Let me fiddle a little with it and give it some thought.   Stay tuned.
(gotta step out for a few hours)

The 'rain' readings after that 2019-03-15 actually look ok in a quick 
glance but there are some bad rainRate(s) in there for some reason I can't 
explain.

echo "select datetime(dateTime,'unixepoch','localtime'),rainRate from 
archive where rainRate>5;" | sqlite3 weewx.sdb

2019-05-21 18:50:00|5.1
2019-10-11 14:55:00|82.29
2019-10-11 15:00:00|64.0
2019-10-24 14:35:00|6.0
2020-02-17 14:35:00|26.18
2020-05-02 19:30:00|9.44
2020-05-02 19:35:00|7.02  <= this one looks like your true max (its rain is 
ok)
2020-05-17 10:05:00|82.29
2020-05-26 12:35:00|5.1
2020-07-07 15:10:00|5.1
2020-07-11 12:45:00|14.77
2020-07-21 07:45:00|7.38
2020-07-21 13:55:00|8.11
2020-07-21 14:00:00|8.11
2020-08-15 15:45:00|6.47
2020-08-15 15:50:00|5.7
2021-03-11 00:15:00|5.05
2021-06-24 19:25:00|82.29
2021-06-26 13:15:00|6.47
2021-08-09 02:55:00|5.01
2021-08-12 12:50:00|6.62
2021-08-12 12:55:00|5.1
2021-08-30 15:20:00|15.57
2021-10-11 11:20:00|7.11
2021-10-11 11:25:00|7.48
2022-02-22 04:35:00|11.29
2022-06-17 02:55:00|5.54
2022-06-17 03:00:00|5.24
2022-07-08 06:05:00|82.29
2022-07-08 16:40:00|5.38
2022-08-02 07:35:00|5.54
2022-08-28 13:00:00|5.38
2022-09-19 01:30:00|5.65
2023-08-10 05:05:00|82.29
2023-08-10 05:10:00|57.6
2023-08-11 07:20:00|7.58
2024-03-14 05:10:00|6.86
2024-03-14 06:05:00|7.11
2024-07-16 00:20:00|5.7
2024-07-16 00:25:00|7.11
2024-07-16 00:45:00|5.19
2024-07-16 00:50:00|5.19
2024-07-30 13:00:00|6.47
2024-07-30 13:05:00|5.1

On Monday, November 3, 2025 at 8:53:04 PM UTC-8 S Phillips wrote:

> Thank you for looking at the raw data and coming up with some solutions to 
> the issue.  Whereas I would like to retain as much data as possible, I also 
> know that by doing so it will retain bad data which can affect things down 
> the road. I am ok with taking a loss and removing data from 2016-03-01 to 
> 2019-03-15 if that will fix the inconsistencies in the database. How might 
> I go about doing that? 
>
> On Monday, November 3, 2025 at 10:21:54 PM UTC-6 vince wrote:
>
>> I'm sorry this will be a long reply.  Your db is very odd and has a lot 
>> of very unusual content.
>>
>> You have all kinds of varying 'interval' values before 2019-03-15 so I 
>> can't guess what a reasonable amount of rain in an interval period might be 
>> before that date.   Typically an interval period is very consistent with 
>> well-known values (see 
>> https://www.weewx.com/docs/5.2/hardware/vantage/?h=interval#vantage_archive_interval
>>  
>> for details).  Yours is all over the map and before that date it's pretty 
>> messy. The last odd intervals appear on 2019-03-15.
>>
>> To illustrate, this command looks at anything after 2019-03-01 as an 
>> example and reports the archive period interval and human-friendly 
>> yyyy-mm-dd date to show you what I'm seeing.
>>
>> echo "select interval,datetime(dateTime,'unixepoch','localtime') from 
>> archive where interval!=5 and 
>> datetime(dateTime,'unixepoch','localtime')>'2019-03-01;" | sqlite3 
>> weewx_20251103_1915.sdb | awk '{print $1}' | uniq
>>
>> As an example - 2016-07-24 has 38 different archive intervals (wow) 
>> ranging from 2 to 60.  That's so odd I don't know what to suggest there.
>>
>> So you have a few choices in this very unusual case:
>>
>>    - 1. delete all data before the dateTime when the db intervals looked 
>>    odd, meaning any data from 2016-03-01 to 2019-0315 would be deleted
>>    - 2. or keep it all and just fix up rain and rainRate for anyplace 
>>    there's stuff in there that you think needs fixing up
>>    - 3. or totally null out rain and/or rainRate for all records from 
>>    2016-03-01 to 2019-0315 when the intervals were odd
>>    - 4. or just clean up rainRate and see if that's good enough for you
>>
>> Given how wildly unusual your db is, I really can't suggest which option 
>> above to do.  Sorry.
>>
>> That said - assuming you want to do option-2 above and keep all your data 
>> and fix up only the overly high rain or rainRate data, here's how you can 
>> do it...
>>
>> # 1. Save a list of dates have high rainRate(s) or  high rain for an 
>> archive period - you'll need this later
>> echo "select datetime(dateTime,'unixepoch','localtime') from archive 
>> where rainRate>10;" | sqlite3 weewx_20251103_1915.sdb | awk '{print $1}' | 
>> sort |uniq
>>
>> echo "select datetime(dateTime,'unixepoch','localtime') from archive 
>> where rain>1;" | sqlite3 weewx_20251103_1915.sdb | awk '{print $1}' | sort 
>> |uniq
>>
>> Note - I picked 10" for rainRate as you asked, and 1" for rain because it 
>> seemed more reasonable based on what is in your db.  You might even lower 
>> the rainRate threshold to a lower number.
>>
>> # 2. To clear the archive up you basically change "select something from 
>> archive where...." to "update archive set something=....." in your command
>> update archive set rain=NULL where rain>1
>> update archive set rainRate=NULL where rainRate>10
>>
>> Unfortunately I didn't have luck updating both at once, but running two 
>> commands is very quick so I didn't dig in google for more sqlite3 magic 
>> syntax to 'or' (not 'and') the two things together.
>>
>> # 3. then to fix up the archive_day_rain and archive_day_rainRate summary 
>> tables you would rebuild-daily for just the dates you saved above...
>>       weectl database rebuild-daily
>>             [[--date=YYYY-mm-dd] | [--from=YYYY-mm-dd] [--to=YYYY-mm-dd]]
>>             [--config=FILENAME] [--binding=BINDING-NAME]
>>             [--dry-run] [-y]
>>
>> Given the odd intervals for many of the affected dates, I personally 
>> would manually rebuild-daily for each of the dates with data you need to 
>> clean up.  I come up with the following list of days with rainRate > 10 
>> "or" rain > 1 for whatever archive period you had set then.  Given the odd 
>> and very varying archive periods, you might want to look day-by-day at each 
>> date before 2019-03-16 and consider if the totals there are ok for you.  I 
>> really don't know what rebuild-daily is going to do with such a varying 
>> interval even within one calendar day.
>>
>> (dates with odd intervals)
>> 2016-07-24
>> 2016-08-12
>> 2016-08-28
>> 2017-09-15
>> 2017-09-18
>> 2017-09-22
>> 2017-09-23
>> 2017-09-26
>> 2017-09-27
>> 2018-03-17
>>
>> (dates with reasonable consistent intervals)
>> 2019-10-11
>> 2020-02-17
>> 2020-05-17
>> 2020-07-11
>> 2021-06-24
>> 2021-08-30
>> 2022-02-22
>> 2022-07-08
>> 2023-08-10
>>
>> # 4. you'll want to delete the NOAA files for any months and years with 
>> data you altered.  Belchertown has its own NOAA tables directory in 
>> 'addition' to the one weewx typically generates if you have the Standard or 
>> Seasons skin enabled.  Be sure to delete those files in both places.   
>> Weewx will regenerate its when it starts up.  I typically let it start up 
>> then just copy the Weewx NOAA files into the Belchertown NOAA tree to make 
>> it start up quicker.
>>
>> Sorry this was so long - but your db is so unusual I needed to provide 
>> too much info probably....
>>
>> On Monday, November 3, 2025 at 4:59:58 PM UTC-8 S Phillips wrote:
>>
>>> So just for clarification, the version that I ran the queries on was the 
>>> backup version prior to setting the bad values to NULL.  I reverted back to 
>>> this version based on your comment on 11/2 @ 21:21 CST where you mentioned 
>>> the following:
>>>
>>>
>>> *"rainRate not rainrate in your image FWIW*
>>> *I would redo your queries off your working copy after you think it 
>>> changed things."*
>>>  
>>> Since this was a backup version without the NULL values, what would I 
>>> need to run in order to set the incorrect values to NULL where rain > 5 and 
>>> rainRate > 10? 
>>>
>>> On Monday, November 3, 2025 at 4:22:02 PM UTC-6 vince wrote:
>>>
>>>> I mean yes you still have what appears to bad data in it
>>>>
>>>> And yes, you will need to null out bad rainRate and possibly bad rain 
>>>> (accumulation in an archive period) fields for those records, and 
>>>> rebuild-daily for those days (there are options to say which dates) or you 
>>>> can rebuild all dates. In my experiencing rebuilding just the dates you 
>>>> altered is much faster, but either way works.
>>>>
>>>> And yes everything can be scripted if you are so inclined.
>>>>
>>>> On Monday, November 3, 2025 at 1:09:43 PM UTC-8 S Phillips wrote:
>>>>
>>>>> "Your DB is messed up", so what do you mean? Is it corrupt or is there 
>>>>> just a lot of bad data?
>>>>> I am aware of that there is bad data, hence the reasoning of the 
>>>>> original post.
>>>>>
>>>>> When you say "fix that, rebuild-daily" are you referring to setting 
>>>>> all the values for "rainRate" over the value of 5 to NULL? 
>>>>> I assume that I would need to manually do a rebuild-daily for each 
>>>>> date individually or can that be scripted with all the dates of the bad 
>>>>> values? 
>>>>>
>>>>> On Monday, November 3, 2025 at 2:36:39 PM UTC-6 vince wrote:
>>>>>
>>>>>> So your db is messed up. Fix that, rebuild-daily for the affected 
>>>>>> dates. You should be ok then.
>>>>>>
>>>>>> You might need to run the query a few times or specify more than 10 
>>>>>> days to get all the bad days identified. Perhaps remove the limit 10 to 
>>>>>> see 
>>>>>> if you have a very lot of bad records in there…
>>>>>>
>>>>>> On Monday, November 3, 2025 at 12:16:16 PM UTC-8 S Phillips wrote:
>>>>>>
>>>>>>> Stopped Weewx
>>>>>>> sudo systemctl stop weewx
>>>>>>>
>>>>>>> Made a copy of the existing DB
>>>>>>> sudo cp /var/lib/weewx/weewx.sdb weewx_20251103_1338_bad.sdb.bak
>>>>>>>
>>>>>>> Copied the old version prior to values being changed to NULL
>>>>>>> sudo cp /home/<username>/Documents/weewx_20251102_1851.sdb 
>>>>>>> /var/lib/weewx/weewx.sdb
>>>>>>>
>>>>>>> Started WeeWX to maintain current data while old data is being 
>>>>>>> modified
>>>>>>> sudo systemctl start weewx
>>>>>>> sudo systemctl status weewx
>>>>>>>
>>>>>>> I copied the copy of "weewx_20251102_1851.sdb" file back down to my 
>>>>>>> Macbook using Filezilla to get a "fresh start". Then looked at Vince's 
>>>>>>> latest comment at 13:38 CST and ran the SQL queries.  
>>>>>>>
>>>>>>> The first query results the following:
>>>>>>>
>>>>>>> SELECT datetime(dateTime,'unixepoch','localtime'), dateTime, max 
>>>>>>> from archive_day_rainRate where max>2 ORDER BY max DESC LIMIT 10;
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>> *datetime(dateTime,'unixepoch','localtime') dateTime max 2017-09-18 
>>>>>>> 00:00:00 1505710800 84.6236220472441 2017-09-22 00:00:00 1506056400 
>>>>>>> 84.6047244094488 2017-09-23 00:00:00 1506142800 84.6047244094488 
>>>>>>> 2017-09-26 
>>>>>>> 00:00:00 1506402000 84.6047244094488 2017-09-27 00:00:00 1506488400 
>>>>>>> 84.6047244094488 2019-10-11 00:00:00 1570770000 82.29 2020-05-17 
>>>>>>> 00:00:00 
>>>>>>> 1589691600 82.29 2021-06-24 00:00:00 1624510800 82.29 2022-07-08 
>>>>>>> 00:00:00 
>>>>>>> 1657256400 82.29 2023-08-10 00:00:00 1691643600 82.29*
>>>>>>>
>>>>>>> Second query:
>>>>>>>
>>>>>>> SELECT datetime(dateTime,'unixepoch','localtime'), dateTime, sum 
>>>>>>> from archive_day_rain where sum>2 ORDER BY sum DESC LIMIT 10;
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>> *datetime(dateTime,'unixepoch','localtime') dateTime sum 2016-08-12 
>>>>>>> 00:00:00 1470978000 14.18 2016-07-24 00:00:00 1469336400 12.37 
>>>>>>> 2016-10-06 
>>>>>>> 00:00:00 1475730000 4.96 2018-03-17 00:00:00 1521262800 
>>>>>>> 4.90157480314961 
>>>>>>> 2016-06-01 00:00:00 1464757200 4.43 2016-08-15 00:00:00 1471237200 4.41 
>>>>>>> 2016-07-25 00:00:00 1469422800 3.69 2016-08-28 00:00:00 1472360400 3.35 
>>>>>>> 2016-09-08 00:00:00 1473310800 2.88 2016-07-14 00:00:00 1468472400 2.87*
>>>>>>>
>>>>>>> Third query:
>>>>>>>
>>>>>>> SELECT datetime(dateTime,'unixepoch','localtime'), dateTime, 
>>>>>>> rainRate from archive  where rainRate>2 ORDER BY rainRate DESC LIMIT 10;
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>> *datetime(dateTime,'unixepoch','localtime') dateTime rainRate 
>>>>>>> 2017-09-18 04:50:00 1505728200 84.6236220472441 2017-09-18 07:45:00 
>>>>>>> 1505738700 84.6236220472441 2017-09-22 05:15:00 1506075300 
>>>>>>> 84.6047244094488 
>>>>>>> 2017-09-23 10:20:00 1506180000 84.6047244094488 2017-09-26 17:00:00 
>>>>>>> 1506463200 84.6047244094488 2017-09-27 04:40:00 1506505200 
>>>>>>> 84.6047244094488 
>>>>>>> 2019-10-11 16:55:00 1570830900 82.29 2020-05-17 12:05:00 1589735100 
>>>>>>> 82.29 
>>>>>>> 2021-06-24 21:25:00 1624587900 82.29 2022-07-08 08:05:00 1657285500 
>>>>>>> 82.29*
>>>>>>>
>>>>>>> On Monday, November 3, 2025 at 1:38:22 PM UTC-6 vince wrote:
>>>>>>>
>>>>>>>> Lets go back to square one.    What does the database show ?   If 
>>>>>>>> that's still not correct, nothing related to graphs or html output 
>>>>>>>> matters.
>>>>>>>>
>>>>>>>> Belchertown is unusual...
>>>>>>>>
>>>>>>>>    - It also has its 'own' NOAA output directory in 'addition to' 
>>>>>>>>    the normal one weewx skins generate, so if you're going to do 
>>>>>>>> things like 
>>>>>>>>    clearing out previously generated NOAA files for month(s) or 
>>>>>>>> year(s), make 
>>>>>>>>    sure to get them in all locations under /var/www/html or wherever 
>>>>>>>> the web 
>>>>>>>>    docroot is set to.
>>>>>>>>    - It does a lot of sqlite queries under the hood to generate 
>>>>>>>>    its data that winds up in the html
>>>>>>>>    - those alltime table entries come from db queries in 
>>>>>>>>    belchertown.py around line 780 or so if you wanted to see it in the 
>>>>>>>>    extension python code
>>>>>>>>
>>>>>>>> We need to see db queries of the rain-related archive and summary 
>>>>>>>> tables....
>>>>>>>>
>>>>>>>> # highest 10 summary table days where rainRate > 2 sorted highest 
>>>>>>>> to lowest
>>>>>>>> echo "SELECT datetime(dateTime,'unixepoch','localtime'), dateTime, 
>>>>>>>> max from archive_day_rainRate where max>2 ORDER BY max DESC LIMIT 10;" 
>>>>>>>> | 
>>>>>>>> sqlite3 mydbname.sdb
>>>>>>>>
>>>>>>>> # highest 10 summary table days where rain for the day > 2 sorted 
>>>>>>>> highest to lowest
>>>>>>>> echo "SELECT datetime(dateTime,'unixepoch','localtime'), dateTime, 
>>>>>>>> sum from archive_day_rain where sum>2 ORDER BY sum DESC LIMIT 10;" | 
>>>>>>>> sqlite3 mydbname.sdb
>>>>>>>>
>>>>>>>> # highest 10 archive table records where rainRate > 2 sorted 
>>>>>>>> highest to lowest
>>>>>>>> echo "SELECT datetime(dateTime,'unixepoch','localtime'), dateTime, 
>>>>>>>> rainRate from archive  where rainRate>2 ORDER BY rainRate DESC LIMIT 
>>>>>>>> 10;" | 
>>>>>>>> sqlite3 mydbname.sdb
>>>>>>>>
>>>>>>>> For the original poster....
>>>>>>>>
>>>>>>>>    - be sure to work off a 'copy' of your current database, 
>>>>>>>>    just-in-case....
>>>>>>>>    - please use the commandline on your pi for this - just 
>>>>>>>>    substitute in the filename of your temporary copy of the db
>>>>>>>>    - if you don't have the sqlite3 utility on your pi, you can 
>>>>>>>>    install it via "sudo apt install sqlite3"
>>>>>>>>    - I used '2' above which is a good number for my location since 
>>>>>>>>    we don't get much/heavy rain.  Feel free to use whatever works for 
>>>>>>>> you 
>>>>>>>>    there.
>>>>>>>>
>>>>>>>> The offer still stands for me to verify your db is ok if you can 
>>>>>>>> make your db available someplace for download....
>>>>>>>>
>>>>>>>> On Monday, November 3, 2025 at 10:22:45 AM UTC-8 Jeff A. D. wrote:
>>>>>>>>
>>>>>>>>> All affected reports, including NOAA Climatological Summaries and 
>>>>>>>>> such, will also need to be deleted and rebuilt, as Tom says.  Also 
>>>>>>>>> note 
>>>>>>>>> that if all you did was NULL the rain data for each archive period 
>>>>>>>>> that 
>>>>>>>>> showed rain, and not for the entire period (day, month, etc.) that 
>>>>>>>>> had the 
>>>>>>>>> bad data, your reports will still show 0 (instead of N/A) for the 
>>>>>>>>> day. 
>>>>>>>>>
>>>>>>>>> On Monday, November 3, 2025 at 7:44:13 AM UTC-7 Tom Keffer wrote:
>>>>>>>>>
>>>>>>>>>> Plot images are renewed only as often as their aggregation 
>>>>>>>>>> interval. You may just be looking at your old data. Delete all the 
>>>>>>>>>> old 
>>>>>>>>>> images and try again.
>>>>>>>>>>
>>>>>>>>>> On Sun, Nov 2, 2025 at 6:47 PM S Phillips <[email protected]> 
>>>>>>>>>> wrote:
>>>>>>>>>>
>>>>>>>>>>> After reviewing the comments to the orginal post and my 
>>>>>>>>>>> follow-up comment, I performed the following tasks:
>>>>>>>>>>>
>>>>>>>>>>> I made a copy of the current DB to my home directory with:
>>>>>>>>>>> *sudo cp /var/lib/weewx/weewx.sdb 
>>>>>>>>>>> /home/<username>/Documents/weewx_20251028_1731.sdb*
>>>>>>>>>>>
>>>>>>>>>>> I then copied the file to my Macbook via SFTP using Filezilla. I 
>>>>>>>>>>> opened the .sdb file in DB Browser for SQLite, then ran the 
>>>>>>>>>>> following 
>>>>>>>>>>> command:
>>>>>>>>>>> *UPDATE archive SET rainRate=NULL and rain=NULL WHERE (rainRate 
>>>>>>>>>>> > 5);*
>>>>>>>>>>>
>>>>>>>>>>> It returned the following:
>>>>>>>>>>>
>>>>>>>>>>> *Execution finished without errors.* 
>>>>>>>>>>> *Result: query executed successfully. Took 63ms, 83 rows 
>>>>>>>>>>> affected* 
>>>>>>>>>>> *At line 1:* *UPDATE archive SET rainRate=NULL and rain=NULL 
>>>>>>>>>>> WHERE (rainRate > 5);*
>>>>>>>>>>>
>>>>>>>>>>> After that was finished I performed a "Write Changes" from the 
>>>>>>>>>>> DB Browser for SQLite and saved the file with the new timestamp 
>>>>>>>>>>> name. Next 
>>>>>>>>>>> I copied the file back to my home directory on the WeeWX VM via 
>>>>>>>>>>> SFTP in 
>>>>>>>>>>> FileZilla. I then stopped the DB using:
>>>>>>>>>>>  *sudo systemctl stop weewx*
>>>>>>>>>>>
>>>>>>>>>>> Then I copied the latest sdb from the /var/lib directory as a 
>>>>>>>>>>> backup.
>>>>>>>>>>> *sudo cp /var/lib/weewx/weewx.sdb weewx_20251102_1907.sdb.bak*
>>>>>>>>>>>
>>>>>>>>>>> Once that was done, I copied the edited sbd back to the /var/lib 
>>>>>>>>>>> directory using the following: 
>>>>>>>>>>> *sudo cp /home/<username>/Documents/weewx_20251102_1851.sdb 
>>>>>>>>>>> /var/lib/weewx/weewx.sd <http://weewx.sd>**b*
>>>>>>>>>>>
>>>>>>>>>>> I then dropped the daily and rebuilt it using the following:
>>>>>>>>>>>
>>>>>>>>>>> *sudo weectl database drop-daily* *sudo weectl database 
>>>>>>>>>>> rebuild-daily*
>>>>>>>>>>>
>>>>>>>>>>> After that was complete, I started WeeWX back up using
>>>>>>>>>>> *sudo systemctl start weewx*
>>>>>>>>>>>
>>>>>>>>>>> After it did an upload to the webserver, I checked the records 
>>>>>>>>>>> page and the bad values are still listed. When I look for any 
>>>>>>>>>>> rainRate 
>>>>>>>>>>> values over 4.9, it returns one result. Thoughts?
>>>>>>>>>>>
>>>>>>>>>>> [image: Screenshot 2025-11-02 at 20.40.40.png]
>>>>>>>>>>>
>>>>>>>>>>>  
>>>>>>>>>>> [image: Bad Records.png]
>>>>>>>>>>>
>>>>>>>>>>> On Friday, October 31, 2025 at 11:03:09 AM UTC-5 vince wrote:
>>>>>>>>>>>
>>>>>>>>>>>> I can see either answer in this case.  Agree with Mark about 
>>>>>>>>>>>> NULL vs. zero.    Tom's words in the wiki recommend NULL (link 
>>>>>>>>>>>> <https://github.com/weewx/weewx/wiki/Cleaning-up-old-bad-data>
>>>>>>>>>>>> ).
>>>>>>>>>>>>
>>>>>>>>>>>> On Friday, October 31, 2025 at 3:31:16 AM UTC-7 Mark Jenks 
>>>>>>>>>>>> wrote:
>>>>>>>>>>>>
>>>>>>>>>>>>> That is exactly what I've done in the past.   Just find the 
>>>>>>>>>>>>> bad data and NULL it out.     NULL says no data, 0 says no rain.  
>>>>>>>>>>>>>  There is 
>>>>>>>>>>>>> a difference.
>>>>>>>>>>>>>
>>>>>>>>>>>>> There is no good reason to edit it to try and figure out what 
>>>>>>>>>>>>> it was, unless there was some huge event that you failed to 
>>>>>>>>>>>>> capture 
>>>>>>>>>>>>> accurately.
>>>>>>>>>>>>>
>>>>>>>>>>>>> On Thursday, October 30, 2025 at 12:54:31 PM UTC-5 Jeff A. D. 
>>>>>>>>>>>>> wrote:
>>>>>>>>>>>>>
>>>>>>>>>>>>>> For the sake of accuracy, I think the quickest and easiest 
>>>>>>>>>>>>>> way would be to just go through and select all the dates with 
>>>>>>>>>>>>>> questionable 
>>>>>>>>>>>>>> data in the database and set all the rain and rain rate data to 
>>>>>>>>>>>>>> null, 
>>>>>>>>>>>>>> rather than zero, and then rebuild dailies.  That should tell 
>>>>>>>>>>>>>> you you have 
>>>>>>>>>>>>>> no data for those times, rather than indicating no rain. (It 
>>>>>>>>>>>>>> should show 
>>>>>>>>>>>>>> "N/A", rather than 0, for those dates on the Climatological 
>>>>>>>>>>>>>> Summary.)
>>>>>>>>>>>>>>
>>>>>>>>>>>>>> On Thursday, October 30, 2025 at 9:44:57 AM UTC-6 vince wrote:
>>>>>>>>>>>>>>
>>>>>>>>>>>>>>> I would just identify which 5-minute archive periods have 
>>>>>>>>>>>>>>> bad data, then zero out the rain and rainRate fields out for 
>>>>>>>>>>>>>>> those 5-minute 
>>>>>>>>>>>>>>> period records.  That would be close enough for me.  You seem 
>>>>>>>>>>>>>>> to have 
>>>>>>>>>>>>>>> something far more complicated in mind, so best of luck.
>>>>>>>>>>>>>>>
>>>>>>>>>>>>>>> On Thursday, October 30, 2025 at 4:18:31 AM UTC-7 S Phillips 
>>>>>>>>>>>>>>> wrote:
>>>>>>>>>>>>>>>
>>>>>>>>>>>>>>>>
>>>>>>>>>>>>>>>> So the data which I need to focus on is the rain data that 
>>>>>>>>>>>>>>>> is held in the archive table and once I can determine the bad 
>>>>>>>>>>>>>>>> values I can 
>>>>>>>>>>>>>>>> then rebuilt the daily which should correct the issue.  Since 
>>>>>>>>>>>>>>>> I live so 
>>>>>>>>>>>>>>>> close to where the official readings are kept (~1.5 miles) I 
>>>>>>>>>>>>>>>> can use that 
>>>>>>>>>>>>>>>> data as a reference.  I know that there will be variation but 
>>>>>>>>>>>>>>>> extremes 
>>>>>>>>>>>>>>>> differences should be easy to spot. For example, here is July 
>>>>>>>>>>>>>>>> 2016 from 
>>>>>>>>>>>>>>>> NOAA and my PWS where you can see the extreme variations.
>>>>>>>>>>>>>>>>
>>>>>>>>>>>>>>>> [image: Combined 2016-07 copy.png]
>>>>>>>>>>>>>>>> On Wednesday, October 29, 2025 at 7:52:27 PM UTC-5 vince 
>>>>>>>>>>>>>>>> wrote:
>>>>>>>>>>>>>>>>
>>>>>>>>>>>>>>>>> Forgot to answer your question - if you rebuilt-daily then 
>>>>>>>>>>>>>>>>> your bad data is in the archive table (which is used to 
>>>>>>>>>>>>>>>>> generate the 
>>>>>>>>>>>>>>>>> summary table)
>>>>>>>>>>>>>>>>>
>>>>>>>>>>>>>>>>> Expecting your local rain total in an extreme event to 
>>>>>>>>>>>>>>>>> match anybody else is a bad idea.  Microclimates can have 
>>>>>>>>>>>>>>>>> different answers 
>>>>>>>>>>>>>>>>> across the street from the other station, let alone from one 
>>>>>>>>>>>>>>>>> miles away.
>>>>>>>>>>>>>>>>>
>>>>>>>>>>>>>>>>> You certainly can fix up the rainRate item in your archive 
>>>>>>>>>>>>>>>>> table, or at least zero it out, but I would suspect your rain 
>>>>>>>>>>>>>>>>> field (rain 
>>>>>>>>>>>>>>>>> in that usually 5 minute period) likely needs similar cleanup.
>>>>>>>>>>>>>>>>>
>>>>>>>>>>>>>>>>> -- 
>>>>>>>>>>> You received this message because you are subscribed to the 
>>>>>>>>>>> Google Groups "weewx-user" group.
>>>>>>>>>>> To unsubscribe from this group and stop receiving emails from 
>>>>>>>>>>> it, send an email to [email protected].
>>>>>>>>>>>
>>>>>>>>>> To view this discussion visit 
>>>>>>>>>>> https://groups.google.com/d/msgid/weewx-user/3f27c2db-4d1b-4fe3-86b1-f34c9420fe20n%40googlegroups.com
>>>>>>>>>>>  
>>>>>>>>>>> <https://groups.google.com/d/msgid/weewx-user/3f27c2db-4d1b-4fe3-86b1-f34c9420fe20n%40googlegroups.com?utm_medium=email&utm_source=footer>
>>>>>>>>>>> .
>>>>>>>>>>>
>>>>>>>>>>

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