Some things to have in mind:

1) Bots

   AND user_agent_map['device_family'] <> "Spider" 

Doesn't remove all bots, only very prominent ones, so stats still include traffic from say, wmf robots, for example.

2) Sampling:

>Strangely, the event-logs for specific actions showed much higher traffic for 

>beta but this is likely due to different user groups?

It is worth checking whether you are gathering data in equal sample rates for all 3 sites. For tyraffic you are comparing days for eventlogging data you are comparing an unknown interval of time.

3) Daily versus weekly

It is also worth checking weekly figures as they might differ. 

4) MobileWebUIClickTracking

I thought this schema had been split in several and was no longer in use, again, there is no  time interval in your query.

Thanks, 

Nuria

On Wed, Apr 15, 2015 at 12:14 PM, Jon Katz <jkatz@wikimedia.org> wrote:

Hi,

Just following up to thank you guys.  

Kevin and Ottomoata guided me through getting set up on hive and I made the first queries I needed to!  Here were the results (if you're interested)

Best,

J

4/12 full day

mobile_site	Pageviews	% of stable
a	8,578	0.004%
b	46,705	0.019%
stable	244,816,000

Strangely, the event-logs for specific actions showed much higher traffic for beta but this is likely due to different user groups?

(multiple days)

mobile_site	search events	% of stable
alpha	18,768	0.01%
beta	153,617	0.09%
stable	178,118,332

queries:

for alpha beta
SELECT
  x_analytics_map['mf-m'] AS mobile_site, count(*)
FROM
  wmf.webrequest
WHERE
  access_method = "mobile web"
  AND YEAR = 2015
  AND MONTH = 4
  AND DAY = 12
  AND user_agent_map['device_family'] <> "Spider"
  AND is_pageview = TRUE
  AND x_analytics_map['mf-m'] IS NOT NULL
GROUP BY
  x_analytics_map['mf-m']
LIMIT 50;

For stable:
SELECT
  count(*)
FROM
  wmf.webrequest
  tablesample(BUCKET 1 OUT OF 1000 ON rand())
WHERE
  access_method = "mobile web"
  AND YEAR = 2015
  AND MONTH = 4
  AND DAY = 12
  AND is_pageview = TRUE
  AND user_agent_map['device_family'] <> "Spider"
  AND x_analytics_map['mf-m'] IS NULL
LIMIT 50;

For events:

SELECT count(uuid), event_name, event_mobileMode

FROM

MobileWebUIClickTracking_10742159

GROUP BY event_name, event_mobileMode;