I support the point about defining 'status' and 'quality'. Yes, there are cases when we define terms that are re-used, but I don't think these terms are reused, they appear only in these flags. Just defining the standard name should do.
Ken, I did like the qualifying text about status_flag but maybe that's because I always thought status_flag could be used that way, as a status of instruments. Looking at the definition (
http://mmisw.org/cfsn/#/search/status) it doesn't say that, does it? It's all about the data. I even searched the archives, I was so sure people talked about it in another way, but I can't find any evidence of that.
So I conclude equipment status is not included in the model currently supported by status flag, and we shouldn't try to fix that here. What do you think?
John
On Jul 24, 2019, at 10:34 AM, Kehoe, Kenneth E. <kkehoe at ou.edu<mailto:kkehoe at ou.edu>> wrote:
Daniel,
Thanks for the information. At some point we should chat about how our two organizations think about and perform quality analysis.
Martin,
I'm confused about your suggestion to include definitions of status and quality. I guess we could define those terms better in the general standard name table, but that is not my intention. My concern is that the definition of those terms is larger than the scope of what I wanted to propose. I would prefer to just work on the definitions of the status_flag and quality_flag.
Looking at your suggestion to numerically order the values suggests I think we have a different notion of how to use quality_flag. A quality_flag is not intend to indicate severity or ranking of tests. It is just a state field. My program had discussions to do something like that in the past and it did not end well.
If we want to add terminology along the lines of "The variable with standard name quality_flag refers to an assessed quality of the corresponding data." that is OK with me. Your expanded definition of status does not help me to better understand status. I think it's the statement of "may" that confuses me. I see a definition needing to be more definitive.
I don't see the addition of quality_flag as changing status_flag. I see quality_flag as a more narrow sub-class of status_flag. I would prefer to not change much with status_flag since it has such a long history with CF.
I think we have these definitions:
status_flag: A variable with the standard name of status_flag contains an indication of quality or other status of another data variable. The linkage between the data variable and the variable with the standard name of status_flag is achieved using the ancillary_variables attribute. A variable which contains purely quality information may use the standard name of quality_flag to provided an assessed quality of the corresponding data.
quality_flag = A variable with the standard name of quality_flag contains an indication of assessed quality information of another data variable. The linkage between the data variable and the variable or variables with the standard_name of quality_flag is achieved using the ancillary_variables attribute.
Thanks,
Ken
On 2019-7-24 03:40, Daniel Neumann wrote:
Dear Ken, Martin, John, Roy and Barna,
I/we thought about submitting a similar proposal to add some extended model quality information to netCDF files. The suggested description of "quality_flag" and the modified description of "status_flag" fit well into our project.
I am just writing this to show that there are more people in the community who are interested in this.
Cheers,
Daniel
Am 24.07.2019 um 10:49 schrieb Martin Juckes - UKRI STFC:
Dear John, Roy,
OK, I'm happy to drop the line about ordering of quality flags if it doesn't work. This is consistent with Roy's suggested definitions (posted 2 minutes before John's reply), which also drop this sentence, and add a broader description of valid usage of the status flag (I've copied them her to get the discussion back in a single thread):
Status: The value of a variable with standard name status_flag may refer to the status of the instrument or process which generated the corresponding data, or it may refer to the data itself. This may include information about data quality, particularly in legacy data sets. 'quality_flag' should be used if data quality is the only type of information contained in the variable.
Quality: The value of a variable with standard name quality_flag refers to an assessed quality of the corresponding data.
regards,
Martin
________________________________
From: John Graybeal <jgraybeal at stanford.edu><mailto:jgraybeal at stanford.edu>
Sent: 24 July 2019 09:20
To: Juckes, Martin (STFC,RAL,RALSP)
Cc: Andrew Barna; Kehoe, Kenneth E.; CF Metadata List
Subject: Re: [CF-metadata] New standard_name of quality_flag for corresponding quality control variables
+1 Martin, just what I was thinking also, it creates the opening but does not preclude mixing status and quality flags in a single status_flag, which I think is important.
Um, I don't think you can dictate that "Numeric values of the quality flag should be ordered, such the lowest value corresponds to the poorest quality and the highest value to the best quality." Some people will be documenting their own flags which are whatever they are.
Responding to an earlier possible misconception, I want to emphasize (read: confirm) these are the standard names, which are used to characterize the attributes. They are not the variable names, so you can have multiple different variables that express different status_flags or different quality_flags.
John
On Jul 24, 2019, at 12:46 AM, Martin Juckes - UKRI STFC <martin.juckes at stfc.ac.uk<mailto:martin.juckes at stfc.ac.uk><mailto:martin.juckes at stfc.ac.uk><mailto:martin.juckes at stfc.ac.uk>> wrote:
Dear Ken, Barna,
I agree that we should keep things simple as far as possible, but I still think we need to say something about the difference between "status" and "quality". The proposed definitions do not, as far as I can see, say anything about this. This could lead to confusion, as different data providers may make different choices, so that user software has to check both flags and be prepared for arbitrary usage patterns.
Here is an attempt at a simple definitions of the two words, which could be appended to your proposed definitions (significant words used in the standard name table have canned definitions which are added to the definitions of all standard names using those words).
status: The value of a variable with standard name status_flag may refer to the status of the instrument or process which generated the corresponding data, or it may refer to the data itself. If the data variable also has a quality_flag, the status_flag should be restricted to properties of the instrument or process.
quality: The value of a variable with standard name quality_flag refers to an assessed quality of the corresponding data. Numeric values of the quality flag should be ordered, such the lowest value corresponds to the poorest quality and the highest value to the best quality.
I've suggested "assessed" rather than "subjective", because quality could be estimated using an algorithm which some would call objective. I've also added in the idea that "quality" should in some sense be a scale from poorest to best: this is the case for the examples we have discussed, and I think it makes a clear distinction between the two flags. Are there any potential uses of the quality flag which are not consistent with the idea of a quality scale?
Specifying that the "status_flag" has a more restricted usage when the "quality_flag" is present may be a way of getting around compatibility issues, allowing people to continue mixed usage of "status_flag". The CF Convention is supposed to apply with the latest standard name table, so people don't have the option of referring to an earlier version of the table, even if they specify an earlier version of the Convention.
regards,
Martin
________________________________
From: CF-metadata <cf-metadata-bounces at cgd.ucar.edu<mailto:cf-metadata-bounces at cgd.ucar.edu><mailto:cf-metadata-bounces at cgd.ucar.edu><mailto:cf-metadata-bounces at cgd.ucar.edu>> on behalf of Andrew Barna <abarna at ucsd.edu<mailto:abarna at ucsd.edu><mailto:abarna at ucsd.edu><mailto:abarna at ucsd.edu>>
Sent: 23 July 2019 22:56:19
To: Kehoe, Kenneth E.
Cc: cf-metadata at cgd.ucar.edu<mailto:cf-metadata at cgd.ucar.edu><mailto:cf-metadata at cgd.ucar.edu><mailto:cf-metadata at cgd.ucar.edu>
Subject: Re: [CF-metadata] New standard_name of quality_flag for corresponding quality control variables
Looks good to me.
I took the "subjective" part from how Martin was asking about quality vs status.
-Barna
On Tue, Jul 23, 2019 at 2:40 PM Kehoe, Kenneth E. <kkehoe at ou.edu<mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu>> wrote:
Barna,
OK your definition is fine. I suggest one small change, drop the word subjective.
status_flag: A variable with the standard name of status_flag contains an indication of quality or other status of another data variable. The linkage between the data variable and the variable with the standard_name of status_flag is achieved using the ancillary_variables attribute. A variable which contains purely quality information may use the standard_name of quality_flag.
Ken
On 2019-7-23 15:28, Andrew Barna wrote:
Ken,
I think I'm confused by the text of the proposed change to the definition of status_flag.
In your proposed change the "quality" wording of the status_flag definition was dropped. Here is the first sentence of each:
Current: A variable with the standard name of status_flag contains an indication of quality or other status of another data variable.
Proposed: A variable with the standard name of status_flag contains an indication of status of another data variable.
Perhaps the following for "status_flag":
A variable with the standard name of status_flag contains an indication of quality or other status of another data variable. The linkage between the data variable and the variable with the standard_name of status_flag is achieved using the ancillary_variables attribute. A variable which contains purely subjective quality information may use the standard_name of quality_flag.
That is, keep the current definition, but also inform of a more restrictive option. I don't see any way around not reading the flag_meanings with any of these options.
-Barna
On Tue, Jul 23, 2019 at 1:03 PM Kehoe, Kenneth E. <kkehoe at ou.edu<mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu>> wrote:
Barna,
I see this as an optional addition to narrow the standard. It does not
prohibit someone from using status_flag (as a standard_name or a
standard_name modifier) from a previous convention version
implementation nor invalidate that use from a previous convention
version. In your example the use of status_flag is a mixture of state
and quality. I see this new name as a way to improve things going
forward. Since the historical WOCE example uses state and quality with
some additional rules not listed in the CF standard it would be up to
the user to understand how to use the variable. Without seeing the WOCE
data I can't make a specific suggestion.
I don't know about any rules regarding a restriction. I think the
general concept of CF is to set the minimum rules. Additional rules
applied by another group on top of CF is allowed. For example my
organization uses additional attributes not defined in CF. I see
quality_flag as a narrowing of the rules of status_flag not replace it.
status_flag can still have a mixture of state and quality if the data
provider prefers to do it that way. quality_flag can only have quality
information. The determination of what is quality information is
actually up to the data provider to decide.
Ken
On 2019-7-23 13:33, Andrew Barna wrote:
Ken,
Ok I see how this can be useful. Two more questions:
* How would you deal with "legacy" flag schemes which mix "status" and
"quality" already? I'm thinking of WOCE CTD as an example where "7"
means Despiked (a status) and "3" means Questionable measurement (a
quality). The way my seagoing group have dealt with both is by having
the "quality" override "status" if the quality is anything other than
"good", e.g. a questionable measurement which has been despiked gets
flag 3.
* Are there rules in CF regarding restricting an existing definition?
I imagine there are many datasets already using the "status_flag" name
as either a stand alone standard name or a standard name modifier.
This change seems to be "breaking" in that previously compliant
datasets would now have quality information in a purely status field.
Thanks
-Barna
On Tue, Jul 23, 2019 at 10:08 AM Kehoe, Kenneth E. <kkehoe at ou.edu<mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu>> wrote:
Martin,
Thanks for your reply. I would prefer to keep the proposal simple. My example of a weighted mean was just one I created off the top of my head. I don't see it as something to actually look into implementing.
I need a way to indicate a variable is a quality status field. The distinction that the status field only contains quality information is the important distinction. The variable indicated with quality_flag will need to also use flag_meanings, same as status_flag. Hence my reason for choosing quality_flag to follow a similar naming pattern.
Barna,
Without a distinction that the entire variable is a quality variable the user is forced to parse the flag_meanings to see if the variable applies. This would also encourage a data provider to mix quality with source or instrument state or something else in the same variable. That would be very difficult to understand.
As Martin points out quality is more subjective than other status information. A user may need to choose what parts of the quality variable to apply. I would prefer we not conflate absolute information with subjective information. But we need a way to distinguish the variable contains absolute information vs a variable that contains more subjective information.
To expand on Martin's example imagine a profiling instrument that has a shutter to protect the laser from rain. The laser will always send out pulses and the receiver will always be on receiving the return from laser pulse. To know when the shutter is in the open state where the instrument is profiling we would use a state variable with a simple flag_values method.
short shutter (time)
shutter:long_name = "Shutter state"
shutter:units = '1'
shutter:flag_values = 0, 1
shutter:flag_meanings = "closed open"
shutter:standard_name = "status_flag"
This variable is just indicating the position of the shutter. There is no ambiguity with it's use. If a user wants to use the data for atmospheric reasons they should filter to only use data where profiling. In fact we can implement this variable into our code by only using data where shutter is set to open.
Here is an example of more subjective quality variable.
short quality_variable (time)
quality_variable:long_name = "Quality variable for linked data variable"
quality_variable:units = '1'
quality_variable:flag_masks= 1, 2, 4, 8, 16, 32
quality_variable:flag_meanings = "Shutter_not_open
Laser_below_80_percent_power
Laser_below_60_percent_power
Laser_below_40_percent_power
Bird_poop_may_be_on_sensor
Bird_poop_is_on_sensor"
quality_variable:flag_meanings = "Bad Suspect Suspect Bad Suspect Bad"
quality_variable:standard_name = "quality_flag"
In this example there are three indications when the laser is less than 100%. It would be up to the user to decide what percentage is the limit where they do not want to use the data. This is more subjective and dependent on the research techniques to determine if the issue a problem or not. It is also up to the user to determine if the chance of bird poop on the sensor is an issue or if they are OK with the risk of using the data. And to be nice to the user we have also pulled in information from the shutter variable so the user can decided to only use the quality_variable instead of using both shutter and quality_variable. This is up to the data provider to decide. Some providers see the state of the shutter as quality information, some would not. There is no requirements put on the quality variable as to how it is used. It is just a quality information variable following the same rules as a CF state variable.
I have also included an attribute that I am not currently proposing called flag_assessment. This is a subjective statement from the data provider on their opinion of the quality of the data. A user can search for the word "Bad" and then exclude only that data from analysis where the mask is set. This would take all the guess work of quality away from the user if they decided to take the opinion of the data provider. I'm not currently proposing the addition of flag_meanings, this is just an example of how quality can be expanded to be more simple for a user but not take away the user's ability to make their own decision. Everyone has strong opinions on quality of data.
Thanks,
Ken
On 2019-7-23 06:50, Martin Juckes - UKRI STFC wrote:
Dear Ken,
thanks for your response to me below.
Would it be fair to suggest that "status" should, as far as possible, reflect a generic objective classification, with terms such as "sensor_nonfunctional" which have a comparable meaning for all datasets, while "quality" is a subjective *measure* with a meaning that may from dataset to dataset? E.g. if dataset A has a maximum "quality" of 11 and dataset B only goes up to 10, it doesn't necessarily imply that dataset A is in any sense better and B.
If you want to use it in weighted means, perhaps it should be "quality_measure" rather than "quality_flag"? With "status_flag" the order of integer values does not have any meaning, but with quality perhaps it would make more sense have some concept of a sequence of quality settings (so that, for example "1" always indicates a quality between "0" and "2" within a dataset, but could have different meanings in different datasets). Could the quality also be expressed as a floating point number without any flag meanings?
Responding to a point Barna raised: it is certainly possible to have more than one "status_flag" variable, but I don't think it is ideal: if information needs to be split across multiple variables we generally like to describe the difference between the variables in the standard name or in other metadata. In this case, I think there is a good case for using a new standard name.
regards,
Martin
________________________________
From: CF-metadata <cf-metadata-bounces at cgd.ucar.edu<mailto:cf-metadata-bounces at cgd.ucar.edu><mailto:cf-metadata-bounces at cgd.ucar.edu><mailto:cf-metadata-bounces at cgd.ucar.edu><mailto:cf-metadata-bounces at cgd.ucar.edu><mailto:cf-metadata-bounces at cgd.ucar.edu>> on behalf of Andrew Barna <abarna at ucsd.edu<mailto:abarna at ucsd.edu><mailto:abarna at ucsd.edu><mailto:abarna at ucsd.edu><mailto:abarna at ucsd.edu><mailto:abarna at ucsd.edu>>
Sent: 23 July 2019 00:23
To: Kehoe, Kenneth E.
Cc: cf-metadata at cgd.ucar.edu<mailto:cf-metadata at cgd.ucar.edu><mailto:cf-metadata at cgd.ucar.edu><mailto:cf-metadata at cgd.ucar.edu><mailto:cf-metadata at cgd.ucar.edu><mailto:cf-metadata at cgd.ucar.edu>
Subject: Re: [CF-metadata] New standard_name of quality_flag for corresponding quality control variables
Ken,
I guess, I don't see this proposed change as necessary since the
distinction between the terms "quality" and "status" is really done in
the "flag_meanings" attribute and is basically free form/uncontrolled.
These attributes need to be used by this new name as well.
Let me rephrase my suggestion/question:
If this proposal is not adopted, but an example of how to use a
variable, with the standard name of "status_flag", to only indicate
data quality is included in the document, would that help?
-Barna
On Mon, Jul 22, 2019 at 1:22 PM Kehoe, Kenneth E. <kkehoe at ou.edu<mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu>> wrote:
Barna,
Yes an update to the CF document should follow after the new
standard_name is implemented. I think multiple examples are needed since
status_flag covers many different types of state variables.
Ken
On 2019-7-22 10:35, Andrew Barna wrote:
Hi Martin, Ken,
Is there anything wrong with including multiple "status_flag"
variables to capture all separate state you wish? The CF document
unfortunately only includes an example of how to encode the status of
a sensor, but the actual meanings of the flag values are entirely up
to you, and this will not change with this proposal. Perhaps the CF
document would benefit from additional examples (e.g. one that only
shows data quality flags).
-Barna
On Mon, Jul 22, 2019 at 9:04 AM Kehoe, Kenneth E. <kkehoe at ou.edu<mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu>> wrote:
Hi Martin,
I see status encompassing multiple metadata pieces of information. For
example it could be a state of the instrument as it cycles through a
pre-programed routine (Look at calibration target, look at sky, look at
ground, look at second calibration target, repeat...). Or the sources of
the inputs for a model where the availability or some other reason could
require making a decision on what source(s) to use. For provenance this
source information is important to report on a time step basis. Or the
status could be a data providers method to provide uncertainty
information (I see this as incorrect but some people do see it this
way). Each of these are important metadata but the method of use is
different than a strictly quality variable. A quality variable provides
information indicating if the data should be used or possibly could be
used in a weighted mean method to favor high quality data over low
quality data. The way the metadata is used is different depending on the
metadata type. A state of the instrument would be used for sub-setting
calibration vs. data. There is no ambiguity in this as data from a
calibration target is not used in a weather research analysis. But
quality is more subjective and is decided by the data user. If the
quality variable has 20 different quality tests the user would need to
decided if all 20 test results should be used or only a subset. Also,
the code for applying the quality is different than the state of the
instrument view (in my example above).
It is possible to have a quality test result from the state of the
instrument, but not the other way around (typically). So I need a way to
distinguish the two for automated or semi-automated tools. Hence my
point of quality_flag essentially being a subset of status_flag
Ken
On 2019-7-22 02:57, Martin Juckes - UKRI STFC wrote:
Dear Ken,
Can you expand on the distinction between "quality" and "status"? I understand that they are different in principle, but, in order to support this new standard name I think we need a clear objective statement of how we would want to distinguish between them in CF.
The conventions section on flags (3.5) mixes the two up (
http://cfconventions.org/cf-conventions/cf-conventions.html#flags<
https://urldefense.proofpoint.com/v2/url?u=http-3A__cfconventions.org_cf-2Dconventions_cf-2Dconventions.html-23flags&d=DwMFaQ&c=qKdtBuuu6dQK9MsRUVJ2DPXW6oayO8fu4TfEHS8sGNk&r=Vm7o2ZGxPkkqRuPs8nVMVQ&m=f8kQJDfPUHt7Yr0QWW9IT5PssWjH9plqdlgx0zbzbmU&s=NVXr_3U_yIRDQSgpD1aJpW7HG3d4-OGt43w08zZQBk8&e=><
https://urldefense.proofpoint.com/v2/url?u=http-3A__cfconventions.org_cf-2Dconventions_cf-2Dconventions.html-23flags&d=DwMFaQ&c=qKdtBuuu6dQK9MsRUVJ2DPXW6oayO8fu4TfEHS8sGNk&r=Vm7o2ZGxPkkqRuPs8nVMVQ&m=f8kQJDfPUHt7Yr0QWW9IT5PssWjH9plqdlgx0zbzbmU&s=NVXr_3U_yIRDQSgpD1aJpW7HG3d4-OGt43w08zZQBk8&e=> ), so some re-wording of the document would also be needed,
regards,
Martin
________________________________
From: CF-metadata <cf-metadata-bounces at cgd.ucar.edu<mailto:cf-metadata-bounces at cgd.ucar.edu><mailto:cf-metadata-bounces at cgd.ucar.edu><mailto:cf-metadata-bounces at cgd.ucar.edu><mailto:cf-metadata-bounces at cgd.ucar.edu><mailto:cf-metadata-bounces at cgd.ucar.edu>> on behalf of Kehoe, Kenneth E. <kkehoe at ou.edu<mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu>>
Sent: 19 July 2019 06:42
To: cf-metadata at cgd.ucar.edu<mailto:cf-metadata at cgd.ucar.edu><mailto:cf-metadata at cgd.ucar.edu><mailto:cf-metadata at cgd.ucar.edu><mailto:cf-metadata at cgd.ucar.edu><mailto:cf-metadata at cgd.ucar.edu>
Subject: [CF-metadata] New standard_name of quality_flag for corresponding quality control variables
Dear CF,
I am proposing a new standard name of "quality_flag" to indicate a variable is purely a quality control variable. A quality control variable would use flag_values or flag_masks along with flag_meanings to allow declaring levels of quality or results from quality indicating tests of the data variable. This variable be a subset of the more general "status_flag" standard name. Currently the definition of "status_flag" is:
- A variable with the standard name of status_flag contains an indication of quality or other status of another data variable. The linkage between the data variable and the variable with the standard_name of status_flag is achieved using the ancillary_variables attribute.
This definition includes a variable used to define the state or other status information of a variable and can not be distinguished by standard name alone from a state of the instrument, processing decision, source information, needed metadata about the data variable or other ancillary variable type. Since there is no other way to define a purely quality control variable, the use of "status_flag" is too general for strictly quality control variables. By having a method to define a variable as strictly quality control the results of quality control tests can be applied to the data with a software tool based on requests by the user. This would not affect current datasets that do use "status_flag" nor require a change to the definition outside of the indication that "quality_flag" standard name is available and a better use for pure quality control variables.
Proposed addition:
quality_flag = A variable with the standard name of quality_flag contains an indication of quality information of another data variable. The linkage between the data variable and the variable or variables with the standard_name of quality_flag is achieved using the ancillary_variables attribute.
Proposed change:
status_flag = A variable with the standard name of status_flag contains an indication of status of another data variable. The linkage between the data variable and the variable with the standard_name of status_flag is achieved using the ancillary_variables attribute. For data quality information use quality_flag.
Thanks,
Ken
--
Kenneth E. Kehoe
Research Associate - University of Oklahoma
Cooperative Institute for Mesoscale Meteorological Studies
ARM Climate Research Facility - Data Quality Office
e-mail: kkehoe at ou.edu<mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu<mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu>> | Office: 303-497-4754
--
Kenneth E. Kehoe
Research Associate - University of Oklahoma
Cooperative Institute for Mesoscale Meteorological Studies
ARM Climate Research Facility - Data Quality Office
e-mail: kkehoe at ou.edu<mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu> | Office: 303-497-4754
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--
Kenneth E. Kehoe
Research Associate - University of Oklahoma
Cooperative Institute for Mesoscale Meteorological Studies
ARM Climate Research Facility - Data Quality Office
e-mail: kkehoe at ou.edu<mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu> | Office: 303-497-4754
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Kenneth E. Kehoe
Research Associate - University of Oklahoma
Cooperative Institute for Mesoscale Meteorological Studies
ARM Climate Research Facility - Data Quality Office
e-mail: kkehoe at ou.edu<mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu> | Office: 303-497-4754
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Kenneth E. Kehoe
Research Associate - University of Oklahoma
Cooperative Institute for Mesoscale Meteorological Studies
ARM Climate Research Facility - Data Quality Office
e-mail: kkehoe at ou.edu<mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu> | Office: 303-497-4754
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--
Kenneth E. Kehoe
Research Associate - University of Oklahoma
Cooperative Institute for Mesoscale Meteorological Studies
ARM Climate Research Facility - Data Quality Office
e-mail: kkehoe at ou.edu<mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu><mailto:kkehoe at ou.edu> | Office: 303-497-4754
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http://mailman.cgd.ucar.edu/mailman/listinfo/cf-metadata
========================
John Graybeal
Technical Program Manager
Center for Expanded Data Annotation and Retrieval /+/ NCBO BioPortal
Stanford Center for Biomedical Informatics Research
650-736-1632
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--
Kenneth E. Kehoe
Research Associate - University of Oklahoma
Cooperative Institute for Mesoscale Meteorological Studies
ARM Climate Research Facility - Data Quality Office
e-mail: kkehoe at ou.edu<mailto:kkehoe at ou.edu> | Office: 303-497-4754
_______________________________________________
CF-metadata mailing list
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http://mailman.cgd.ucar.edu/mailman/listinfo/cf-metadata
========================
John Graybeal
Technical Program Manager
Center for Expanded Data Annotation and Retrieval /+/ NCBO BioPortal
Stanford Center for Biomedical Informatics Research
650-736-1632
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