GAM 5.04, let's see those usage timelines!

[Jay Lee]

GAM 5.04 is out with a new "report usage" command that makes it easy to gather raw usage data and then chart it in a Google Sheet. Here's the steps I took to generate this nice chart showing growth of Google Meet usage during COVID-19 for one organization I work with:

1. Run following command to generate a Google Sheet:
   
   gam report usage customer parameters meet:total_call_minutes,meet:total_meeting_minutes start_date 2020-03-01 skipdaysofweek sat,sun todrive
   
   a bit about this command, call minutes = 1 device joined to a meeting so 5 users on a 10 minute meeting = 50 call minutes, 2 users on 5 minute call = 10 call minutes and meeting minutes = length of actual meeting so 2 users on 10 minute meeting = 10 meeting minutes, 10 users on 10 minute meeting = 10 meeting minutes. I excluded weekend days when the organization was closed to avoid dramatic "camel humps" in the data.
   
   
2. Open the Sheet and click Insert > Chart
3. That's it!

So I'd love to see your organization's usage charted. Do you believe Classroom usage is way up during remote learning? Show it to your boss:

gam report usage customer parameters classroom:num_1day_students,classroom:num_1day_teachers,classroom:num_student_posts_created,classroom:num_teacher_posts_created skip_days_of_week sat,sun skip_dates 2020-03-06 todrive

What about Google Drive usage? Are your users collaborating more now that they must work remote?

gam report usage customer parameters drive:num_collaborators,drive:num_consumers,drive:num_creators todrive

What has Chromebook vs Mobile usage looked like?

gam report usage customer parameters cros:num_7day_active_devices,device_management:num_7day_total_managed_devices

there are MANY more possibilities, take a look at:

gam report usageparameters customer

to see all possible customer fields.

Please do share any (anonymized) interesting graphs you generate!

Jay

Jay Lee

[Samuel]

Thanks for this little tutorial

We don't use classrooms or chromebooks.

So here are the graphs for meet and drive

[Wayne Mask]

I get an ERROR: Invalid choice (usage) when I try. *shrug*

[Jay Lee]

Did you actually upgrade to 5.04? What does:

gam version extended

show?

Jay Lee

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[+KimNilsson]

Great advice, Jay, thanks!

[James SEYMOUR]

Thanks Jay, very interesting. Just wondering, tho, if the Classroom command has a typo. I image skip_dates 2020-03-06 should be start_date 2020-03-06. I have recorded this here https://sites.google.com/jis.edu.bn/gam-commands/people/reports#h.p_BCDPTTCLhaeG (assuming it should be start_date) if anyone is interested.

And here are our Classroom and Drive usage charts. We had a 2 week holiday in our time of virtual schooling, hence the drop towards the end of the chart. I also thought it interesting to see from the start of the year, to get a better idea of how usage has changed.

On Sunday, 12 April 2020 at 00:53:09 UTC+8 +KimNilsson wrote:

Great advice, Jay, thanks!

[Kim Nilsson]

Hi, James!

I think the skip date is explained in Jay's post. It's for a day off, so to not mess up the stats, it was skipped. 

[James SEYMOUR]

Hi Kim,

I have checked but cannot see that, but that would make sense.

But has now got me thinking to see about skipping a range of dates, to block out out end of term holiday. Something to add to the list :)

[James SEYMOUR]

Has anyone mangaged to get the skip_dates option to work. I have tried this, as well as skipdates as I am running GAMADV-XTD3, but neither seem to be working.

Also, assuming one of these works, is it possible to skip a date range, something like skip_dates 2020-03-23:2020-04-03?

Cheers

James

[Samuel]

Hi,

after looking in the source code it should be

skipdates 2020-03-23,2020-04-03 or skip_dates 2020-03-23,2020-04-03 (or even s_kip_da_tes 2020-03-23,2020-04-03)

comma separated, not yet in documentation

tried the three with 

gam report usage customer parameters meet:total_call_minutes,meet:total_meeting_minutes start_date 2020-03-01 skipdates 2020-03-23,2020-04-03

I got all from 2020-03-01, but nothing for the 2020-03-23 and the 2020-04-03

[Samuel]

In classic gam 5.04

[Jay Lee]

James,

  Can you open an issue to track a feature for skipping date ranges?

https://github.com/jay0lee/GAM/issues

Ross would need to look into why his GAM version isn't working with skip dates.

Jay Lee

On Wed, Apr 15, 2020 at 5:32 AM Samuel <samuel....@gmail.com> wrote:

In classic gam 5.04

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[Ross Scroggs]

James/Jay/Samuel/Kim,

James indeed found a bug where skipdates wasn't being processed in GAMADV-XTD3.

I fixed the bug and to make up for the mistake you can now specify date ranges in skipdates: skipdates 2020-03-29,2020-04:05:2020-04-12

Ross

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[Adam Wanninger]

 

  

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[Jay Lee]

Thanks for posting Adam, the Meet and Classroom growth is pretty cool. I'm guessing you started standardizing on both soon after you went remote?

Jay Lee

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[Mitchell Hoffman]

Thanks for all yours and Ross' hard work on this indispensable tool.

Its been asked before, where is the donate button, buy beer button... 

Stay safe

On Tuesday, April 7, 2020 at 10:08:11 AM UTC-4, Jay Lee wrote:

[Erik]

Very cool Jay! Thanks! Here’s ours:

[Jay Lee]

Thanks Erik though for some reason your image didn't come through.

Jay

On Wed, Apr 15, 2020, 3:30 PM Erik <eje...@pima.edu> wrote:

Very cool Jay! Thanks! Here’s ours:

<img 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

[James SEYMOUR]

@Ross, many thanks. I have just tested and the skipdates opion and confirm it is working and updated my site accordingly (https://sites.google.com/jis.edu.bn/gam-commands/people/reports#h.p_BCDPTTCLhaeG).

For the purpose of quick charts this, however, does not create the line as expected as the date axis still reflects the full date range. The image below shows the top chart without using skipdates and the lower chart is when I used skipdates to exclude our holiday. But this is not a GAM issue.

[Eric Dannewitz]

So this is kinda cool, except when I ran it this morning it only is giving me 4-14 to 3-01.....and today is the 17th.......

gam report usage customer parameters classroom:num_1day_students,classroom:num_1day_teachers,classroom:num_student_posts_created,classroom:num_teacher_posts_created skip_days_of_week sat,sun start_date 2020-03-01 > classroomusage.csv

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Eric Dannewitz 
Technology Assistant/District Tech
Google Certified Administrator
Acalanes Union High School District
District Office Technology Department
925-280-3980 x4309
edann...@auhsdschools.org

[Ross Scroggs]

Eric,

The data almost never comes to the current day, it lags by 2 to 3 days.

Ross

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ross.s...@gmail.com

On Apr 17, 2020, at 8:04 AM, Eric Dannewitz <edann...@auhsdschools.org> wrote:

So this is kinda cool, except when I ran it this morning it only is giving me 4-14 to 3-01.....and today is the 17th.......

gam report usage customer parameters classroom:num_1day_students,classroom:num_1day_teachers,classroom:num_student_posts_created,classroom:num_teacher_posts_created skip_days_of_week sat,sun start_date 2020-03-01 > classroomusage.csv

--
Eric Dannewitz 
Technology Assistant/District Tech
Google Certified Administrator
Acalanes Union High School District
District Office Technology Department
925-280-3980 x4309
edann...@auhsdschools.org

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[Jay Lee]

Because most of the usage stats are based on daily usage, Google can't even begin tallying them until the next day (midnight Pacific time to be exact). Then it can take 24-48 hours to finish the tally across users and resources so that takes another 24-48 hours.

So yes, 2-3 day lag.

To view this discussion on the web visit https://groups.google.com/d/msgid/google-apps-manager/4EC55806-3C1D-4DEF-8741-4E61569560A1%40gmail.com.

[Ian Crew]

I’m very late to the party, but a question: what’s the difference in Meet between “Calls” and “meetings”

Thanks,

Ian

On Apr 7, 2020, at 7:07 AM, Jay Lee <jay...@gmail.com> wrote:

GAM 5.04 is out with a new "report usage" command that makes it easy to gather raw usage data and then chart it in a Google Sheet. Here's the steps I took to generate this nice chart showing growth of Google Meet usage during COVID-19 for one organization I work with:

<image.png>

1. Run following command to generate a Google Sheet:
   
   gam report usage customer parameters meet:total_call_minutes,meet:total_meeting_minutes start_date 2020-03-01 skipdaysofweek sat,sun todrive
   
   a bit about this command, call minutes = 1 device joined to a meeting so 5 users on a 10 minute meeting = 50 call minutes, 2 users on 5 minute call = 10 call minutes and meeting minutes = length of actual meeting so 2 users on 10 minute meeting = 10 meeting minutes, 10 users on 10 minute meeting = 10 meeting minutes. I excluded weekend days when the organization was closed to avoid dramatic "camel humps" in the data.
   
   
2. Open the Sheet and click Insert > Chart
3. That's it!

So I'd love to see your organization's usage charted. Do you believe Classroom usage is way up during remote learning? Show it to your boss:

gam report usage customer parameters classroom:num_1day_students,classroom:num_1day_teachers,classroom:num_student_posts_created,classroom:num_teacher_posts_created skip_days_of_week sat,sun skip_dates 2020-03-06 todrive

What about Google Drive usage? Are your users collaborating more now that they must work remote?

gam report usage customer parameters drive:num_collaborators,drive:num_consumers,drive:num_creators todrive

What has Chromebook vs Mobile usage looked like?

gam report usage customer parameters cros:num_7day_active_devices,device_management:num_7day_total_managed_devices

there are MANY more possibilities, take a look at:

gam report usageparameters customer

to see all possible customer fields.

Please do share any (anonymized) interesting graphs you generate!

Jay

Jay Lee

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[Jay Lee]

A meeting is a video conference between 1+ endpoints. A call is a single endpoint (browser, mobile app, phone, Chromebox) joining the meeting. So if 5 people join a 5 minute conference that's 5 total meet minutes but 25 call minutes. The idea is you can get an idea of both how long meetings are and average number of participants in a meeting.

Jay Lee

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[Jay Lee]

See:

https://developers.google.com/admin-sdk/reports/v1/appendix/usage/customer/meet

for more detail.

Jay Lee

[Ian Crew]

Thanks Jay!

Ian

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University of California, Berkeley

[J Cracknell]

Hi

This is amazing.  Is there anyway I could say do gam report usage customer parameters classroom:num_1day_students,classroom:num_1day_teachers,classroom:num_student_posts_created,classroom:num_teacher_posts_created skip_days_of_week sat,sun start_date 2020-03-01 todrive

with just certain ou_and_children??? I only want selected data for one site

On Tuesday, 7 April 2020 15:08:11 UTC+1, Jay Lee wrote:

GAM 5.04 is out with a new "report usage" command that makes it easy to gather raw usage data and then chart it in a Google Sheet. Here's the steps I took to generate this nice chart showing growth of Google Meet usage during COVID-19 for one organization I work with:

[Jay Lee]

You can use something like:

gam report users parameters classroom:num_student_posts_created orgunit "/Students/Some School"

this will do a spreadsheet like per user per date so you'll want to sum up those values before drawing the chart.

I also recommend breaking out things like num active students / teachers from num posts, otherwise the num posts charting will be such a significantly larger number that it will be harder to see the curving of num students/teachers.

Jay Lee

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[James Cracknell]

Hi Jay

This is showing me just every student in the list for the OU and children and no detail per posts.  I am using XTD3 (latest).  I know some in the list have not logged on   It just says they have a report.

[Ross Scroggs]

James,

I think that this shold be: gam report users parameters classroom:num_posts_created orgunit "/Students/Some School"

Ross

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[James SEYMOUR]

Hi Ross,

Is it possible to run this report for a date range or from a specific date? I tried gam report users parameters classroom:num_posts_created orgunit "/Staff" start_date 2020-03-01 todrive but got an error on start_date. But I can specify a range using, for example, range -8d -2d.

Cheers

James

On Tuesday, 28 April 2020 22:39:21 UTC+8, Ross Scroggs wrote:

James,

I think that this shold be: gam report users parameters classroom:num_posts_created orgunit "/Students/Some School"

Ross

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[Ross Scroggs]

James,

Change start_date to date.

Ross

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[Simon Laycock]

Does this also work with user level reports, rather than customer? I'm wondering whether classroom:timestamp_last_interaction and drive:timestamp_last_active_usage would give me a more accurate picture of student engagement than last logon time. I'm very new to GAM, but I have read elsewhere that if a student has remained logged in on the same device it will not register that they have "logged in" on a given day. I was wondering whether a for loop cycling through student users and sending all the results to Sheets might work. All help appreciated. :-)

[Alex Yeager]

Hi Ross,

When I run this command, gam report users parameters classroom:num_posts_created orgunit "/Students/Some School", I get "Got 0 Users" but there are definitely users in that orgunit. I have run this with multiple orgunits and without any orgunits specified--same result. Any thoughts?

Thanks!

Alex

On Tuesday, April 28, 2020 at 10:39:21 AM UTC-4, Ross Scroggs wrote:

James,

I think that this shold be: gam report users parameters classroom:num_posts_created orgunit "/Students/Some School"

Ross

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[Ross Scroggs]

Alex,

Send me a private email, we'll find the problem and then report back to the group.

Ross

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[J Cracknell]

Can you narrow the reports down to an OU or several OUs and children?

[Kim Nilsson]

A quick jab

Replace customer with a user reference. 

[J Cracknell]

Hi Kim

I am sorry I am totally stumped.  I'd like to do this below for ous_and_children "/Users/Site/Staff,/Users/Students/Site" - I had 10 days in intensive care after Xmas with Covid fighting for my life at one point and it has fried my brain at times - am getting better and quickly - but having one of those days!

gam report usage customer parameters classroom:num_1day_students,classroom:num_1day_teachers,classroom:num_student_posts_created,classroom:num_teacher_posts_created start_date 2020-12-01 skip_days_of_week sat,sun todrive

On Wed, 27 Jan 2021 at 21:59, Kim Nilsson <there.is.no...@gmail.com> wrote:

A quick jab

Replace customer with a user reference. 

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[James SEYMOUR]

Hi,

I think the command should start gam report usage user ou_and_children_ns  </Path/To/OU> parameters ... ( I have added _ns so that is only gets active users). 

[Kim Nilsson]

Not all reports have a long retention.

[J Cracknell]

Hi

I still can't get this to work.  I've tried using quotation marks - orgunit, orgunitpath and still no luck

C:\GAMADV-XTD3>gam report usage user ou_and_children /Users/Students/Primary/X parameters classroom:num_1day_students,classroom:num_1day_teachers,classroom:num_student_posts_created,classroom:num_teacher_posts_created start_date 2020-12-01 skip_days_of_week sat,sun todrive
Command: gam report usage user >>>ou_and_children<<< /Users/Students/Primary/X parameters "classroom:num_1day_students,classroom:num_1day_teachers,classroom:num_student_posts_created,classroom:num_teacher_posts_created" start_date 2020-12-01 skip_days_of_week "sat,sun" todrive

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[Ross Scroggs]

James,

It doesn't work because the API doesn't support it.

See: https://developers.google.com/admin-sdk/reports/reference/rest/v1/userUsageReport/get

Scroll down to Query Parameters

Ross

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[J Cracknell]

Hi Ross

It says orgunitID on the API page and the Cheat Sheet says it's possible?  

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[Brian Kim]

Ross can tell you that Google's API documentation is one thing but behaviour is another.

https://workspaceupdates.googleblog.com/2018/12/use-organizational-units-to-compare-g-suite-admin.html?m=1

I would try printing all fields and see if there are any filterable content. Will probably have to use CSV output row filtering.

[James SEYMOUR]

Hi Ross,

Just want to check that I am understanding this correctly.  In testing this I have run gam report usage customer todrive and it creates a sheet with a row for each date and totals in the cells under each parameter and there are 634 columns.

Then when I run gam report usage user user <User Email Address> todrive, I get a sheet with some headings the same, but some different and some missing. Total only 197 columns.

And when I run gam report usage user ou </Path/To/OU> todrive, I get a sheet with the same headings as the user report, but there is a line of each user of the OU for a date.

However the parameters classroom:num_1day_students, classroom:num_1day_teachers, classroom:num_student_posts_created & classroom:num_teacher_posts_created are only found in the customer report, not the user or OU reports. So you can only request these parameters against a customer report, not the user and OU reports. Is this why it is not working?

Cheers

James

[Brian Kim]

From my understanding, customer reports are aggregate, domain/customer level reports belonging to my_customer/customer_id.

User reports are individual users. I'm sure you can sum up all the user reports and arrive at the same number.

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[Ross Scroggs]

James,

Here are the Classroom parameters available in a Customer report:

https://developers.google.com/admin-sdk/reports/v1/appendix/usage/customer/classroom

Here are the lassroom parameters available in a User report:

https://developers.google.com/admin-sdk/reports/v1/appendix/usage/user/classroom

What you're experiencing is how the API is different for the two reports.

Ross

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