km] 5293.74210008754s (~1.47 hours) 1 3.162397e+04 [min] 31633.385140 [min] 1897438.26729989s (~3.14 weeks) 0.20087580 [m/s] 2014-10-20 south FALSE FALSE FALSE FALSE -1.0438 FALSE FALSE
2661 2661_1113-1115_1 2661_1111_1 FALSE 1113-1115 2014-10-10 12:22:18.9287 2014-10-10 12:26:26.2143 1113 48.2581 -69.5214 1111 2014-10-24 13:03:45.4746 2014-10-24 13:34:56.1186 1111 49.0487 -68.4659 1113_1111 117.21448 [km] 1627.97893304885s (~27.13 minutes) 2 2.019732e+04 [min] 20228.498405 [min] 1211839.26030016s (~2 weeks) 0.09672445 [m/s] 2014-10-17 south FALSE FALSE FALSE FALSE 0.7906 FALSE FALSE
2661 2661_1111_2 2661_1113-1115_2 FALSE 1111 2014-10-25 10:28:55.1253 2014-10-25 10:45:58.7963 1111 49.0487 -68.4659 1113-1115 2014-10-27 20:32:28.9983 2014-10-27 21:01:58.3917 1113 48.2581 -69.5214 1111_1113 117.21448 [km] 1627.97893304885s (~27.13 minutes) 3 3.466503e+03 [min] 3495.993257 [min] 207990.202000141s (~2.41 days) 0.56355772 [m/s] 2014-10-26 south FALSE FALSE FALSE FALSE -0.7906 FALSE FALSE
2661 2661_1113-1115_2 2661_1105_1 FALSE 1113-1115 2014-10-27 20:32:28.9983 2014-10-27 21:01:58.3917 1113 48.2581 -69.5214 1105 2014-10-28 07:24:38.6257 2014-10-28 07:27:35.3316 1105 47.0719 -70.7852 1113_1105 162.33522 [km] 2254.65581919934s (~37.58 minutes) 4 6.226706e+02 [min] 625.615665 [min] 37360.2339999676s (~10.38 hours) 4.34513389 [m/s] 2014-10-28 south FALSE FALSE FALSE FALSE -1.1862 FALSE FALSE
13854 13854_4245_1 13854_4218_1 FALSE 4245 2017-08-09 11:07:23.8563 2017-08-09 12:19:50.9303 4245 45.4307 -73.9385 4218 2017-10-07 05:09:58.6613 2017-10-07 05:13:37.0588 4218 40.3201 -75.9026 4245_4218 590.32946 [km] 8199.02021126684s (~2.28 hours) 5 8.453013e+04 [min] 84533.768808 [min] 5071807.73099995s (~8.39 weeks) 0.11639429 [m/s] 2017-09-07 south FALSE FALSE FALSE FALSE -5.1106 FALSE FALSE
13850 13850_4245_3 13850_3849_1 FALSE 4245 2017-08-10 15:27:54.0711 2017-08-10 15:33:54.0003 4245 45.4307 -73.9385 3849 2017-10-12 11:53:24.3567 2017-10-12 11:59:36.0796 3849 30.0880 -84.1628 4245_3849 1924.58729 [km] 26730.3789917894s (~7.43 hours) 6 9.049951e+04 [min] 90505.701322 [min] 5429970.35640001s (~8.98 weeks) 0.35443790 [m/s] 2017-09-11 south FALSE FALSE FALSE FALSE -15.3427 FALSE FALSE
14299 14299_4246_3 14299_4206_1 FALSE 4246 2017-08-29 22:50:15.9266 2017-08-29 22:52:14.0377 4246 45.4307 -73.9385 4206 2017-09-11 09:06:11.7988 2017-09-11 09:20:15.3751 4206 40.2765 -77.2774 4246_4206 634.31793 [km] 8809.97118850465s (~2.45 hours) 7 1.789396e+04 [min] 17908.022290 [min] 1073637.76110005s (~1.78 weeks) 0.59081186 [m/s] 2017-09-05 south FALSE FALSE FALSE FALSE -5.1542 FALSE FALSE
13844 13844_4245-4246_320 13844_4206_1 FALSE 4245-4246 2017-09-13 21:20:50.4121 2017-09-14 00:39:22.8017 4245 45.4307 -73.9385 4206 2017-09-15 09:19:54.615 2017-09-15 09:27:39.8888 4206 40.2765 -77.2774 4245_4206 634.31793 [km] 8809.97118850465s (~2.45 hours) 8 1.960530e+03 [min] 1968.284785 [min] 117631.813299894s (~1.36 days) 5.39240115 [m/s] 2017-09-14 south TRUE FALSE FALSE FALSE -5.1542 FALSE FALSE
13845 13845_4245-4246_71 13845_4219_1 FALSE 4245-4246 2017-09-14 00:08:18.8259 2017-09-14 00:08:54.2955 4245 45.4307 -73.9385 4219 2017-09-16 03:10:07.2254 2017-09-16 03:13:33.7394 4219 40.4326 -77.6480 4245_4219 632.34225 [km] 8782.53128048333s (~2.44 hours) 9 3.061215e+03 [min] 3064.657398 [min] 183672.929899931s (~2.13 days) 3.44276237 [m/s] 2017-09-15 south FALSE FALSE FALSE FALSE -4.9981 FALSE FALSE
13847 13847_4245-4246_312 13847_4208_1 FALSE 4245-4246 2017-09-14 19:17:15.6767 2017-09-14 23:57:19.5354 4245 45.4307 -73.9385 4208 2017-09-16 03:21:36.9757 2017-09-16 03:25:27.1401 4208 41.0263 -77.9591 4245_4208 588.00818 [km] 8166.78029240691s (~2.27 hours) 10 1.644291e+03 [min] 1648.126745 [min] 98657.4402999878s (~1.14 days) 5.96009971 [m/s] 2017-09-15 south TRUE FALSE FALSE FALSE -4.4044 FALSE FALSE
13846 13846_4245-4246_339 13846_3075_1 FALSE 4245-4246 2017-09-14 23:34:43.75 2017-09-15 00:15:43.4059 4245 45.4307 -73.9385 3075 2017-09-15 02:08:22.4294 2017-09-15 02:10:20.5441 3075 45.0091 -74.7903 4245_3075 81.53972 [km] 1132.49617500628s (~18.87 minutes) 11 1.126504e+02 [min] 114.618970 [min] 6759.02349996567s (~1.88 hours) 12.06383209 [m/s] 2017-09-15 south TRUE FALSE FALSE FALSE -0.4216 FALSE FALSE
13846 13846_3075_1 13846_4210_1 FALSE 3075 2017-09-15 02:08:22.4294 2017-09-15 02:10:20.5441 3075 45.0091 -74.7903 4210 2017-09-16 04:07:55.4904 2017-09-16 04:11:39.7704 4210 41.3181 -78.7674 3075_4210 521.86630 [km] 7248.14312305168s (~2.01 hours) 12 1.557582e+03 [min] 1561.320438 [min] 93454.9463000298s (~1.08 days) 5.58414857 [m/s] 2017-09-15 south TRUE FALSE FALSE FALSE -3.6910 FALSE FALSE
13844 13844_4206_2 13844_3849_1 FALSE 4206 2017-09-15 23:54:03.6964 2017-09-16 00:10:02.1749 4206 40.2765 -77.2774 3849 2017-09-28 02:25:09.9004 2017-09-28 02:49:16.8868 3849 30.0880 -84.1628 4206_3849 1293.18737 [km] 17960.935722495s (~4.99 hours) 13 1.741513e+04 [min] 17439.245198 [min] 1044907.72549987s (~1.73 weeks) 1.23760916 [m/s] 2017-09-22 south FALSE FALSE FALSE FALSE -10.1885 FALSE FALSE
13852 13852_4245-4246_23 13852_4250-4252_1 FALSE 4245-4246 2017-09-20 23:15:38.9876 2017-09-20 23:50:33.0384 4245 45.4307 -73.9385 4250-4252 2017-09-24 05:31:19.0827 2017-09-24 05:40:01.6853 4250 40.1636 -79.2675 4245_4250 729.05874 [km] 10125.8158881421s (~2.81 hours) 14 4.660767e+03 [min] 4669.477448 [min] 279646.044300079s (~3.24 days) 2.60707691 [m/s] 2017-09-22 south FALSE FALSE FALSE FALSE -5.2671 FALSE FALSE
14164 14164_4246_12 14164_4320_1 FALSE 4246 2017-09-23 11:13:31.2801 2017-09-23 11:26:06.443 4246 45.4307 -73.9385 4320 2017-10-16 03:26:04.1363 2017-10-16 03:28:19.9955 4320 29.5648 -82.2650 4246_4320 1908.42441 [km] 26505.894538673s (~7.36 hours) 15 3.263996e+04 [min] 32642.225875 [min] 1958397.69330001s (~3.24 weeks) 0.97448256 [m/s] 2017-10-04 south FALSE FALSE FALSE FALSE -15.8659 FALSE FALSE
13859 13859_4245-4246_78 13859_4213_1 FALSE 4245-4246 2017-09-28 22:16:39.4967 2017-09-28 23:32:03.5713 4245 45.4307 -73.9385 4213 2017-10-01 07:54:05.8063 2017-10-01 08:01:10.7308 4213 41.8787 -79.4567 4245_4213 593.95005 [km] 8249.30624535631s (~2.29 hours) 16 3.382037e+03 [min] 3389.119325 [min] 202922.234999895s (~2.35 days) 2.92698358 [m/s] 2017-09-30 south FALSE FALSE FALSE FALSE -3.5520 FALSE FALSE
14163 14163_4245-4246_237 14163_4206_1 FALSE 4245-4246 2017-09-28 22:30:52.1967 2017-09-28 23:33:00.1014 4245 45.4307 -73.9385 4206 2017-10-01 01:58:24.2638 2017-10-01 02:05:11.5632 4206 40.2765 -77.2774 4245_4206 634.31793 [km] 8809.97118850465s (~2.45 hours) 17 3.025403e+03 [min] 3032.191030 [min] 181524.162400007s (~2.1 days) 3.49439941 [m/s] 2017-09-30 south FALSE FALSE FALSE FALSE -5.1542 FALSE FALSE
14162 14162_4245-4246_145 14162_3849_1 FALSE 4245-4246 2017-09-28 22:57:31.8625 2017-09-28 23:33:42.6118 4245 45.4307 -73.9385 3849 2017-10-17 06:24:12.8484 2017-10-17 06:32:16.7444 3849 30.0880 -84.1628 4245_3849 1924.58729 [km] 26730.3789917894s (~7.43 hours) 18 2.633050e+04 [min] 26338.568877 [min] 1579830.23660016s (~2.61 weeks) 1.21822411 [m/s] 2017-10-08 south FALSE FALSE FALSE FALSE -15.3427 FALSE FALSE
14167 14167_4245-4246_6 14167_3849_1 FALSE 4245-4246 2017-09-29 01:32:43.2546 2017-09-29 01:44:01.8308 4245 45.4307 -73.9385 3849 2017-10-13 05:19:56.7253 2017-10-13 05:26:49.8911 3849 30.0880 -84.1628 4245_3849 1924.58729 [km] 26730.3789917894s (~7.43 hours) 19 2.037591e+04 [min] 20382.801005 [min] 1222554.89450002s (~2.02 weeks) 1.57423384 [m/s] 2017-10-06 south FALSE FALSE FALSE FALSE -15.3427 FALSE FALSE
13859 13859_4213_1 13859_3849_1 FALSE 4213 2017-10-01 07:54:05.8063 2017-10-01 08:01:10.7308 4213 41.8787 -79.4567 3849 2017-10-17 07:18:57.6637 2017-10-17 07:26:55.6696 3849 30.0880 -84.1628 4213_3849 1377.14630 [km] 19127.0320115043s (~5.31 hours) 20 2.299778e+04 [min] 23005.748980 [min] 1379866.93290019s (~2.28 weeks) 0.99802834 [m/s] 2017-10-09 south FALSE FALSE FALSE FALSE -11.7907 FALSE FALSE
13854 13854_4218_1 13854_4206_1 FALSE 4218 2017-10-07 05:09:58.6613 2017-10-07 05:13:37.0588 4218 40.3201 -75.9026 4206 2017-10-07 08:39:39.294 2017-10-07 08:45:56.9404 4206 40.2765 -77.2774 4218_4206 116.69240 [km] 1620.72774135187s (~27.01 minutes) 21 2.060373e+02 [min] 212.331360 [min] 12362.2351999283s (~3.43 hours) 9.43942543 [m/s] 2017-10-07 south TRUE FALSE FALSE FALSE -0.0436 FALSE FALSE
14161 14161_4245-4246_236 14161_4303_1 FALSE 4245-4246 2017-10-11 22:15:43.1384 2017-10-11 23:07:20.0001 4245 45.4307 -73.9385 4303 2017-11-11 02:28:48.7388 2017-11-11 02:29:48.0785 4303 31.2956 -81.3435 4245_4303 1697.32240 [km] 23573.9222294301s (~6.55 hours) 22 4.340148e+04 [min] 43402.467973 [min] 2604088.73870015s (~4.31 weeks) 0.65179131 [m/s] 2017-10-27 south FALSE FALSE FALSE FALSE -14.1351 FALSE FALSE
18877 18877_4726-4790_7 18877_3075_1 FALSE 4726-4790 2018-08-07 01:29:14.1283 2018-08-08 02:11:03.8702 4726 45.4079 -73.9390 3075 2018-08-08 04:56:21.8503 2018-08-08 04:58:29.9157 3075 45.0091 -74.7903 4726_3075 80.08756 [km] 1112.32724856114s (~18.54 minutes) 23 1.652997e+02 [min] 167.434092 [min] 9917.98010015488s (~2.75 hours) 8.07498715 [m/s] 2018-08-08 south TRUE FALSE FALSE FALSE -0.3988 FALSE FALSE
18877 18877_3075_1 18877_4726-4790_8 FALSE 3075 2018-08-08 04:56:21.8503 2018-08-08 04:58:29.9157 3075 45.0091 -74.7903 4726-4790 2018-08-31 08:26:01.3258 2018-08-31 08:27:40.9928 4726 45.4079 -73.9390 3075_4726 80.08756 [km] 1112.32724856114s (~18.54 minutes) 24 3.332752e+04 [min] 33329.184618 [min] 1999651.41009998s (~3.31 weeks) 0.04005076 [m/s] 2018-08-19 south FALSE FALSE FALSE FALSE 0.3988 FALSE FALSE
19409 19409_4790_18 19409_4825_1 FALSE 4790 2018-08-31 10:26:38.9024 2018-08-31 18:24:21.8023 4790 45.4307 -73.9385 4825 2018-09-19 04:28:47.1316 2018-09-19 04:31:01.2972 4825 41.0500 -77.6169 4790_4825 570.86738 [km] 7928.71361267425s (~2.2 hours) 25 2.652442e+04 [min] 26526.658248 [min] 1591465.32929993s (~2.63 weeks) 0.35870551 [m/s] 2018-09-09 south FALSE FALSE FALSE FALSE -4.3807 FALSE FALSE
18916 18916_4726-4790_14 18916_4286-4340_1 FALSE 4726-4790 2018-09-10 08:43:15.3872 2018-09-10 08:43:44.07 4726 45.4079 -73.9390 4286-4340 2018-09-17 00:53:32.8942 2018-09-17 01:33:18.6834 4286 43.0677 -76.7187 4726_4286 341.64556 [km] 4745.0771603063s (~1.32 hours) 26 9.609814e+03 [min] 9649.576890 [min] 576588.824200153s (~6.67 days) 0.59252892 [m/s] 2018-09-13 south FALSE FALSE FALSE FALSE -2.3402 FALSE FALSE
17852 17852_4726-4790_91 17852_4219_1 FALSE 4726-4790 2018-09-12 17:22:35.2883 2018-09-13 00:14:33.1042 4726 45.4079 -73.9390 4219 2018-09-15 03:51:21.351 2018-09-15 04:06:58.6833 4219 40.4326 -77.6480 4726_4219 630.12405 [km] 8751.72295143786s (~2.43 hours) 27 3.096804e+03 [min] 3112.426318 [min] 185808.246800184s (~2.15 days) 3.39125988 [m/s] 2018-09-14 south FALSE FALSE FALSE FALSE -4.9753 FALSE FALSE
17845 17845_4790-4894_83 17845_3560_1 FALSE 4790-4894 2018-09-13 07:11:12.9086 2018-09-13 07:16:10.7468 4790 45.4307 -73.9385 3560 2018-09-19 01:38:46.5341 2018-09-19 01:40:29.7599 3560 44.9367 -75.0867 4790_3560 105.42816 [km] 1464.28005783316s (~24.4 minutes) 28 8.302596e+03 [min] 8304.316885 [min] 498155.78730011s (~5.77 days) 0.21163694 [m/s] 2018-09-16 south FALSE FALSE FALSE FALSE -0.4940 FALSE FALSE
19419 19419_4790_10 19419_4824_1 FALSE 4790 2018-09-13 10:09:11.3128 2018-09-14 00:00:56.8747 4790 45.4307 -73.9385 4824 2018-09-20 04:29:00.5512 2018-09-20 04:30:54.1405 4824 40.9856 -77.7096 4790_4824 580.97570 [km] 8069.10688309919s (~2.24 hours) 29 8.908061e+03 [min] 8909.954430 [min] 534483.676499844s (~6.19 days) 1.08698492 [m/s] 2018-09-17 south FALSE FALSE FALSE FALSE -4.4451 FALSE FALSE
17854 17854_4726-4790_257 17854_3877_1 FALSE 4726-4790 2018-09-14 16:21:43.834 2018-09-15 00:13:19.0544 4726 45.4079 -73.9390 3877 2018-10-25 07:33:54.6294 2018-10-25 07:36:45.2438 3877 8.6355 -77.3486 4726_3877 4101.96861 [km] 56971.7862326808s (~15.83 hours) 30 5.804059e+04 [min] 58043.436490 [min] 3482435.57500005s (~5.76 weeks) 1.17790222 [m/s] 2018-10-05 south FALSE FALSE FALSE FALSE -36.7724 FALSE FALSE
17852 17852_4219_1 17852_4945_1 FALSE 4219 2018-09-15 03:51:21.351 2018-09-15 04:06:58.6833 4219 40.4326 -77.6480 4945 2018-10-09 18:33:29.4955 2018-10-09 18:35:09.1264 4945 43.6460 -79.4659 4219_4945 387.54442 [km] 5382.56144106831s (~1.5 hours) 31 3.542651e+04 [min] 35428.174052 [min] 2125590.81220007s (~3.51 weeks) 0.18232316 [m/s] 2018-09-27 south FALSE FALSE FALSE FALSE 3.2134 TRUE TRUE
19420 19420_4790_17 19420_4219_1 FALSE 4790 2018-09-16 19:48:23.692 2018-09-16 23:09:36.1937 4790 45.4307 -73.9385 4219 2018-09-20 00:34:44.6063 2018-09-20 00:39:53.9519 4219 40.4326 -77.6480 4790_4219 632.34225 [km] 8782.53128048333s (~2.44 hours) 32 4.405140e+03 [min] 4410.295970 [min] 264308.41260004s (~3.06 days) 2.39244088 [m/s] 2018-09-18 south FALSE FALSE FALSE FALSE -4.9981 FALSE FALSE
18888 18888_4726-4790-4894_96 18888_4208_1 FALSE 4726-4790-4894 2018-09-16 23:42:07.6489 2018-09-16 23:44:52.6564 4726 45.4079 -73.9390 4208 2018-09-24 03:18:30.1328 2018-09-24 03:26:34.4491 4208 41.0263 -77.9591 4726_4208 585.91138 [km] 8137.65804027373s (~2.26 hours) 33 1.029362e+04 [min] 10301.696545 [min] 617617.476400137s (~1.02 weeks) 0.94866386 [m/s] 2018-09-20 south FALSE FALSE FALSE FALSE -4.3816 FALSE FALSE
19418 19418_4726-4790_38 19418_4250_1 FALSE 4726-4790 2018-09-17 00:12:52.6951 2018-09-17 00:14:56.5788 4726 45.4079 -73.9390 4250 2018-09-22 06:28:00.3709 2018-09-22 06:36:35.6175 4250 40.1636 -79.2675 4726_4250 727.05014 [km] 10097.9186178092s (~2.8 hours) 34 7.573063e+03 [min] 7581.650645 [min] 454383.792099953s (~5.26 days) 1.60007939 [m/s] 2018-09-19 south FALSE FALSE FALSE FALSE -5.2443 FALSE FALSE
18916 18916_4286-4340_1 18916_4726-4790_15 FALSE 4286-4340 2018-09-17 00:53:32.8942 2018-09-17 01:33:18.6834 4286 43.0677 -76.7187 4726-4790 2018-09-18 21:12:29.9163 2018-09-18 21:16:03.202 4726 45.4079 -73.9390 4286_4726 341.64556 [km] 4745.0771603063s (~1.32 hours) 35 2.619187e+03 [min] 2622.741977 [min] 157151.232900143s (~1.82 days) 2.17399221 [m/s] 2018-09-17 south FALSE FALSE FALSE FALSE 2.3402 TRUE TRUE
17856 17856_4726-4790_28 17856_4219_1 FALSE 4726-4790 2018-09-18 02:08:30.8509 2018-09-18 02:08:59.4566 4726 45.4079 -73.9390 4219 2018-09-20 00:34:46.0758 2018-09-20 00:41:16.7005 4219 40.4326 -77.6480 4726_4219 630.12405 [km] 8751.72295143786s (~2.43 hours) 36 2.785777e+03 [min] 2792.287398 [min] 167146.619199991s (~1.93 days) 3.76988811 [m/s] 2018-09-19 south FALSE FALSE FALSE FALSE -4.9753 FALSE FALSE
18548 18548_4726-4790_253 18548_4219_1 FALSE 4726-4790 2018-09-18 16:02:29.7103 2018-09-18 16:02:44.1475 4726 45.4079 -73.9390 4219 2018-09-19 01:42:38.6766 2018-09-19 01:49:59.0488 4219 40.4326 -77.6480 4726_4219 630.12405 [km] 8751.72295143786s (~2.43 hours) 37 5.799088e+02 [min] 587.248355 [min] 34794.5290999413s (~9.67 hours) 18.10986005 [m/s] 2018-09-18 south TRUE FALSE FALSE FALSE -4.9753 FALSE FALSE
18878 18878_4726-4790_90 18878_4824_1 FALSE 4726-4790 2018-09-18 20:57:44.563 2018-09-19 03:43:21.4724 4726 45.4079 -73.9390 4824 2018-10-08 02:48:35.5801 2018-10-08 02:49:47.8965 4824 40.9856 -77.7096 4726_4824 578.83068 [km] 8039.31494831921s (~2.23 hours) 38 2.730524e+04 [min] 27306.440402 [min] 1638314.10770011s (~2.71 weeks) 0.35330873 [m/s] 2018-09-28 south FALSE FALSE FALSE FALSE -4.4223 FALSE FALSE
18916 18916_4726-4790_15 18916_4208_1 FALSE 4726-4790 2018-09-18 21:12:29.9163 2018-09-18 21:16:03.202 4726 45.4079 -73.9390 4208 2018-09-19 02:10:21.0942 2018-09-19 02:23:08.1471 4208 41.0263 -77.9591 4726_4208 585.91138 [km] 8137.65804027373s (~2.26 hours) 39 2.942982e+02 [min] 307.082418 [min] 17657.8921999931s (~4.9 hours) 33.18127511 [m/s] 2018-09-18 south TRUE FALSE FALSE FALSE -4.3816 FALSE FALSE
19407 19407_4726-4790_92 19407_4219_1 FALSE 4726-4790 2018-09-19 00:01:24.9696 2018-09-19 00:15:39.3602 4726 45.4079 -73.9390 4219 2018-09-29 06:21:05.6696 2018-09-29 06:42:23.0739 4219 40.4326 -77.6480 4726_4219 630.12405 [km] 8751.72295143786s (~2.43 hours) 40 1.476544e+04 [min] 14786.728562 [min] 885926.309400082s (~1.46 weeks) 0.71126012 [m/s] 2018-09-24 south FALSE FALSE FALSE FALSE -4.9753 FALSE FALSE
18880 18880_4726-4790_273 18880_3075_1 FALSE 4726-4790 2018-09-19 00:05:12.1519 2018-09-19 00:08:30.8316 4726 45.4079 -73.9390 3075 2018-09-19 01:32:38.0447 2018-09-19 01:36:11.2616 3075 45.0091 -74.7903 4726_3075 80.08756 [km] 1112.32724856114s (~18.54 minutes) 41 8.412022e+01 [min] 87.673833 [min] 5047.21309995651s (~1.4 hours) 15.86767991 [m/s] 2018-09-19 south TRUE FALSE FALSE FALSE -0.3988 FALSE FALSE
19412 19412_4726-4790_27 19412_4208_1 FALSE 4726-4790 2018-09-19 00:10:21.1933 2018-09-19 00:12:50.5196 4726 45.4079 -73.9390 4208 2018-09-21 01:37:52.9356 2018-09-21 01:44:37.8444 4208 41.0263 -77.9591 4726_4208 585.91138 [km] 8137.65804027373s (~2.26 hours) 42 2.965040e+03 [min] 2971.788747 [min] 177902.416000128s (~2.06 days) 3.29344251 [m/s] 2018-09-20 south FALSE FALSE FALSE FALSE -4.3816 FALSE FALSE
18880 18880_3075_1 18880_4208_1 FALSE 3075 2018-09-19 01:32:38.0447 2018-09-19 01:36:11.2616 3075 45.0091 -74.7903 4208 2018-09-20 02:26:52.9527 2018-09-20 02:42:09.0361 4208 41.0263 -77.9591 3075_4208 512.24657 [km] 7114.53568110905s (~1.98 hours) 43 1.490695e+03 [min] 1505.962908 [min] 89441.6910998821s (~1.04 days) 5.72715657 [m/s] 2018-09-19 south TRUE FALSE FALSE FALSE -3.9828 FALSE FALSE
18548 18548_4219_1 18548_4726-4790_254 FALSE 4219 2018-09-19 01:42:38.6766 2018-09-19 01:49:59.0488 4219 40.4326 -77.6480 4726-4790 2018-09-22 09:06:00.6476 2018-09-22 09:06:29.2813 4726 45.4079 -73.9390 4219_4726 630.12405 [km] 8751.72295143786s (~2.43 hours) 44 4.756027e+03 [min] 4756.503875 [min] 285361.598799944s (~3.3 days) 2.20815995 [m/s] 2018-09-20 south FALSE FALSE FALSE FALSE 4.9753 TRUE TRUE
18916 18916_4208_1 18916_4726-4790_16 FALSE 4208 2018-09-19 02:10:21.0942 2018-09-19 02:23:08.1471 4208 41.0263 -77.9591 4726-4790 2018-09-23 23:11:27.8462 2018-09-23 23:11:56.5289 4726 45.4079 -73.9390 4208_4726 585.91138 [km] 8137.65804027373s (~2.26 hours) 45 7.008328e+03 [min] 7008.806363 [min] 420499.699100018s (~4.87 days) 1.39336932 [m/s] 2018-09-21 south FALSE FALSE FALSE FALSE 4.3816 TRUE TRUE
18885 18885_4790_16 18885_4208_1 FALSE 4790 2018-09-19 10:17:56.246 2018-09-20 23:45:04.6493 4790 45.4307 -73.9385 4208 2018-09-27 07:44:28.8241 2018-09-27 07:50:09.801 4208 41.0263 -77.9591 4790_4208 588.00818 [km] 8166.78029240691s (~2.27 hours) 46 9.119403e+03 [min] 9125.085862 [min] 547164.174799919s (~6.33 days) 1.07464671 [m/s] 2018-09-24 south FALSE FALSE FALSE FALSE -4.4044 FALSE FALSE
19420 19420_4219_1 19420_4030_1 FALSE 4219 2018-09-20 00:34:44.6063 2018-09-20 00:39:53.9519 4219 40.4326 -77.6480 4030 2018-10-13 06:12:52.5986 2018-10-13 06:18:01.9509 4030 26.4585 -81.7755 4219_4030 1599.81517 [km] 22219.6551145517s (~6.17 hours) 47 3.345298e+04 [min] 33458.133317 [min] 2007178.64669991s (~3.32 weeks) 0.79704673 [m/s] 2018-10-01 south FALSE FALSE FALSE FALSE -13.9741 FALSE FALSE
17856 17856_4219_1 17856_4726-4790_29 FALSE 4219 2018-09-20 00:34:46.0758 2018-09-20 00:41:16.7005 4219 40.4326 -77.6480 4726-4790 2018-09-21 11:26:51.5812 2018-09-21 11:30:03.4878 4726 45.4079 -73.9390 4219_4726 630.12405 [km] 8751.72295143786s (~2.43 hours) 48 2.085581e+03 [min] 2088.779788 [min] 125134.880699873s (~1.45 days) 5.03555882 [m/s] 2018-09-20 south TRUE FALSE FALSE FALSE 4.9753 TRUE TRUE
18880 18880_4208_1 18880_4726-4790_274 FALSE 4208 2018-09-20 02:26:52.9527 2018-09-20 02:42:09.0361 4208 41.0263 -77.9591 4726-4790 2018-09-29 05:34:08.4767 2018-09-29 05:40:17.9046 4726 45.4079 -73.9390 4208_4726 585.91138 [km] 8137.65804027373s (~2.26 hours) 49 1.313199e+04 [min] 13138.147808 [min] 787919.440600157s (~1.3 weeks) 0.74361838 [m/s] 2018-09-24 south FALSE FALSE FALSE FALSE 4.3816 TRUE TRUE
19419 19419_4824_1 19419_4640_1 FALSE 4824 2018-09-20 04:29:00.5512 2018-09-20 04:30:54.1405 4824 40.9856 -77.7096 4640 2018-09-20 08:37:25.1649 2018-09-20 08:38:37.5528 4640 40.2509 -79.3297 4824_4640 159.28416 [km] 2212.27998607574s (~36.87 minutes) 50 2.465171e+02 [min] 247.723538 [min] 14791.0243999958s (~4.11 hours) 10.76897412 [m/s] 2018-09-20 south TRUE FALSE FALSE FALSE -0.7347 FALSE FALSE
19419 19419_4640_1 19419_4622_1 FALSE 4640 2018-09-20 08:37:25.1649 2018-09-20 08:38:37.5528 4640 40.2509 -79.3297 4622 2018-10-12 04:31:41.0498 2018-10-12 04:37:21.2456 4622 31.4895 -81.2090 4640_4622 988.75902 [km] 13732.7641126674s (~3.81 hours) 51 3.143306e+04 [min] 31438.728213 [min] 1885983.49699998s (~3.12 weeks) 0.52426706 [m/s] 2018-10-01 south FALSE FALSE FALSE FALSE -8.7614 FALSE FALSE
18892 18892_4790_139 18892_4256_1 FALSE 4790 2018-09-20 17:22:25.5796 2018-09-20 17:54:01.1028 4790 45.4307 -73.9385 4256 2018-10-05 02:13:20.4586 2018-10-05 02:15:13.9427 4256 42.5487 -80.0507 4790_4256 584.37980 [km] 8116.38607263938s (~2.25 hours) 52 2.065932e+04 [min] 20661.213998 [min] 1239559.35580015s (~2.05 weeks) 0.47144156 [m/s] 2018-09-27 south FALSE FALSE FALSE FALSE -2.8820 FALSE FALSE
19412 19412_4208_1 19412_4210_1 FALSE 4208 2018-09-21 01:37:52.9356 2018-09-21 01:44:37.8444 4208 41.0263 -77.9591 4210 2018-09-22 09:41:32.722 2018-09-22 09:46:09.8372 4210 41.3181 -78.7674 4208_4210 75.03283 [km] 1042.12269093196s (~17.37 minutes) 53 1.916915e+03 [min] 1921.533213 [min] 115014.877599955s (~1.33 days) 0.65237503 [m/s] 2018-09-21 south FALSE FALSE FALSE FALSE 0.2918 FALSE FALSE
19412 19412_4210_1 19412_4979_1 FALSE 4210 2018-09-22 09:41:32.722 2018-09-22 09:46:09.8372 4210 41.3181 -78.7674 4979 2018-09-27 01:21:03.7019 2018-09-27 01:24:44.0155 4979 40.9077 -79.4436 4210_4979 72.74337 [km] 1010.32458136701s (~16.84 minutes) 54 6.694898e+03 [min] 6698.569638 [min] 401693.864700079s (~4.65 days) 0.18109156 [m/s] 2018-09-24 south FALSE FALSE FALSE FALSE -0.4104 FALSE FALSE
19421 19421_4790_52 19421_4622_1 FALSE 4790 2018-09-23 23:32:42.1006 2018-09-23 23:34:15.1423 4790 45.4307 -73.9385 4622 2018-10-12 06:30:27.3478 2018-10-12 06:38:11.2009 4622 31.4895 -81.2090 4790_4622 1672.69138 [km] 23231.8246817638s (~6.45 hours) 55 2.633620e+04 [min] 26343.934310 [min] 1580172.20550013s (~2.61 weeks) 1.05855006 [m/s] 2018-10-03 south FALSE FALSE FALSE FALSE -13.9412 FALSE FALSE
19972 19972_4790_3 19972_2812-4044_1 FALSE 4790 2018-09-24 04:32:05.1239 2018-09-24 23:40:49.5763 4790 45.4307 -73.9385 2812-4044 2018-09-27 04:51:38.1588 2018-09-27 05:06:45.122 2812 44.1414 -76.3884 4790_2812 240.67969 [km] 3342.77349845667s (~55.71 minutes) 56 3.190810e+03 [min] 3205.925762 [min] 191448.582499981s (~2.22 days) 1.25715056 [m/s] 2018-09-26 south FALSE FALSE FALSE FALSE -1.2893 FALSE FALSE
18894 18894_4726-4790_16 18894_4219_1 FALSE 4726-4790 2018-09-24 23:50:24.268 2018-09-24 23:59:02.8308 4726 45.4079 -73.9390 4219 2018-10-05 05:18:16.9435 2018-10-05 05:31:53.6752 4219 40.4326 -77.6480 4726_4219 630.12405 [km] 8751.72295143786s (~2.43 hours) 57 1.471924e+04 [min] 14732.847407 [min] 883154.112699986s (~1.46 weeks) 0.71349275 [m/s] 2018-09-30 south FALSE FALSE FALSE FALSE -4.9753 FALSE FALSE
18548 18548_4726-4790_255 18548_4665_1 FALSE 4726-4790 2018-09-25 05:50:01.3668 2018-09-25 05:50:30.0002 4726 45.4079 -73.9390 4665 2018-10-04 06:38:37.1831 2018-10-04 06:41:06.4978 4665 35.1970 -82.8732 4726_4665 1363.03245 [km] 18931.0062298276s (~5.26 hours) 58 1.300812e+04 [min] 13010.608293 [min] 780487.182899952s (~1.29 weeks) 1.74638672 [m/s] 2018-09-29 south FALSE FALSE FALSE FALSE -10.2109 FALSE FALSE
19412 19412_4979_1 19412_4665_1 FALSE 4979 2018-09-27 01:21:03.7019 2018-09-27 01:24:44.0155 4979 40.9077 -79.4436 4665 2018-10-12 03:57:52.1523 2018-10-12 04:00:28.5721 4665 35.1970 -82.8732 4979_4665 702.27018 [km] 9753.75245496595s (~2.71 hours) 59 2.175314e+04 [min] 21755.742610 [min] 1305188.13679981s (~2.16 weeks) 0.53806050 [m/s] 2018-10-04 south FALSE FALSE FALSE FALSE -5.7107 FALSE FALSE
18886 18886_4726-4790_395 18886_4389_1 FALSE 4726-4790 2018-09-27 01:52:02.0139 2018-09-27 02:00:47.7398 4726 45.4079 -73.9390 4389 2018-09-30 00:13:23.1729 2018-09-30 00:25:20.5096 4389 40.4759 -76.6079 4726_4389 589.78469 [km] 8191.45396561554s (~2.28 hours) 60 4.212591e+03 [min] 4224.546163 [min] 252755.433099985s (~2.93 days) 2.33342041 [m/s] 2018-09-28 south FALSE FALSE FALSE FALSE -4.9320 FALSE FALSE
19972 19972_2812-4044_1 19972_4210_1 FALSE 2812-4044 2018-09-27 04:51:38.1588 2018-09-27 05:06:45.122 2812 44.1414 -76.3884 4210 2018-09-30 05:07:43.0586 2018-09-30 05:12:21.4298 4210 41.3181 -78.7674 2812_4210 369.16875 [km] 5127.34374652102s (~1.42 hours) 61 4.320966e+03 [min] 4325.605130 [min] 259257.93659997s (~3 days) 1.42394387 [m/s] 2018-09-28 south FALSE FALSE FALSE FALSE -2.8233 FALSE FALSE
18885 18885_4208_1 18885_4622_1 FALSE 4208 2018-09-27 07:44:28.8241 2018-09-27 07:50:09.801 4208 41.0263 -77.9591 4622 2018-10-13 04:32:11.3558 2018-10-13 04:39:24.6284 4622 31.4895 -81.2090 4208_4622 1099.51625 [km] 15271.0590931653s (~4.24 hours) 62 2.284203e+04 [min] 22849.247123 [min] 1370521.5547998s (~2.27 weeks) 0.80226119 [m/s] 2018-10-05 south FALSE FALSE FALSE FALSE -9.5368 FALSE FALSE
19973 19973_4726-4790_19 19973_4219_1 FALSE 4726-4790 2018-09-27 21:19:44.9732 2018-09-27 23:27:59.4731 4726 45.4079 -73.9390 4219 2018-10-04 04:28:21.9415 2018-10-04 04:38:40.2606 4219 40.4326 -77.6480 4726_4219 630.12405 [km] 8751.72295143786s (~2.43 hours) 63 8.940374e+03 [min] 8950.679792 [min] 536422.468400002s (~6.21 days) 1.17467871 [m/s] 2018-10-01 south FALSE FALSE FALSE FALSE -4.9753 FALSE FALSE
18881 18881_4726-4790_350 18881_4832_1 FALSE 4726-4790 2018-09-27 21:38:45.8343 2018-09-27 23:38:56.6976 4726 45.4079 -73.9390 4832 2018-09-30 04:37:51.0616 2018-09-30 04:41:38.4993 4832 42.7186 -73.8647 4726_4832 299.09587 [km] 4154.10928340307s (~1.15 hours) 64 3.178906e+03 [min] 3182.696695 [min] 190734.364000082s (~2.21 days) 1.56812785 [m/s] 2018-09-29 south FALSE FALSE FALSE FALSE -2.6893 FALSE FALSE
18897 18897_4726-4790_219 18897_3075-3560_1 FALSE 4726-4790 2018-09-27 21:46:52.3452 2018-09-27 23:34:43.9972 4726 45.4079 -73.9390 3075-3560 2018-09-28 01:42:23.4483 2018-09-28 01:46:10.849 3075 45.0091 -74.7903 4726_3075 80.08756 [km] 1112.32724856114s (~18.54 minutes) 65 1.276575e+02 [min] 131.447530 [min] 7659.45109987259s (~2.13 hours) 10.45604455 [m/s] 2018-09-28 south TRUE FALSE FALSE FALSE -0.3988 FALSE FALSE
18897 18897_3075-3560_2 18897_4971_1 FALSE 3075-3560 2018-09-28 02:29:43.2827 2018-09-28 02:39:54.0149 3075 45.0091 -74.7903 4971 2018-10-08 01:58:24.6832 2018-10-08 02:09:53.5094 4971 40.0774 -78.7493 3075_4971 636.92242 [km] 8846.14470294581s (~2.46 hours) 66 1.435851e+04 [min] 14369.991575 [min] 861510.668299913s (~1.42 weeks) 0.73930880 [m/s] 2018-10-03 south FALSE FALSE FALSE FALSE -4.9317 FALSE FALSE
17853 17853_4726-4790-4894_4 17853_4665_1 FALSE 4726-4790-4894 2018-09-28 12:06:17.6796 2018-10-03 23:34:56.2523 4726 45.4079 -73.9390 4665 2018-10-18 00:14:25.5058 2018-10-18 00:15:51.0276 4665 35.1970 -82.8732 4726_4665 1363.03245 [km] 18931.0062298276s (~5.26 hours) 67 2.019949e+04 [min] 20200.912922 [min] 1211969.25349998s (~2 weeks) 1.12464276 [m/s] 2018-10-10 south FALSE FALSE FALSE FALSE -10.2109 FALSE FALSE
18899 18899_4726-4790-4894_310 18899_4210_1 FALSE 4726-4790-4894 2018-09-29 03:15:46.5949 2018-09-29 03:23:21.288 4726 45.4079 -73.9390 4210 2018-10-12 01:08:24.9434 2018-10-12 01:19:25.5264 4210 41.3181 -78.7674 4726_4210 599.07476 [km] 8320.48283084458s (~2.31 hours) 68 1.858506e+04 [min] 18596.070640 [min] 1115103.6553998s (~1.84 weeks) 0.53723684 [m/s] 2018-10-05 south FALSE FALSE FALSE FALSE -4.0898 FALSE FALSE
19975 19975_4726-4790_9 19975_4846_1 FALSE 4726-4790 2018-09-29 23:29:37.9183 2018-09-29 23:33:14.3658 4726 45.4079 -73.9390 4846 2018-10-04 07:46:12.805 2018-10-04 07:54:17.0296 4846 40.4455 -75.2508 4726_4846 562.01336 [km] 7805.74115125454s (~2.17 hours) 69 6.252974e+03 [min] 6261.044397 [min] 375178.439200163s (~4.34 days) 1.49798950 [m/s] 2018-10-02 south FALSE FALSE FALSE FALSE -4.9624 FALSE FALSE
18881 18881_4832_1 18881_4218_1 FALSE 4832 2018-09-30 04:37:51.0616 2018-09-30 04:41:38.4993 4832 42.7186 -73.8647 4218 2018-10-01 00:23:09.1496 2018-10-01 00:30:08.2794 4218 40.3201 -75.9026 4832_4218 316.07087 [km] 4389.87322551456s (~1.22 hours) 70 1.181511e+03 [min] 1188.496335 [min] 70890.6503000259s (~19.69 hours) 4.45856923 [m/s] 2018-09-30 south FALSE FALSE FALSE FALSE -2.3985 FALSE FALSE
19972 19972_4210_1 19972_4979_1 FALSE 4210 2018-09-30 05:07:43.0586 2018-09-30 05:12:21.4298 4210 41.3181 -78.7674 4979 2018-09-30 06:38:41.9144 2018-09-30 06:41:37.2922 4979 40.9077 -79.4436 4210_4979 72.74337 [km] 1010.32458136701s (~16.84 minutes) 71 8.634141e+01 [min] 89.264373 [min] 5180.48460006714s (~1.44 hours) 14.04180795 [m/s] 2018-09-30 south TRUE FALSE FALSE FALSE -0.4104 FALSE FALSE
19410 19410_4726-4790-4894_51 19410_4210_1 FALSE 4726-4790-4894 2018-09-30 15:45:01.3635 2018-10-07 23:21:25.3798 4726 45.4079 -73.9390 4210 2018-10-16 07:18:25.2361 2018-10-16 07:23:59.1267 4210 41.3181 -78.7674 4726_4210 599.07476 [km] 8320.48283084458s (~2.31 hours) 72 1.199700e+04 [min] 12002.562448 [min] 719819.856299877s (~1.19 weeks) 0.83225651 [m/s] 2018-10-12 south FALSE FALSE FALSE FALSE -4.0898 FALSE FALSE
18890 18890_4726-4790_429 18890_4340_1 FALSE 4726-4790 2018-09-30 23:09:24.6935 2018-09-30 23:28:36.0961 4726 45.4079 -73.9390 4340 2018-10-02 06:11:12.5019 2018-10-02 06:13:56.0369 4340 42.9724 -76.7705 4726_4340 352.52311 [km] 4896.15435611396s (~1.36 hours) 73 1.842607e+03 [min] 1845.332347 [min] 110556.405799866s (~1.28 days) 3.18862676 [m/s] 2018-10-01 south FALSE FALSE FALSE FALSE -2.4355 FALSE FALSE
18881 18881_4218_1 18881_4389_1 FALSE 4218 2018-10-01 00:23:09.1496 2018-10-01 00:30:08.2794 4218 40.3201 -75.9026 4389 2018-10-01 03:07:44.8564 2018-10-01 03:08:20.6016 4389 40.4759 -76.6079 4218_4389 62.18770 [km] 863.71799956013s (~14.4 minutes) 74 1.576096e+02 [min] 158.205370 [min] 9456.57699990273s (~2.63 hours) 6.57613172 [m/s] 2018-10-01 south TRUE FALSE FALSE FALSE 0.1558 FALSE FALSE
18912 18912_4726-4790-4894_13 18912_4217-4721_1 FALSE 4726-4790-4894 2018-10-01 10:38:17.628 2018-10-01 23:33:27.0339 4726 45.4079 -73.9390 4217-4721 2018-10-12 05:10:24.6094 2018-10-12 05:17:38.0625 4217 40.1544 -75.6857 4726_4217 601.26232 [km] 8350.86554821944s (~2.32 hours) 75 1.473696e+04 [min] 14744.183810 [min] 884217.575500011s (~1.46 weeks) 0.67999363 [m/s] 2018-10-07 south FALSE FALSE FALSE FALSE -5.2535 FALSE FALSE
18904 18904_4726-4790_38 18904_4217_1 FALSE 4726-4790 2018-10-01 13:19:23.111 2018-10-10 23:00:40.9149 4726 45.4079 -73.9390 4217 2018-10-24 23:15:53.6714 2018-10-24 23:18:37.1523 4217 40.1544 -75.6857 4726_4217 601.26232 [km] 8350.86554821944s (~2.32 hours) 76 2.017521e+04 [min] 20177.937290 [min] 1210512.75650001s (~2 weeks) 0.49670052 [m/s] 2018-10-17 south FALSE FALSE FALSE FALSE -5.2535 FALSE FALSE
18902 18902_4726-4790-4894_11 18902_4824-4825_1 FALSE 4726-4790-4894 2018-10-01 23:23:55.4541 2018-10-01 23:33:59.2791 4726 45.4079 -73.9390 4824-4825 2018-10-05 05:53:56.5082 2018-10-05 06:18:21.3136 4824 40.9856 -77.7096 4726_4824 578.83068 [km] 8039.31494831921s (~2.23 hours) 77 4.699954e+03 [min] 4724.367242 [min] 281997.229099989s (~3.26 days) 2.05261122 [m/s] 2018-10-03 south FALSE FALSE FALSE FALSE -4.4223 FALSE FALSE
18890 18890_4340_1 18890_4210_1 FALSE 4340 2018-10-02 06:11:12.5019 2018-10-02 06:13:56.0369 4340 42.9724 -76.7705 4210 2018-10-05 01:42:25.4516 2018-10-05 01:46:19.9834 4210 41.3181 -78.7674 4340_4210 246.84912 [km] 3428.45996894618s (~57.14 minutes) 78 4.048490e+03 [min] 4052.399108 [min] 242909.414700031s (~2.81 days) 1.01621882 [m/s] 2018-10-03 south FALSE FALSE FALSE FALSE -1.6543 FALSE FALSE
17695 17695_4790_18 17695_2812-4044_1 FALSE 4790 2018-10-02 19:59:26.3781 2018-10-05 23:12:02.3458 4790 45.4307 -73.9385 2812-4044 2018-10-06 03:16:52.4993 2018-10-06 03:33:16.334 2812 44.1414 -76.3884 4790_2812 240.67969 [km] 3342.77349845667s (~55.71 minutes) 79 2.448359e+02 [min] 261.233137 [min] 14690.1535000801s (~4.08 hours) 16.38374248 [m/s] 2018-10-06 south TRUE FALSE FALSE FALSE -1.2893 FALSE FALSE
18903 18903_4726-4790_137 18903_4971_1 FALSE 4726-4790 2018-10-03 02:02:39.3956 2018-10-03 02:19:42.7171 4726 45.4079 -73.9390 4971 2018-10-13 02:00:08.0749 2018-10-13 02:37:38.9045 4971 40.0774 -78.7493 4726_4971 710.77030 [km] 9871.80975971132s (~2.74 hours) 80 1.438042e+04 [min] 14417.936457 [min] 862825.357800007s (~1.43 weeks) 0.82377076 [m/s] 2018-10-08 south FALSE FALSE FALSE FALSE -5.3305 FALSE FALSE
19971 19971_4726-4790_26 19971_4605_1 FALSE 4726-4790 2018-10-03 13:16:45.9591 2018-10-04 23:26:42.9486 4726 45.4079 -73.9390 4605 2018-10-15 01:23:16.2318 2018-10-15 01:39:24.6235 4605 42.0628 -80.0168 4726_4605 613.54538 [km] 8521.46361445941s (~2.37 hours) 81 1.451655e+04 [min] 14532.694582 [min] 870993.283200026s (~1.44 weeks) 0.70442033 [m/s] 2018-10-10 south FALSE FALSE FALSE FALSE -3.3451 FALSE FALSE
18548 18548_4665_1 18548_3849_1 FALSE 4665 2018-10-04 06:38:37.1831 2018-10-04 06:41:06.4978 4665 35.1970 -82.8732 3849 2018-10-05 11:00:42.9249 2018-10-05 11:09:35.5836 3849 30.0880 -84.1628 4665_3849 580.76771 [km] 8066.21826175898s (~2.24 hours) 82 1.699607e+03 [min] 1708.484763 [min] 101976.427099943s (~1.18 days) 5.69511731 [m/s] 2018-10-04 south TRUE FALSE FALSE FALSE -5.1090 FALSE FALSE
18900 18900_4726-4790_292 18900_4219_1 FALSE 4726-4790 2018-10-04 06:58:22.9289 2018-10-04 23:35:00.2696 4726 45.4079 -73.9390 4219 2018-10-05 10:28:53.0912 2018-10-05 10:43:47.9132 4219 40.4326 -77.6480 4726_4219 630.12405 [km] 8751.72295143786s (~2.43 hours) 83 6.538804e+02 [min] 668.794060 [min] 39232.8216001987s (~10.9 hours) 16.06114541 [m/s] 2018-10-05 south TRUE FALSE FALSE FALSE -4.9753 FALSE FALSE
19975 19975_4846_1 19975_4350-4389_1 FALSE 4846 2018-10-04 07:46:12.805 2018-10-04 07:54:17.0296 4846 40.4455 -75.2508 4350-4389 2018-10-05 04:59:42.3404 2018-10-05 05:09:29.5821 4350 40.4443 -76.5965 4846_4350 113.87592 [km] 1581.60993065614s (~26.36 minutes) 84 1.265422e+03 [min] 1275.209208 [min] 75925.3108000755s (~21.09 hours) 1.49984128 [m/s] 2018-10-04 south FALSE FALSE FALSE FALSE -0.0012 FALSE FALSE
19970 19970_4726-4790_11 19970_4389_1 FALSE 4726-4790 2018-10-04 12:54:38.851 2018-10-04 23:27:03.5151 4726 45.4079 -73.9390 4389 2018-10-06 05:44:54.4527 2018-10-06 05:47:18.9241 4389 40.4759 -76.6079 4726_4389 589.78469 [km] 8191.45396561554s (~2.28 hours) 85 1.817849e+03 [min] 1820.256817 [min] 109070.937599897s (~1.26 days) 5.40734955 [m/s] 2018-10-05 south TRUE FALSE FALSE FALSE -4.9320 FALSE FALSE
18901 18901_4726-4790_339 18901_4863_1 FALSE 4726-4790 2018-10-04 22:23:24.9772 2018-10-05 23:06:20.7032 4726 45.4079 -73.9390 4863 2018-10-08 04:42:45.281 2018-10-08 04:49:44.4687 4863 43.7617 -80.1529 4726_4863 524.87520 [km] 7289.93332606861s (~2.02 hours) 86 3.216410e+03 [min] 3223.396092 [min] 192984.577799797s (~2.23 days) 2.71977795 [m/s] 2018-10-07 south FALSE FALSE FALSE FALSE -1.6462 FALSE FALSE
18914 18914_4726-4790-4894_56 18914_5432_1 FALSE 4726-4790-4894 2018-10-05 05:02:11.7443 2018-10-05 05:05:38.418 4726 45.4079 -73.9390 5432 2018-10-21 12:09:51.4564 2018-10-21 12:11:59.4997 5432 29.6686 -81.2654 4726_5432 1863.52929 [km] 25882.3511879462s (~7.19 hours) 87 2.346422e+04 [min] 23466.351362 [min] 1407853.03839993s (~2.33 weeks) 1.32366748 [m/s] 2018-10-13 south FALSE FALSE FALSE FALSE -15.7393 FALSE FALSE
18902 18902_4824-4825_1 18902_4665_1 FALSE 4824-4825 2018-10-05 05:53:56.5082 2018-10-05 06:18:21.3136 4824 40.9856 -77.7096 4665 2018-10-08 01:44:12.3232 2018-10-08 02:05:09.3168 4665 35.1970 -82.8732 4824_4665 786.10266 [km] 10918.0924966806s (~3.03 hours) 88 4.045850e+03 [min] 4066.800053 [min] 242751.009599924s (~2.81 days) 3.23830851 [m/s] 2018-10-06 south FALSE FALSE FALSE FALSE -5.7886 FALSE FALSE
18880 18880_4726-4790_277 18880_4319_1 FALSE 4726-4790 2018-10-05 18:39:17.7127 2018-10-05 18:40:57.3401 4726 45.4079 -73.9390 4319 2018-10-07 03:13:57.2744 2018-10-07 03:20:42.1796 4319 29.3725 -83.0443 4726_4319 1952.99921 [km] 27124.989015465s (~7.53 hours) 89 1.952999e+03 [min] 1959.747325 [min] 117179.934299946s (~1.36 days) 16.66666926 [m/s] 2018-10-06 south TRUE FALSE FALSE FALSE -16.0354 FALSE FALSE
18900 18900_4219_3 18900_4971_1 FALSE 4219 2018-10-06 00:35:31.179 2018-10-06 00:42:58.7197 4219 40.4326 -77.6480 4971 2018-10-07 10:30:09.2977 2018-10-07 10:33:21.1058 4971 40.0774 -78.7493 4219_4971 101.46011 [km] 1409.16814590633s (~23.49 minutes) 90 2.027176e+03 [min] 2030.373102 [min] 121630.57799983s (~1.41 days) 0.83416611 [m/s] 2018-10-06 south FALSE FALSE FALSE FALSE -0.3552 FALSE FALSE
17695 17695_2812-4044_1 17695_3051_1 FALSE 2812-4044 2018-10-06 03:16:52.4993 2018-10-06 03:33:16.334 2812 44.1414 -76.3884 3051 2018-10-06 04:49:59.657 2018-10-06 04:53:13.5213 3051 44.0128 -77.7452 2812_3051 109.32326 [km] 1518.3785485046s (~25.31 minutes) 91 7.672205e+01 [min] 79.953122 [min] 4603.32299995422s (~1.28 hours) 23.74876920 [m/s] 2018-10-06 south TRUE FALSE FALSE FALSE -0.1286 FALSE FALSE
18910 18910_4726-4790_239 18910_3849_1 FALSE 4726-4790 2018-10-06 23:42:38.1797 2018-10-07 23:27:48.5003 4726 45.4079 -73.9390 3849 2018-11-11 00:39:45.7274 2018-11-11 00:44:37.0552 3849 30.0880 -84.1628 4726_3849 1922.39624 [km] 26699.9477340692s (~7.42 hours) 92 4.903195e+04 [min] 49036.809248 [min] 2941917.22710013s (~4.86 weeks) 0.65345014 [m/s] 2018-10-25 south FALSE FALSE FALSE FALSE -15.3199 FALSE FALSE
18897 18897_4971_1 18897_4622_1 FALSE 4971 2018-10-08 01:58:24.6832 2018-10-08 02:09:53.5094 4971 40.0774 -78.7493 4622 2018-10-12 08:30:38.6753 2018-10-12 08:43:11.3911 4622 31.4895 -81.2090 4971_4622 980.24835 [km] 13614.5603861003s (~3.78 hours) 93 6.140753e+03 [min] 6153.298028 [min] 368445.165899992s (~4.26 days) 2.66049996 [m/s] 2018-10-10 south FALSE FALSE FALSE FALSE -8.5879 FALSE FALSE
18901 18901_4863_1 18901_4725_1 FALSE 4863 2018-10-08 04:42:45.281 2018-10-08 04:49:44.4687 4863 43.7617 -80.1529 4725 2018-10-09 00:26:37.1435 2018-10-09 00:36:55.1268 4725 43.6050 -80.2701 4863_4725 19.80969 [km] 275.134585275211s (~4.59 minutes) 94 1.176878e+03 [min] 1187.177635 [min] 70612.6748001575s (~19.61 hours) 0.28054015 [m/s] 2018-10-08 south FALSE FALSE FALSE FALSE -0.1567 FALSE FALSE
17671 17671_4726-4790_6 17671_4217_1 FALSE 4726-4790 2018-10-08 05:55:52.4928 2018-10-10 22:57:06.9692 4726 45.4079 -73.9390 4217 2018-10-18 05:52:41.812 2018-10-18 05:53:56.477 4217 40.1544 -75.6857 4726_4217 601.26232 [km] 8350.86554821944s (~2.32 hours) 95 1.049558e+04 [min] 10496.825130 [min] 629734.84280014s (~1.04 weeks) 0.95478649 [m/s] 2018-10-14 south FALSE FALSE FALSE FALSE -5.2535 FALSE FALSE
18901 18901_4725_1 18901_3495-4725-5240_1 FALSE 4725 2018-10-09 00:26:37.1435 2018-10-09 00:36:55.1268 4725 43.6050 -80.2701 3495-4725-5240 2018-10-09 02:03:56.678 2018-10-09 02:13:53.36 3495 43.1719 -80.2884 4725_3495 48.18130 [km] 669.184669782497s (~11.15 minutes) 96 8.702585e+01 [min] 96.970553 [min] 5221.55119991302s (~1.45 hours) 9.22739132 [m/s] 2018-10-09 south TRUE FALSE FALSE FALSE -0.4331 FALSE FALSE
18902 18902_4665_2 18902_4702_1 FALSE 4665 2018-10-09 04:44:28.1251 2018-10-09 04:49:26.6645 4665 35.1970 -82.8732 4702 2018-10-12 02:41:59.918 2018-10-12 02:46:51.358 4702 30.6987 -81.4321 4665_4702 517.92861 [km] 7193.45289368946s (~2 hours) 97 4.192554e+03 [min] 4197.411558 [min] 251553.253499985s (~2.91 days) 2.05892232 [m/s] 2018-10-10 south FALSE FALSE FALSE FALSE -4.4983 FALSE FALSE
19414 19414_4726-4790_250 19414_4940_1 FALSE 4726-4790 2018-10-10 20:07:48.9651 2018-10-10 23:31:43.0666 4726 45.4079 -73.9390 4940 2018-10-21 23:28:11.7331 2018-10-21 23:35:53.4284 4940 40.5274 -76.9409 4726_4940 595.00633 [km] 8263.97682257748s (~2.3 hours) 98 1.583648e+04 [min] 15844.172697 [min] 950188.666499853s (~1.57 weeks) 0.62619809 [m/s] 2018-10-16 south FALSE FALSE FALSE FALSE -4.8805 FALSE FALSE
17672 17672_4726-4790_6 17672_3075-3560_1 FALSE 4726-4790 2018-10-10 21:33:12.6204 2018-10-10 23:01:50.1413 4726 45.4079 -73.9390 3075-3560 2018-10-11 00:31:28.0774 2018-10-11 01:06:44.2168 3075 45.0091 -74.7903 4726_3075 80.08756 [km] 1112.32724856114s (~18.54 minutes) 99 8.963227e+01 [min] 124.901258 [min] 5377.9361000061s (~1.49 hours) 14.89187681 [m/s] 2018-10-10 south TRUE FALSE FALSE FALSE -0.3988 FALSE FALSE
18913 18913_4726-4790_317 18913_4218_1 FALSE 4726-4790 2018-10-10 22:17:05.6438 2018-10-10 22:59:08.3979 4726 45.4079 -73.9390 4218 2018-10-18 23:54:18.4902 2018-10-18 23:59:52.4087 4218 40.3201 -75.9026 4726_4218 587.88678 [km] 8165.09420597983s (~2.27 hours) 100 1.157517e+04 [min] 11580.733513 [min] 694510.092299938s (~1.15 weeks) 0.84647695 [m/s] 2018-10-14 south FALSE FALSE FALSE FALSE -5.0878 FALSE FALSE
18901 18901_3495-4725-5240_3 18901_4256_1 FALSE 3495-4725-5240 2018-10-10 23:51:08.9626 2018-10-10 23:53:09.9631 3495 43.1719 -80.2884 4256 2018-10-12 00:30:09.0218 2018-10-12 00:34:10.7107 4256 42.5487 -80.0507 3495_4256 71.95413 [km] 999.362930095826s (~16.66 minutes) 101 1.476984e+03 [min] 1481.012460 [min] 88619.0587000847s (~1.03 days) 0.81194872 [m/s] 2018-10-11 south FALSE FALSE FALSE FALSE -0.6232 FALSE FALSE
17672 17672_3075-3560_1 17672_4622_1 FALSE 3075-3560 2018-10-11 00:31:28.0774 2018-10-11 01:06:44.2168 3075 45.0091 -74.7903 4622 2018-10-28 04:29:59.4666 2018-10-28 04:36:56.9014 4622 31.4895 -81.2090 3075_4622 1603.06100 [km] 22264.736065156s (~6.18 hours) 102 2.468325e+04 [min] 24690.211410 [min] 1480995.24979997s (~2.45 weeks) 1.08242143 [m/s] 2018-10-19 south FALSE FALSE FALSE FALSE -13.5196 FALSE FALSE
18901 18901_4256_1 18901_4605_1 FALSE 4256 2018-10-12 00:30:09.0218 2018-10-12 00:34:10.7107 4256 42.5487 -80.0507 4605 2018-10-12 01:49:17.905 2018-10-12 02:02:26.2784 4605 42.0628 -80.0168 4256_4605 54.10157 [km] 751.410721172996s (~12.52 minutes) 103 7.511990e+01 [min] 88.259462 [min] 4507.19429993629s (~1.25 hours) 12.00338133 [m/s] 2018-10-12 south TRUE FALSE FALSE FALSE -0.4859 FALSE FALSE
18899 18899_4210_1 18899_4971_1 FALSE 4210 2018-10-12 01:08:24.9434 2018-10-12 01:19:25.5264 4210 41.3181 -78.7674 4971 2018-10-12 04:01:59.9401 2018-10-12 04:10:45.8327 4971 40.0774 -78.7493 4210_4971 137.96820 [km] 1916.2249897056s (~31.94 minutes) 104 1.625736e+02 [min] 171.338438 [min] 9754.41369986534s (~2.71 hours) 14.14418165 [m/s] 2018-10-12 south TRUE FALSE FALSE FALSE -1.2407 FALSE FALSE
18901 18901_4605_1 18901_3849_1 FALSE 4605 2018-10-12 01:49:17.905 2018-10-12 02:02:26.2784 4605 42.0628 -80.0168 3849 2018-10-21 01:49:30.0751 2018-10-21 01:58:01.5595 3849 30.0880 -84.1628 4605_3849 1382.20892 [km] 19197.3461412354s (~5.33 hours) 105 1.294706e+04 [min] 12955.588018 [min] 776823.796700001s (~1.28 weeks) 1.77930816 [m/s] 2018-10-16 south FALSE FALSE FALSE FALSE -11.9748 FALSE FALSE
18902 18902_4702_1 18902_4705_1 FALSE 4702 2018-10-12 02:41:59.918 2018-10-12 02:46:51.358 4702 30.6987 -81.4321 4705 2018-10-12 02:58:48.0712 2018-10-12 03:12:03.5835 4705 30.4313 -81.4108 4702_4705 29.80343 [km] 413.936468202747s (~6.9 minutes) 106 1.194522e+01 [min] 25.203758 [min] 716.713199853897s (~11.95 minutes) 41.58347539 [m/s] 2018-10-12 south TRUE FALSE FALSE FALSE -0.2674 FALSE FALSE
18902 18902_4705_1 18902_4303_1 FALSE 4705 2018-10-12 02:58:48.0712 2018-10-12 03:12:03.5835 4705 30.4313 -81.4108 4303 2018-10-12 05:41:24.8002 2018-10-12 05:46:51.7381 4303 31.2956 -81.3435 4705_4303 96.32036 [km] 1337.78276317915s (~22.3 minutes) 107 1.493536e+02 [min] 154.802577 [min] 8961.21670007706s (~2.49 hours) 10.74858049 [m/s] 2018-10-12 south TRUE FALSE FALSE FALSE 0.8643 FALSE FALSE
19412 19412_4665_1 19412_4491_1 FALSE 4665 2018-10-12 03:57:52.1523 2018-10-12 04:00:28.5721 4665 35.1970 -82.8732 4491 2018-10-13 03:55:33.5077 2018-10-13 03:57:06.0306 4491 28.7488 -82.5539 4665_4491 717.63910 [km] 9967.20972352415s (~2.77 hours) 108 1.435082e+03 [min] 1436.624308 [min] 86104.9356000423s (~23.92 hours) 8.33447113 [m/s] 2018-10-12 south TRUE FALSE FALSE FALSE -6.4482 FALSE FALSE
19417 19417_4726-4790_164 19417_4940_1 FALSE 4726-4790 2018-10-12 04:01:21.5531 2018-10-12 23:08:41.7908 4726 45.4079 -73.9390 4940 2018-10-24 00:37:46.9176 2018-10-24 00:48:36.3498 4940 40.5274 -76.9409 4726_4940 595.00633 [km] 8263.97682257748s (~2.3 hours) 109 1.592909e+04 [min] 15939.909317 [min] 955745.126799822s (~1.58 weeks) 0.62255754 [m/s] 2018-10-18 south FALSE FALSE FALSE FALSE -4.8805 FALSE FALSE
18899 18899_4971_1 18899_4030_1 FALSE 4971 2018-10-12 04:01:59.9401 2018-10-12 04:10:45.8327 4971 40.0774 -78.7493 4030 2018-10-15 05:19:46.6936 2018-10-15 05:31:36.9747 4030 26.4585 -81.7755 4971_4030 1539.98940 [km] 21388.7416898606s (~5.94 hours) 110 4.389014e+03 [min] 4400.852367 [min] 263340.860899925s (~3.05 days) 5.84789385 [m/s] 2018-10-13 south TRUE FALSE FALSE FALSE -13.6189 FALSE FALSE
18912 18912_4217-4721_1 18912_4928_1 FALSE 4217-4721 2018-10-12 05:10:24.6094 2018-10-12 05:17:38.0625 4217 40.1544 -75.6857 4928 2018-10-13 00:06:05.1227 2018-10-13 00:18:02.4619 4928 37.2635 -77.1439 4217_4928 345.44374 [km] 4797.82969917115s (~1.33 hours) 111 1.128451e+03 [min] 1140.406657 [min] 67707.060199976s (~18.81 hours) 5.10203422 [m/s] 2018-10-12 south TRUE FALSE FALSE FALSE -2.8909 FALSE FALSE
18902 18902_4303_1 18902_3944_1 FALSE 4303 2018-10-12 05:41:24.8002 2018-10-12 05:46:51.7381 4303 31.2956 -81.3435 3944 2018-10-12 06:03:11.1361 2018-10-12 06:06:37.3799 3944 31.1229 -81.4776 4303_3944 23.05249 [km] 320.173409366805s (~5.34 minutes) 112 1.632330e+01 [min] 19.760697 [min] 979.398000001907s (~16.32 minutes) 23.53740305 [m/s] 2018-10-12 south TRUE FALSE FALSE FALSE -0.1727 FALSE FALSE
19421 19421_4622_1 19421_4030_1 FALSE 4622 2018-10-12 06:30:27.3478 2018-10-12 06:38:11.2009 4622 31.4895 -81.2090 4030 2018-10-13 05:30:53.1941 2018-10-13 05:36:12.8416 4030 26.4585 -81.7755 4622_4030 562.12696 [km] 7807.31894201901s (~2.17 hours) 113 1.372700e+03 [min] 1378.027345 [min] 82361.9931998253s (~22.88 hours) 6.82507722 [m/s] 2018-10-12 south TRUE FALSE FALSE FALSE -5.0310 FALSE FALSE
18915 18915_4726-4790-4894_62 18915_4928_1 FALSE 4726-4790-4894 2018-10-12 23:01:10.0784 2018-10-12 23:15:03.1969 4726 45.4079 -73.9390 4928 2018-10-25 01:38:36.3205 2018-10-25 01:52:05.9641 4928 37.2635 -77.1439 4726_4928 944.10447 [km] 13112.5621130888s (~3.64 hours) 114 1.742355e+04 [min] 17437.046120 [min] 1045413.12360001s (~1.73 weeks) 0.90309223 [m/s] 2018-10-19 south FALSE FALSE FALSE FALSE -8.1444 FALSE FALSE
19971 19971_4605_1 19971_3849_1 FALSE 4605 2018-10-15 01:23:16.2318 2018-10-15 01:39:24.6235 4605 42.0628 -80.0168 3849 2018-10-25 01:56:23.6814 2018-10-25 02:07:23.067 3849 30.0880 -84.1628 4605_3849 1382.20892 [km] 19197.3461412354s (~5.33 hours) 115 1.441698e+04 [min] 14427.974058 [min] 865019.057899952s (~1.43 weeks) 1.59789418 [m/s] 2018-10-20 south FALSE FALSE FALSE FALSE -11.9748 FALSE FALSE
18899 18899_4030_1 18899_4703_1 FALSE 4030 2018-10-15 05:19:46.6936 2018-10-15 05:31:36.9747 4030 26.4585 -81.7755 4703 2018-10-17 02:45:11.8191 2018-10-17 02:48:02.5247 4703 30.0241 -81.3254 4030_4703 398.91989 [km] 5540.55396384006s (~1.54 hours) 116 2.713581e+03 [min] 2716.425833 [min] 162814.844399929s (~1.88 days) 2.45014444 [m/s] 2018-10-16 south FALSE FALSE FALSE FALSE 3.5656 TRUE TRUE
19410 19410_4210_1 19410_4640_1 FALSE 4210 2018-10-16 07:18:25.2361 2018-10-16 07:23:59.1267 4210 41.3181 -78.7674 4640 2018-10-16 23:56:02.3265 2018-10-16 23:58:52.9252 4640 40.2509 -79.3297 4210_4640 127.76157 [km] 1774.46624204773s (~29.57 minutes) 117 9.920533e+02 [min] 994.896642 [min] 59523.1998000145s (~16.53 hours) 2.14641635 [m/s] 2018-10-16 south FALSE FALSE FALSE FALSE -1.0672 FALSE FALSE
18911 18911_4726-4790_15 18911_4732_1 FALSE 4726-4790 2018-10-16 10:53:19.9387 2018-10-17 22:52:59.8319 4726 45.4079 -73.9390 4732 2018-10-19 03:07:05.2849 2018-10-19 03:23:04.0598 4732 41.0517 -72.2736 4726_4732 502.79684 [km] 6983.28939646269s (~1.94 hours) 118 1.694091e+03 [min] 1710.070465 [min] 101645.453000069s (~1.18 days) 4.94657480 [m/s] 2018-10-18 south FALSE FALSE FALSE FALSE -4.3562 FALSE FALSE
18899 18899_4703_1 18899_4705_1 FALSE 4703 2018-10-17 02:45:11.8191 2018-10-17 02:48:02.5247 4703 30.0241 -81.3254 4705 2018-10-17 03:13:14.4353 2018-10-17 03:28:23.5089 4705 30.4313 -81.4108 4703_4705 46.01603 [km] 639.11159503837s (~10.65 minutes) 119 2.519851e+01 [min] 40.349737 [min] 1511.91060018539s (~25.2 minutes) 30.43568504 [m/s] 2018-10-17 south TRUE FALSE FALSE FALSE 0.4072 FALSE FALSE
18899 18899_4705_1 18899_4702_1 FALSE 4705 2018-10-17 03:13:14.4353 2018-10-17 03:28:23.5089 4705 30.4313 -81.4108 4702 2018-10-17 03:45:04.2453 2018-10-17 03:49:48.5445 4702 30.6987 -81.4321 4705_4702 29.80343 [km] 413.936468202747s (~6.9 minutes) 120 1.667894e+01 [min] 21.417260 [min] 1000.73640012741s (~16.68 minutes) 29.78149461 [m/s] 2018-10-17 south TRUE FALSE FALSE FALSE 0.2674 FALSE FALSE
18899 18899_4702_1 18899_3924_1 FALSE 4702 2018-10-17 03:45:04.2453 2018-10-17 03:49:48.5445 4702 30.6987 -81.4321 3924 2018-10-24 03:17:03.6524 2018-10-24 03:21:19.5551 3924 17.0526 -88.5654 4702_3924 1680.60916 [km] 23341.7939227303s (~6.48 hours) 121 1.004725e+04 [min] 10051.516843 [min] 602835.107899904s (~6.98 days) 2.78784221 [m/s] 2018-10-20 south FALSE FALSE FALSE FALSE -13.6461 FALSE FALSE
18911 18911_4732_1 18911_4514_1 FALSE 4732 2018-10-19 03:07:05.2849 2018-10-19 03:23:04.0598 4732 41.0517 -72.2736 4514 2018-10-24 23:50:33.8864 2018-10-25 00:00:02.1824 4514 40.4296 -73.9848 4732_4514 159.90016 [km] 2220.83549302442s (~37.01 minutes) 122 8.427497e+03 [min] 8436.968710 [min] 505649.826600075s (~5.85 days) 0.31622705 [m/s] 2018-10-22 south FALSE FALSE FALSE FALSE -0.6221 FALSE FALSE
19414 19414_4940_1 19414_4705_1 FALSE 4940 2018-10-21 23:28:11.7331 2018-10-21 23:35:53.4284 4940 40.5274 -76.9409 4705 2018-10-30 21:09:07.6608 2018-10-30 21:39:25.2289 4705 30.4313 -81.4108 4940_4705 1192.90901 [km] 16568.1806289211s (~4.6 hours) 123 1.281324e+04 [min] 12843.530008 [min] 768794.23239994s (~1.27 weeks) 1.55166227 [m/s] 2018-10-26 south FALSE FALSE FALSE FALSE -10.0961 FALSE FALSE
18911 18911_4514_1 18911_5026_1 FALSE 4514 2018-10-24 23:50:33.8864 2018-10-25 00:00:02.1824 4514 40.4296 -73.9848 5026 2018-11-04 00:03:51.8141 2018-11-04 00:05:45.7284 5026 34.0080 -81.0801 4514_5026 950.41280 [km] 13200.177733859s (~3.67 hours) 124 1.440383e+04 [min] 14405.725767 [min] 864229.631700039s (~1.43 weeks) 1.09972253 [m/s] 2018-10-30 south FALSE FALSE FALSE FALSE -6.4216 FALSE FALSE
18911 18911_5026_1 18911_3849_1 FALSE 5026 2018-11-04 00:03:51.8141 2018-11-04 00:05:45.7284 5026 34.0080 -81.0801 3849 2018-11-16 01:49:15.574 2018-11-16 02:02:16.8572 3849 30.0880 -84.1628 5026_3849 523.76824 [km] 7274.55886906802s (~2.02 hours) 125 1.738350e+04 [min] 17396.518813 [min] 1043009.84559989s (~1.72 weeks) 0.50216999 [m/s] 2018-11-10 south FALSE FALSE FALSE FALSE -3.9200 FALSE FALSE
26765 26765_4790_1 26765_3051_1 FALSE 4790 2019-08-12 11:06:18.7822 2019-08-12 13:20:30.0679 4790 45.4307 -73.9385 3051 2019-08-15 04:02:06.1263 2019-08-15 04:05:16.8614 3051 44.0128 -77.7452 4790_3051 339.52748 [km] 4715.65940611376s (~1.31 hours) 126 3.761601e+03 [min] 3764.779892 [min] 225696.058400154s (~2.61 days) 1.50435714 [m/s] 2019-08-13 south FALSE FALSE FALSE FALSE -1.4179 FALSE FALSE
26765 26765_3051_1 26765_3933_1 FALSE 3051 2019-08-15 04:02:06.1263 2019-08-15 04:05:16.8614 3051 44.0128 -77.7452 3933 2019-08-16 06:17:11.2867 2019-08-16 06:19:43.9234 3933 43.8932 -78.6368 3051_3933 72.60097 [km] 1008.34680875308s (~16.81 minutes) 127 1.571907e+03 [min] 1574.451033 [min] 94314.4253001213s (~1.09 days) 0.76977589 [m/s] 2019-08-15 south FALSE FALSE FALSE FALSE -0.1196 FALSE FALSE
26765 26765_3933_1 26765_4945_1 FALSE 3933 2019-08-16 06:17:11.2867 2019-08-16 06:19:43.9234 3933 43.8932 -78.6368 4945 2019-08-18 04:04:09.0939 2019-08-18 04:06:41.7306 4945 43.6460 -79.4659 3933_4945 72.02519 [km] 1000.34991220502s (~16.67 minutes) 128 2.744420e+03 [min] 2746.963453 [min] 164665.17050004s (~1.91 days) 0.43740394 [m/s] 2019-08-17 south FALSE FALSE FALSE FALSE -0.2472 FALSE FALSE
25204 25204_4906-5043-5361-5414-5482-5619_5 25204_4906_1 FALSE 4906-5043-5361-5414-5482-5619 2019-08-16 15:46:23.0248 2019-08-16 15:50:50.7797 4906 46.3236 -114.1319 4906 2019-08-18 21:30:55.9388 2019-08-18 21:38:25.5915 4906 46.3236 -114.1319 4906_4906 0.00000 [km] 0s 129 3.220086e+03 [min] 3227.580197 [min] 193205.159100056s (~2.24 days) 0.00000000 [m/s] 2019-08-17 south FALSE FALSE FALSE FALSE 0.0000 FALSE FALSE
25204 25204_4906_1 25204_4906-5043-5361-5414-5482-5619_6 FALSE 4906 2019-08-18 21:30:55.9388 2019-08-18 21:38:25.5915 4906 46.3236 -114.1319 4906-5043-5361-5414-5482-5619 2019-08-18 23:50:12.4766 2019-08-18 23:51:38.3363 4906 46.3236 -114.1319 4906_4906 0.00000 [km] 0s 130 1.317814e+02 [min] 133.212413 [min] 7906.88509988785s (~2.2 hours) 0.00000000 [m/s] 2019-08-18 south FALSE FALSE FALSE FALSE 0.0000 FALSE FALSE
25205 25205_5043_3 25205_5232_1 FALSE 5043 2019-08-20 12:36:30.5393 2019-08-20 12:37:56.3428 5043 46.7611 -113.9711 5232 2019-08-21 15:44:37.0104 2019-08-21 16:28:39.9926 5232 46.3236 -114.1319 5043_5232 50.17827 [km] 696.920463073367s (~11.62 minutes) 131 1.626678e+03 [min] 1670.727497 [min] 97600.6676001549s (~1.13 days) 0.51411814 [m/s] 2019-08-21 south FALSE FALSE FALSE FALSE -0.4375 FALSE FALSE
25204 25204_4906-5043-5361-5414-5482-5619_27 25204_4906_2 FALSE 4906-5043-5361-5414-5482-5619 2019-08-23 16:17:53.5107 2019-08-23 16:25:55.2618 4906 46.3236 -114.1319 4906 2019-08-23 16:47:08.2729 2019-08-23 16:57:07.7187 4906 46.3236 -114.1319 4906_4906 0.00000 [km] 0s 132 2.121685e+01 [min] 31.207615 [min] 1273.01110005379s (~21.22 minutes) 0.00000000 [m/s] 2019-08-23 south FALSE FALSE FALSE FALSE 0.0000 FALSE FALSE
25204 25204_4906_4 25204_4906-5043-5361-5414-5482-5619_28 FALSE 4906 2019-08-23 20:30:56.5046 2019-08-23 20:31:18.1656 4906 46.3236 -114.1319 4906-5043-5361-5414-5482-5619 2019-08-23 21:15:42.1559 2019-08-23 22:06:10.4543 4906 46.3236 -114.1319 4906_4906 0.00000 [km] 0s 133 4.439984e+01 [min] 94.871478 [min] 2663.99029994011s (~44.4 minutes) 0.00000000 [m/s] 2019-08-23 south FALSE FALSE FALSE FALSE 0.0000 FALSE FALSE
25204 25204_4906-5043-5361-5414-5482-5619_34 25204_4906_5 FALSE 4906-5043-5361-5414-5482-5619 2019-08-24 18:15:35.9341 2019-08-24 18:17:23.1928 4906 46.3236 -114.1319 4906 2019-08-24 19:35:29.4402 2019-08-25 00:32:35.3326 4906 46.3236 -114.1319 4906_4906 0.00000 [km] 0s 134 7.810412e+01 [min] 375.202330 [min] 4686.24740004539s (~1.3 hours) 0.00000000 [m/s] 2019-08-24 south FALSE FALSE FALSE FALSE 0.0000 FALSE FALSE
25204 25204_4906_8 25204_4906-5043-5361-5414-5482-5619_35 FALSE 4906 2019-08-25 22:56:50.0562 2019-08-25 23:46:46.2548 4906 46.3236 -114.1319 4906-5043-5361-5414-5482-5619 2019-08-26 00:53:48.9002 2019-08-26 01:30:54.9161 4906 46.3236 -114.1319 4906_4906 0.00000 [km] 0s 135 6.704409e+01 [min] 104.144355 [min] 4022.64539980888s (~1.12 hours) 0.00000000 [m/s] 2019-08-26 south FALSE FALSE FALSE FALSE 0.0000 FALSE FALSE
25204 25204_4906-5043-5361-5414-5482-5619_38 25204_4906_9 FALSE 4906-5043-5361-5414-5482-5619 2019-08-26 13:03:11.0429 2019-08-26 13:10:40.6935 4906 46.3236 -114.1319 4906 2019-08-26 16:44:40.1363 2019-08-26 17:03:23.8746 4906 46.3236 -114.1319 4906_4906 0.00000 [km] 0s 136 2.139907e+02 [min] 232.719685 [min] 12839.442800045s (~3.57 hours) 0.00000000 [m/s] 2019-08-26 south FALSE FALSE FALSE FALSE 0.0000 FALSE FALSE
25204 25204_4906_9 25204_5043_1 FALSE 4906 2019-08-26 16:44:40.1363 2019-08-26 17:03:23.8746 4906 46.3236 -114.1319 5043 2019-09-09 16:47:28.3268 2019-09-09 16:50:41.1828 5043 46.7611 -113.9711 4906_5043 50.17827 [km] 696.920463073367s (~11.62 minutes) 137 2.014407e+04 [min] 20147.288470 [min] 1208644.45220017s (~2 weeks) 0.04151616 [m/s] 2019-09-02 south FALSE FALSE FALSE FALSE 0.4375 FALSE FALSE
25876 25876_5414_12 25876_3872_1 FALSE 5414 2019-09-05 02:35:32.2692 2019-09-05 02:48:05.3866 5414 46.6690 -114.0089 3872 2019-10-10 04:12:00.9444 2019-10-10 04:22:03.4985 3872 8.5259 -76.0968 5414_3872 5555.91673 [km] 77165.5100916897s (~21.43 hours) 138 5.048393e+04 [min] 50493.968532 [min] 3029035.55780005s (~5.01 weeks) 1.83421971 [m/s] 2019-09-22 south FALSE FALSE FALSE FALSE -38.1431 FALSE FALSE
25204 25204_5043_1 25204_4906-5043-5361-5414-5482-5619_39 FALSE 5043 2019-09-09 16:47:28.3268 2019-09-09 16:50:41.1828 5043 46.7611 -113.9711 4906-5043-5361-5414-5482-5619 2019-09-09 17:01:22.9046 2019-09-09 18:33:13.5368 4906 46.3236 -114.1319 5043_4906 50.17827 [km] 696.920463073367s (~11.62 minutes) 139 1.069536e+01 [min] 102.539233 [min] 641.721799850464s (~10.7 minutes) 78.19318800 [m/s] 2019-09-09 south TRUE FALSE TRUE FALSE -0.4375 FALSE TRUE
26019 26019_4906-5482_6 26019_3817-4379-5820_1 FALSE 4906-5482 2019-09-14 03:38:05.7265 2019-09-14 03:54:49.8688 4906 46.3236 -114.1319 3817-4379-5820 2019-10-09 07:34:26.7963 2019-10-09 08:06:39.5591 3817 28.9131 -95.5784 4906_3817 2520.33877 [km] 35004.7050956801s (~9.72 hours) 140 3.621962e+04 [min] 36251.828172 [min] 2173176.92750001s (~3.59 weeks) 1.15974854 [m/s] 2019-09-26 south FALSE FALSE FALSE FALSE -17.4105 FALSE FALSE
26120 26120_5414-5482-5597-6154_24 26120_3810_1 FALSE 5414-5482-5597-6154 2019-09-17 04:15:46.738 2019-09-17 04:25:49.337 5414 46.6690 -114.0089 3810 2019-10-06 05:08:21.9608 2019-10-06 05:23:25.858 3810 28.3105 -96.8060 5414_3810 2531.72256 [km] 35162.8133476144s (~9.77 hours) 141 2.740254e+04 [min] 27417.608683 [min] 1644152.62380004s (~2.72 weeks) 1.53983427 [m/s] 2019-09-26 south FALSE FALSE FALSE FALSE -18.3585 FALSE FALSE
26121 26121_5414-5482_3 26121_5931_1 FALSE 5414-5482 2019-09-18 03:22:30.8756 2019-09-18 03:44:16.2249 5414 46.6690 -114.0089 5931 2020-05-13 03:07:52.4021 2020-05-13 03:12:28.7393 5931 27.4222 -97.3009 5414_5931 2591.71574 [km] 35996.051902227s (~10 hours) 142 3.426836e+05 [min] 342688.208573 [min] 20561016.1772001s (~34 weeks) 0.12604998 [m/s] 2020-01-15 NA FALSE FALSE FALSE FALSE -19.2468 FALSE FALSE
25204 25204_4906-5043-5361-5414-5482-5619_41 25204_4906_10 FALSE 4906-5043-5361-5414-5482-5619 2019-09-27 14:45:27.7957 2019-09-27 14:47:15.054 4906 46.3236 -114.1319 4906 2019-09-30 14:42:37.4575 2019-09-30 14:58:51.3923 4906 46.3236 -114.1319 4906_4906 0.00000 [km] 0s 143 4.315373e+03 [min] 4331.605638 [min] 258922.40350008s (~3 days) 0.00000000 [m/s] 2019-09-29 south FALSE FALSE FALSE FALSE 0.0000 FALSE FALSE
26766 26766_4726-4790_172 26766_4489_1 FALSE 4726-4790 2019-09-29 00:27:11.2826 2019-09-29 00:40:06.5252 4726 45.4079 -73.9390 4489 2019-10-05 02:53:09.6695 2019-10-05 02:59:05.4172 4489 39.8298 -81.7327 4726_4489 888.81162 [km] 12344.6058299429s (~3.43 hours) 144 8.773052e+03 [min] 8778.981533 [min] 526383.144300222s (~6.09 days) 1.68852599 [m/s] 2019-10-02 south FALSE FALSE FALSE FALSE -5.5781 FALSE FALSE
25204 25204_4906_10 25204_4906-5043-5361-5414-5482-5619_42 FALSE 4906 2019-09-30 14:42:37.4575 2019-09-30 14:58:51.3923 4906 46.3236 -114.1319 4906-5043-5361-5414-5482-5619 2019-09-30 15:36:07.3433 2019-09-30 15:53:04.106 4906 46.3236 -114.1319 4906_4906 0.00000 [km] 0s 145 3.726585e+01 [min] 54.211895 [min] 2235.95100021362s (~37.27 minutes) 0.00000000 [m/s] 2019-09-30 south FALSE FALSE FALSE FALSE 0.0000 FALSE FALSE
26771 26771_4790_18 26771_2812-5373_1 FALSE 4790 2019-10-03 23:38:08.7317 2019-10-03 23:38:34.288 4790 45.4307 -73.9385 2812-5373 2019-10-05 01:10:53.7298 2019-10-05 01:32:16.5673 2812 44.1414 -76.3884 4790_2812 240.67969 [km] 3342.77349845667s (~55.71 minutes) 146 1.532324e+03 [min] 1553.704655 [min] 91939.4417998791s (~1.06 days) 2.61780676 [m/s] 2019-10-04 south FALSE FALSE FALSE FALSE -1.2893 FALSE FALSE
26771 26771_2812-5373_1 26771_5410_1 FALSE 2812-5373 2019-10-05 01:10:53.7298 2019-10-05 01:32:16.5673 2812 44.1414 -76.3884 5410 2019-10-05 06:28:21.9437 2019-10-05 06:33:39.5727 5410 42.9776 -79.8761 2812_5410 309.36222 [km] 4296.69750551171s (~1.19 hours) 147 2.960896e+02 [min] 301.383423 [min] 17765.3763999939s (~4.93 hours) 17.41377235 [m/s] 2019-10-05 south TRUE FALSE FALSE FALSE -1.1638 FALSE FALSE
26771 26771_5410_1 26771_2146-2153-5317_1 FALSE 5410 2019-10-05 06:28:21.9437 2019-10-05 06:33:39.5727 5410 42.9776 -79.8761 2146-2153-5317 2019-10-07 06:38:25.1945 2019-10-07 06:46:02.7996 2146 42.6154 -80.4582 5410_2146 62.27169 [km] 864.884626758708s (~14.41 minutes) 148 2.884760e+03 [min] 2892.387115 [min] 173085.621799946s (~2 days) 0.35977392 [m/s] 2019-10-06 south FALSE FALSE FALSE FALSE -0.3622 FALSE FALSE
26120 26120_3810_1 26120_5414-5482-5597-6154_25 FALSE 3810 2019-10-06 05:08:21.9608 2019-10-06 05:23:25.858 3810 28.3105 -96.8060 5414-5482-5597-6154 2020-08-06 19:26:03.6284 2020-08-07 08:22:25.1153 5414 46.6690 -114.0089 3810_5414 2531.72256 [km] 35162.8133476144s (~9.77 hours) 149 4.400426e+05 [min] 440818.987622 [min] 26402557.7704s (~43.66 weeks) 0.09588929 [m/s] 2020-03-07 NA FALSE FALSE FALSE FALSE 18.3585 FALSE FALSE
26019 26019_3817-4379-5820_1 26019_4379_1 FALSE 3817-4379-5820 2019-10-09 07:34:26.7963 2019-10-09 08:06:39.5591 3817 28.9131 -95.5784 4379 2019-10-22 02:15:23.4957 2019-10-22 02:22:30.3866 4379 28.6281 -95.9706 3817_4379 49.65482 [km] 689.650329463136s (~11.49 minutes) 150 1.836873e+04 [min] 18375.847125 [min] 1102123.93659997s (~1.82 weeks) 0.04505376 [m/s] 2019-10-15 south FALSE FALSE FALSE FALSE -0.2850 FALSE FALSE
26019 26019_3817-4379-5820_1 26019_3551_1 FALSE 3817-4379-5820 2019-10-09 07:34:26.7963 2019-10-09 08:06:39.5591 3817 28.9131 -95.5784 3551 2019-10-22 02:15:48.594 2019-10-22 02:19:59.7999 3551 28.7117 -96.2068 3817_3551 65.19174 [km] 905.440861350961s (~15.09 minutes) 2036 1.836915e+04 [min] 18373.337347 [min] 1102149.03490019s (~1.82 weeks) 0.05914966 [m/s] 2019-10-15 south FALSE FALSE FALSE FALSE -0.2014 FALSE FALSE
26019 26019_4379_1 26019_3551_1 TRUE 4379 2019-10-22 02:15:23.4957 2019-10-22 02:22:30.3866 4379 28.6281 -95.9706 3551 2019-10-22 02:15:48.594 2019-10-22 02:19:59.7999 3551 28.7117 -96.2068 4379_3551 24.84855 [km] 345.118766604388s (~5.75 minutes) 151 -6.696543e+00 [min] -2.509778 [min] 0s -61.84422312 [m/s] 2019-10-22 south FALSE FALSE FALSE FALSE 0.0836 FALSE FALSE
28168 28168_4906_106 28168_5539_1 FALSE 4906 2020-05-16 05:17:35.5484 2020-05-16 05:57:19.7335 4906 46.3236 -114.1319 5539 2020-05-20 04:57:14.7518 2020-05-20 05:06:27.0425 5539 50.7980 -120.3155 4906_5539 673.79154 [km] 9358.21588866739s (~2.6 hours) 152 5.699917e+03 [min] 5709.121817 [min] 341995.018300056s (~3.96 days) 1.97017941 [m/s] 2020-05-18 north FALSE FALSE FALSE FALSE 4.4744 FALSE FALSE
29458 29458_6154-6156-6175_14 29458_5877_1 FALSE 6154-6156-6175 2020-08-23 12:00:54.021 2020-08-23 12:04:14.9232 6154 46.6690 -114.0089 5877 2020-09-18 01:27:17.8639 2020-09-18 01:30:13.6682 5877 36.8824 -90.8609 6154_5877 2194.54310 [km] 30479.7652190163s (~8.47 hours) 153 3.680305e+04 [min] 36805.979083 [min] 2208182.94070005s (~3.65 weeks) 0.99382305 [m/s] 2020-09-05 south FALSE FALSE FALSE FALSE -9.7866 FALSE FALSE
29547 29547_5043-5232-5318-6115-6154-6156-6175_59 29547_5318_1 FALSE 5043-5232-5318-6115-6154-6156-6175 2020-08-28 12:30:15.2269 2020-08-28 12:32:46.0796 5043 46.7611 -113.9711 5318 2020-08-28 14:14:25.1287 2020-08-28 14:18:11.283 5318 46.5565 -114.0749 5043_5318 24.09026 [km] 334.586906474823s (~5.58 minutes) 2038 1.016508e+02 [min] 105.420057 [min] 6099.04909992218s (~1.69 hours) 3.94983822 [m/s] 2020-08-28 south FALSE FALSE FALSE FALSE -0.2046 FALSE FALSE
29547 29547_5043-5232-5318-6115-6154-6156-6175_60 29547_5318_1 TRUE 5043-5232-5318-6115-6154-6156-6175 2020-08-28 13:50:34.4131 2020-08-28 14:22:22.3464 5043 46.7611 -113.9711 5318 2020-08-28 14:14:25.1287 2020-08-28 14:18:11.283 5318 46.5565 -114.0749 5043_5318 24.09026 [km] 334.586906474823s (~5.58 minutes) 154 -7.953628e+00 [min] -4.184390 [min] 0s -50.48064493 [m/s] 2020-08-28 south FALSE FALSE FALSE FALSE -0.2046 FALSE FALSE
29547 29547_5318_1 29547_5043-5232-5318-6115-6154-6156-6175_61 FALSE 5318 2020-08-28 14:14:25.1287 2020-08-28 14:18:11.283 5318 46.5565 -114.0749 5043-5232-5318-6115-6154-6156-6175 2020-08-28 15:19:15.7298 2020-08-28 15:32:14.0905 5043 46.7611 -113.9711 5318_5043 24.09026 [km] 334.586906474823s (~5.58 minutes) 155 6.107411e+01 [min] 74.046792 [min] 3664.44679999352s (~1.02 hours) 6.57405021 [m/s] 2020-08-28 south TRUE FALSE FALSE FALSE 0.2046 FALSE FALSE
25521 25521_5043-5361-5414-5482-6156_26 25521_5885-5886_1 FALSE 5043-5361-5414-5482-6156 2020-08-30 03:14:39.3675 2020-08-30 03:16:45.0469 5043 46.7611 -113.9711 5885-5886 2020-09-03 07:32:50.1944 2020-09-03 08:00:26.9783 5885 36.8504 -94.3911 5043_5885 1953.06592 [km] 27125.9155854151s (~7.53 hours) 156 6.016086e+03 [min] 6043.698857 [min] 360965.147500038s (~4.18 days) 5.41067728 [m/s] 2020-09-01 south TRUE FALSE FALSE FALSE -9.9107 FALSE FALSE
29551 29551_6154-6156-8066_10 29551_6058_1 FALSE 6154-6156-8066 2020-08-30 12:07:08.2059 2020-08-31 03:43:42.1099 6154 46.6690 -114.0089 6058 2020-09-29 06:24:19.4347 2020-09-29 06:28:05.5645 6058 28.9338 -95.3088 6154_6058 2553.14647 [km] 35460.3676129279s (~9.85 hours) 157 4.192062e+04 [min] 41924.390910 [min] 2515237.32480001s (~4.16 weeks) 1.01507180 [m/s] 2020-09-14 south FALSE FALSE FALSE FALSE -17.7352 FALSE FALSE
29548 29548_6154-6156-6175_66 29548_5551_1 FALSE 6154-6156-6175 2020-08-31 12:22:21.4664 2020-08-31 12:26:07.6256 6154 46.6690 -114.0089 5551 2020-10-01 03:02:36.7399 2020-10-01 03:13:54.6556 5551 30.0880 -84.1628 6154_5551 3157.71418 [km] 43857.1413644101s (~12.18 hours) 158 4.407649e+04 [min] 44087.783833 [min] 2644589.11430001s (~4.37 weeks) 1.19402828 [m/s] 2020-09-15 south FALSE FALSE FALSE FALSE -16.5810 FALSE FALSE
29306 29306_5318-6115-6154-6156-6175_90 29306_7357_1 FALSE 5318-6115-6154-6156-6175 2020-09-01 10:24:13.1804 2020-09-01 11:46:25.8785 5318 46.5565 -114.0749 7357 2020-10-07 07:00:18.8246 2020-10-07 07:05:50.7143 7357 42.6056 -82.3600 5318_7357 2532.23590 [km] 35169.9430178319s (~9.77 hours) 159 5.155388e+04 [min] 51559.413930 [min] 3093232.9461s (~5.11 weeks) 0.81863731 [m/s] 2020-09-19 south FALSE FALSE FALSE FALSE -3.9509 FALSE FALSE
29547 29547_5043-5232-5318-6115-6154-6156-6175_84 29547_5318_2 FALSE 5043-5232-5318-6115-6154-6156-6175 2020-09-03 16:21:57.5622 2020-09-03 16:51:39.9408 5043 46.7611 -113.9711 5318 2020-09-04 07:02:33.6749 2020-09-04 07:13:26.5333 5318 46.5565 -114.0749 5043_5318 24.09026 [km] 334.586906474823s (~5.58 minutes) 160 8.508956e+02 [min] 861.776542 [min] 51053.7341001034s (~14.18 hours) 0.47186083 [m/s] 2020-09-03 south FALSE FALSE FALSE FALSE -0.2046 FALSE FALSE
29547 29547_5318_2 29547_5232_1 FALSE 5318 2020-09-04 07:02:33.6749 2020-09-04 07:13:26.5333 5318 46.5565 -114.0749 5232 2020-09-04 07:54:01.0064 2020-09-04 08:01:33.0624 5232 46.3236 -114.1319 5318_5232 26.26307 [km] 364.764824422502s (~6.08 minutes) 161 4.057455e+01 [min] 48.108818 [min] 2434.47310018539s (~40.57 minutes) 10.78798832 [m/s] 2020-09-04 south TRUE FALSE FALSE FALSE -0.2329 FALSE FALSE
29547 29547_5232_1 29547_6176_1 FALSE 5232 2020-09-04 07:54:01.0064 2020-09-04 08:01:33.0624 5232 46.3236 -114.1319 6176 2020-09-04 08:46:18.5385 2020-09-04 08:48:24.2913 6176 46.1457 -114.1562 5232_6176 19.86971 [km] 275.968152868189s (~4.6 minutes) 162 4.475793e+01 [min] 46.853815 [min] 2685.47609996796s (~44.76 minutes) 7.39895135 [m/s] 2020-09-04 south TRUE FALSE FALSE FALSE -0.1779 FALSE FALSE
29547 29547_6176_9 29547_5232_2 FALSE 6176 2020-09-05 02:10:28.9745 2020-09-05 08:37:27.0233 6176 46.1457 -114.1562 5232 2020-09-05 08:47:03.8301 2020-09-05 08:57:31.8362 5232 46.3236 -114.1319 6176_5232 19.86971 [km] 275.968152868189s (~4.6 minutes) 163 9.613447e+00 [min] 20.080215 [min] 576.806800127029s (~9.61 minutes) 34.44776830 [m/s] 2020-09-05 south TRUE FALSE FALSE FALSE 0.1779 FALSE FALSE
29547 29547_5232_2 29547_5318_3 FALSE 5232 2020-09-05 08:47:03.8301 2020-09-05 08:57:31.8362 5232 46.3236 -114.1319 5318 2020-09-05 09:18:01.497 2020-09-05 09:29:44.5557 5318 46.5565 -114.0749 5232_5318 26.26307 [km] 364.764824422502s (~6.08 minutes) 164 2.049435e+01 [min] 32.211992 [min] 1229.66079998016s (~20.49 minutes) 21.35797722 [m/s] 2020-09-05 south TRUE FALSE FALSE FALSE 0.2329 FALSE FALSE
29547 29547_5318_3 29547_5043-5232-5318-6115-6154-6156-6175_85 FALSE 5318 2020-09-05 09:18:01.497 2020-09-05 09:29:44.5557 5318 46.5565 -114.0749 5043-5232-5318-6115-6154-6156-6175 2020-09-05 09:33:05.1662 2020-09-05 09:35:36.0193 5043 46.7611 -113.9711 5318_5043 24.09026 [km] 334.586906474823s (~5.58 minutes) 165 3.343508e+00 [min] 5.857727 [min] 200.610499858856s (~3.34 minutes) 120.08472778 [m/s] 2020-09-05 south TRUE FALSE FALSE FALSE 0.2046 FALSE FALSE
29547 29547_5043-5232-5318-6115-6154-6156-6175_85 29547_5043_1 FALSE 5043-5232-5318-6115-6154-6156-6175 2020-09-05 09:33:05.1662 2020-09-05 09:35:36.0193 5043 46.7611 -113.9711 5043 2020-09-05 09:41:52.2116 2020-09-05 09:43:32.8644 5043 46.7611 -113.9711 5043_5043 0.00000 [km] 0s 166 6.269872e+00 [min] 7.947418 [min] 376.192300081253s (~6.27 minutes) 0.00000000 [m/s] 2020-09-05 south FALSE FALSE FALSE FALSE 0.0000 FALSE FALSE
29767 29767_6154_24 29767_5885_1 FALSE 6154 2020-09-05 23:01:22.9493 2020-09-06 03:30:21.1767 6154 46.6690 -114.0089 5885 2020-09-29 03:41:44.3124 2020-09-29 03:48:26.1238 5885 36.8504 -94.3911 6154_5885 1950.95938 [km] 27096.6581118198s (~7.53 hours) 167 3.313139e+04 [min] 33138.082452 [min] 1987883.13569999s (~3.29 weeks) 0.98142559 [m/s] 2020-09-17 south FALSE FALSE FALSE FALSE -9.8186 FALSE FALSE
29772 29772_6115-6154_14 29772_5041_1 FALSE 6115-6154 2020-09-06 05:40:34.6821 2020-09-06 07:47:01.0879 6115 46.6931 -114.0353 5041 2020-10-02 15:07:18.1227 2020-10-02 15:17:49.5247 5041 43.4502 -87.8220 6115_5041 2079.79958 [km] 28886.1052618528s (~8.02 hours) 168 3.788028e+04 [min] 37890.807280 [min] 2272817.03480005s (~3.76 weeks) 0.91507567 [m/s] 2020-09-19 south FALSE FALSE FALSE FALSE -3.2429 FALSE FALSE
29766 29766_6154-6156_10 29766_4785_1 FALSE 6154-6156 2020-09-09 00:33:16.5014 2020-09-09 00:38:42.9992 6154 46.6690 -114.0089 4785 2020-09-30 05:45:24.8283 2020-09-30 05:55:02.2793 4785 30.4123 -94.8842 6154_4785 2443.38391 [km] 33935.8876875044s (~9.43 hours) 169 3.054670e+04 [min] 30556.321335 [min] 1832801.82909989s (~3.03 weeks) 1.33314135 [m/s] 2020-09-19 south FALSE FALSE FALSE FALSE -16.2567 FALSE FALSE
29771 29771_5232-5318-6115-6154-6156-6175_43 29771_5232-5318-6115-6154-6156-6175-6176_1 FALSE 5232-5318-6115-6154-6156-6175 2020-09-10 01:03:13.2088 2020-09-10 01:24:58.788 5232 46.3236 -114.1319 5232-5318-6115-6154-6156-6175-6176 2020-09-10 15:06:09.3172 2020-09-10 15:56:16.0936 5232 46.3236 -114.1319 5232_5232 0.00000 [km] 0s 170 8.211755e+02 [min] 871.288427 [min] 49270.5291998386s (~13.69 hours) 0.00000000 [m/s] 2020-09-10 south FALSE FALSE FALSE FALSE 0.0000 FALSE FALSE
29547 29547_5043_2 29547_5043-5232-5318-6115-6154-6156-6175_86 FALSE 5043 2020-09-11 02:58:32.1968 2020-09-11 03:04:48.9526 5043 46.7611 -113.9711 5043-5232-5318-6115-6154-6156-6175 2020-09-11 03:05:13.8165 2020-09-11 03:14:51.3584 5043 46.7611 -113.9711 5043_5043 0.00000 [km] 0s 171 4.143983e-01 [min] 10.040097 [min] 24.8638999462128s 0.00000000 [m/s] 2020-09-11 south FALSE FALSE FALSE FALSE 0.0000 FALSE FALSE
29771 29771_5232-5318-6115-6154-6156-6175-6176_7 29771_6176_1 FALSE 5232-5318-6115-6154-6156-6175-6176 2020-09-11 12:53:16.1077 2020-09-11 12:54:52.6395 5232 46.3236 -114.1319 6176 2020-09-11 13:21:48.0162 2020-09-11 13:53:00.6981 6176 46.1457 -114.1562 5232_6176 19.86971 [km] 275.968152868189s (~4.6 minutes) 172 2.692295e+01 [min] 58.134310 [min] 1615.37670016289s (~26.92 minutes) 12.30035508 [m/s] 2020-09-11 south TRUE FALSE FALSE FALSE -0.1779 FALSE FALSE
29572 29572_6115-6154-6156_39 29572_5888_1 FALSE 6115-6154-6156 2020-09-12 03:19:18.3007 2020-09-12 03:23:04.3384 6115 46.6931 -114.0353 5888 2020-09-24 03:58:24.33 2020-09-24 04:01:20.1722 5888 36.9419 -93.4640 6115_5888 2010.97555 [km] 27930.2159276623s (~7.76 hours) 173 1.731533e+04 [min] 17318.263897 [min] 1038919.99160004s (~1.72 weeks) 1.93564044 [m/s] 2020-09-18 south FALSE FALSE FALSE FALSE -9.7512 FALSE FALSE
30180 30180_6154-6156-6175_31 30180_5877_1 FALSE 6154-6156-6175 2020-09-13 02:38:49.5523 2020-09-13 02:47:11.7884 6154 46.6690 -114.0089 5877 2020-09-26 02:09:30.2127 2020-09-26 02:32:05.7125 5877 36.8824 -90.8609 6154_5877 2194.54310 [km] 30479.7652190163s (~8.47 hours) 174 1.868231e+04 [min] 18704.898735 [min] 1120938.42429996s (~1.85 weeks) 1.95777310 [m/s] 2020-09-19 south FALSE FALSE FALSE FALSE -9.7866 FALSE FALSE
29549 29549_5043-6115-6154-6156-6175_75 29549_5877_1 FALSE 5043-6115-6154-6156-6175 2020-09-16 02:29:07.6341 2020-09-16 02:42:05.8621 5043 46.7611 -113.9711 5877 2020-09-24 10:57:34.8798 2020-09-24 11:03:01.3511 5877 36.8824 -90.8609 5043_5877 2195.62118 [km] 30494.7385875884s (~8.47 hours) 175 1.201548e+04 [min] 12020.924817 [min] 720929.017700195s (~1.19 weeks) 3.04554419 [m/s] 2020-09-20 south FALSE FALSE FALSE FALSE -9.8787 FALSE FALSE
29769 29769_6154-6156_82 29769_5885-5886_1 FALSE 6154-6156 2020-09-16 23:49:46.979 2020-09-17 03:21:01.6342 6154 46.6690 -114.0089 5885-5886 2020-10-13 04:14:37.5846 2020-10-13 04:48:55.8241 5885 36.8504 -94.3911 6154_5885 1950.95938 [km] 27096.6581118198s (~7.53 hours) 176 3.749360e+04 [min] 37527.903165 [min] 2249615.95039988s (~3.72 weeks) 0.86724109 [m/s] 2020-09-30 south FALSE FALSE FALSE FALSE -9.8186 FALSE FALSE
25846 25846_4906-5414-5482-5597-6154_304 25846_3818_1 FALSE 4906-5414-5482-5597-6154 2020-09-17 00:55:44.3269 2020-09-17 03:34:41.9277 4906 46.3236 -114.1319 3818 2020-10-07 01:47:33.076 2020-10-07 01:52:34.5636 3818 29.0943 -95.2799 4906_3818 2520.52979 [km] 35007.3582336089s (~9.72 hours) 177 2.869285e+04 [min] 28697.877265 [min] 1721571.14829993s (~2.85 weeks) 1.46408692 [m/s] 2020-09-27 south FALSE FALSE FALSE FALSE -17.2293 FALSE FALSE
29768 29768_6154-6156_22 29768_4379_1 FALSE 6154-6156 2020-09-17 02:51:27.0628 2020-09-17 02:54:48.0513 6154 46.6690 -114.0089 4379 2020-10-25 01:57:05.4036 2020-10-25 02:03:22.0753 4379 28.6281 -95.9706 6154_4379 2545.61407 [km] 35355.7509549573s (~9.82 hours) 178 5.466229e+04 [min] 54668.567067 [min] 3279737.35229993s (~5.42 weeks) 0.77616400 [m/s] 2020-10-06 south FALSE FALSE FALSE FALSE -18.0409 FALSE FALSE
29458 29458_5877_1 29458_6154-6156-6175_15 FALSE 5877 2020-09-18 01:27:17.8639 2020-09-18 01:30:13.6682 5877 36.8824 -90.8609 6154-6156-6175 2021-06-01 08:04:22.0626 2021-06-01 08:06:52.7689 6154 46.6690 -114.0089 5877_6154 2194.54310 [km] 30479.7652190163s (~8.47 hours) 179 3.690341e+05 [min] 369036.651678 [min] 22142048.3943999s (~36.61 weeks) 0.09911202 [m/s] 2021-01-24 NA FALSE FALSE FALSE FALSE 9.7866 FALSE FALSE
30119 30119_5043-6154-6156-6175_11 30119_5885_1 FALSE 5043-6154-6156-6175 2020-09-20 02:21:32.9602 2020-09-20 02:29:30.1316 5043 46.7611 -113.9711 5885 2020-09-28 03:31:33.6396 2020-09-28 03:33:14.3416 5885 36.8504 -94.3911 5043_5885 1953.06592 [km] 27125.9155854151s (~7.53 hours) 180 1.158206e+04 [min] 11583.736833 [min] 694923.508000135s (~1.15 weeks) 2.81047612 [m/s] 2020-09-24 south FALSE FALSE FALSE FALSE -9.9107 FALSE FALSE
29919 29919_5043-6115-6154-6156-6175_48 29919_5418_1 FALSE 5043-6115-6154-6156-6175 2020-09-21 21:18:40.7029 2020-09-21 21:19:13.0189 5043 46.7611 -113.9711 5418 2020-11-09 15:45:58.5043 2020-11-09 15:52:23.7198 5418 50.1263 -120.3604 5043_5418 601.41149 [km] 8352.93730331104s (~2.32 hours) 181 7.022676e+04 [min] 70233.178348 [min] 4213605.4854002s (~6.97 weeks) 0.14273085 [m/s] 2020-10-16 south FALSE FALSE FALSE FALSE 3.3652 TRUE TRUE
30142 30142_5318-6115-6154-6156_39 30142_5878_1 FALSE 5318-6115-6154-6156 2020-09-22 06:08:00.3426 2020-09-22 06:40:12.9807 5318 46.5565 -114.0749 5878 2020-10-17 00:48:26.2995 2020-10-17 00:53:27.6631 5878 37.1630 -91.3543 5318_5878 2140.95038 [km] 29735.4219495598s (~8.26 hours) 182 3.564822e+04 [min] 35653.244707 [min] 2138893.31879997s (~3.54 weeks) 1.00096174 [m/s] 2020-10-04 south FALSE FALSE FALSE FALSE -9.3935 FALSE FALSE
29770 29770_5232-6115-6154-6156-6175_26 29770_5417_1 FALSE 5232-6115-6154-6156-6175 2020-09-22 18:46:51.5033 2020-09-22 19:10:02.5629 5232 46.3236 -114.1319 5417 2020-11-01 12:26:49.7809 2020-11-01 12:32:11.0015 5417 50.3894 -120.3274 5232_5417 642.97340 [km] 8930.18607202662s (~2.48 hours) 183 5.719679e+04 [min] 57202.140643 [min] 3431807.21799994s (~5.67 weeks) 0.18735709 [m/s] 2020-10-12 south FALSE FALSE FALSE FALSE 4.0658 TRUE TRUE
29572 29572_5888_1 29572_3550_1 FALSE 5888 2020-09-24 03:58:24.33 2020-09-24 04:01:20.1722 5888 36.9419 -93.4640 3550 2020-10-06 03:47:44.4403 2020-10-06 03:49:24.9895 3550 29.1623 -95.8254 5888_3550 892.51528 [km] 12396.0456146045s (~3.44 hours) 184 1.726640e+04 [min] 17268.080288 [min] 1035984.26810002s (~1.71 weeks) 0.86151432 [m/s] 2020-09-30 south FALSE FALSE FALSE FALSE -7.7796 FALSE FALSE
29549 29549_5877_1 29549_5043-6115-6154-6156-6175_76 FALSE 5877 2020-09-24 10:57:34.8798 2020-09-24 11:03:01.3511 5877 36.8824 -90.8609 5043-6115-6154-6156-6175 2021-06-01 08:02:06.3391 2021-06-01 08:08:48.1026 5043 46.7611 -113.9711 5877_5043 2195.62118 [km] 30494.7385875884s (~8.47 hours) 185 3.598191e+05 [min] 359825.779192 [min] 21589144.9879999s (~35.7 weeks) 0.10170024 [m/s] 2021-01-27 NA FALSE FALSE FALSE FALSE 9.8787 FALSE FALSE
30119 30119_5885_1 30119_4451_1 FALSE 5885 2020-09-28 03:31:33.6396 2020-09-28 03:33:14.3416 5885 36.8504 -94.3911 4451 2021-05-09 19:21:26.5356 2021-05-09 19:28:58.6106 4451 28.4505 -96.4046 5885_4451 952.78597 [km] 13233.1384963557s (~3.68 hours) 186 3.220682e+05 [min] 322075.737817 [min] 19324092.194s (~31.95 weeks) 0.04930560 [m/s] 2021-01-17 NA FALSE FALSE FALSE FALSE -8.3999 FALSE FALSE
29767 29767_5885_1 29767_4451_1 FALSE 5885 2020-09-29 03:41:44.3124 2020-09-29 03:48:26.1238 5885 36.8504 -94.3911 4451 2020-10-14 03:18:49.4307 2020-10-14 03:35:58.6901 4451 28.4505 -96.4046 5885_4451 952.78597 [km] 13233.1384963557s (~3.68 hours) 187 2.157039e+04 [min] 21587.542772 [min] 1294223.30690002s (~2.14 weeks) 0.73618360 [m/s] 2020-10-06 south FALSE FALSE FALSE FALSE -8.3999 FALSE FALSE
29551 29551_6058_1 29551_7339_1 FALSE 6058 2020-09-29 06:24:19.4347 2020-09-29 06:28:05.5645 6058 28.9338 -95.3088 7339 2021-05-21 09:33:52.7551 2021-05-21 09:46:25.9344 7339 38.4985 -98.7443 6058_7339 1109.74981 [km] 15413.1918110058s (~4.28 hours) 188 3.371458e+05 [min] 337158.339498 [min] 20228747.1905999s (~33.45 weeks) 0.05486004 [m/s] 2021-01-24 NA FALSE FALSE FALSE FALSE 9.5647 FALSE FALSE
29766 29766_4785_1 29766_6058_1 FALSE 4785 2020-09-30 05:45:24.8283 2020-09-30 05:55:02.2793 4785 30.4123 -94.8842 6058 2020-09-30 09:02:25.2702 2020-09-30 09:07:51.7584 6058 28.9338 -95.3088 4785_6058 169.44211 [km] 2353.36262692132s (~39.22 minutes) 189 1.873832e+02 [min] 192.824652 [min] 11242.9909000397s (~3.12 hours) 15.07091046 [m/s] 2020-09-30 south TRUE FALSE FALSE FALSE -1.4785 FALSE FALSE
29766 29766_6058_1 29766_3551-4379_1 FALSE 6058 2020-09-30 09:02:25.2702 2020-09-30 09:07:51.7584 6058 28.9338 -95.3088 3551-4379 2020-10-03 01:18:55.7804 2020-10-03 01:31:03.8108 3551 28.7117 -96.2068 6058_3551 90.90171 [km] 1262.52370201895s (~21.04 minutes) 190 3.851067e+03 [min] 3863.200873 [min] 231064.022000074s (~2.67 days) 0.39340485 [m/s] 2020-10-01 south FALSE FALSE FALSE FALSE -0.2221 FALSE FALSE
29548 29548_5551_1 29548_3872_1 FALSE 5551 2020-10-01 03:02:36.7399 2020-10-01 03:13:54.6556 5551 30.0880 -84.1628 3872 2020-10-27 01:04:06.6604 2020-10-27 01:07:52.8198 3872 8.5259 -76.0968 5551_3872 2540.31817 [km] 35282.1967730971s (~9.8 hours) 191 3.731020e+04 [min] 37313.969403 [min] 2238612.00479984s (~3.7 weeks) 1.13477376 [m/s] 2020-10-14 south FALSE FALSE FALSE FALSE -21.5621 FALSE FALSE
29766 29766_3551-4379_1 29766_6064_1 FALSE 3551-4379 2020-10-03 01:18:55.7804 2020-10-03 01:31:03.8108 3551 28.7117 -96.2068 6064 2021-05-28 03:43:05.268 2021-05-28 03:51:52.5258 6064 40.9768 -105.0766 3551_6064 1583.86280 [km] 21998.0944621125s (~6.11 hours) 192 3.414120e+05 [min] 341420.811917 [min] 20484721.4571998s (~33.87 weeks) 0.07731923 [m/s] 2021-01-29 NA FALSE FALSE FALSE FALSE 12.2651 FALSE FALSE
29572 29572_3550_1 29572_3551-4451_1 FALSE 3550 2020-10-06 03:47:44.4403 2020-10-06 03:49:24.9895 3550 29.1623 -95.8254 3551-4451 2020-10-06 04:47:58.5035 2020-10-06 05:00:06.4951 3551 28.7117 -96.2068 3550_3551 62.35362 [km] 866.022479077535s (~14.43 minutes) 193 5.855857e+01 [min] 70.691760 [min] 3513.51399993896s (~58.56 minutes) 17.74679665 [m/s] 2020-10-06 south TRUE FALSE FALSE FALSE -0.4506 FALSE FALSE
29306 29306_7357_1 29306_7246_1 FALSE 7357 2020-10-07 07:00:18.8246 2020-10-07 07:05:50.7143 7357 42.6056 -82.3600 7246 2020-10-08 03:47:00.1227 2020-10-08 03:58:24.085 7246 41.4617 -82.9974 7357_7246 137.65830 [km] 1911.92082976776s (~31.87 minutes) 194 1.241157e+03 [min] 1252.556178 [min] 74469.4084000587s (~20.69 hours) 1.84852146 [m/s] 2020-10-07 south FALSE FALSE FALSE FALSE -1.1439 FALSE FALSE
29074 29074_5232-5318-6115-6154-6156_120 29074_6064_1 FALSE 5232-5318-6115-6154-6156 2020-10-09 09:16:49.0701 2020-10-09 09:20:23.2814 5232 46.3236 -114.1319 6064 2020-10-14 19:07:50.3359 2020-10-14 19:09:58.9521 6064 40.9768 -105.0766 5232_6064 939.31673 [km] 13046.0657333613s (~3.62 hours) 195 7.787451e+03 [min] 7789.594512 [min] 467247.054500103s (~5.41 days) 2.01032136 [m/s] 2020-10-12 south FALSE FALSE FALSE FALSE -5.3468 FALSE FALSE
30142 30142_5878_1 30142_5877_1 FALSE 5878 2020-10-17 00:48:26.2995 2020-10-17 00:53:27.6631 5878 37.1630 -91.3543 5877 2020-10-17 01:53:41.5184 2020-10-17 02:07:04.8332 5877 36.8824 -90.8609 5878_5877 53.77928 [km] 746.934416797702s (~12.45 minutes) 196 6.023092e+01 [min] 73.619502 [min] 3613.85529994965s (~1 hours) 14.88141432 [m/s] 2020-10-17 south TRUE FALSE FALSE FALSE -0.2806 FALSE FALSE
29548 29548_3872_1 29548_7664_1 FALSE 3872 2020-10-27 01:04:06.6604 2020-10-27 01:07:52.8198 3872 8.5259 -76.0968 7664 2021-05-02 00:32:00.4901 2021-05-02 00:37:27.0397 7664 8.8107 -82.9608 3872_7664 755.17817 [km] 10488.5857558507s (~2.91 hours) 197 2.692441e+05 [min] 269249.570332 [min] 16154647.6703s (~26.71 weeks) 0.04674681 [m/s] 2021-01-28 NA FALSE FALSE FALSE FALSE 0.2848 FALSE FALSE
29770 29770_5417_1 29770_5785_1 FALSE 5417 2020-11-01 12:26:49.7809 2020-11-01 12:32:11.0015 5417 50.3894 -120.3274 5785 2020-11-08 16:19:16.5987 2020-11-08 16:22:50.8225 5785 48.4255 -123.2271 5417_5785 302.78101 [km] 4205.29176868528s (~1.17 hours) 198 1.030709e+04 [min] 10310.663683 [min] 618425.597200155s (~1.02 weeks) 0.48959973 [m/s] 2020-11-05 south FALSE FALSE FALSE FALSE -1.9639 FALSE FALSE

Removing problems

We’ve identified problematic transitions in the trans data in the column problem.

However, while we can omit those transitions, we need to decide which side of that transition to keep (i.e. which detection bout at which station is to be omitted?).

Here, we’ll choose by exploring the direction of the transition as well as the ‘popularity’ of the station.

For example, if a bird spent all it’s time at one station but blipped out to another one 500km away for a couple of minutes, we’ll assume that the second station is no good.

We’ll keep track of all problems identified in problems, and will mark those we’ve been able to resolve with selected, marking the station to remove with omit.

We’ll keep track of these bouts we’ve been able to resolve in bad_bouts.

problems <- resolve_stns(bouts, trans)
bad_bouts <- filter(problems, resolved, omit) |>
  pull(id)
# Resolve which station is the problem where there is a problematic transition
resolve_stns <- function(bouts, trans, problems_manual = NULL) {

  b <- summarize(
    bouts,
    len_max = max(len_max),
    #n_bouts = n(),
    #n_runs = sum(n_runs),
    total_time = sum(total_time),
    .by = c("tagDeployID", "stn_group"))
  
  t <- filter(trans, problem) |>
    select(tagDeployID, trans_id, stn1, stn2, id1, id2, b1, e1, b2, e2, lat_diff, contains("problem")) |>
    pivot_longer(cols = c("stn1", "stn2", "id1", "id2", "b1", "e1", "b2", "e2"), 
                 names_to = c(".value", "pair"), 
                 names_pattern = "([a-z]{1,3})(\\d+)") |>
    rename("stn_group" = "stn") |>
    left_join(b, by = c("tagDeployID", "stn_group")) |>
    arrange(tagDeployID, trans_id, total_time) |>
    select(tagDeployID, trans_id, contains("problem"), stn_group, id, 
           b, e,
           len_max, total_time)
  
  # Mark the station to omit within a group that was able to have a (resolved) station
  
  # Mark manually identified problems
  if(!is.null(problems_manual)) {
    t <- left_join(t, select(problems_manual, "tagDeployID", "stn_group", "start", "end", "omit" = "problem_manual"), 
                   by = join_by("tagDeployID", "stn_group", within("b", "e", "start", "end"))) |>
      select(-"b", -"e", -"start", -"end")
  } else t$omit <- NA
  
  t |>
    mutate(
      # Mark directional and short bout problems as FALSE (need to be manually checked)
      omit = if_else(is.na(omit) & (problem_direction | problem_short_bout), FALSE, NA),
      # Choose station to omit otherwise
      omit = if_else(is.na(omit), 
                     total_time <= (suppressWarnings(max(total_time)) / 10) | 
                       len_max <= (suppressWarnings(max(len_max)) / 10), 
                     omit), 
      .by = c("tagDeployID", "trans_id")) |>
    mutate(resolved = any(omit), .by = c("tagDeployID", "trans_id"))
}

#' Convert unit vectors to regular numeric vectors
#'
#' @param x Vector (or column)
#' @param units Units to ensure they match
#'
flatten_units <- function(x, units) {
  if(inherits(x, "difftime")) x <- as_units(x)
  set_units(x, units, mode = "standard") |>
    as.numeric()
}
problems |>
  gt() |>
  gt_theme() |>
  tab_options(container.height = px(600),
              container.overflow.y = "auto")
tagDeployID trans_id problem_manual problem_fast problem_short_bout problem_direction problem stn_group id b e len_max total_time omit resolved
17852 31 FALSE FALSE FALSE TRUE TRUE 4945 17852_4945_1 2018-10-09 18:33:29.4955 2018-10-09 18:35:09.1264 4 1.66051499843597 FALSE FALSE
17852 31 FALSE FALSE FALSE TRUE TRUE 4219 17852_4219_1 2018-09-15 03:51:21.351 2018-09-15 04:06:58.6833 97 15.622204999129 FALSE FALSE
17856 48 FALSE FALSE FALSE TRUE TRUE 4219 17856_4219_1 2018-09-20 00:34:46.0758 2018-09-20 00:41:16.7005 20 6.51041166782379 FALSE FALSE
17856 48 FALSE FALSE FALSE TRUE TRUE 4726-4790 17856_4726-4790_29 2018-09-21 11:26:51.5812 2018-09-21 11:30:03.4878 5112 10565.2898266673 FALSE FALSE
18548 44 FALSE FALSE FALSE TRUE TRUE 4219 18548_4219_1 2018-09-19 01:42:38.6766 2018-09-19 01:49:59.0488 60 7.33953666687012 FALSE FALSE
18548 44 FALSE FALSE FALSE TRUE TRUE 4726-4790 18548_4726-4790_254 2018-09-22 09:06:00.6476 2018-09-22 09:06:29.2813 4913 45622.9501866539 FALSE FALSE
18880 49 FALSE FALSE FALSE TRUE TRUE 4208 18880_4208_1 2018-09-20 02:26:52.9527 2018-09-20 02:42:09.0361 43 15.268056666851 FALSE FALSE
18880 49 FALSE FALSE FALSE TRUE TRUE 4726-4790 18880_4726-4790_274 2018-09-29 05:34:08.4767 2018-09-29 05:40:17.9046 4860 36858.3915366411 FALSE FALSE
18899 116 FALSE FALSE FALSE TRUE TRUE 4703 18899_4703_1 2018-10-17 02:45:11.8191 2018-10-17 02:48:02.5247 7 2.84509333372116 FALSE FALSE
18899 116 FALSE FALSE FALSE TRUE TRUE 4030 18899_4030_1 2018-10-15 05:19:46.6936 2018-10-15 05:31:36.9747 97 11.8380183339119 FALSE FALSE
18916 35 FALSE FALSE FALSE TRUE TRUE 4286-4340 18916_4286-4340_1 2018-09-17 00:53:32.8942 2018-09-17 01:33:18.6834 67 39.763153330485 FALSE FALSE
18916 35 FALSE FALSE FALSE TRUE TRUE 4726-4790 18916_4726-4790_15 2018-09-18 21:12:29.9163 2018-09-18 21:16:03.202 6046 21701.9842883388 FALSE FALSE
18916 45 FALSE FALSE FALSE TRUE TRUE 4208 18916_4208_1 2018-09-19 02:10:21.0942 2018-09-19 02:23:08.1471 96 12.7842150012652 FALSE FALSE
18916 45 FALSE FALSE FALSE TRUE TRUE 4726-4790 18916_4726-4790_16 2018-09-23 23:11:27.8462 2018-09-23 23:11:56.5289 6046 21701.9842883388 FALSE FALSE
25204 139 FALSE TRUE FALSE FALSE TRUE 5043 25204_5043_1 2019-09-09 16:47:28.3268 2019-09-09 16:50:41.1828 8 3.21426666577657 TRUE TRUE
25204 139 FALSE TRUE FALSE FALSE TRUE 4906-5043-5361-5414-5482-5619 25204_4906-5043-5361-5414-5482-5619_39 2019-09-09 17:01:22.9046 2019-09-09 18:33:13.5368 1576 3484.24466333389 FALSE TRUE
29770 183 FALSE FALSE FALSE TRUE TRUE 5417 29770_5417_1 2020-11-01 12:26:49.7809 2020-11-01 12:32:11.0015 27 5.35367666482925 FALSE FALSE
29770 183 FALSE FALSE FALSE TRUE TRUE 5232-6115-6154-6156-6175 29770_5232-6115-6154-6156-6175_26 2020-09-22 18:46:51.5033 2020-09-22 19:10:02.5629 2086 2288.7424399972 FALSE FALSE
29919 181 FALSE FALSE FALSE TRUE TRUE 5418 29919_5418_1 2020-11-09 15:45:58.5043 2020-11-09 15:52:23.7198 9 6.42025833129883 FALSE FALSE
29919 181 FALSE FALSE FALSE TRUE TRUE 5043-6115-6154-6156-6175 29919_5043-6115-6154-6156-6175_48 2020-09-21 21:18:40.7029 2020-09-21 21:19:13.0189 587 1716.37269665003 FALSE FALSE
34266 259 FALSE FALSE FALSE TRUE TRUE 7621-7897 34266_7621-7897_1 2021-09-10 05:30:37.2249 2021-09-10 05:45:55.0485 19 15.2970600008965 FALSE FALSE
34266 259 FALSE FALSE FALSE TRUE TRUE 7908-7930-7934 34266_7908-7930-7934_136 2021-09-12 04:51:27.9348 2021-09-12 04:54:53.6195 1982 29642.0112166643 FALSE FALSE
35290 364 FALSE FALSE FALSE TRUE TRUE 7233 35290_7233_1 2021-09-27 06:31:35.5548 2021-09-27 07:09:14.3361 38 37.6463550011317 FALSE FALSE
35290 364 FALSE FALSE FALSE TRUE TRUE 7624-8039 35290_7624-8039_2 2021-09-28 04:51:11.4155 2021-09-28 04:59:41.1677 5475 2478.20703833898 FALSE FALSE
35306 215 FALSE TRUE FALSE FALSE TRUE 5521 35306_5521_1 2021-08-29 01:08:08.6187 2021-08-29 01:16:43.27 61 17.3999833345413 TRUE TRUE
35306 215 FALSE TRUE FALSE FALSE TRUE 7624-8039-8194 35306_7624-8039-8194_72 2021-08-27 08:25:15.1405 2021-08-31 00:00:52.3627 8587 66859.2208050092 FALSE TRUE
35306 334 FALSE TRUE FALSE FALSE TRUE 5521 35306_5521_2 2021-09-20 12:17:50.1411 2021-09-20 12:26:39.4888 61 17.3999833345413 TRUE TRUE
35306 334 FALSE TRUE FALSE FALSE TRUE 7624-8039-8194 35306_7624-8039-8194_94 2021-09-19 20:26:45.0534 2021-09-20 11:52:44.7431 8587 66859.2208050092 FALSE TRUE
35306 338 FALSE TRUE FALSE FALSE TRUE 5521 35306_5521_2 2021-09-20 12:17:50.1411 2021-09-20 12:26:39.4888 61 17.3999833345413 TRUE TRUE
35306 338 FALSE TRUE FALSE FALSE TRUE 7624-8039-8194 35306_7624-8039-8194_95 2021-09-20 12:35:41.624 2021-09-20 12:38:43.1201 8587 66859.2208050092 FALSE TRUE
35475 230 FALSE TRUE FALSE FALSE TRUE 4777 35475_4777_1 2021-09-04 10:02:39.8581 2021-09-04 10:03:29.1462 5 0.821468333403269 TRUE TRUE
35475 230 FALSE TRUE FALSE FALSE TRUE 7624-8039 35475_7624-8039_111 2021-09-03 23:39:59.7821 2021-09-04 10:03:36.49 6488 25982.2141933242 FALSE TRUE
35475 235 FALSE TRUE FALSE FALSE TRUE 4777 35475_4777_1 2021-09-04 10:02:39.8581 2021-09-04 10:03:29.1462 5 0.821468333403269 TRUE TRUE
35475 235 FALSE TRUE FALSE FALSE TRUE 7624-8039 35475_7624-8039_112 2021-09-04 10:39:36.8127 2021-09-04 11:16:56.1162 6488 25982.2141933242 FALSE TRUE
35476 228 FALSE TRUE FALSE FALSE TRUE 4777 35476_4777_1 2021-09-03 04:12:59.1146 2021-09-03 04:14:12.8054 4 1.22817999919256 TRUE TRUE
35476 228 FALSE TRUE FALSE FALSE TRUE 7624-8039-8045 35476_7624-8039-8045_20 2021-09-02 23:09:04.143 2021-09-03 19:42:44.524 8288 60089.3685166677 FALSE TRUE
35605 407 FALSE FALSE FALSE TRUE TRUE 7662 35605_7662_1 2021-10-04 08:53:16.5345 2021-10-04 08:56:17.9461 38 3.02352666854858 FALSE FALSE
35605 407 FALSE FALSE FALSE TRUE TRUE 5111 35605_5111_1 2021-10-03 07:25:46.3445 2021-10-03 07:42:25.9725 22 16.6604666670163 FALSE FALSE
35914 280 FALSE FALSE FALSE TRUE TRUE 7924 35914_7924_1 2021-09-16 00:15:53.6932 2021-09-16 00:20:15.0417 39 4.35580832958221 FALSE FALSE
35914 280 FALSE FALSE FALSE TRUE TRUE 7624-8039-8045-8194 35914_7624-8039-8045-8194_35 2021-09-17 21:26:46.864 2021-09-17 21:28:34.147 3143 8682.44122167428 FALSE FALSE
35914 354 FALSE FALSE FALSE TRUE TRUE 8012 35914_8012_1 2021-09-26 05:56:47.1935 2021-09-26 06:06:36.777 72 9.82639166514079 FALSE FALSE
35914 354 FALSE FALSE FALSE TRUE TRUE 7624-8039-8045-8194 35914_7624-8039-8045-8194_38 2021-09-27 08:32:57.1487 2021-09-27 08:35:44.7157 3143 8682.44122167428 FALSE FALSE
36310 362 FALSE FALSE FALSE TRUE TRUE 7233 36310_7233_1 2021-09-27 03:00:38.3225 2021-09-27 03:03:33.581 13 2.92097500165304 FALSE FALSE
36310 362 FALSE FALSE FALSE TRUE TRUE 7624-8039-8045-8194 36310_7624-8039-8045-8194_15 2021-10-03 18:28:05.1053 2021-10-03 18:32:40.3561 3049 10355.4395233353 FALSE FALSE
39546 715 FALSE FALSE FALSE TRUE TRUE 8845 39546_8845_1 2022-10-03 03:28:41.7897 2022-10-03 03:29:44.5583 4 1.04614333311717 FALSE FALSE
39546 715 FALSE FALSE FALSE TRUE TRUE 7639 39546_7639_1 2022-09-14 10:19:30.1846 2022-09-14 10:22:12.945 9 2.71267333030701 FALSE FALSE
39549 555 FALSE TRUE FALSE FALSE TRUE 9077 39549_9077_1 2022-08-17 22:04:31.7035 2022-08-17 22:06:36.9548 4 2.08752166430155 TRUE TRUE
39549 555 FALSE TRUE FALSE FALSE TRUE 7908-7934-8760 39549_7908-7934-8760_60 2022-08-17 09:18:36.544 2022-08-20 16:24:17.4425 2671 58535.943233343 FALSE TRUE
39549 558 FALSE FALSE FALSE TRUE TRUE 9077 39549_9077_1 2022-08-17 22:04:31.7035 2022-08-17 22:06:36.9548 4 2.08752166430155 FALSE FALSE
39549 558 FALSE FALSE FALSE TRUE TRUE 7908-7934-8760 39549_7908-7934-8760_61 2022-08-20 16:57:36.9929 2022-08-20 17:34:54.5824 2671 58535.943233343 FALSE FALSE
39554 1038 FALSE FALSE FALSE TRUE TRUE 8950 39554_8950_1 2022-10-11 07:22:33.4199 2022-10-11 07:24:38.5667 11 2.08578000068665 FALSE FALSE
39554 1038 FALSE FALSE FALSE TRUE TRUE 9193 39554_9193_1 2022-11-26 14:01:37.026 2022-11-26 14:04:19.684 5 2.71096666653951 FALSE FALSE
39555 623 FALSE FALSE FALSE TRUE TRUE 8845 39555_8845_1 2022-10-14 14:16:05.5775 2022-10-14 14:16:55.7492 4 0.836195000012716 FALSE FALSE
39555 623 FALSE FALSE FALSE TRUE TRUE 5398 39555_5398_1 2022-08-31 05:43:01.4251 2022-08-31 06:02:48.9883 49 19.7927199999491 FALSE FALSE
39557 972 FALSE FALSE FALSE TRUE TRUE 8950 39557_8950_1 2022-10-04 08:02:39.2625 2022-10-04 08:08:41.9643 10 6.04502999782562 FALSE FALSE
39557 972 FALSE FALSE FALSE TRUE TRUE 8845-9036 39557_8845-9036_1 2022-10-16 03:39:48.6112 2022-10-16 03:56:03.761 42 25.2139883319537 FALSE FALSE
39570 774 FALSE FALSE FALSE TRUE TRUE 9192-9194 39570_9192-9194_1 2022-11-25 18:03:07.272 2022-11-25 18:05:12.473 10 5.84001666307449 FALSE FALSE
39570 774 FALSE FALSE FALSE TRUE TRUE 8190 39570_8190_1 2022-09-20 07:32:02.3383 2022-09-20 07:39:57.5167 10 7.91964000066121 FALSE FALSE
39585 729 FALSE FALSE FALSE TRUE TRUE 8169-8675 39585_8169-8675_1 2022-09-15 01:50:00.3319 2022-09-15 02:20:37.8545 29 30.6253766695658 FALSE FALSE
39585 729 FALSE FALSE FALSE TRUE TRUE 7905-7906-7930-7934-8760 39585_7905-7906-7930-7934-8760_340 2022-09-20 07:51:44.3776 2022-09-20 07:55:54.6739 2906 45295.9981133262 FALSE FALSE
39609 756 FALSE FALSE FALSE TRUE TRUE 9150-9192 39609_9150-9192_1 2022-11-25 15:21:15.72 2022-11-25 15:25:13.639 18 3.96531666517258 FALSE FALSE
39609 756 FALSE FALSE FALSE TRUE TRUE 8224 39609_8224_1 2022-09-18 05:27:36.3033 2022-09-18 05:35:31.4283 39 7.91875 FALSE FALSE
39611 1097 FALSE TRUE FALSE FALSE TRUE 9036 39611_9036_1 2022-10-15 15:33:01.1407 2022-10-15 15:42:11.2209 14 9.1680033326149 TRUE TRUE
39611 1097 FALSE TRUE FALSE FALSE TRUE 7905-7906-7930-7934 39611_7905-7906-7930-7934_163 2022-10-15 12:14:01.832 2022-10-15 15:31:18.4265 4170 108456.099336652 FALSE TRUE
39611 1099 FALSE TRUE FALSE FALSE TRUE 9036 39611_9036_1 2022-10-15 15:33:01.1407 2022-10-15 15:42:11.2209 14 9.1680033326149 TRUE TRUE
39611 1099 FALSE TRUE FALSE FALSE TRUE 7905-7906-7930-7934 39611_7905-7906-7930-7934_164 2022-10-15 16:10:03.0991 2022-10-15 16:54:25.5235 4170 108456.099336652 FALSE TRUE
39612 530 FALSE TRUE FALSE FALSE TRUE 3454 39612_3454_1 2022-06-26 02:32:14.8213 2022-06-26 02:51:03.0139 18 48.167956662178 TRUE TRUE
39612 530 FALSE TRUE FALSE FALSE TRUE 7905-7906-7930-7934 39612_7905-7906-7930-7934_52 2022-06-26 01:19:50.5195 2022-06-26 07:02:18.7582 3035 60201.2034550071 FALSE TRUE
39612 531 FALSE FALSE FALSE TRUE TRUE 3454 39612_3454_1 2022-06-26 02:32:14.8213 2022-06-26 02:51:03.0139 18 48.167956662178 FALSE FALSE
39612 531 FALSE FALSE FALSE TRUE TRUE 7905-7906-7930-7934 39612_7905-7906-7930-7934_53 2022-06-26 08:29:10.4942 2022-06-26 08:43:08.118 3035 60201.2034550071 FALSE FALSE
39612 616 FALSE TRUE FALSE TRUE TRUE 3454 39612_3454_2 2022-08-30 07:06:52.6881 2022-08-30 07:13:52.0922 18 48.167956662178 FALSE FALSE
39612 616 FALSE TRUE FALSE TRUE TRUE 7905-7906-7930-7934 39612_7905-7906-7930-7934_203 2022-08-30 00:58:21.7111 2022-08-30 10:43:57.179 3035 60201.2034550071 FALSE FALSE
39612 617 FALSE TRUE FALSE FALSE TRUE 3454 39612_3454_3 2022-08-30 08:12:12.2166 2022-08-30 08:21:34.401 18 48.167956662178 TRUE TRUE
39612 617 FALSE TRUE FALSE FALSE TRUE 7905-7906-7930-7934 39612_7905-7906-7930-7934_204 2022-08-30 11:14:34.378 2022-08-31 16:41:20.5083 3035 60201.2034550071 FALSE TRUE
39612 688 FALSE TRUE FALSE TRUE TRUE 3454 39612_3454_4 2022-09-13 04:46:51.5555 2022-09-13 04:51:53.1585 18 48.167956662178 FALSE FALSE
39612 688 FALSE TRUE FALSE TRUE TRUE 7905-7906-7930-7934 39612_7905-7906-7930-7934_243 2022-09-12 18:32:40.5076 2022-09-13 12:23:11.9189 3035 60201.2034550071 FALSE FALSE
39612 798 FALSE FALSE FALSE TRUE TRUE 8410 39612_8410_1 2022-09-23 04:10:36.4634 2022-09-23 04:15:11.6258 13 4.5860400001208 FALSE FALSE
39612 798 FALSE FALSE FALSE TRUE TRUE 3454 39612_3454_6 2022-09-26 00:17:03.1333 2022-09-26 00:19:33.222 18 48.167956662178 FALSE FALSE
39612 2060 FALSE TRUE FALSE FALSE TRUE 3454 39612_3454_1 2022-06-26 02:32:14.8213 2022-06-26 02:51:03.0139 18 48.167956662178 TRUE TRUE
39612 2060 FALSE TRUE FALSE FALSE TRUE 7905-7906-7930-7934 39612_7905-7906-7930-7934_51 2022-06-25 23:38:36.0492 2022-06-25 23:48:23.6984 3035 60201.2034550071 FALSE TRUE
39612 2081 FALSE FALSE FALSE TRUE TRUE 3454 39612_3454_2 2022-08-30 07:06:52.6881 2022-08-30 07:13:52.0922 18 48.167956662178 FALSE FALSE
39612 2081 FALSE FALSE FALSE TRUE TRUE 7905-7906-7930-7934 39612_7905-7906-7930-7934_202 2022-08-29 12:01:32.0834 2022-08-30 00:08:09.5882 3035 60201.2034550071 FALSE FALSE
39612 2083 FALSE FALSE FALSE TRUE TRUE 3454 39612_3454_4 2022-09-13 04:46:51.5555 2022-09-13 04:51:53.1585 18 48.167956662178 FALSE FALSE
39612 2083 FALSE FALSE FALSE TRUE TRUE 7905-7906-7930-7934 39612_7905-7906-7930-7934_242 2022-09-12 17:18:05.9002 2022-09-12 17:18:43.584 3035 60201.2034550071 FALSE FALSE
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43883 1393 FALSE FALSE FALSE TRUE TRUE 8845-9036-9049-9248-9333 43883_8845-9036-9049-9248-9333_353 2023-03-21 17:03:25.9751 2023-03-21 17:05:52.214 6882 51996.3867233237 FALSE FALSE
43883 2095 FALSE TRUE FALSE TRUE TRUE 5068 43883_5068_1 2023-03-01 09:52:23.7821 2023-03-01 09:53:15.1306 8 4.75718166430791 FALSE FALSE
43883 2095 FALSE TRUE FALSE TRUE TRUE 8845-9036-9049-9248-9333 43883_8845-9036-9049-9248-9333_257 2023-03-01 02:22:31.3363 2023-03-01 07:15:27.39 6882 51996.3867233237 FALSE FALSE
43884 1295 FALSE FALSE FALSE TRUE TRUE 5068 43884_5068_1 2023-03-04 01:17:55.8855 2023-03-04 01:18:25.3532 324 109.194376663367 FALSE FALSE
43884 1295 FALSE FALSE FALSE TRUE TRUE 8845-9036-9049-9248-9333 43884_8845-9036-9049-9248-9333_98 2023-02-07 13:21:20.4138 2023-02-11 02:33:13.19 12228 39957.5126783331 FALSE FALSE
43884 1336 FALSE FALSE FALSE TRUE TRUE 5068 43884_5068_5 2023-03-14 15:42:08.1835 2023-03-14 15:43:06.8428 324 109.194376663367 FALSE FALSE
43884 1336 FALSE FALSE FALSE TRUE TRUE 8845-9036-9049-9248-9333 43884_8845-9036-9049-9248-9333_99 2023-03-06 22:11:30.7986 2023-03-06 22:13:57.0451 12228 39957.5126783331 FALSE FALSE
43979 1301 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_1 2023-02-28 06:55:11.8333 2023-02-28 06:56:25.0138 43 55.9012683471044 FALSE FALSE
43979 1301 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_93 2023-02-28 01:54:37.5603 2023-03-07 04:42:23.5226 20854 117538.850854985 FALSE FALSE
43979 1341 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_3 2023-03-08 04:06:20.6455 2023-03-08 04:07:48.4247 43 55.9012683471044 FALSE FALSE
43979 1341 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_95 2023-03-07 08:51:31.9299 2023-03-15 01:56:44.3636 20854 117538.850854985 FALSE FALSE
43979 1378 FALSE TRUE FALSE FALSE TRUE 5068 43979_5068_10 2023-03-15 02:11:47.546 2023-03-15 02:14:21.0178 43 55.9012683471044 TRUE TRUE
43979 1378 FALSE TRUE FALSE FALSE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_96 2023-03-15 03:47:19.0759 2023-03-15 06:07:05.9522 20854 117538.850854985 FALSE TRUE
43979 1379 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_11 2023-03-15 05:27:52.7773 2023-03-15 05:29:20.5529 43 55.9012683471044 FALSE FALSE
43979 1379 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_96 2023-03-15 03:47:19.0759 2023-03-15 06:07:05.9522 20854 117538.850854985 FALSE FALSE
43979 1380 FALSE TRUE FALSE FALSE TRUE 5068 43979_5068_11 2023-03-15 05:27:52.7773 2023-03-15 05:29:20.5529 43 55.9012683471044 TRUE TRUE
43979 1380 FALSE TRUE FALSE FALSE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_97 2023-03-15 06:55:01.618 2023-03-15 14:33:03.1097 20854 117538.850854985 FALSE TRUE
43979 1387 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_12 2023-03-20 10:22:15.6105 2023-03-20 10:23:50.6898 43 55.9012683471044 FALSE FALSE
43979 1387 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_105 2023-03-19 09:38:26.9093 2023-03-27 13:42:16.976 20854 117538.850854985 FALSE FALSE
43979 1412 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_17 2023-03-28 07:25:10.9194 2023-03-28 07:26:31.3993 43 55.9012683471044 FALSE FALSE
43979 1412 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_106 2023-03-27 15:19:57.9799 2023-04-03 02:53:58.0058 20854 117538.850854985 FALSE FALSE
43979 2092 FALSE FALSE FALSE TRUE TRUE 5068 43979_5068_1 2023-02-28 06:55:11.8333 2023-02-28 06:56:25.0138 43 55.9012683471044 FALSE FALSE
43979 2092 FALSE FALSE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_92 2023-02-27 08:53:39.8622 2023-02-27 22:58:06.6268 20854 117538.850854985 FALSE FALSE
43979 2108 FALSE FALSE FALSE TRUE TRUE 5068 43979_5068_3 2023-03-08 04:06:20.6455 2023-03-08 04:07:48.4247 43 55.9012683471044 FALSE FALSE
43979 2108 FALSE FALSE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_94 2023-03-07 05:46:15.3719 2023-03-07 07:55:19.9247 20854 117538.850854985 FALSE FALSE
43979 2125 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_10 2023-03-15 02:11:47.546 2023-03-15 02:14:21.0178 43 55.9012683471044 FALSE FALSE
43979 2125 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_95 2023-03-07 08:51:31.9299 2023-03-15 01:56:44.3636 20854 117538.850854985 FALSE FALSE
43979 2127 FALSE FALSE FALSE TRUE TRUE 5068 43979_5068_12 2023-03-20 10:22:15.6105 2023-03-20 10:23:50.6898 43 55.9012683471044 FALSE FALSE
43979 2127 FALSE FALSE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_104 2023-03-19 02:13:41.2973 2023-03-19 08:56:43.4961 20854 117538.850854985 FALSE FALSE
43979 2137 FALSE FALSE FALSE TRUE TRUE 5068 43979_5068_17 2023-03-28 07:25:10.9194 2023-03-28 07:26:31.3993 43 55.9012683471044 FALSE FALSE
43979 2137 FALSE FALSE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_105 2023-03-19 09:38:26.9093 2023-03-27 13:42:16.976 20854 117538.850854985 FALSE FALSE
43979 2505 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_2 2023-02-28 23:26:50.8762 2023-02-28 23:27:27.5598 43 55.9012683471044 FALSE FALSE
43979 2505 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_93 2023-02-28 01:54:37.5603 2023-03-07 04:42:23.5226 20854 117538.850854985 FALSE FALSE
43979 2507 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_4 2023-03-08 13:29:01.5155 2023-03-08 13:29:30.9012 43 55.9012683471044 FALSE FALSE
43979 2507 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_95 2023-03-07 08:51:31.9299 2023-03-15 01:56:44.3636 20854 117538.850854985 FALSE FALSE
43979 2508 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_5 2023-03-08 14:50:49.1908 2023-03-08 14:53:08.062 43 55.9012683471044 FALSE FALSE
43979 2508 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_95 2023-03-07 08:51:31.9299 2023-03-15 01:56:44.3636 20854 117538.850854985 FALSE FALSE
43979 2509 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_6 2023-03-10 19:25:21.8398 2023-03-10 19:25:36.6306 43 55.9012683471044 FALSE FALSE
43979 2509 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_95 2023-03-07 08:51:31.9299 2023-03-15 01:56:44.3636 20854 117538.850854985 FALSE FALSE
43979 2510 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_7 2023-03-10 22:49:46.7861 2023-03-10 23:15:41.6722 43 55.9012683471044 FALSE FALSE
43979 2510 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_95 2023-03-07 08:51:31.9299 2023-03-15 01:56:44.3636 20854 117538.850854985 FALSE FALSE
43979 2511 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_8 2023-03-13 01:09:49.9365 2023-03-13 01:16:53.4865 43 55.9012683471044 FALSE FALSE
43979 2511 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_95 2023-03-07 08:51:31.9299 2023-03-15 01:56:44.3636 20854 117538.850854985 FALSE FALSE
43979 2512 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_9 2023-03-13 17:15:40.4289 2023-03-13 17:16:02.5157 43 55.9012683471044 FALSE FALSE
43979 2512 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_95 2023-03-07 08:51:31.9299 2023-03-15 01:56:44.3636 20854 117538.850854985 FALSE FALSE
43979 2519 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_13 2023-03-20 15:57:55.0336 2023-03-20 15:59:30.1126 43 55.9012683471044 FALSE FALSE
43979 2519 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_105 2023-03-19 09:38:26.9093 2023-03-27 13:42:16.976 20854 117538.850854985 FALSE FALSE
43979 2520 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_14 2023-03-26 03:31:41.1267 2023-03-26 03:33:01.6061 43 55.9012683471044 FALSE FALSE
43979 2520 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_105 2023-03-19 09:38:26.9093 2023-03-27 13:42:16.976 20854 117538.850854985 FALSE FALSE
43979 2521 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_15 2023-03-26 07:55:40.7177 2023-03-26 07:56:10.1024 43 55.9012683471044 FALSE FALSE
43979 2521 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_105 2023-03-19 09:38:26.9093 2023-03-27 13:42:16.976 20854 117538.850854985 FALSE FALSE
43979 2522 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_16 2023-03-26 10:43:32.3962 2023-03-26 10:45:58.5643 43 55.9012683471044 FALSE FALSE
43979 2522 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_105 2023-03-19 09:38:26.9093 2023-03-27 13:42:16.976 20854 117538.850854985 FALSE FALSE
43979 2527 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_18 2023-03-28 11:02:47.5581 2023-03-28 11:04:00.7392 43 55.9012683471044 FALSE FALSE
43979 2527 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_106 2023-03-27 15:19:57.9799 2023-04-03 02:53:58.0058 20854 117538.850854985 FALSE FALSE
43979 2528 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_19 2023-03-29 00:24:10.0674 2023-03-29 00:24:39.4545 43 55.9012683471044 FALSE FALSE
43979 2528 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_106 2023-03-27 15:19:57.9799 2023-04-03 02:53:58.0058 20854 117538.850854985 FALSE FALSE
43979 2529 FALSE TRUE FALSE TRUE TRUE 5068 43979_5068_20 2023-03-29 09:13:14.2574 2023-03-29 09:14:56.6336 43 55.9012683471044 FALSE FALSE
43979 2529 FALSE TRUE FALSE TRUE TRUE 8194-8845-9036-9049-9248-9333 43979_8194-8845-9036-9049-9248-9333_106 2023-03-27 15:19:57.9799 2023-04-03 02:53:58.0058 20854 117538.850854985 FALSE FALSE
43980 1333 FALSE FALSE FALSE TRUE TRUE 5068 43980_5068_1 2023-03-07 11:02:28.5465 2023-03-07 11:22:18.4754 63 78.3864183306694 FALSE FALSE
43980 1333 FALSE FALSE FALSE TRUE TRUE 8845-9036-9049-9248-9333 43980_8845-9036-9049-9248-9333_30 2023-03-06 16:43:28.3927 2023-03-06 20:58:48.8487 9682 11327.6223316749 FALSE FALSE
43980 1391 FALSE TRUE FALSE TRUE TRUE 5068 43980_5068_9 2023-03-21 01:45:17.8315 2023-03-21 01:47:07.4876 63 78.3864183306694 FALSE FALSE
43980 1391 FALSE TRUE FALSE TRUE TRUE 8845-9036-9049-9248-9333 43980_8845-9036-9049-9248-9333_32 2023-03-20 16:09:28.1992 2023-03-20 21:30:51.9783 9682 11327.6223316749 FALSE FALSE
43980 1415 FALSE FALSE FALSE TRUE TRUE 5068 43980_5068_14 2023-03-30 10:17:53.1481 2023-03-30 10:19:28.2051 63 78.3864183306694 FALSE FALSE
43980 1415 FALSE FALSE FALSE TRUE TRUE 8845-9036-9049-9248-9333 43980_8845-9036-9049-9248-9333_35 2023-03-29 14:04:16.7396 2023-03-29 23:47:34.9208 9682 11327.6223316749 FALSE FALSE
44752 1429 FALSE TRUE FALSE FALSE TRUE 8415 44752_8415_1 2023-04-04 07:28:03.5093 2023-04-04 07:30:39.2864 4 2.59628500143687 TRUE TRUE
44752 1429 FALSE TRUE FALSE FALSE TRUE 9330 44752_9330_141 2023-04-03 23:58:00.9763 2023-04-04 10:56:00.3414 1175 45321.7605533203 FALSE TRUE
44752 1431 FALSE TRUE FALSE TRUE TRUE 8415 44752_8415_1 2023-04-04 07:28:03.5093 2023-04-04 07:30:39.2864 4 2.59628500143687 FALSE FALSE
44752 1431 FALSE TRUE FALSE TRUE TRUE 9330 44752_9330_142 2023-04-04 11:27:07.1407 2023-04-04 11:31:00.7134 1175 45321.7605533203 FALSE FALSE
44752 2140 FALSE TRUE FALSE FALSE TRUE 8415 44752_8415_1 2023-04-04 07:28:03.5093 2023-04-04 07:30:39.2864 4 2.59628500143687 TRUE TRUE
44752 2140 FALSE TRUE FALSE FALSE TRUE 9330 44752_9330_140 2023-04-03 22:49:56.9193 2023-04-03 23:20:25.2193 1175 45321.7605533203 FALSE TRUE
48765 1822 FALSE TRUE FALSE FALSE TRUE 8834 48765_8834_1 2023-09-27 06:00:30.8525 2023-09-27 06:09:13.0079 18 8.70259000062942 FALSE FALSE
48765 1822 FALSE TRUE FALSE FALSE TRUE 8876 48765_8876_1 2023-09-27 05:35:26.6741 2023-09-27 05:49:46.5081 8 14.3305666685104 FALSE FALSE
49419 1689 FALSE FALSE FALSE TRUE TRUE 9995 49419_9995_1 2023-09-12 10:21:10.0179 2023-09-12 10:31:26.953 25 10.2822516679764 FALSE FALSE
49419 1689 FALSE FALSE FALSE TRUE TRUE 6115-8098-8387-8644-8662-8926-10024 49419_6115-8098-8387-8644-8662-8926-10024_40 2023-09-12 02:45:02.5567 2023-09-12 02:53:11.0275 890 17439.8089316805 FALSE FALSE
49419 1692 FALSE FALSE FALSE TRUE TRUE 9995 49419_9995_1 2023-09-12 10:21:10.0179 2023-09-12 10:31:26.953 25 10.2822516679764 FALSE FALSE
49419 1692 FALSE FALSE FALSE TRUE TRUE 9698-9699-9882 49419_9698-9699-9882_1 2023-09-13 11:28:42.4057 2023-09-13 12:23:57.5096 29 55.2517316659292 FALSE FALSE
49421 1655 FALSE FALSE FALSE TRUE TRUE 8110-8165-9859 49421_8110-8165-9859_1 2023-09-06 05:46:36.6914 2023-09-06 06:03:19.4855 15 16.7132350007693 FALSE FALSE
49421 1655 FALSE FALSE FALSE TRUE TRUE 8834 49421_8834_1 2023-09-06 11:52:49.215 2023-09-06 12:29:13.7646 17 36.4091600020727 FALSE FALSE
50249 1782 FALSE FALSE FALSE TRUE TRUE 9588 50249_9588_1 2023-09-23 00:03:04.2109 2023-09-23 00:09:31.7579 10 6.45911666552226 FALSE FALSE
50249 1782 FALSE FALSE FALSE TRUE TRUE 8768-10128-10228 50249_8768-10128-10228_11 2023-09-24 12:42:43.8442 2023-09-24 12:45:13.0179 675 3416.48458666801 FALSE FALSE
50714 1925 FALSE FALSE FALSE TRUE TRUE 5146-6065 50714_5146-6065_1 2023-10-18 00:51:42.9976 2023-10-18 01:00:23.0795 38 8.66803166468938 FALSE FALSE
50714 1925 FALSE FALSE FALSE TRUE TRUE 10128-10228 50714_10128-10228_45 2023-10-24 19:29:06.5492 2023-10-24 19:34:18.677 7358 15483.279276669 FALSE FALSE
50715 1924 FALSE FALSE FALSE TRUE TRUE 4206 50715_4206_1 2023-10-17 08:01:28.5988 2023-10-17 08:02:14.2964 5 0.761626668771108 FALSE FALSE
50715 1924 FALSE FALSE FALSE TRUE TRUE 10128-10228 50715_10128-10228_29 2023-10-19 09:36:08.5331 2023-10-19 09:44:29.1046 5871 14951.7411633293 FALSE FALSE
50718 1951 FALSE FALSE FALSE TRUE TRUE 8938 50718_8938_1 2023-10-24 05:00:33.337 2023-10-24 05:01:57.9235 4 1.40977500279744 FALSE FALSE
50718 1951 FALSE FALSE FALSE TRUE TRUE 10128-10228-10299 50718_10128-10228-10299_72 2023-10-26 04:06:57.7949 2023-10-26 04:11:30.8537 6938 11916.4218133211 FALSE FALSE
50719 1918 FALSE FALSE FALSE TRUE TRUE 7987-8875 50719_7987-8875_2 2023-10-17 02:07:12.6365 2023-10-17 02:09:09.8042 19 2.60592500368754 FALSE FALSE
50719 1918 FALSE FALSE FALSE TRUE TRUE 10128-10228-10299 50719_10128-10228-10299_90 2023-10-25 22:18:19.4864 2023-10-25 22:25:15.5811 6502 8841.67694502672 FALSE FALSE
50720 1905 FALSE FALSE FALSE TRUE TRUE 6124 50720_6124_1 2023-10-14 07:58:20.4148 2023-10-14 08:03:52.0775 40 5.52771166960398 FALSE FALSE
50720 1905 FALSE FALSE FALSE TRUE TRUE 10128-10228 50720_10128-10228_13 2023-10-21 12:39:55.0525 2023-10-21 12:45:13.7182 2032 1164.56505832672 FALSE FALSE
50721 1931 FALSE FALSE FALSE TRUE TRUE 5146-6065-9217 50721_5146-6065-9217_1 2023-10-19 05:07:29.3819 2023-10-19 05:32:43.6106 55 25.2371449987094 FALSE FALSE
50721 1931 FALSE FALSE FALSE TRUE TRUE 10128-10228 50721_10128-10228_9 2023-10-21 12:34:43.1344 2023-10-21 12:40:47.1733 9112 13050.7737900019 FALSE FALSE
50721 1958 FALSE TRUE FALSE FALSE TRUE 10117 50721_10117_1 2023-10-25 03:15:14.5434 2023-10-25 03:19:21.6107 29 4.11778833071391 TRUE TRUE
50721 1958 FALSE TRUE FALSE FALSE TRUE 10128-10228 50721_10128-10228_10 2023-10-25 00:54:10.9124 2023-10-25 01:04:47.8786 9112 13050.7737900019 FALSE TRUE
50722 1933 FALSE FALSE FALSE TRUE TRUE 5146 50722_5146_1 2023-10-19 09:00:32.4678 2023-10-19 09:04:20.0754 12 3.79346000353495 FALSE FALSE
50722 1933 FALSE FALSE FALSE TRUE TRUE 10128-10228 50722_10128-10228_5 2023-10-23 19:25:01.4443 2023-10-23 19:27:50.5839 1827 2437.78367333015 FALSE FALSE
51213 1975 FALSE FALSE FALSE TRUE TRUE 7763 51213_7763_1 2023-10-29 01:48:27.4029 2023-10-29 01:50:11.5036 4 1.73501166502635 FALSE FALSE
51213 1975 FALSE FALSE FALSE TRUE TRUE 10128-10228-10299 51213_10128-10228-10299_71 2023-10-30 08:25:42.1808 2023-10-30 08:27:19.7805 1494 5333.78949998617 FALSE FALSE

Now we’ll iterate over the bouts data by removing the bad_bouts and recreating the transitions. We’ll identify any new bad bouts, remove them, and run the transitions again. We’ll do this over and over until no new bad bouts are identified.

i <- 0
all_bad <- bad_bouts
while(length(bad_bouts) > 0) {
  message("Round ", i <- i + 1)
  
  # Only work with tags that have changed (all the others won't change any more)
  b <- filter(bouts, !id %in% all_bad) |>
    filter(tagDeployID %in% str_extract(bad_bouts, "^\\d+"))
  
  o <- create_overlapping(b)
  t <- create_trans(b, o, dist) |>
    id_problems()
  p <- resolve_stns(b, t)
  bad_bouts <- filter(p, resolved, omit) |> pull(id)
  all_bad <- c(all_bad, bad_bouts)
  message(paste0(bad_bouts, collapse = ", "))
}
Round 1
43460_5068_11, 43518_5068_9, 43640_5068_2, 43768_5068_1
Round 2

Finally we have a list of all our resolved all_bad bouts!

Full Data

The last step is to create a full data set with both clean data and problematic data, so we can create figures illustrating how bouts have been removed, or which need to be assessed.

First we create data with only good bouts, then we add the bad bouts in (this ensures we can see the correct transitions which will be used if problems like speed are automatically omitted).

bouts_clean <- filter(bouts, !id %in% all_bad)
trans_clean <- create_trans(bouts_clean, create_overlapping(bouts_clean), dist) |>
  id_problems() |>    # These are the remaining problems to be manually fixed
  mutate(resolved = !problem)

bouts_full <- mutate(bouts, bad = id %in% all_bad)
trans_full <- trans_clean |>
  # Add in the 'bad bouts' (make trans ids unique)
  rows_upsert(
    mutate(trans, 
           resolved = id1 %in% all_bad | id2 %in% all_bad, 
           problem = TRUE,
           trans_id = trans_id + max(trans_clean$trans_id)) |> 
      filter(resolved),
    by = c("tagDeployID", "id1", "id2"))

We’ll also keep track of the ‘bad’ bouts to be omitted in the next step

write_rds(all_bad, "Data/02_Datasets/bad_bouts.rds")

Sample Sizes

From bouts, we can see how many birds and how many stations were seen in this data.

bouts_full |>
  summarize(n_tags = n_distinct(tagDeployID),
            n_stn = n_distinct(recvDeployID))
# A tibble: 1 × 2
  n_tags n_stn
   <int> <int>
1   1062   618

From transitions we can see how many birds moved among stations at least one, how many moved far (> 500 km), how many moved more than once and how many were identified as having problematic movements.

trans_full |>
  summarize(any_problem = any(problem), 
            n_stn_group = n_distinct(c(id1, id2)), 
            max_dist = max(next_dist),
            .by = "tagDeployID") |>
  summarize(
    n_birds_moved = n_distinct(tagDeployID),
    n_birds_really_moved = n_distinct(tagDeployID[max_dist > set_units(500, "km")]),
    n_birds_moved_more_than_once = n_distinct(tagDeployID[n_stn_group > 2]),
    n_birds_problem = n_distinct(tagDeployID[any_problem]))
# A tibble: 1 × 4
  n_birds_moved n_birds_really_moved n_birds_moved_more_than_o…¹ n_birds_problem
          <int>                <int>                       <int>           <int>
1           558                  368                         423              80
# ℹ abbreviated name: ¹​n_birds_moved_more_than_once

Manual Checks

Here we will plot all bird movements for those with problematic transitions.

We’ll do this to

  1. Confirm that the automatically fixed problems of speed are appropriate
  2. Determine which directional problems should be fixed

Any manual adjustments will be defined in the next script 07_manual_adjustments.

First we’ll grab ids with identified problems and get the hits we’ll need to check.

check_ids <- trans_full$tagDeployID[trans_full$problem] |> unique() |> sort() |> set_names()
check_ids
17852 17856 18548 18880 18899 18916 25204 29770 29919 34266 35290 35306 35475 
17852 17856 18548 18880 18899 18916 25204 29770 29919 34266 35290 35306 35475 
35476 35605 35914 36310 39546 39549 39554 39555 39557 39570 39585 39609 39611 
35476 35605 35914 36310 39546 39549 39554 39555 39557 39570 39585 39609 39611 
39612 39615 39618 40850 41242 41657 41674 41675 41682 41700 41826 42002 42474 
39612 39615 39618 40850 41242 41657 41674 41675 41682 41700 41826 42002 42474 
42476 42787 42890 42972 42974 42996 43000 43016 43065 43258 43351 43460 43518 
42476 42787 42890 42972 42974 42996 43000 43016 43065 43258 43351 43460 43518 
43637 43638 43639 43640 43718 43719 43768 43770 43777 43778 43882 43883 43884 
43637 43638 43639 43640 43718 43719 43768 43770 43777 43778 43882 43883 43884 
43979 43980 44752 48765 49419 49421 50249 50714 50715 50718 50719 50720 50721 
43979 43980 44752 48765 49419 49421 50249 50714 50715 50718 50719 50720 50721 
50722 51213 
50722 51213 
# Get all problems
p <- trans_full |>
  # Include before and after transitions for comparison
  mutate(problem = lead(problem, default = FALSE) | problem | lag(problem, default = FALSE), .by = "tagDeployID") |>
  filter(problem) |>
  select(tagDeployID, b1, e1, overlap, b2, e2, trans_id) |>
  mutate(shorter = if_else(overlap & ((e1 - b1) > (e2 - b2)), 2, 1)) |>
  pivot_longer(cols = c(-tagDeployID, -overlap, -shorter, -trans_id), names_to = "time", 
               values_to = "value") |>
  filter((!overlap & time %in% c("e1", "b2")) | (overlap & str_detect(time, as.character(shorter))),
         .by = c("tagDeployID", "trans_id")) |>
  mutate(time = str_remove(time, "\\d"), 
         b0 = if_else(str_detect(time, "e"), value - minutes(20), value), # Amount of previous bout to show
         e0 = if_else(str_detect(time, "e"), value, value + minutes(20))) |> # amount of next bout to show
  mutate(problem_pair = paste0(as_date(b0), " - ", c("start", "end")),
         .by = c("tagDeployID", "trans_id")) |>
  select(tagDeployID, trans_id, problem_pair, b0, e0)

# Get runs for these problems
rns <- runs |>
  semi_join(p, join_by(tagDeployID, overlaps(timeBegin, timeEnd, b0, e0))) |>
  left_join(p, join_by(tagDeployID, overlaps(timeBegin, timeEnd, b0, e0))) |>
  select(tagDeployID, runID, trans_id) |>
  distinct()

r <- rns |>
  unnest(runID) |>
  pull(runID) |>
  unique()

# Get hits for these runs
h <- map(hits, \(x) {
  x |>
    filter(runID %in% r) |>
    collect() |>
    left_join(select(runs, runID, len, ant), by = "runID")
}) |>
  list_rbind() |>
  left_join(rns, by = c("tagDeployID", "runID"), relationship = "many-to-many") |>
  semi_join(p, by = join_by(tagDeployID, trans_id, between(time, b0, e0))) |>
  left_join(p, by = join_by(tagDeployID, trans_id, between(time, b0, e0)))

Plots

Now we’ll plot the problematic individuals.

  • Grey lines show problematic transitions/bouts which have been removed.
  • Dotted lines show problematic transitions/bouts which have yet to be removed and require manual evaluation -> Make sure to note which station to deal with in the 08_manual_adjustments file
  • The signal strengh plots show the hits around transitions, including the transitions before and after the problematic one.

Note: Plots are first created and saved to “Figs”.

Code
walk(check_ids, \(x) {
  g <- plot_bouts(trans_full, trans_clean, bouts_full, tagDeployID = x)
  ggsave(paste0("Figs/check_", x, "_map.png"), g, width = 3840*1.5, height = 1920*1.5, units = "px")
  
  g <- plot_check(h, tagDeployID = x)
  nrows <- filter(h, tagDeployID == x) |>
    pull(trans_id) |>
    n_distinct()
  nrows <-  ceiling(nrows / 2)
  ncols <- 4
    #filter(h, tagDeployID == x) |>
    #summarize(n = n_distinct(time_block), .by = "trans_id") |>
    #pull(n) |>
    #max()

  ggsave(paste0("Figs/check_", x, "_hits.png"), g, width = 900 * ncols, height = 1056 * nrows, units = "px", limitsize = FALSE)
})
Code
walk(check_ids, \(x) {
  cat("\n\n#### ", x, " {#", x, "}\n\n", sep = "")
  cat("\n![](Figs/check_", x, "_map.png){out-width=100%}\n\n", sep = "")
  cat("\n![](Figs/check_", x, "_hits.png){out-width=100%}", sep = "")
  cat("\n\n", sep = "")
})

17852

17856

18548

18880

18899

18916

25204

29770

29919

34266

35290

35306

35475

35476

35605

35914

36310

39546

39549

39554

39555

39557

39570

39585

39609

39611

39612

39615

39618

40850

41242

41657

41674

41675

41682

41700

41826

42002

42474

42476

42787

42890

42972

42974

42996

43000

43016

43065

43258

43351

43460

43518

43637

43638

43639

43640

43718

43719

43768

43770

43777

43778

43882

43883

43884

43979

43980

44752

48765

49419

49421

50249

50714

50715

50718

50719

50720

50721

50722

51213

Reproducibility

devtools::session_info()
─ Session info ───────────────────────────────────────────────────────────────
 setting  value
 version  R version 4.4.0 (2024-04-24)
 os       Ubuntu 22.04.4 LTS
 system   x86_64, linux-gnu
 ui       X11
 language en_CA:en
 collate  en_CA.UTF-8
 ctype    en_CA.UTF-8
 tz       America/Winnipeg
 date     2024-07-04
 pandoc   3.1.1 @ /usr/lib/rstudio/resources/app/bin/quarto/bin/tools/ (via rmarkdown)

─ Packages ───────────────────────────────────────────────────────────────────
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 [1] /home/steffi/Projects/Business/Barbara Frei/urban_motus/renv/library/linux-ubuntu-jammy/R-4.4/x86_64-pc-linux-gnu
 [2] /home/steffi/.cache/R/renv/sandbox/linux-ubuntu-jammy/R-4.4/x86_64-pc-linux-gnu/9a444a72

 P ── Loaded and on-disk path mismatch.

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