CTC | Dates | Number of Records | Number of Values | Number of Flags | Percent Flagged |
P__14N/01 | 07/06/93-08/12/93 | 52,673 | 895,441 | 36,896 | 4.02 |
P__14N/02 | 08/13/93-08/31/93 | 25,531 | 434,027 | 4,567 | 1.05 |
P__10_/00 | 10/05/93-11/09/93 | 51,462 | 874,854 | 13,868 | 1.59 |
P__31_/02 | 01/25/94-02/18/94 | 34,349 | 583,933 | 874 | 0.14 |
ISS02_/02 | 01/08/95-02/03/95 | 31,628 | 537,676 | 73 | 0.01 |
ISS02_/03 IR_03_/02 | 03/13/95-04/09/95 | 38,920 | 661,640 | 2,555 | 0.39 |
ISS02_/06 | 05/03/95-05/19/95 | 23,621 | 401,557 | 12,694 | 3.16 |
ISS02_/08 | 07/17/95-08/15/95 | 40,840 | 694,280 | 16,891 | 2.43 |
ISS02_/10 | 08/17/95-09/15/95 | 40,349 | 685,933 | 17,066 | 2.49 |
Variable | B | F | G | H | I | J | K | L | M | S | T | Total | Percentage of Total Data Flagged |
TIME | 49 | 49 | 0.01 | ||||||||||
LAT | 274 | 133 | 407 | 0.11 | |||||||||
LON | 274 | 133 | 407 | 0.11 | |||||||||
PL_HD | 1 | 4 | 101 | 82 | 187 | 0.05 | |||||||
PL_SPD | 102 | 91 | 3 | 196 | 0.05 | ||||||||
PL_CRS | 4 | 101 | 83 | 188 | 0.05 | ||||||||
PL_SPD2 | 22 | 1326 | 1 | 1349 | 0.37 | ||||||||
DIR | 4 | 1885 | 14919 | 431 | 17239 | 4.67 | |||||||
SPD | 4 | 5 | 2652 | 50774 | 26 | 53461 | 14.48 | ||||||
P | 4424 | 1 | 595 | 14411 | 1215 | 20646 | 5.59 | ||||||
T | 32 | 9 | 624 | 1003 | 1215 | 12 | 2895 | 0.78 | |||||
TS | 68 | 9 | 5847 | 18 | 5940 | 1.61 | |||||||
RH | 438 | 11 | 557 | 1295 | 1214 | 3505 | 0.95 | ||||||
RAD | 4 | 481 | 292 | 1215 | 1992 | 0.54 | |||||||
RRATE | 0 | 0.00 | |||||||||||
RRATE2 | 7 | 7 | 0.00 | ||||||||||
Total: | 27 | 548 | 4962 | 19 | 18 | 8424 | 88797 | 266 | 4859 | 498 | 49 | 36954 | 1.73 |
Percentage of data flagged | 0.00 | 0.01 | 0.07 | 0.00 | 0.00 | 0.12 | 1.27 | 0.00 | 0.07 | 0.01 | 0.00 | 1.73 |
B: Data Point out of Bounds
F: Unreal Ship movement
G: Data point >4 standard deviations from climatological mean
H: Discontinuity in data
I: Interesting data point
J: Erroneous data point
K: Caution/Suspect Data
L: Ship position over land
M: Mechanical Instrument Failure
S: Spike in data
T: Time not Sequential
(Example 1)
There were not any other significant problems with this data set. Of the 14,412 "K" flags added to pressure(P), all are a result of a signature of the ship's movement within the pressure observations, especially during the P__14N/01 cruise. We are assuming that the barometer was placed in a location such that when the ship was moving, an additional pressure was exerted by the oncoming air on the barometer. This caused the barometer to read higher when the ship was moving with a signature difference between 0.1mb and 2.0mb. The problem, however, seems to have been remedied before the P__14N/02 cruise as it only rarely reappears during any following cruises. No confirmation of instrument malfunction was available to date.
During preprocessing, 4,424 "G" flags were added to atmospheric pressure(P). These are due to the extreme low pressure events that occurs during times when the Thompson is near the Antarctic coast. For pressure to vary more than 4 standard deviations from climatology during one of these events is not uncommon. However, since the flags are more descriptive than cautionary, the analyst left the flags to indicate these low pressure events.
Atmospheric pressure, air temperature, relative humidity, and atmospheric radiation all have 1,215 "M" flags because the sensors recorded all observations of these variables as the same for 22 hours on 07/07/93 - 07/08/93. A similar occurance happened on 07/17/95 except that the sensors didn't go dead for an extended period of time. Rather they would transmit 1 value for many continuous observations, then transmit another value for more continuous observations with steps of 0.5mb - 1mb each time. This could indicatae on-board calibration, but no confirmation was available. These values, all 481 of them on that day for P,T,RH, and RAD, were flagged with a "J". Erroneous data, "J", flags were also added to PL_HD, PL_SPD, PL_CRS, and PL_SPD2 mainly due to the same value being transmitted for an extended period of time.
B.) Other Cautionary Flags:
Type of Error (Correction Made) | Dates & Times Occurred (Dates are DD/MM/YY format) |
Missing Latitude Value (Line was deleted) | 29/03/95 @ 14:22 |
Additional Characters (Characters were deleted) | 01/02/95 @ 17:31 14/05/95 @ 03:55 |
Latitude and Longitude in incorrect format (Format of lat and lon was adjusted) | 18/09/94 @ All Times 19/09/94 @ All Times 21/09/94 @ All Times 22/09/94 @ All Times 24/09/94 @ 0:00-12:34 |
Data Not in Correct Format for Read (Additional comma delimiters added for missing rain data) | 11/10/94 @ 0:00-04:52 |
Data Not in Correct Format for Read (Additional comma delimiters added for missing wind data) | 11/10/94 @ All Times 12/10/94 @ 0-14:28 |
Values input into the data in incorrect type. (Values were changed from integer to real by adding a .0 to the end.) | 15/01/95 @ 09:11 15/01/95 @ 09:39 17/01/95 @ 17:58 18/01/95 @ 08:08 18/01/95 @ 12:19 18/01/95 @ 18:50 19/01/95 @ 13:53 21/01/95 @ 08:40 23/01/95 @ 05:07 27/01/95 @ 00:02 27/01/95 @ 05:14 27/01/95 @ 10:32 27/01/95 @ 12:14 27/01/95 @ 15:34 31/01/95 @ 16:50 01/02/95 @ 19:23 01/02/95 @ 19:47 01/02/95 @ 22:09 03/02/95 @ 01:31 03/02/95 @ 01:58 21/02/95 @ 00:31 24/02/95 @ 02:34 24/02/95 @ 02:39 24/02/95 @ 03:19 21/03/95 @ 00:00 23/03/95 @ 13:38 26/03/95 @ 20:11 30/03/95 @ 18:38 02/04/95 @ 11:09 02/04/95 @ 12:05 08/05/95 @ 02:14 14/05/95 @ 13:01 14/05/95 @ 13:09 14/05/95 @ 22:17 26/06/95 @ 02:09 26/06/95 @ 08:17 26/06/95 @ 09:11 30/06/95 @ 10:59 01/07/95 @ 00:40 02/07/95 @ 17:59 03/07/95 @ 12:24 08/07/95 @ 15:34 08/07/95 @ 17:19 08/07/95 @ 17:20 08/07/95 @ 18:45 08/07/95 @ 23:45 09/07/95 @ 04:50 09/07/95 @ 05:37 09/07/95 @ 19:08 20/07/95 @ 10:43 20/07/95 @ 22:17 28/07/95 @ 02:15 30/07/95 @ 06:28 30/07/95 @ 15:15 01/08/95 @ 06:59 01/08/95 @ 09:06 01/08/95 @ 12:01 01/08/95 @ 14:40 02/08/95 @ 23:30 04/08/95 @ 01:30 04/08/95 @ 05:04 04/08/95 @ 10:13 04/08/95 @ 17:17 04/08/95 @ 20:48 05/08/95 @ 17:03 06/08/95 @ 14:16 06/08/95 @ 14:56 06/08/95 @ 16:59 07/08/95 @ 05:59 08/08/95 @ 06:11 08/08/95 @ 23:58 10/08/95 @ 07:34 10/08/95 @ 10:53 11/08/95 @ 21:29 13/08/95 @ 08:47 13/08/95 @ 10:50 13/08/95 @ 17:01 20/08/95 @ 02:31 30/08/95 @ 18:57 30/08/95 @ 22:49 31/08/95 @ 12:12 31/08/95 @ 16:50 02/09/95 @ 17:24 09/09/95 @ 14:07 10/09/95 @ 05:52 14/09/95 @ 22:08 05/10/95 @ 13:49 07/10/95 @ 23:00 08/10/95 @ 04:18 08/10/95 @ 18:55 16/10/95 @ 03:51 |